id sid tid token lemma pos cord-258170-kyztc1jp 1 1 key key NN cord-258170-kyztc1jp 1 2 : : : cord-258170-kyztc1jp 2 1 cord-258170-kyztc1jp cord-258170-kyztc1jp NNP cord-258170-kyztc1jp 2 2 authors author NNS cord-258170-kyztc1jp 2 3 : : : cord-258170-kyztc1jp 2 4 Shorfuzzaman Shorfuzzaman NNP cord-258170-kyztc1jp 2 5 , , , cord-258170-kyztc1jp 2 6 Mohammad Mohammad NNP cord-258170-kyztc1jp 2 7 ; ; : cord-258170-kyztc1jp 2 8 Hossain Hossain NNP cord-258170-kyztc1jp 2 9 , , , cord-258170-kyztc1jp 2 10 M. M. NNP cord-258170-kyztc1jp 2 11 Shamim Shamim NNP cord-258170-kyztc1jp 2 12 ; ; : cord-258170-kyztc1jp 2 13 Alhamid Alhamid NNP cord-258170-kyztc1jp 2 14 , , , cord-258170-kyztc1jp 2 15 Mohammed Mohammed NNP cord-258170-kyztc1jp 2 16 F. F. NNP cord-258170-kyztc1jp 2 17 title title NN cord-258170-kyztc1jp 2 18 : : : cord-258170-kyztc1jp 2 19 Towards towards IN cord-258170-kyztc1jp 2 20 the the DT cord-258170-kyztc1jp 2 21 sustainable sustainable JJ cord-258170-kyztc1jp 2 22 development development NN cord-258170-kyztc1jp 2 23 of of IN cord-258170-kyztc1jp 2 24 smart smart JJ cord-258170-kyztc1jp 2 25 cities city NNS cord-258170-kyztc1jp 2 26 through through IN cord-258170-kyztc1jp 2 27 mass mass JJ cord-258170-kyztc1jp 2 28 video video NN cord-258170-kyztc1jp 2 29 surveillance surveillance NN cord-258170-kyztc1jp 2 30 : : : cord-258170-kyztc1jp 2 31 A a DT cord-258170-kyztc1jp 2 32 response response NN cord-258170-kyztc1jp 2 33 to to IN cord-258170-kyztc1jp 2 34 the the DT cord-258170-kyztc1jp 2 35 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 2 36 pandemic pandemic NN cord-258170-kyztc1jp 2 37 date date NN cord-258170-kyztc1jp 2 38 : : : cord-258170-kyztc1jp 2 39 2020 2020 CD cord-258170-kyztc1jp 2 40 - - HYPH cord-258170-kyztc1jp 2 41 11 11 CD cord-258170-kyztc1jp 2 42 - - HYPH cord-258170-kyztc1jp 2 43 05 05 CD cord-258170-kyztc1jp 2 44 journal journal NN cord-258170-kyztc1jp 2 45 : : : cord-258170-kyztc1jp 2 46 Sustain sustain VB cord-258170-kyztc1jp 2 47 Cities city NNS cord-258170-kyztc1jp 2 48 Soc Soc NNP cord-258170-kyztc1jp 2 49 DOI doi NN cord-258170-kyztc1jp 2 50 : : : cord-258170-kyztc1jp 2 51 10.1016/ 10.1016/ CD cord-258170-kyztc1jp 3 1 j.scs.2020.102582 j.scs.2020.102582 NNP cord-258170-kyztc1jp 3 2 sha sha NNP cord-258170-kyztc1jp 3 3 : : : cord-258170-kyztc1jp 3 4 57f87efa0a1961c9d6c6adc0ab91711dfe07a993 57f87efa0a1961c9d6c6adc0ab91711dfe07a993 CD cord-258170-kyztc1jp 3 5 doc_id doc_id CD cord-258170-kyztc1jp 3 6 : : : cord-258170-kyztc1jp 3 7 258170 258170 CD cord-258170-kyztc1jp 3 8 cord_uid cord_uid FW cord-258170-kyztc1jp 3 9 : : : cord-258170-kyztc1jp 4 1 kyztc1jp kyztc1jp ADD cord-258170-kyztc1jp 4 2 Sustainable sustainable JJ cord-258170-kyztc1jp 4 3 smart smart JJ cord-258170-kyztc1jp 4 4 city city NN cord-258170-kyztc1jp 4 5 initiatives initiative NNS cord-258170-kyztc1jp 4 6 around around IN cord-258170-kyztc1jp 4 7 the the DT cord-258170-kyztc1jp 4 8 world world NN cord-258170-kyztc1jp 4 9 have have VBP cord-258170-kyztc1jp 4 10 recently recently RB cord-258170-kyztc1jp 4 11 had have VBN cord-258170-kyztc1jp 4 12 great great JJ cord-258170-kyztc1jp 4 13 impact impact NN cord-258170-kyztc1jp 4 14 on on IN cord-258170-kyztc1jp 4 15 the the DT cord-258170-kyztc1jp 4 16 lives life NNS cord-258170-kyztc1jp 4 17 of of IN cord-258170-kyztc1jp 4 18 citizens citizen NNS cord-258170-kyztc1jp 4 19 and and CC cord-258170-kyztc1jp 4 20 brought bring VBD cord-258170-kyztc1jp 4 21 significant significant JJ cord-258170-kyztc1jp 4 22 changes change NNS cord-258170-kyztc1jp 4 23 to to IN cord-258170-kyztc1jp 4 24 society society NN cord-258170-kyztc1jp 4 25 . . . cord-258170-kyztc1jp 5 1 More more RBR cord-258170-kyztc1jp 5 2 precisely precisely RB cord-258170-kyztc1jp 5 3 , , , cord-258170-kyztc1jp 5 4 data data NN cord-258170-kyztc1jp 5 5 - - HYPH cord-258170-kyztc1jp 5 6 driven drive VBN cord-258170-kyztc1jp 5 7 smart smart JJ cord-258170-kyztc1jp 5 8 applications application NNS cord-258170-kyztc1jp 5 9 that that WDT cord-258170-kyztc1jp 5 10 efficiently efficiently RB cord-258170-kyztc1jp 5 11 manage manage VBP cord-258170-kyztc1jp 5 12 sparse sparse JJ cord-258170-kyztc1jp 5 13 resources resource NNS cord-258170-kyztc1jp 5 14 are be VBP cord-258170-kyztc1jp 5 15 offering offer VBG cord-258170-kyztc1jp 5 16 a a DT cord-258170-kyztc1jp 5 17 futuristic futuristic JJ cord-258170-kyztc1jp 5 18 vision vision NN cord-258170-kyztc1jp 5 19 of of IN cord-258170-kyztc1jp 5 20 smart smart JJ cord-258170-kyztc1jp 5 21 , , , cord-258170-kyztc1jp 5 22 efficient efficient JJ cord-258170-kyztc1jp 5 23 , , , cord-258170-kyztc1jp 5 24 and and CC cord-258170-kyztc1jp 5 25 secure secure VB cord-258170-kyztc1jp 5 26 city city NN cord-258170-kyztc1jp 5 27 operations operation NNS cord-258170-kyztc1jp 5 28 . . . cord-258170-kyztc1jp 6 1 However however RB cord-258170-kyztc1jp 6 2 , , , cord-258170-kyztc1jp 6 3 the the DT cord-258170-kyztc1jp 6 4 ongoing ongoing JJ cord-258170-kyztc1jp 6 5 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 6 6 pandemic pandemic NN cord-258170-kyztc1jp 6 7 has have VBZ cord-258170-kyztc1jp 6 8 revealed reveal VBN cord-258170-kyztc1jp 6 9 the the DT cord-258170-kyztc1jp 6 10 limitations limitation NNS cord-258170-kyztc1jp 6 11 of of IN cord-258170-kyztc1jp 6 12 existing exist VBG cord-258170-kyztc1jp 6 13 smart smart JJ cord-258170-kyztc1jp 6 14 city city NN cord-258170-kyztc1jp 6 15 deployment deployment NN cord-258170-kyztc1jp 6 16 ; ; : cord-258170-kyztc1jp 6 17 hence hence RB cord-258170-kyztc1jp 6 18 ; ; : cord-258170-kyztc1jp 6 19 the the DT cord-258170-kyztc1jp 6 20 development development NN cord-258170-kyztc1jp 6 21 of of IN cord-258170-kyztc1jp 6 22 systems system NNS cord-258170-kyztc1jp 6 23 and and CC cord-258170-kyztc1jp 6 24 architectures architecture NNS cord-258170-kyztc1jp 6 25 capable capable JJ cord-258170-kyztc1jp 6 26 of of IN cord-258170-kyztc1jp 6 27 providing provide VBG cord-258170-kyztc1jp 6 28 fast fast JJ cord-258170-kyztc1jp 6 29 and and CC cord-258170-kyztc1jp 6 30 effective effective JJ cord-258170-kyztc1jp 6 31 mechanisms mechanism NNS cord-258170-kyztc1jp 6 32 to to TO cord-258170-kyztc1jp 6 33 limit limit VB cord-258170-kyztc1jp 6 34 further further JJ cord-258170-kyztc1jp 6 35 spread spread NN cord-258170-kyztc1jp 6 36 of of IN cord-258170-kyztc1jp 6 37 the the DT cord-258170-kyztc1jp 6 38 virus virus NN cord-258170-kyztc1jp 6 39 has have VBZ cord-258170-kyztc1jp 6 40 become become VBN cord-258170-kyztc1jp 6 41 paramount paramount NN cord-258170-kyztc1jp 6 42 . . . cord-258170-kyztc1jp 7 1 An an DT cord-258170-kyztc1jp 7 2 active active JJ cord-258170-kyztc1jp 7 3 surveillance surveillance NN cord-258170-kyztc1jp 7 4 system system NN cord-258170-kyztc1jp 7 5 capable capable JJ cord-258170-kyztc1jp 7 6 of of IN cord-258170-kyztc1jp 7 7 monitoring monitor VBG cord-258170-kyztc1jp 7 8 and and CC cord-258170-kyztc1jp 7 9 enforcing enforce VBG cord-258170-kyztc1jp 7 10 social social JJ cord-258170-kyztc1jp 7 11 distancing distancing NN cord-258170-kyztc1jp 7 12 between between IN cord-258170-kyztc1jp 7 13 people people NNS cord-258170-kyztc1jp 7 14 can can MD cord-258170-kyztc1jp 7 15 effectively effectively RB cord-258170-kyztc1jp 7 16 slow slow VB cord-258170-kyztc1jp 7 17 the the DT cord-258170-kyztc1jp 7 18 spread spread NN cord-258170-kyztc1jp 7 19 of of IN cord-258170-kyztc1jp 7 20 this this DT cord-258170-kyztc1jp 7 21 deadly deadly JJ cord-258170-kyztc1jp 7 22 virus virus NN cord-258170-kyztc1jp 7 23 . . . cord-258170-kyztc1jp 8 1 In in IN cord-258170-kyztc1jp 8 2 this this DT cord-258170-kyztc1jp 8 3 paper paper NN cord-258170-kyztc1jp 8 4 , , , cord-258170-kyztc1jp 8 5 we -PRON- PRP cord-258170-kyztc1jp 8 6 propose propose VBP cord-258170-kyztc1jp 8 7 a a DT cord-258170-kyztc1jp 8 8 data data NN cord-258170-kyztc1jp 8 9 - - HYPH cord-258170-kyztc1jp 8 10 driven drive VBN cord-258170-kyztc1jp 8 11 deep deep JJ cord-258170-kyztc1jp 8 12 learning learning NN cord-258170-kyztc1jp 8 13 - - HYPH cord-258170-kyztc1jp 8 14 based base VBN cord-258170-kyztc1jp 8 15 framework framework NN cord-258170-kyztc1jp 8 16 for for IN cord-258170-kyztc1jp 8 17 the the DT cord-258170-kyztc1jp 8 18 sustainable sustainable JJ cord-258170-kyztc1jp 8 19 development development NN cord-258170-kyztc1jp 8 20 of of IN cord-258170-kyztc1jp 8 21 a a DT cord-258170-kyztc1jp 8 22 smart smart JJ cord-258170-kyztc1jp 8 23 city city NN cord-258170-kyztc1jp 8 24 , , , cord-258170-kyztc1jp 8 25 offering offer VBG cord-258170-kyztc1jp 8 26 a a DT cord-258170-kyztc1jp 8 27 timely timely JJ cord-258170-kyztc1jp 8 28 response response NN cord-258170-kyztc1jp 8 29 to to TO cord-258170-kyztc1jp 8 30 combat combat VB cord-258170-kyztc1jp 8 31 the the DT cord-258170-kyztc1jp 8 32 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 8 33 pandemic pandemic NN cord-258170-kyztc1jp 8 34 through through IN cord-258170-kyztc1jp 8 35 mass mass JJ cord-258170-kyztc1jp 8 36 video video NN cord-258170-kyztc1jp 8 37 surveillance surveillance NN cord-258170-kyztc1jp 8 38 . . . cord-258170-kyztc1jp 9 1 To to IN cord-258170-kyztc1jp 9 2 implementing implement VBG cord-258170-kyztc1jp 9 3 social social JJ cord-258170-kyztc1jp 9 4 distancing distancing NN cord-258170-kyztc1jp 9 5 monitoring monitoring NN cord-258170-kyztc1jp 9 6 , , , cord-258170-kyztc1jp 9 7 we -PRON- PRP cord-258170-kyztc1jp 9 8 used use VBD cord-258170-kyztc1jp 9 9 three three CD cord-258170-kyztc1jp 9 10 deep deep JJ cord-258170-kyztc1jp 9 11 learning learning NN cord-258170-kyztc1jp 9 12 - - HYPH cord-258170-kyztc1jp 9 13 based base VBN cord-258170-kyztc1jp 9 14 real real JJ cord-258170-kyztc1jp 9 15 - - HYPH cord-258170-kyztc1jp 9 16 time time NN cord-258170-kyztc1jp 9 17 object object NN cord-258170-kyztc1jp 9 18 detection detection NN cord-258170-kyztc1jp 9 19 models model NNS cord-258170-kyztc1jp 9 20 for for IN cord-258170-kyztc1jp 9 21 the the DT cord-258170-kyztc1jp 9 22 detection detection NN cord-258170-kyztc1jp 9 23 of of IN cord-258170-kyztc1jp 9 24 people people NNS cord-258170-kyztc1jp 9 25 in in IN cord-258170-kyztc1jp 9 26 videos video NNS cord-258170-kyztc1jp 9 27 captured capture VBN cord-258170-kyztc1jp 9 28 with with IN cord-258170-kyztc1jp 9 29 a a DT cord-258170-kyztc1jp 9 30 monocular monocular JJ cord-258170-kyztc1jp 9 31 camera camera NN cord-258170-kyztc1jp 9 32 . . . cord-258170-kyztc1jp 10 1 We -PRON- PRP cord-258170-kyztc1jp 10 2 validated validate VBD cord-258170-kyztc1jp 10 3 the the DT cord-258170-kyztc1jp 10 4 performance performance NN cord-258170-kyztc1jp 10 5 of of IN cord-258170-kyztc1jp 10 6 our -PRON- PRP$ cord-258170-kyztc1jp 10 7 system system NN cord-258170-kyztc1jp 10 8 using use VBG cord-258170-kyztc1jp 10 9 a a DT cord-258170-kyztc1jp 10 10 real real JJ cord-258170-kyztc1jp 10 11 - - HYPH cord-258170-kyztc1jp 10 12 world world NN cord-258170-kyztc1jp 10 13 video video NN cord-258170-kyztc1jp 10 14 surveillance surveillance NN cord-258170-kyztc1jp 10 15 dataset dataset NN cord-258170-kyztc1jp 10 16 for for IN cord-258170-kyztc1jp 10 17 effective effective JJ cord-258170-kyztc1jp 10 18 deployment deployment NN cord-258170-kyztc1jp 10 19 . . . cord-258170-kyztc1jp 11 1 Due due IN cord-258170-kyztc1jp 11 2 to to IN cord-258170-kyztc1jp 11 3 the the DT cord-258170-kyztc1jp 11 4 coronavirus coronavirus NN cord-258170-kyztc1jp 11 5 disease disease NN cord-258170-kyztc1jp 11 6 2019 2019 CD cord-258170-kyztc1jp 11 7 , , , cord-258170-kyztc1jp 11 8 the the DT cord-258170-kyztc1jp 11 9 world world NN cord-258170-kyztc1jp 11 10 is be VBZ cord-258170-kyztc1jp 11 11 undergoing undergo VBG cord-258170-kyztc1jp 11 12 a a DT cord-258170-kyztc1jp 11 13 situation situation NN cord-258170-kyztc1jp 11 14 unprecedented unprecedented JJ cord-258170-kyztc1jp 11 15 in in IN cord-258170-kyztc1jp 11 16 recent recent JJ cord-258170-kyztc1jp 11 17 human human JJ cord-258170-kyztc1jp 11 18 history history NN cord-258170-kyztc1jp 11 19 , , , cord-258170-kyztc1jp 11 20 with with IN cord-258170-kyztc1jp 11 21 massive massive JJ cord-258170-kyztc1jp 11 22 economic economic JJ cord-258170-kyztc1jp 11 23 losses loss NNS cord-258170-kyztc1jp 11 24 and and CC cord-258170-kyztc1jp 11 25 a a DT cord-258170-kyztc1jp 11 26 global global JJ cord-258170-kyztc1jp 11 27 health health NN cord-258170-kyztc1jp 11 28 crisis crisis NN cord-258170-kyztc1jp 11 29 . . . cord-258170-kyztc1jp 12 1 The the DT cord-258170-kyztc1jp 12 2 virus virus NN cord-258170-kyztc1jp 12 3 initially initially RB cord-258170-kyztc1jp 12 4 identified identify VBN cord-258170-kyztc1jp 12 5 in in IN cord-258170-kyztc1jp 12 6 December December NNP cord-258170-kyztc1jp 12 7 2019 2019 CD cord-258170-kyztc1jp 12 8 in in IN cord-258170-kyztc1jp 12 9 the the DT cord-258170-kyztc1jp 12 10 city city NN cord-258170-kyztc1jp 12 11 of of IN cord-258170-kyztc1jp 12 12 Wuhan Wuhan NNP cord-258170-kyztc1jp 12 13 , , , cord-258170-kyztc1jp 12 14 China China NNP cord-258170-kyztc1jp 12 15 has have VBZ cord-258170-kyztc1jp 12 16 rapidly rapidly RB cord-258170-kyztc1jp 12 17 spread spread VBN cord-258170-kyztc1jp 12 18 throughout throughout IN cord-258170-kyztc1jp 12 19 the the DT cord-258170-kyztc1jp 12 20 world world NN cord-258170-kyztc1jp 12 21 , , , cord-258170-kyztc1jp 12 22 resulting result VBG cord-258170-kyztc1jp 12 23 in in IN cord-258170-kyztc1jp 12 24 the the DT cord-258170-kyztc1jp 12 25 ongoing ongoing JJ cord-258170-kyztc1jp 12 26 pandemic pandemic NN cord-258170-kyztc1jp 12 27 . . . cord-258170-kyztc1jp 13 1 Since since IN cord-258170-kyztc1jp 13 2 the the DT cord-258170-kyztc1jp 13 3 initial initial JJ cord-258170-kyztc1jp 13 4 outbreak outbreak NN cord-258170-kyztc1jp 13 5 , , , cord-258170-kyztc1jp 13 6 the the DT cord-258170-kyztc1jp 13 7 disease disease NN cord-258170-kyztc1jp 13 8 has have VBZ cord-258170-kyztc1jp 13 9 affected affect VBN cord-258170-kyztc1jp 13 10 over over IN cord-258170-kyztc1jp 13 11 two two CD cord-258170-kyztc1jp 13 12 hundred hundred CD cord-258170-kyztc1jp 13 13 countries country NNS cord-258170-kyztc1jp 13 14 and and CC cord-258170-kyztc1jp 13 15 territories territory NNS cord-258170-kyztc1jp 13 16 across across IN cord-258170-kyztc1jp 13 17 the the DT cord-258170-kyztc1jp 13 18 globe globe NN cord-258170-kyztc1jp 13 19 , , , cord-258170-kyztc1jp 13 20 with with IN cord-258170-kyztc1jp 13 21 more more JJR cord-258170-kyztc1jp 13 22 than than IN cord-258170-kyztc1jp 13 23 20 20 CD cord-258170-kyztc1jp 13 24 million million CD cord-258170-kyztc1jp 13 25 cases case NNS cord-258170-kyztc1jp 13 26 reported report VBN cord-258170-kyztc1jp 13 27 ( ( -LRB- cord-258170-kyztc1jp 13 28 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 13 29 , , , cord-258170-kyztc1jp 13 30 2020 2020 CD cord-258170-kyztc1jp 13 31 ) ) -RRB- cord-258170-kyztc1jp 13 32 . . . cord-258170-kyztc1jp 14 1 The the DT cord-258170-kyztc1jp 14 2 outbreak outbreak NN cord-258170-kyztc1jp 14 3 was be VBD cord-258170-kyztc1jp 14 4 declared declare VBN cord-258170-kyztc1jp 14 5 a a DT cord-258170-kyztc1jp 14 6 Public Public NNP cord-258170-kyztc1jp 14 7 Health Health NNP cord-258170-kyztc1jp 14 8 Emergency Emergency NNP cord-258170-kyztc1jp 14 9 of of IN cord-258170-kyztc1jp 14 10 International International NNP cord-258170-kyztc1jp 14 11 Concern Concern NNP cord-258170-kyztc1jp 14 12 ( ( -LRB- cord-258170-kyztc1jp 14 13 PHEIC PHEIC NNP cord-258170-kyztc1jp 14 14 ) ) -RRB- cord-258170-kyztc1jp 14 15 by by IN cord-258170-kyztc1jp 14 16 the the DT cord-258170-kyztc1jp 14 17 World World NNP cord-258170-kyztc1jp 14 18 Health Health NNP cord-258170-kyztc1jp 14 19 Organization Organization NNP cord-258170-kyztc1jp 14 20 ( ( -LRB- cord-258170-kyztc1jp 14 21 WHO who WP cord-258170-kyztc1jp 14 22 ) ) -RRB- cord-258170-kyztc1jp 14 23 ( ( -LRB- cord-258170-kyztc1jp 14 24 WHO who WP cord-258170-kyztc1jp 14 25 , , , cord-258170-kyztc1jp 14 26 2020 2020 CD cord-258170-kyztc1jp 14 27 ) ) -RRB- cord-258170-kyztc1jp 14 28 on on IN cord-258170-kyztc1jp 14 29 January January NNP cord-258170-kyztc1jp 14 30 30 30 CD cord-258170-kyztc1jp 14 31 , , , cord-258170-kyztc1jp 14 32 2020 2020 CD cord-258170-kyztc1jp 14 33 . . . cord-258170-kyztc1jp 15 1 The the DT cord-258170-kyztc1jp 15 2 virus virus NN cord-258170-kyztc1jp 15 3 is be VBZ cord-258170-kyztc1jp 15 4 very very RB cord-258170-kyztc1jp 15 5 contagious contagious JJ cord-258170-kyztc1jp 15 6 and and CC cord-258170-kyztc1jp 15 7 is be VBZ cord-258170-kyztc1jp 15 8 primarily primarily RB cord-258170-kyztc1jp 15 9 transmitted transmit VBN cord-258170-kyztc1jp 15 10 between between IN cord-258170-kyztc1jp 15 11 people people NNS cord-258170-kyztc1jp 15 12 through through IN cord-258170-kyztc1jp 15 13 close close JJ cord-258170-kyztc1jp 15 14 contact contact NN cord-258170-kyztc1jp 15 15 . . . cord-258170-kyztc1jp 16 1 A a DT cord-258170-kyztc1jp 16 2 variety variety NN cord-258170-kyztc1jp 16 3 of of IN cord-258170-kyztc1jp 16 4 common common JJ cord-258170-kyztc1jp 16 5 symptoms symptom NNS cord-258170-kyztc1jp 16 6 are be VBP cord-258170-kyztc1jp 16 7 found find VBN cord-258170-kyztc1jp 16 8 in in IN cord-258170-kyztc1jp 16 9 those those DT cord-258170-kyztc1jp 16 10 infected infect VBN cord-258170-kyztc1jp 16 11 , , , cord-258170-kyztc1jp 16 12 such such JJ cord-258170-kyztc1jp 16 13 as as IN cord-258170-kyztc1jp 16 14 cough cough NN cord-258170-kyztc1jp 16 15 , , , cord-258170-kyztc1jp 16 16 fever fever NN cord-258170-kyztc1jp 16 17 , , , cord-258170-kyztc1jp 16 18 shortness shortness NN cord-258170-kyztc1jp 16 19 of of IN cord-258170-kyztc1jp 16 20 breath breath NN cord-258170-kyztc1jp 16 21 , , , cord-258170-kyztc1jp 16 22 fatigue fatigue NN cord-258170-kyztc1jp 16 23 , , , cord-258170-kyztc1jp 16 24 loss loss NN cord-258170-kyztc1jp 16 25 of of IN cord-258170-kyztc1jp 16 26 smell smell NN cord-258170-kyztc1jp 16 27 , , , cord-258170-kyztc1jp 16 28 and and CC cord-258170-kyztc1jp 16 29 pneumonia pneumonia NN cord-258170-kyztc1jp 16 30 . . . cord-258170-kyztc1jp 17 1 The the DT cord-258170-kyztc1jp 17 2 complications complication NNS cord-258170-kyztc1jp 17 3 of of IN cord-258170-kyztc1jp 17 4 the the DT cord-258170-kyztc1jp 17 5 disease disease NN cord-258170-kyztc1jp 17 6 include include VBP cord-258170-kyztc1jp 17 7 pneumonia pneumonia NN cord-258170-kyztc1jp 17 8 , , , cord-258170-kyztc1jp 17 9 acute acute JJ cord-258170-kyztc1jp 17 10 respiratory respiratory JJ cord-258170-kyztc1jp 17 11 distress distress NN cord-258170-kyztc1jp 17 12 syndrome syndrome NN cord-258170-kyztc1jp 17 13 , , , cord-258170-kyztc1jp 17 14 and and CC cord-258170-kyztc1jp 17 15 other other JJ cord-258170-kyztc1jp 17 16 infections infection NNS cord-258170-kyztc1jp 17 17 . . . cord-258170-kyztc1jp 18 1 Precise precise JJ cord-258170-kyztc1jp 18 2 and and CC cord-258170-kyztc1jp 18 3 timely timely JJ cord-258170-kyztc1jp 18 4 diagnosis diagnosis NN cord-258170-kyztc1jp 18 5 is be VBZ cord-258170-kyztc1jp 18 6 being be VBG cord-258170-kyztc1jp 18 7 hampered hamper VBN cord-258170-kyztc1jp 18 8 due due IN cord-258170-kyztc1jp 18 9 to to IN cord-258170-kyztc1jp 18 10 the the DT cord-258170-kyztc1jp 18 11 lack lack NN cord-258170-kyztc1jp 18 12 of of IN cord-258170-kyztc1jp 18 13 treatment treatment NN cord-258170-kyztc1jp 18 14 , , , cord-258170-kyztc1jp 18 15 scarcity scarcity NN cord-258170-kyztc1jp 18 16 of of IN cord-258170-kyztc1jp 18 17 resources resource NNS cord-258170-kyztc1jp 18 18 , , , cord-258170-kyztc1jp 18 19 and and CC cord-258170-kyztc1jp 18 20 harsh harsh JJ cord-258170-kyztc1jp 18 21 conditions condition NNS cord-258170-kyztc1jp 18 22 of of IN cord-258170-kyztc1jp 18 23 the the DT cord-258170-kyztc1jp 18 24 laboratory laboratory NN cord-258170-kyztc1jp 18 25 environment environment NN cord-258170-kyztc1jp 18 26 . . . cord-258170-kyztc1jp 19 1 This this DT cord-258170-kyztc1jp 19 2 has have VBZ cord-258170-kyztc1jp 19 3 increased increase VBN cord-258170-kyztc1jp 19 4 the the DT cord-258170-kyztc1jp 19 5 challenge challenge NN cord-258170-kyztc1jp 19 6 to to TO cord-258170-kyztc1jp 19 7 curb curb VB cord-258170-kyztc1jp 19 8 the the DT cord-258170-kyztc1jp 19 9 spread spread NN cord-258170-kyztc1jp 19 10 of of IN cord-258170-kyztc1jp 19 11 the the DT cord-258170-kyztc1jp 19 12 virus virus NN cord-258170-kyztc1jp 19 13 . . . cord-258170-kyztc1jp 20 1 Furthermore furthermore RB cord-258170-kyztc1jp 20 2 , , , cord-258170-kyztc1jp 20 3 the the DT cord-258170-kyztc1jp 20 4 absence absence NN cord-258170-kyztc1jp 20 5 of of IN cord-258170-kyztc1jp 20 6 an an DT cord-258170-kyztc1jp 20 7 approved approve VBN cord-258170-kyztc1jp 20 8 therapy therapy NN cord-258170-kyztc1jp 20 9 to to TO cord-258170-kyztc1jp 20 10 cure cure VB cord-258170-kyztc1jp 20 11 COVID-19 covid-19 JJ cord-258170-kyztc1jp 20 12 infections infection NNS cord-258170-kyztc1jp 20 13 has have VBZ cord-258170-kyztc1jp 20 14 motivated motivate VBN cord-258170-kyztc1jp 20 15 the the DT cord-258170-kyztc1jp 20 16 pressing press VBG cord-258170-kyztc1jp 20 17 need need NN cord-258170-kyztc1jp 20 18 for for IN cord-258170-kyztc1jp 20 19 prevention prevention NN cord-258170-kyztc1jp 20 20 and and CC cord-258170-kyztc1jp 20 21 mitigation mitigation NN cord-258170-kyztc1jp 20 22 solutions solution NNS cord-258170-kyztc1jp 20 23 to to TO cord-258170-kyztc1jp 20 24 reduce reduce VB cord-258170-kyztc1jp 20 25 the the DT cord-258170-kyztc1jp 20 26 spread spread NN cord-258170-kyztc1jp 20 27 of of IN cord-258170-kyztc1jp 20 28 the the DT cord-258170-kyztc1jp 20 29 virus virus NN cord-258170-kyztc1jp 20 30 . . . cord-258170-kyztc1jp 21 1 Social social JJ cord-258170-kyztc1jp 21 2 distancing distance VBG cord-258170-kyztc1jp 21 3 protocols protocol NNS cord-258170-kyztc1jp 21 4 , , , cord-258170-kyztc1jp 21 5 including include VBG cord-258170-kyztc1jp 21 6 country country NN cord-258170-kyztc1jp 21 7 - - HYPH cord-258170-kyztc1jp 21 8 wide wide JJ cord-258170-kyztc1jp 21 9 lockdowns lockdown NNS cord-258170-kyztc1jp 21 10 , , , cord-258170-kyztc1jp 21 11 travel travel NN cord-258170-kyztc1jp 21 12 bans ban NNS cord-258170-kyztc1jp 21 13 , , , cord-258170-kyztc1jp 21 14 and and CC cord-258170-kyztc1jp 21 15 limiting limit VBG cord-258170-kyztc1jp 21 16 access access NN cord-258170-kyztc1jp 21 17 to to IN cord-258170-kyztc1jp 21 18 essential essential JJ cord-258170-kyztc1jp 21 19 businesses business NNS cord-258170-kyztc1jp 21 20 , , , cord-258170-kyztc1jp 21 21 are be VBP cord-258170-kyztc1jp 21 22 gradually gradually RB cord-258170-kyztc1jp 21 23 curbing curb VBG cord-258170-kyztc1jp 21 24 the the DT cord-258170-kyztc1jp 21 25 spread spread NN cord-258170-kyztc1jp 21 26 . . . cord-258170-kyztc1jp 22 1 In in IN cord-258170-kyztc1jp 22 2 fact fact NN cord-258170-kyztc1jp 22 3 , , , cord-258170-kyztc1jp 22 4 social social JJ cord-258170-kyztc1jp 22 5 distancing distancing NN cord-258170-kyztc1jp 22 6 has have VBZ cord-258170-kyztc1jp 22 7 already already RB cord-258170-kyztc1jp 22 8 proven prove VBN cord-258170-kyztc1jp 22 9 to to TO cord-258170-kyztc1jp 22 10 be be VB cord-258170-kyztc1jp 22 11 an an DT cord-258170-kyztc1jp 22 12 effective effective JJ cord-258170-kyztc1jp 22 13 non non JJ cord-258170-kyztc1jp 22 14 - - JJ cord-258170-kyztc1jp 22 15 pharmaceutical pharmaceutical JJ cord-258170-kyztc1jp 22 16 measure measure NN cord-258170-kyztc1jp 22 17 for for IN cord-258170-kyztc1jp 22 18 stopping stop VBG cord-258170-kyztc1jp 22 19 the the DT cord-258170-kyztc1jp 22 20 transmission transmission NN cord-258170-kyztc1jp 22 21 of of IN cord-258170-kyztc1jp 22 22 this this DT cord-258170-kyztc1jp 22 23 infectious infectious JJ cord-258170-kyztc1jp 22 24 disease disease NN cord-258170-kyztc1jp 22 25 ( ( -LRB- cord-258170-kyztc1jp 22 26 Ferguson Ferguson NNP cord-258170-kyztc1jp 22 27 et et NNP cord-258170-kyztc1jp 22 28 al al NNP cord-258170-kyztc1jp 22 29 . . NNP cord-258170-kyztc1jp 22 30 , , , cord-258170-kyztc1jp 22 31 2006 2006 CD cord-258170-kyztc1jp 22 32 ; ; : cord-258170-kyztc1jp 22 33 Fraser Fraser NNP cord-258170-kyztc1jp 22 34 et et NNP cord-258170-kyztc1jp 22 35 al al NNP cord-258170-kyztc1jp 22 36 . . NNP cord-258170-kyztc1jp 22 37 , , , cord-258170-kyztc1jp 22 38 2004 2004 CD cord-258170-kyztc1jp 22 39 ) ) -RRB- cord-258170-kyztc1jp 22 40 . . . cord-258170-kyztc1jp 23 1 Social social JJ cord-258170-kyztc1jp 23 2 distancing distancing NN cord-258170-kyztc1jp 23 3 refers refer VBZ cord-258170-kyztc1jp 23 4 to to IN cord-258170-kyztc1jp 23 5 an an DT cord-258170-kyztc1jp 23 6 approach approach NN cord-258170-kyztc1jp 23 7 to to IN cord-258170-kyztc1jp 23 8 minimizing minimize VBG cord-258170-kyztc1jp 23 9 disease disease NN cord-258170-kyztc1jp 23 10 spread spread VBN cord-258170-kyztc1jp 23 11 by by IN cord-258170-kyztc1jp 23 12 maintaining maintain VBG cord-258170-kyztc1jp 23 13 a a DT cord-258170-kyztc1jp 23 14 safe safe JJ cord-258170-kyztc1jp 23 15 physical physical JJ cord-258170-kyztc1jp 23 16 distance distance NN cord-258170-kyztc1jp 23 17 between between IN cord-258170-kyztc1jp 23 18 people people NNS cord-258170-kyztc1jp 23 19 , , , cord-258170-kyztc1jp 23 20 avoiding avoid VBG cord-258170-kyztc1jp 23 21 crowds crowd NNS cord-258170-kyztc1jp 23 22 , , , cord-258170-kyztc1jp 23 23 and and CC cord-258170-kyztc1jp 23 24 reducing reduce VBG cord-258170-kyztc1jp 23 25 physical physical JJ cord-258170-kyztc1jp 23 26 contact contact NN cord-258170-kyztc1jp 23 27 . . . cord-258170-kyztc1jp 24 1 According accord VBG cord-258170-kyztc1jp 24 2 to to IN cord-258170-kyztc1jp 24 3 WHO WHO NNP cord-258170-kyztc1jp 24 4 norms norm NNS cord-258170-kyztc1jp 24 5 ( ( -LRB- cord-258170-kyztc1jp 24 6 Hensley Hensley NNP cord-258170-kyztc1jp 24 7 , , , cord-258170-kyztc1jp 24 8 J J NNP cord-258170-kyztc1jp 24 9 o o NN cord-258170-kyztc1jp 24 10 u u NN cord-258170-kyztc1jp 24 11 r r NN cord-258170-kyztc1jp 24 12 n n NN cord-258170-kyztc1jp 24 13 a a DT cord-258170-kyztc1jp 24 14 l l NN cord-258170-kyztc1jp 24 15 P p NN cord-258170-kyztc1jp 24 16 r r NN cord-258170-kyztc1jp 24 17 e e NN cord-258170-kyztc1jp 24 18 -p -p NN cord-258170-kyztc1jp 25 1 r r LS cord-258170-kyztc1jp 26 1 o o UH cord-258170-kyztc1jp 27 1 o o UH cord-258170-kyztc1jp 27 2 f f NNP cord-258170-kyztc1jp 27 3 2020 2020 CD cord-258170-kyztc1jp 27 4 ) ) -RRB- cord-258170-kyztc1jp 27 5 , , , cord-258170-kyztc1jp 27 6 proper proper JJ cord-258170-kyztc1jp 27 7 social social JJ cord-258170-kyztc1jp 27 8 distancing distancing NN cord-258170-kyztc1jp 27 9 requires require VBZ cord-258170-kyztc1jp 27 10 people people NNS cord-258170-kyztc1jp 27 11 to to TO cord-258170-kyztc1jp 27 12 maintain maintain VB cord-258170-kyztc1jp 27 13 a a DT cord-258170-kyztc1jp 27 14 distance distance NN cord-258170-kyztc1jp 27 15 of of IN cord-258170-kyztc1jp 27 16 at at RB cord-258170-kyztc1jp 27 17 least least JJS cord-258170-kyztc1jp 27 18 6 6 CD cord-258170-kyztc1jp 27 19 ft ft NN cord-258170-kyztc1jp 27 20 from from IN cord-258170-kyztc1jp 27 21 other other JJ cord-258170-kyztc1jp 27 22 individuals individual NNS cord-258170-kyztc1jp 27 23 . . . cord-258170-kyztc1jp 28 1 Because because IN cord-258170-kyztc1jp 28 2 it -PRON- PRP cord-258170-kyztc1jp 28 3 is be VBZ cord-258170-kyztc1jp 28 4 highly highly RB cord-258170-kyztc1jp 28 5 likely likely JJ cord-258170-kyztc1jp 28 6 that that IN cord-258170-kyztc1jp 28 7 an an DT cord-258170-kyztc1jp 28 8 infected infected JJ cord-258170-kyztc1jp 28 9 individual individual NN cord-258170-kyztc1jp 28 10 may may MD cord-258170-kyztc1jp 28 11 transmit transmit VB cord-258170-kyztc1jp 28 12 the the DT cord-258170-kyztc1jp 28 13 virus virus NN cord-258170-kyztc1jp 28 14 to to IN cord-258170-kyztc1jp 28 15 a a DT cord-258170-kyztc1jp 28 16 healthy healthy JJ cord-258170-kyztc1jp 28 17 person person NN cord-258170-kyztc1jp 28 18 , , , cord-258170-kyztc1jp 28 19 social social JJ cord-258170-kyztc1jp 28 20 distancing distancing NN cord-258170-kyztc1jp 28 21 can can MD cord-258170-kyztc1jp 28 22 significantly significantly RB cord-258170-kyztc1jp 28 23 reduce reduce VB cord-258170-kyztc1jp 28 24 the the DT cord-258170-kyztc1jp 28 25 number number NN cord-258170-kyztc1jp 28 26 of of IN cord-258170-kyztc1jp 28 27 fatalities fatality NNS cord-258170-kyztc1jp 28 28 caused cause VBN cord-258170-kyztc1jp 28 29 by by IN cord-258170-kyztc1jp 28 30 the the DT cord-258170-kyztc1jp 28 31 virus virus NN cord-258170-kyztc1jp 28 32 , , , cord-258170-kyztc1jp 28 33 as as RB cord-258170-kyztc1jp 28 34 well well RB cord-258170-kyztc1jp 28 35 as as IN cord-258170-kyztc1jp 28 36 reduce reduce VB cord-258170-kyztc1jp 28 37 economic economic JJ cord-258170-kyztc1jp 28 38 loss loss NN cord-258170-kyztc1jp 28 39 . . . cord-258170-kyztc1jp 29 1 Fig Fig NNP cord-258170-kyztc1jp 29 2 . . . cord-258170-kyztc1jp 30 1 1 1 CD cord-258170-kyztc1jp 30 2 illustrates illustrate VBZ cord-258170-kyztc1jp 30 3 the the DT cord-258170-kyztc1jp 30 4 impact impact NN cord-258170-kyztc1jp 30 5 of of IN cord-258170-kyztc1jp 30 6 social social JJ cord-258170-kyztc1jp 30 7 distancing distancing NN cord-258170-kyztc1jp 30 8 on on IN cord-258170-kyztc1jp 30 9 the the DT cord-258170-kyztc1jp 30 10 daily daily JJ cord-258170-kyztc1jp 30 11 number number NN cord-258170-kyztc1jp 30 12 of of IN cord-258170-kyztc1jp 30 13 cases case NNS cord-258170-kyztc1jp 30 14 ( ( -LRB- cord-258170-kyztc1jp 30 15 Irfan Irfan NNP cord-258170-kyztc1jp 30 16 , , , cord-258170-kyztc1jp 30 17 2020 2020 CD cord-258170-kyztc1jp 30 18 ) ) -RRB- cord-258170-kyztc1jp 30 19 . . . cord-258170-kyztc1jp 31 1 It -PRON- PRP cord-258170-kyztc1jp 31 2 can can MD cord-258170-kyztc1jp 31 3 be be VB cord-258170-kyztc1jp 31 4 observed observe VBN cord-258170-kyztc1jp 31 5 from from IN cord-258170-kyztc1jp 31 6 Fig Fig NNP cord-258170-kyztc1jp 31 7 . . NNP cord-258170-kyztc1jp 31 8 1 1 CD cord-258170-kyztc1jp 31 9 ( ( -LRB- cord-258170-kyztc1jp 31 10 a a LS cord-258170-kyztc1jp 31 11 ) ) -RRB- cord-258170-kyztc1jp 31 12 that that IN cord-258170-kyztc1jp 31 13 social social JJ cord-258170-kyztc1jp 31 14 distancing distancing NN cord-258170-kyztc1jp 31 15 can can MD cord-258170-kyztc1jp 31 16 significantly significantly RB cord-258170-kyztc1jp 31 17 reduce reduce VB cord-258170-kyztc1jp 31 18 the the DT cord-258170-kyztc1jp 31 19 peak peak NN cord-258170-kyztc1jp 31 20 number number NN cord-258170-kyztc1jp 31 21 of of IN cord-258170-kyztc1jp 31 22 cases case NNS cord-258170-kyztc1jp 31 23 of of IN cord-258170-kyztc1jp 31 24 infection infection NN cord-258170-kyztc1jp 31 25 , , , cord-258170-kyztc1jp 31 26 and and CC cord-258170-kyztc1jp 31 27 essentially essentially RB cord-258170-kyztc1jp 31 28 delay delay VB cord-258170-kyztc1jp 31 29 the the DT cord-258170-kyztc1jp 31 30 occurrence occurrence NN cord-258170-kyztc1jp 31 31 of of IN cord-258170-kyztc1jp 31 32 the the DT cord-258170-kyztc1jp 31 33 peak peak NN cord-258170-kyztc1jp 31 34 if if IN cord-258170-kyztc1jp 31 35 it -PRON- PRP cord-258170-kyztc1jp 31 36 is be VBZ cord-258170-kyztc1jp 31 37 implemented implement VBN cord-258170-kyztc1jp 31 38 at at IN cord-258170-kyztc1jp 31 39 an an DT cord-258170-kyztc1jp 31 40 early early JJ cord-258170-kyztc1jp 31 41 stage stage NN cord-258170-kyztc1jp 31 42 of of IN cord-258170-kyztc1jp 31 43 the the DT cord-258170-kyztc1jp 31 44 pandemic pandemic NN cord-258170-kyztc1jp 31 45 . . . cord-258170-kyztc1jp 32 1 This this DT cord-258170-kyztc1jp 32 2 would would MD cord-258170-kyztc1jp 32 3 reduce reduce VB cord-258170-kyztc1jp 32 4 the the DT cord-258170-kyztc1jp 32 5 burden burden NN cord-258170-kyztc1jp 32 6 on on IN cord-258170-kyztc1jp 32 7 health health NN cord-258170-kyztc1jp 32 8 care care NN cord-258170-kyztc1jp 32 9 facilities facility NNS cord-258170-kyztc1jp 32 10 and and CC cord-258170-kyztc1jp 32 11 allow allow VB cord-258170-kyztc1jp 32 12 more more JJR cord-258170-kyztc1jp 32 13 time time NN cord-258170-kyztc1jp 32 14 for for IN cord-258170-kyztc1jp 32 15 adopting adopt VBG cord-258170-kyztc1jp 32 16 countermeasures countermeasure NNS cord-258170-kyztc1jp 32 17 . . . cord-258170-kyztc1jp 33 1 Also also RB cord-258170-kyztc1jp 33 2 , , , cord-258170-kyztc1jp 33 3 as as IN cord-258170-kyztc1jp 33 4 shown show VBN cord-258170-kyztc1jp 33 5 in in IN cord-258170-kyztc1jp 33 6 Fig Fig NNP cord-258170-kyztc1jp 33 7 . . . cord-258170-kyztc1jp 33 8 1 1 CD cord-258170-kyztc1jp 33 9 ( ( -LRB- cord-258170-kyztc1jp 33 10 b b NN cord-258170-kyztc1jp 33 11 ) ) -RRB- cord-258170-kyztc1jp 33 12 , , , cord-258170-kyztc1jp 33 13 social social JJ cord-258170-kyztc1jp 33 14 distancing distancing NN cord-258170-kyztc1jp 33 15 can can MD cord-258170-kyztc1jp 33 16 reduce reduce VB cord-258170-kyztc1jp 33 17 the the DT cord-258170-kyztc1jp 33 18 total total JJ cord-258170-kyztc1jp 33 19 number number NN cord-258170-kyztc1jp 33 20 of of IN cord-258170-kyztc1jp 33 21 cases case NNS cord-258170-kyztc1jp 33 22 , , , cord-258170-kyztc1jp 33 23 and and CC cord-258170-kyztc1jp 33 24 the the DT cord-258170-kyztc1jp 33 25 sooner soon JJR cord-258170-kyztc1jp 33 26 the the DT cord-258170-kyztc1jp 33 27 measure measure NN cord-258170-kyztc1jp 33 28 is be VBZ cord-258170-kyztc1jp 33 29 taken take VBN cord-258170-kyztc1jp 33 30 , , , cord-258170-kyztc1jp 33 31 the the DT cord-258170-kyztc1jp 33 32 higher high JJR cord-258170-kyztc1jp 33 33 the the DT cord-258170-kyztc1jp 33 34 positive positive JJ cord-258170-kyztc1jp 33 35 impact impact NN cord-258170-kyztc1jp 33 36 will will MD cord-258170-kyztc1jp 33 37 be be VB cord-258170-kyztc1jp 33 38 . . . cord-258170-kyztc1jp 34 1 Lately lately RB cord-258170-kyztc1jp 34 2 , , , cord-258170-kyztc1jp 34 3 several several JJ cord-258170-kyztc1jp 34 4 countries country NNS cord-258170-kyztc1jp 34 5 throughout throughout IN cord-258170-kyztc1jp 34 6 the the DT cord-258170-kyztc1jp 34 7 world world NN cord-258170-kyztc1jp 34 8 including include VBG cord-258170-kyztc1jp 34 9 the the DT cord-258170-kyztc1jp 34 10 Netherlands Netherlands NNP cord-258170-kyztc1jp 34 11 ( ( -LRB- cord-258170-kyztc1jp 34 12 Amsterdam Amsterdam NNP cord-258170-kyztc1jp 34 13 , , , cord-258170-kyztc1jp 34 14 2020 2020 CD cord-258170-kyztc1jp 34 15 ) ) -RRB- cord-258170-kyztc1jp 34 16 , , , cord-258170-kyztc1jp 34 17 USA USA NNP cord-258170-kyztc1jp 34 18 ( ( -LRB- cord-258170-kyztc1jp 34 19 Smart Smart NNP cord-258170-kyztc1jp 34 20 America America NNP cord-258170-kyztc1jp 34 21 , , , cord-258170-kyztc1jp 34 22 2020 2020 CD cord-258170-kyztc1jp 34 23 ) ) -RRB- cord-258170-kyztc1jp 34 24 , , , cord-258170-kyztc1jp 34 25 and and CC cord-258170-kyztc1jp 34 26 South South NNP cord-258170-kyztc1jp 34 27 Korea Korea NNP cord-258170-kyztc1jp 34 28 ( ( -LRB- cord-258170-kyztc1jp 34 29 Silva Silva NNP cord-258170-kyztc1jp 34 30 , , , cord-258170-kyztc1jp 34 31 Khan Khan NNP cord-258170-kyztc1jp 34 32 , , , cord-258170-kyztc1jp 34 33 & & CC cord-258170-kyztc1jp 34 34 Han Han NNP cord-258170-kyztc1jp 34 35 , , , cord-258170-kyztc1jp 34 36 2018 2018 CD cord-258170-kyztc1jp 34 37 ) ) -RRB- cord-258170-kyztc1jp 34 38 are be VBP cord-258170-kyztc1jp 34 39 taking take VBG cord-258170-kyztc1jp 34 40 the the DT cord-258170-kyztc1jp 34 41 initiative initiative NN cord-258170-kyztc1jp 34 42 to to TO cord-258170-kyztc1jp 34 43 deploy deploy VB cord-258170-kyztc1jp 34 44 " " `` cord-258170-kyztc1jp 34 45 sustainable sustainable JJ cord-258170-kyztc1jp 34 46 smart smart JJ cord-258170-kyztc1jp 34 47 cities city NNS cord-258170-kyztc1jp 34 48 " " '' cord-258170-kyztc1jp 34 49 ( ( -LRB- cord-258170-kyztc1jp 34 50 Bibri Bibri NNP cord-258170-kyztc1jp 34 51 & & CC cord-258170-kyztc1jp 34 52 Krogstie Krogstie NNP cord-258170-kyztc1jp 34 53 , , , cord-258170-kyztc1jp 34 54 2017 2017 CD cord-258170-kyztc1jp 34 55 ) ) -RRB- cord-258170-kyztc1jp 34 56 . . . cord-258170-kyztc1jp 35 1 For for IN cord-258170-kyztc1jp 35 2 example example NN cord-258170-kyztc1jp 35 3 , , , cord-258170-kyztc1jp 35 4 the the DT cord-258170-kyztc1jp 35 5 latest late JJS cord-258170-kyztc1jp 35 6 J J NNP cord-258170-kyztc1jp 35 7 o o NN cord-258170-kyztc1jp 35 8 u u NN cord-258170-kyztc1jp 35 9 r r NN cord-258170-kyztc1jp 35 10 n n NN cord-258170-kyztc1jp 35 11 a a DT cord-258170-kyztc1jp 35 12 l l NN cord-258170-kyztc1jp 35 13 P p NN cord-258170-kyztc1jp 35 14 r r NN cord-258170-kyztc1jp 35 15 e e NN cord-258170-kyztc1jp 35 16 -p -p NN cord-258170-kyztc1jp 36 1 r r NN cord-258170-kyztc1jp 36 2 o o NN cord-258170-kyztc1jp 36 3 o o NN cord-258170-kyztc1jp 36 4 f f NNP cord-258170-kyztc1jp 36 5 Smart Smart NNP cord-258170-kyztc1jp 36 6 City City NNP cord-258170-kyztc1jp 36 7 3.0 3.0 NNP cord-258170-kyztc1jp 36 8 ( ( -LRB- cord-258170-kyztc1jp 36 9 Amsterdam Amsterdam NNP cord-258170-kyztc1jp 36 10 , , , cord-258170-kyztc1jp 36 11 2020 2020 CD cord-258170-kyztc1jp 36 12 ) ) -RRB- cord-258170-kyztc1jp 36 13 initiative initiative NN cord-258170-kyztc1jp 36 14 by by IN cord-258170-kyztc1jp 36 15 the the DT cord-258170-kyztc1jp 36 16 City City NNP cord-258170-kyztc1jp 36 17 of of IN cord-258170-kyztc1jp 36 18 Amsterdam Amsterdam NNP cord-258170-kyztc1jp 36 19 encourages encourage VBZ cord-258170-kyztc1jp 36 20 the the DT cord-258170-kyztc1jp 36 21 effective effective JJ cord-258170-kyztc1jp 36 22 participation participation NN cord-258170-kyztc1jp 36 23 of of IN cord-258170-kyztc1jp 36 24 citizens citizen NNS cord-258170-kyztc1jp 36 25 , , , cord-258170-kyztc1jp 36 26 government government NN cord-258170-kyztc1jp 36 27 , , , cord-258170-kyztc1jp 36 28 and and CC cord-258170-kyztc1jp 36 29 private private JJ cord-258170-kyztc1jp 36 30 organizations organization NNS cord-258170-kyztc1jp 36 31 in in IN cord-258170-kyztc1jp 36 32 building build VBG cord-258170-kyztc1jp 36 33 smart smart JJ cord-258170-kyztc1jp 36 34 city city NN cord-258170-kyztc1jp 36 35 solutions solution NNS cord-258170-kyztc1jp 36 36 . . . cord-258170-kyztc1jp 37 1 The the DT cord-258170-kyztc1jp 37 2 plan plan NN cord-258170-kyztc1jp 37 3 includes include VBZ cord-258170-kyztc1jp 37 4 the the DT cord-258170-kyztc1jp 37 5 development development NN cord-258170-kyztc1jp 37 6 of of IN cord-258170-kyztc1jp 37 7 infrastructures infrastructure NNS cord-258170-kyztc1jp 37 8 and and CC cord-258170-kyztc1jp 37 9 technologies technology NNS cord-258170-kyztc1jp 37 10 in in IN cord-258170-kyztc1jp 37 11 the the DT cord-258170-kyztc1jp 37 12 areas area NNS cord-258170-kyztc1jp 37 13 of of IN cord-258170-kyztc1jp 37 14 smart smart JJ cord-258170-kyztc1jp 37 15 energy energy NN cord-258170-kyztc1jp 37 16 and and CC cord-258170-kyztc1jp 37 17 water water NN cord-258170-kyztc1jp 37 18 systems system NNS cord-258170-kyztc1jp 37 19 , , , cord-258170-kyztc1jp 37 20 the the DT cord-258170-kyztc1jp 37 21 Intelligent Intelligent NNP cord-258170-kyztc1jp 37 22 Transport Transport NNP cord-258170-kyztc1jp 37 23 System System NNP cord-258170-kyztc1jp 37 24 ( ( -LRB- cord-258170-kyztc1jp 37 25 ITS its PRP$ cord-258170-kyztc1jp 37 26 ) ) -RRB- cord-258170-kyztc1jp 37 27 , , , cord-258170-kyztc1jp 37 28 and and CC cord-258170-kyztc1jp 37 29 so so RB cord-258170-kyztc1jp 37 30 on on RB cord-258170-kyztc1jp 37 31 . . . cord-258170-kyztc1jp 38 1 However however RB cord-258170-kyztc1jp 38 2 , , , cord-258170-kyztc1jp 38 3 as as IN cord-258170-kyztc1jp 38 4 part part NN cord-258170-kyztc1jp 38 5 of of IN cord-258170-kyztc1jp 38 6 the the DT cord-258170-kyztc1jp 38 7 effective effective JJ cord-258170-kyztc1jp 38 8 preparation preparation NN cord-258170-kyztc1jp 38 9 for for IN cord-258170-kyztc1jp 38 10 the the DT cord-258170-kyztc1jp 38 11 current current JJ cord-258170-kyztc1jp 38 12 and and CC cord-258170-kyztc1jp 38 13 future future JJ cord-258170-kyztc1jp 38 14 pandemics pandemic NNS cord-258170-kyztc1jp 38 15 , , , cord-258170-kyztc1jp 38 16 it -PRON- PRP cord-258170-kyztc1jp 38 17 is be VBZ cord-258170-kyztc1jp 38 18 expected expect VBN cord-258170-kyztc1jp 38 19 that that IN cord-258170-kyztc1jp 38 20 the the DT cord-258170-kyztc1jp 38 21 sustainable sustainable JJ cord-258170-kyztc1jp 38 22 development development NN cord-258170-kyztc1jp 38 23 of of IN cord-258170-kyztc1jp 38 24 smart smart JJ cord-258170-kyztc1jp 38 25 cities city NNS cord-258170-kyztc1jp 38 26 will will MD cord-258170-kyztc1jp 38 27 provide provide VB cord-258170-kyztc1jp 38 28 situational situational JJ cord-258170-kyztc1jp 38 29 intelligence intelligence NN cord-258170-kyztc1jp 38 30 and and CC cord-258170-kyztc1jp 38 31 an an DT cord-258170-kyztc1jp 38 32 automated automated JJ cord-258170-kyztc1jp 38 33 targeted target VBN cord-258170-kyztc1jp 38 34 response response NN cord-258170-kyztc1jp 38 35 to to TO cord-258170-kyztc1jp 38 36 ensure ensure VB cord-258170-kyztc1jp 38 37 the the DT cord-258170-kyztc1jp 38 38 safety safety NN cord-258170-kyztc1jp 38 39 of of IN cord-258170-kyztc1jp 38 40 global global JJ cord-258170-kyztc1jp 38 41 public public JJ cord-258170-kyztc1jp 38 42 health health NN cord-258170-kyztc1jp 38 43 and and CC cord-258170-kyztc1jp 38 44 to to TO cord-258170-kyztc1jp 38 45 minimize minimize VB cord-258170-kyztc1jp 38 46 massive massive JJ cord-258170-kyztc1jp 38 47 economic economic JJ cord-258170-kyztc1jp 38 48 losses loss NNS cord-258170-kyztc1jp 38 49 . . . cord-258170-kyztc1jp 39 1 In in IN cord-258170-kyztc1jp 39 2 this this DT cord-258170-kyztc1jp 39 3 context context NN cord-258170-kyztc1jp 39 4 , , , cord-258170-kyztc1jp 39 5 smart smart JJ cord-258170-kyztc1jp 39 6 cities city NNS cord-258170-kyztc1jp 39 7 will will MD cord-258170-kyztc1jp 39 8 host host VB cord-258170-kyztc1jp 39 9 data datum NNS cord-258170-kyztc1jp 39 10 - - HYPH cord-258170-kyztc1jp 39 11 driven drive VBN cord-258170-kyztc1jp 39 12 services service NNS cord-258170-kyztc1jp 39 13 along along IN cord-258170-kyztc1jp 39 14 with with IN cord-258170-kyztc1jp 39 15 other other JJ cord-258170-kyztc1jp 39 16 IoT IoT NNP cord-258170-kyztc1jp 39 17 devices device NNS cord-258170-kyztc1jp 39 18 , , , cord-258170-kyztc1jp 39 19 such such JJ cord-258170-kyztc1jp 39 20 as as IN cord-258170-kyztc1jp 39 21 IP ip NN cord-258170-kyztc1jp 39 22 surveillance surveillance NN cord-258170-kyztc1jp 39 23 and and CC cord-258170-kyztc1jp 39 24 thermal thermal JJ cord-258170-kyztc1jp 39 25 cameras camera NNS cord-258170-kyztc1jp 39 26 , , , cord-258170-kyztc1jp 39 27 sensors sensor NNS cord-258170-kyztc1jp 39 28 , , , cord-258170-kyztc1jp 39 29 and and CC cord-258170-kyztc1jp 39 30 actuators actuator NNS cord-258170-kyztc1jp 39 31 , , , cord-258170-kyztc1jp 39 32 to to TO cord-258170-kyztc1jp 39 33 deliver deliver VB cord-258170-kyztc1jp 39 34 community community NN cord-258170-kyztc1jp 39 35 - - HYPH cord-258170-kyztc1jp 39 36 wide wide JJ cord-258170-kyztc1jp 39 37 social social JJ cord-258170-kyztc1jp 39 38 distancing distancing NN cord-258170-kyztc1jp 39 39 estimates estimate NNS cord-258170-kyztc1jp 39 40 and and CC cord-258170-kyztc1jp 39 41 the the DT cord-258170-kyztc1jp 39 42 early early JJ cord-258170-kyztc1jp 39 43 detection detection NN cord-258170-kyztc1jp 39 44 of of IN cord-258170-kyztc1jp 39 45 potential potential JJ cord-258170-kyztc1jp 39 46 pandemics pandemic NNS cord-258170-kyztc1jp 39 47 . . . cord-258170-kyztc1jp 40 1 Fig Fig NNP cord-258170-kyztc1jp 40 2 . . . cord-258170-kyztc1jp 41 1 2 2 CD cord-258170-kyztc1jp 41 2 illustrates illustrate VBZ cord-258170-kyztc1jp 41 3 a a DT cord-258170-kyztc1jp 41 4 sustainable sustainable JJ cord-258170-kyztc1jp 41 5 smart smart JJ cord-258170-kyztc1jp 41 6 city city NN cord-258170-kyztc1jp 41 7 scenario scenario NN cord-258170-kyztc1jp 41 8 where where WRB cord-258170-kyztc1jp 41 9 social social JJ cord-258170-kyztc1jp 41 10 distancing distancing NN cord-258170-kyztc1jp 41 11 is be VBZ cord-258170-kyztc1jp 41 12 monitored monitor VBN cord-258170-kyztc1jp 41 13 in in IN cord-258170-kyztc1jp 41 14 real real JJ cord-258170-kyztc1jp 41 15 time time NN cord-258170-kyztc1jp 41 16 to to TO cord-258170-kyztc1jp 41 17 offer offer VB cord-258170-kyztc1jp 41 18 a a DT cord-258170-kyztc1jp 41 19 variety variety NN cord-258170-kyztc1jp 41 20 of of IN cord-258170-kyztc1jp 41 21 services service NNS cord-258170-kyztc1jp 41 22 , , , cord-258170-kyztc1jp 41 23 such such JJ cord-258170-kyztc1jp 41 24 as as IN cord-258170-kyztc1jp 41 25 detecting detect VBG cord-258170-kyztc1jp 41 26 and and CC cord-258170-kyztc1jp 41 27 monitoring monitor VBG cord-258170-kyztc1jp 41 28 the the DT cord-258170-kyztc1jp 41 29 distance distance NN cord-258170-kyztc1jp 41 30 between between IN cord-258170-kyztc1jp 41 31 any any DT cord-258170-kyztc1jp 41 32 two two CD cord-258170-kyztc1jp 41 33 individuals individual NNS cord-258170-kyztc1jp 41 34 , , , cord-258170-kyztc1jp 41 35 detecting detect VBG cord-258170-kyztc1jp 41 36 crowds crowd NNS cord-258170-kyztc1jp 41 37 and and CC cord-258170-kyztc1jp 41 38 gatherings gathering NNS cord-258170-kyztc1jp 41 39 in in IN cord-258170-kyztc1jp 41 40 public public JJ cord-258170-kyztc1jp 41 41 areas area NNS cord-258170-kyztc1jp 41 42 , , , cord-258170-kyztc1jp 41 43 monitoring monitor VBG cord-258170-kyztc1jp 41 44 physical physical JJ cord-258170-kyztc1jp 41 45 contacts contact NNS cord-258170-kyztc1jp 41 46 between between IN cord-258170-kyztc1jp 41 47 people people NNS cord-258170-kyztc1jp 41 48 such such JJ cord-258170-kyztc1jp 41 49 as as IN cord-258170-kyztc1jp 41 50 handshaking handshaking NN cord-258170-kyztc1jp 41 51 and and CC cord-258170-kyztc1jp 41 52 hugging hugging NN cord-258170-kyztc1jp 41 53 , , , cord-258170-kyztc1jp 41 54 detecting detect VBG cord-258170-kyztc1jp 41 55 and and CC cord-258170-kyztc1jp 41 56 monitoring monitor VBG cord-258170-kyztc1jp 41 57 individuals individual NNS cord-258170-kyztc1jp 41 58 with with IN cord-258170-kyztc1jp 41 59 disease disease NN cord-258170-kyztc1jp 41 60 symptoms symptom NNS cord-258170-kyztc1jp 41 61 such such JJ cord-258170-kyztc1jp 41 62 as as IN cord-258170-kyztc1jp 41 63 cough cough NN cord-258170-kyztc1jp 41 64 and and CC cord-258170-kyztc1jp 41 65 high high JJ cord-258170-kyztc1jp 41 66 body body NN cord-258170-kyztc1jp 41 67 temperature temperature NN cord-258170-kyztc1jp 41 68 , , , cord-258170-kyztc1jp 41 69 and and CC cord-258170-kyztc1jp 41 70 monitoring monitor VBG cord-258170-kyztc1jp 41 71 any any DT cord-258170-kyztc1jp 41 72 violation violation NN cord-258170-kyztc1jp 41 73 of of IN cord-258170-kyztc1jp 41 74 quarantine quarantine NN cord-258170-kyztc1jp 41 75 by by IN cord-258170-kyztc1jp 41 76 infected infected JJ cord-258170-kyztc1jp 41 77 people people NNS cord-258170-kyztc1jp 41 78 . . . cord-258170-kyztc1jp 42 1 In in IN cord-258170-kyztc1jp 42 2 this this DT cord-258170-kyztc1jp 42 3 paper paper NN cord-258170-kyztc1jp 42 4 , , , cord-258170-kyztc1jp 42 5 we -PRON- PRP cord-258170-kyztc1jp 42 6 propose propose VBP cord-258170-kyztc1jp 42 7 a a DT cord-258170-kyztc1jp 42 8 data data NN cord-258170-kyztc1jp 42 9 - - HYPH cord-258170-kyztc1jp 42 10 driven drive VBN cord-258170-kyztc1jp 42 11 deep deep JJ cord-258170-kyztc1jp 42 12 learning learning NN cord-258170-kyztc1jp 42 13 framework framework NN cord-258170-kyztc1jp 42 14 for for IN cord-258170-kyztc1jp 42 15 the the DT cord-258170-kyztc1jp 42 16 development development NN cord-258170-kyztc1jp 42 17 of of IN cord-258170-kyztc1jp 42 18 a a DT cord-258170-kyztc1jp 42 19 sustainable sustainable JJ cord-258170-kyztc1jp 42 20 smart smart JJ cord-258170-kyztc1jp 42 21 city city NN cord-258170-kyztc1jp 42 22 , , , cord-258170-kyztc1jp 42 23 offering offer VBG cord-258170-kyztc1jp 42 24 a a DT cord-258170-kyztc1jp 42 25 timely timely JJ cord-258170-kyztc1jp 42 26 response response NN cord-258170-kyztc1jp 42 27 to to TO cord-258170-kyztc1jp 42 28 combat combat VB cord-258170-kyztc1jp 42 29 the the DT cord-258170-kyztc1jp 42 30 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 42 31 pandemic pandemic NN cord-258170-kyztc1jp 42 32 through through IN cord-258170-kyztc1jp 42 33 mass mass JJ cord-258170-kyztc1jp 42 34 video video NN cord-258170-kyztc1jp 42 35 surveillance surveillance NN cord-258170-kyztc1jp 42 36 . . . cord-258170-kyztc1jp 43 1 Upon upon IN cord-258170-kyztc1jp 43 2 the the DT cord-258170-kyztc1jp 43 3 detection detection NN cord-258170-kyztc1jp 43 4 of of IN cord-258170-kyztc1jp 43 5 a a DT cord-258170-kyztc1jp 43 6 violation violation NN cord-258170-kyztc1jp 43 7 , , , cord-258170-kyztc1jp 43 8 an an DT cord-258170-kyztc1jp 43 9 audio audio JJ cord-258170-kyztc1jp 43 10 - - HYPH cord-258170-kyztc1jp 43 11 visual visual JJ cord-258170-kyztc1jp 43 12 , , , cord-258170-kyztc1jp 43 13 non non JJ cord-258170-kyztc1jp 43 14 - - JJ cord-258170-kyztc1jp 43 15 intrusive intrusive JJ cord-258170-kyztc1jp 43 16 alert alert NN cord-258170-kyztc1jp 43 17 is be VBZ cord-258170-kyztc1jp 43 18 generated generate VBN cord-258170-kyztc1jp 43 19 to to TO cord-258170-kyztc1jp 43 20 warn warn VB cord-258170-kyztc1jp 43 21 the the DT cord-258170-kyztc1jp 43 22 crowd crowd NN cord-258170-kyztc1jp 43 23 without without IN cord-258170-kyztc1jp 43 24 revealing reveal VBG cord-258170-kyztc1jp 43 25 the the DT cord-258170-kyztc1jp 43 26 identities identity NNS cord-258170-kyztc1jp 43 27 of of IN cord-258170-kyztc1jp 43 28 the the DT cord-258170-kyztc1jp 43 29 individuals individual NNS cord-258170-kyztc1jp 43 30 who who WP cord-258170-kyztc1jp 43 31 have have VBP cord-258170-kyztc1jp 43 32 violated violate VBN cord-258170-kyztc1jp 43 33 the the DT cord-258170-kyztc1jp 43 34 social social JJ cord-258170-kyztc1jp 43 35 distancing distancing NN cord-258170-kyztc1jp 43 36 measure measure NN cord-258170-kyztc1jp 43 37 . . . cord-258170-kyztc1jp 44 1 In in IN cord-258170-kyztc1jp 44 2 particular particular JJ cord-258170-kyztc1jp 44 3 , , , cord-258170-kyztc1jp 44 4 we -PRON- PRP cord-258170-kyztc1jp 44 5 make make VBP cord-258170-kyztc1jp 44 6 the the DT cord-258170-kyztc1jp 44 7 following follow VBG cord-258170-kyztc1jp 44 8 contributions contribution NNS cord-258170-kyztc1jp 44 9 : : : cord-258170-kyztc1jp 44 10 ( ( -LRB- cord-258170-kyztc1jp 44 11 a a LS cord-258170-kyztc1jp 44 12 ) ) -RRB- cord-258170-kyztc1jp 45 1 A a DT cord-258170-kyztc1jp 45 2 deep deep JJ cord-258170-kyztc1jp 45 3 learning learning NN cord-258170-kyztc1jp 45 4 - - HYPH cord-258170-kyztc1jp 45 5 based base VBN cord-258170-kyztc1jp 45 6 framework framework NN cord-258170-kyztc1jp 45 7 is be VBZ cord-258170-kyztc1jp 45 8 presented present VBN cord-258170-kyztc1jp 45 9 for for IN cord-258170-kyztc1jp 45 10 monitoring monitor VBG cord-258170-kyztc1jp 45 11 social social JJ cord-258170-kyztc1jp 45 12 distancing distancing NN cord-258170-kyztc1jp 45 13 in in IN cord-258170-kyztc1jp 45 14 the the DT cord-258170-kyztc1jp 45 15 context context NN cord-258170-kyztc1jp 45 16 of of IN cord-258170-kyztc1jp 45 17 sustainable sustainable JJ cord-258170-kyztc1jp 45 18 smart smart JJ cord-258170-kyztc1jp 45 19 cities city NNS cord-258170-kyztc1jp 45 20 in in IN cord-258170-kyztc1jp 45 21 an an DT cord-258170-kyztc1jp 45 22 effort effort NN cord-258170-kyztc1jp 45 23 to to TO cord-258170-kyztc1jp 45 24 curb curb VB cord-258170-kyztc1jp 45 25 the the DT cord-258170-kyztc1jp 45 26 spread spread NN cord-258170-kyztc1jp 45 27 of of IN cord-258170-kyztc1jp 45 28 COVID-19 covid-19 JJ cord-258170-kyztc1jp 45 29 or or CC cord-258170-kyztc1jp 45 30 similar similar JJ cord-258170-kyztc1jp 45 31 infectious infectious JJ cord-258170-kyztc1jp 45 32 diseases disease NNS cord-258170-kyztc1jp 45 33 ; ; : cord-258170-kyztc1jp 45 34 ( ( -LRB- cord-258170-kyztc1jp 45 35 b b LS cord-258170-kyztc1jp 45 36 ) ) -RRB- cord-258170-kyztc1jp 45 37 The the DT cord-258170-kyztc1jp 45 38 proposed propose VBN cord-258170-kyztc1jp 45 39 system system NN cord-258170-kyztc1jp 45 40 leverages leverage VBZ cord-258170-kyztc1jp 45 41 state state NN cord-258170-kyztc1jp 45 42 - - HYPH cord-258170-kyztc1jp 45 43 of of IN cord-258170-kyztc1jp 45 44 - - HYPH cord-258170-kyztc1jp 45 45 the the DT cord-258170-kyztc1jp 45 46 - - HYPH cord-258170-kyztc1jp 45 47 art art NN cord-258170-kyztc1jp 45 48 , , , cord-258170-kyztc1jp 45 49 deep deep JJ cord-258170-kyztc1jp 45 50 learning learning NN cord-258170-kyztc1jp 45 51 - - HYPH cord-258170-kyztc1jp 45 52 based base VBN cord-258170-kyztc1jp 45 53 real real JJ cord-258170-kyztc1jp 45 54 - - HYPH cord-258170-kyztc1jp 45 55 time time NN cord-258170-kyztc1jp 45 56 object object NN cord-258170-kyztc1jp 45 57 detection detection NN cord-258170-kyztc1jp 45 58 models model NNS cord-258170-kyztc1jp 45 59 for for IN cord-258170-kyztc1jp 45 60 the the DT cord-258170-kyztc1jp 45 61 detection detection NN cord-258170-kyztc1jp 45 62 of of IN cord-258170-kyztc1jp 45 63 people people NNS cord-258170-kyztc1jp 45 64 in in IN cord-258170-kyztc1jp 45 65 videos video NNS cord-258170-kyztc1jp 45 66 , , , cord-258170-kyztc1jp 45 67 captured capture VBN cord-258170-kyztc1jp 45 68 with with IN cord-258170-kyztc1jp 45 69 a a DT cord-258170-kyztc1jp 45 70 monocular monocular JJ cord-258170-kyztc1jp 45 71 camera camera NN cord-258170-kyztc1jp 45 72 , , , cord-258170-kyztc1jp 45 73 to to TO cord-258170-kyztc1jp 45 74 implement implement VB cord-258170-kyztc1jp 45 75 social social JJ cord-258170-kyztc1jp 45 76 distancing distance VBG cord-258170-kyztc1jp 45 77 monitoring monitor VBG cord-258170-kyztc1jp 45 78 use use NN cord-258170-kyztc1jp 45 79 cases case NNS cord-258170-kyztc1jp 45 80 ; ; , cord-258170-kyztc1jp 45 81 ( ( -LRB- cord-258170-kyztc1jp 45 82 c c NN cord-258170-kyztc1jp 45 83 ) ) -RRB- cord-258170-kyztc1jp 46 1 A a DT cord-258170-kyztc1jp 46 2 J j NN cord-258170-kyztc1jp 46 3 o o NN cord-258170-kyztc1jp 46 4 u u NN cord-258170-kyztc1jp 46 5 r r NN cord-258170-kyztc1jp 46 6 n n NN cord-258170-kyztc1jp 46 7 a a DT cord-258170-kyztc1jp 46 8 l l NN cord-258170-kyztc1jp 46 9 P p NN cord-258170-kyztc1jp 46 10 r r NN cord-258170-kyztc1jp 46 11 e e NN cord-258170-kyztc1jp 46 12 -p -p NN cord-258170-kyztc1jp 47 1 r r NNP cord-258170-kyztc1jp 47 2 o o NN cord-258170-kyztc1jp 47 3 o o NN cord-258170-kyztc1jp 47 4 f f NN cord-258170-kyztc1jp 47 5 perspective perspective NN cord-258170-kyztc1jp 47 6 transformation transformation NN cord-258170-kyztc1jp 47 7 is be VBZ cord-258170-kyztc1jp 47 8 presented present VBN cord-258170-kyztc1jp 47 9 , , , cord-258170-kyztc1jp 47 10 where where WRB cord-258170-kyztc1jp 47 11 the the DT cord-258170-kyztc1jp 47 12 captured capture VBN cord-258170-kyztc1jp 47 13 video video NN cord-258170-kyztc1jp 47 14 is be VBZ cord-258170-kyztc1jp 47 15 transformed transform VBN cord-258170-kyztc1jp 47 16 from from IN cord-258170-kyztc1jp 47 17 a a DT cord-258170-kyztc1jp 47 18 perspective perspective JJ cord-258170-kyztc1jp 47 19 view view NN cord-258170-kyztc1jp 47 20 to to IN cord-258170-kyztc1jp 47 21 a a DT cord-258170-kyztc1jp 47 22 bird bird NN cord-258170-kyztc1jp 47 23 's 's POS cord-258170-kyztc1jp 47 24 eye eye NN cord-258170-kyztc1jp 47 25 ( ( -LRB- cord-258170-kyztc1jp 47 26 top top RB cord-258170-kyztc1jp 47 27 - - HYPH cord-258170-kyztc1jp 47 28 down down NN cord-258170-kyztc1jp 47 29 ) ) -RRB- cord-258170-kyztc1jp 47 30 view view NN cord-258170-kyztc1jp 47 31 to to TO cord-258170-kyztc1jp 47 32 identify identify VB cord-258170-kyztc1jp 47 33 the the DT cord-258170-kyztc1jp 47 34 region region NN cord-258170-kyztc1jp 47 35 of of IN cord-258170-kyztc1jp 47 36 interest interest NN cord-258170-kyztc1jp 47 37 ( ( -LRB- cord-258170-kyztc1jp 47 38 ROI ROI NNP cord-258170-kyztc1jp 47 39 ) ) -RRB- cord-258170-kyztc1jp 47 40 in in IN cord-258170-kyztc1jp 47 41 which which WDT cord-258170-kyztc1jp 47 42 social social JJ cord-258170-kyztc1jp 47 43 distancing distancing NN cord-258170-kyztc1jp 47 44 will will MD cord-258170-kyztc1jp 47 45 be be VB cord-258170-kyztc1jp 47 46 monitored monitor VBN cord-258170-kyztc1jp 47 47 ; ; : cord-258170-kyztc1jp 47 48 ( ( -LRB- cord-258170-kyztc1jp 47 49 d d LS cord-258170-kyztc1jp 47 50 ) ) -RRB- cord-258170-kyztc1jp 47 51 A a DT cord-258170-kyztc1jp 47 52 detailed detailed JJ cord-258170-kyztc1jp 47 53 performance performance NN cord-258170-kyztc1jp 47 54 evaluation evaluation NN cord-258170-kyztc1jp 47 55 is be VBZ cord-258170-kyztc1jp 47 56 provided provide VBN cord-258170-kyztc1jp 47 57 to to TO cord-258170-kyztc1jp 47 58 show show VB cord-258170-kyztc1jp 47 59 the the DT cord-258170-kyztc1jp 47 60 effectiveness effectiveness NN cord-258170-kyztc1jp 47 61 of of IN cord-258170-kyztc1jp 47 62 the the DT cord-258170-kyztc1jp 47 63 proposed propose VBN cord-258170-kyztc1jp 47 64 system system NN cord-258170-kyztc1jp 47 65 on on IN cord-258170-kyztc1jp 47 66 a a DT cord-258170-kyztc1jp 47 67 video video NN cord-258170-kyztc1jp 47 68 surveillance surveillance NN cord-258170-kyztc1jp 47 69 dataset dataset NN cord-258170-kyztc1jp 47 70 . . . cord-258170-kyztc1jp 48 1 The the DT cord-258170-kyztc1jp 48 2 rest rest NN cord-258170-kyztc1jp 48 3 of of IN cord-258170-kyztc1jp 48 4 the the DT cord-258170-kyztc1jp 48 5 paper paper NN cord-258170-kyztc1jp 48 6 is be VBZ cord-258170-kyztc1jp 48 7 organized organize VBN cord-258170-kyztc1jp 48 8 as as IN cord-258170-kyztc1jp 48 9 follows follow NNS cord-258170-kyztc1jp 48 10 . . . cord-258170-kyztc1jp 49 1 The the DT cord-258170-kyztc1jp 49 2 background background NN cord-258170-kyztc1jp 49 3 and and CC cord-258170-kyztc1jp 49 4 related related JJ cord-258170-kyztc1jp 49 5 work work NN cord-258170-kyztc1jp 49 6 is be VBZ cord-258170-kyztc1jp 49 7 presented present VBN cord-258170-kyztc1jp 49 8 in in IN cord-258170-kyztc1jp 49 9 Section section NN cord-258170-kyztc1jp 49 10 2 2 CD cord-258170-kyztc1jp 49 11 . . . cord-258170-kyztc1jp 50 1 Sections section NNS cord-258170-kyztc1jp 50 2 3 3 CD cord-258170-kyztc1jp 50 3 and and CC cord-258170-kyztc1jp 50 4 4 4 CD cord-258170-kyztc1jp 50 5 present present VB cord-258170-kyztc1jp 50 6 the the DT cord-258170-kyztc1jp 50 7 proposed propose VBN cord-258170-kyztc1jp 50 8 system system NN cord-258170-kyztc1jp 50 9 , , , cord-258170-kyztc1jp 50 10 dataset dataset NN cord-258170-kyztc1jp 50 11 , , , cord-258170-kyztc1jp 50 12 and and CC cord-258170-kyztc1jp 50 13 experiments experiment NNS cord-258170-kyztc1jp 50 14 with with IN cord-258170-kyztc1jp 50 15 the the DT cord-258170-kyztc1jp 50 16 performance performance NN cord-258170-kyztc1jp 50 17 results result NNS cord-258170-kyztc1jp 50 18 . . . cord-258170-kyztc1jp 51 1 Finally finally RB cord-258170-kyztc1jp 51 2 , , , cord-258170-kyztc1jp 51 3 Section section NN cord-258170-kyztc1jp 51 4 5 5 CD cord-258170-kyztc1jp 51 5 concludes conclude VBZ cord-258170-kyztc1jp 51 6 the the DT cord-258170-kyztc1jp 51 7 paper paper NN cord-258170-kyztc1jp 51 8 with with IN cord-258170-kyztc1jp 51 9 suggestions suggestion NNS cord-258170-kyztc1jp 51 10 for for IN cord-258170-kyztc1jp 51 11 future future JJ cord-258170-kyztc1jp 51 12 work work NN cord-258170-kyztc1jp 51 13 . . . cord-258170-kyztc1jp 52 1 Object object NN cord-258170-kyztc1jp 52 2 detection detection NN cord-258170-kyztc1jp 52 3 is be VBZ cord-258170-kyztc1jp 52 4 one one CD cord-258170-kyztc1jp 52 5 of of IN cord-258170-kyztc1jp 52 6 the the DT cord-258170-kyztc1jp 52 7 most most RBS cord-258170-kyztc1jp 52 8 challenging challenging JJ cord-258170-kyztc1jp 52 9 problems problem NNS cord-258170-kyztc1jp 52 10 in in IN cord-258170-kyztc1jp 52 11 the the DT cord-258170-kyztc1jp 52 12 computer computer NN cord-258170-kyztc1jp 52 13 vision vision NN cord-258170-kyztc1jp 52 14 domain domain NN cord-258170-kyztc1jp 52 15 , , , cord-258170-kyztc1jp 52 16 and and CC cord-258170-kyztc1jp 52 17 lately lately RB cord-258170-kyztc1jp 52 18 there there EX cord-258170-kyztc1jp 52 19 has have VBZ cord-258170-kyztc1jp 52 20 been be VBN cord-258170-kyztc1jp 52 21 substantial substantial JJ cord-258170-kyztc1jp 52 22 improvement improvement NN cord-258170-kyztc1jp 52 23 in in IN cord-258170-kyztc1jp 52 24 this this DT cord-258170-kyztc1jp 52 25 field field NN cord-258170-kyztc1jp 52 26 with with IN cord-258170-kyztc1jp 52 27 the the DT cord-258170-kyztc1jp 52 28 advancements advancement NNS cord-258170-kyztc1jp 52 29 in in IN cord-258170-kyztc1jp 52 30 deep deep JJ cord-258170-kyztc1jp 52 31 learning learning NN cord-258170-kyztc1jp 53 1 ( ( -LRB- cord-258170-kyztc1jp 53 2 Yang Yang NNP cord-258170-kyztc1jp 53 3 X X NNP cord-258170-kyztc1jp 53 4 et et NNP cord-258170-kyztc1jp 53 5 al al NNP cord-258170-kyztc1jp 53 6 . . . cord-258170-kyztc1jp 54 1 , , , cord-258170-kyztc1jp 54 2 ( ( -LRB- cord-258170-kyztc1jp 54 3 2016 2016 CD cord-258170-kyztc1jp 54 4 ) ) -RRB- cord-258170-kyztc1jp 54 5 . . . cord-258170-kyztc1jp 55 1 In in IN cord-258170-kyztc1jp 55 2 this this DT cord-258170-kyztc1jp 55 3 study study NN cord-258170-kyztc1jp 55 4 , , , cord-258170-kyztc1jp 55 5 we -PRON- PRP cord-258170-kyztc1jp 55 6 use use VBP cord-258170-kyztc1jp 55 7 three three CD cord-258170-kyztc1jp 55 8 state state NN cord-258170-kyztc1jp 55 9 - - HYPH cord-258170-kyztc1jp 55 10 of of IN cord-258170-kyztc1jp 55 11 - - HYPH cord-258170-kyztc1jp 55 12 the the DT cord-258170-kyztc1jp 55 13 - - HYPH cord-258170-kyztc1jp 55 14 art art NN cord-258170-kyztc1jp 55 15 object object NN cord-258170-kyztc1jp 55 16 detection detection NN cord-258170-kyztc1jp 55 17 architectures architecture NNS cord-258170-kyztc1jp 55 18 that that WDT cord-258170-kyztc1jp 55 19 are be VBP cord-258170-kyztc1jp 55 20 pre pre JJ cord-258170-kyztc1jp 55 21 - - JJ cord-258170-kyztc1jp 55 22 trained train VBN cord-258170-kyztc1jp 55 23 and and CC cord-258170-kyztc1jp 55 24 optimized optimize VBN cord-258170-kyztc1jp 55 25 on on IN cord-258170-kyztc1jp 55 26 large large JJ cord-258170-kyztc1jp 55 27 image image NN cord-258170-kyztc1jp 55 28 datasets dataset NNS cord-258170-kyztc1jp 55 29 , , , cord-258170-kyztc1jp 55 30 such such JJ cord-258170-kyztc1jp 55 31 as as IN cord-258170-kyztc1jp 55 32 PASCAL PASCAL NNP cord-258170-kyztc1jp 55 33 - - HYPH cord-258170-kyztc1jp 55 34 VOC VOC NNP cord-258170-kyztc1jp 55 35 ( ( -LRB- cord-258170-kyztc1jp 55 36 Everingham Everingham NNP cord-258170-kyztc1jp 55 37 et et FW cord-258170-kyztc1jp 55 38 al al NNP cord-258170-kyztc1jp 55 39 . . NNP cord-258170-kyztc1jp 55 40 , , , cord-258170-kyztc1jp 55 41 2010 2010 CD cord-258170-kyztc1jp 55 42 ) ) -RRB- cord-258170-kyztc1jp 55 43 and and CC cord-258170-kyztc1jp 55 44 MS MS NNP cord-258170-kyztc1jp 55 45 - - HYPH cord-258170-kyztc1jp 55 46 COCO COCO NNP cord-258170-kyztc1jp 56 1 ( ( -LRB- cord-258170-kyztc1jp 56 2 Lin Lin NNP cord-258170-kyztc1jp 56 3 et et NNP cord-258170-kyztc1jp 56 4 al al NNP cord-258170-kyztc1jp 56 5 . . NNP cord-258170-kyztc1jp 56 6 , , , cord-258170-kyztc1jp 56 7 2014 2014 CD cord-258170-kyztc1jp 56 8 ) ) -RRB- cord-258170-kyztc1jp 56 9 , , , cord-258170-kyztc1jp 56 10 to to TO cord-258170-kyztc1jp 56 11 detect detect VB cord-258170-kyztc1jp 56 12 pedestrians pedestrian NNS cord-258170-kyztc1jp 56 13 for for IN cord-258170-kyztc1jp 56 14 monitoring monitor VBG cord-258170-kyztc1jp 56 15 social social JJ cord-258170-kyztc1jp 56 16 distancing distancing NN cord-258170-kyztc1jp 56 17 in in IN cord-258170-kyztc1jp 56 18 mass mass JJ cord-258170-kyztc1jp 56 19 video video NN cord-258170-kyztc1jp 56 20 surveillance surveillance NN cord-258170-kyztc1jp 56 21 footage footage NN cord-258170-kyztc1jp 56 22 through through IN cord-258170-kyztc1jp 56 23 vision vision NN cord-258170-kyztc1jp 56 24 - - HYPH cord-258170-kyztc1jp 56 25 based base VBN cord-258170-kyztc1jp 56 26 social social JJ cord-258170-kyztc1jp 56 27 media medium NNS cord-258170-kyztc1jp 56 28 event event NN cord-258170-kyztc1jp 56 29 analysis analysis NN cord-258170-kyztc1jp 57 1 ( ( -LRB- cord-258170-kyztc1jp 57 2 Yang Yang NNP cord-258170-kyztc1jp 57 3 et et NNP cord-258170-kyztc1jp 57 4 al al NNP cord-258170-kyztc1jp 57 5 . . NNP cord-258170-kyztc1jp 57 6 , , , cord-258170-kyztc1jp 57 7 2015 2015 CD cord-258170-kyztc1jp 57 8 , , , cord-258170-kyztc1jp 57 9 Qian Qian NNP cord-258170-kyztc1jp 57 10 et et NNP cord-258170-kyztc1jp 57 11 al al NNP cord-258170-kyztc1jp 57 12 . . NNP cord-258170-kyztc1jp 57 13 , , , cord-258170-kyztc1jp 57 14 2015 2015 CD cord-258170-kyztc1jp 57 15 . . . cord-258170-kyztc1jp 58 1 We -PRON- PRP cord-258170-kyztc1jp 58 2 present present VBP cord-258170-kyztc1jp 58 3 a a DT cord-258170-kyztc1jp 58 4 two two CD cord-258170-kyztc1jp 58 5 - - HYPH cord-258170-kyztc1jp 58 6 stage stage NN cord-258170-kyztc1jp 58 7 detector detector NN cord-258170-kyztc1jp 58 8 called call VBN cord-258170-kyztc1jp 58 9 Faster fast JJR cord-258170-kyztc1jp 58 10 R R NNP cord-258170-kyztc1jp 58 11 - - HYPH cord-258170-kyztc1jp 58 12 CNN CNN NNP cord-258170-kyztc1jp 58 13 ( ( -LRB- cord-258170-kyztc1jp 58 14 Faster fast JJR cord-258170-kyztc1jp 58 15 Region region NN cord-258170-kyztc1jp 58 16 with with IN cord-258170-kyztc1jp 58 17 Convolutional Convolutional NNP cord-258170-kyztc1jp 58 18 Neural Neural NNP cord-258170-kyztc1jp 58 19 Networks Networks NNP cord-258170-kyztc1jp 58 20 ) ) -RRB- cord-258170-kyztc1jp 58 21 ( ( -LRB- cord-258170-kyztc1jp 58 22 Ren Ren NNP cord-258170-kyztc1jp 58 23 , , , cord-258170-kyztc1jp 58 24 He -PRON- PRP cord-258170-kyztc1jp 58 25 , , , cord-258170-kyztc1jp 58 26 Girshick Girshick NNP cord-258170-kyztc1jp 58 27 , , , cord-258170-kyztc1jp 58 28 & & CC cord-258170-kyztc1jp 58 29 Sun Sun NNP cord-258170-kyztc1jp 58 30 , , , cord-258170-kyztc1jp 58 31 2015 2015 CD cord-258170-kyztc1jp 58 32 ) ) -RRB- cord-258170-kyztc1jp 58 33 and and CC cord-258170-kyztc1jp 58 34 two two CD cord-258170-kyztc1jp 58 35 one one CD cord-258170-kyztc1jp 58 36 - - HYPH cord-258170-kyztc1jp 58 37 stage stage NN cord-258170-kyztc1jp 58 38 detectors detector NNS cord-258170-kyztc1jp 58 39 called call VBD cord-258170-kyztc1jp 58 40 SSD SSD NNP cord-258170-kyztc1jp 58 41 ( ( -LRB- cord-258170-kyztc1jp 58 42 single single JJ cord-258170-kyztc1jp 58 43 shot shot NN cord-258170-kyztc1jp 58 44 multistage multistage NN cord-258170-kyztc1jp 58 45 detector detector NN cord-258170-kyztc1jp 58 46 ) ) -RRB- cord-258170-kyztc1jp 59 1 ( ( -LRB- cord-258170-kyztc1jp 59 2 Liu Liu NNP cord-258170-kyztc1jp 59 3 et et NNP cord-258170-kyztc1jp 59 4 al al NNP cord-258170-kyztc1jp 59 5 . . NNP cord-258170-kyztc1jp 59 6 , , , cord-258170-kyztc1jp 59 7 2015 2015 CD cord-258170-kyztc1jp 59 8 ) ) -RRB- cord-258170-kyztc1jp 60 1 and and CC cord-258170-kyztc1jp 60 2 YOLO YOLO NNP cord-258170-kyztc1jp 60 3 ( ( -LRB- cord-258170-kyztc1jp 60 4 you -PRON- PRP cord-258170-kyztc1jp 60 5 only only RB cord-258170-kyztc1jp 60 6 look look VBP cord-258170-kyztc1jp 60 7 once once RB cord-258170-kyztc1jp 60 8 ) ) -RRB- cord-258170-kyztc1jp 61 1 ( ( -LRB- cord-258170-kyztc1jp 61 2 Farhadi Farhadi NNP cord-258170-kyztc1jp 61 3 & & CC cord-258170-kyztc1jp 61 4 Redmon Redmon NNP cord-258170-kyztc1jp 61 5 , , , cord-258170-kyztc1jp 61 6 2018 2018 CD cord-258170-kyztc1jp 61 7 ) ) -RRB- cord-258170-kyztc1jp 61 8 . . . cord-258170-kyztc1jp 62 1 Faster fast JJR cord-258170-kyztc1jp 62 2 R R NNP cord-258170-kyztc1jp 62 3 - - HYPH cord-258170-kyztc1jp 62 4 CNN CNN NNP cord-258170-kyztc1jp 63 1 ( ( -LRB- cord-258170-kyztc1jp 63 2 Ren Ren NNP cord-258170-kyztc1jp 63 3 , , , cord-258170-kyztc1jp 63 4 He -PRON- PRP cord-258170-kyztc1jp 63 5 , , , cord-258170-kyztc1jp 63 6 Girshick Girshick NNP cord-258170-kyztc1jp 63 7 , , , cord-258170-kyztc1jp 63 8 & & CC cord-258170-kyztc1jp 63 9 Sun Sun NNP cord-258170-kyztc1jp 63 10 , , , cord-258170-kyztc1jp 63 11 2015 2015 CD cord-258170-kyztc1jp 63 12 ) ) -RRB- cord-258170-kyztc1jp 63 13 was be VBD cord-258170-kyztc1jp 63 14 built build VBN cord-258170-kyztc1jp 63 15 incrementally incrementally RB cord-258170-kyztc1jp 63 16 from from IN cord-258170-kyztc1jp 63 17 two two CD cord-258170-kyztc1jp 63 18 of of IN cord-258170-kyztc1jp 63 19 its -PRON- PRP$ cord-258170-kyztc1jp 63 20 predecessor predecessor NN cord-258170-kyztc1jp 63 21 architectures architecture NNS cord-258170-kyztc1jp 63 22 , , , cord-258170-kyztc1jp 63 23 called call VBN cord-258170-kyztc1jp 63 24 R R NNP cord-258170-kyztc1jp 63 25 - - HYPH cord-258170-kyztc1jp 63 26 CNN CNN NNP cord-258170-kyztc1jp 63 27 ( ( -LRB- cord-258170-kyztc1jp 63 28 Girshick Girshick NNP cord-258170-kyztc1jp 63 29 , , , cord-258170-kyztc1jp 63 30 2014 2014 CD cord-258170-kyztc1jp 63 31 ) ) -RRB- cord-258170-kyztc1jp 63 32 and and CC cord-258170-kyztc1jp 63 33 Fast Fast NNP cord-258170-kyztc1jp 63 34 R R NNP cord-258170-kyztc1jp 63 35 - - HYPH cord-258170-kyztc1jp 63 36 CNN CNN NNP cord-258170-kyztc1jp 63 37 ( ( -LRB- cord-258170-kyztc1jp 63 38 Girshick Girshick NNP cord-258170-kyztc1jp 63 39 , , , cord-258170-kyztc1jp 63 40 2015 2015 CD cord-258170-kyztc1jp 63 41 ) ) -RRB- cord-258170-kyztc1jp 63 42 , , , cord-258170-kyztc1jp 63 43 where where WRB cord-258170-kyztc1jp 63 44 ROIs roi NNS cord-258170-kyztc1jp 63 45 are be VBP cord-258170-kyztc1jp 63 46 generated generate VBN cord-258170-kyztc1jp 63 47 using use VBG cord-258170-kyztc1jp 63 48 a a DT cord-258170-kyztc1jp 63 49 technique technique NN cord-258170-kyztc1jp 63 50 called call VBN cord-258170-kyztc1jp 63 51 selective selective JJ cord-258170-kyztc1jp 63 52 search search NN cord-258170-kyztc1jp 63 53 ( ( -LRB- cord-258170-kyztc1jp 63 54 SS ss NN cord-258170-kyztc1jp 63 55 ) ) -RRB- cord-258170-kyztc1jp 63 56 ( ( -LRB- cord-258170-kyztc1jp 63 57 Google Google NNP cord-258170-kyztc1jp 63 58 , , , cord-258170-kyztc1jp 63 59 2020 2020 CD cord-258170-kyztc1jp 63 60 ) ) -RRB- cord-258170-kyztc1jp 63 61 . . . cord-258170-kyztc1jp 64 1 Because because IN cord-258170-kyztc1jp 64 2 SS SS NNP cord-258170-kyztc1jp 64 3 does do VBZ cord-258170-kyztc1jp 64 4 not not RB cord-258170-kyztc1jp 64 5 involve involve VB cord-258170-kyztc1jp 64 6 any any DT cord-258170-kyztc1jp 64 7 deep deep JJ cord-258170-kyztc1jp 64 8 learning learning NN cord-258170-kyztc1jp 64 9 techniques technique NNS cord-258170-kyztc1jp 64 10 , , , cord-258170-kyztc1jp 64 11 the the DT cord-258170-kyztc1jp 64 12 authors author NNS cord-258170-kyztc1jp 64 13 of of IN cord-258170-kyztc1jp 64 14 Faster fast JJR cord-258170-kyztc1jp 64 15 R R NNP cord-258170-kyztc1jp 64 16 - - HYPH cord-258170-kyztc1jp 64 17 CNN CNN NNP cord-258170-kyztc1jp 64 18 proposed propose VBD cord-258170-kyztc1jp 64 19 the the DT cord-258170-kyztc1jp 64 20 region region NN cord-258170-kyztc1jp 64 21 proposal proposal NN cord-258170-kyztc1jp 64 22 network network NN cord-258170-kyztc1jp 64 23 ( ( -LRB- cord-258170-kyztc1jp 64 24 RPN RPN NNP cord-258170-kyztc1jp 64 25 ) ) -RRB- cord-258170-kyztc1jp 64 26 , , , cord-258170-kyztc1jp 64 27 which which WDT cord-258170-kyztc1jp 64 28 uses use VBZ cord-258170-kyztc1jp 64 29 CNN CNN NNP cord-258170-kyztc1jp 64 30 models model NNS cord-258170-kyztc1jp 64 31 such such JJ cord-258170-kyztc1jp 64 32 as as IN cord-258170-kyztc1jp 64 33 ResNet ResNet NNP cord-258170-kyztc1jp 64 34 101 101 CD cord-258170-kyztc1jp 65 1 ( ( -LRB- cord-258170-kyztc1jp 65 2 He -PRON- PRP cord-258170-kyztc1jp 65 3 et et FW cord-258170-kyztc1jp 65 4 al al NNP cord-258170-kyztc1jp 65 5 . . NNP cord-258170-kyztc1jp 65 6 , , , cord-258170-kyztc1jp 65 7 2016 2016 CD cord-258170-kyztc1jp 65 8 ) ) -RRB- cord-258170-kyztc1jp 65 9 , , , cord-258170-kyztc1jp 65 10 VGG-16 VGG-16 NNP cord-258170-kyztc1jp 65 11 ( ( -LRB- cord-258170-kyztc1jp 65 12 Simonyan Simonyan NNP cord-258170-kyztc1jp 65 13 & & CC cord-258170-kyztc1jp 65 14 Zisserman Zisserman NNP cord-258170-kyztc1jp 65 15 , , , cord-258170-kyztc1jp 65 16 2015 2015 CD cord-258170-kyztc1jp 65 17 ) ) -RRB- cord-258170-kyztc1jp 65 18 , , , cord-258170-kyztc1jp 65 19 and and CC cord-258170-kyztc1jp 65 20 Inception Inception NNP cord-258170-kyztc1jp 65 21 v2 v2 NN cord-258170-kyztc1jp 66 1 ( ( -LRB- cord-258170-kyztc1jp 66 2 Szegedy Szegedy NNP cord-258170-kyztc1jp 66 3 et et NNP cord-258170-kyztc1jp 66 4 al al NNP cord-258170-kyztc1jp 66 5 . . NNP cord-258170-kyztc1jp 66 6 , , , cord-258170-kyztc1jp 66 7 2016 2016 CD cord-258170-kyztc1jp 66 8 ) ) -RRB- cord-258170-kyztc1jp 66 9 to to TO cord-258170-kyztc1jp 66 10 generate generate VB cord-258170-kyztc1jp 66 11 region region NN cord-258170-kyztc1jp 66 12 proposals proposal NNS cord-258170-kyztc1jp 66 13 . . . cord-258170-kyztc1jp 67 1 This this DT cord-258170-kyztc1jp 67 2 increases increase VBZ cord-258170-kyztc1jp 67 3 the the DT cord-258170-kyztc1jp 67 4 speed speed NN cord-258170-kyztc1jp 67 5 of of IN cord-258170-kyztc1jp 67 6 the the DT cord-258170-kyztc1jp 67 7 Faster fast JJR cord-258170-kyztc1jp 67 8 R R NNP cord-258170-kyztc1jp 67 9 - - HYPH cord-258170-kyztc1jp 67 10 CNN CNN NNP cord-258170-kyztc1jp 67 11 compared compare VBN cord-258170-kyztc1jp 67 12 with with IN cord-258170-kyztc1jp 67 13 Fast fast JJ cord-258170-kyztc1jp 67 14 R R NNP cord-258170-kyztc1jp 67 15 - - HYPH cord-258170-kyztc1jp 67 16 CNN CNN NNP cord-258170-kyztc1jp 67 17 at at IN cord-258170-kyztc1jp 67 18 least least JJS cord-258170-kyztc1jp 67 19 tenfold tenfold RB cord-258170-kyztc1jp 67 20 . . . cord-258170-kyztc1jp 68 1 Fig Fig NNP cord-258170-kyztc1jp 68 2 . . . cord-258170-kyztc1jp 69 1 3 3 LS cord-258170-kyztc1jp 69 2 shows show VBZ cord-258170-kyztc1jp 69 3 a a DT cord-258170-kyztc1jp 69 4 schematic schematic JJ cord-258170-kyztc1jp 69 5 diagram diagram NN cord-258170-kyztc1jp 69 6 of of IN cord-258170-kyztc1jp 69 7 Faster fast JJR cord-258170-kyztc1jp 69 8 R R NNP cord-258170-kyztc1jp 69 9 - - HYPH cord-258170-kyztc1jp 69 10 CNN CNN NNP cord-258170-kyztc1jp 69 11 architecture architecture NN cord-258170-kyztc1jp 69 12 , , , cord-258170-kyztc1jp 69 13 where where WRB cord-258170-kyztc1jp 69 14 the the DT cord-258170-kyztc1jp 69 15 RPN RPN NNP cord-258170-kyztc1jp 69 16 accepts accept VBZ cord-258170-kyztc1jp 69 17 an an DT cord-258170-kyztc1jp 69 18 image image NN cord-258170-kyztc1jp 69 19 as as IN cord-258170-kyztc1jp 69 20 input input NN cord-258170-kyztc1jp 69 21 and and CC cord-258170-kyztc1jp 69 22 outputs output VBZ cord-258170-kyztc1jp 69 23 an an DT cord-258170-kyztc1jp 69 24 ROI roi NN cord-258170-kyztc1jp 69 25 . . . cord-258170-kyztc1jp 70 1 Each each DT cord-258170-kyztc1jp 70 2 ROI ROI NNP cord-258170-kyztc1jp 70 3 consists consist VBZ cord-258170-kyztc1jp 70 4 J J NNP cord-258170-kyztc1jp 70 5 o o NNP cord-258170-kyztc1jp 70 6 u u NN cord-258170-kyztc1jp 70 7 r r NN cord-258170-kyztc1jp 70 8 n n NN cord-258170-kyztc1jp 70 9 a a DT cord-258170-kyztc1jp 70 10 l l NN cord-258170-kyztc1jp 70 11 P p NN cord-258170-kyztc1jp 70 12 r r NN cord-258170-kyztc1jp 70 13 e e NN cord-258170-kyztc1jp 70 14 -p -p NN cord-258170-kyztc1jp 71 1 r r NNP cord-258170-kyztc1jp 71 2 o o NN cord-258170-kyztc1jp 71 3 o o NN cord-258170-kyztc1jp 71 4 f f NN cord-258170-kyztc1jp 71 5 of of IN cord-258170-kyztc1jp 71 6 a a DT cord-258170-kyztc1jp 71 7 bounding bound VBG cord-258170-kyztc1jp 71 8 box box NN cord-258170-kyztc1jp 71 9 and and CC cord-258170-kyztc1jp 71 10 an an DT cord-258170-kyztc1jp 71 11 objectness objectness NN cord-258170-kyztc1jp 71 12 probability probability NN cord-258170-kyztc1jp 71 13 . . . cord-258170-kyztc1jp 72 1 To to TO cord-258170-kyztc1jp 72 2 generate generate VB cord-258170-kyztc1jp 72 3 those those DT cord-258170-kyztc1jp 72 4 numbers number NNS cord-258170-kyztc1jp 72 5 , , , cord-258170-kyztc1jp 72 6 a a DT cord-258170-kyztc1jp 72 7 CNN CNN NNP cord-258170-kyztc1jp 72 8 is be VBZ cord-258170-kyztc1jp 72 9 used use VBN cord-258170-kyztc1jp 72 10 to to TO cord-258170-kyztc1jp 72 11 extract extract VB cord-258170-kyztc1jp 72 12 a a DT cord-258170-kyztc1jp 72 13 feature feature NN cord-258170-kyztc1jp 72 14 volume volume NN cord-258170-kyztc1jp 72 15 . . . cord-258170-kyztc1jp 73 1 After after IN cord-258170-kyztc1jp 73 2 post post JJ cord-258170-kyztc1jp 73 3 - - JJ cord-258170-kyztc1jp 73 4 processing processing NN cord-258170-kyztc1jp 73 5 , , , cord-258170-kyztc1jp 73 6 the the DT cord-258170-kyztc1jp 73 7 final final JJ cord-258170-kyztc1jp 73 8 output output NN cord-258170-kyztc1jp 73 9 is be VBZ cord-258170-kyztc1jp 73 10 a a DT cord-258170-kyztc1jp 73 11 list list NN cord-258170-kyztc1jp 73 12 of of IN cord-258170-kyztc1jp 73 13 ROIs roi NNS cord-258170-kyztc1jp 73 14 . . . cord-258170-kyztc1jp 74 1 In in IN cord-258170-kyztc1jp 74 2 the the DT cord-258170-kyztc1jp 74 3 second second JJ cord-258170-kyztc1jp 74 4 stage stage NN cord-258170-kyztc1jp 74 5 , , , cord-258170-kyztc1jp 74 6 Faster fast RBR cord-258170-kyztc1jp 74 7 R R NNP cord-258170-kyztc1jp 74 8 - - HYPH cord-258170-kyztc1jp 74 9 CNN CNN NNP cord-258170-kyztc1jp 74 10 performs perform VBZ cord-258170-kyztc1jp 74 11 classification classification NN cord-258170-kyztc1jp 74 12 in in IN cord-258170-kyztc1jp 74 13 which which WDT cord-258170-kyztc1jp 74 14 it -PRON- PRP cord-258170-kyztc1jp 74 15 accepts accept VBZ cord-258170-kyztc1jp 74 16 two two CD cord-258170-kyztc1jp 74 17 inputs input NNS cord-258170-kyztc1jp 74 18 , , , cord-258170-kyztc1jp 74 19 namely namely RB cord-258170-kyztc1jp 74 20 the the DT cord-258170-kyztc1jp 74 21 list list NN cord-258170-kyztc1jp 74 22 of of IN cord-258170-kyztc1jp 74 23 ROIs roi NNS cord-258170-kyztc1jp 74 24 from from IN cord-258170-kyztc1jp 74 25 the the DT cord-258170-kyztc1jp 74 26 previous previous JJ cord-258170-kyztc1jp 74 27 step step NN cord-258170-kyztc1jp 74 28 ( ( -LRB- cord-258170-kyztc1jp 74 29 the the DT cord-258170-kyztc1jp 74 30 RPN RPN NNP cord-258170-kyztc1jp 74 31 ) ) -RRB- cord-258170-kyztc1jp 74 32 and and CC cord-258170-kyztc1jp 74 33 a a DT cord-258170-kyztc1jp 74 34 feature feature NN cord-258170-kyztc1jp 74 35 volume volume NN cord-258170-kyztc1jp 74 36 computed compute VBN cord-258170-kyztc1jp 74 37 from from IN cord-258170-kyztc1jp 74 38 the the DT cord-258170-kyztc1jp 74 39 input input NN cord-258170-kyztc1jp 74 40 image image NN cord-258170-kyztc1jp 74 41 , , , cord-258170-kyztc1jp 74 42 and and CC cord-258170-kyztc1jp 74 43 outputs output VBZ cord-258170-kyztc1jp 74 44 the the DT cord-258170-kyztc1jp 74 45 final final JJ cord-258170-kyztc1jp 74 46 bounding bounding NN cord-258170-kyztc1jp 74 47 boxes box NNS cord-258170-kyztc1jp 74 48 . . . cord-258170-kyztc1jp 75 1 Consequently consequently RB cord-258170-kyztc1jp 75 2 , , , cord-258170-kyztc1jp 75 3 the the DT cord-258170-kyztc1jp 75 4 detection detection NN cord-258170-kyztc1jp 75 5 process process NN cord-258170-kyztc1jp 75 6 consists consist VBZ cord-258170-kyztc1jp 75 7 of of IN cord-258170-kyztc1jp 75 8 two two CD cord-258170-kyztc1jp 75 9 steps step NNS cord-258170-kyztc1jp 75 10 , , , cord-258170-kyztc1jp 75 11 namely namely RB cord-258170-kyztc1jp 75 12 feature feature VBP cord-258170-kyztc1jp 75 13 map map NN cord-258170-kyztc1jp 75 14 extraction extraction NN cord-258170-kyztc1jp 75 15 and and CC cord-258170-kyztc1jp 75 16 J J NNP cord-258170-kyztc1jp 75 17 o o NN cord-258170-kyztc1jp 75 18 u u NN cord-258170-kyztc1jp 75 19 r r NN cord-258170-kyztc1jp 75 20 n n NN cord-258170-kyztc1jp 75 21 a a DT cord-258170-kyztc1jp 75 22 l l NN cord-258170-kyztc1jp 75 23 P p NN cord-258170-kyztc1jp 75 24 r r NN cord-258170-kyztc1jp 75 25 e e NN cord-258170-kyztc1jp 75 26 -p -p NN cord-258170-kyztc1jp 76 1 r r LS cord-258170-kyztc1jp 77 1 o o UH cord-258170-kyztc1jp 77 2 o o NN cord-258170-kyztc1jp 78 1 f f LS cord-258170-kyztc1jp 78 2 object object NN cord-258170-kyztc1jp 78 3 detection detection NN cord-258170-kyztc1jp 78 4 through through IN cord-258170-kyztc1jp 78 5 convolutional convolutional NN cord-258170-kyztc1jp 78 6 filtering filtering NN cord-258170-kyztc1jp 78 7 built build VBN cord-258170-kyztc1jp 78 8 from from IN cord-258170-kyztc1jp 78 9 three three CD cord-258170-kyztc1jp 78 10 separate separate JJ cord-258170-kyztc1jp 78 11 components component NNS cord-258170-kyztc1jp 78 12 . . . cord-258170-kyztc1jp 79 1 The the DT cord-258170-kyztc1jp 79 2 first first JJ cord-258170-kyztc1jp 79 3 part part NN cord-258170-kyztc1jp 79 4 represents represent VBZ cord-258170-kyztc1jp 79 5 the the DT cord-258170-kyztc1jp 79 6 base base NN cord-258170-kyztc1jp 79 7 pre pre VB cord-258170-kyztc1jp 79 8 - - JJ cord-258170-kyztc1jp 79 9 trained trained JJ cord-258170-kyztc1jp 79 10 network network NN cord-258170-kyztc1jp 79 11 ( ( -LRB- cord-258170-kyztc1jp 79 12 such such JJ cord-258170-kyztc1jp 79 13 as as IN cord-258170-kyztc1jp 79 14 MobileNet MobileNet NNP cord-258170-kyztc1jp 79 15 ) ) -RRB- cord-258170-kyztc1jp 80 1 ( ( -LRB- cord-258170-kyztc1jp 80 2 Howard Howard NNP cord-258170-kyztc1jp 80 3 et et NNP cord-258170-kyztc1jp 80 4 al al NNP cord-258170-kyztc1jp 80 5 . . NNP cord-258170-kyztc1jp 80 6 , , , cord-258170-kyztc1jp 80 7 2017 2017 CD cord-258170-kyztc1jp 80 8 ) ) -RRB- cord-258170-kyztc1jp 80 9 , , , cord-258170-kyztc1jp 80 10 which which WDT cord-258170-kyztc1jp 80 11 is be VBZ cord-258170-kyztc1jp 80 12 used use VBN cord-258170-kyztc1jp 80 13 for for IN cord-258170-kyztc1jp 80 14 feature feature NN cord-258170-kyztc1jp 80 15 extraction extraction NN cord-258170-kyztc1jp 80 16 . . . cord-258170-kyztc1jp 81 1 The the DT cord-258170-kyztc1jp 81 2 second second JJ cord-258170-kyztc1jp 81 3 part part NN cord-258170-kyztc1jp 81 4 consists consist VBZ cord-258170-kyztc1jp 81 5 of of IN cord-258170-kyztc1jp 81 6 a a DT cord-258170-kyztc1jp 81 7 series series NN cord-258170-kyztc1jp 81 8 of of IN cord-258170-kyztc1jp 81 9 convolutional convolutional NN cord-258170-kyztc1jp 81 10 filters filter NNS cord-258170-kyztc1jp 81 11 representing represent VBG cord-258170-kyztc1jp 81 12 multi multi JJ cord-258170-kyztc1jp 81 13 - - JJ cord-258170-kyztc1jp 81 14 scale scale JJ cord-258170-kyztc1jp 81 15 feature feature NN cord-258170-kyztc1jp 81 16 layers layer NNS cord-258170-kyztc1jp 81 17 . . . cord-258170-kyztc1jp 82 1 Finally finally RB cord-258170-kyztc1jp 82 2 , , , cord-258170-kyztc1jp 82 3 an an DT cord-258170-kyztc1jp 82 4 NMS NMS NNP cord-258170-kyztc1jp 82 5 unit unit NN cord-258170-kyztc1jp 82 6 represents represent VBZ cord-258170-kyztc1jp 82 7 the the DT cord-258170-kyztc1jp 82 8 last last JJ cord-258170-kyztc1jp 82 9 layer layer NN cord-258170-kyztc1jp 82 10 , , , cord-258170-kyztc1jp 82 11 where where WRB cord-258170-kyztc1jp 82 12 unwanted unwanted JJ cord-258170-kyztc1jp 82 13 overlapping overlapping JJ cord-258170-kyztc1jp 82 14 bounding bounding NN cord-258170-kyztc1jp 82 15 boxes box NNS cord-258170-kyztc1jp 82 16 are be VBP cord-258170-kyztc1jp 82 17 removed remove VBN cord-258170-kyztc1jp 82 18 to to TO cord-258170-kyztc1jp 82 19 produce produce VB cord-258170-kyztc1jp 82 20 only only RB cord-258170-kyztc1jp 82 21 one one CD cord-258170-kyztc1jp 82 22 box box NN cord-258170-kyztc1jp 82 23 per per IN cord-258170-kyztc1jp 82 24 object object NN cord-258170-kyztc1jp 82 25 . . . cord-258170-kyztc1jp 83 1 A a DT cord-258170-kyztc1jp 83 2 schematic schematic JJ cord-258170-kyztc1jp 83 3 architecture architecture NN cord-258170-kyztc1jp 83 4 of of IN cord-258170-kyztc1jp 83 5 SSD SSD NNP cord-258170-kyztc1jp 83 6 is be VBZ cord-258170-kyztc1jp 83 7 shown show VBN cord-258170-kyztc1jp 83 8 in in IN cord-258170-kyztc1jp 83 9 Fig Fig NNP cord-258170-kyztc1jp 83 10 . . . cord-258170-kyztc1jp 84 1 4 4 LS cord-258170-kyztc1jp 84 2 . . . cord-258170-kyztc1jp 85 1 Another another DT cord-258170-kyztc1jp 85 2 single single JJ cord-258170-kyztc1jp 85 3 stage stage NN cord-258170-kyztc1jp 85 4 object object NN cord-258170-kyztc1jp 85 5 detector detector NN cord-258170-kyztc1jp 85 6 is be VBZ cord-258170-kyztc1jp 85 7 YOLO YOLO NNP cord-258170-kyztc1jp 85 8 ( ( -LRB- cord-258170-kyztc1jp 85 9 shown show VBN cord-258170-kyztc1jp 85 10 in in IN cord-258170-kyztc1jp 85 11 Fig Fig NNP cord-258170-kyztc1jp 85 12 . . . cord-258170-kyztc1jp 86 1 5 5 LS cord-258170-kyztc1jp 86 2 ) ) -RRB- cord-258170-kyztc1jp 87 1 ( ( -LRB- cord-258170-kyztc1jp 87 2 Farhadi Farhadi NNP cord-258170-kyztc1jp 87 3 & & CC cord-258170-kyztc1jp 87 4 Redmon Redmon NNP cord-258170-kyztc1jp 87 5 , , , cord-258170-kyztc1jp 87 6 2018 2018 CD cord-258170-kyztc1jp 87 7 ) ) -RRB- cord-258170-kyztc1jp 87 8 , , , cord-258170-kyztc1jp 87 9 which which WDT cord-258170-kyztc1jp 87 10 is be VBZ cord-258170-kyztc1jp 87 11 often often RB cord-258170-kyztc1jp 87 12 considered consider VBN cord-258170-kyztc1jp 87 13 a a DT cord-258170-kyztc1jp 87 14 competitor competitor NN cord-258170-kyztc1jp 87 15 of of IN cord-258170-kyztc1jp 87 16 SSD SSD NNP cord-258170-kyztc1jp 87 17 . . . cord-258170-kyztc1jp 88 1 We -PRON- PRP cord-258170-kyztc1jp 88 2 used use VBD cord-258170-kyztc1jp 88 3 YOLOv3 YOLOv3 NNP cord-258170-kyztc1jp 88 4 in in IN cord-258170-kyztc1jp 88 5 this this DT cord-258170-kyztc1jp 88 6 study study NN cord-258170-kyztc1jp 88 7 . . . cord-258170-kyztc1jp 89 1 It -PRON- PRP cord-258170-kyztc1jp 89 2 is be VBZ cord-258170-kyztc1jp 89 3 one one CD cord-258170-kyztc1jp 89 4 of of IN cord-258170-kyztc1jp 89 5 the the DT cord-258170-kyztc1jp 89 6 fastest fast JJS cord-258170-kyztc1jp 89 7 object object NN cord-258170-kyztc1jp 89 8 detection detection NN cord-258170-kyztc1jp 89 9 algorithms algorithm NNS cord-258170-kyztc1jp 89 10 available available JJ cord-258170-kyztc1jp 89 11 in in IN cord-258170-kyztc1jp 89 12 the the DT cord-258170-kyztc1jp 89 13 literature literature NN cord-258170-kyztc1jp 89 14 , , , cord-258170-kyztc1jp 89 15 and and CC cord-258170-kyztc1jp 89 16 can can MD cord-258170-kyztc1jp 89 17 run run VB cord-258170-kyztc1jp 89 18 at at IN cord-258170-kyztc1jp 89 19 more more JJR cord-258170-kyztc1jp 89 20 than than IN cord-258170-kyztc1jp 89 21 170 170 CD cord-258170-kyztc1jp 89 22 FPS fps NN cord-258170-kyztc1jp 89 23 on on IN cord-258170-kyztc1jp 89 24 a a DT cord-258170-kyztc1jp 89 25 modern modern JJ cord-258170-kyztc1jp 89 26 GPU gpu NN cord-258170-kyztc1jp 89 27 . . . cord-258170-kyztc1jp 90 1 However however RB cord-258170-kyztc1jp 90 2 , , , cord-258170-kyztc1jp 90 3 it -PRON- PRP cord-258170-kyztc1jp 90 4 is be VBZ cord-258170-kyztc1jp 90 5 outperformed outperform VBN cord-258170-kyztc1jp 90 6 by by IN cord-258170-kyztc1jp 90 7 Faster fast JJR cord-258170-kyztc1jp 90 8 R R NNP cord-258170-kyztc1jp 90 9 - - HYPH cord-258170-kyztc1jp 90 10 CNN CNN NNP cord-258170-kyztc1jp 90 11 in in IN cord-258170-kyztc1jp 90 12 terms term NNS cord-258170-kyztc1jp 90 13 of of IN cord-258170-kyztc1jp 90 14 accuracy accuracy NN cord-258170-kyztc1jp 90 15 . . . cord-258170-kyztc1jp 91 1 Moreover moreover RB cord-258170-kyztc1jp 91 2 , , , cord-258170-kyztc1jp 91 3 due due IN cord-258170-kyztc1jp 91 4 to to IN cord-258170-kyztc1jp 91 5 the the DT cord-258170-kyztc1jp 91 6 way way NN cord-258170-kyztc1jp 91 7 it -PRON- PRP cord-258170-kyztc1jp 91 8 detects detect VBZ cord-258170-kyztc1jp 91 9 objects object NNS cord-258170-kyztc1jp 91 10 , , , cord-258170-kyztc1jp 91 11 YOLO YOLO NNP cord-258170-kyztc1jp 91 12 struggles struggle VBZ cord-258170-kyztc1jp 91 13 with with IN cord-258170-kyztc1jp 91 14 smaller small JJR cord-258170-kyztc1jp 91 15 objects object NNS cord-258170-kyztc1jp 91 16 . . . cord-258170-kyztc1jp 92 1 Nevertheless nevertheless RB cord-258170-kyztc1jp 92 2 , , , cord-258170-kyztc1jp 92 3 the the DT cord-258170-kyztc1jp 92 4 architecture architecture NN cord-258170-kyztc1jp 92 5 is be VBZ cord-258170-kyztc1jp 92 6 constantly constantly RB cord-258170-kyztc1jp 92 7 evolving evolve VBG cord-258170-kyztc1jp 92 8 from from IN cord-258170-kyztc1jp 92 9 its -PRON- PRP$ cord-258170-kyztc1jp 92 10 earlier early JJR cord-258170-kyztc1jp 92 11 variants variant NNS cord-258170-kyztc1jp 92 12 ( ( -LRB- cord-258170-kyztc1jp 92 13 Redmon Redmon NNP cord-258170-kyztc1jp 92 14 & & CC cord-258170-kyztc1jp 92 15 Farhadi Farhadi NNP cord-258170-kyztc1jp 92 16 , , , cord-258170-kyztc1jp 92 17 2017 2017 CD cord-258170-kyztc1jp 92 18 ) ) -RRB- cord-258170-kyztc1jp 92 19 , , , cord-258170-kyztc1jp 92 20 and and CC cord-258170-kyztc1jp 92 21 its -PRON- PRP$ cord-258170-kyztc1jp 92 22 challenges challenge NNS cord-258170-kyztc1jp 92 23 are be VBP cord-258170-kyztc1jp 92 24 being be VBG cord-258170-kyztc1jp 92 25 worked work VBN cord-258170-kyztc1jp 92 26 on on IN cord-258170-kyztc1jp 92 27 . . . cord-258170-kyztc1jp 93 1 The the DT cord-258170-kyztc1jp 93 2 core core NN cord-258170-kyztc1jp 93 3 idea idea NN cord-258170-kyztc1jp 93 4 of of IN cord-258170-kyztc1jp 93 5 YOLO YOLO NNP cord-258170-kyztc1jp 93 6 is be VBZ cord-258170-kyztc1jp 93 7 that that IN cord-258170-kyztc1jp 93 8 it -PRON- PRP cord-258170-kyztc1jp 93 9 reframes reframe VBZ cord-258170-kyztc1jp 93 10 object object NN cord-258170-kyztc1jp 93 11 detection detection NN cord-258170-kyztc1jp 93 12 as as IN cord-258170-kyztc1jp 93 13 a a DT cord-258170-kyztc1jp 93 14 single single JJ cord-258170-kyztc1jp 93 15 regression regression NN cord-258170-kyztc1jp 93 16 problem problem NN cord-258170-kyztc1jp 93 17 . . . cord-258170-kyztc1jp 94 1 The the DT cord-258170-kyztc1jp 94 2 model model NN cord-258170-kyztc1jp 94 3 is be VBZ cord-258170-kyztc1jp 94 4 split split VBN cord-258170-kyztc1jp 94 5 into into IN cord-258170-kyztc1jp 94 6 two two CD cord-258170-kyztc1jp 94 7 parts part NNS cord-258170-kyztc1jp 94 8 , , , cord-258170-kyztc1jp 94 9 namely namely RB cord-258170-kyztc1jp 94 10 inference inference NN cord-258170-kyztc1jp 94 11 and and CC cord-258170-kyztc1jp 94 12 training training NN cord-258170-kyztc1jp 94 13 . . . cord-258170-kyztc1jp 95 1 Inference inference NN cord-258170-kyztc1jp 95 2 refers refer VBZ cord-258170-kyztc1jp 95 3 to to IN cord-258170-kyztc1jp 95 4 the the DT cord-258170-kyztc1jp 95 5 process process NN cord-258170-kyztc1jp 95 6 of of IN cord-258170-kyztc1jp 95 7 taking take VBG cord-258170-kyztc1jp 95 8 an an DT cord-258170-kyztc1jp 95 9 input input NN cord-258170-kyztc1jp 95 10 image image NN cord-258170-kyztc1jp 95 11 and and CC cord-258170-kyztc1jp 95 12 computing computing NN cord-258170-kyztc1jp 95 13 results result NNS cord-258170-kyztc1jp 95 14 , , , cord-258170-kyztc1jp 95 15 while while IN cord-258170-kyztc1jp 95 16 training training NN cord-258170-kyztc1jp 95 17 represents represent VBZ cord-258170-kyztc1jp 95 18 the the DT cord-258170-kyztc1jp 95 19 process process NN cord-258170-kyztc1jp 95 20 of of IN cord-258170-kyztc1jp 95 21 learning learn VBG cord-258170-kyztc1jp 95 22 the the DT cord-258170-kyztc1jp 95 23 weights weight NNS cord-258170-kyztc1jp 95 24 of of IN cord-258170-kyztc1jp 95 25 the the DT cord-258170-kyztc1jp 95 26 model model NN cord-258170-kyztc1jp 95 27 . . . cord-258170-kyztc1jp 96 1 Like like IN cord-258170-kyztc1jp 96 2 most most JJS cord-258170-kyztc1jp 96 3 other other JJ cord-258170-kyztc1jp 96 4 image image NN cord-258170-kyztc1jp 96 5 detection detection NN cord-258170-kyztc1jp 96 6 models model NNS cord-258170-kyztc1jp 96 7 , , , cord-258170-kyztc1jp 96 8 YOLO YOLO NNP cord-258170-kyztc1jp 96 9 is be VBZ cord-258170-kyztc1jp 96 10 based base VBN cord-258170-kyztc1jp 96 11 on on IN cord-258170-kyztc1jp 96 12 a a DT cord-258170-kyztc1jp 96 13 backbone backbone NN cord-258170-kyztc1jp 96 14 model model NN cord-258170-kyztc1jp 96 15 that that WDT cord-258170-kyztc1jp 96 16 extracts extract VBZ cord-258170-kyztc1jp 96 17 meaningful meaningful JJ cord-258170-kyztc1jp 96 18 features feature NNS cord-258170-kyztc1jp 96 19 from from IN cord-258170-kyztc1jp 96 20 the the DT cord-258170-kyztc1jp 96 21 image image NN cord-258170-kyztc1jp 96 22 to to TO cord-258170-kyztc1jp 96 23 be be VB cord-258170-kyztc1jp 96 24 used use VBN cord-258170-kyztc1jp 96 25 in in IN cord-258170-kyztc1jp 96 26 the the DT cord-258170-kyztc1jp 96 27 final final JJ cord-258170-kyztc1jp 96 28 layers layer NNS cord-258170-kyztc1jp 96 29 . . . cord-258170-kyztc1jp 97 1 While while IN cord-258170-kyztc1jp 97 2 any any DT cord-258170-kyztc1jp 97 3 architecture architecture NN cord-258170-kyztc1jp 97 4 can can MD cord-258170-kyztc1jp 97 5 be be VB cord-258170-kyztc1jp 97 6 chosen choose VBN cord-258170-kyztc1jp 97 7 as as IN cord-258170-kyztc1jp 97 8 a a DT cord-258170-kyztc1jp 97 9 feature feature NN cord-258170-kyztc1jp 97 10 extractor extractor NN cord-258170-kyztc1jp 97 11 , , , cord-258170-kyztc1jp 97 12 the the DT cord-258170-kyztc1jp 97 13 YOLO YOLO NNP cord-258170-kyztc1jp 97 14 study study NN cord-258170-kyztc1jp 97 15 employs employ VBZ cord-258170-kyztc1jp 97 16 a a DT cord-258170-kyztc1jp 97 17 custom custom NN cord-258170-kyztc1jp 97 18 architecture architecture NN cord-258170-kyztc1jp 97 19 called call VBN cord-258170-kyztc1jp 97 20 Darknet-53 Darknet-53 NNP cord-258170-kyztc1jp 97 21 . . . cord-258170-kyztc1jp 98 1 The the DT cord-258170-kyztc1jp 98 2 performance performance NN cord-258170-kyztc1jp 98 3 of of IN cord-258170-kyztc1jp 98 4 the the DT cord-258170-kyztc1jp 98 5 final final JJ cord-258170-kyztc1jp 98 6 model model NN cord-258170-kyztc1jp 98 7 depends depend VBZ cord-258170-kyztc1jp 98 8 heavily heavily RB cord-258170-kyztc1jp 98 9 on on IN cord-258170-kyztc1jp 98 10 the the DT cord-258170-kyztc1jp 98 11 choice choice NN cord-258170-kyztc1jp 98 12 of of IN cord-258170-kyztc1jp 98 13 feature feature NN cord-258170-kyztc1jp 98 14 extractor extractor NN cord-258170-kyztc1jp 98 15 architecture architecture NN cord-258170-kyztc1jp 98 16 . . . cord-258170-kyztc1jp 99 1 Since since IN cord-258170-kyztc1jp 99 2 the the DT cord-258170-kyztc1jp 99 3 onset onset NN cord-258170-kyztc1jp 99 4 of of IN cord-258170-kyztc1jp 99 5 the the DT cord-258170-kyztc1jp 99 6 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 99 7 pandemic pandemic NN cord-258170-kyztc1jp 99 8 , , , cord-258170-kyztc1jp 99 9 many many JJ cord-258170-kyztc1jp 99 10 countries country NNS cord-258170-kyztc1jp 99 11 around around IN cord-258170-kyztc1jp 99 12 the the DT cord-258170-kyztc1jp 99 13 world world NN cord-258170-kyztc1jp 99 14 have have VBP cord-258170-kyztc1jp 99 15 taken take VBN cord-258170-kyztc1jp 99 16 J J NNP cord-258170-kyztc1jp 99 17 o o NN cord-258170-kyztc1jp 99 18 u u NN cord-258170-kyztc1jp 99 19 r r NN cord-258170-kyztc1jp 99 20 n n NN cord-258170-kyztc1jp 99 21 a a DT cord-258170-kyztc1jp 99 22 l l NN cord-258170-kyztc1jp 99 23 P p NN cord-258170-kyztc1jp 99 24 r r NN cord-258170-kyztc1jp 99 25 e e NN cord-258170-kyztc1jp 99 26 -p -p NN cord-258170-kyztc1jp 100 1 r r NN cord-258170-kyztc1jp 100 2 o o NN cord-258170-kyztc1jp 100 3 o o NN cord-258170-kyztc1jp 100 4 f f NN cord-258170-kyztc1jp 100 5 the the DT cord-258170-kyztc1jp 100 6 initiative initiative NN cord-258170-kyztc1jp 100 7 to to TO cord-258170-kyztc1jp 100 8 develop develop VB cord-258170-kyztc1jp 100 9 solutions solution NNS cord-258170-kyztc1jp 100 10 for for IN cord-258170-kyztc1jp 100 11 combatting combat VBG cord-258170-kyztc1jp 100 12 the the DT cord-258170-kyztc1jp 100 13 outbreak outbreak NN cord-258170-kyztc1jp 100 14 based base VBN cord-258170-kyztc1jp 100 15 on on IN cord-258170-kyztc1jp 100 16 emerging emerge VBG cord-258170-kyztc1jp 100 17 technology technology NN cord-258170-kyztc1jp 100 18 . . . cord-258170-kyztc1jp 101 1 Many many JJ cord-258170-kyztc1jp 101 2 law law NN cord-258170-kyztc1jp 101 3 enforcement enforcement NN cord-258170-kyztc1jp 101 4 departments department NNS cord-258170-kyztc1jp 101 5 are be VBP cord-258170-kyztc1jp 101 6 making make VBG cord-258170-kyztc1jp 101 7 use use NN cord-258170-kyztc1jp 101 8 of of IN cord-258170-kyztc1jp 101 9 drones drone NNS cord-258170-kyztc1jp 101 10 and and CC cord-258170-kyztc1jp 101 11 video video NN cord-258170-kyztc1jp 101 12 surveillance surveillance NN cord-258170-kyztc1jp 101 13 cameras camera NNS cord-258170-kyztc1jp 101 14 to to TO cord-258170-kyztc1jp 101 15 detect detect VB cord-258170-kyztc1jp 101 16 and and CC cord-258170-kyztc1jp 101 17 monitor monitor VB cord-258170-kyztc1jp 101 18 crowded crowded JJ cord-258170-kyztc1jp 101 19 areas area NNS cord-258170-kyztc1jp 101 20 and and CC cord-258170-kyztc1jp 101 21 adopt adopt VB cord-258170-kyztc1jp 101 22 disciplinary disciplinary JJ cord-258170-kyztc1jp 101 23 actions action NNS cord-258170-kyztc1jp 101 24 that that WDT cord-258170-kyztc1jp 101 25 alert alert VBP cord-258170-kyztc1jp 101 26 the the DT cord-258170-kyztc1jp 101 27 crowd crowd NN cord-258170-kyztc1jp 101 28 ( ( -LRB- cord-258170-kyztc1jp 101 29 Robakowska Robakowska NNP cord-258170-kyztc1jp 101 30 et et NNP cord-258170-kyztc1jp 101 31 al al NNP cord-258170-kyztc1jp 101 32 . . NNP cord-258170-kyztc1jp 101 33 , , , cord-258170-kyztc1jp 101 34 2017 2017 CD cord-258170-kyztc1jp 101 35 ) ) -RRB- cord-258170-kyztc1jp 101 36 . . . cord-258170-kyztc1jp 102 1 A a DT cord-258170-kyztc1jp 102 2 recent recent JJ cord-258170-kyztc1jp 102 3 study study NN cord-258170-kyztc1jp 102 4 ( ( -LRB- cord-258170-kyztc1jp 102 5 Nguyen Nguyen NNP cord-258170-kyztc1jp 102 6 et et NNP cord-258170-kyztc1jp 102 7 al al NNP cord-258170-kyztc1jp 102 8 . . NNP cord-258170-kyztc1jp 102 9 , , , cord-258170-kyztc1jp 102 10 2020 2020 CD cord-258170-kyztc1jp 102 11 ) ) -RRB- cord-258170-kyztc1jp 102 12 investigated investigate VBD cord-258170-kyztc1jp 102 13 how how WRB cord-258170-kyztc1jp 102 14 social social JJ cord-258170-kyztc1jp 102 15 distancing distancing NN cord-258170-kyztc1jp 102 16 can can MD cord-258170-kyztc1jp 102 17 be be VB cord-258170-kyztc1jp 102 18 enforced enforce VBN cord-258170-kyztc1jp 102 19 through through IN cord-258170-kyztc1jp 102 20 various various JJ cord-258170-kyztc1jp 102 21 scenarios scenario NNS cord-258170-kyztc1jp 102 22 , , , cord-258170-kyztc1jp 102 23 and and CC cord-258170-kyztc1jp 102 24 by by IN cord-258170-kyztc1jp 102 25 using use VBG cord-258170-kyztc1jp 102 26 technologies technology NNS cord-258170-kyztc1jp 102 27 such such JJ cord-258170-kyztc1jp 102 28 as as IN cord-258170-kyztc1jp 102 29 AI AI NNP cord-258170-kyztc1jp 103 1 and and CC cord-258170-kyztc1jp 103 2 IoT. IoT. NNP cord-258170-kyztc1jp 103 3 The the DT cord-258170-kyztc1jp 103 4 authors author NNS cord-258170-kyztc1jp 103 5 used use VBD cord-258170-kyztc1jp 103 6 the the DT cord-258170-kyztc1jp 103 7 basic basic JJ cord-258170-kyztc1jp 103 8 concept concept NN cord-258170-kyztc1jp 103 9 of of IN cord-258170-kyztc1jp 103 10 social social JJ cord-258170-kyztc1jp 103 11 distancing distancing NN cord-258170-kyztc1jp 103 12 , , , cord-258170-kyztc1jp 103 13 and and CC cord-258170-kyztc1jp 103 14 various various JJ cord-258170-kyztc1jp 103 15 models model NNS cord-258170-kyztc1jp 103 16 that that WDT cord-258170-kyztc1jp 103 17 used use VBD cord-258170-kyztc1jp 103 18 existing exist VBG cord-258170-kyztc1jp 103 19 technologies technology NNS cord-258170-kyztc1jp 103 20 to to TO cord-258170-kyztc1jp 103 21 control control VB cord-258170-kyztc1jp 103 22 the the DT cord-258170-kyztc1jp 103 23 spread spread NN cord-258170-kyztc1jp 103 24 of of IN cord-258170-kyztc1jp 103 25 the the DT cord-258170-kyztc1jp 103 26 virus virus NN cord-258170-kyztc1jp 103 27 . . . cord-258170-kyztc1jp 104 1 Agarwal Agarwal NNP cord-258170-kyztc1jp 104 2 et et NNP cord-258170-kyztc1jp 104 3 al al NNP cord-258170-kyztc1jp 104 4 . . . cord-258170-kyztc1jp 105 1 discussed discuss VBN cord-258170-kyztc1jp 105 2 state state NN cord-258170-kyztc1jp 105 3 - - HYPH cord-258170-kyztc1jp 105 4 of of IN cord-258170-kyztc1jp 105 5 - - HYPH cord-258170-kyztc1jp 105 6 the the DT cord-258170-kyztc1jp 105 7 - - HYPH cord-258170-kyztc1jp 105 8 art art NN cord-258170-kyztc1jp 105 9 disruptive disruptive JJ cord-258170-kyztc1jp 105 10 technologies technology NNS cord-258170-kyztc1jp 105 11 to to TO cord-258170-kyztc1jp 105 12 fight fight VB cord-258170-kyztc1jp 105 13 the the DT cord-258170-kyztc1jp 105 14 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 105 15 pandemic pandemic NN cord-258170-kyztc1jp 105 16 . . . cord-258170-kyztc1jp 106 1 They -PRON- PRP cord-258170-kyztc1jp 106 2 introduced introduce VBD cord-258170-kyztc1jp 106 3 the the DT cord-258170-kyztc1jp 106 4 notion notion NN cord-258170-kyztc1jp 106 5 of of IN cord-258170-kyztc1jp 106 6 disruptive disruptive JJ cord-258170-kyztc1jp 106 7 technologies technology NNS cord-258170-kyztc1jp 106 8 and and CC cord-258170-kyztc1jp 106 9 classified classify VBD cord-258170-kyztc1jp 106 10 their -PRON- PRP$ cord-258170-kyztc1jp 106 11 scope scope NN cord-258170-kyztc1jp 106 12 in in IN cord-258170-kyztc1jp 106 13 terms term NNS cord-258170-kyztc1jp 106 14 of of IN cord-258170-kyztc1jp 106 15 humancentric humancentric JJ cord-258170-kyztc1jp 106 16 or or CC cord-258170-kyztc1jp 106 17 smart smart JJ cord-258170-kyztc1jp 106 18 - - HYPH cord-258170-kyztc1jp 106 19 space space NN cord-258170-kyztc1jp 106 20 categories category NNS cord-258170-kyztc1jp 106 21 . . . cord-258170-kyztc1jp 107 1 Furthermore furthermore RB cord-258170-kyztc1jp 107 2 , , , cord-258170-kyztc1jp 107 3 the the DT cord-258170-kyztc1jp 107 4 authors author NNS cord-258170-kyztc1jp 107 5 provided provide VBD cord-258170-kyztc1jp 107 6 a a DT cord-258170-kyztc1jp 107 7 SWOT SWOT NNP cord-258170-kyztc1jp 107 8 analysis analysis NN cord-258170-kyztc1jp 107 9 of of IN cord-258170-kyztc1jp 107 10 the the DT cord-258170-kyztc1jp 107 11 identified identify VBN cord-258170-kyztc1jp 107 12 techniques technique NNS cord-258170-kyztc1jp 107 13 . . . cord-258170-kyztc1jp 108 1 Khandelwal Khandelwal NNP cord-258170-kyztc1jp 108 2 et et NNP cord-258170-kyztc1jp 108 3 al al NNP cord-258170-kyztc1jp 108 4 . . . cord-258170-kyztc1jp 109 1 ( ( -LRB- cord-258170-kyztc1jp 109 2 2020 2020 CD cord-258170-kyztc1jp 109 3 ) ) -RRB- cord-258170-kyztc1jp 109 4 proposed propose VBD cord-258170-kyztc1jp 109 5 a a DT cord-258170-kyztc1jp 109 6 computer computer NN cord-258170-kyztc1jp 109 7 vision vision NN cord-258170-kyztc1jp 109 8 - - HYPH cord-258170-kyztc1jp 109 9 based base VBN cord-258170-kyztc1jp 109 10 system system NN cord-258170-kyztc1jp 109 11 to to TO cord-258170-kyztc1jp 109 12 monitor monitor VB cord-258170-kyztc1jp 109 13 the the DT cord-258170-kyztc1jp 109 14 activities activity NNS cord-258170-kyztc1jp 109 15 of of IN cord-258170-kyztc1jp 109 16 a a DT cord-258170-kyztc1jp 109 17 workforce workforce NN cord-258170-kyztc1jp 109 18 to to TO cord-258170-kyztc1jp 109 19 ensure ensure VB cord-258170-kyztc1jp 109 20 their -PRON- PRP$ cord-258170-kyztc1jp 109 21 safety safety NN cord-258170-kyztc1jp 109 22 using use VBG cord-258170-kyztc1jp 109 23 CCTV CCTV NNP cord-258170-kyztc1jp 109 24 feeds feed VBZ cord-258170-kyztc1jp 109 25 . . . cord-258170-kyztc1jp 110 1 As as IN cord-258170-kyztc1jp 110 2 part part NN cord-258170-kyztc1jp 110 3 of of IN cord-258170-kyztc1jp 110 4 the the DT cord-258170-kyztc1jp 110 5 system system NN cord-258170-kyztc1jp 110 6 , , , cord-258170-kyztc1jp 110 7 they -PRON- PRP cord-258170-kyztc1jp 110 8 built build VBD cord-258170-kyztc1jp 110 9 tools tool NNS cord-258170-kyztc1jp 110 10 to to TO cord-258170-kyztc1jp 110 11 effectively effectively RB cord-258170-kyztc1jp 110 12 monitor monitor VB cord-258170-kyztc1jp 110 13 social social JJ cord-258170-kyztc1jp 110 14 distancing distancing NN cord-258170-kyztc1jp 110 15 and and CC cord-258170-kyztc1jp 110 16 to to TO cord-258170-kyztc1jp 110 17 detect detect VB cord-258170-kyztc1jp 110 18 face face NN cord-258170-kyztc1jp 110 19 masks mask NNS cord-258170-kyztc1jp 110 20 . . . cord-258170-kyztc1jp 111 1 Another another DT cord-258170-kyztc1jp 111 2 recent recent JJ cord-258170-kyztc1jp 111 3 work work NN cord-258170-kyztc1jp 111 4 presented present VBN cord-258170-kyztc1jp 111 5 by by IN cord-258170-kyztc1jp 111 6 Punn Punn NNP cord-258170-kyztc1jp 111 7 et et NNP cord-258170-kyztc1jp 111 8 al al NNP cord-258170-kyztc1jp 111 9 . . . cord-258170-kyztc1jp 112 1 ( ( -LRB- cord-258170-kyztc1jp 112 2 2020 2020 CD cord-258170-kyztc1jp 112 3 ) ) -RRB- cord-258170-kyztc1jp 112 4 proposed propose VBD cord-258170-kyztc1jp 112 5 a a DT cord-258170-kyztc1jp 112 6 social social JJ cord-258170-kyztc1jp 112 7 distancing distance VBG cord-258170-kyztc1jp 112 8 monitoring monitoring NN cord-258170-kyztc1jp 112 9 approach approach NN cord-258170-kyztc1jp 112 10 using use VBG cord-258170-kyztc1jp 112 11 YOLOv3 YOLOv3 NNP cord-258170-kyztc1jp 112 12 and and CC cord-258170-kyztc1jp 112 13 Deep Deep NNP cord-258170-kyztc1jp 112 14 SORT SORT NNP cord-258170-kyztc1jp 112 15 to to TO cord-258170-kyztc1jp 112 16 detect detect VB cord-258170-kyztc1jp 112 17 pedestrians pedestrian NNS cord-258170-kyztc1jp 112 18 and and CC cord-258170-kyztc1jp 112 19 calculate calculate VB cord-258170-kyztc1jp 112 20 a a DT cord-258170-kyztc1jp 112 21 social social JJ cord-258170-kyztc1jp 112 22 distancing distance VBG cord-258170-kyztc1jp 112 23 violation violation NN cord-258170-kyztc1jp 112 24 index index NN cord-258170-kyztc1jp 112 25 . . . cord-258170-kyztc1jp 113 1 The the DT cord-258170-kyztc1jp 113 2 study study NN cord-258170-kyztc1jp 113 3 was be VBD cord-258170-kyztc1jp 113 4 limited limit VBN cord-258170-kyztc1jp 113 5 by by IN cord-258170-kyztc1jp 113 6 the the DT cord-258170-kyztc1jp 113 7 lack lack NN cord-258170-kyztc1jp 113 8 of of IN cord-258170-kyztc1jp 113 9 statistical statistical JJ cord-258170-kyztc1jp 113 10 analysis analysis NN cord-258170-kyztc1jp 113 11 and and CC cord-258170-kyztc1jp 113 12 direction direction NN cord-258170-kyztc1jp 113 13 for for IN cord-258170-kyztc1jp 113 14 deployment deployment NN cord-258170-kyztc1jp 113 15 . . . cord-258170-kyztc1jp 114 1 Cristani Cristani NNP cord-258170-kyztc1jp 114 2 et et NNP cord-258170-kyztc1jp 114 3 al al NNP cord-258170-kyztc1jp 114 4 . . . cord-258170-kyztc1jp 115 1 ( ( -LRB- cord-258170-kyztc1jp 115 2 2020 2020 CD cord-258170-kyztc1jp 115 3 ) ) -RRB- cord-258170-kyztc1jp 115 4 also also RB cord-258170-kyztc1jp 115 5 proposed propose VBD cord-258170-kyztc1jp 115 6 a a DT cord-258170-kyztc1jp 115 7 special special JJ cord-258170-kyztc1jp 115 8 social social JJ cord-258170-kyztc1jp 115 9 distancing distance VBG cord-258170-kyztc1jp 115 10 monitoring monitoring NN cord-258170-kyztc1jp 115 11 approach approach NN cord-258170-kyztc1jp 115 12 in in IN cord-258170-kyztc1jp 115 13 which which WDT cord-258170-kyztc1jp 115 14 they -PRON- PRP cord-258170-kyztc1jp 115 15 formulated formulate VBD cord-258170-kyztc1jp 115 16 the the DT cord-258170-kyztc1jp 115 17 monitoring monitoring NN cord-258170-kyztc1jp 115 18 problem problem NN cord-258170-kyztc1jp 115 19 as as IN cord-258170-kyztc1jp 115 20 visual visual JJ cord-258170-kyztc1jp 115 21 social social JJ cord-258170-kyztc1jp 115 22 distancing distancing NN cord-258170-kyztc1jp 115 23 ( ( -LRB- cord-258170-kyztc1jp 115 24 VSD VSD NNP cord-258170-kyztc1jp 115 25 ) ) -RRB- cord-258170-kyztc1jp 115 26 problem problem NN cord-258170-kyztc1jp 115 27 . . . cord-258170-kyztc1jp 116 1 They -PRON- PRP cord-258170-kyztc1jp 116 2 discussed discuss VBD cord-258170-kyztc1jp 116 3 the the DT cord-258170-kyztc1jp 116 4 impact impact NN cord-258170-kyztc1jp 116 5 of of IN cord-258170-kyztc1jp 116 6 the the DT cord-258170-kyztc1jp 116 7 subjects subject NNS cord-258170-kyztc1jp 116 8 ' ' POS cord-258170-kyztc1jp 116 9 social social JJ cord-258170-kyztc1jp 116 10 context context NN cord-258170-kyztc1jp 116 11 on on IN cord-258170-kyztc1jp 116 12 the the DT cord-258170-kyztc1jp 116 13 computation computation NN cord-258170-kyztc1jp 116 14 of of IN cord-258170-kyztc1jp 116 15 distances distance NNS cord-258170-kyztc1jp 116 16 , , , cord-258170-kyztc1jp 116 17 and and CC cord-258170-kyztc1jp 116 18 they -PRON- PRP cord-258170-kyztc1jp 116 19 raised raise VBD cord-258170-kyztc1jp 116 20 privacy privacy NN cord-258170-kyztc1jp 116 21 concerns concern NNS cord-258170-kyztc1jp 116 22 . . . cord-258170-kyztc1jp 117 1 Hossain Hossain NNP cord-258170-kyztc1jp 117 2 et et NNP cord-258170-kyztc1jp 117 3 al al NNP cord-258170-kyztc1jp 117 4 . . . cord-258170-kyztc1jp 118 1 ( ( -LRB- cord-258170-kyztc1jp 118 2 2020 2020 CD cord-258170-kyztc1jp 118 3 ) ) -RRB- cord-258170-kyztc1jp 118 4 presented present VBD cord-258170-kyztc1jp 118 5 a a DT cord-258170-kyztc1jp 118 6 health health NN cord-258170-kyztc1jp 118 7 care care NN cord-258170-kyztc1jp 118 8 framework framework NN cord-258170-kyztc1jp 118 9 based base VBN cord-258170-kyztc1jp 118 10 on on IN cord-258170-kyztc1jp 118 11 a a DT cord-258170-kyztc1jp 118 12 5 5 CD cord-258170-kyztc1jp 118 13 G g NN cord-258170-kyztc1jp 118 14 network network NN cord-258170-kyztc1jp 118 15 to to TO cord-258170-kyztc1jp 118 16 develop develop VB cord-258170-kyztc1jp 118 17 a a DT cord-258170-kyztc1jp 118 18 mass mass JJ cord-258170-kyztc1jp 118 19 video video NN cord-258170-kyztc1jp 118 20 surveillance surveillance NN cord-258170-kyztc1jp 118 21 system system NN cord-258170-kyztc1jp 118 22 for for IN cord-258170-kyztc1jp 118 23 monitoring monitor VBG cord-258170-kyztc1jp 118 24 body body NN cord-258170-kyztc1jp 118 25 temperature temperature NN cord-258170-kyztc1jp 118 26 , , , cord-258170-kyztc1jp 118 27 face face NN cord-258170-kyztc1jp 118 28 masks mask NNS cord-258170-kyztc1jp 118 29 , , , cord-258170-kyztc1jp 118 30 and and CC cord-258170-kyztc1jp 118 31 social social JJ cord-258170-kyztc1jp 118 32 distancing distancing NN cord-258170-kyztc1jp 118 33 . . . cord-258170-kyztc1jp 119 1 Sun Sun NNP cord-258170-kyztc1jp 119 2 and and CC cord-258170-kyztc1jp 119 3 Zhai Zhai NNP cord-258170-kyztc1jp 119 4 ( ( -LRB- cord-258170-kyztc1jp 119 5 2020 2020 CD cord-258170-kyztc1jp 119 6 ) ) -RRB- cord-258170-kyztc1jp 119 7 introduced introduce VBN cord-258170-kyztc1jp 119 8 and and CC cord-258170-kyztc1jp 119 9 developed develop VBD cord-258170-kyztc1jp 119 10 two two CD cord-258170-kyztc1jp 119 11 critical critical JJ cord-258170-kyztc1jp 119 12 indices index NNS cord-258170-kyztc1jp 119 13 called call VBD cord-258170-kyztc1jp 119 14 social social JJ cord-258170-kyztc1jp 119 15 distance distance NN cord-258170-kyztc1jp 119 16 probability probability NN cord-258170-kyztc1jp 119 17 and and CC cord-258170-kyztc1jp 119 18 ventilation ventilation NN cord-258170-kyztc1jp 119 19 effectiveness effectiveness NN cord-258170-kyztc1jp 119 20 for for IN cord-258170-kyztc1jp 119 21 the the DT cord-258170-kyztc1jp 119 22 prediction prediction NN cord-258170-kyztc1jp 119 23 of of IN cord-258170-kyztc1jp 119 24 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 119 25 infection infection NN cord-258170-kyztc1jp 119 26 probability probability NN cord-258170-kyztc1jp 119 27 . . . cord-258170-kyztc1jp 120 1 Using use VBG cord-258170-kyztc1jp 120 2 these these DT cord-258170-kyztc1jp 120 3 indices index NNS cord-258170-kyztc1jp 120 4 , , , cord-258170-kyztc1jp 120 5 the the DT cord-258170-kyztc1jp 120 6 authors author NNS cord-258170-kyztc1jp 120 7 demonstrated demonstrate VBD cord-258170-kyztc1jp 120 8 the the DT cord-258170-kyztc1jp 120 9 impact impact NN cord-258170-kyztc1jp 120 10 of of IN cord-258170-kyztc1jp 120 11 social social JJ cord-258170-kyztc1jp 120 12 distancing distancing NN cord-258170-kyztc1jp 120 13 and and CC cord-258170-kyztc1jp 120 14 ventilation ventilation NN cord-258170-kyztc1jp 120 15 on on IN cord-258170-kyztc1jp 120 16 the the DT cord-258170-kyztc1jp 120 17 risk risk NN cord-258170-kyztc1jp 120 18 of of IN cord-258170-kyztc1jp 120 19 respiratory respiratory JJ cord-258170-kyztc1jp 120 20 J J NNP cord-258170-kyztc1jp 120 21 o o NN cord-258170-kyztc1jp 120 22 u u NN cord-258170-kyztc1jp 120 23 r r NN cord-258170-kyztc1jp 120 24 n n NN cord-258170-kyztc1jp 120 25 a a DT cord-258170-kyztc1jp 120 26 l l NN cord-258170-kyztc1jp 120 27 P p NN cord-258170-kyztc1jp 120 28 r r NN cord-258170-kyztc1jp 120 29 e e NN cord-258170-kyztc1jp 120 30 -p -p NN cord-258170-kyztc1jp 120 31 r r NN cord-258170-kyztc1jp 121 1 o o UH cord-258170-kyztc1jp 121 2 o o NN cord-258170-kyztc1jp 121 3 f f NN cord-258170-kyztc1jp 121 4 illness illness NN cord-258170-kyztc1jp 121 5 infection infection NN cord-258170-kyztc1jp 121 6 . . . cord-258170-kyztc1jp 122 1 Rahman Rahman NNP cord-258170-kyztc1jp 122 2 et et NNP cord-258170-kyztc1jp 122 3 al al NNP cord-258170-kyztc1jp 122 4 . . . cord-258170-kyztc1jp 123 1 ( ( -LRB- cord-258170-kyztc1jp 123 2 2020 2020 CD cord-258170-kyztc1jp 123 3 ) ) -RRB- cord-258170-kyztc1jp 123 4 presented present VBD cord-258170-kyztc1jp 123 5 a a DT cord-258170-kyztc1jp 123 6 data data NN cord-258170-kyztc1jp 123 7 - - HYPH cord-258170-kyztc1jp 123 8 driven drive VBN cord-258170-kyztc1jp 123 9 approach approach NN cord-258170-kyztc1jp 123 10 to to IN cord-258170-kyztc1jp 123 11 building build VBG cord-258170-kyztc1jp 123 12 a a DT cord-258170-kyztc1jp 123 13 dynamic dynamic JJ cord-258170-kyztc1jp 123 14 clustering clustering NN cord-258170-kyztc1jp 123 15 framework framework NN cord-258170-kyztc1jp 123 16 to to TO cord-258170-kyztc1jp 123 17 alleviate alleviate VB cord-258170-kyztc1jp 123 18 the the DT cord-258170-kyztc1jp 123 19 adverse adverse JJ cord-258170-kyztc1jp 123 20 economic economic JJ cord-258170-kyztc1jp 123 21 impact impact NN cord-258170-kyztc1jp 123 22 of of IN cord-258170-kyztc1jp 123 23 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 123 24 . . . cord-258170-kyztc1jp 124 1 They -PRON- PRP cord-258170-kyztc1jp 124 2 developed develop VBD cord-258170-kyztc1jp 124 3 a a DT cord-258170-kyztc1jp 124 4 clustering clustering NN cord-258170-kyztc1jp 124 5 algorithm algorithm NN cord-258170-kyztc1jp 124 6 to to TO cord-258170-kyztc1jp 124 7 simulate simulate VB cord-258170-kyztc1jp 124 8 various various JJ cord-258170-kyztc1jp 124 9 scenarios scenario NNS cord-258170-kyztc1jp 124 10 , , , cord-258170-kyztc1jp 124 11 and and CC cord-258170-kyztc1jp 124 12 thus thus RB cord-258170-kyztc1jp 124 13 to to TO cord-258170-kyztc1jp 124 14 identify identify VB cord-258170-kyztc1jp 124 15 the the DT cord-258170-kyztc1jp 124 16 strengths strength NNS cord-258170-kyztc1jp 124 17 and and CC cord-258170-kyztc1jp 124 18 weaknesses weakness NNS cord-258170-kyztc1jp 124 19 of of IN cord-258170-kyztc1jp 124 20 the the DT cord-258170-kyztc1jp 124 21 algorithm algorithm NN cord-258170-kyztc1jp 124 22 . . . cord-258170-kyztc1jp 125 1 Kolhar Kolhar NNP cord-258170-kyztc1jp 125 2 , , , cord-258170-kyztc1jp 125 3 Al Al NNP cord-258170-kyztc1jp 125 4 - - HYPH cord-258170-kyztc1jp 125 5 Turjman Turjman NNP cord-258170-kyztc1jp 125 6 , , , cord-258170-kyztc1jp 125 7 Alameen Alameen NNP cord-258170-kyztc1jp 125 8 , , , cord-258170-kyztc1jp 125 9 and and CC cord-258170-kyztc1jp 125 10 Abualhaj Abualhaj NNP cord-258170-kyztc1jp 125 11 ( ( -LRB- cord-258170-kyztc1jp 125 12 2020 2020 CD cord-258170-kyztc1jp 125 13 ) ) -RRB- cord-258170-kyztc1jp 125 14 proposed propose VBD cord-258170-kyztc1jp 125 15 a a DT cord-258170-kyztc1jp 125 16 social social JJ cord-258170-kyztc1jp 125 17 distancing distance VBG cord-258170-kyztc1jp 125 18 monitoring monitoring NN cord-258170-kyztc1jp 125 19 scheme scheme NN cord-258170-kyztc1jp 125 20 based base VBN cord-258170-kyztc1jp 125 21 on on IN cord-258170-kyztc1jp 125 22 a a DT cord-258170-kyztc1jp 125 23 mobile mobile JJ cord-258170-kyztc1jp 125 24 robot robot NN cord-258170-kyztc1jp 125 25 with with IN cord-258170-kyztc1jp 125 26 commodity commodity NN cord-258170-kyztc1jp 125 27 sensors sensor NNS cord-258170-kyztc1jp 125 28 that that WDT cord-258170-kyztc1jp 125 29 could could MD cord-258170-kyztc1jp 125 30 navigate navigate VB cord-258170-kyztc1jp 125 31 through through IN cord-258170-kyztc1jp 125 32 a a DT cord-258170-kyztc1jp 125 33 crowd crowd NN cord-258170-kyztc1jp 125 34 without without IN cord-258170-kyztc1jp 125 35 collision collision NN cord-258170-kyztc1jp 125 36 to to TO cord-258170-kyztc1jp 125 37 estimate estimate VB cord-258170-kyztc1jp 125 38 the the DT cord-258170-kyztc1jp 125 39 distance distance NN cord-258170-kyztc1jp 125 40 between between IN cord-258170-kyztc1jp 125 41 all all DT cord-258170-kyztc1jp 125 42 detected detect VBN cord-258170-kyztc1jp 125 43 people people NNS cord-258170-kyztc1jp 125 44 . . . cord-258170-kyztc1jp 126 1 The the DT cord-258170-kyztc1jp 126 2 robot robot NN cord-258170-kyztc1jp 126 3 was be VBD cord-258170-kyztc1jp 126 4 also also RB cord-258170-kyztc1jp 126 5 equipped equip VBN cord-258170-kyztc1jp 126 6 with with IN cord-258170-kyztc1jp 126 7 thermal thermal JJ cord-258170-kyztc1jp 126 8 cameras camera NNS cord-258170-kyztc1jp 126 9 to to TO cord-258170-kyztc1jp 126 10 remotely remotely RB cord-258170-kyztc1jp 126 11 transmit transmit VB cord-258170-kyztc1jp 126 12 thermal thermal JJ cord-258170-kyztc1jp 126 13 images image NNS cord-258170-kyztc1jp 126 14 to to IN cord-258170-kyztc1jp 126 15 security security NN cord-258170-kyztc1jp 126 16 personnel personnel NNS cord-258170-kyztc1jp 126 17 who who WP cord-258170-kyztc1jp 126 18 monitored monitor VBD cord-258170-kyztc1jp 126 19 individuals individual NNS cord-258170-kyztc1jp 126 20 with with IN cord-258170-kyztc1jp 126 21 a a DT cord-258170-kyztc1jp 126 22 higher high JJR cord-258170-kyztc1jp 126 23 - - HYPH cord-258170-kyztc1jp 126 24 than than IN cord-258170-kyztc1jp 126 25 - - HYPH cord-258170-kyztc1jp 126 26 normal normal JJ cord-258170-kyztc1jp 126 27 temperature temperature NN cord-258170-kyztc1jp 126 28 . . . cord-258170-kyztc1jp 127 1 Fan Fan NNP cord-258170-kyztc1jp 127 2 et et NNP cord-258170-kyztc1jp 127 3 al al NNP cord-258170-kyztc1jp 127 4 . . . cord-258170-kyztc1jp 128 1 ( ( -LRB- cord-258170-kyztc1jp 128 2 2020 2020 CD cord-258170-kyztc1jp 128 3 ) ) -RRB- cord-258170-kyztc1jp 128 4 presented present VBD cord-258170-kyztc1jp 128 5 a a DT cord-258170-kyztc1jp 128 6 similar similar JJ cord-258170-kyztc1jp 128 7 approach approach NN cord-258170-kyztc1jp 128 8 to to IN cord-258170-kyztc1jp 128 9 social social JJ cord-258170-kyztc1jp 128 10 distancing distancing NN cord-258170-kyztc1jp 128 11 monitoring monitoring NN cord-258170-kyztc1jp 128 12 with with IN cord-258170-kyztc1jp 128 13 an an DT cord-258170-kyztc1jp 128 14 autonomous autonomous JJ cord-258170-kyztc1jp 128 15 surveillance surveillance NN cord-258170-kyztc1jp 128 16 quadruped quadruped NN cord-258170-kyztc1jp 128 17 robot robot NN cord-258170-kyztc1jp 128 18 that that WDT cord-258170-kyztc1jp 128 19 could could MD cord-258170-kyztc1jp 128 20 promote promote VB cord-258170-kyztc1jp 128 21 social social JJ cord-258170-kyztc1jp 128 22 distancing distancing NN cord-258170-kyztc1jp 128 23 in in IN cord-258170-kyztc1jp 128 24 complex complex JJ cord-258170-kyztc1jp 128 25 urban urban JJ cord-258170-kyztc1jp 128 26 environments environment NNS cord-258170-kyztc1jp 128 27 . . . cord-258170-kyztc1jp 129 1 The the DT cord-258170-kyztc1jp 129 2 existing exist VBG cord-258170-kyztc1jp 129 3 systems system NNS cord-258170-kyztc1jp 129 4 in in IN cord-258170-kyztc1jp 129 5 the the DT cord-258170-kyztc1jp 129 6 literature literature NN cord-258170-kyztc1jp 129 7 that that WDT cord-258170-kyztc1jp 129 8 leverage leverage VBP cord-258170-kyztc1jp 129 9 various various JJ cord-258170-kyztc1jp 129 10 measurements measurement NNS cord-258170-kyztc1jp 129 11 for for IN cord-258170-kyztc1jp 129 12 social social JJ cord-258170-kyztc1jp 129 13 distancing distancing NN cord-258170-kyztc1jp 129 14 monitoring monitoring NN cord-258170-kyztc1jp 129 15 are be VBP cord-258170-kyztc1jp 129 16 interesting interesting JJ cord-258170-kyztc1jp 129 17 , , , cord-258170-kyztc1jp 129 18 however however RB cord-258170-kyztc1jp 129 19 , , , cord-258170-kyztc1jp 129 20 recording record VBG cord-258170-kyztc1jp 129 21 and and CC cord-258170-kyztc1jp 129 22 storing store VBG cord-258170-kyztc1jp 129 23 surveillance surveillance NN cord-258170-kyztc1jp 129 24 data datum NNS cord-258170-kyztc1jp 129 25 and and CC cord-258170-kyztc1jp 129 26 J J NNP cord-258170-kyztc1jp 129 27 o o NN cord-258170-kyztc1jp 129 28 u u NN cord-258170-kyztc1jp 129 29 r r NN cord-258170-kyztc1jp 129 30 n n NN cord-258170-kyztc1jp 129 31 a a DT cord-258170-kyztc1jp 129 32 l l NN cord-258170-kyztc1jp 129 33 P p NN cord-258170-kyztc1jp 129 34 r r NN cord-258170-kyztc1jp 129 35 e e NN cord-258170-kyztc1jp 129 36 -p -p NN cord-258170-kyztc1jp 129 37 r r NN cord-258170-kyztc1jp 129 38 o o NN cord-258170-kyztc1jp 129 39 o o NN cord-258170-kyztc1jp 129 40 f f NN cord-258170-kyztc1jp 129 41 generating generate VBG cord-258170-kyztc1jp 129 42 intrusive intrusive JJ cord-258170-kyztc1jp 129 43 alerts alert NNS cord-258170-kyztc1jp 129 44 may may MD cord-258170-kyztc1jp 129 45 not not RB cord-258170-kyztc1jp 129 46 be be VB cord-258170-kyztc1jp 129 47 acceptable acceptable JJ cord-258170-kyztc1jp 129 48 for for IN cord-258170-kyztc1jp 129 49 many many JJ cord-258170-kyztc1jp 129 50 individuals individual NNS cord-258170-kyztc1jp 129 51 . . . cord-258170-kyztc1jp 130 1 Hence hence RB cord-258170-kyztc1jp 130 2 , , , cord-258170-kyztc1jp 130 3 the the DT cord-258170-kyztc1jp 130 4 current current JJ cord-258170-kyztc1jp 130 5 implementation implementation NN cord-258170-kyztc1jp 130 6 of of IN cord-258170-kyztc1jp 130 7 the the DT cord-258170-kyztc1jp 130 8 proposed propose VBN cord-258170-kyztc1jp 130 9 system system NN cord-258170-kyztc1jp 130 10 detects detect VBZ cord-258170-kyztc1jp 130 11 pedestrians pedestrian NNS cord-258170-kyztc1jp 130 12 in in IN cord-258170-kyztc1jp 130 13 an an DT cord-258170-kyztc1jp 130 14 ROI roi NN cord-258170-kyztc1jp 130 15 using use VBG cord-258170-kyztc1jp 130 16 a a DT cord-258170-kyztc1jp 130 17 fixed fix VBN cord-258170-kyztc1jp 130 18 monocular monocular JJ cord-258170-kyztc1jp 130 19 camera camera NN cord-258170-kyztc1jp 130 20 and and CC cord-258170-kyztc1jp 130 21 estimates estimate VBZ cord-258170-kyztc1jp 130 22 the the DT cord-258170-kyztc1jp 130 23 distance distance NN cord-258170-kyztc1jp 130 24 between between IN cord-258170-kyztc1jp 130 25 pedestrians pedestrian NNS cord-258170-kyztc1jp 130 26 in in IN cord-258170-kyztc1jp 130 27 real real JJ cord-258170-kyztc1jp 130 28 time time NN cord-258170-kyztc1jp 130 29 without without IN cord-258170-kyztc1jp 130 30 recording record VBG cord-258170-kyztc1jp 130 31 data datum NNS cord-258170-kyztc1jp 130 32 . . . cord-258170-kyztc1jp 131 1 Our -PRON- PRP$ cord-258170-kyztc1jp 131 2 system system NN cord-258170-kyztc1jp 131 3 generates generate VBZ cord-258170-kyztc1jp 131 4 an an DT cord-258170-kyztc1jp 131 5 audio audio JJ cord-258170-kyztc1jp 131 6 - - HYPH cord-258170-kyztc1jp 131 7 visual visual JJ cord-258170-kyztc1jp 131 8 , , , cord-258170-kyztc1jp 131 9 non non JJ cord-258170-kyztc1jp 131 10 - - JJ cord-258170-kyztc1jp 131 11 intrusive intrusive JJ cord-258170-kyztc1jp 131 12 dismissal dismissal NN cord-258170-kyztc1jp 131 13 alert alert NN cord-258170-kyztc1jp 131 14 to to TO cord-258170-kyztc1jp 131 15 caution caution VB cord-258170-kyztc1jp 131 16 the the DT cord-258170-kyztc1jp 131 17 crowd crowd NN cord-258170-kyztc1jp 131 18 when when WRB cord-258170-kyztc1jp 131 19 it -PRON- PRP cord-258170-kyztc1jp 131 20 detects detect VBZ cord-258170-kyztc1jp 131 21 any any DT cord-258170-kyztc1jp 131 22 social social JJ cord-258170-kyztc1jp 131 23 distancing distance VBG cord-258170-kyztc1jp 131 24 violation violation NN cord-258170-kyztc1jp 131 25 . . . cord-258170-kyztc1jp 132 1 Moreover moreover RB cord-258170-kyztc1jp 132 2 , , , cord-258170-kyztc1jp 132 3 a a DT cord-258170-kyztc1jp 132 4 perspective perspective NN cord-258170-kyztc1jp 132 5 transformation transformation NN cord-258170-kyztc1jp 132 6 is be VBZ cord-258170-kyztc1jp 132 7 presented present VBN cord-258170-kyztc1jp 132 8 , , , cord-258170-kyztc1jp 132 9 where where WRB cord-258170-kyztc1jp 132 10 the the DT cord-258170-kyztc1jp 132 11 captured capture VBN cord-258170-kyztc1jp 132 12 video video NN cord-258170-kyztc1jp 132 13 is be VBZ cord-258170-kyztc1jp 132 14 transformed transform VBN cord-258170-kyztc1jp 132 15 from from IN cord-258170-kyztc1jp 132 16 a a DT cord-258170-kyztc1jp 132 17 perspective perspective JJ cord-258170-kyztc1jp 132 18 view view NN cord-258170-kyztc1jp 132 19 to to IN cord-258170-kyztc1jp 132 20 a a DT cord-258170-kyztc1jp 132 21 bird bird NN cord-258170-kyztc1jp 132 22 's 's POS cord-258170-kyztc1jp 132 23 eye eye NN cord-258170-kyztc1jp 132 24 ( ( -LRB- cord-258170-kyztc1jp 132 25 top top RB cord-258170-kyztc1jp 132 26 - - HYPH cord-258170-kyztc1jp 132 27 down down NN cord-258170-kyztc1jp 132 28 ) ) -RRB- cord-258170-kyztc1jp 132 29 view view NN cord-258170-kyztc1jp 132 30 to to TO cord-258170-kyztc1jp 132 31 determine determine VB cord-258170-kyztc1jp 132 32 the the DT cord-258170-kyztc1jp 132 33 ROI ROI NNP cord-258170-kyztc1jp 132 34 in in IN cord-258170-kyztc1jp 132 35 which which WDT cord-258170-kyztc1jp 132 36 social social JJ cord-258170-kyztc1jp 132 37 distancing distancing NN cord-258170-kyztc1jp 132 38 will will MD cord-258170-kyztc1jp 132 39 be be VB cord-258170-kyztc1jp 132 40 monitored monitor VBN cord-258170-kyztc1jp 132 41 . . . cord-258170-kyztc1jp 133 1 The the DT cord-258170-kyztc1jp 133 2 recent recent JJ cord-258170-kyztc1jp 133 3 advancement advancement NN cord-258170-kyztc1jp 133 4 in in IN cord-258170-kyztc1jp 133 5 deep deep JJ cord-258170-kyztc1jp 133 6 learning learning NN cord-258170-kyztc1jp 133 7 technology technology NN cord-258170-kyztc1jp 133 8 has have VBZ cord-258170-kyztc1jp 133 9 brought bring VBN cord-258170-kyztc1jp 133 10 significant significant JJ cord-258170-kyztc1jp 133 11 improvement improvement NN cord-258170-kyztc1jp 133 12 to to IN cord-258170-kyztc1jp 133 13 the the DT cord-258170-kyztc1jp 133 14 development development NN cord-258170-kyztc1jp 133 15 of of IN cord-258170-kyztc1jp 133 16 techniques technique NNS cord-258170-kyztc1jp 133 17 for for IN cord-258170-kyztc1jp 133 18 a a DT cord-258170-kyztc1jp 133 19 broad broad JJ cord-258170-kyztc1jp 133 20 range range NN cord-258170-kyztc1jp 133 21 of of IN cord-258170-kyztc1jp 133 22 challenges challenge NNS cord-258170-kyztc1jp 133 23 and and CC cord-258170-kyztc1jp 133 24 tasks task NNS cord-258170-kyztc1jp 133 25 involved involve VBN cord-258170-kyztc1jp 133 26 in in IN cord-258170-kyztc1jp 133 27 medical medical JJ cord-258170-kyztc1jp 133 28 diagnosis diagnosis NN cord-258170-kyztc1jp 133 29 , , , cord-258170-kyztc1jp 133 30 epilepsy epilepsy NN cord-258170-kyztc1jp 133 31 seizure seizure NN cord-258170-kyztc1jp 133 32 detection detection NN cord-258170-kyztc1jp 133 33 ( ( -LRB- cord-258170-kyztc1jp 133 34 Hossain Hossain NNP cord-258170-kyztc1jp 133 35 et et NNP cord-258170-kyztc1jp 133 36 al al NNP cord-258170-kyztc1jp 133 37 . . NNP cord-258170-kyztc1jp 133 38 , , , cord-258170-kyztc1jp 133 39 2019 2019 CD cord-258170-kyztc1jp 133 40 ) ) -RRB- cord-258170-kyztc1jp 133 41 , , , cord-258170-kyztc1jp 133 42 speech speech NN cord-258170-kyztc1jp 133 43 recognition recognition NN cord-258170-kyztc1jp 134 1 ( ( -LRB- cord-258170-kyztc1jp 134 2 Amodei Amodei NNP cord-258170-kyztc1jp 134 3 et et FW cord-258170-kyztc1jp 134 4 al al NNP cord-258170-kyztc1jp 134 5 . . NNP cord-258170-kyztc1jp 134 6 , , , cord-258170-kyztc1jp 134 7 2016 2016 CD cord-258170-kyztc1jp 134 8 ) ) -RRB- cord-258170-kyztc1jp 134 9 , , , cord-258170-kyztc1jp 134 10 machine machine NN cord-258170-kyztc1jp 134 11 translation translation NN cord-258170-kyztc1jp 135 1 ( ( -LRB- cord-258170-kyztc1jp 135 2 Vaswani Vaswani NNP cord-258170-kyztc1jp 135 3 et et NNP cord-258170-kyztc1jp 135 4 al al NNP cord-258170-kyztc1jp 135 5 . . NNP cord-258170-kyztc1jp 135 6 , , , cord-258170-kyztc1jp 135 7 2018 2018 CD cord-258170-kyztc1jp 135 8 ) ) -RRB- cord-258170-kyztc1jp 135 9 , , , cord-258170-kyztc1jp 135 10 and and CC cord-258170-kyztc1jp 135 11 so so RB cord-258170-kyztc1jp 135 12 on on RB cord-258170-kyztc1jp 135 13 . . . cord-258170-kyztc1jp 136 1 The the DT cord-258170-kyztc1jp 136 2 majority majority NN cord-258170-kyztc1jp 136 3 of of IN cord-258170-kyztc1jp 136 4 these these DT cord-258170-kyztc1jp 136 5 tasks task NNS cord-258170-kyztc1jp 136 6 are be VBP cord-258170-kyztc1jp 136 7 focused focus VBN cord-258170-kyztc1jp 136 8 on on IN cord-258170-kyztc1jp 136 9 classification classification NN cord-258170-kyztc1jp 136 10 , , , cord-258170-kyztc1jp 136 11 segmentation segmentation NN cord-258170-kyztc1jp 136 12 , , , cord-258170-kyztc1jp 136 13 detection detection NN cord-258170-kyztc1jp 136 14 , , , cord-258170-kyztc1jp 136 15 recognition recognition NN cord-258170-kyztc1jp 136 16 , , , cord-258170-kyztc1jp 136 17 and and CC cord-258170-kyztc1jp 136 18 the the DT cord-258170-kyztc1jp 136 19 tracking tracking NN cord-258170-kyztc1jp 136 20 of of IN cord-258170-kyztc1jp 136 21 objects object NNS cord-258170-kyztc1jp 136 22 ( ( -LRB- cord-258170-kyztc1jp 136 23 Brunetti Brunetti NNP cord-258170-kyztc1jp 136 24 et et NNP cord-258170-kyztc1jp 136 25 al al NNP cord-258170-kyztc1jp 136 26 . . NNP cord-258170-kyztc1jp 136 27 , , , cord-258170-kyztc1jp 136 28 2018 2018 CD cord-258170-kyztc1jp 136 29 ; ; : cord-258170-kyztc1jp 136 30 Punn Punn NNP cord-258170-kyztc1jp 136 31 . . NNP cord-258170-kyztc1jp 136 32 & & CC cord-258170-kyztc1jp 136 33 Agarwal Agarwal NNP cord-258170-kyztc1jp 136 34 , , , cord-258170-kyztc1jp 136 35 2019 2019 CD cord-258170-kyztc1jp 136 36 ) ) -RRB- cord-258170-kyztc1jp 136 37 . . . cord-258170-kyztc1jp 137 1 To to IN cord-258170-kyztc1jp 137 2 this this DT cord-258170-kyztc1jp 137 3 end end NN cord-258170-kyztc1jp 137 4 , , , cord-258170-kyztc1jp 137 5 the the DT cord-258170-kyztc1jp 137 6 state state NN cord-258170-kyztc1jp 137 7 - - HYPH cord-258170-kyztc1jp 137 8 of of IN cord-258170-kyztc1jp 137 9 - - HYPH cord-258170-kyztc1jp 137 10 the the DT cord-258170-kyztc1jp 137 11 - - HYPH cord-258170-kyztc1jp 137 12 art art NN cord-258170-kyztc1jp 137 13 CNN CNN NNP cord-258170-kyztc1jp 137 14 - - HYPH cord-258170-kyztc1jp 137 15 based base VBN cord-258170-kyztc1jp 137 16 architectures architecture NNS cord-258170-kyztc1jp 137 17 pre pre VBP cord-258170-kyztc1jp 137 18 - - JJ cord-258170-kyztc1jp 137 19 trained train VBN cord-258170-kyztc1jp 137 20 and and CC cord-258170-kyztc1jp 137 21 optimized optimize VBN cord-258170-kyztc1jp 137 22 on on IN cord-258170-kyztc1jp 137 23 large large JJ cord-258170-kyztc1jp 137 24 image image NN cord-258170-kyztc1jp 137 25 datasets dataset NNS cord-258170-kyztc1jp 137 26 such such JJ cord-258170-kyztc1jp 137 27 as as IN cord-258170-kyztc1jp 137 28 PASCAL PASCAL NNP cord-258170-kyztc1jp 137 29 - - HYPH cord-258170-kyztc1jp 137 30 VOC VOC NNP cord-258170-kyztc1jp 138 1 ( ( -LRB- cord-258170-kyztc1jp 138 2 Everingham Everingham NNP cord-258170-kyztc1jp 138 3 et et FW cord-258170-kyztc1jp 138 4 al al NNP cord-258170-kyztc1jp 138 5 . . NNP cord-258170-kyztc1jp 138 6 , , , cord-258170-kyztc1jp 138 7 2010 2010 CD cord-258170-kyztc1jp 138 8 ) ) -RRB- cord-258170-kyztc1jp 138 9 and and CC cord-258170-kyztc1jp 138 10 MS MS NNP cord-258170-kyztc1jp 138 11 - - HYPH cord-258170-kyztc1jp 138 12 COCO COCO NNP cord-258170-kyztc1jp 139 1 ( ( -LRB- cord-258170-kyztc1jp 139 2 Lin Lin NNP cord-258170-kyztc1jp 139 3 et et NNP cord-258170-kyztc1jp 139 4 al al NNP cord-258170-kyztc1jp 139 5 . . NNP cord-258170-kyztc1jp 139 6 , , , cord-258170-kyztc1jp 139 7 2014 2014 CD cord-258170-kyztc1jp 139 8 ) ) -RRB- cord-258170-kyztc1jp 139 9 have have VBP cord-258170-kyztc1jp 139 10 shown show VBN cord-258170-kyztc1jp 139 11 substantial substantial JJ cord-258170-kyztc1jp 139 12 performance performance NN cord-258170-kyztc1jp 139 13 improvement improvement NN cord-258170-kyztc1jp 139 14 for for IN cord-258170-kyztc1jp 139 15 object object NN cord-258170-kyztc1jp 139 16 detection detection NN cord-258170-kyztc1jp 139 17 . . . cord-258170-kyztc1jp 140 1 Motivated motivate VBN cord-258170-kyztc1jp 140 2 by by IN cord-258170-kyztc1jp 140 3 this this DT cord-258170-kyztc1jp 140 4 , , , cord-258170-kyztc1jp 140 5 we -PRON- PRP cord-258170-kyztc1jp 140 6 present present VBP cord-258170-kyztc1jp 140 7 in in IN cord-258170-kyztc1jp 140 8 this this DT cord-258170-kyztc1jp 140 9 study study NN cord-258170-kyztc1jp 140 10 a a DT cord-258170-kyztc1jp 140 11 deep deep JJ cord-258170-kyztc1jp 140 12 learning learning NN cord-258170-kyztc1jp 140 13 - - HYPH cord-258170-kyztc1jp 140 14 based base VBN cord-258170-kyztc1jp 140 15 video video NN cord-258170-kyztc1jp 140 16 surveillance surveillance NN cord-258170-kyztc1jp 140 17 framework framework NN cord-258170-kyztc1jp 140 18 using use VBG cord-258170-kyztc1jp 140 19 state state NN cord-258170-kyztc1jp 140 20 - - HYPH cord-258170-kyztc1jp 140 21 of of IN cord-258170-kyztc1jp 140 22 - - HYPH cord-258170-kyztc1jp 140 23 the the DT cord-258170-kyztc1jp 140 24 - - HYPH cord-258170-kyztc1jp 140 25 art art NN cord-258170-kyztc1jp 140 26 object object NN cord-258170-kyztc1jp 140 27 detection detection NN cord-258170-kyztc1jp 140 28 and and CC cord-258170-kyztc1jp 140 29 tracking tracking NN cord-258170-kyztc1jp 140 30 models model NNS cord-258170-kyztc1jp 140 31 to to TO cord-258170-kyztc1jp 140 32 monitor monitor VB cord-258170-kyztc1jp 140 33 physical physical JJ cord-258170-kyztc1jp 140 34 distancing distancing NN cord-258170-kyztc1jp 140 35 in in IN cord-258170-kyztc1jp 140 36 crowded crowded JJ cord-258170-kyztc1jp 140 37 areas area NNS cord-258170-kyztc1jp 140 38 in in IN cord-258170-kyztc1jp 140 39 an an DT cord-258170-kyztc1jp 140 40 attempt attempt NN cord-258170-kyztc1jp 140 41 to to TO cord-258170-kyztc1jp 140 42 combat combat VB cord-258170-kyztc1jp 140 43 the the DT cord-258170-kyztc1jp 140 44 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 140 45 pandemic pandemic NN cord-258170-kyztc1jp 140 46 . . . cord-258170-kyztc1jp 141 1 For for IN cord-258170-kyztc1jp 141 2 the the DT cord-258170-kyztc1jp 141 3 sake sake NN cord-258170-kyztc1jp 141 4 of of IN cord-258170-kyztc1jp 141 5 simplicity simplicity NN cord-258170-kyztc1jp 141 6 , , , cord-258170-kyztc1jp 141 7 the the DT cord-258170-kyztc1jp 141 8 current current JJ cord-258170-kyztc1jp 141 9 implementation implementation NN cord-258170-kyztc1jp 141 10 of of IN cord-258170-kyztc1jp 141 11 the the DT cord-258170-kyztc1jp 141 12 proposed propose VBN cord-258170-kyztc1jp 141 13 system system NN cord-258170-kyztc1jp 141 14 detects detect VBZ cord-258170-kyztc1jp 141 15 pedestrians pedestrian NNS cord-258170-kyztc1jp 141 16 in in IN cord-258170-kyztc1jp 141 17 an an DT cord-258170-kyztc1jp 141 18 ROI roi NN cord-258170-kyztc1jp 141 19 using use VBG cord-258170-kyztc1jp 141 20 a a DT cord-258170-kyztc1jp 141 21 fixed fix VBN cord-258170-kyztc1jp 141 22 monocular monocular JJ cord-258170-kyztc1jp 141 23 camera camera NN cord-258170-kyztc1jp 141 24 and and CC cord-258170-kyztc1jp 141 25 estimates estimate VBZ cord-258170-kyztc1jp 141 26 the the DT cord-258170-kyztc1jp 141 27 distance distance NN cord-258170-kyztc1jp 141 28 between between IN cord-258170-kyztc1jp 141 29 pedestrians pedestrian NNS cord-258170-kyztc1jp 141 30 in in IN cord-258170-kyztc1jp 141 31 real real JJ cord-258170-kyztc1jp 141 32 time time NN cord-258170-kyztc1jp 141 33 without without IN cord-258170-kyztc1jp 141 34 recording record VBG cord-258170-kyztc1jp 141 35 data datum NNS cord-258170-kyztc1jp 141 36 . . . cord-258170-kyztc1jp 142 1 Recording record VBG cord-258170-kyztc1jp 142 2 and and CC cord-258170-kyztc1jp 142 3 storing store VBG cord-258170-kyztc1jp 142 4 surveillance surveillance NN cord-258170-kyztc1jp 142 5 data datum NNS cord-258170-kyztc1jp 142 6 and and CC cord-258170-kyztc1jp 142 7 generating generate VBG cord-258170-kyztc1jp 142 8 intrusive intrusive JJ cord-258170-kyztc1jp 142 9 alerts alert NNS cord-258170-kyztc1jp 142 10 may may MD cord-258170-kyztc1jp 142 11 not not RB cord-258170-kyztc1jp 142 12 be be VB cord-258170-kyztc1jp 142 13 acceptable acceptable JJ cord-258170-kyztc1jp 142 14 by by IN cord-258170-kyztc1jp 142 15 many many JJ cord-258170-kyztc1jp 142 16 individuals individual NNS cord-258170-kyztc1jp 142 17 . . . cord-258170-kyztc1jp 143 1 Our -PRON- PRP$ cord-258170-kyztc1jp 143 2 system system NN cord-258170-kyztc1jp 143 3 generates generate VBZ cord-258170-kyztc1jp 143 4 an an DT cord-258170-kyztc1jp 143 5 audio audio JJ cord-258170-kyztc1jp 143 6 - - HYPH cord-258170-kyztc1jp 143 7 visual visual JJ cord-258170-kyztc1jp 143 8 non non JJ cord-258170-kyztc1jp 143 9 - - JJ cord-258170-kyztc1jp 143 10 J j JJ cord-258170-kyztc1jp 143 11 o o NN cord-258170-kyztc1jp 143 12 u u NN cord-258170-kyztc1jp 143 13 r r NN cord-258170-kyztc1jp 143 14 n n NN cord-258170-kyztc1jp 143 15 a a DT cord-258170-kyztc1jp 143 16 l l NN cord-258170-kyztc1jp 143 17 P p NN cord-258170-kyztc1jp 143 18 r r NN cord-258170-kyztc1jp 143 19 e e NN cord-258170-kyztc1jp 143 20 -p -p NN cord-258170-kyztc1jp 143 21 r r NN cord-258170-kyztc1jp 143 22 o o NN cord-258170-kyztc1jp 143 23 o o NN cord-258170-kyztc1jp 143 24 f f NN cord-258170-kyztc1jp 143 25 intrusive intrusive JJ cord-258170-kyztc1jp 143 26 dismissal dismissal NN cord-258170-kyztc1jp 143 27 alert alert NN cord-258170-kyztc1jp 143 28 to to TO cord-258170-kyztc1jp 143 29 signal signal VB cord-258170-kyztc1jp 143 30 the the DT cord-258170-kyztc1jp 143 31 crowd crowd NN cord-258170-kyztc1jp 143 32 upon upon IN cord-258170-kyztc1jp 143 33 detecting detect VBG cord-258170-kyztc1jp 143 34 any any DT cord-258170-kyztc1jp 143 35 social social JJ cord-258170-kyztc1jp 143 36 distancing distance VBG cord-258170-kyztc1jp 143 37 violation violation NN cord-258170-kyztc1jp 143 38 . . . cord-258170-kyztc1jp 144 1 A a DT cord-258170-kyztc1jp 144 2 general general JJ cord-258170-kyztc1jp 144 3 overview overview NN cord-258170-kyztc1jp 144 4 of of IN cord-258170-kyztc1jp 144 5 our -PRON- PRP$ cord-258170-kyztc1jp 144 6 system system NN cord-258170-kyztc1jp 144 7 is be VBZ cord-258170-kyztc1jp 144 8 presented present VBN cord-258170-kyztc1jp 144 9 in in IN cord-258170-kyztc1jp 144 10 Fig Fig NNP cord-258170-kyztc1jp 144 11 . . NNP cord-258170-kyztc1jp 144 12 6 6 CD cord-258170-kyztc1jp 144 13 , , , cord-258170-kyztc1jp 144 14 and and CC cord-258170-kyztc1jp 144 15 a a DT cord-258170-kyztc1jp 144 16 detailed detailed JJ cord-258170-kyztc1jp 144 17 description description NN cord-258170-kyztc1jp 144 18 starts start VBZ cord-258170-kyztc1jp 144 19 below below RB cord-258170-kyztc1jp 144 20 . . . cord-258170-kyztc1jp 145 1 Fig fig NN cord-258170-kyztc1jp 145 2 . . . cord-258170-kyztc1jp 145 3 6 6 CD cord-258170-kyztc1jp 145 4 Illustration illustration NN cord-258170-kyztc1jp 145 5 of of IN cord-258170-kyztc1jp 145 6 the the DT cord-258170-kyztc1jp 145 7 proposed propose VBN cord-258170-kyztc1jp 145 8 system system NN cord-258170-kyztc1jp 145 9 . . . cord-258170-kyztc1jp 146 1 Real real JJ cord-258170-kyztc1jp 146 2 - - HYPH cord-258170-kyztc1jp 146 3 time time NN cord-258170-kyztc1jp 146 4 video video NN cord-258170-kyztc1jp 146 5 data datum NNS cord-258170-kyztc1jp 146 6 from from IN cord-258170-kyztc1jp 146 7 an an DT cord-258170-kyztc1jp 146 8 IP ip NN cord-258170-kyztc1jp 146 9 surveillance surveillance NN cord-258170-kyztc1jp 146 10 camera camera NN cord-258170-kyztc1jp 146 11 is be VBZ cord-258170-kyztc1jp 146 12 directly directly RB cord-258170-kyztc1jp 146 13 fed feed VBN cord-258170-kyztc1jp 146 14 into into IN cord-258170-kyztc1jp 146 15 the the DT cord-258170-kyztc1jp 146 16 system system NN cord-258170-kyztc1jp 146 17 for for IN cord-258170-kyztc1jp 146 18 social social JJ cord-258170-kyztc1jp 146 19 distancing distancing NN cord-258170-kyztc1jp 146 20 monitoring monitoring NN cord-258170-kyztc1jp 146 21 . . . cord-258170-kyztc1jp 147 1 An an DT cord-258170-kyztc1jp 147 2 audio audio JJ cord-258170-kyztc1jp 147 3 - - HYPH cord-258170-kyztc1jp 147 4 visual visual JJ cord-258170-kyztc1jp 147 5 non non JJ cord-258170-kyztc1jp 147 6 - - JJ cord-258170-kyztc1jp 147 7 intrusive intrusive JJ cord-258170-kyztc1jp 147 8 dismissible dismissible JJ cord-258170-kyztc1jp 147 9 alert alert NN cord-258170-kyztc1jp 147 10 is be VBZ cord-258170-kyztc1jp 147 11 generated generate VBN cord-258170-kyztc1jp 147 12 for for IN cord-258170-kyztc1jp 147 13 any any DT cord-258170-kyztc1jp 147 14 violation violation NN cord-258170-kyztc1jp 147 15 The the DT cord-258170-kyztc1jp 147 16 incoming incoming JJ cord-258170-kyztc1jp 147 17 video video NN cord-258170-kyztc1jp 147 18 may may MD cord-258170-kyztc1jp 147 19 be be VB cord-258170-kyztc1jp 147 20 fed feed VBN cord-258170-kyztc1jp 147 21 to to IN cord-258170-kyztc1jp 147 22 the the DT cord-258170-kyztc1jp 147 23 system system NN cord-258170-kyztc1jp 147 24 from from IN cord-258170-kyztc1jp 147 25 any any DT cord-258170-kyztc1jp 147 26 perspective perspective NN cord-258170-kyztc1jp 147 27 view view NN cord-258170-kyztc1jp 147 28 , , , cord-258170-kyztc1jp 147 29 and and CC cord-258170-kyztc1jp 147 30 hence hence RB cord-258170-kyztc1jp 147 31 we -PRON- PRP cord-258170-kyztc1jp 147 32 first first RB cord-258170-kyztc1jp 147 33 needed need VBD cord-258170-kyztc1jp 147 34 to to TO cord-258170-kyztc1jp 147 35 transform transform VB cord-258170-kyztc1jp 147 36 the the DT cord-258170-kyztc1jp 147 37 video video NN cord-258170-kyztc1jp 147 38 from from IN cord-258170-kyztc1jp 147 39 a a DT cord-258170-kyztc1jp 147 40 perspective perspective JJ cord-258170-kyztc1jp 147 41 view view NN cord-258170-kyztc1jp 147 42 to to IN cord-258170-kyztc1jp 147 43 a a DT cord-258170-kyztc1jp 147 44 bird bird NN cord-258170-kyztc1jp 147 45 's 's POS cord-258170-kyztc1jp 147 46 eye eye NN cord-258170-kyztc1jp 147 47 ( ( -LRB- cord-258170-kyztc1jp 147 48 top top RB cord-258170-kyztc1jp 147 49 - - HYPH cord-258170-kyztc1jp 147 50 down down NN cord-258170-kyztc1jp 147 51 ) ) -RRB- cord-258170-kyztc1jp 147 52 view view NN cord-258170-kyztc1jp 147 53 . . . cord-258170-kyztc1jp 148 1 To to TO cord-258170-kyztc1jp 148 2 achieve achieve VB cord-258170-kyztc1jp 148 3 this this DT cord-258170-kyztc1jp 148 4 , , , cord-258170-kyztc1jp 148 5 we -PRON- PRP cord-258170-kyztc1jp 148 6 selected select VBD cord-258170-kyztc1jp 148 7 four four CD cord-258170-kyztc1jp 148 8 points point NNS cord-258170-kyztc1jp 148 9 in in IN cord-258170-kyztc1jp 148 10 the the DT cord-258170-kyztc1jp 148 11 perspective perspective NN cord-258170-kyztc1jp 148 12 view view NN cord-258170-kyztc1jp 148 13 that that WDT cord-258170-kyztc1jp 148 14 formed form VBD cord-258170-kyztc1jp 148 15 the the DT cord-258170-kyztc1jp 148 16 ROI ROI NNP cord-258170-kyztc1jp 148 17 where where WRB cord-258170-kyztc1jp 148 18 social social JJ cord-258170-kyztc1jp 148 19 distancing distancing NN cord-258170-kyztc1jp 148 20 would would MD cord-258170-kyztc1jp 148 21 be be VB cord-258170-kyztc1jp 148 22 monitored monitor VBN cord-258170-kyztc1jp 148 23 . . . cord-258170-kyztc1jp 149 1 Subsequently subsequently RB cord-258170-kyztc1jp 149 2 , , , cord-258170-kyztc1jp 149 3 we -PRON- PRP cord-258170-kyztc1jp 149 4 align align VBP cord-258170-kyztc1jp 149 5 these these DT cord-258170-kyztc1jp 149 6 four four CD cord-258170-kyztc1jp 149 7 points point NNS cord-258170-kyztc1jp 149 8 to to IN cord-258170-kyztc1jp 149 9 the the DT cord-258170-kyztc1jp 149 10 four four CD cord-258170-kyztc1jp 149 11 corners corner NNS cord-258170-kyztc1jp 149 12 of of IN cord-258170-kyztc1jp 149 13 a a DT cord-258170-kyztc1jp 149 14 rectangle rectangle NN cord-258170-kyztc1jp 149 15 in in IN cord-258170-kyztc1jp 149 16 the the DT cord-258170-kyztc1jp 149 17 bird bird NN cord-258170-kyztc1jp 149 18 's 's POS cord-258170-kyztc1jp 149 19 eye eye NN cord-258170-kyztc1jp 149 20 view view NN cord-258170-kyztc1jp 149 21 . . . cord-258170-kyztc1jp 150 1 Fig Fig NNP cord-258170-kyztc1jp 150 2 . . NNP cord-258170-kyztc1jp 150 3 7 7 CD cord-258170-kyztc1jp 150 4 illustrates illustrate VBZ cord-258170-kyztc1jp 150 5 an an DT cord-258170-kyztc1jp 150 6 intuitive intuitive JJ cord-258170-kyztc1jp 150 7 representation representation NN cord-258170-kyztc1jp 150 8 of of IN cord-258170-kyztc1jp 150 9 perspective perspective NN cord-258170-kyztc1jp 150 10 transformation transformation NN cord-258170-kyztc1jp 150 11 reproduced reproduce VBN cord-258170-kyztc1jp 150 12 from from IN cord-258170-kyztc1jp 150 13 the the DT cord-258170-kyztc1jp 150 14 study study NN cord-258170-kyztc1jp 150 15 by by IN cord-258170-kyztc1jp 150 16 Luo Luo NNP cord-258170-kyztc1jp 150 17 et et NNP cord-258170-kyztc1jp 150 18 al al NNP cord-258170-kyztc1jp 150 19 . . . cord-258170-kyztc1jp 151 1 ( ( -LRB- cord-258170-kyztc1jp 151 2 2010 2010 CD cord-258170-kyztc1jp 151 3 ) ) -RRB- cord-258170-kyztc1jp 151 4 . . . cord-258170-kyztc1jp 152 1 After after IN cord-258170-kyztc1jp 152 2 the the DT cord-258170-kyztc1jp 152 3 transformation transformation NN cord-258170-kyztc1jp 152 4 , , , cord-258170-kyztc1jp 152 5 the the DT cord-258170-kyztc1jp 152 6 concerned concerned JJ cord-258170-kyztc1jp 152 7 points point NNS cord-258170-kyztc1jp 152 8 constitute constitute VBP cord-258170-kyztc1jp 152 9 parallel parallel JJ cord-258170-kyztc1jp 152 10 lines line NNS cord-258170-kyztc1jp 152 11 if if IN cord-258170-kyztc1jp 152 12 they -PRON- PRP cord-258170-kyztc1jp 152 13 are be VBP cord-258170-kyztc1jp 152 14 observed observe VBN cord-258170-kyztc1jp 152 15 from from IN cord-258170-kyztc1jp 152 16 the the DT cord-258170-kyztc1jp 152 17 top top NN cord-258170-kyztc1jp 152 18 ( ( -LRB- cord-258170-kyztc1jp 152 19 hence hence RB cord-258170-kyztc1jp 152 20 the the DT cord-258170-kyztc1jp 152 21 bird bird NN cord-258170-kyztc1jp 152 22 's 's POS cord-258170-kyztc1jp 152 23 eye eye NN cord-258170-kyztc1jp 152 24 view view NN cord-258170-kyztc1jp 152 25 ) ) -RRB- cord-258170-kyztc1jp 152 26 . . . cord-258170-kyztc1jp 153 1 This this DT cord-258170-kyztc1jp 153 2 bird bird NN cord-258170-kyztc1jp 153 3 's 's POS cord-258170-kyztc1jp 153 4 eye eye NN cord-258170-kyztc1jp 153 5 view view NN cord-258170-kyztc1jp 153 6 is be VBZ cord-258170-kyztc1jp 153 7 characterized characterize VBN cord-258170-kyztc1jp 153 8 by by IN cord-258170-kyztc1jp 153 9 a a DT cord-258170-kyztc1jp 153 10 uniform uniform JJ cord-258170-kyztc1jp 153 11 distribution distribution NN cord-258170-kyztc1jp 153 12 of of IN cord-258170-kyztc1jp 153 13 points point NNS cord-258170-kyztc1jp 153 14 in in IN cord-258170-kyztc1jp 153 15 both both CC cord-258170-kyztc1jp 153 16 J J NNP cord-258170-kyztc1jp 153 17 o o NN cord-258170-kyztc1jp 153 18 u u NN cord-258170-kyztc1jp 153 19 r r NN cord-258170-kyztc1jp 153 20 n n NN cord-258170-kyztc1jp 153 21 a a DT cord-258170-kyztc1jp 153 22 l l NN cord-258170-kyztc1jp 153 23 P p NN cord-258170-kyztc1jp 153 24 r r NN cord-258170-kyztc1jp 153 25 e e NN cord-258170-kyztc1jp 153 26 -p -p NN cord-258170-kyztc1jp 153 27 r r NN cord-258170-kyztc1jp 153 28 o o NN cord-258170-kyztc1jp 153 29 o o NN cord-258170-kyztc1jp 153 30 f f NN cord-258170-kyztc1jp 153 31 horizontal horizontal JJ cord-258170-kyztc1jp 153 32 and and CC cord-258170-kyztc1jp 153 33 vertical vertical JJ cord-258170-kyztc1jp 153 34 directions direction NNS cord-258170-kyztc1jp 153 35 , , , cord-258170-kyztc1jp 153 36 even even RB cord-258170-kyztc1jp 153 37 though though IN cord-258170-kyztc1jp 153 38 the the DT cord-258170-kyztc1jp 153 39 scale scale NN cord-258170-kyztc1jp 153 40 is be VBZ cord-258170-kyztc1jp 153 41 different different JJ cord-258170-kyztc1jp 153 42 in in IN cord-258170-kyztc1jp 153 43 each each DT cord-258170-kyztc1jp 153 44 direction direction NN cord-258170-kyztc1jp 153 45 . . . cord-258170-kyztc1jp 154 1 We -PRON- PRP cord-258170-kyztc1jp 154 2 also also RB cord-258170-kyztc1jp 154 3 measured measure VBD cord-258170-kyztc1jp 154 4 the the DT cord-258170-kyztc1jp 154 5 scaling scale VBG cord-258170-kyztc1jp 154 6 factor factor NN cord-258170-kyztc1jp 154 7 of of IN cord-258170-kyztc1jp 154 8 the the DT cord-258170-kyztc1jp 154 9 bird bird NN cord-258170-kyztc1jp 154 10 's 's POS cord-258170-kyztc1jp 154 11 eye eye NN cord-258170-kyztc1jp 154 12 view view NN cord-258170-kyztc1jp 154 13 during during IN cord-258170-kyztc1jp 154 14 this this DT cord-258170-kyztc1jp 154 15 calibration calibration NN cord-258170-kyztc1jp 154 16 process process NN cord-258170-kyztc1jp 154 17 , , , cord-258170-kyztc1jp 154 18 by by IN cord-258170-kyztc1jp 154 19 which which WDT cord-258170-kyztc1jp 154 20 we -PRON- PRP cord-258170-kyztc1jp 154 21 determined determine VBD cord-258170-kyztc1jp 154 22 how how WRB cord-258170-kyztc1jp 154 23 many many JJ cord-258170-kyztc1jp 154 24 pixels pixel NNS cord-258170-kyztc1jp 154 25 should should MD cord-258170-kyztc1jp 154 26 correspond correspond VB cord-258170-kyztc1jp 154 27 to to IN cord-258170-kyztc1jp 154 28 6 6 CD cord-258170-kyztc1jp 154 29 ft ft NN cord-258170-kyztc1jp 154 30 in in IN cord-258170-kyztc1jp 154 31 real real JJ cord-258170-kyztc1jp 154 32 - - HYPH cord-258170-kyztc1jp 154 33 world world NN cord-258170-kyztc1jp 154 34 coordinates coordinate NNS cord-258170-kyztc1jp 154 35 . . . cord-258170-kyztc1jp 155 1 Thus thus RB cord-258170-kyztc1jp 155 2 , , , cord-258170-kyztc1jp 155 3 we -PRON- PRP cord-258170-kyztc1jp 155 4 can can MD cord-258170-kyztc1jp 155 5 obtain obtain VB cord-258170-kyztc1jp 155 6 a a DT cord-258170-kyztc1jp 155 7 transformation transformation NN cord-258170-kyztc1jp 155 8 that that WDT cord-258170-kyztc1jp 155 9 can can MD cord-258170-kyztc1jp 155 10 be be VB cord-258170-kyztc1jp 155 11 applied apply VBN cord-258170-kyztc1jp 155 12 to to IN cord-258170-kyztc1jp 155 13 the the DT cord-258170-kyztc1jp 155 14 entire entire JJ cord-258170-kyztc1jp 155 15 image image NN cord-258170-kyztc1jp 155 16 in in IN cord-258170-kyztc1jp 155 17 perspective perspective JJ cord-258170-kyztc1jp 155 18 view view NN cord-258170-kyztc1jp 155 19 . . . cord-258170-kyztc1jp 156 1 In in IN cord-258170-kyztc1jp 156 2 the the DT cord-258170-kyztc1jp 156 3 second second JJ cord-258170-kyztc1jp 156 4 step step NN cord-258170-kyztc1jp 156 5 , , , cord-258170-kyztc1jp 156 6 we -PRON- PRP cord-258170-kyztc1jp 156 7 detect detect VBP cord-258170-kyztc1jp 156 8 pedestrians pedestrian NNS cord-258170-kyztc1jp 156 9 in in IN cord-258170-kyztc1jp 156 10 the the DT cord-258170-kyztc1jp 156 11 transformed transform VBN cord-258170-kyztc1jp 156 12 image image NN cord-258170-kyztc1jp 156 13 view view NN cord-258170-kyztc1jp 156 14 with with IN cord-258170-kyztc1jp 156 15 the the DT cord-258170-kyztc1jp 156 16 selected select VBN cord-258170-kyztc1jp 156 17 object object NN cord-258170-kyztc1jp 156 18 detection detection NN cord-258170-kyztc1jp 156 19 models model NNS cord-258170-kyztc1jp 156 20 ( ( -LRB- cord-258170-kyztc1jp 156 21 Faster fast JJR cord-258170-kyztc1jp 156 22 R R NNP cord-258170-kyztc1jp 156 23 - - HYPH cord-258170-kyztc1jp 156 24 CNN CNN NNP cord-258170-kyztc1jp 156 25 , , , cord-258170-kyztc1jp 156 26 YOLO YOLO NNP cord-258170-kyztc1jp 156 27 , , , cord-258170-kyztc1jp 156 28 SSD SSD NNP cord-258170-kyztc1jp 156 29 ) ) -RRB- cord-258170-kyztc1jp 156 30 trained train VBN cord-258170-kyztc1jp 156 31 on on IN cord-258170-kyztc1jp 156 32 real real JJ cord-258170-kyztc1jp 156 33 - - HYPH cord-258170-kyztc1jp 156 34 world world NN cord-258170-kyztc1jp 156 35 datasets dataset NNS cord-258170-kyztc1jp 156 36 . . . cord-258170-kyztc1jp 157 1 Subsequently subsequently RB cord-258170-kyztc1jp 157 2 , , , cord-258170-kyztc1jp 157 3 a a DT cord-258170-kyztc1jp 157 4 bounding bound VBG cord-258170-kyztc1jp 157 5 box box NN cord-258170-kyztc1jp 157 6 with with IN cord-258170-kyztc1jp 157 7 four four CD cord-258170-kyztc1jp 157 8 corners corner NNS cord-258170-kyztc1jp 157 9 is be VBZ cord-258170-kyztc1jp 157 10 drawn draw VBN cord-258170-kyztc1jp 157 11 for for IN cord-258170-kyztc1jp 157 12 each each DT cord-258170-kyztc1jp 157 13 detected detect VBN cord-258170-kyztc1jp 157 14 pedestrian pedestrian NN cord-258170-kyztc1jp 157 15 . . . cord-258170-kyztc1jp 158 1 We -PRON- PRP cord-258170-kyztc1jp 158 2 use use VBP cord-258170-kyztc1jp 158 3 non non JJ cord-258170-kyztc1jp 158 4 - - JJ cord-258170-kyztc1jp 158 5 max max JJ cord-258170-kyztc1jp 158 6 suppression suppression NN cord-258170-kyztc1jp 158 7 ( ( -LRB- cord-258170-kyztc1jp 158 8 NMS NMS NNP cord-258170-kyztc1jp 158 9 ) ) -RRB- cord-258170-kyztc1jp 158 10 to to TO cord-258170-kyztc1jp 158 11 remove remove VB cord-258170-kyztc1jp 158 12 unwanted unwanted JJ cord-258170-kyztc1jp 158 13 bounding bounding NN cord-258170-kyztc1jp 158 14 boxes box NNS cord-258170-kyztc1jp 158 15 to to TO cord-258170-kyztc1jp 158 16 ensure ensure VB cord-258170-kyztc1jp 158 17 that that IN cord-258170-kyztc1jp 158 18 our -PRON- PRP$ cord-258170-kyztc1jp 158 19 detector detector NN cord-258170-kyztc1jp 158 20 detects detect VBZ cord-258170-kyztc1jp 158 21 a a DT cord-258170-kyztc1jp 158 22 pedestrian pedestrian NN cord-258170-kyztc1jp 158 23 only only RB cord-258170-kyztc1jp 158 24 once once RB cord-258170-kyztc1jp 158 25 . . . cord-258170-kyztc1jp 159 1 The the DT cord-258170-kyztc1jp 159 2 last last JJ cord-258170-kyztc1jp 159 3 step step NN cord-258170-kyztc1jp 159 4 is be VBZ cord-258170-kyztc1jp 159 5 to to TO cord-258170-kyztc1jp 159 6 calculate calculate VB cord-258170-kyztc1jp 159 7 the the DT cord-258170-kyztc1jp 159 8 distance distance NN cord-258170-kyztc1jp 159 9 between between IN cord-258170-kyztc1jp 159 10 each each DT cord-258170-kyztc1jp 159 11 pair pair NN cord-258170-kyztc1jp 159 12 of of IN cord-258170-kyztc1jp 159 13 pedestrians pedestrian NNS cord-258170-kyztc1jp 159 14 to to TO cord-258170-kyztc1jp 159 15 detect detect VB cord-258170-kyztc1jp 159 16 any any DT cord-258170-kyztc1jp 159 17 potential potential JJ cord-258170-kyztc1jp 159 18 violation violation NN cord-258170-kyztc1jp 159 19 of of IN cord-258170-kyztc1jp 159 20 the the DT cord-258170-kyztc1jp 159 21 social social JJ cord-258170-kyztc1jp 159 22 distancing distance VBG cord-258170-kyztc1jp 159 23 norm norm NN cord-258170-kyztc1jp 159 24 . . . cord-258170-kyztc1jp 160 1 To to TO cord-258170-kyztc1jp 160 2 do do VB cord-258170-kyztc1jp 160 3 this this DT cord-258170-kyztc1jp 160 4 , , , cord-258170-kyztc1jp 160 5 we -PRON- PRP cord-258170-kyztc1jp 160 6 make make VBP cord-258170-kyztc1jp 160 7 use use NN cord-258170-kyztc1jp 160 8 of of IN cord-258170-kyztc1jp 160 9 the the DT cord-258170-kyztc1jp 160 10 bounding bound VBG cord-258170-kyztc1jp 160 11 box box NN cord-258170-kyztc1jp 160 12 for for IN cord-258170-kyztc1jp 160 13 each each DT cord-258170-kyztc1jp 160 14 pedestrian pedestrian NN cord-258170-kyztc1jp 160 15 in in IN cord-258170-kyztc1jp 160 16 the the DT cord-258170-kyztc1jp 160 17 image image NN cord-258170-kyztc1jp 160 18 . . . cord-258170-kyztc1jp 161 1 To to TO cord-258170-kyztc1jp 161 2 localize localize VB cord-258170-kyztc1jp 161 3 the the DT cord-258170-kyztc1jp 161 4 detected detect VBN cord-258170-kyztc1jp 161 5 pedestrian pedestrian NN cord-258170-kyztc1jp 161 6 in in IN cord-258170-kyztc1jp 161 7 the the DT cord-258170-kyztc1jp 161 8 image image NN cord-258170-kyztc1jp 161 9 , , , cord-258170-kyztc1jp 161 10 we -PRON- PRP cord-258170-kyztc1jp 161 11 take take VBP cord-258170-kyztc1jp 161 12 the the DT cord-258170-kyztc1jp 161 13 bottom bottom JJ cord-258170-kyztc1jp 161 14 center center NN cord-258170-kyztc1jp 161 15 point point NN cord-258170-kyztc1jp 161 16 of of IN cord-258170-kyztc1jp 161 17 the the DT cord-258170-kyztc1jp 161 18 bounding bound VBG cord-258170-kyztc1jp 161 19 box box NN cord-258170-kyztc1jp 161 20 and and CC cord-258170-kyztc1jp 161 21 apply apply VB cord-258170-kyztc1jp 161 22 a a DT cord-258170-kyztc1jp 161 23 perspective perspective JJ cord-258170-kyztc1jp 161 24 transformation transformation NN cord-258170-kyztc1jp 161 25 on on IN cord-258170-kyztc1jp 161 26 it -PRON- PRP cord-258170-kyztc1jp 161 27 , , , cord-258170-kyztc1jp 161 28 resulting result VBG cord-258170-kyztc1jp 161 29 J J NNP cord-258170-kyztc1jp 161 30 o o NNP cord-258170-kyztc1jp 161 31 u u NN cord-258170-kyztc1jp 161 32 r r NN cord-258170-kyztc1jp 161 33 n n NN cord-258170-kyztc1jp 161 34 a a DT cord-258170-kyztc1jp 161 35 l l NN cord-258170-kyztc1jp 161 36 P p NN cord-258170-kyztc1jp 161 37 r r NN cord-258170-kyztc1jp 161 38 e e NN cord-258170-kyztc1jp 161 39 -p -p NN cord-258170-kyztc1jp 162 1 r r NNP cord-258170-kyztc1jp 162 2 o o NN cord-258170-kyztc1jp 162 3 o o NN cord-258170-kyztc1jp 162 4 f f NN cord-258170-kyztc1jp 162 5 in in IN cord-258170-kyztc1jp 162 6 a a DT cord-258170-kyztc1jp 162 7 bird bird NN cord-258170-kyztc1jp 162 8 's 's POS cord-258170-kyztc1jp 162 9 eye eye NN cord-258170-kyztc1jp 162 10 view view NN cord-258170-kyztc1jp 162 11 of of IN cord-258170-kyztc1jp 162 12 the the DT cord-258170-kyztc1jp 162 13 position position NN cord-258170-kyztc1jp 162 14 of of IN cord-258170-kyztc1jp 162 15 the the DT cord-258170-kyztc1jp 162 16 detected detect VBN cord-258170-kyztc1jp 162 17 pedestrian pedestrian NN cord-258170-kyztc1jp 162 18 . . . cord-258170-kyztc1jp 163 1 After after IN cord-258170-kyztc1jp 163 2 calculating calculate VBG cord-258170-kyztc1jp 163 3 the the DT cord-258170-kyztc1jp 163 4 distance distance NN cord-258170-kyztc1jp 163 5 between between IN cord-258170-kyztc1jp 163 6 every every DT cord-258170-kyztc1jp 163 7 pair pair NN cord-258170-kyztc1jp 163 8 of of IN cord-258170-kyztc1jp 163 9 pedestrians pedestrian NNS cord-258170-kyztc1jp 163 10 in in IN cord-258170-kyztc1jp 163 11 the the DT cord-258170-kyztc1jp 163 12 bird bird NN cord-258170-kyztc1jp 163 13 's 's POS cord-258170-kyztc1jp 163 14 eye eye NN cord-258170-kyztc1jp 163 15 view view NN cord-258170-kyztc1jp 163 16 , , , cord-258170-kyztc1jp 163 17 we -PRON- PRP cord-258170-kyztc1jp 163 18 identify identify VBP cord-258170-kyztc1jp 163 19 the the DT cord-258170-kyztc1jp 163 20 pedestrians pedestrian NNS cord-258170-kyztc1jp 163 21 whose whose WP$ cord-258170-kyztc1jp 163 22 distance distance NN cord-258170-kyztc1jp 163 23 is be VBZ cord-258170-kyztc1jp 163 24 below below IN cord-258170-kyztc1jp 163 25 the the DT cord-258170-kyztc1jp 163 26 minimum minimum JJ cord-258170-kyztc1jp 163 27 acceptable acceptable JJ cord-258170-kyztc1jp 163 28 threshold threshold NN cord-258170-kyztc1jp 163 29 and and CC cord-258170-kyztc1jp 163 30 highlight highlight VB cord-258170-kyztc1jp 163 31 them -PRON- PRP cord-258170-kyztc1jp 163 32 with with IN cord-258170-kyztc1jp 163 33 red red JJ cord-258170-kyztc1jp 163 34 bounding bounding NN cord-258170-kyztc1jp 163 35 boxes box NNS cord-258170-kyztc1jp 163 36 , , , cord-258170-kyztc1jp 163 37 and and CC cord-258170-kyztc1jp 163 38 at at IN cord-258170-kyztc1jp 163 39 the the DT cord-258170-kyztc1jp 163 40 same same JJ cord-258170-kyztc1jp 163 41 time time NN cord-258170-kyztc1jp 163 42 generate generate VBP cord-258170-kyztc1jp 163 43 a a DT cord-258170-kyztc1jp 163 44 non non JJ cord-258170-kyztc1jp 163 45 - - JJ cord-258170-kyztc1jp 163 46 intrusive intrusive JJ cord-258170-kyztc1jp 163 47 audio audio JJ cord-258170-kyztc1jp 163 48 - - HYPH cord-258170-kyztc1jp 163 49 visual visual JJ cord-258170-kyztc1jp 163 50 alert alert NN cord-258170-kyztc1jp 163 51 to to TO cord-258170-kyztc1jp 163 52 warn warn VB cord-258170-kyztc1jp 163 53 the the DT cord-258170-kyztc1jp 163 54 crowd crowd NN cord-258170-kyztc1jp 163 55 . . . cord-258170-kyztc1jp 164 1 Based base VBN cord-258170-kyztc1jp 164 2 on on IN cord-258170-kyztc1jp 164 3 the the DT cord-258170-kyztc1jp 164 4 calculated calculate VBN cord-258170-kyztc1jp 164 5 distance distance NN cord-258170-kyztc1jp 164 6 , , , cord-258170-kyztc1jp 164 7 other other JJ cord-258170-kyztc1jp 164 8 pedestrians pedestrian NNS cord-258170-kyztc1jp 164 9 are be VBP cord-258170-kyztc1jp 164 10 marked mark VBN cord-258170-kyztc1jp 164 11 as as RB cord-258170-kyztc1jp 164 12 safe safe JJ cord-258170-kyztc1jp 164 13 or or CC cord-258170-kyztc1jp 164 14 at at IN cord-258170-kyztc1jp 164 15 low low JJ cord-258170-kyztc1jp 164 16 risk risk NN cord-258170-kyztc1jp 164 17 with with IN cord-258170-kyztc1jp 164 18 green green JJ cord-258170-kyztc1jp 164 19 and and CC cord-258170-kyztc1jp 164 20 yellow yellow JJ cord-258170-kyztc1jp 164 21 , , , cord-258170-kyztc1jp 164 22 respectively respectively RB cord-258170-kyztc1jp 164 23 . . . cord-258170-kyztc1jp 165 1 The the DT cord-258170-kyztc1jp 165 2 complete complete JJ cord-258170-kyztc1jp 165 3 algorithmic algorithmic JJ cord-258170-kyztc1jp 165 4 flow flow NN cord-258170-kyztc1jp 165 5 of of IN cord-258170-kyztc1jp 165 6 the the DT cord-258170-kyztc1jp 165 7 detection detection NN cord-258170-kyztc1jp 165 8 process process NN cord-258170-kyztc1jp 165 9 is be VBZ cord-258170-kyztc1jp 165 10 shown show VBN cord-258170-kyztc1jp 165 11 in in IN cord-258170-kyztc1jp 165 12 Fig Fig NNP cord-258170-kyztc1jp 165 13 . . . cord-258170-kyztc1jp 166 1 8 8 CD cord-258170-kyztc1jp 166 2 . . . cord-258170-kyztc1jp 166 3 _SP cord-258170-kyztc1jp 167 1 Fig Fig NNP cord-258170-kyztc1jp 167 2 . . NNP cord-258170-kyztc1jp 167 3 8 8 CD cord-258170-kyztc1jp 167 4 . . . cord-258170-kyztc1jp 168 1 Algorithmic algorithmic JJ cord-258170-kyztc1jp 168 2 flow flow NN cord-258170-kyztc1jp 168 3 of of IN cord-258170-kyztc1jp 168 4 the the DT cord-258170-kyztc1jp 168 5 proposed propose VBN cord-258170-kyztc1jp 168 6 system system NN cord-258170-kyztc1jp 168 7 . . . cord-258170-kyztc1jp 169 1 OpenCV OpenCV NNP cord-258170-kyztc1jp 169 2 's 's POS cord-258170-kyztc1jp 169 3 perspective perspective NN cord-258170-kyztc1jp 169 4 transform transform VBP cord-258170-kyztc1jp 169 5 routine routine NN cord-258170-kyztc1jp 169 6 is be VBZ cord-258170-kyztc1jp 169 7 used use VBN cord-258170-kyztc1jp 169 8 for for IN cord-258170-kyztc1jp 169 9 bird bird NN cord-258170-kyztc1jp 169 10 's 's POS cord-258170-kyztc1jp 169 11 eye eye NN cord-258170-kyztc1jp 169 12 view view NN cord-258170-kyztc1jp 169 13 transformation transformation NN cord-258170-kyztc1jp 169 14 . . . cord-258170-kyztc1jp 170 1 To to TO cord-258170-kyztc1jp 170 2 demonstrate demonstrate VB cord-258170-kyztc1jp 170 3 the the DT cord-258170-kyztc1jp 170 4 effectiveness effectiveness NN cord-258170-kyztc1jp 170 5 of of IN cord-258170-kyztc1jp 170 6 our -PRON- PRP$ cord-258170-kyztc1jp 170 7 video video NN cord-258170-kyztc1jp 170 8 surveillance surveillance NN cord-258170-kyztc1jp 170 9 framework framework NN cord-258170-kyztc1jp 170 10 while while IN cord-258170-kyztc1jp 170 11 monitoring monitor VBG cord-258170-kyztc1jp 170 12 social social JJ cord-258170-kyztc1jp 170 13 distancing distancing NN cord-258170-kyztc1jp 170 14 in in IN cord-258170-kyztc1jp 170 15 crowded crowded JJ cord-258170-kyztc1jp 170 16 areas area NNS cord-258170-kyztc1jp 170 17 , , , cord-258170-kyztc1jp 170 18 we -PRON- PRP cord-258170-kyztc1jp 170 19 extensively extensively RB cord-258170-kyztc1jp 170 20 evaluated evaluate VBD cord-258170-kyztc1jp 170 21 the the DT cord-258170-kyztc1jp 170 22 proposed propose VBN cord-258170-kyztc1jp 170 23 framework framework NN cord-258170-kyztc1jp 170 24 using use VBG cord-258170-kyztc1jp 170 25 all all DT cord-258170-kyztc1jp 170 26 three three CD cord-258170-kyztc1jp 170 27 object object NN cord-258170-kyztc1jp 170 28 detection detection NN cord-258170-kyztc1jp 170 29 models model NNS cord-258170-kyztc1jp 170 30 - - : cord-258170-kyztc1jp 170 31 Faster fast JJR cord-258170-kyztc1jp 170 32 R R NNP cord-258170-kyztc1jp 170 33 - - HYPH cord-258170-kyztc1jp 170 34 CNN CNN NNP cord-258170-kyztc1jp 170 35 , , , cord-258170-kyztc1jp 170 36 YOLO YOLO NNP cord-258170-kyztc1jp 170 37 , , , cord-258170-kyztc1jp 170 38 and and CC cord-258170-kyztc1jp 170 39 SSD SSD NNP cord-258170-kyztc1jp 170 40 - - : cord-258170-kyztc1jp 170 41 with with IN cord-258170-kyztc1jp 170 42 the the DT cord-258170-kyztc1jp 170 43 publicly publicly RB cord-258170-kyztc1jp 170 44 available available JJ cord-258170-kyztc1jp 170 45 Oxford Oxford NNP cord-258170-kyztc1jp 170 46 Town Town NNP cord-258170-kyztc1jp 170 47 Center Center NNP cord-258170-kyztc1jp 170 48 dataset dataset NN cord-258170-kyztc1jp 170 49 ( ( -LRB- cord-258170-kyztc1jp 170 50 Benfold Benfold NNP cord-258170-kyztc1jp 170 51 & & CC cord-258170-kyztc1jp 170 52 Reid Reid NNP cord-258170-kyztc1jp 170 53 , , , cord-258170-kyztc1jp 170 54 2011 2011 CD cord-258170-kyztc1jp 170 55 ) ) -RRB- cord-258170-kyztc1jp 170 56 . . . cord-258170-kyztc1jp 171 1 This this DT cord-258170-kyztc1jp 171 2 is be VBZ cord-258170-kyztc1jp 171 3 a a DT cord-258170-kyztc1jp 171 4 video video NN cord-258170-kyztc1jp 171 5 dataset dataset NN cord-258170-kyztc1jp 171 6 that that WDT cord-258170-kyztc1jp 171 7 was be VBD cord-258170-kyztc1jp 171 8 released release VBN cord-258170-kyztc1jp 171 9 by by IN cord-258170-kyztc1jp 171 10 Oxford Oxford NNP cord-258170-kyztc1jp 171 11 University University NNP cord-258170-kyztc1jp 171 12 as as IN cord-258170-kyztc1jp 171 13 part part NN cord-258170-kyztc1jp 171 14 of of IN cord-258170-kyztc1jp 171 15 the the DT cord-258170-kyztc1jp 171 16 visual visual JJ cord-258170-kyztc1jp 171 17 surveillance surveillance NN cord-258170-kyztc1jp 171 18 project project NN cord-258170-kyztc1jp 171 19 . . . cord-258170-kyztc1jp 172 1 It -PRON- PRP cord-258170-kyztc1jp 172 2 contains contain VBZ cord-258170-kyztc1jp 172 3 video video NN cord-258170-kyztc1jp 172 4 data datum NNS cord-258170-kyztc1jp 172 5 from from IN cord-258170-kyztc1jp 172 6 a a DT cord-258170-kyztc1jp 172 7 FPS FPS NNP cord-258170-kyztc1jp 172 8 . . . cord-258170-kyztc1jp 173 1 The the DT cord-258170-kyztc1jp 173 2 video video NN cord-258170-kyztc1jp 173 3 was be VBD cord-258170-kyztc1jp 173 4 downsampled downsample VBN cord-258170-kyztc1jp 173 5 to to IN cord-258170-kyztc1jp 173 6 a a DT cord-258170-kyztc1jp 173 7 standardized standardized JJ cord-258170-kyztc1jp 173 8 resolution resolution NN cord-258170-kyztc1jp 173 9 of of IN cord-258170-kyztc1jp 173 10 1280 1280 CD cord-258170-kyztc1jp 173 11 × × NN cord-258170-kyztc1jp 173 12 720 720 CD cord-258170-kyztc1jp 173 13 before before IN cord-258170-kyztc1jp 173 14 it -PRON- PRP cord-258170-kyztc1jp 173 15 was be VBD cord-258170-kyztc1jp 173 16 fed feed VBN cord-258170-kyztc1jp 173 17 to to IN cord-258170-kyztc1jp 173 18 the the DT cord-258170-kyztc1jp 173 19 object object NN cord-258170-kyztc1jp 173 20 detection detection NN cord-258170-kyztc1jp 173 21 models model NNS cord-258170-kyztc1jp 173 22 . . . cord-258170-kyztc1jp 174 1 The the DT cord-258170-kyztc1jp 174 2 dataset dataset NN cord-258170-kyztc1jp 174 3 also also RB cord-258170-kyztc1jp 174 4 contains contain VBZ cord-258170-kyztc1jp 174 5 the the DT cord-258170-kyztc1jp 174 6 ground ground NN cord-258170-kyztc1jp 174 7 truth truth NN cord-258170-kyztc1jp 174 8 bounding bound VBG cord-258170-kyztc1jp 174 9 boxes box NNS cord-258170-kyztc1jp 174 10 for for IN cord-258170-kyztc1jp 174 11 the the DT cord-258170-kyztc1jp 174 12 pedestrians pedestrian NNS cord-258170-kyztc1jp 174 13 in in IN cord-258170-kyztc1jp 174 14 all all PDT cord-258170-kyztc1jp 174 15 the the DT cord-258170-kyztc1jp 174 16 frames frame NNS cord-258170-kyztc1jp 174 17 in in IN cord-258170-kyztc1jp 174 18 the the DT cord-258170-kyztc1jp 174 19 entire entire JJ cord-258170-kyztc1jp 174 20 video video NN cord-258170-kyztc1jp 174 21 . . . cord-258170-kyztc1jp 175 1 We -PRON- PRP cord-258170-kyztc1jp 175 2 evaluated evaluate VBD cord-258170-kyztc1jp 175 3 the the DT cord-258170-kyztc1jp 175 4 object object NN cord-258170-kyztc1jp 175 5 detection detection NN cord-258170-kyztc1jp 175 6 models model NNS cord-258170-kyztc1jp 175 7 for for IN cord-258170-kyztc1jp 175 8 person person NN cord-258170-kyztc1jp 175 9 detection detection NN cord-258170-kyztc1jp 175 10 in in IN cord-258170-kyztc1jp 175 11 the the DT cord-258170-kyztc1jp 175 12 test test NN cord-258170-kyztc1jp 175 13 video video NN cord-258170-kyztc1jp 175 14 using use VBG cord-258170-kyztc1jp 175 15 the the DT cord-258170-kyztc1jp 175 16 predicted predict VBN cord-258170-kyztc1jp 175 17 bounding bound VBG cord-258170-kyztc1jp 175 18 boxes box NNS cord-258170-kyztc1jp 175 19 and and CC cord-258170-kyztc1jp 175 20 the the DT cord-258170-kyztc1jp 175 21 coordinates coordinate NNS cord-258170-kyztc1jp 175 22 from from IN cord-258170-kyztc1jp 175 23 the the DT cord-258170-kyztc1jp 175 24 ground ground NN cord-258170-kyztc1jp 175 25 truth truth NN cord-258170-kyztc1jp 175 26 boxes box NNS cord-258170-kyztc1jp 175 27 . . . cord-258170-kyztc1jp 176 1 The the DT cord-258170-kyztc1jp 176 2 implementation implementation NN cord-258170-kyztc1jp 176 3 started start VBD cord-258170-kyztc1jp 176 4 with with IN cord-258170-kyztc1jp 176 5 obtaining obtain VBG cord-258170-kyztc1jp 176 6 the the DT cord-258170-kyztc1jp 176 7 perspective perspective NN cord-258170-kyztc1jp 176 8 transformation transformation NN cord-258170-kyztc1jp 176 9 ( ( -LRB- cord-258170-kyztc1jp 176 10 top top JJ cord-258170-kyztc1jp 176 11 - - HYPH cord-258170-kyztc1jp 176 12 down down JJ cord-258170-kyztc1jp 176 13 view view NN cord-258170-kyztc1jp 176 14 ) ) -RRB- cord-258170-kyztc1jp 176 15 of of IN cord-258170-kyztc1jp 176 16 the the DT cord-258170-kyztc1jp 176 17 video video NN cord-258170-kyztc1jp 176 18 . . . cord-258170-kyztc1jp 177 1 We -PRON- PRP cord-258170-kyztc1jp 177 2 used use VBD cord-258170-kyztc1jp 177 3 a a DT cord-258170-kyztc1jp 177 4 mouse mouse NN cord-258170-kyztc1jp 177 5 click click NN cord-258170-kyztc1jp 177 6 event event NN cord-258170-kyztc1jp 177 7 to to TO cord-258170-kyztc1jp 177 8 select select VB cord-258170-kyztc1jp 177 9 the the DT cord-258170-kyztc1jp 177 10 ROI ROI NNP cord-258170-kyztc1jp 177 11 , , , cord-258170-kyztc1jp 177 12 where where WRB cord-258170-kyztc1jp 177 13 we -PRON- PRP cord-258170-kyztc1jp 177 14 chose choose VBD cord-258170-kyztc1jp 177 15 four four CD cord-258170-kyztc1jp 177 16 points point NNS cord-258170-kyztc1jp 177 17 to to TO cord-258170-kyztc1jp 177 18 designate designate VB cord-258170-kyztc1jp 177 19 the the DT cord-258170-kyztc1jp 177 20 area area NN cord-258170-kyztc1jp 177 21 in in IN cord-258170-kyztc1jp 177 22 the the DT cord-258170-kyztc1jp 177 23 first first JJ cord-258170-kyztc1jp 177 24 frame frame NN cord-258170-kyztc1jp 177 25 to to TO cord-258170-kyztc1jp 177 26 monitor monitor VB cord-258170-kyztc1jp 177 27 the the DT cord-258170-kyztc1jp 177 28 social social JJ cord-258170-kyztc1jp 177 29 distancing distancing NN cord-258170-kyztc1jp 177 30 . . . cord-258170-kyztc1jp 178 1 This this DT cord-258170-kyztc1jp 178 2 is be VBZ cord-258170-kyztc1jp 178 3 a a DT cord-258170-kyztc1jp 178 4 one one CD cord-258170-kyztc1jp 178 5 - - HYPH cord-258170-kyztc1jp 178 6 time time NN cord-258170-kyztc1jp 178 7 process process NN cord-258170-kyztc1jp 178 8 that that WDT cord-258170-kyztc1jp 178 9 was be VBD cord-258170-kyztc1jp 178 10 repeated repeat VBN cord-258170-kyztc1jp 178 11 for for IN cord-258170-kyztc1jp 178 12 all all PDT cord-258170-kyztc1jp 178 13 the the DT cord-258170-kyztc1jp 178 14 frames frame NNS cord-258170-kyztc1jp 178 15 in in IN cord-258170-kyztc1jp 178 16 the the DT cord-258170-kyztc1jp 178 17 video video NN cord-258170-kyztc1jp 178 18 . . . cord-258170-kyztc1jp 179 1 Next next RB cord-258170-kyztc1jp 179 2 , , , cord-258170-kyztc1jp 179 3 three three CD cord-258170-kyztc1jp 179 4 points point NNS cord-258170-kyztc1jp 179 5 were be VBD cord-258170-kyztc1jp 179 6 chosen choose VBN cord-258170-kyztc1jp 179 7 to to TO cord-258170-kyztc1jp 179 8 define define VB cord-258170-kyztc1jp 179 9 a a DT cord-258170-kyztc1jp 179 10 6 6 CD cord-258170-kyztc1jp 179 11 ft ft NN cord-258170-kyztc1jp 179 12 ( ( -LRB- cord-258170-kyztc1jp 179 13 approximately approximately RB cord-258170-kyztc1jp 179 14 180 180 CD cord-258170-kyztc1jp 179 15 cm cm NNS cord-258170-kyztc1jp 179 16 ) ) -RRB- cord-258170-kyztc1jp 179 17 distance distance NN cord-258170-kyztc1jp 179 18 in in IN cord-258170-kyztc1jp 179 19 both both CC cord-258170-kyztc1jp 179 20 the the DT cord-258170-kyztc1jp 179 21 vertical vertical JJ cord-258170-kyztc1jp 179 22 and and CC cord-258170-kyztc1jp 179 23 horizontal horizontal JJ cord-258170-kyztc1jp 179 24 directions direction NNS cord-258170-kyztc1jp 179 25 , , , cord-258170-kyztc1jp 179 26 forming form VBG cord-258170-kyztc1jp 179 27 lines line NNS cord-258170-kyztc1jp 179 28 parallel parallel JJ cord-258170-kyztc1jp 179 29 to to IN cord-258170-kyztc1jp 179 30 the the DT cord-258170-kyztc1jp 179 31 ROI ROI NNP cord-258170-kyztc1jp 179 32 . . . cord-258170-kyztc1jp 180 1 From from IN cord-258170-kyztc1jp 180 2 these these DT cord-258170-kyztc1jp 180 3 three three CD cord-258170-kyztc1jp 180 4 points point NNS cord-258170-kyztc1jp 180 5 , , , cord-258170-kyztc1jp 180 6 a a DT cord-258170-kyztc1jp 180 7 scaling scale VBG cord-258170-kyztc1jp 180 8 factor factor NN cord-258170-kyztc1jp 180 9 was be VBD cord-258170-kyztc1jp 180 10 calculated calculate VBN cord-258170-kyztc1jp 180 11 for for IN cord-258170-kyztc1jp 180 12 use use NN cord-258170-kyztc1jp 180 13 in in IN cord-258170-kyztc1jp 180 14 the the DT cord-258170-kyztc1jp 180 15 top top RB cord-258170-kyztc1jp 180 16 - - HYPH cord-258170-kyztc1jp 180 17 down down NN cord-258170-kyztc1jp 180 18 ( ( -LRB- cord-258170-kyztc1jp 180 19 bird bird NN cord-258170-kyztc1jp 180 20 's 's POS cord-258170-kyztc1jp 180 21 eye eye NN cord-258170-kyztc1jp 180 22 ) ) -RRB- cord-258170-kyztc1jp 180 23 view view NN cord-258170-kyztc1jp 180 24 in in IN cord-258170-kyztc1jp 180 25 both both DT cord-258170-kyztc1jp 180 26 directions direction NNS cord-258170-kyztc1jp 180 27 to to TO cord-258170-kyztc1jp 180 28 determine determine VB cord-258170-kyztc1jp 180 29 how how WRB cord-258170-kyztc1jp 180 30 many many JJ cord-258170-kyztc1jp 180 31 pixels pixel NNS cord-258170-kyztc1jp 180 32 corresponded correspond VBD cord-258170-kyztc1jp 180 33 to to IN cord-258170-kyztc1jp 180 34 6 6 CD cord-258170-kyztc1jp 180 35 ft ft NN cord-258170-kyztc1jp 180 36 in in IN cord-258170-kyztc1jp 180 37 real real JJ cord-258170-kyztc1jp 180 38 - - HYPH cord-258170-kyztc1jp 180 39 world world NN cord-258170-kyztc1jp 180 40 coordinates coordinate NNS cord-258170-kyztc1jp 180 41 . . . cord-258170-kyztc1jp 181 1 In in IN cord-258170-kyztc1jp 181 2 the the DT cord-258170-kyztc1jp 181 3 second second JJ cord-258170-kyztc1jp 181 4 step step NN cord-258170-kyztc1jp 181 5 , , , cord-258170-kyztc1jp 181 6 we -PRON- PRP cord-258170-kyztc1jp 181 7 applied apply VBD cord-258170-kyztc1jp 181 8 object object NN cord-258170-kyztc1jp 181 9 detection detection NN cord-258170-kyztc1jp 181 10 models model NNS cord-258170-kyztc1jp 181 11 to to TO cord-258170-kyztc1jp 181 12 detect detect VB cord-258170-kyztc1jp 181 13 pedestrians pedestrian NNS cord-258170-kyztc1jp 181 14 and and CC cord-258170-kyztc1jp 181 15 draw draw VB cord-258170-kyztc1jp 181 16 a a DT cord-258170-kyztc1jp 181 17 bounding bound VBG cord-258170-kyztc1jp 181 18 box box NN cord-258170-kyztc1jp 181 19 around around IN cord-258170-kyztc1jp 181 20 each each DT cord-258170-kyztc1jp 181 21 of of IN cord-258170-kyztc1jp 181 22 them -PRON- PRP cord-258170-kyztc1jp 181 23 . . . cord-258170-kyztc1jp 182 1 As as IN cord-258170-kyztc1jp 182 2 mentioned mention VBN cord-258170-kyztc1jp 182 3 , , , cord-258170-kyztc1jp 182 4 we -PRON- PRP cord-258170-kyztc1jp 182 5 applied apply VBD cord-258170-kyztc1jp 182 6 NMS NMS NNP cord-258170-kyztc1jp 182 7 and and CC cord-258170-kyztc1jp 182 8 other other JJ cord-258170-kyztc1jp 182 9 rule rule NN cord-258170-kyztc1jp 182 10 - - HYPH cord-258170-kyztc1jp 182 11 based base VBN cord-258170-kyztc1jp 182 12 heuristics heuristic NNS cord-258170-kyztc1jp 182 13 as as IN cord-258170-kyztc1jp 182 14 part part NN cord-258170-kyztc1jp 182 15 of of IN cord-258170-kyztc1jp 182 16 the the DT cord-258170-kyztc1jp 182 17 minimal minimal JJ cord-258170-kyztc1jp 182 18 post post NN cord-258170-kyztc1jp 182 19 - - JJ cord-258170-kyztc1jp 182 20 processing processing NN cord-258170-kyztc1jp 182 21 on on IN cord-258170-kyztc1jp 182 22 the the DT cord-258170-kyztc1jp 182 23 output output NN cord-258170-kyztc1jp 182 24 bounding bound VBG cord-258170-kyztc1jp 182 25 boxes box NNS cord-258170-kyztc1jp 182 26 to to TO cord-258170-kyztc1jp 182 27 reduce reduce VB cord-258170-kyztc1jp 182 28 the the DT cord-258170-kyztc1jp 182 29 possibility possibility NN cord-258170-kyztc1jp 182 30 of of IN cord-258170-kyztc1jp 182 31 over over IN cord-258170-kyztc1jp 182 32 - - HYPH cord-258170-kyztc1jp 182 33 fitting fitting NN cord-258170-kyztc1jp 182 34 . . . cord-258170-kyztc1jp 183 1 After after IN cord-258170-kyztc1jp 183 2 the the DT cord-258170-kyztc1jp 183 3 pedestrians pedestrian NNS cord-258170-kyztc1jp 183 4 were be VBD cord-258170-kyztc1jp 183 5 located locate VBN cord-258170-kyztc1jp 183 6 , , , cord-258170-kyztc1jp 183 7 their -PRON- PRP$ cord-258170-kyztc1jp 183 8 positions position NNS cord-258170-kyztc1jp 183 9 were be VBD cord-258170-kyztc1jp 183 10 transformed transform VBN cord-258170-kyztc1jp 183 11 into into IN cord-258170-kyztc1jp 183 12 real real JJ cord-258170-kyztc1jp 183 13 - - HYPH cord-258170-kyztc1jp 183 14 world world NN cord-258170-kyztc1jp 183 15 coordinates coordinate VBZ cord-258170-kyztc1jp 183 16 through through IN cord-258170-kyztc1jp 183 17 bird bird NN cord-258170-kyztc1jp 183 18 's 's POS cord-258170-kyztc1jp 183 19 eye eye NN cord-258170-kyztc1jp 183 20 view view NN cord-258170-kyztc1jp 183 21 transformation transformation NN cord-258170-kyztc1jp 183 22 . . . cord-258170-kyztc1jp 184 1 The the DT cord-258170-kyztc1jp 184 2 pre pre JJ cord-258170-kyztc1jp 184 3 - - JJ cord-258170-kyztc1jp 184 4 trained trained JJ cord-258170-kyztc1jp 184 5 object object NN cord-258170-kyztc1jp 184 6 detection detection NN cord-258170-kyztc1jp 184 7 models model NNS cord-258170-kyztc1jp 184 8 optimized optimize VBN cord-258170-kyztc1jp 184 9 on on IN cord-258170-kyztc1jp 184 10 MS MS NNP cord-258170-kyztc1jp 184 11 COCO COCO NNP cord-258170-kyztc1jp 185 1 ( ( -LRB- cord-258170-kyztc1jp 185 2 Lin Lin NNP cord-258170-kyztc1jp 185 3 et et NNP cord-258170-kyztc1jp 185 4 al al NNP cord-258170-kyztc1jp 185 5 . . NNP cord-258170-kyztc1jp 185 6 , , , cord-258170-kyztc1jp 185 7 2014 2014 CD cord-258170-kyztc1jp 185 8 ) ) -RRB- cord-258170-kyztc1jp 185 9 and and CC cord-258170-kyztc1jp 185 10 PASCAL PASCAL NNP cord-258170-kyztc1jp 185 11 VOC VOC NNP cord-258170-kyztc1jp 186 1 ( ( -LRB- cord-258170-kyztc1jp 186 2 Everingham Everingham NNP cord-258170-kyztc1jp 186 3 et et FW cord-258170-kyztc1jp 186 4 al al NNP cord-258170-kyztc1jp 186 5 . . NNP cord-258170-kyztc1jp 186 6 , , , cord-258170-kyztc1jp 186 7 2010 2010 CD cord-258170-kyztc1jp 186 8 ) ) -RRB- cord-258170-kyztc1jp 187 1 datasets dataset NNS cord-258170-kyztc1jp 187 2 were be VBD cord-258170-kyztc1jp 187 3 implemented implement VBN cord-258170-kyztc1jp 187 4 using use VBG cord-258170-kyztc1jp 187 5 PyTorch PyTorch NNP cord-258170-kyztc1jp 187 6 and and CC cord-258170-kyztc1jp 187 7 TensorFlow TensorFlow NNP cord-258170-kyztc1jp 187 8 . . . cord-258170-kyztc1jp 188 1 More more RBR cord-258170-kyztc1jp 188 2 particularly particularly RB cord-258170-kyztc1jp 188 3 , , , cord-258170-kyztc1jp 188 4 the the DT cord-258170-kyztc1jp 188 5 Detectron2 Detectron2 NNP cord-258170-kyztc1jp 188 6 API api NN cord-258170-kyztc1jp 188 7 from from IN cord-258170-kyztc1jp 188 8 the the DT cord-258170-kyztc1jp 188 9 PyTorch PyTorch NNP cord-258170-kyztc1jp 188 10 and and CC cord-258170-kyztc1jp 188 11 TensorFlow TensorFlow NNP cord-258170-kyztc1jp 188 12 object object NN cord-258170-kyztc1jp 188 13 detection detection NN cord-258170-kyztc1jp 188 14 API api NN cord-258170-kyztc1jp 188 15 was be VBD cord-258170-kyztc1jp 188 16 used use VBN cord-258170-kyztc1jp 188 17 . . . cord-258170-kyztc1jp 189 1 We -PRON- PRP cord-258170-kyztc1jp 189 2 conducted conduct VBD cord-258170-kyztc1jp 189 3 experiments experiment NNS cord-258170-kyztc1jp 189 4 in in IN cord-258170-kyztc1jp 189 5 the the DT cord-258170-kyztc1jp 189 6 Google Google NNP cord-258170-kyztc1jp 189 7 Colab Colab NNP cord-258170-kyztc1jp 189 8 notebook notebook NN cord-258170-kyztc1jp 189 9 environment environment NN cord-258170-kyztc1jp 189 10 , , , cord-258170-kyztc1jp 189 11 which which WDT cord-258170-kyztc1jp 189 12 provides provide VBZ cord-258170-kyztc1jp 189 13 free free JJ cord-258170-kyztc1jp 189 14 GPU GPU NNP cord-258170-kyztc1jp 189 15 access access NN cord-258170-kyztc1jp 189 16 . . . cord-258170-kyztc1jp 190 1 It -PRON- PRP cord-258170-kyztc1jp 190 2 currently currently RB cord-258170-kyztc1jp 190 3 offers offer VBZ cord-258170-kyztc1jp 190 4 an an DT cord-258170-kyztc1jp 190 5 NVIDIA NVIDIA NNP cord-258170-kyztc1jp 190 6 Tesla Tesla NNP cord-258170-kyztc1jp 190 7 P100 P100 NNP cord-258170-kyztc1jp 190 8 GPU GPU NNP cord-258170-kyztc1jp 190 9 with with IN cord-258170-kyztc1jp 190 10 16 16 CD cord-258170-kyztc1jp 190 11 GB GB NNP cord-258170-kyztc1jp 190 12 RAM RAM NNP cord-258170-kyztc1jp 190 13 , , , cord-258170-kyztc1jp 190 14 and and CC cord-258170-kyztc1jp 190 15 is be VBZ cord-258170-kyztc1jp 190 16 equipped equip VBN cord-258170-kyztc1jp 190 17 with with IN cord-258170-kyztc1jp 190 18 pre pre VBN cord-258170-kyztc1jp 190 19 - - VBN cord-258170-kyztc1jp 190 20 installed instal VBN cord-258170-kyztc1jp 190 21 Python Python NNP cord-258170-kyztc1jp 190 22 3.x 3.x CD cord-258170-kyztc1jp 190 23 packages package NNS cord-258170-kyztc1jp 190 24 , , , cord-258170-kyztc1jp 190 25 PyTorch PyTorch NNP cord-258170-kyztc1jp 190 26 , , , cord-258170-kyztc1jp 190 27 and and CC cord-258170-kyztc1jp 190 28 the the DT cord-258170-kyztc1jp 190 29 Keras Keras NNP cord-258170-kyztc1jp 190 30 API API NNP cord-258170-kyztc1jp 190 31 with with IN cord-258170-kyztc1jp 190 32 a a DT cord-258170-kyztc1jp 190 33 TensorFlow TensorFlow NNP cord-258170-kyztc1jp 190 34 backend backend NN cord-258170-kyztc1jp 190 35 . . . cord-258170-kyztc1jp 191 1 In in IN cord-258170-kyztc1jp 191 2 the the DT cord-258170-kyztc1jp 191 3 third third JJ cord-258170-kyztc1jp 191 4 step step NN cord-258170-kyztc1jp 191 5 , , , cord-258170-kyztc1jp 191 6 we -PRON- PRP cord-258170-kyztc1jp 191 7 conducted conduct VBD cord-258170-kyztc1jp 191 8 social social JJ cord-258170-kyztc1jp 191 9 distancing distancing NN cord-258170-kyztc1jp 191 10 monitoring monitoring NN cord-258170-kyztc1jp 191 11 by by IN cord-258170-kyztc1jp 191 12 calculating calculate VBG cord-258170-kyztc1jp 191 13 the the DT cord-258170-kyztc1jp 191 14 distance distance NN cord-258170-kyztc1jp 191 15 between between IN cord-258170-kyztc1jp 191 16 each each DT cord-258170-kyztc1jp 191 17 pair pair NN cord-258170-kyztc1jp 191 18 of of IN cord-258170-kyztc1jp 191 19 pedestrians pedestrian NNS cord-258170-kyztc1jp 191 20 by by IN cord-258170-kyztc1jp 191 21 measuring measure VBG cord-258170-kyztc1jp 191 22 from from IN cord-258170-kyztc1jp 191 23 the the DT cord-258170-kyztc1jp 191 24 bottom bottom JJ cord-258170-kyztc1jp 191 25 center center NN cord-258170-kyztc1jp 191 26 point point NN cord-258170-kyztc1jp 191 27 of of IN cord-258170-kyztc1jp 191 28 each each DT cord-258170-kyztc1jp 191 29 pedestrian pedestrian NN cord-258170-kyztc1jp 191 30 's 's POS cord-258170-kyztc1jp 191 31 bounding bound VBG cord-258170-kyztc1jp 191 32 box box NN cord-258170-kyztc1jp 191 33 . . . cord-258170-kyztc1jp 192 1 The the DT cord-258170-kyztc1jp 192 2 statics static NNS cord-258170-kyztc1jp 192 3 related relate VBN cord-258170-kyztc1jp 192 4 to to IN cord-258170-kyztc1jp 192 5 the the DT cord-258170-kyztc1jp 192 6 total total JJ cord-258170-kyztc1jp 192 7 number number NN cord-258170-kyztc1jp 192 8 of of IN cord-258170-kyztc1jp 192 9 violations violation NNS cord-258170-kyztc1jp 192 10 and and CC cord-258170-kyztc1jp 192 11 the the DT cord-258170-kyztc1jp 192 12 level level NN cord-258170-kyztc1jp 192 13 of of IN cord-258170-kyztc1jp 192 14 risk risk NN cord-258170-kyztc1jp 192 15 for for IN cord-258170-kyztc1jp 192 16 individuals individual NNS cord-258170-kyztc1jp 192 17 were be VBD cord-258170-kyztc1jp 192 18 recorded record VBN cord-258170-kyztc1jp 192 19 over over IN cord-258170-kyztc1jp 192 20 time time NN cord-258170-kyztc1jp 192 21 . . . cord-258170-kyztc1jp 193 1 In in IN cord-258170-kyztc1jp 193 2 subsequent subsequent JJ cord-258170-kyztc1jp 193 3 sections section NNS cord-258170-kyztc1jp 193 4 , , , cord-258170-kyztc1jp 193 5 we -PRON- PRP cord-258170-kyztc1jp 193 6 present present VBP cord-258170-kyztc1jp 193 7 the the DT cord-258170-kyztc1jp 193 8 metrics metric NNS cord-258170-kyztc1jp 193 9 for for IN cord-258170-kyztc1jp 193 10 evaluation evaluation NN cord-258170-kyztc1jp 193 11 and and CC cord-258170-kyztc1jp 193 12 the the DT cord-258170-kyztc1jp 193 13 experimental experimental JJ cord-258170-kyztc1jp 193 14 results result NNS cord-258170-kyztc1jp 193 15 with with IN cord-258170-kyztc1jp 193 16 discussion discussion NN cord-258170-kyztc1jp 193 17 . . . cord-258170-kyztc1jp 194 1 For for IN cord-258170-kyztc1jp 194 2 various various JJ cord-258170-kyztc1jp 194 3 annotated annotate VBN cord-258170-kyztc1jp 194 4 datasets dataset NNS cord-258170-kyztc1jp 194 5 such such JJ cord-258170-kyztc1jp 194 6 as as IN cord-258170-kyztc1jp 194 7 PASCAL PASCAL NNP cord-258170-kyztc1jp 194 8 VOC VOC NNP cord-258170-kyztc1jp 195 1 ( ( -LRB- cord-258170-kyztc1jp 195 2 Everingham Everingham NNP cord-258170-kyztc1jp 195 3 et et FW cord-258170-kyztc1jp 195 4 al al NNP cord-258170-kyztc1jp 195 5 . . NNP cord-258170-kyztc1jp 195 6 , , , cord-258170-kyztc1jp 195 7 2010 2010 CD cord-258170-kyztc1jp 195 8 ) ) -RRB- cord-258170-kyztc1jp 195 9 and and CC cord-258170-kyztc1jp 195 10 MS MS NNP cord-258170-kyztc1jp 195 11 COCO COCO NNP cord-258170-kyztc1jp 196 1 ( ( -LRB- cord-258170-kyztc1jp 196 2 Lin Lin NNP cord-258170-kyztc1jp 196 3 et et NNP cord-258170-kyztc1jp 196 4 al al NNP cord-258170-kyztc1jp 196 5 . . NNP cord-258170-kyztc1jp 196 6 , , , cord-258170-kyztc1jp 196 7 2014 2014 CD cord-258170-kyztc1jp 196 8 ) ) -RRB- cord-258170-kyztc1jp 196 9 , , , cord-258170-kyztc1jp 196 10 and and CC cord-258170-kyztc1jp 196 11 their -PRON- PRP$ cord-258170-kyztc1jp 196 12 relevant relevant JJ cord-258170-kyztc1jp 196 13 object object NN cord-258170-kyztc1jp 196 14 detection detection NN cord-258170-kyztc1jp 196 15 challenges challenge NNS cord-258170-kyztc1jp 196 16 , , , cord-258170-kyztc1jp 196 17 the the DT cord-258170-kyztc1jp 196 18 most most RBS cord-258170-kyztc1jp 196 19 widely widely RB cord-258170-kyztc1jp 196 20 used use VBN cord-258170-kyztc1jp 196 21 performance performance NN cord-258170-kyztc1jp 196 22 metric metric NN cord-258170-kyztc1jp 196 23 for for IN cord-258170-kyztc1jp 196 24 estimating estimate VBG cord-258170-kyztc1jp 196 25 detection detection NN cord-258170-kyztc1jp 196 26 accuracy accuracy NN cord-258170-kyztc1jp 196 27 was be VBD cord-258170-kyztc1jp 196 28 the the DT cord-258170-kyztc1jp 196 29 average average JJ cord-258170-kyztc1jp 196 30 precision precision NN cord-258170-kyztc1jp 196 31 ( ( -LRB- cord-258170-kyztc1jp 196 32 AP AP NNP cord-258170-kyztc1jp 196 33 ) ) -RRB- cord-258170-kyztc1jp 196 34 . . . cord-258170-kyztc1jp 197 1 In in IN cord-258170-kyztc1jp 197 2 this this DT cord-258170-kyztc1jp 197 3 study study NN cord-258170-kyztc1jp 197 4 , , , cord-258170-kyztc1jp 197 5 we -PRON- PRP cord-258170-kyztc1jp 197 6 use use VBP cord-258170-kyztc1jp 197 7 similar similar JJ cord-258170-kyztc1jp 197 8 metrics metric NNS cord-258170-kyztc1jp 197 9 to to TO cord-258170-kyztc1jp 197 10 demonstrate demonstrate VB cord-258170-kyztc1jp 197 11 the the DT cord-258170-kyztc1jp 197 12 performance performance NN cord-258170-kyztc1jp 197 13 of of IN cord-258170-kyztc1jp 197 14 our -PRON- PRP$ cord-258170-kyztc1jp 197 15 social social JJ cord-258170-kyztc1jp 197 16 distancing distancing NN cord-258170-kyztc1jp 197 17 framework framework NN cord-258170-kyztc1jp 197 18 . . . cord-258170-kyztc1jp 198 1 In in IN cord-258170-kyztc1jp 198 2 particular particular JJ cord-258170-kyztc1jp 198 3 , , , cord-258170-kyztc1jp 198 4 the the DT cord-258170-kyztc1jp 198 5 object object NN cord-258170-kyztc1jp 198 6 detection detection NN cord-258170-kyztc1jp 198 7 metrics metric NNS cord-258170-kyztc1jp 198 8 provide provide VBP cord-258170-kyztc1jp 198 9 an an DT cord-258170-kyztc1jp 198 10 estimate estimate NN cord-258170-kyztc1jp 198 11 of of IN cord-258170-kyztc1jp 198 12 how how WRB cord-258170-kyztc1jp 198 13 well well RB cord-258170-kyztc1jp 198 14 our -PRON- PRP$ cord-258170-kyztc1jp 198 15 model model NN cord-258170-kyztc1jp 198 16 performs perform VBZ cord-258170-kyztc1jp 198 17 on on IN cord-258170-kyztc1jp 198 18 a a DT cord-258170-kyztc1jp 198 19 person person NN cord-258170-kyztc1jp 198 20 detection detection NN cord-258170-kyztc1jp 198 21 task task NN cord-258170-kyztc1jp 198 22 in in IN cord-258170-kyztc1jp 198 23 mass mass NN cord-258170-kyztc1jp 198 24 surveillance surveillance NN cord-258170-kyztc1jp 198 25 areas area NNS cord-258170-kyztc1jp 198 26 . . . cord-258170-kyztc1jp 199 1 In in IN cord-258170-kyztc1jp 199 2 this this DT cord-258170-kyztc1jp 199 3 context context NN cord-258170-kyztc1jp 199 4 , , , cord-258170-kyztc1jp 199 5 it -PRON- PRP cord-258170-kyztc1jp 199 6 is be VBZ cord-258170-kyztc1jp 199 7 important important JJ cord-258170-kyztc1jp 199 8 to to TO cord-258170-kyztc1jp 199 9 distinguish distinguish VB cord-258170-kyztc1jp 199 10 between between IN cord-258170-kyztc1jp 199 11 correct correct JJ cord-258170-kyztc1jp 199 12 and and CC cord-258170-kyztc1jp 199 13 incorrect incorrect JJ cord-258170-kyztc1jp 199 14 detections detection NNS cord-258170-kyztc1jp 199 15 . . . cord-258170-kyztc1jp 200 1 A a DT cord-258170-kyztc1jp 200 2 common common JJ cord-258170-kyztc1jp 200 3 way way NN cord-258170-kyztc1jp 200 4 to to TO cord-258170-kyztc1jp 200 5 do do VB cord-258170-kyztc1jp 200 6 this this DT cord-258170-kyztc1jp 200 7 is be VBZ cord-258170-kyztc1jp 200 8 to to TO cord-258170-kyztc1jp 200 9 use use VB cord-258170-kyztc1jp 200 10 the the DT cord-258170-kyztc1jp 200 11 intersection intersection NN cord-258170-kyztc1jp 200 12 over over IN cord-258170-kyztc1jp 200 13 union union NN cord-258170-kyztc1jp 200 14 ( ( -LRB- cord-258170-kyztc1jp 200 15 IoU iou NN cord-258170-kyztc1jp 200 16 ) ) -RRB- cord-258170-kyztc1jp 200 17 metric metric NN cord-258170-kyztc1jp 200 18 . . . cord-258170-kyztc1jp 201 1 IoU IoU NNP cord-258170-kyztc1jp 201 2 , , , cord-258170-kyztc1jp 201 3 also also RB cord-258170-kyztc1jp 201 4 referred refer VBD cord-258170-kyztc1jp 201 5 to to IN cord-258170-kyztc1jp 201 6 as as IN cord-258170-kyztc1jp 201 7 the the DT cord-258170-kyztc1jp 201 8 Jaccard Jaccard NNP cord-258170-kyztc1jp 201 9 Index Index NNP cord-258170-kyztc1jp 201 10 , , , cord-258170-kyztc1jp 201 11 is be VBZ cord-258170-kyztc1jp 201 12 used use VBN cord-258170-kyztc1jp 201 13 to to TO cord-258170-kyztc1jp 201 14 measure measure VB cord-258170-kyztc1jp 201 15 the the DT cord-258170-kyztc1jp 201 16 similarity similarity NN cord-258170-kyztc1jp 201 17 between between IN cord-258170-kyztc1jp 201 18 two two CD cord-258170-kyztc1jp 201 19 datasets dataset NNS cord-258170-kyztc1jp 201 20 ( ( -LRB- cord-258170-kyztc1jp 201 21 Jaccard Jaccard NNP cord-258170-kyztc1jp 201 22 , , , cord-258170-kyztc1jp 201 23 1901 1901 CD cord-258170-kyztc1jp 201 24 ) ) -RRB- cord-258170-kyztc1jp 201 25 . . . cord-258170-kyztc1jp 202 1 In in IN cord-258170-kyztc1jp 202 2 the the DT cord-258170-kyztc1jp 202 3 context context NN cord-258170-kyztc1jp 202 4 of of IN cord-258170-kyztc1jp 202 5 object object NN cord-258170-kyztc1jp 202 6 detection detection NN cord-258170-kyztc1jp 202 7 , , , cord-258170-kyztc1jp 202 8 it -PRON- PRP cord-258170-kyztc1jp 202 9 provides provide VBZ cord-258170-kyztc1jp 202 10 a a DT cord-258170-kyztc1jp 202 11 measure measure NN cord-258170-kyztc1jp 202 12 of of IN cord-258170-kyztc1jp 202 13 the the DT cord-258170-kyztc1jp 202 14 similarity similarity NN cord-258170-kyztc1jp 202 15 between between IN cord-258170-kyztc1jp 202 16 the the DT cord-258170-kyztc1jp 202 17 ground ground NN cord-258170-kyztc1jp 202 18 truth truth NN cord-258170-kyztc1jp 202 19 bounding bound VBG cord-258170-kyztc1jp 202 20 box box NN cord-258170-kyztc1jp 202 21 and and CC cord-258170-kyztc1jp 202 22 the the DT cord-258170-kyztc1jp 202 23 predicted predict VBN cord-258170-kyztc1jp 202 24 bounding bound VBG cord-258170-kyztc1jp 202 25 box box NN cord-258170-kyztc1jp 202 26 as as IN cord-258170-kyztc1jp 202 27 a a DT cord-258170-kyztc1jp 202 28 measurement measurement NN cord-258170-kyztc1jp 202 29 for for IN cord-258170-kyztc1jp 202 30 the the DT cord-258170-kyztc1jp 202 31 quality quality NN cord-258170-kyztc1jp 202 32 of of IN cord-258170-kyztc1jp 202 33 the the DT cord-258170-kyztc1jp 202 34 prediction prediction NN cord-258170-kyztc1jp 202 35 . . . cord-258170-kyztc1jp 203 1 The the DT cord-258170-kyztc1jp 203 2 value value NN cord-258170-kyztc1jp 203 3 of of IN cord-258170-kyztc1jp 203 4 IoU iou NN cord-258170-kyztc1jp 203 5 varies vary VBZ cord-258170-kyztc1jp 203 6 from from IN cord-258170-kyztc1jp 203 7 0 0 CD cord-258170-kyztc1jp 203 8 to to IN cord-258170-kyztc1jp 203 9 1 1 CD cord-258170-kyztc1jp 203 10 . . . cord-258170-kyztc1jp 204 1 The the DT cord-258170-kyztc1jp 204 2 closer close RBR cord-258170-kyztc1jp 204 3 the the DT cord-258170-kyztc1jp 204 4 bounding bound VBG cord-258170-kyztc1jp 204 5 boxes box NNS cord-258170-kyztc1jp 204 6 , , , cord-258170-kyztc1jp 204 7 the the DT cord-258170-kyztc1jp 204 8 higher high JJR cord-258170-kyztc1jp 204 9 the the DT cord-258170-kyztc1jp 204 10 value value NN cord-258170-kyztc1jp 204 11 of of IN cord-258170-kyztc1jp 204 12 IoU. iou. NN cord-258170-kyztc1jp 204 13 Specifically specifically RB cord-258170-kyztc1jp 205 1 , , , cord-258170-kyztc1jp 205 2 the the DT cord-258170-kyztc1jp 205 3 IoU iou NN cord-258170-kyztc1jp 205 4 estimates estimate VBZ cord-258170-kyztc1jp 205 5 the the DT cord-258170-kyztc1jp 205 6 overlap overlap NN cord-258170-kyztc1jp 205 7 of of IN cord-258170-kyztc1jp 205 8 ground ground NN cord-258170-kyztc1jp 205 9 truth truth NN cord-258170-kyztc1jp 205 10 ( ( -LRB- cord-258170-kyztc1jp 205 11 bboxgt bboxgt NNP cord-258170-kyztc1jp 205 12 ) ) -RRB- cord-258170-kyztc1jp 205 13 and and CC cord-258170-kyztc1jp 205 14 predicted predict VBD cord-258170-kyztc1jp 205 15 ( ( -LRB- cord-258170-kyztc1jp 205 16 bboxp bboxp NNP cord-258170-kyztc1jp 205 17 ) ) -RRB- cord-258170-kyztc1jp 205 18 bounding bound VBG cord-258170-kyztc1jp 205 19 boxes box NNS cord-258170-kyztc1jp 205 20 over over IN cord-258170-kyztc1jp 205 21 the the DT cord-258170-kyztc1jp 205 22 area area NN cord-258170-kyztc1jp 205 23 obtained obtain VBN cord-258170-kyztc1jp 205 24 by by IN cord-258170-kyztc1jp 205 25 their -PRON- PRP$ cord-258170-kyztc1jp 205 26 union union NN cord-258170-kyztc1jp 205 27 , , , cord-258170-kyztc1jp 205 28 as as IN cord-258170-kyztc1jp 205 29 illustrated illustrate VBN cord-258170-kyztc1jp 205 30 in in IN cord-258170-kyztc1jp 205 31 the the DT cord-258170-kyztc1jp 205 32 following following JJ cord-258170-kyztc1jp 205 33 equation equation NN cord-258170-kyztc1jp 205 34 and and CC cord-258170-kyztc1jp 205 35 Fig Fig NNP cord-258170-kyztc1jp 205 36 . . . cord-258170-kyztc1jp 206 1 9 9 LS cord-258170-kyztc1jp 206 2 . . . cord-258170-kyztc1jp 207 1 Fig Fig NNP cord-258170-kyztc1jp 207 2 . . NNP cord-258170-kyztc1jp 207 3 9 9 CD cord-258170-kyztc1jp 207 4 . . . cord-258170-kyztc1jp 208 1 Illustrating illustrate VBG cord-258170-kyztc1jp 208 2 intersection intersection NN cord-258170-kyztc1jp 208 3 over over IN cord-258170-kyztc1jp 208 4 union union NN cord-258170-kyztc1jp 208 5 ( ( -LRB- cord-258170-kyztc1jp 208 6 IoU iou NN cord-258170-kyztc1jp 208 7 ) ) -RRB- cord-258170-kyztc1jp 208 8 Now now RB cord-258170-kyztc1jp 208 9 , , , cord-258170-kyztc1jp 208 10 after after IN cord-258170-kyztc1jp 208 11 computing compute VBG cord-258170-kyztc1jp 208 12 the the DT cord-258170-kyztc1jp 208 13 IoU iou NN cord-258170-kyztc1jp 208 14 for for IN cord-258170-kyztc1jp 208 15 each each DT cord-258170-kyztc1jp 208 16 detection detection NN cord-258170-kyztc1jp 208 17 , , , cord-258170-kyztc1jp 208 18 we -PRON- PRP cord-258170-kyztc1jp 208 19 compared compare VBD cord-258170-kyztc1jp 208 20 it -PRON- PRP cord-258170-kyztc1jp 208 21 with with IN cord-258170-kyztc1jp 208 22 a a DT cord-258170-kyztc1jp 208 23 given give VBN cord-258170-kyztc1jp 208 24 threshold threshold NN cord-258170-kyztc1jp 208 25 , , , cord-258170-kyztc1jp 208 26 Tth Tth NNP cord-258170-kyztc1jp 208 27 , , , cord-258170-kyztc1jp 208 28 to to TO cord-258170-kyztc1jp 208 29 obtain obtain VB cord-258170-kyztc1jp 208 30 a a DT cord-258170-kyztc1jp 208 31 classification classification NN cord-258170-kyztc1jp 208 32 for for IN cord-258170-kyztc1jp 208 33 the the DT cord-258170-kyztc1jp 208 34 detection detection NN cord-258170-kyztc1jp 208 35 . . . cord-258170-kyztc1jp 209 1 If if IN cord-258170-kyztc1jp 209 2 the the DT cord-258170-kyztc1jp 209 3 value value NN cord-258170-kyztc1jp 209 4 of of IN cord-258170-kyztc1jp 209 5 IoU iou NN cord-258170-kyztc1jp 209 6 was be VBD cord-258170-kyztc1jp 209 7 above above IN cord-258170-kyztc1jp 209 8 the the DT cord-258170-kyztc1jp 209 9 threshold threshold NN cord-258170-kyztc1jp 209 10 , , , cord-258170-kyztc1jp 209 11 the the DT cord-258170-kyztc1jp 209 12 detection detection NN cord-258170-kyztc1jp 209 13 was be VBD cord-258170-kyztc1jp 209 14 considered consider VBN cord-258170-kyztc1jp 209 15 as as IN cord-258170-kyztc1jp 209 16 a a DT cord-258170-kyztc1jp 209 17 positive positive JJ cord-258170-kyztc1jp 209 18 ( ( -LRB- cord-258170-kyztc1jp 209 19 correct correct JJ cord-258170-kyztc1jp 209 20 ) ) -RRB- cord-258170-kyztc1jp 209 21 prediction prediction NN cord-258170-kyztc1jp 209 22 . . . cord-258170-kyztc1jp 210 1 On on IN cord-258170-kyztc1jp 210 2 the the DT cord-258170-kyztc1jp 210 3 contrary contrary NN cord-258170-kyztc1jp 210 4 , , , cord-258170-kyztc1jp 210 5 if if IN cord-258170-kyztc1jp 210 6 the the DT cord-258170-kyztc1jp 210 7 value value NN cord-258170-kyztc1jp 210 8 of of IN cord-258170-kyztc1jp 210 9 IoU iou NN cord-258170-kyztc1jp 210 10 was be VBD cord-258170-kyztc1jp 210 11 below below IN cord-258170-kyztc1jp 210 12 the the DT cord-258170-kyztc1jp 210 13 threshold threshold NN cord-258170-kyztc1jp 210 14 , , , cord-258170-kyztc1jp 210 15 the the DT cord-258170-kyztc1jp 210 16 detection detection NN cord-258170-kyztc1jp 210 17 was be VBD cord-258170-kyztc1jp 210 18 considered consider VBN cord-258170-kyztc1jp 210 19 as as IN cord-258170-kyztc1jp 210 20 a a DT cord-258170-kyztc1jp 210 21 false false JJ cord-258170-kyztc1jp 210 22 ( ( -LRB- cord-258170-kyztc1jp 210 23 incorrect incorrect JJ cord-258170-kyztc1jp 210 24 ) ) -RRB- cord-258170-kyztc1jp 210 25 prediction prediction NN cord-258170-kyztc1jp 210 26 . . . cord-258170-kyztc1jp 211 1 More more RBR cord-258170-kyztc1jp 211 2 specifically specifically RB cord-258170-kyztc1jp 211 3 , , , cord-258170-kyztc1jp 211 4 the the DT cord-258170-kyztc1jp 211 5 predictions prediction NNS cord-258170-kyztc1jp 211 6 were be VBD cord-258170-kyztc1jp 211 7 categorized categorize VBN cord-258170-kyztc1jp 211 8 as as IN cord-258170-kyztc1jp 211 9 true true JJ cord-258170-kyztc1jp 211 10 positive positive JJ cord-258170-kyztc1jp 211 11 ( ( -LRB- cord-258170-kyztc1jp 211 12 TP TP NNP cord-258170-kyztc1jp 211 13 ) ) -RRB- cord-258170-kyztc1jp 211 14 , , , cord-258170-kyztc1jp 211 15 false false JJ cord-258170-kyztc1jp 211 16 positive positive JJ cord-258170-kyztc1jp 211 17 ( ( -LRB- cord-258170-kyztc1jp 211 18 FP FP NNP cord-258170-kyztc1jp 211 19 ) ) -RRB- cord-258170-kyztc1jp 211 20 , , , cord-258170-kyztc1jp 211 21 and and CC cord-258170-kyztc1jp 211 22 false false JJ cord-258170-kyztc1jp 211 23 negative negative JJ cord-258170-kyztc1jp 211 24 ( ( -LRB- cord-258170-kyztc1jp 211 25 FN FN NNP cord-258170-kyztc1jp 211 26 ) ) -RRB- cord-258170-kyztc1jp 211 27 . . . cord-258170-kyztc1jp 212 1 Intuitively intuitively RB cord-258170-kyztc1jp 212 2 , , , cord-258170-kyztc1jp 212 3 there there EX cord-258170-kyztc1jp 212 4 are be VBP cord-258170-kyztc1jp 212 5 two two CD cord-258170-kyztc1jp 212 6 cases case NNS cord-258170-kyztc1jp 212 7 that that WDT cord-258170-kyztc1jp 212 8 are be VBP cord-258170-kyztc1jp 212 9 deemed deem VBN cord-258170-kyztc1jp 212 10 as as IN cord-258170-kyztc1jp 212 11 FPs fp NNS cord-258170-kyztc1jp 212 12 . . . cord-258170-kyztc1jp 213 1 In in IN cord-258170-kyztc1jp 213 2 one one CD cord-258170-kyztc1jp 213 3 , , , cord-258170-kyztc1jp 213 4 the the DT cord-258170-kyztc1jp 213 5 object object NN cord-258170-kyztc1jp 213 6 is be VBZ cord-258170-kyztc1jp 213 7 present present JJ cord-258170-kyztc1jp 213 8 but but CC cord-258170-kyztc1jp 213 9 the the DT cord-258170-kyztc1jp 213 10 IoU iou NN cord-258170-kyztc1jp 213 11 is be VBZ cord-258170-kyztc1jp 213 12 less less JJR cord-258170-kyztc1jp 213 13 than than IN cord-258170-kyztc1jp 213 14 the the DT cord-258170-kyztc1jp 213 15 threshold threshold NN cord-258170-kyztc1jp 213 16 , , , cord-258170-kyztc1jp 213 17 and and CC cord-258170-kyztc1jp 213 18 in in IN cord-258170-kyztc1jp 213 19 the the DT cord-258170-kyztc1jp 213 20 other other JJ cord-258170-kyztc1jp 213 21 case case NN cord-258170-kyztc1jp 213 22 , , , cord-258170-kyztc1jp 213 23 the the DT cord-258170-kyztc1jp 213 24 object object NN cord-258170-kyztc1jp 213 25 is be VBZ cord-258170-kyztc1jp 213 26 not not RB cord-258170-kyztc1jp 213 27 present present JJ cord-258170-kyztc1jp 213 28 , , , cord-258170-kyztc1jp 213 29 but but CC cord-258170-kyztc1jp 213 30 the the DT cord-258170-kyztc1jp 213 31 model model NN cord-258170-kyztc1jp 213 32 detects detect VBZ cord-258170-kyztc1jp 213 33 one one CD cord-258170-kyztc1jp 213 34 . . . cord-258170-kyztc1jp 214 1 FN FN NNP cord-258170-kyztc1jp 214 2 refers refer VBZ cord-258170-kyztc1jp 214 3 to to IN cord-258170-kyztc1jp 214 4 the the DT cord-258170-kyztc1jp 214 5 case case NN cord-258170-kyztc1jp 214 6 where where WRB cord-258170-kyztc1jp 214 7 the the DT cord-258170-kyztc1jp 214 8 object object NN cord-258170-kyztc1jp 214 9 is be VBZ cord-258170-kyztc1jp 214 10 present present JJ cord-258170-kyztc1jp 214 11 , , , cord-258170-kyztc1jp 214 12 but but CC cord-258170-kyztc1jp 214 13 the the DT cord-258170-kyztc1jp 214 14 model model NN cord-258170-kyztc1jp 214 15 fails fail VBZ cord-258170-kyztc1jp 214 16 to to TO cord-258170-kyztc1jp 214 17 detect detect VB cord-258170-kyztc1jp 214 18 it -PRON- PRP cord-258170-kyztc1jp 214 19 . . . cord-258170-kyztc1jp 215 1 Based base VBN cord-258170-kyztc1jp 215 2 on on IN cord-258170-kyztc1jp 215 3 these these DT cord-258170-kyztc1jp 215 4 various various JJ cord-258170-kyztc1jp 215 5 prediction prediction NN cord-258170-kyztc1jp 215 6 types type NNS cord-258170-kyztc1jp 215 7 , , , cord-258170-kyztc1jp 215 8 precision precision NN cord-258170-kyztc1jp 215 9 and and CC cord-258170-kyztc1jp 215 10 recall recall NN cord-258170-kyztc1jp 215 11 values value NNS cord-258170-kyztc1jp 215 12 were be VBD cord-258170-kyztc1jp 215 13 calculated calculate VBN cord-258170-kyztc1jp 215 14 and and CC cord-258170-kyztc1jp 215 15 served serve VBD cord-258170-kyztc1jp 215 16 as as IN cord-258170-kyztc1jp 215 17 the the DT cord-258170-kyztc1jp 215 18 basis basis NN cord-258170-kyztc1jp 215 19 for for IN cord-258170-kyztc1jp 215 20 creating create VBG cord-258170-kyztc1jp 215 21 precision precision NN cord-258170-kyztc1jp 215 22 × × NN cord-258170-kyztc1jp 215 23 recall recall NN cord-258170-kyztc1jp 215 24 curves curve NNS cord-258170-kyztc1jp 215 25 and and CC cord-258170-kyztc1jp 215 26 computing computing NN cord-258170-kyztc1jp 215 27 mean mean UH cord-258170-kyztc1jp 215 28 AP AP NNP cord-258170-kyztc1jp 215 29 ( ( -LRB- cord-258170-kyztc1jp 215 30 mAP mAP NNP cord-258170-kyztc1jp 215 31 ) ) -RRB- cord-258170-kyztc1jp 215 32 . . . cord-258170-kyztc1jp 216 1 Precision precision NN cord-258170-kyztc1jp 216 2 refers refer VBZ cord-258170-kyztc1jp 216 3 to to IN cord-258170-kyztc1jp 216 4 the the DT cord-258170-kyztc1jp 216 5 model model NN cord-258170-kyztc1jp 216 6 's 's POS cord-258170-kyztc1jp 216 7 ability ability NN cord-258170-kyztc1jp 216 8 to to TO cord-258170-kyztc1jp 216 9 detect detect VB cord-258170-kyztc1jp 216 10 relevant relevant JJ cord-258170-kyztc1jp 216 11 objects object NNS cord-258170-kyztc1jp 216 12 and and CC cord-258170-kyztc1jp 216 13 was be VBD cord-258170-kyztc1jp 216 14 calculated calculate VBN cord-258170-kyztc1jp 216 15 as as IN cord-258170-kyztc1jp 216 16 the the DT cord-258170-kyztc1jp 216 17 percentage percentage NN cord-258170-kyztc1jp 216 18 of of IN cord-258170-kyztc1jp 216 19 correct correct JJ cord-258170-kyztc1jp 216 20 detections detection NNS cord-258170-kyztc1jp 216 21 over over IN cord-258170-kyztc1jp 216 22 all all DT cord-258170-kyztc1jp 216 23 positive positive JJ cord-258170-kyztc1jp 216 24 detections detection NNS cord-258170-kyztc1jp 216 25 . . . cord-258170-kyztc1jp 217 1 Recall Recall NNP cord-258170-kyztc1jp 217 2 refers refer VBZ cord-258170-kyztc1jp 217 3 to to IN cord-258170-kyztc1jp 217 4 the the DT cord-258170-kyztc1jp 217 5 model model NN cord-258170-kyztc1jp 217 6 's 's POS cord-258170-kyztc1jp 217 7 sensitivity sensitivity NN cord-258170-kyztc1jp 217 8 and and CC cord-258170-kyztc1jp 217 9 was be VBD cord-258170-kyztc1jp 217 10 calculated calculate VBN cord-258170-kyztc1jp 217 11 as as IN cord-258170-kyztc1jp 217 12 the the DT cord-258170-kyztc1jp 217 13 percentage percentage NN cord-258170-kyztc1jp 217 14 of of IN cord-258170-kyztc1jp 217 15 correct correct JJ cord-258170-kyztc1jp 217 16 positive positive JJ cord-258170-kyztc1jp 217 17 predictions prediction NNS cord-258170-kyztc1jp 217 18 over over IN cord-258170-kyztc1jp 217 19 all all DT cord-258170-kyztc1jp 217 20 ground ground NN cord-258170-kyztc1jp 217 21 truth truth NN cord-258170-kyztc1jp 217 22 objects object NNS cord-258170-kyztc1jp 217 23 . . . cord-258170-kyztc1jp 218 1 The the DT cord-258170-kyztc1jp 218 2 precision precision NN cord-258170-kyztc1jp 218 3 × × NN cord-258170-kyztc1jp 218 4 recall recall NN cord-258170-kyztc1jp 218 5 curve curve NN cord-258170-kyztc1jp 218 6 summarizes summarize VBZ cord-258170-kyztc1jp 218 7 both both CC cord-258170-kyztc1jp 218 8 precision precision NN cord-258170-kyztc1jp 218 9 and and CC cord-258170-kyztc1jp 218 10 recall recall NN cord-258170-kyztc1jp 218 11 as as IN cord-258170-kyztc1jp 218 12 a a DT cord-258170-kyztc1jp 218 13 trade trade NN cord-258170-kyztc1jp 218 14 - - HYPH cord-258170-kyztc1jp 218 15 off off NN cord-258170-kyztc1jp 218 16 for for IN cord-258170-kyztc1jp 218 17 various various JJ cord-258170-kyztc1jp 218 18 confidence confidence NN cord-258170-kyztc1jp 218 19 values value NNS cord-258170-kyztc1jp 218 20 linked link VBN cord-258170-kyztc1jp 218 21 to to IN cord-258170-kyztc1jp 218 22 the the DT cord-258170-kyztc1jp 218 23 bounding bound VBG cord-258170-kyztc1jp 218 24 boxes box NNS cord-258170-kyztc1jp 218 25 produced produce VBN cord-258170-kyztc1jp 218 26 by by IN cord-258170-kyztc1jp 218 27 the the DT cord-258170-kyztc1jp 218 28 detection detection NN cord-258170-kyztc1jp 218 29 model model NN cord-258170-kyztc1jp 218 30 . . . cord-258170-kyztc1jp 219 1 In in IN cord-258170-kyztc1jp 219 2 practice practice NN cord-258170-kyztc1jp 219 3 , , , cord-258170-kyztc1jp 219 4 the the DT cord-258170-kyztc1jp 219 5 curve curve NN cord-258170-kyztc1jp 219 6 appears appear VBZ cord-258170-kyztc1jp 219 7 to to TO cord-258170-kyztc1jp 219 8 be be VB cord-258170-kyztc1jp 219 9 very very RB cord-258170-kyztc1jp 219 10 noisy noisy JJ cord-258170-kyztc1jp 219 11 due due IN cord-258170-kyztc1jp 219 12 to to IN cord-258170-kyztc1jp 219 13 the the DT cord-258170-kyztc1jp 219 14 trade trade NN cord-258170-kyztc1jp 219 15 - - HYPH cord-258170-kyztc1jp 219 16 off off NN cord-258170-kyztc1jp 219 17 between between IN cord-258170-kyztc1jp 219 18 precision precision NN cord-258170-kyztc1jp 219 19 and and CC cord-258170-kyztc1jp 219 20 recall recall NN cord-258170-kyztc1jp 219 21 , , , cord-258170-kyztc1jp 219 22 and and CC cord-258170-kyztc1jp 219 23 hence hence RB cord-258170-kyztc1jp 219 24 it -PRON- PRP cord-258170-kyztc1jp 219 25 is be VBZ cord-258170-kyztc1jp 219 26 difficult difficult JJ cord-258170-kyztc1jp 219 27 to to TO cord-258170-kyztc1jp 219 28 estimate estimate VB cord-258170-kyztc1jp 219 29 the the DT cord-258170-kyztc1jp 219 30 model model NN cord-258170-kyztc1jp 219 31 performance performance NN cord-258170-kyztc1jp 219 32 by by IN cord-258170-kyztc1jp 219 33 computing compute VBG cord-258170-kyztc1jp 219 34 the the DT cord-258170-kyztc1jp 219 35 area area NN cord-258170-kyztc1jp 219 36 under under IN cord-258170-kyztc1jp 219 37 the the DT cord-258170-kyztc1jp 219 38 curve curve NN cord-258170-kyztc1jp 219 39 ( ( -LRB- cord-258170-kyztc1jp 219 40 AUC AUC NNP cord-258170-kyztc1jp 219 41 ) ) -RRB- cord-258170-kyztc1jp 219 42 . . . cord-258170-kyztc1jp 220 1 This this DT cord-258170-kyztc1jp 220 2 is be VBZ cord-258170-kyztc1jp 220 3 managed manage VBN cord-258170-kyztc1jp 220 4 by by IN cord-258170-kyztc1jp 220 5 smoothing smooth VBG cord-258170-kyztc1jp 220 6 out out RP cord-258170-kyztc1jp 220 7 the the DT cord-258170-kyztc1jp 220 8 curve curve NN cord-258170-kyztc1jp 220 9 before before IN cord-258170-kyztc1jp 220 10 AUC AUC NNP cord-258170-kyztc1jp 220 11 estimation estimation NN cord-258170-kyztc1jp 220 12 by by IN cord-258170-kyztc1jp 220 13 means mean NNS cord-258170-kyztc1jp 220 14 of of IN cord-258170-kyztc1jp 220 15 a a DT cord-258170-kyztc1jp 220 16 numerical numerical JJ cord-258170-kyztc1jp 220 17 value value NN cord-258170-kyztc1jp 220 18 called call VBN cord-258170-kyztc1jp 220 19 AP AP NNP cord-258170-kyztc1jp 220 20 . . . cord-258170-kyztc1jp 221 1 There there EX cord-258170-kyztc1jp 221 2 are be VBP cord-258170-kyztc1jp 221 3 two two CD cord-258170-kyztc1jp 221 4 different different JJ cord-258170-kyztc1jp 221 5 J J NNP cord-258170-kyztc1jp 221 6 o o NN cord-258170-kyztc1jp 221 7 u u NN cord-258170-kyztc1jp 221 8 r r NN cord-258170-kyztc1jp 221 9 n n NN cord-258170-kyztc1jp 221 10 a a DT cord-258170-kyztc1jp 221 11 l l NN cord-258170-kyztc1jp 221 12 P p NN cord-258170-kyztc1jp 221 13 r r NN cord-258170-kyztc1jp 221 14 e e NN cord-258170-kyztc1jp 221 15 -p -p NN cord-258170-kyztc1jp 221 16 r r NN cord-258170-kyztc1jp 221 17 o o NN cord-258170-kyztc1jp 221 18 o o NN cord-258170-kyztc1jp 222 1 f f LS cord-258170-kyztc1jp 222 2 techniques technique NNS cord-258170-kyztc1jp 222 3 , , , cord-258170-kyztc1jp 222 4 called call VBD cord-258170-kyztc1jp 222 5 11-point 11-point CD cord-258170-kyztc1jp 222 6 and and CC cord-258170-kyztc1jp 222 7 all all DT cord-258170-kyztc1jp 222 8 - - HYPH cord-258170-kyztc1jp 222 9 point point NN cord-258170-kyztc1jp 222 10 interpolation interpolation NN cord-258170-kyztc1jp 222 11 , , , cord-258170-kyztc1jp 222 12 used use VBN cord-258170-kyztc1jp 222 13 to to TO cord-258170-kyztc1jp 222 14 achieve achieve VB cord-258170-kyztc1jp 222 15 this this DT cord-258170-kyztc1jp 222 16 . . . cord-258170-kyztc1jp 223 1 In in IN cord-258170-kyztc1jp 223 2 fact fact NN cord-258170-kyztc1jp 223 3 , , , cord-258170-kyztc1jp 223 4 the the DT cord-258170-kyztc1jp 223 5 computation computation NN cord-258170-kyztc1jp 223 6 method method NN cord-258170-kyztc1jp 223 7 for for IN cord-258170-kyztc1jp 223 8 AP AP NNP cord-258170-kyztc1jp 223 9 was be VBD cord-258170-kyztc1jp 223 10 changed change VBN cord-258170-kyztc1jp 223 11 by by IN cord-258170-kyztc1jp 223 12 the the DT cord-258170-kyztc1jp 223 13 PASCAL PASCAL NNP cord-258170-kyztc1jp 223 14 VOC VOC NNP cord-258170-kyztc1jp 223 15 challenge challenge NN cord-258170-kyztc1jp 223 16 ( ( -LRB- cord-258170-kyztc1jp 223 17 Everingham Everingham NNP cord-258170-kyztc1jp 223 18 et et FW cord-258170-kyztc1jp 223 19 al al NNP cord-258170-kyztc1jp 223 20 . . NNP cord-258170-kyztc1jp 223 21 , , , cord-258170-kyztc1jp 223 22 2010 2010 CD cord-258170-kyztc1jp 223 23 ) ) -RRB- cord-258170-kyztc1jp 223 24 from from IN cord-258170-kyztc1jp 223 25 2010 2010 CD cord-258170-kyztc1jp 223 26 onward onward RB cord-258170-kyztc1jp 223 27 . . . cord-258170-kyztc1jp 224 1 At at IN cord-258170-kyztc1jp 224 2 present present JJ cord-258170-kyztc1jp 224 3 , , , cord-258170-kyztc1jp 224 4 all all DT cord-258170-kyztc1jp 224 5 data datum NNS cord-258170-kyztc1jp 224 6 points point NNS cord-258170-kyztc1jp 224 7 are be VBP cord-258170-kyztc1jp 224 8 used use VBN cord-258170-kyztc1jp 224 9 for for IN cord-258170-kyztc1jp 224 10 interpolation interpolation NN cord-258170-kyztc1jp 224 11 , , , cord-258170-kyztc1jp 224 12 rather rather RB cord-258170-kyztc1jp 224 13 than than IN cord-258170-kyztc1jp 224 14 interpolating interpolate VBG cord-258170-kyztc1jp 224 15 at at IN cord-258170-kyztc1jp 224 16 only only RB cord-258170-kyztc1jp 224 17 11 11 CD cord-258170-kyztc1jp 224 18 points point NNS cord-258170-kyztc1jp 224 19 that that WDT cord-258170-kyztc1jp 224 20 are be VBP cord-258170-kyztc1jp 224 21 equally equally RB cord-258170-kyztc1jp 224 22 spaced spaced JJ cord-258170-kyztc1jp 224 23 . . . cord-258170-kyztc1jp 225 1 However however RB cord-258170-kyztc1jp 225 2 , , , cord-258170-kyztc1jp 225 3 we -PRON- PRP cord-258170-kyztc1jp 225 4 adopted adopt VBD cord-258170-kyztc1jp 225 5 both both DT cord-258170-kyztc1jp 225 6 interpolation interpolation NN cord-258170-kyztc1jp 225 7 techniques technique NNS cord-258170-kyztc1jp 225 8 for for IN cord-258170-kyztc1jp 225 9 the the DT cord-258170-kyztc1jp 225 10 sake sake NN cord-258170-kyztc1jp 225 11 of of IN cord-258170-kyztc1jp 225 12 completeness completeness NN cord-258170-kyztc1jp 225 13 . . . cord-258170-kyztc1jp 226 1 This this DT cord-258170-kyztc1jp 226 2 approach approach NN cord-258170-kyztc1jp 226 3 summarizes summarize VBZ cord-258170-kyztc1jp 226 4 the the DT cord-258170-kyztc1jp 226 5 precision precision NN cord-258170-kyztc1jp 226 6 and and CC cord-258170-kyztc1jp 226 7 recall recall NN cord-258170-kyztc1jp 226 8 curve curve NN cord-258170-kyztc1jp 226 9 by by IN cord-258170-kyztc1jp 226 10 taking take VBG cord-258170-kyztc1jp 226 11 an an DT cord-258170-kyztc1jp 226 12 average average NN cord-258170-kyztc1jp 226 13 of of IN cord-258170-kyztc1jp 226 14 the the DT cord-258170-kyztc1jp 226 15 maximum maximum JJ cord-258170-kyztc1jp 226 16 precision precision NN cord-258170-kyztc1jp 226 17 values value NNS cord-258170-kyztc1jp 226 18 across across IN cord-258170-kyztc1jp 226 19 a a DT cord-258170-kyztc1jp 226 20 set set NN cord-258170-kyztc1jp 226 21 of of IN cord-258170-kyztc1jp 226 22 11 11 CD cord-258170-kyztc1jp 226 23 equally equally RB cord-258170-kyztc1jp 226 24 spaced space VBN cord-258170-kyztc1jp 226 25 recall recall NN cord-258170-kyztc1jp 226 26 values value NNS cord-258170-kyztc1jp 226 27 in in IN cord-258170-kyztc1jp 226 28 the the DT cord-258170-kyztc1jp 226 29 range range NN cord-258170-kyztc1jp 226 30 of of IN cord-258170-kyztc1jp 226 31 0 0 CD cord-258170-kyztc1jp 226 32 to to IN cord-258170-kyztc1jp 226 33 1 1 CD cord-258170-kyztc1jp 226 34 . . . cord-258170-kyztc1jp 227 1 More more RBR cord-258170-kyztc1jp 227 2 precisely precisely RB cord-258170-kyztc1jp 227 3 , , , cord-258170-kyztc1jp 227 4 we -PRON- PRP cord-258170-kyztc1jp 227 5 interpolated interpolate VBD cord-258170-kyztc1jp 227 6 the the DT cord-258170-kyztc1jp 227 7 precision precision NN cord-258170-kyztc1jp 227 8 score score NN cord-258170-kyztc1jp 227 9 for for IN cord-258170-kyztc1jp 227 10 a a DT cord-258170-kyztc1jp 227 11 certain certain JJ cord-258170-kyztc1jp 227 12 recall recall NN cord-258170-kyztc1jp 227 13 value value NN cord-258170-kyztc1jp 227 14 , , , cord-258170-kyztc1jp 227 15 r r NN cord-258170-kyztc1jp 227 16 , , , cord-258170-kyztc1jp 227 17 by by IN cord-258170-kyztc1jp 227 18 taking take VBG cord-258170-kyztc1jp 227 19 the the DT cord-258170-kyztc1jp 227 20 maximum maximum JJ cord-258170-kyztc1jp 227 21 precision precision NN cord-258170-kyztc1jp 227 22 where where WRB cord-258170-kyztc1jp 227 23 the the DT cord-258170-kyztc1jp 227 24 corresponding corresponding JJ cord-258170-kyztc1jp 227 25 recall recall NN cord-258170-kyztc1jp 227 26 value value NN cord-258170-kyztc1jp 227 27 , , , cord-258170-kyztc1jp 227 28 ̃ ̃ NNP cord-258170-kyztc1jp 227 29 was be VBD cord-258170-kyztc1jp 227 30 greater great JJR cord-258170-kyztc1jp 227 31 than than IN cord-258170-kyztc1jp 227 32 r. r. NNP cord-258170-kyztc1jp 228 1 This this DT cord-258170-kyztc1jp 228 2 can can MD cord-258170-kyztc1jp 228 3 be be VB cord-258170-kyztc1jp 228 4 formulated formulate VBN cord-258170-kyztc1jp 228 5 as as IN cord-258170-kyztc1jp 228 6 follows follow VBZ cord-258170-kyztc1jp 228 7 : : : cord-258170-kyztc1jp 229 1 where where WRB cord-258170-kyztc1jp 229 2 the the DT cord-258170-kyztc1jp 229 3 interpolated interpolate VBN cord-258170-kyztc1jp 229 4 precision precision NN cord-258170-kyztc1jp 229 5 is be VBZ cord-258170-kyztc1jp 229 6 denoted denote VBN cord-258170-kyztc1jp 229 7 as as IN cord-258170-kyztc1jp 229 8 : : : cord-258170-kyztc1jp 229 9 In in IN cord-258170-kyztc1jp 229 10 this this DT cord-258170-kyztc1jp 229 11 case case NN cord-258170-kyztc1jp 229 12 , , , cord-258170-kyztc1jp 229 13 we -PRON- PRP cord-258170-kyztc1jp 229 14 compute compute VBP cord-258170-kyztc1jp 229 15 AP AP NNP cord-258170-kyztc1jp 229 16 by by IN cord-258170-kyztc1jp 229 17 interpolating interpolate VBG cord-258170-kyztc1jp 229 18 the the DT cord-258170-kyztc1jp 229 19 precision precision NN cord-258170-kyztc1jp 229 20 score score NN cord-258170-kyztc1jp 229 21 at at RB cord-258170-kyztc1jp 229 22 all all RB cord-258170-kyztc1jp 229 23 recall recall VBP cord-258170-kyztc1jp 229 24 values value NNS cord-258170-kyztc1jp 229 25 instead instead RB cord-258170-kyztc1jp 229 26 of of IN cord-258170-kyztc1jp 229 27 using use VBG cord-258170-kyztc1jp 229 28 only only RB cord-258170-kyztc1jp 229 29 11 11 CD cord-258170-kyztc1jp 229 30 recall recall NN cord-258170-kyztc1jp 229 31 levels level NNS cord-258170-kyztc1jp 229 32 . . . cord-258170-kyztc1jp 230 1 This this DT cord-258170-kyztc1jp 230 2 can can MD cord-258170-kyztc1jp 230 3 be be VB cord-258170-kyztc1jp 230 4 translated translate VBN cord-258170-kyztc1jp 230 5 mathematically mathematically RB cord-258170-kyztc1jp 230 6 as as IN cord-258170-kyztc1jp 230 7 follows follow VBZ cord-258170-kyztc1jp 230 8 : : : cord-258170-kyztc1jp 230 9 where where WRB cord-258170-kyztc1jp 230 10 the the DT cord-258170-kyztc1jp 230 11 interpolated interpolate VBN cord-258170-kyztc1jp 230 12 precision precision NN cord-258170-kyztc1jp 230 13 is be VBZ cord-258170-kyztc1jp 230 14 denoted denote VBN cord-258170-kyztc1jp 230 15 as as IN cord-258170-kyztc1jp 230 16 : : : cord-258170-kyztc1jp 230 17 _SP cord-258170-kyztc1jp 231 1 We -PRON- PRP cord-258170-kyztc1jp 231 2 used use VBD cord-258170-kyztc1jp 231 3 three three CD cord-258170-kyztc1jp 231 4 different different JJ cord-258170-kyztc1jp 231 5 CNN CNN NNP cord-258170-kyztc1jp 231 6 - - HYPH cord-258170-kyztc1jp 231 7 based base VBN cord-258170-kyztc1jp 231 8 object object NN cord-258170-kyztc1jp 231 9 detection detection NN cord-258170-kyztc1jp 231 10 models model NNS cord-258170-kyztc1jp 231 11 , , , cord-258170-kyztc1jp 231 12 namely namely RB cord-258170-kyztc1jp 231 13 Faster fast JJR cord-258170-kyztc1jp 231 14 R R NNP cord-258170-kyztc1jp 231 15 - - HYPH cord-258170-kyztc1jp 231 16 CNN CNN NNP cord-258170-kyztc1jp 231 17 , , , cord-258170-kyztc1jp 231 18 YOLOv3 YOLOv3 NNP cord-258170-kyztc1jp 231 19 , , , cord-258170-kyztc1jp 231 20 and and CC cord-258170-kyztc1jp 231 21 SSD SSD NNP cord-258170-kyztc1jp 231 22 , , , cord-258170-kyztc1jp 231 23 for for IN cord-258170-kyztc1jp 231 24 experiments experiment NNS cord-258170-kyztc1jp 231 25 with with IN cord-258170-kyztc1jp 231 26 social social JJ cord-258170-kyztc1jp 231 27 distancing distancing NN cord-258170-kyztc1jp 231 28 monitoring monitoring NN cord-258170-kyztc1jp 231 29 . . . cord-258170-kyztc1jp 232 1 Fig Fig NNP cord-258170-kyztc1jp 232 2 . . . cord-258170-kyztc1jp 233 1 10 10 CD cord-258170-kyztc1jp 233 2 with with IN cord-258170-kyztc1jp 233 3 red red JJ cord-258170-kyztc1jp 233 4 , , , cord-258170-kyztc1jp 233 5 yellow yellow JJ cord-258170-kyztc1jp 233 6 , , , cord-258170-kyztc1jp 233 7 and and CC cord-258170-kyztc1jp 233 8 green green JJ cord-258170-kyztc1jp 233 9 color color NN cord-258170-kyztc1jp 233 10 , , , cord-258170-kyztc1jp 233 11 respectively respectively RB cord-258170-kyztc1jp 233 12 . . . cord-258170-kyztc1jp 234 1 In in IN cord-258170-kyztc1jp 234 2 general general JJ cord-258170-kyztc1jp 234 3 , , , cord-258170-kyztc1jp 234 4 the the DT cord-258170-kyztc1jp 234 5 Faster fast JJR cord-258170-kyztc1jp 234 6 R R NNP cord-258170-kyztc1jp 234 7 - - HYPH cord-258170-kyztc1jp 234 8 CNN CNN NNP cord-258170-kyztc1jp 234 9 models model NNS cord-258170-kyztc1jp 234 10 appear appear VBP cord-258170-kyztc1jp 234 11 to to TO cord-258170-kyztc1jp 234 12 be be VB cord-258170-kyztc1jp 234 13 overly overly RB cord-258170-kyztc1jp 234 14 sensitive sensitive JJ cord-258170-kyztc1jp 234 15 and and CC cord-258170-kyztc1jp 234 16 detected detect VBD cord-258170-kyztc1jp 234 17 a a DT cord-258170-kyztc1jp 234 18 plastic plastic JJ cord-258170-kyztc1jp 234 19 human human JJ cord-258170-kyztc1jp 234 20 display display NN cord-258170-kyztc1jp 234 21 as as IN cord-258170-kyztc1jp 234 22 a a DT cord-258170-kyztc1jp 234 23 pedestrian pedestrian NN cord-258170-kyztc1jp 234 24 , , , cord-258170-kyztc1jp 234 25 as as IN cord-258170-kyztc1jp 234 26 shown show VBN cord-258170-kyztc1jp 234 27 in in IN cord-258170-kyztc1jp 234 28 Fig Fig NNP cord-258170-kyztc1jp 234 29 . . . cord-258170-kyztc1jp 234 30 4 4 CD cord-258170-kyztc1jp 234 31 ( ( -LRB- cord-258170-kyztc1jp 234 32 b b NN cord-258170-kyztc1jp 234 33 ) ) -RRB- cord-258170-kyztc1jp 234 34 . . . cord-258170-kyztc1jp 235 1 For for IN cord-258170-kyztc1jp 235 2 sustainable sustainable JJ cord-258170-kyztc1jp 235 3 development development NN cord-258170-kyztc1jp 235 4 , , , cord-258170-kyztc1jp 235 5 maintaining maintain VBG cord-258170-kyztc1jp 235 6 safety safety NN cord-258170-kyztc1jp 235 7 and and CC cord-258170-kyztc1jp 235 8 encouraging encourage VBG cord-258170-kyztc1jp 235 9 well well RB cord-258170-kyztc1jp 235 10 - - HYPH cord-258170-kyztc1jp 235 11 being being NN cord-258170-kyztc1jp 235 12 at at IN cord-258170-kyztc1jp 235 13 all all DT cord-258170-kyztc1jp 235 14 ages age NNS cord-258170-kyztc1jp 235 15 is be VBZ cord-258170-kyztc1jp 235 16 important important JJ cord-258170-kyztc1jp 235 17 . . . cord-258170-kyztc1jp 236 1 The the DT cord-258170-kyztc1jp 236 2 current current JJ cord-258170-kyztc1jp 236 3 pandemic pandemic NN cord-258170-kyztc1jp 236 4 has have VBZ cord-258170-kyztc1jp 236 5 devastated devastate VBN cord-258170-kyztc1jp 236 6 the the DT cord-258170-kyztc1jp 236 7 sustainable sustainable JJ cord-258170-kyztc1jp 236 8 development development NN cord-258170-kyztc1jp 236 9 of of IN cord-258170-kyztc1jp 236 10 society society NN cord-258170-kyztc1jp 236 11 . . . cord-258170-kyztc1jp 237 1 This this DT cord-258170-kyztc1jp 237 2 study study NN cord-258170-kyztc1jp 237 3 is be VBZ cord-258170-kyztc1jp 237 4 a a DT cord-258170-kyztc1jp 237 5 step step NN cord-258170-kyztc1jp 237 6 toward toward IN cord-258170-kyztc1jp 237 7 a a DT cord-258170-kyztc1jp 237 8 better well JJR cord-258170-kyztc1jp 237 9 understanding understanding NN cord-258170-kyztc1jp 237 10 of of IN cord-258170-kyztc1jp 237 11 the the DT cord-258170-kyztc1jp 237 12 dynamics dynamic NNS cord-258170-kyztc1jp 237 13 of of IN cord-258170-kyztc1jp 237 14 the the DT cord-258170-kyztc1jp 237 15 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 237 16 pandemic pandemic NN cord-258170-kyztc1jp 237 17 , , , cord-258170-kyztc1jp 237 18 and and CC cord-258170-kyztc1jp 237 19 proposes propose VBZ cord-258170-kyztc1jp 237 20 a a DT cord-258170-kyztc1jp 237 21 J J NNP cord-258170-kyztc1jp 237 22 o o NN cord-258170-kyztc1jp 237 23 u u NN cord-258170-kyztc1jp 237 24 r r NN cord-258170-kyztc1jp 237 25 n n NN cord-258170-kyztc1jp 237 26 a a DT cord-258170-kyztc1jp 237 27 l l NN cord-258170-kyztc1jp 237 28 P p NN cord-258170-kyztc1jp 237 29 r r NN cord-258170-kyztc1jp 237 30 e e NN cord-258170-kyztc1jp 238 1 -p -p NNP cord-258170-kyztc1jp 238 2 r r NN cord-258170-kyztc1jp 238 3 o o NN cord-258170-kyztc1jp 238 4 o o NN cord-258170-kyztc1jp 238 5 f f NN cord-258170-kyztc1jp 238 6 system system NN cord-258170-kyztc1jp 238 7 aims aim VBZ cord-258170-kyztc1jp 238 8 to to TO cord-258170-kyztc1jp 238 9 achieve achieve VB cord-258170-kyztc1jp 238 10 this this DT cord-258170-kyztc1jp 238 11 through through IN cord-258170-kyztc1jp 238 12 state state NN cord-258170-kyztc1jp 238 13 - - HYPH cord-258170-kyztc1jp 238 14 of of IN cord-258170-kyztc1jp 238 15 - - HYPH cord-258170-kyztc1jp 238 16 the the DT cord-258170-kyztc1jp 238 17 - - HYPH cord-258170-kyztc1jp 238 18 art art NN cord-258170-kyztc1jp 238 19 deep deep JJ cord-258170-kyztc1jp 238 20 learning learning NN cord-258170-kyztc1jp 238 21 - - HYPH cord-258170-kyztc1jp 238 22 based base VBN cord-258170-kyztc1jp 238 23 object object NN cord-258170-kyztc1jp 238 24 detection detection NN cord-258170-kyztc1jp 238 25 models model NNS cord-258170-kyztc1jp 238 26 to to TO cord-258170-kyztc1jp 238 27 detect detect VB cord-258170-kyztc1jp 238 28 and and CC cord-258170-kyztc1jp 238 29 track track VB cord-258170-kyztc1jp 238 30 individuals individual NNS cord-258170-kyztc1jp 238 31 in in IN cord-258170-kyztc1jp 238 32 real real JJ cord-258170-kyztc1jp 238 33 - - HYPH cord-258170-kyztc1jp 238 34 time time NN cord-258170-kyztc1jp 238 35 with with IN cord-258170-kyztc1jp 238 36 the the DT cord-258170-kyztc1jp 238 37 help help NN cord-258170-kyztc1jp 238 38 of of IN cord-258170-kyztc1jp 238 39 bounding bound VBG cord-258170-kyztc1jp 238 40 boxes box NNS cord-258170-kyztc1jp 238 41 . . . cord-258170-kyztc1jp 239 1 Upon upon IN cord-258170-kyztc1jp 239 2 the the DT cord-258170-kyztc1jp 239 3 detection detection NN cord-258170-kyztc1jp 239 4 of of IN cord-258170-kyztc1jp 239 5 a a DT cord-258170-kyztc1jp 239 6 violation violation NN cord-258170-kyztc1jp 239 7 , , , cord-258170-kyztc1jp 239 8 an an DT cord-258170-kyztc1jp 239 9 audio audio JJ cord-258170-kyztc1jp 239 10 - - HYPH cord-258170-kyztc1jp 239 11 visual visual JJ cord-258170-kyztc1jp 239 12 non non JJ cord-258170-kyztc1jp 239 13 - - JJ cord-258170-kyztc1jp 239 14 intrusive intrusive JJ cord-258170-kyztc1jp 239 15 alert alert NN cord-258170-kyztc1jp 239 16 is be VBZ cord-258170-kyztc1jp 239 17 generated generate VBN cord-258170-kyztc1jp 239 18 to to TO cord-258170-kyztc1jp 239 19 warn warn VB cord-258170-kyztc1jp 239 20 the the DT cord-258170-kyztc1jp 239 21 crowd crowd NN cord-258170-kyztc1jp 239 22 without without IN cord-258170-kyztc1jp 239 23 revealing reveal VBG cord-258170-kyztc1jp 239 24 the the DT cord-258170-kyztc1jp 239 25 identities identity NNS cord-258170-kyztc1jp 239 26 of of IN cord-258170-kyztc1jp 239 27 the the DT cord-258170-kyztc1jp 239 28 individuals individual NNS cord-258170-kyztc1jp 239 29 who who WP cord-258170-kyztc1jp 239 30 have have VBP cord-258170-kyztc1jp 239 31 violated violate VBN cord-258170-kyztc1jp 239 32 the the DT cord-258170-kyztc1jp 239 33 social social JJ cord-258170-kyztc1jp 239 34 distancing distancing NN cord-258170-kyztc1jp 239 35 measure measure NN cord-258170-kyztc1jp 239 36 . . . cord-258170-kyztc1jp 240 1 An an DT cord-258170-kyztc1jp 240 2 extensive extensive JJ cord-258170-kyztc1jp 240 3 performance performance NN cord-258170-kyztc1jp 240 4 evaluation evaluation NN cord-258170-kyztc1jp 240 5 was be VBD cord-258170-kyztc1jp 240 6 done do VBN cord-258170-kyztc1jp 240 7 using use VBG cord-258170-kyztc1jp 240 8 Faster fast JJR cord-258170-kyztc1jp 240 9 R R NNP cord-258170-kyztc1jp 240 10 - - HYPH cord-258170-kyztc1jp 240 11 CNN CNN NNP cord-258170-kyztc1jp 240 12 , , , cord-258170-kyztc1jp 240 13 SSD SSD NNP cord-258170-kyztc1jp 240 14 , , , cord-258170-kyztc1jp 240 15 and and CC cord-258170-kyztc1jp 240 16 YOLO YOLO NNP cord-258170-kyztc1jp 240 17 object object NN cord-258170-kyztc1jp 240 18 detection detection NN cord-258170-kyztc1jp 240 19 models model NNS cord-258170-kyztc1jp 240 20 with with IN cord-258170-kyztc1jp 240 21 a a DT cord-258170-kyztc1jp 240 22 public public JJ cord-258170-kyztc1jp 240 23 video video NN cord-258170-kyztc1jp 240 24 surveillance surveillance NN cord-258170-kyztc1jp 240 25 dataset dataset NN cord-258170-kyztc1jp 240 26 , , , cord-258170-kyztc1jp 240 27 in in IN cord-258170-kyztc1jp 240 28 which which WDT cord-258170-kyztc1jp 240 29 YOLO YOLO NNP cord-258170-kyztc1jp 240 30 proved prove VBD cord-258170-kyztc1jp 240 31 to to TO cord-258170-kyztc1jp 240 32 be be VB cord-258170-kyztc1jp 240 33 the the DT cord-258170-kyztc1jp 240 34 best good JJS cord-258170-kyztc1jp 240 35 performing performing JJ cord-258170-kyztc1jp 240 36 model model NN cord-258170-kyztc1jp 240 37 with with IN cord-258170-kyztc1jp 240 38 balanced balanced JJ cord-258170-kyztc1jp 240 39 mAP mAP NNPS cord-258170-kyztc1jp 240 40 score score NN cord-258170-kyztc1jp 240 41 and and CC cord-258170-kyztc1jp 240 42 speed speed NN cord-258170-kyztc1jp 240 43 ( ( -LRB- cord-258170-kyztc1jp 240 44 FPS FPS NNP cord-258170-kyztc1jp 240 45 ) ) -RRB- cord-258170-kyztc1jp 240 46 . . . cord-258170-kyztc1jp 241 1 The the DT cord-258170-kyztc1jp 241 2 absence absence NN cord-258170-kyztc1jp 241 3 of of IN cord-258170-kyztc1jp 241 4 an an DT cord-258170-kyztc1jp 241 5 effective effective JJ cord-258170-kyztc1jp 241 6 vaccine vaccine NN cord-258170-kyztc1jp 241 7 and and CC cord-258170-kyztc1jp 241 8 the the DT cord-258170-kyztc1jp 241 9 lack lack NN cord-258170-kyztc1jp 241 10 of of IN cord-258170-kyztc1jp 241 11 immunity immunity NN cord-258170-kyztc1jp 241 12 against against IN cord-258170-kyztc1jp 241 13 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 241 14 have have VBP cord-258170-kyztc1jp 241 15 made make VBN cord-258170-kyztc1jp 241 16 social social JJ cord-258170-kyztc1jp 241 17 distancing distance VBG cord-258170-kyztc1jp 241 18 a a DT cord-258170-kyztc1jp 241 19 largely largely RB cord-258170-kyztc1jp 241 20 feasible feasible JJ cord-258170-kyztc1jp 241 21 and and CC cord-258170-kyztc1jp 241 22 widely widely RB cord-258170-kyztc1jp 241 23 adopted adopt VBN cord-258170-kyztc1jp 241 24 approach approach NN cord-258170-kyztc1jp 241 25 to to IN cord-258170-kyztc1jp 241 26 controlling control VBG cord-258170-kyztc1jp 241 27 the the DT cord-258170-kyztc1jp 241 28 ongoing ongoing JJ cord-258170-kyztc1jp 241 29 pandemic pandemic NN cord-258170-kyztc1jp 241 30 . . . cord-258170-kyztc1jp 242 1 Maintaining maintain VBG cord-258170-kyztc1jp 242 2 social social JJ cord-258170-kyztc1jp 242 3 distancing distancing NN cord-258170-kyztc1jp 242 4 has have VBZ cord-258170-kyztc1jp 242 5 also also RB cord-258170-kyztc1jp 242 6 been be VBN cord-258170-kyztc1jp 242 7 recommended recommend VBN cord-258170-kyztc1jp 242 8 by by IN cord-258170-kyztc1jp 242 9 leading lead VBG cord-258170-kyztc1jp 242 10 health health NN cord-258170-kyztc1jp 242 11 organizations organization NNS cord-258170-kyztc1jp 242 12 , , , cord-258170-kyztc1jp 242 13 such such JJ cord-258170-kyztc1jp 242 14 as as IN cord-258170-kyztc1jp 242 15 the the DT cord-258170-kyztc1jp 242 16 WHO WHO NNP cord-258170-kyztc1jp 242 17 and and CC cord-258170-kyztc1jp 242 18 Centers Centers NNPS cord-258170-kyztc1jp 242 19 for for IN cord-258170-kyztc1jp 242 20 Disease Disease NNP cord-258170-kyztc1jp 242 21 Control Control NNP cord-258170-kyztc1jp 242 22 and and CC cord-258170-kyztc1jp 242 23 Prevention Prevention NNP cord-258170-kyztc1jp 242 24 ( ( -LRB- cord-258170-kyztc1jp 242 25 CDC CDC NNP cord-258170-kyztc1jp 242 26 ) ) -RRB- cord-258170-kyztc1jp 242 27 . . . cord-258170-kyztc1jp 243 1 To to IN cord-258170-kyztc1jp 243 2 this this DT cord-258170-kyztc1jp 243 3 end end NN cord-258170-kyztc1jp 243 4 , , , cord-258170-kyztc1jp 243 5 our -PRON- PRP$ cord-258170-kyztc1jp 243 6 proposed propose VBN cord-258170-kyztc1jp 243 7 deep deep JJ cord-258170-kyztc1jp 243 8 learning learning NN cord-258170-kyztc1jp 243 9 - - HYPH cord-258170-kyztc1jp 243 10 based base VBN cord-258170-kyztc1jp 243 11 video video NN cord-258170-kyztc1jp 243 12 surveillance surveillance NN cord-258170-kyztc1jp 243 13 framework framework NN cord-258170-kyztc1jp 243 14 will will MD cord-258170-kyztc1jp 243 15 play play VB cord-258170-kyztc1jp 243 16 a a DT cord-258170-kyztc1jp 243 17 significant significant JJ cord-258170-kyztc1jp 243 18 role role NN cord-258170-kyztc1jp 243 19 in in IN cord-258170-kyztc1jp 243 20 combating combat VBG cord-258170-kyztc1jp 243 21 the the DT cord-258170-kyztc1jp 243 22 spread spread NN cord-258170-kyztc1jp 243 23 of of IN cord-258170-kyztc1jp 243 24 COVID-19 covid-19 NN cord-258170-kyztc1jp 243 25 in in IN cord-258170-kyztc1jp 243 26 a a DT cord-258170-kyztc1jp 243 27 sustainable sustainable JJ cord-258170-kyztc1jp 243 28 smart smart JJ cord-258170-kyztc1jp 243 29 city city NN cord-258170-kyztc1jp 243 30 context context NN cord-258170-kyztc1jp 243 31 . . . cord-258170-kyztc1jp 244 1 At at IN cord-258170-kyztc1jp 244 2 this this DT cord-258170-kyztc1jp 244 3 stage stage NN cord-258170-kyztc1jp 244 4 , , , cord-258170-kyztc1jp 244 5 it -PRON- PRP cord-258170-kyztc1jp 244 6 is be VBZ cord-258170-kyztc1jp 244 7 imperative imperative JJ cord-258170-kyztc1jp 244 8 to to TO cord-258170-kyztc1jp 244 9 identify identify VB cord-258170-kyztc1jp 244 10 some some DT cord-258170-kyztc1jp 244 11 of of IN cord-258170-kyztc1jp 244 12 the the DT cord-258170-kyztc1jp 244 13 potential potential JJ cord-258170-kyztc1jp 244 14 impact impact NN cord-258170-kyztc1jp 244 15 of of IN cord-258170-kyztc1jp 244 16 our -PRON- PRP$ cord-258170-kyztc1jp 244 17 approach approach NN cord-258170-kyztc1jp 244 18 on on IN cord-258170-kyztc1jp 244 19 the the DT cord-258170-kyztc1jp 244 20 surrounding surround VBG cord-258170-kyztc1jp 244 21 environments environment NNS cord-258170-kyztc1jp 244 22 , , , cord-258170-kyztc1jp 244 23 such such JJ cord-258170-kyztc1jp 244 24 as as IN cord-258170-kyztc1jp 244 25 increased increase VBN cord-258170-kyztc1jp 244 26 anxiety anxiety NN cord-258170-kyztc1jp 244 27 and and CC cord-258170-kyztc1jp 244 28 panic panic NN cord-258170-kyztc1jp 244 29 among among IN cord-258170-kyztc1jp 244 30 the the DT cord-258170-kyztc1jp 244 31 individuals individual NNS cord-258170-kyztc1jp 244 32 who who WP cord-258170-kyztc1jp 244 33 receive receive VBP cord-258170-kyztc1jp 244 34 the the DT cord-258170-kyztc1jp 244 35 repetitive repetitive JJ cord-258170-kyztc1jp 244 36 alerts alert NNS cord-258170-kyztc1jp 244 37 . . . cord-258170-kyztc1jp 245 1 In in IN cord-258170-kyztc1jp 245 2 addition addition NN cord-258170-kyztc1jp 245 3 , , , cord-258170-kyztc1jp 245 4 some some DT cord-258170-kyztc1jp 245 5 legitimate legitimate JJ cord-258170-kyztc1jp 245 6 concerns concern NNS cord-258170-kyztc1jp 245 7 regarding regard VBG cord-258170-kyztc1jp 245 8 individual individual JJ cord-258170-kyztc1jp 245 9 rights right NNS cord-258170-kyztc1jp 245 10 and and CC cord-258170-kyztc1jp 245 11 privacy privacy NN cord-258170-kyztc1jp 245 12 could could MD cord-258170-kyztc1jp 245 13 be be VB cord-258170-kyztc1jp 245 14 raised raise VBN cord-258170-kyztc1jp 245 15 , , , cord-258170-kyztc1jp 245 16 and and CC cord-258170-kyztc1jp 245 17 can can MD cord-258170-kyztc1jp 245 18 be be VB cord-258170-kyztc1jp 245 19 effectively effectively RB cord-258170-kyztc1jp 245 20 handled handle VBN cord-258170-kyztc1jp 245 21 by by IN cord-258170-kyztc1jp 245 22 obtaining obtain VBG cord-258170-kyztc1jp 245 23 prior prior JJ cord-258170-kyztc1jp 245 24 consent consent NN cord-258170-kyztc1jp 245 25 from from IN cord-258170-kyztc1jp 245 26 individuals individual NNS cord-258170-kyztc1jp 245 27 and and CC cord-258170-kyztc1jp 245 28 concealing conceal VBG cord-258170-kyztc1jp 245 29 their -PRON- PRP$ cord-258170-kyztc1jp 245 30 identities identity NNS cord-258170-kyztc1jp 245 31 . . . cord-258170-kyztc1jp 246 1 Unleashing unleash VBG cord-258170-kyztc1jp 246 2 the the DT cord-258170-kyztc1jp 246 3 power power NN cord-258170-kyztc1jp 246 4 of of IN cord-258170-kyztc1jp 246 5 disruptive disruptive JJ cord-258170-kyztc1jp 246 6 and and CC cord-258170-kyztc1jp 246 7 emerging emerge VBG cord-258170-kyztc1jp 246 8 technologies technology NNS cord-258170-kyztc1jp 246 9 amid amid IN cord-258170-kyztc1jp 246 10 COVID COVID NNP cord-258170-kyztc1jp 246 11 2019 2019 CD cord-258170-kyztc1jp 246 12 : : : cord-258170-kyztc1jp 247 1 A a DT cord-258170-kyztc1jp 247 2 detailed detailed JJ cord-258170-kyztc1jp 247 3 review review NN cord-258170-kyztc1jp 247 4 Privacy privacy NN cord-258170-kyztc1jp 247 5 - - HYPH cord-258170-kyztc1jp 247 6 aware aware JJ cord-258170-kyztc1jp 247 7 energy energy NN cord-258170-kyztc1jp 247 8 - - HYPH cord-258170-kyztc1jp 247 9 efficient efficient JJ cord-258170-kyztc1jp 247 10 framework framework NN cord-258170-kyztc1jp 247 11 using use VBG cord-258170-kyztc1jp 247 12 Internet internet NN cord-258170-kyztc1jp 247 13 of of IN cord-258170-kyztc1jp 247 14 Medical Medical NNP cord-258170-kyztc1jp 247 15 Things Things NNPS cord-258170-kyztc1jp 247 16 for for IN cord-258170-kyztc1jp 247 17 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 247 18 Deep deep JJ cord-258170-kyztc1jp 247 19 speech speech NN cord-258170-kyztc1jp 247 20 2 2 CD cord-258170-kyztc1jp 247 21 : : : cord-258170-kyztc1jp 247 22 End end NN cord-258170-kyztc1jp 247 23 - - HYPH cord-258170-kyztc1jp 247 24 to to IN cord-258170-kyztc1jp 247 25 - - HYPH cord-258170-kyztc1jp 247 26 end end NN cord-258170-kyztc1jp 247 27 speech speech NN cord-258170-kyztc1jp 247 28 recognition recognition NN cord-258170-kyztc1jp 247 29 in in IN cord-258170-kyztc1jp 247 30 english english NNP cord-258170-kyztc1jp 247 31 and and CC cord-258170-kyztc1jp 247 32 mandarin mandarin NNP cord-258170-kyztc1jp 247 33 Amsterdam Amsterdam NNP cord-258170-kyztc1jp 247 34 Smart Smart NNP cord-258170-kyztc1jp 247 35 City City NNP cord-258170-kyztc1jp 247 36 3 3 CD cord-258170-kyztc1jp 247 37 Stable stable JJ cord-258170-kyztc1jp 247 38 multi multi JJ cord-258170-kyztc1jp 247 39 - - JJ cord-258170-kyztc1jp 247 40 target target JJ cord-258170-kyztc1jp 247 41 tracking tracking NN cord-258170-kyztc1jp 247 42 in in IN cord-258170-kyztc1jp 247 43 real real JJ cord-258170-kyztc1jp 247 44 - - HYPH cord-258170-kyztc1jp 247 45 time time NN cord-258170-kyztc1jp 247 46 surveillance surveillance NN cord-258170-kyztc1jp 247 47 video video NN cord-258170-kyztc1jp 248 1 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 248 2 . . . cord-258170-kyztc1jp 249 1 ( ( -LRB- cord-258170-kyztc1jp 249 2 2020 2020 CD cord-258170-kyztc1jp 249 3 ) ) -RRB- cord-258170-kyztc1jp 249 4 . . . cord-258170-kyztc1jp 250 1 Dashboard Dashboard NNP cord-258170-kyztc1jp 250 2 , , , cord-258170-kyztc1jp 250 3 CoronaBoard CoronaBoard NNP cord-258170-kyztc1jp 250 4 Smart smart JJ cord-258170-kyztc1jp 250 5 sustainable sustainable JJ cord-258170-kyztc1jp 250 6 cities city NNS cord-258170-kyztc1jp 250 7 of of IN cord-258170-kyztc1jp 250 8 the the DT cord-258170-kyztc1jp 250 9 future future NN cord-258170-kyztc1jp 250 10 : : : cord-258170-kyztc1jp 250 11 An an DT cord-258170-kyztc1jp 250 12 extensive extensive JJ cord-258170-kyztc1jp 250 13 interdisciplinary interdisciplinary JJ cord-258170-kyztc1jp 250 14 literature literature NN cord-258170-kyztc1jp 250 15 review review NN cord-258170-kyztc1jp 250 16 Computer computer NN cord-258170-kyztc1jp 250 17 vision vision NN cord-258170-kyztc1jp 250 18 and and CC cord-258170-kyztc1jp 250 19 deep deep JJ cord-258170-kyztc1jp 250 20 learning learning NN cord-258170-kyztc1jp 250 21 techniques technique NNS cord-258170-kyztc1jp 250 22 for for IN cord-258170-kyztc1jp 250 23 pedestrian pedestrian NN cord-258170-kyztc1jp 250 24 detection detection NN cord-258170-kyztc1jp 250 25 and and CC cord-258170-kyztc1jp 250 26 tracking tracking NN cord-258170-kyztc1jp 250 27 : : : cord-258170-kyztc1jp 251 1 A a DT cord-258170-kyztc1jp 251 2 survey survey NN cord-258170-kyztc1jp 251 3 The the DT cord-258170-kyztc1jp 251 4 visual visual JJ cord-258170-kyztc1jp 251 5 social social JJ cord-258170-kyztc1jp 251 6 distancing distancing NN cord-258170-kyztc1jp 251 7 problem problem NN cord-258170-kyztc1jp 252 1 The the DT cord-258170-kyztc1jp 252 2 PASCAL PASCAL NNP cord-258170-kyztc1jp 252 3 Visual Visual NNP cord-258170-kyztc1jp 252 4 Object object NN cord-258170-kyztc1jp 252 5 Classes Classes NNPS cord-258170-kyztc1jp 252 6 ( ( -LRB- cord-258170-kyztc1jp 252 7 VOC VOC NNP cord-258170-kyztc1jp 252 8 ) ) -RRB- cord-258170-kyztc1jp 252 9 Challenge Challenge NNP cord-258170-kyztc1jp 252 10 Autonomous autonomous JJ cord-258170-kyztc1jp 252 11 social social JJ cord-258170-kyztc1jp 252 12 distancing distancing NN cord-258170-kyztc1jp 252 13 in in IN cord-258170-kyztc1jp 252 14 urban urban JJ cord-258170-kyztc1jp 252 15 environments environment NNS cord-258170-kyztc1jp 252 16 using use VBG cord-258170-kyztc1jp 252 17 a a DT cord-258170-kyztc1jp 252 18 quadruped quadruped JJ cord-258170-kyztc1jp 252 19 robot robot NN cord-258170-kyztc1jp 252 20 Strategies strategy NNS cord-258170-kyztc1jp 252 21 for for IN cord-258170-kyztc1jp 252 22 mitigating mitigate VBG cord-258170-kyztc1jp 252 23 an an DT cord-258170-kyztc1jp 252 24 influenza influenza NN cord-258170-kyztc1jp 252 25 pandemic pandemic NN cord-258170-kyztc1jp 252 26 Factors factor NNS cord-258170-kyztc1jp 252 27 that that WDT cord-258170-kyztc1jp 252 28 make make VBP cord-258170-kyztc1jp 252 29 an an DT cord-258170-kyztc1jp 252 30 infectious infectious JJ cord-258170-kyztc1jp 252 31 disease disease NN cord-258170-kyztc1jp 252 32 outbreak outbreak NN cord-258170-kyztc1jp 252 33 controllable controllable JJ cord-258170-kyztc1jp 252 34 Rich Rich NNP cord-258170-kyztc1jp 252 35 feature feature NN cord-258170-kyztc1jp 252 36 hierarchies hierarchy NNS cord-258170-kyztc1jp 252 37 for for IN cord-258170-kyztc1jp 252 38 accurate accurate JJ cord-258170-kyztc1jp 252 39 object object NN cord-258170-kyztc1jp 252 40 detection detection NN cord-258170-kyztc1jp 252 41 and and CC cord-258170-kyztc1jp 252 42 semantic semantic JJ cord-258170-kyztc1jp 252 43 segmentation segmentation NN cord-258170-kyztc1jp 252 44 Fast Fast NNP cord-258170-kyztc1jp 252 45 R R NNP cord-258170-kyztc1jp 252 46 - - HYPH cord-258170-kyztc1jp 252 47 CNN CNN NNP cord-258170-kyztc1jp 253 1 Open open JJ cord-258170-kyztc1jp 253 2 image image NN cord-258170-kyztc1jp 254 1 dataset dataset NNP cord-258170-kyztc1jp 254 2 v6 v6 NNP cord-258170-kyztc1jp 254 3 Deep Deep NNP cord-258170-kyztc1jp 254 4 residual residual JJ cord-258170-kyztc1jp 254 5 learning learning NN cord-258170-kyztc1jp 254 6 for for IN cord-258170-kyztc1jp 254 7 image image NN cord-258170-kyztc1jp 254 8 recognition recognition NN cord-258170-kyztc1jp 255 1 Social social JJ cord-258170-kyztc1jp 255 2 distancing distancing NN cord-258170-kyztc1jp 255 3 is be VBZ cord-258170-kyztc1jp 255 4 out out RB cord-258170-kyztc1jp 255 5 , , , cord-258170-kyztc1jp 255 6 physical physical JJ cord-258170-kyztc1jp 255 7 distancing distancing NN cord-258170-kyztc1jp 255 8 is be VBZ cord-258170-kyztc1jp 255 9 in in IN cord-258170-kyztc1jp 255 10 here here RB cord-258170-kyztc1jp 255 11 is be VBZ cord-258170-kyztc1jp 255 12 how how WRB cord-258170-kyztc1jp 255 13 to to TO cord-258170-kyztc1jp 255 14 do do VB cord-258170-kyztc1jp 255 15 it -PRON- PRP cord-258170-kyztc1jp 255 16 , , , cord-258170-kyztc1jp 255 17 Global Global NNP cord-258170-kyztc1jp 255 18 News News NNP cord-258170-kyztc1jp 255 19 - - HYPH cord-258170-kyztc1jp 255 20 Canada Canada NNP cord-258170-kyztc1jp 255 21 Explainable Explainable NNP cord-258170-kyztc1jp 255 22 AI AI NNP cord-258170-kyztc1jp 255 23 and and CC cord-258170-kyztc1jp 255 24 Mass Mass NNP cord-258170-kyztc1jp 255 25 Surveillance Surveillance NNP cord-258170-kyztc1jp 255 26 System System NNP cord-258170-kyztc1jp 255 27 - - HYPH cord-258170-kyztc1jp 255 28 Based Based NNP cord-258170-kyztc1jp 255 29 Healthcare Healthcare NNP cord-258170-kyztc1jp 255 30 Framework Framework NNP cord-258170-kyztc1jp 255 31 to to IN cord-258170-kyztc1jp 255 32 Combat Combat NNP cord-258170-kyztc1jp 255 33 COVID COVID NNP cord-258170-kyztc1jp 255 34 - - HYPH cord-258170-kyztc1jp 255 35 I9 i9 NN cord-258170-kyztc1jp 256 1 Like like IN cord-258170-kyztc1jp 256 2 Pandemics Pandemics NNPS cord-258170-kyztc1jp 256 3 MobileNets MobileNets NNP cord-258170-kyztc1jp 256 4 : : : cord-258170-kyztc1jp 257 1 Efficient efficient JJ cord-258170-kyztc1jp 257 2 Convolutional Convolutional NNP cord-258170-kyztc1jp 257 3 Neural Neural NNP cord-258170-kyztc1jp 257 4 Networks Networks NNP cord-258170-kyztc1jp 257 5 for for IN cord-258170-kyztc1jp 257 6 Mobile Mobile NNP cord-258170-kyztc1jp 257 7 Vision Vision NNP cord-258170-kyztc1jp 257 8 Applications Applications NNPS cord-258170-kyztc1jp 257 9 AI AI NNP cord-258170-kyztc1jp 257 10 Techniques Techniques NNPS cord-258170-kyztc1jp 257 11 for for IN cord-258170-kyztc1jp 257 12 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 257 13 The the DT cord-258170-kyztc1jp 257 14 math math NN cord-258170-kyztc1jp 257 15 behind behind RB cord-258170-kyztc1jp 257 16 why why WRB cord-258170-kyztc1jp 257 17 we -PRON- PRP cord-258170-kyztc1jp 257 18 need need VBP cord-258170-kyztc1jp 257 19 social social JJ cord-258170-kyztc1jp 257 20 distancing distancing NN cord-258170-kyztc1jp 257 21 , , , cord-258170-kyztc1jp 257 22 starting start VBG cord-258170-kyztc1jp 257 23 right right RB cord-258170-kyztc1jp 257 24 now now RB cord-258170-kyztc1jp 258 1 Etude Etude NNP cord-258170-kyztc1jp 258 2 comparative comparative NNP cord-258170-kyztc1jp 258 3 de de FW cord-258170-kyztc1jp 258 4 la la FW cord-258170-kyztc1jp 258 5 distribution distribution NNP cord-258170-kyztc1jp 258 6 florale florale NNP cord-258170-kyztc1jp 258 7 dans dans FW cord-258170-kyztc1jp 258 8 une une NNP cord-258170-kyztc1jp 258 9 portion portion NN cord-258170-kyztc1jp 258 10 des des NNP cord-258170-kyztc1jp 258 11 alpes alpes FW cord-258170-kyztc1jp 258 12 et et FW cord-258170-kyztc1jp 258 13 des des FW cord-258170-kyztc1jp 258 14 jura jura NNP cord-258170-kyztc1jp 258 15 Using use VBG cord-258170-kyztc1jp 258 16 computer computer NN cord-258170-kyztc1jp 258 17 vision vision NN cord-258170-kyztc1jp 258 18 to to TO cord-258170-kyztc1jp 258 19 enhance enhance VB cord-258170-kyztc1jp 258 20 safety safety NN cord-258170-kyztc1jp 258 21 of of IN cord-258170-kyztc1jp 258 22 workforce workforce NN cord-258170-kyztc1jp 258 23 in in IN cord-258170-kyztc1jp 258 24 manufacturing manufacture VBG cord-258170-kyztc1jp 258 25 in in IN cord-258170-kyztc1jp 258 26 a a DT cord-258170-kyztc1jp 258 27 post post JJ cord-258170-kyztc1jp 258 28 COVID covid JJ cord-258170-kyztc1jp 258 29 world world NN cord-258170-kyztc1jp 259 1 A a DT cord-258170-kyztc1jp 259 2 three three CD cord-258170-kyztc1jp 259 3 layered layered JJ cord-258170-kyztc1jp 259 4 decentralized decentralize VBN cord-258170-kyztc1jp 259 5 IoT IoT NNP cord-258170-kyztc1jp 259 6 biometric biometric NNP cord-258170-kyztc1jp 259 7 architecture architecture NN cord-258170-kyztc1jp 259 8 for for IN cord-258170-kyztc1jp 259 9 city city NN cord-258170-kyztc1jp 259 10 lockdown lockdown NN cord-258170-kyztc1jp 259 11 during during IN cord-258170-kyztc1jp 259 12 COVID-19 covid-19 JJ cord-258170-kyztc1jp 259 13 outbreak outbreak NN cord-258170-kyztc1jp 259 14 Microsoft Microsoft NNP cord-258170-kyztc1jp 259 15 COCO COCO NNP cord-258170-kyztc1jp 259 16 : : : cord-258170-kyztc1jp 259 17 Common common JJ cord-258170-kyztc1jp 259 18 Objects object NNS cord-258170-kyztc1jp 259 19 in in IN cord-258170-kyztc1jp 259 20 Context Context NNP cord-258170-kyztc1jp 259 21 . . . cord-258170-kyztc1jp 260 1 European European NNP cord-258170-kyztc1jp 260 2 Conference Conference NNP cord-258170-kyztc1jp 260 3 on on IN cord-258170-kyztc1jp 260 4 Computer Computer NNP cord-258170-kyztc1jp 260 5 Vision Vision NNP cord-258170-kyztc1jp 260 6 -ECCV -ECCV . cord-258170-kyztc1jp 261 1 2014 2014 CD cord-258170-kyztc1jp 261 2 SSD SSD NNP cord-258170-kyztc1jp 261 3 : : : cord-258170-kyztc1jp 261 4 Single single JJ cord-258170-kyztc1jp 261 5 shot shot NN cord-258170-kyztc1jp 261 6 multibox multibox NN cord-258170-kyztc1jp 261 7 detector detector NN cord-258170-kyztc1jp 261 8 Low low JJ cord-258170-kyztc1jp 261 9 - - HYPH cord-258170-kyztc1jp 261 10 cost cost NN cord-258170-kyztc1jp 261 11 implementation implementation NN cord-258170-kyztc1jp 261 12 of of IN cord-258170-kyztc1jp 261 13 bird's bird's JJ cord-258170-kyztc1jp 261 14 - - HYPH cord-258170-kyztc1jp 261 15 eye eye NN cord-258170-kyztc1jp 261 16 view view NN cord-258170-kyztc1jp 261 17 system system NN cord-258170-kyztc1jp 261 18 for for IN cord-258170-kyztc1jp 261 19 camera camera NN cord-258170-kyztc1jp 261 20 - - HYPH cord-258170-kyztc1jp 261 21 on on IN cord-258170-kyztc1jp 261 22 - - HYPH cord-258170-kyztc1jp 261 23 vehicle vehicle NN cord-258170-kyztc1jp 261 24 Enabling enabling NN cord-258170-kyztc1jp 261 25 and and CC cord-258170-kyztc1jp 261 26 emerging emerge VBG cord-258170-kyztc1jp 261 27 technologies technology NNS cord-258170-kyztc1jp 261 28 for for IN cord-258170-kyztc1jp 261 29 social social JJ cord-258170-kyztc1jp 261 30 distancing distancing NN cord-258170-kyztc1jp 261 31 : : : cord-258170-kyztc1jp 262 1 A a DT cord-258170-kyztc1jp 262 2 comprehensive comprehensive JJ cord-258170-kyztc1jp 262 3 survey survey NN cord-258170-kyztc1jp 262 4 - - HYPH cord-258170-kyztc1jp 262 5 rob rob NNP cord-258170-kyztc1jp 262 6 Monitoring Monitoring NNP cord-258170-kyztc1jp 262 7 covid-19 covid-19 JJ cord-258170-kyztc1jp 262 8 social social JJ cord-258170-kyztc1jp 262 9 distancing distancing NN cord-258170-kyztc1jp 262 10 with with IN cord-258170-kyztc1jp 262 11 person person NN cord-258170-kyztc1jp 262 12 detection detection NN cord-258170-kyztc1jp 262 13 and and CC cord-258170-kyztc1jp 262 14 tracking tracking NN cord-258170-kyztc1jp 262 15 via via IN cord-258170-kyztc1jp 262 16 fine fine RB cord-258170-kyztc1jp 262 17 - - HYPH cord-258170-kyztc1jp 262 18 tuned tune VBN cord-258170-kyztc1jp 262 19 YOLOv3 YOLOv3 NNP cord-258170-kyztc1jp 262 20 and and CC cord-258170-kyztc1jp 262 21 deepsort deepsort NN cord-258170-kyztc1jp 262 22 techniques technique NNS cord-258170-kyztc1jp 263 1 Detection Detection NNP cord-258170-kyztc1jp 263 2 and and CC cord-258170-kyztc1jp 263 3 Brain Brain NNP cord-258170-kyztc1jp 263 4 Mapping Mapping NNP cord-258170-kyztc1jp 263 5 Visualization visualization NN cord-258170-kyztc1jp 264 1 Inception Inception NNP cord-258170-kyztc1jp 264 2 U U NNP cord-258170-kyztc1jp 264 3 - - HYPH cord-258170-kyztc1jp 264 4 Net net JJ cord-258170-kyztc1jp 264 5 architecture architecture NN cord-258170-kyztc1jp 264 6 for for IN cord-258170-kyztc1jp 264 7 semantic semantic JJ cord-258170-kyztc1jp 264 8 segmentation segmentation NN cord-258170-kyztc1jp 264 9 to to TO cord-258170-kyztc1jp 264 10 identify identify VB cord-258170-kyztc1jp 264 11 nuclei nucleus NNS cord-258170-kyztc1jp 264 12 in in IN cord-258170-kyztc1jp 264 13 microscopy microscopy NN cord-258170-kyztc1jp 264 14 cell cell NN cord-258170-kyztc1jp 264 15 images image NNS cord-258170-kyztc1jp 264 16 Crowd crowd VBP cord-258170-kyztc1jp 264 17 analysis analysis NN cord-258170-kyztc1jp 264 18 for for IN cord-258170-kyztc1jp 264 19 congestion congestion NN cord-258170-kyztc1jp 264 20 control control NN cord-258170-kyztc1jp 264 21 early early JJ cord-258170-kyztc1jp 264 22 warning warning NN cord-258170-kyztc1jp 264 23 system system NN cord-258170-kyztc1jp 264 24 on on IN cord-258170-kyztc1jp 264 25 foot foot NN cord-258170-kyztc1jp 264 26 over over IN cord-258170-kyztc1jp 264 27 bridge bridge NN cord-258170-kyztc1jp 264 28 Social Social NNP cord-258170-kyztc1jp 264 29 Event Event NNP cord-258170-kyztc1jp 264 30 Classification Classification NNP cord-258170-kyztc1jp 264 31 via via IN cord-258170-kyztc1jp 264 32 Boosted Boosted NNP cord-258170-kyztc1jp 264 33 Multimodal Multimodal NNP cord-258170-kyztc1jp 264 34 Supervised supervise VBD cord-258170-kyztc1jp 264 35 Latent Latent NNP cord-258170-kyztc1jp 264 36 Dirichlet Dirichlet NNP cord-258170-kyztc1jp 264 37 Allocation Allocation NNP cord-258170-kyztc1jp 264 38 Data datum NNS cord-258170-kyztc1jp 264 39 - - HYPH cord-258170-kyztc1jp 264 40 driven drive VBN cord-258170-kyztc1jp 264 41 dynamic dynamic JJ cord-258170-kyztc1jp 264 42 clustering clustering NN cord-258170-kyztc1jp 264 43 framework framework NN cord-258170-kyztc1jp 264 44 for for IN cord-258170-kyztc1jp 264 45 mitigating mitigate VBG cord-258170-kyztc1jp 264 46 the the DT cord-258170-kyztc1jp 264 47 adverse adverse JJ cord-258170-kyztc1jp 264 48 economic economic JJ cord-258170-kyztc1jp 264 49 impact impact NN cord-258170-kyztc1jp 264 50 of of IN cord-258170-kyztc1jp 264 51 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 264 52 lockdown lockdown NN cord-258170-kyztc1jp 264 53 practices practice NNS cord-258170-kyztc1jp 264 54 Yolo9000 Yolo9000 NNP cord-258170-kyztc1jp 264 55 : : : cord-258170-kyztc1jp 265 1 better well RBR cord-258170-kyztc1jp 265 2 , , , cord-258170-kyztc1jp 265 3 faster fast RBR cord-258170-kyztc1jp 265 4 , , , cord-258170-kyztc1jp 265 5 stronger strong JJR cord-258170-kyztc1jp 265 6 Faster fast JJR cord-258170-kyztc1jp 265 7 R R NNP cord-258170-kyztc1jp 265 8 - - HYPH cord-258170-kyztc1jp 265 9 CNN CNN NNP cord-258170-kyztc1jp 265 10 : : : cord-258170-kyztc1jp 266 1 Towards towards IN cord-258170-kyztc1jp 266 2 real real JJ cord-258170-kyztc1jp 266 3 - - HYPH cord-258170-kyztc1jp 266 4 time time NN cord-258170-kyztc1jp 266 5 object object NN cord-258170-kyztc1jp 266 6 detection detection NN cord-258170-kyztc1jp 266 7 with with IN cord-258170-kyztc1jp 266 8 region region NN cord-258170-kyztc1jp 266 9 proposal proposal NN cord-258170-kyztc1jp 266 10 networks network NNS cord-258170-kyztc1jp 266 11 DeepSOCIAL DeepSOCIAL NNP cord-258170-kyztc1jp 266 12 : : : cord-258170-kyztc1jp 266 13 Social social JJ cord-258170-kyztc1jp 266 14 distancing distance VBG cord-258170-kyztc1jp 266 15 monitoring monitoring NN cord-258170-kyztc1jp 266 16 and and CC cord-258170-kyztc1jp 266 17 infection infection NN cord-258170-kyztc1jp 266 18 risk risk NN cord-258170-kyztc1jp 266 19 assessment assessment NN cord-258170-kyztc1jp 266 20 in in IN cord-258170-kyztc1jp 266 21 COVID-19 COVID-19 NNP cord-258170-kyztc1jp 266 22 pandemic pandemic NN cord-258170-kyztc1jp 266 23 , , , cord-258170-kyztc1jp 266 24 medRxiv medRxiv NNP cord-258170-kyztc1jp 266 25 preprint preprint NN cord-258170-kyztc1jp 267 1 The the DT cord-258170-kyztc1jp 267 2 use use NN cord-258170-kyztc1jp 267 3 of of IN cord-258170-kyztc1jp 267 4 drones drone NNS cord-258170-kyztc1jp 267 5 during during IN cord-258170-kyztc1jp 267 6 mass mass JJ cord-258170-kyztc1jp 267 7 events event NNS cord-258170-kyztc1jp 267 8 COVID COVID NNP cord-258170-kyztc1jp 267 9 - - HYPH cord-258170-kyztc1jp 267 10 Robot Robot NNP cord-258170-kyztc1jp 267 11 : : : cord-258170-kyztc1jp 267 12 Monitoring monitor VBG cord-258170-kyztc1jp 267 13 social social JJ cord-258170-kyztc1jp 267 14 distancing distance VBG cord-258170-kyztc1jp 267 15 constraints constraint NNS cord-258170-kyztc1jp 267 16 in in IN cord-258170-kyztc1jp 267 17 crowded crowded JJ cord-258170-kyztc1jp 267 18 scenarios scenario NNS cord-258170-kyztc1jp 267 19 Towards towards IN cord-258170-kyztc1jp 267 20 sustainable sustainable JJ cord-258170-kyztc1jp 267 21 smart smart JJ cord-258170-kyztc1jp 267 22 cities city NNS cord-258170-kyztc1jp 267 23 : : : cord-258170-kyztc1jp 267 24 A a DT cord-258170-kyztc1jp 267 25 review review NN cord-258170-kyztc1jp 267 26 of of IN cord-258170-kyztc1jp 267 27 trends trend NNS cord-258170-kyztc1jp 267 28 , , , cord-258170-kyztc1jp 267 29 architectures architecture NNS cord-258170-kyztc1jp 267 30 , , , cord-258170-kyztc1jp 267 31 components component NNS cord-258170-kyztc1jp 267 32 , , , cord-258170-kyztc1jp 267 33 and and CC cord-258170-kyztc1jp 267 34 open open JJ cord-258170-kyztc1jp 267 35 challenges challenge NNS cord-258170-kyztc1jp 267 36 in in IN cord-258170-kyztc1jp 267 37 smart smart JJ cord-258170-kyztc1jp 267 38 cities city NNS cord-258170-kyztc1jp 267 39 Very very RB cord-258170-kyztc1jp 267 40 deep deep JJ cord-258170-kyztc1jp 267 41 convolutional convolutional NN cord-258170-kyztc1jp 267 42 networks network NNS cord-258170-kyztc1jp 267 43 for for IN cord-258170-kyztc1jp 267 44 large large JJ cord-258170-kyztc1jp 267 45 - - HYPH cord-258170-kyztc1jp 267 46 scale scale NN cord-258170-kyztc1jp 267 47 image image NN cord-258170-kyztc1jp 267 48 recognition recognition NN cord-258170-kyztc1jp 267 49 Automatic Automatic NNP cord-258170-kyztc1jp 267 50 Visual Visual NNP cord-258170-kyztc1jp 267 51 Concept concept NN cord-258170-kyztc1jp 267 52 Learning learn VBG cord-258170-kyztc1jp 267 53 for for IN cord-258170-kyztc1jp 267 54 Social Social NNP cord-258170-kyztc1jp 267 55 Event Event NNP cord-258170-kyztc1jp 267 56 Understanding Understanding NNP cord-258170-kyztc1jp 267 57 Deep Deep NNP cord-258170-kyztc1jp 267 58 Relative Relative NNP cord-258170-kyztc1jp 267 59 Attributes attribute NNS cord-258170-kyztc1jp 268 1 The the DT cord-258170-kyztc1jp 268 2 efficacy efficacy NN cord-258170-kyztc1jp 268 3 of of IN cord-258170-kyztc1jp 268 4 social social JJ cord-258170-kyztc1jp 268 5 distance distance NN cord-258170-kyztc1jp 268 6 and and CC cord-258170-kyztc1jp 268 7 ventilation ventilation NN cord-258170-kyztc1jp 268 8 effectiveness effectiveness NN cord-258170-kyztc1jp 268 9 in in IN cord-258170-kyztc1jp 268 10 preventing prevent VBG cord-258170-kyztc1jp 268 11 COVID-19 covid-19 JJ cord-258170-kyztc1jp 268 12 transmission transmission NN cord-258170-kyztc1jp 268 13 Rethinking rethink VBG cord-258170-kyztc1jp 268 14 the the DT cord-258170-kyztc1jp 268 15 inception inception NN cord-258170-kyztc1jp 268 16 architecture architecture NN cord-258170-kyztc1jp 268 17 for for IN cord-258170-kyztc1jp 268 18 computer computer NN cord-258170-kyztc1jp 268 19 vision vision NN cord-258170-kyztc1jp 268 20 Tensor2Tensor tensor2tensor NN cord-258170-kyztc1jp 268 21 for for IN cord-258170-kyztc1jp 268 22 neural neural JJ cord-258170-kyztc1jp 268 23 machine machine NN cord-258170-kyztc1jp 268 24 translation translation NN cord-258170-kyztc1jp 268 25 Statement Statement NNP cord-258170-kyztc1jp 268 26 on on IN cord-258170-kyztc1jp 268 27 the the DT cord-258170-kyztc1jp 268 28 second second JJ cord-258170-kyztc1jp 268 29 meeting meeting NN cord-258170-kyztc1jp 268 30 of of IN cord-258170-kyztc1jp 268 31 the the DT cord-258170-kyztc1jp 268 32 International International NNP cord-258170-kyztc1jp 268 33 Health Health NNP cord-258170-kyztc1jp 268 34 Regulations Regulations NNPS cord-258170-kyztc1jp 268 35 ( ( -LRB- cord-258170-kyztc1jp 268 36 2005 2005 CD cord-258170-kyztc1jp 268 37 ) ) -RRB- cord-258170-kyztc1jp 269 1 Emergency Emergency NNP cord-258170-kyztc1jp 269 2 Committee Committee NNP cord-258170-kyztc1jp 269 3 regarding regard VBG cord-258170-kyztc1jp 269 4 the the DT cord-258170-kyztc1jp 269 5 outbreak outbreak NN cord-258170-kyztc1jp 269 6 of of IN cord-258170-kyztc1jp 269 7 novel novel JJ cord-258170-kyztc1jp 269 8 coronavirus coronavirus NN cord-258170-kyztc1jp 269 9 ( ( -LRB- cord-258170-kyztc1jp 269 10 2019-nCoV 2019-ncov CD cord-258170-kyztc1jp 269 11 ) ) -RRB- cord-258170-kyztc1jp 269 12 . . . cord-258170-kyztc1jp 270 1 World World NNP cord-258170-kyztc1jp 270 2 Health Health NNP cord-258170-kyztc1jp 270 3 Organization Organization NNP cord-258170-kyztc1jp 270 4 Archived Archived NNP cord-258170-kyztc1jp 270 5 from from IN cord-258170-kyztc1jp 270 6 the the DT cord-258170-kyztc1jp 270 7 original original NN cord-258170-kyztc1jp 270 8 on on IN cord-258170-kyztc1jp 270 9 31 31 CD cord-258170-kyztc1jp 271 1 The the DT cord-258170-kyztc1jp 271 2 authors author NNS cord-258170-kyztc1jp 271 3 do do VBP cord-258170-kyztc1jp 271 4 not not RB cord-258170-kyztc1jp 271 5 have have VB cord-258170-kyztc1jp 271 6 conflicts conflict NNS cord-258170-kyztc1jp 271 7 of of IN cord-258170-kyztc1jp 271 8 interest interest NN cord-258170-kyztc1jp 271 9 . . . cord-258170-kyztc1jp 272 1 The the DT cord-258170-kyztc1jp 272 2 authors author NNS cord-258170-kyztc1jp 272 3 declare declare VBP cord-258170-kyztc1jp 272 4 that that IN cord-258170-kyztc1jp 272 5 they -PRON- PRP cord-258170-kyztc1jp 272 6 have have VBP cord-258170-kyztc1jp 272 7 no no DT cord-258170-kyztc1jp 272 8 known know VBN cord-258170-kyztc1jp 272 9 competing compete VBG cord-258170-kyztc1jp 272 10 financial financial JJ cord-258170-kyztc1jp 272 11 interests interest NNS cord-258170-kyztc1jp 272 12 or or CC cord-258170-kyztc1jp 272 13 personal personal JJ cord-258170-kyztc1jp 272 14 relationships relationship NNS cord-258170-kyztc1jp 272 15 that that WDT cord-258170-kyztc1jp 272 16 could could MD cord-258170-kyztc1jp 272 17 have have VB cord-258170-kyztc1jp 272 18 appeared appear VBN cord-258170-kyztc1jp 272 19 to to TO cord-258170-kyztc1jp 272 20 influence influence VB cord-258170-kyztc1jp 272 21 the the DT cord-258170-kyztc1jp 272 22 work work NN cord-258170-kyztc1jp 272 23 reported report VBN cord-258170-kyztc1jp 272 24 in in IN cord-258170-kyztc1jp 272 25 this this DT cord-258170-kyztc1jp 272 26 paper paper NN cord-258170-kyztc1jp 272 27 . . .