id sid tid token lemma pos 6q182j65t5h 1 1 deep deep ADJ 6q182j65t5h 1 2 neural neural ADJ 6q182j65t5h 1 3 networks network NOUN 6q182j65t5h 1 4 ( ( PUNCT 6q182j65t5h 1 5 dnns dnns PROPN 6q182j65t5h 1 6 ) ) PUNCT 6q182j65t5h 1 7 have have AUX 6q182j65t5h 1 8 achieved achieve VERB 6q182j65t5h 1 9 state state NOUN 6q182j65t5h 1 10 - - PUNCT 6q182j65t5h 1 11 of of ADP 6q182j65t5h 1 12 - - PUNCT 6q182j65t5h 1 13 the the DET 6q182j65t5h 1 14 - - PUNCT 6q182j65t5h 1 15 art art NOUN 6q182j65t5h 1 16 performance performance NOUN 6q182j65t5h 1 17 in in ADP 6q182j65t5h 1 18 many many ADJ 6q182j65t5h 1 19 areas area NOUN 6q182j65t5h 1 20 and and CCONJ 6q182j65t5h 1 21 are be AUX 6q182j65t5h 1 22 integrated integrate VERB 6q182j65t5h 1 23 into into ADP 6q182j65t5h 1 24 commercial commercial ADJ 6q182j65t5h 1 25 products product NOUN 6q182j65t5h 1 26 successfully successfully ADV 6q182j65t5h 1 27 . . PUNCT 6q182j65t5h 2 1 one one NUM 6q182j65t5h 2 2 of of ADP 6q182j65t5h 2 3 the the DET 6q182j65t5h 2 4 foremost foremost ADJ 6q182j65t5h 2 5 challenges challenge NOUN 6q182j65t5h 2 6 in in ADP 6q182j65t5h 2 7 adopting adopt VERB 6q182j65t5h 2 8 dnns dnn NOUN 6q182j65t5h 2 9 to to ADP 6q182j65t5h 2 10 real real ADJ 6q182j65t5h 2 11 - - PUNCT 6q182j65t5h 2 12 world world NOUN 6q182j65t5h 2 13 mission mission NOUN 6q182j65t5h 2 14 - - PUNCT 6q182j65t5h 2 15 critical critical ADJ 6q182j65t5h 2 16 applications application NOUN 6q182j65t5h 2 17 is be AUX 6q182j65t5h 2 18 the the DET 6q182j65t5h 2 19 lack lack NOUN 6q182j65t5h 2 20 of of ADP 6q182j65t5h 2 21 competency competency NOUN 6q182j65t5h 2 22 - - PUNCT 6q182j65t5h 2 23 awareness awareness NOUN 6q182j65t5h 2 24 . . PUNCT 6q182j65t5h 3 1 even even ADV 6q182j65t5h 3 2 cutting cut VERB 6q182j65t5h 3 3 - - PUNCT 6q182j65t5h 3 4 edge edge NOUN 6q182j65t5h 3 5 models model NOUN 6q182j65t5h 3 6 fail fail VERB 6q182j65t5h 3 7 in in ADP 6q182j65t5h 3 8 edge edge NOUN 6q182j65t5h 3 9 cases case NOUN 6q182j65t5h 3 10 because because SCONJ 6q182j65t5h 3 11 of of ADP 6q182j65t5h 3 12 the the DET 6q182j65t5h 3 13 complicated complicated ADJ 6q182j65t5h 3 14 nature nature NOUN 6q182j65t5h 3 15 of of ADP 6q182j65t5h 3 16 the the DET 6q182j65t5h 3 17 real real ADJ 6q182j65t5h 3 18 - - PUNCT 6q182j65t5h 3 19 world world NOUN 6q182j65t5h 3 20 problem problem NOUN 6q182j65t5h 3 21 and and CCONJ 6q182j65t5h 3 22 the the DET 6q182j65t5h 3 23 long long ADJ 6q182j65t5h 3 24 tail tail NOUN 6q182j65t5h 3 25 of of ADP 6q182j65t5h 3 26 the the DET 6q182j65t5h 3 27 real real ADJ 6q182j65t5h 3 28 - - PUNCT 6q182j65t5h 3 29 world world NOUN 6q182j65t5h 3 30 cases case NOUN 6q182j65t5h 3 31 . . PUNCT 6q182j65t5h 4 1 more more ADV 6q182j65t5h 4 2 importantly importantly ADV 6q182j65t5h 4 3 , , PUNCT 6q182j65t5h 4 4 failure failure NOUN 6q182j65t5h 4 5 happens happen VERB 6q182j65t5h 4 6 silently silently ADV 6q182j65t5h 4 7 . . PUNCT 6q182j65t5h 5 1 this this PRON 6q182j65t5h 5 2 is be AUX 6q182j65t5h 5 3 in in ADP 6q182j65t5h 5 4 sharp sharp ADJ 6q182j65t5h 5 5 contrast contrast NOUN 6q182j65t5h 5 6 to to ADP 6q182j65t5h 5 7 humans human NOUN 6q182j65t5h 5 8 ' ' PART 6q182j65t5h 5 9 capability capability NOUN 6q182j65t5h 5 10 on on ADP 6q182j65t5h 5 11 competency competency NOUN 6q182j65t5h 5 12 - - PUNCT 6q182j65t5h 5 13 awareness awareness NOUN 6q182j65t5h 5 14 . . PUNCT 6q182j65t5h 6 1 in in ADP 6q182j65t5h 6 2 order order NOUN 6q182j65t5h 6 3 for for SCONJ 6q182j65t5h 6 4 dnns dnn NOUN 6q182j65t5h 6 5 to to PART 6q182j65t5h 6 6 gain gain VERB 6q182j65t5h 6 7 humans human NOUN 6q182j65t5h 6 8 ' ' PART 6q182j65t5h 6 9 trust trust NOUN 6q182j65t5h 6 10 in in ADP 6q182j65t5h 6 11 making make VERB 6q182j65t5h 6 12 decisions decision NOUN 6q182j65t5h 6 13 reliably reliably ADV 6q182j65t5h 6 14 , , PUNCT 6q182j65t5h 6 15 uncertainty uncertainty NOUN 6q182j65t5h 6 16 estimation estimation NOUN 6q182j65t5h 6 17 is be AUX 6q182j65t5h 6 18 investigated investigate VERB 6q182j65t5h 6 19 as as ADP 6q182j65t5h 6 20 a a DET 6q182j65t5h 6 21 promising promising ADJ 6q182j65t5h 6 22 way way NOUN 6q182j65t5h 6 23 to to ADP 6q182j65t5h 6 24 competency competency NOUN 6q182j65t5h 6 25 - - PUNCT 6q182j65t5h 6 26 aware aware ADJ 6q182j65t5h 6 27 neural neural NOUN 6q182j65t5h 6 28 networks.in networks.in NUM 6q182j65t5h 6 29 this this DET 6q182j65t5h 6 30 dissertation dissertation NOUN 6q182j65t5h 6 31 , , PUNCT 6q182j65t5h 6 32 we we PRON 6q182j65t5h 6 33 focus focus VERB 6q182j65t5h 6 34 on on ADP 6q182j65t5h 6 35 the the DET 6q182j65t5h 6 36 uncertainty uncertainty NOUN 6q182j65t5h 6 37 estimation estimation NOUN 6q182j65t5h 6 38 that that PRON 6q182j65t5h 6 39 provides provide VERB 6q182j65t5h 6 40 quantified quantify VERB 6q182j65t5h 6 41 scores score NOUN 6q182j65t5h 6 42 representing represent VERB 6q182j65t5h 6 43 the the DET 6q182j65t5h 6 44 confidence confidence NOUN 6q182j65t5h 6 45 of of ADP 6q182j65t5h 6 46 the the DET 6q182j65t5h 6 47 model model NOUN 6q182j65t5h 6 48 's 's PART 6q182j65t5h 6 49 prediction prediction NOUN 6q182j65t5h 6 50 . . PUNCT 6q182j65t5h 7 1 first first ADV 6q182j65t5h 7 2 , , PUNCT 6q182j65t5h 7 3 we we PRON 6q182j65t5h 7 4 analyze analyze VERB 6q182j65t5h 7 5 uncertainty uncertainty NOUN 6q182j65t5h 7 6 estimation estimation NOUN 6q182j65t5h 7 7 as as ADP 6q182j65t5h 7 8 a a DET 6q182j65t5h 7 9 general general ADJ 6q182j65t5h 7 10 function function NOUN 6q182j65t5h 7 11 approximation approximation NOUN 6q182j65t5h 7 12 problem problem NOUN 6q182j65t5h 7 13 and and CCONJ 6q182j65t5h 7 14 provide provide VERB 6q182j65t5h 7 15 the the DET 6q182j65t5h 7 16 approximation approximation NOUN 6q182j65t5h 7 17 error error NOUN 6q182j65t5h 7 18 bound bind VERB 6q182j65t5h 7 19 in in ADP 6q182j65t5h 7 20 quantized quantize VERB 6q182j65t5h 7 21 scenarios scenario NOUN 6q182j65t5h 7 22 . . PUNCT 6q182j65t5h 8 1 second second ADV 6q182j65t5h 8 2 , , PUNCT 6q182j65t5h 8 3 we we PRON 6q182j65t5h 8 4 identify identify VERB 6q182j65t5h 8 5 some some DET 6q182j65t5h 8 6 problematic problematic ADJ 6q182j65t5h 8 7 evaluation evaluation NOUN 6q182j65t5h 8 8 methods method NOUN 6q182j65t5h 8 9 in in ADP 6q182j65t5h 8 10 the the DET 6q182j65t5h 8 11 recent recent ADJ 6q182j65t5h 8 12 literature literature NOUN 6q182j65t5h 8 13 on on ADP 6q182j65t5h 8 14 uncertainty uncertainty NOUN 6q182j65t5h 8 15 estimation estimation NOUN 6q182j65t5h 8 16 and and CCONJ 6q182j65t5h 8 17 propose propose VERB 6q182j65t5h 8 18 new new ADJ 6q182j65t5h 8 19 evaluation evaluation NOUN 6q182j65t5h 8 20 metrics metric NOUN 6q182j65t5h 8 21 . . PUNCT 6q182j65t5h 9 1 we we PRON 6q182j65t5h 9 2 further far ADV 6q182j65t5h 9 3 use use VERB 6q182j65t5h 9 4 these these DET 6q182j65t5h 9 5 metrics metric NOUN 6q182j65t5h 9 6 to to PART 6q182j65t5h 9 7 explore explore VERB 6q182j65t5h 9 8 the the DET 6q182j65t5h 9 9 relationship relationship NOUN 6q182j65t5h 9 10 between between ADP 6q182j65t5h 9 11 uncertainty uncertainty NOUN 6q182j65t5h 9 12 estimation estimation NOUN 6q182j65t5h 9 13 and and CCONJ 6q182j65t5h 9 14 hardware hardware NOUN 6q182j65t5h 9 15 resource resource NOUN 6q182j65t5h 9 16 constraints constraint NOUN 6q182j65t5h 9 17 . . PUNCT 6q182j65t5h 10 1 third third ADJ 6q182j65t5h 10 2 , , PUNCT 6q182j65t5h 10 3 motivated motivate VERB 6q182j65t5h 10 4 by by ADP 6q182j65t5h 10 5 the the DET 6q182j65t5h 10 6 discrepancy discrepancy NOUN 6q182j65t5h 10 7 between between ADP 6q182j65t5h 10 8 the the DET 6q182j65t5h 10 9 model model NOUN 6q182j65t5h 10 10 training training NOUN 6q182j65t5h 10 11 objective objective NOUN 6q182j65t5h 10 12 and and CCONJ 6q182j65t5h 10 13 the the DET 6q182j65t5h 10 14 objective objective NOUN 6q182j65t5h 10 15 in in ADP 6q182j65t5h 10 16 practice practice NOUN 6q182j65t5h 10 17 , , PUNCT 6q182j65t5h 10 18 we we PRON 6q182j65t5h 10 19 develop develop VERB 6q182j65t5h 10 20 uncertainty uncertainty NOUN 6q182j65t5h 10 21 - - PUNCT 6q182j65t5h 10 22 aware aware ADJ 6q182j65t5h 10 23 training training NOUN 6q182j65t5h 10 24 for for ADP 6q182j65t5h 10 25 selective selective ADJ 6q182j65t5h 10 26 medical medical ADJ 6q182j65t5h 10 27 image image NOUN 6q182j65t5h 10 28 segmentation segmentation NOUN 6q182j65t5h 10 29 . . PUNCT 6q182j65t5h 11 1 fourth fourth ADJ 6q182j65t5h 11 2 , , PUNCT 6q182j65t5h 11 3 with with ADP 6q182j65t5h 11 4 a a DET 6q182j65t5h 11 5 correction correction NOUN 6q182j65t5h 11 6 effort effort NOUN 6q182j65t5h 11 7 prediction prediction NOUN 6q182j65t5h 11 8 model model NOUN 6q182j65t5h 11 9 enhanced enhance VERB 6q182j65t5h 11 10 by by ADP 6q182j65t5h 11 11 uncertainty uncertainty NOUN 6q182j65t5h 11 12 maps map NOUN 6q182j65t5h 11 13 , , PUNCT 6q182j65t5h 11 14 we we PRON 6q182j65t5h 11 15 propose propose VERB 6q182j65t5h 11 16 an an DET 6q182j65t5h 11 17 ultrasound ultrasound NOUN 6q182j65t5h 11 18 scanning scan VERB 6q182j65t5h 11 19 framework framework NOUN 6q182j65t5h 11 20 that that PRON 6q182j65t5h 11 21 optimizes optimize VERB 6q182j65t5h 11 22 the the DET 6q182j65t5h 11 23 data datum NOUN 6q182j65t5h 11 24 acquisition acquisition NOUN 6q182j65t5h 11 25 for for ADP 6q182j65t5h 11 26 improved improved ADJ 6q182j65t5h 11 27 automated automate VERB 6q182j65t5h 11 28 segmentation segmentation NOUN 6q182j65t5h 11 29 by by ADP 6q182j65t5h 11 30 dnns dnns NOUN 6q182j65t5h 11 31 . . PUNCT