id sid tid token lemma pos g445cc10p1t 1 1 in in ADP g445cc10p1t 1 2 this this DET g445cc10p1t 1 3 thesis thesis NOUN g445cc10p1t 1 4 , , PUNCT g445cc10p1t 1 5 we we PRON g445cc10p1t 1 6 discuss discuss VERB g445cc10p1t 1 7 a a DET g445cc10p1t 1 8 simple simple ADJ g445cc10p1t 1 9 extension extension NOUN g445cc10p1t 1 10 to to ADP g445cc10p1t 1 11 the the DET g445cc10p1t 1 12 standard standard ADJ g445cc10p1t 1 13 particle particle NOUN g445cc10p1t 1 14 swarm swarm NOUN g445cc10p1t 1 15 optimization optimization NOUN g445cc10p1t 1 16 algorithm algorithm PROPN g445cc10p1t 1 17 , , PUNCT g445cc10p1t 1 18 inspired inspire VERB g445cc10p1t 1 19 by by ADP g445cc10p1t 1 20 genetic genetic ADJ g445cc10p1t 1 21 algorithms algorithm NOUN g445cc10p1t 1 22 that that PRON g445cc10p1t 1 23 allow allow VERB g445cc10p1t 1 24 swarms swarm NOUN g445cc10p1t 1 25 to to PART g445cc10p1t 1 26 cope cope VERB g445cc10p1t 1 27 better well ADV g445cc10p1t 1 28 with with ADP g445cc10p1t 1 29 dynamically dynamically ADV g445cc10p1t 1 30 changing change VERB g445cc10p1t 1 31 fitness fitness NOUN g445cc10p1t 1 32 evaluations evaluation NOUN g445cc10p1t 1 33 for for ADP g445cc10p1t 1 34 a a DET g445cc10p1t 1 35 given give VERB g445cc10p1t 1 36 parameter parameter NOUN g445cc10p1t 1 37 space space NOUN g445cc10p1t 1 38 . . PUNCT g445cc10p1t 2 1 we we PRON g445cc10p1t 2 2 demonstrate demonstrate VERB g445cc10p1t 2 3 the the DET g445cc10p1t 2 4 utility utility NOUN g445cc10p1t 2 5 of of ADP g445cc10p1t 2 6 the the DET g445cc10p1t 2 7 extension extension NOUN g445cc10p1t 2 8 in in ADP g445cc10p1t 2 9 an an DET g445cc10p1t 2 10 application application NOUN g445cc10p1t 2 11 system system NOUN g445cc10p1t 2 12 for for ADP g445cc10p1t 2 13 dynamical dynamical ADJ g445cc10p1t 2 14 facial facial ADJ g445cc10p1t 2 15 feature feature NOUN g445cc10p1t 2 16 detection detection NOUN g445cc10p1t 2 17 and and CCONJ g445cc10p1t 2 18 tracking tracking NOUN g445cc10p1t 2 19 , , PUNCT g445cc10p1t 2 20 which which PRON g445cc10p1t 2 21 uses use VERB g445cc10p1t 2 22 the the DET g445cc10p1t 2 23 proposed propose VERB g445cc10p1t 2 24 ' ' PUNCT g445cc10p1t 2 25 real real ADJ g445cc10p1t 2 26 - - PUNCT g445cc10p1t 2 27 time time NOUN g445cc10p1t 2 28 evolving evolve VERB g445cc10p1t 2 29 swarms swarm NOUN g445cc10p1t 2 30 ' ' PUNCT g445cc10p1t 2 31 for for ADP g445cc10p1t 2 32 a a DET g445cc10p1t 2 33 continuous continuous ADJ g445cc10p1t 2 34 dynamic dynamic ADJ g445cc10p1t 2 35 search search NOUN g445cc10p1t 2 36 of of ADP g445cc10p1t 2 37 the the DET g445cc10p1t 2 38 best good ADJ g445cc10p1t 2 39 locations location NOUN g445cc10p1t 2 40 in in ADP g445cc10p1t 2 41 a a DET g445cc10p1t 2 42 two two NUM g445cc10p1t 2 43 - - PUNCT g445cc10p1t 2 44 dimensional dimensional ADJ g445cc10p1t 2 45 parameter parameter NOUN g445cc10p1t 2 46 space space NOUN g445cc10p1t 2 47 to to PART g445cc10p1t 2 48 improve improve VERB g445cc10p1t 2 49 upon upon SCONJ g445cc10p1t 2 50 feature feature NOUN g445cc10p1t 2 51 detection detection NOUN g445cc10p1t 2 52 with with ADP g445cc10p1t 2 53 static static ADJ g445cc10p1t 2 54 parameters parameter NOUN g445cc10p1t 2 55 . . PUNCT g445cc10p1t 3 1 we we PRON g445cc10p1t 3 2 show show VERB g445cc10p1t 3 3 in in ADP g445cc10p1t 3 4 several several ADJ g445cc10p1t 3 5 experimental experimental ADJ g445cc10p1t 3 6 evaluations evaluation NOUN g445cc10p1t 3 7 that that PRON g445cc10p1t 3 8 the the DET g445cc10p1t 3 9 proposed propose VERB g445cc10p1t 3 10 method method NOUN g445cc10p1t 3 11 is be AUX g445cc10p1t 3 12 robust robust ADJ g445cc10p1t 3 13 to to ADP g445cc10p1t 3 14 lighting lighting NOUN g445cc10p1t 3 15 changes change NOUN g445cc10p1t 3 16 and and CCONJ g445cc10p1t 3 17 does do AUX g445cc10p1t 3 18 not not PART g445cc10p1t 3 19 require require VERB g445cc10p1t 3 20 any any DET g445cc10p1t 3 21 calibration calibration NOUN g445cc10p1t 3 22 . . PUNCT g445cc10p1t 4 1 moreover moreover ADV g445cc10p1t 4 2 , , PUNCT g445cc10p1t 4 3 the the DET g445cc10p1t 4 4 method method NOUN g445cc10p1t 4 5 works work VERB g445cc10p1t 4 6 in in ADP g445cc10p1t 4 7 real real ADJ g445cc10p1t 4 8 time time NOUN g445cc10p1t 4 9 , , PUNCT g445cc10p1t 4 10 is be AUX g445cc10p1t 4 11 computationally computationally ADV g445cc10p1t 4 12 tractable tractable ADJ g445cc10p1t 4 13 , , PUNCT g445cc10p1t 4 14 and and CCONJ g445cc10p1t 4 15 not not PART g445cc10p1t 4 16 limited limit VERB g445cc10p1t 4 17 to to ADP g445cc10p1t 4 18 the the DET g445cc10p1t 4 19 employed employ VERB g445cc10p1t 4 20 static static ADJ g445cc10p1t 4 21 feature feature NOUN g445cc10p1t 4 22 detector detector NOUN g445cc10p1t 4 23 , , PUNCT g445cc10p1t 4 24 but but CCONJ g445cc10p1t 4 25 can can AUX g445cc10p1t 4 26 be be AUX g445cc10p1t 4 27 applied apply VERB g445cc10p1t 4 28 to to ADP g445cc10p1t 4 29 any any DET g445cc10p1t 4 30 n n ADJ g445cc10p1t 4 31 - - PUNCT g445cc10p1t 4 32 dimensional dimensional ADJ g445cc10p1t 4 33 search search NOUN g445cc10p1t 4 34 space.further space.further NOUN g445cc10p1t 4 35 , , PUNCT g445cc10p1t 4 36 this this DET g445cc10p1t 4 37 thesis thesis NOUN g445cc10p1t 4 38 introduces introduce VERB g445cc10p1t 4 39 a a DET g445cc10p1t 4 40 novel novel ADJ g445cc10p1t 4 41 hierarchical hierarchical ADJ g445cc10p1t 4 42 extension extension NOUN g445cc10p1t 4 43 to to ADP g445cc10p1t 4 44 the the DET g445cc10p1t 4 45 standard standard ADJ g445cc10p1t 4 46 particle particle NOUN g445cc10p1t 4 47 swarm swarm NOUN g445cc10p1t 4 48 optimization optimization NOUN g445cc10p1t 4 49 algorithm algorithm PROPN g445cc10p1t 4 50 that that PRON g445cc10p1t 4 51 allows allow VERB g445cc10p1t 4 52 swarms swarm NOUN g445cc10p1t 4 53 to to PART g445cc10p1t 4 54 cope cope VERB g445cc10p1t 4 55 better well ADV g445cc10p1t 4 56 with with ADP g445cc10p1t 4 57 dynamically dynamically ADV g445cc10p1t 4 58 changing change VERB g445cc10p1t 4 59 fitness fitness NOUN g445cc10p1t 4 60 evaluations evaluation NOUN g445cc10p1t 4 61 for for ADP g445cc10p1t 4 62 a a DET g445cc10p1t 4 63 given give VERB g445cc10p1t 4 64 parameter parameter NOUN g445cc10p1t 4 65 space space NOUN g445cc10p1t 4 66 . . PUNCT g445cc10p1t 5 1 it it PRON g445cc10p1t 5 2 present present VERB g445cc10p1t 5 3 the the DET g445cc10p1t 5 4 formal formal ADJ g445cc10p1t 5 5 framework framework NOUN g445cc10p1t 5 6 and and CCONJ g445cc10p1t 5 7 demonstrate demonstrate VERB g445cc10p1t 5 8 the the DET g445cc10p1t 5 9 utility utility NOUN g445cc10p1t 5 10 of of ADP g445cc10p1t 5 11 the the DET g445cc10p1t 5 12 extension extension NOUN g445cc10p1t 5 13 in in ADP g445cc10p1t 5 14 an an DET g445cc10p1t 5 15 application application NOUN g445cc10p1t 5 16 system system NOUN g445cc10p1t 5 17 for for ADP g445cc10p1t 5 18 dynamic dynamic ADJ g445cc10p1t 5 19 face face NOUN g445cc10p1t 5 20 detection detection NOUN g445cc10p1t 5 21 . . PUNCT g445cc10p1t 6 1 specifically specifically ADV g445cc10p1t 6 2 , , PUNCT g445cc10p1t 6 3 the the DET g445cc10p1t 6 4 feature feature NOUN g445cc10p1t 6 5 detector detector NOUN g445cc10p1t 6 6 / / SYM g445cc10p1t 6 7 tracker tracker PROPN g445cc10p1t 6 8 uses use VERB g445cc10p1t 6 9 the the DET g445cc10p1t 6 10 proposed propose VERB g445cc10p1t 6 11 ' ' PUNCT g445cc10p1t 6 12 hierarchical hierarchical ADJ g445cc10p1t 6 13 real real ADJ g445cc10p1t 6 14 - - PUNCT g445cc10p1t 6 15 time time NOUN g445cc10p1t 6 16 swarms swarm NOUN g445cc10p1t 6 17 ' ' PUNCT g445cc10p1t 6 18 for for ADP g445cc10p1t 6 19 a a DET g445cc10p1t 6 20 continuous continuous ADJ g445cc10p1t 6 21 concurrent concurrent ADJ g445cc10p1t 6 22 dynamic dynamic ADJ g445cc10p1t 6 23 search search NOUN g445cc10p1t 6 24 of of ADP g445cc10p1t 6 25 the the DET g445cc10p1t 6 26 best good ADJ g445cc10p1t 6 27 locations location NOUN g445cc10p1t 6 28 in in ADP g445cc10p1t 6 29 a a DET g445cc10p1t 6 30 two two NUM g445cc10p1t 6 31 - - PUNCT g445cc10p1t 6 32 dimensional dimensional ADJ g445cc10p1t 6 33 parameter parameter NOUN g445cc10p1t 6 34 space space NOUN g445cc10p1t 6 35 and and CCONJ g445cc10p1t 6 36 the the DET g445cc10p1t 6 37 image image NOUN g445cc10p1t 6 38 space space NOUN g445cc10p1t 6 39 to to PART g445cc10p1t 6 40 improve improve VERB g445cc10p1t 6 41 upon upon SCONJ g445cc10p1t 6 42 feature feature NOUN g445cc10p1t 6 43 detection detection NOUN g445cc10p1t 6 44 and and CCONJ g445cc10p1t 6 45 tracking tracking NOUN g445cc10p1t 6 46 in in ADP g445cc10p1t 6 47 changing change VERB g445cc10p1t 6 48 environments environment NOUN g445cc10p1t 6 49 . . PUNCT