id sid tid token lemma pos st74cn72223 1 1 face face VERB st74cn72223 1 2 recognition recognition NOUN st74cn72223 1 3 from from ADP st74cn72223 1 4 video video NOUN st74cn72223 1 5 is be AUX st74cn72223 1 6 an an DET st74cn72223 1 7 important important ADJ st74cn72223 1 8 theme theme NOUN st74cn72223 1 9 in in ADP st74cn72223 1 10 biometric biometric ADJ st74cn72223 1 11 research research NOUN st74cn72223 1 12 today today NOUN st74cn72223 1 13 . . PUNCT st74cn72223 2 1 we we PRON st74cn72223 2 2 also also ADV st74cn72223 2 3 survey survey VERB st74cn72223 2 4 the the DET st74cn72223 2 5 current current ADJ st74cn72223 2 6 approaches approach NOUN st74cn72223 2 7 used use VERB st74cn72223 2 8 for for ADP st74cn72223 2 9 recognition recognition NOUN st74cn72223 2 10 in in ADP st74cn72223 2 11 video video NOUN st74cn72223 2 12 including include VERB st74cn72223 2 13 published publish VERB st74cn72223 2 14 techniques technique NOUN st74cn72223 2 15 for for ADP st74cn72223 2 16 addressing address VERB st74cn72223 2 17 problems problem NOUN st74cn72223 2 18 such such ADJ st74cn72223 2 19 as as ADP st74cn72223 2 20 pose pose NOUN st74cn72223 2 21 and and CCONJ st74cn72223 2 22 illumination illumination NOUN st74cn72223 2 23 variations variation NOUN st74cn72223 2 24 . . PUNCT st74cn72223 3 1 it it PRON st74cn72223 3 2 has have AUX st74cn72223 3 3 been be AUX st74cn72223 3 4 attacked attack VERB st74cn72223 3 5 using use VERB st74cn72223 3 6 pca pca PROPN st74cn72223 3 7 - - PUNCT st74cn72223 3 8 based base VERB st74cn72223 3 9 approaches approach NOUN st74cn72223 3 10 , , PUNCT st74cn72223 3 11 exploitation exploitation NOUN st74cn72223 3 12 of of ADP st74cn72223 3 13 the the DET st74cn72223 3 14 temporality temporality NOUN st74cn72223 3 15 of of ADP st74cn72223 3 16 the the DET st74cn72223 3 17 frames frame NOUN st74cn72223 3 18 , , PUNCT st74cn72223 3 19 construction construction NOUN st74cn72223 3 20 of of ADP st74cn72223 3 21 3 3 NUM st74cn72223 3 22 - - PUNCT st74cn72223 3 23 d d NOUN st74cn72223 3 24 face face NOUN st74cn72223 3 25 models model NOUN st74cn72223 3 26 to to PART st74cn72223 3 27 handle handle VERB st74cn72223 3 28 pose pose NOUN st74cn72223 3 29 changes change NOUN st74cn72223 3 30 . . PUNCT st74cn72223 4 1 these these DET st74cn72223 4 2 approaches approach NOUN st74cn72223 4 3 have have VERB st74cn72223 4 4 drawbacks drawback NOUN st74cn72223 4 5 such such ADJ st74cn72223 4 6 as as ADP st74cn72223 4 7 preprocessing preprocesse VERB st74cn72223 4 8 and and CCONJ st74cn72223 4 9 requiring require VERB st74cn72223 4 10 prior prior ADJ st74cn72223 4 11 knowledge knowledge NOUN st74cn72223 4 12 about about ADP st74cn72223 4 13 the the DET st74cn72223 4 14 datasets dataset NOUN st74cn72223 4 15 . . PUNCT st74cn72223 5 1 some some PRON st74cn72223 5 2 of of ADP st74cn72223 5 3 these these DET st74cn72223 5 4 approaches approach NOUN st74cn72223 5 5 require require VERB st74cn72223 5 6 the the DET st74cn72223 5 7 face face NOUN st74cn72223 5 8 to to PART st74cn72223 5 9 be be AUX st74cn72223 5 10 manually manually ADV st74cn72223 5 11 cropped crop VERB st74cn72223 5 12 out out ADP st74cn72223 5 13 of of ADP st74cn72223 5 14 the the DET st74cn72223 5 15 background background NOUN st74cn72223 5 16 , , PUNCT st74cn72223 5 17 or or CCONJ st74cn72223 5 18 the the DET st74cn72223 5 19 eyes eye NOUN st74cn72223 5 20 to to PART st74cn72223 5 21 be be AUX st74cn72223 5 22 marked mark VERB st74cn72223 5 23 . . PUNCT st74cn72223 6 1 in in ADP st74cn72223 6 2 this this DET st74cn72223 6 3 work work NOUN st74cn72223 6 4 , , PUNCT st74cn72223 6 5 we we PRON st74cn72223 6 6 develop develop VERB st74cn72223 6 7 strategies strategy NOUN st74cn72223 6 8 to to PART st74cn72223 6 9 select select VERB st74cn72223 6 10 a a DET st74cn72223 6 11 set set NOUN st74cn72223 6 12 of of ADP st74cn72223 6 13 frames frame NOUN st74cn72223 6 14 to to PART st74cn72223 6 15 represent represent VERB st74cn72223 6 16 a a DET st74cn72223 6 17 subject subject NOUN st74cn72223 6 18 in in ADP st74cn72223 6 19 our our PRON st74cn72223 6 20 gallery gallery NOUN st74cn72223 6 21 and and CCONJ st74cn72223 6 22 probe probe NOUN st74cn72223 6 23 set set NOUN st74cn72223 6 24 , , PUNCT st74cn72223 6 25 to to PART st74cn72223 6 26 improve improve VERB st74cn72223 6 27 recognition recognition NOUN st74cn72223 6 28 performance performance NOUN st74cn72223 6 29 over over ADP st74cn72223 6 30 that that PRON st74cn72223 6 31 of of ADP st74cn72223 6 32 a a DET st74cn72223 6 33 single single ADJ st74cn72223 6 34 frame frame NOUN st74cn72223 6 35 , , PUNCT st74cn72223 6 36 when when SCONJ st74cn72223 6 37 the the DET st74cn72223 6 38 data datum NOUN st74cn72223 6 39 is be AUX st74cn72223 6 40 acquired acquire VERB st74cn72223 6 41 from from ADP st74cn72223 6 42 video video NOUN st74cn72223 6 43 . . PUNCT st74cn72223 7 1 we we PRON st74cn72223 7 2 exploit exploit VERB st74cn72223 7 3 the the DET st74cn72223 7 4 fact fact NOUN st74cn72223 7 5 that that SCONJ st74cn72223 7 6 there there PRON st74cn72223 7 7 are be VERB st74cn72223 7 8 many many ADJ st74cn72223 7 9 such such ADJ st74cn72223 7 10 frames frame NOUN st74cn72223 7 11 available available ADJ st74cn72223 7 12 in in ADP st74cn72223 7 13 a a DET st74cn72223 7 14 few few ADJ st74cn72223 7 15 seconds second NOUN st74cn72223 7 16 of of ADP st74cn72223 7 17 video video NOUN st74cn72223 7 18 data datum NOUN st74cn72223 7 19 . . PUNCT st74cn72223 8 1 we we PRON st74cn72223 8 2 incorporate incorporate VERB st74cn72223 8 3 quality quality NOUN st74cn72223 8 4 and and CCONJ st74cn72223 8 5 diversity diversity NOUN st74cn72223 8 6 in in ADP st74cn72223 8 7 making make VERB st74cn72223 8 8 a a DET st74cn72223 8 9 decision decision NOUN st74cn72223 8 10 about about ADP st74cn72223 8 11 which which PRON st74cn72223 8 12 images image NOUN st74cn72223 8 13 will will AUX st74cn72223 8 14 be be AUX st74cn72223 8 15 used use VERB st74cn72223 8 16 to to PART st74cn72223 8 17 represent represent VERB st74cn72223 8 18 the the DET st74cn72223 8 19 subjects subject NOUN st74cn72223 8 20 in in ADP st74cn72223 8 21 our our PRON st74cn72223 8 22 dataset dataset NOUN st74cn72223 8 23 . . PUNCT st74cn72223 9 1 we we PRON st74cn72223 9 2 demonstrate demonstrate VERB st74cn72223 9 3 our our PRON st74cn72223 9 4 approaches approach NOUN st74cn72223 9 5 on on ADP st74cn72223 9 6 the the DET st74cn72223 9 7 notre notre PROPN st74cn72223 9 8 dame dame NOUN st74cn72223 9 9 dataset dataset PROPN st74cn72223 9 10 . . PUNCT st74cn72223 10 1 it it PRON st74cn72223 10 2 uses use VERB st74cn72223 10 3 three three NUM st74cn72223 10 4 different different ADJ st74cn72223 10 5 sensors sensor NOUN st74cn72223 10 6 and and CCONJ st74cn72223 10 7 is be AUX st74cn72223 10 8 the the DET st74cn72223 10 9 largest large ADJ st74cn72223 10 10 known know VERB st74cn72223 10 11 research research NOUN st74cn72223 10 12 video video NOUN st74cn72223 10 13 dataset dataset NOUN st74cn72223 10 14 . . PUNCT st74cn72223 11 1 we we PRON st74cn72223 11 2 also also ADV st74cn72223 11 3 compare compare VERB st74cn72223 11 4 our our PRON st74cn72223 11 5 best good ADJ st74cn72223 11 6 approach approach NOUN st74cn72223 11 7 to to ADP st74cn72223 11 8 using use VERB st74cn72223 11 9 a a DET st74cn72223 11 10 single single ADJ st74cn72223 11 11 high high ADJ st74cn72223 11 12 - - PUNCT st74cn72223 11 13 quality quality NOUN st74cn72223 11 14 image image NOUN st74cn72223 11 15 in in ADP st74cn72223 11 16 our our PRON st74cn72223 11 17 gallery gallery NOUN st74cn72223 11 18 set set VERB st74cn72223 11 19 and and CCONJ st74cn72223 11 20 compare compare VERB st74cn72223 11 21 the the DET st74cn72223 11 22 performance performance NOUN st74cn72223 11 23 of of ADP st74cn72223 11 24 faceit faceit NOUN st74cn72223 11 25 and and CCONJ st74cn72223 11 26 viisage viisage NOUN st74cn72223 11 27 , , PUNCT st74cn72223 11 28 using use VERB st74cn72223 11 29 this this DET st74cn72223 11 30 set set NOUN st74cn72223 11 31 . . PUNCT st74cn72223 12 1 the the DET st74cn72223 12 2 honda honda PROPN st74cn72223 12 3 / / SYM st74cn72223 12 4 ucsd ucsd ADJ st74cn72223 12 5 dataset dataset NOUN st74cn72223 12 6 is be AUX st74cn72223 12 7 used use VERB st74cn72223 12 8 to to PART st74cn72223 12 9 show show VERB st74cn72223 12 10 that that SCONJ st74cn72223 12 11 our our PRON st74cn72223 12 12 approach approach NOUN st74cn72223 12 13 performs perform VERB st74cn72223 12 14 comparably comparably ADV st74cn72223 12 15 to to ADP st74cn72223 12 16 an an DET st74cn72223 12 17 existing exist VERB st74cn72223 12 18 approach approach NOUN st74cn72223 12 19 . . PUNCT