id sid tid token lemma pos 4t64gm8354s 1 1 the the DET 4t64gm8354s 1 2 present present ADJ 4t64gm8354s 1 3 study study NOUN 4t64gm8354s 1 4 aims aim VERB 4t64gm8354s 1 5 to to PART 4t64gm8354s 1 6 contribute contribute VERB 4t64gm8354s 1 7 to to ADP 4t64gm8354s 1 8 three three NUM 4t64gm8354s 1 9 aspects aspect NOUN 4t64gm8354s 1 10 in in ADP 4t64gm8354s 1 11 iris iris PROPN 4t64gm8354s 1 12 recognition recognition PROPN 4t64gm8354s 1 13 technology technology PROPN 4t64gm8354s 1 14 . . PUNCT 4t64gm8354s 2 1 first first ADV 4t64gm8354s 2 2 , , PUNCT 4t64gm8354s 2 3 in in ADP 4t64gm8354s 2 4 the the DET 4t64gm8354s 2 5 area area NOUN 4t64gm8354s 2 6 of of ADP 4t64gm8354s 2 7 database database NOUN 4t64gm8354s 2 8 search search NOUN 4t64gm8354s 2 9 , , PUNCT 4t64gm8354s 2 10 an an DET 4t64gm8354s 2 11 alternative alternative ADJ 4t64gm8354s 2 12 search search NOUN 4t64gm8354s 2 13 technique technique NOUN 4t64gm8354s 2 14 that that PRON 4t64gm8354s 2 15 has have AUX 4t64gm8354s 2 16 been be AUX 4t64gm8354s 2 17 used use VERB 4t64gm8354s 2 18 in in ADP 4t64gm8354s 2 19 operational operational ADJ 4t64gm8354s 2 20 1 1 NUM 4t64gm8354s 2 21 - - PUNCT 4t64gm8354s 2 22 to to ADP 4t64gm8354s 2 23 - - PUNCT 4t64gm8354s 2 24 many many ADJ 4t64gm8354s 2 25 matching match VERB 4t64gm8354s 2 26 scenarios scenario NOUN 4t64gm8354s 2 27 was be AUX 4t64gm8354s 2 28 evaluated evaluate VERB 4t64gm8354s 2 29 . . PUNCT 4t64gm8354s 3 1 results result NOUN 4t64gm8354s 3 2 show show VERB 4t64gm8354s 3 3 that that SCONJ 4t64gm8354s 3 4 critical critical ADJ 4t64gm8354s 3 5 degradation degradation NOUN 4t64gm8354s 3 6 of of ADP 4t64gm8354s 3 7 the the DET 4t64gm8354s 3 8 error error NOUN 4t64gm8354s 3 9 rates rate NOUN 4t64gm8354s 3 10 can can AUX 4t64gm8354s 3 11 occur occur VERB 4t64gm8354s 3 12 when when SCONJ 4t64gm8354s 3 13 compared compare VERB 4t64gm8354s 3 14 to to ADP 4t64gm8354s 3 15 the the DET 4t64gm8354s 3 16 traditional traditional ADJ 4t64gm8354s 3 17 approach approach NOUN 4t64gm8354s 3 18 . . PUNCT 4t64gm8354s 4 1 further further ADJ 4t64gm8354s 4 2 evaluation evaluation NOUN 4t64gm8354s 4 3 showed show VERB 4t64gm8354s 4 4 , , PUNCT 4t64gm8354s 4 5 however however ADV 4t64gm8354s 4 6 , , PUNCT 4t64gm8354s 4 7 that that SCONJ 4t64gm8354s 4 8 upon upon SCONJ 4t64gm8354s 4 9 careful careful ADJ 4t64gm8354s 4 10 selection selection NOUN 4t64gm8354s 4 11 of of ADP 4t64gm8354s 4 12 operational operational ADJ 4t64gm8354s 4 13 parameters parameter NOUN 4t64gm8354s 4 14 it it PRON 4t64gm8354s 4 15 is be AUX 4t64gm8354s 4 16 possible possible ADJ 4t64gm8354s 4 17 to to PART 4t64gm8354s 4 18 obtain obtain VERB 4t64gm8354s 4 19 reduction reduction NOUN 4t64gm8354s 4 20 in in ADP 4t64gm8354s 4 21 the the DET 4t64gm8354s 4 22 number number NOUN 4t64gm8354s 4 23 of of ADP 4t64gm8354s 4 24 comparisons comparison NOUN 4t64gm8354s 4 25 performed perform VERB 4t64gm8354s 4 26 , , PUNCT 4t64gm8354s 4 27 with with ADP 4t64gm8354s 4 28 minimal minimal ADJ 4t64gm8354s 4 29 loss loss NOUN 4t64gm8354s 4 30 in in ADP 4t64gm8354s 4 31 accuracy accuracy NOUN 4t64gm8354s 4 32 . . PUNCT 4t64gm8354s 5 1 iris iris PROPN 4t64gm8354s 5 2 presentation presentation NOUN 4t64gm8354s 5 3 attack attack NOUN 4t64gm8354s 5 4 detection detection NOUN 4t64gm8354s 5 5 ( ( PUNCT 4t64gm8354s 5 6 pad pad NOUN 4t64gm8354s 5 7 ) ) PUNCT 4t64gm8354s 5 8 is be AUX 4t64gm8354s 5 9 the the DET 4t64gm8354s 5 10 second second ADJ 4t64gm8354s 5 11 area area NOUN 4t64gm8354s 5 12 approached approach VERB 4t64gm8354s 5 13 by by ADP 4t64gm8354s 5 14 this this DET 4t64gm8354s 5 15 work work NOUN 4t64gm8354s 5 16 . . PUNCT 4t64gm8354s 6 1 recent recent ADJ 4t64gm8354s 6 2 works work NOUN 4t64gm8354s 6 3 show show VERB 4t64gm8354s 6 4 that that SCONJ 4t64gm8354s 6 5 the the DET 4t64gm8354s 6 6 ability ability NOUN 4t64gm8354s 6 7 to to PART 4t64gm8354s 6 8 identify identify VERB 4t64gm8354s 6 9 artifacts artifact NOUN 4t64gm8354s 6 10 in in ADP 4t64gm8354s 6 11 cross cross ADJ 4t64gm8354s 6 12 - - NOUN 4t64gm8354s 6 13 domain domain ADJ 4t64gm8354s 6 14 scenarios scenario NOUN 4t64gm8354s 6 15 is be AUX 4t64gm8354s 6 16 still still ADV 4t64gm8354s 6 17 limited limited ADJ 4t64gm8354s 6 18 . . PUNCT 4t64gm8354s 7 1 this this DET 4t64gm8354s 7 2 work work NOUN 4t64gm8354s 7 3 proposes propose VERB 4t64gm8354s 7 4 a a DET 4t64gm8354s 7 5 new new ADJ 4t64gm8354s 7 6 method method NOUN 4t64gm8354s 7 7 for for ADP 4t64gm8354s 7 8 pad pad NOUN 4t64gm8354s 7 9 that that PRON 4t64gm8354s 7 10 is be AUX 4t64gm8354s 7 11 based base VERB 4t64gm8354s 7 12 on on ADP 4t64gm8354s 7 13 cnn cnn PROPN 4t64gm8354s 7 14 classification classification NOUN 4t64gm8354s 7 15 of of ADP 4t64gm8354s 7 16 multiple multiple ADJ 4t64gm8354s 7 17 views view NOUN 4t64gm8354s 7 18 of of ADP 4t64gm8354s 7 19 the the DET 4t64gm8354s 7 20 data datum NOUN 4t64gm8354s 7 21 , , PUNCT 4t64gm8354s 7 22 followed follow VERB 4t64gm8354s 7 23 by by ADP 4t64gm8354s 7 24 fusion fusion NOUN 4t64gm8354s 7 25 of of ADP 4t64gm8354s 7 26 the the DET 4t64gm8354s 7 27 multiple multiple ADJ 4t64gm8354s 7 28 results result NOUN 4t64gm8354s 7 29 . . PUNCT 4t64gm8354s 8 1 evaluation evaluation NOUN 4t64gm8354s 8 2 shows show VERB 4t64gm8354s 8 3 the the DET 4t64gm8354s 8 4 new new ADJ 4t64gm8354s 8 5 approach approach NOUN 4t64gm8354s 8 6 outperforms outperform VERB 4t64gm8354s 8 7 the the DET 4t64gm8354s 8 8 current current ADJ 4t64gm8354s 8 9 state state NOUN 4t64gm8354s 8 10 of of ADP 4t64gm8354s 8 11 the the DET 4t64gm8354s 8 12 art art NOUN 4t64gm8354s 8 13 in in ADP 4t64gm8354s 8 14 cross cross ADJ 4t64gm8354s 8 15 - - ADJ 4t64gm8354s 8 16 domain domain ADJ 4t64gm8354s 8 17 pad pad NOUN 4t64gm8354s 8 18 . . PUNCT 4t64gm8354s 9 1 finally finally ADV 4t64gm8354s 9 2 , , PUNCT 4t64gm8354s 9 3 gender gender NOUN 4t64gm8354s 9 4 prediction prediction NOUN 4t64gm8354s 9 5 based base VERB 4t64gm8354s 9 6 on on ADP 4t64gm8354s 9 7 iris iris NOUN 4t64gm8354s 9 8 images image NOUN 4t64gm8354s 9 9 is be AUX 4t64gm8354s 9 10 the the DET 4t64gm8354s 9 11 last last ADJ 4t64gm8354s 9 12 domain domain NOUN 4t64gm8354s 9 13 explored explore VERB 4t64gm8354s 9 14 . . PUNCT 4t64gm8354s 10 1 our our PRON 4t64gm8354s 10 2 study study NOUN 4t64gm8354s 10 3 shows show VERB 4t64gm8354s 10 4 that that SCONJ 4t64gm8354s 10 5 despite despite SCONJ 4t64gm8354s 10 6 an an DET 4t64gm8354s 10 7 optimistic optimistic ADJ 4t64gm8354s 10 8 trend trend NOUN 4t64gm8354s 10 9 in in ADP 4t64gm8354s 10 10 related related ADJ 4t64gm8354s 10 11 works work NOUN 4t64gm8354s 10 12 , , PUNCT 4t64gm8354s 10 13 the the DET 4t64gm8354s 10 14 actual actual ADJ 4t64gm8354s 10 15 potential potential NOUN 4t64gm8354s 10 16 of of ADP 4t64gm8354s 10 17 the the DET 4t64gm8354s 10 18 iris iris NOUN 4t64gm8354s 10 19 texture texture NOUN 4t64gm8354s 10 20 for for ADP 4t64gm8354s 10 21 gender gender NOUN 4t64gm8354s 10 22 discrimination discrimination NOUN 4t64gm8354s 10 23 is be AUX 4t64gm8354s 10 24 very very ADV 4t64gm8354s 10 25 limited limited ADJ 4t64gm8354s 10 26 , , PUNCT 4t64gm8354s 10 27 and and CCONJ 4t64gm8354s 10 28 most most ADJ 4t64gm8354s 10 29 of of ADP 4t64gm8354s 10 30 the the DET 4t64gm8354s 10 31 information information NOUN 4t64gm8354s 10 32 that that PRON 4t64gm8354s 10 33 is be AUX 4t64gm8354s 10 34 used use VERB 4t64gm8354s 10 35 in in ADP 4t64gm8354s 10 36 the the DET 4t64gm8354s 10 37 process process NOUN 4t64gm8354s 10 38 comes come VERB 4t64gm8354s 10 39 from from ADP 4t64gm8354s 10 40 surrounding surround VERB 4t64gm8354s 10 41 regions region NOUN 4t64gm8354s 10 42 . . PUNCT