id sid tid token lemma pos 3f462516j7w 1 1 every every DET 3f462516j7w 1 2 year year NOUN 3f462516j7w 1 3 we we PRON 3f462516j7w 1 4 see see VERB 3f462516j7w 1 5 a a DET 3f462516j7w 1 6 growing grow VERB 3f462516j7w 1 7 use use NOUN 3f462516j7w 1 8 of of ADP 3f462516j7w 1 9 iris iris PROPN 3f462516j7w 1 10 recognition recognition NOUN 3f462516j7w 1 11 , , PUNCT 3f462516j7w 1 12 with with ADP 3f462516j7w 1 13 it it PRON 3f462516j7w 1 14 now now ADV 3f462516j7w 1 15 utilized utilize VERB 3f462516j7w 1 16 as as ADP 3f462516j7w 1 17 a a DET 3f462516j7w 1 18 means means NOUN 3f462516j7w 1 19 of of ADP 3f462516j7w 1 20 border border NOUN 3f462516j7w 1 21 control control NOUN 3f462516j7w 1 22 in in ADP 3f462516j7w 1 23 a a DET 3f462516j7w 1 24 number number NOUN 3f462516j7w 1 25 of of ADP 3f462516j7w 1 26 countries country NOUN 3f462516j7w 1 27 , , PUNCT 3f462516j7w 1 28 including include VERB 3f462516j7w 1 29 the the DET 3f462516j7w 1 30 united united PROPN 3f462516j7w 1 31 kingdom kingdom PROPN 3f462516j7w 1 32 , , PUNCT 3f462516j7w 1 33 canada canada PROPN 3f462516j7w 1 34 , , PUNCT 3f462516j7w 1 35 and and CCONJ 3f462516j7w 1 36 the the DET 3f462516j7w 1 37 united united PROPN 3f462516j7w 1 38 arab arab PROPN 3f462516j7w 1 39 emirates emirates PROPN 3f462516j7w 1 40 . . PUNCT 3f462516j7w 2 1 as as SCONJ 3f462516j7w 2 2 this this DET 3f462516j7w 2 3 technology technology NOUN 3f462516j7w 2 4 becomes become VERB 3f462516j7w 2 5 more more ADV 3f462516j7w 2 6 common common ADJ 3f462516j7w 2 7 and and CCONJ 3f462516j7w 2 8 more more ADV 3f462516j7w 2 9 relied rely VERB 3f462516j7w 2 10 upon upon SCONJ 3f462516j7w 2 11 , , PUNCT 3f462516j7w 2 12 the the DET 3f462516j7w 2 13 importance importance NOUN 3f462516j7w 2 14 of of ADP 3f462516j7w 2 15 algorithms algorithm NOUN 3f462516j7w 2 16 that that PRON 3f462516j7w 2 17 can can AUX 3f462516j7w 2 18 identify identify VERB 3f462516j7w 2 19 subjects subject NOUN 3f462516j7w 2 20 in in ADP 3f462516j7w 2 21 a a DET 3f462516j7w 2 22 robust robust ADJ 3f462516j7w 2 23 , , PUNCT 3f462516j7w 2 24 consistent consistent ADJ 3f462516j7w 2 25 , , PUNCT 3f462516j7w 2 26 and and CCONJ 3f462516j7w 2 27 accurate accurate ADJ 3f462516j7w 2 28 manner manner NOUN 3f462516j7w 2 29 becomes become VERB 3f462516j7w 2 30 all all ADV 3f462516j7w 2 31 - - PUNCT 3f462516j7w 2 32 important important ADJ 3f462516j7w 2 33 . . PUNCT 3f462516j7w 3 1 working work VERB 3f462516j7w 3 2 with with ADP 3f462516j7w 3 3 a a DET 3f462516j7w 3 4 collection collection NOUN 3f462516j7w 3 5 of of ADP 3f462516j7w 3 6 over over ADP 3f462516j7w 3 7 20,000 20,000 NUM 3f462516j7w 3 8 iris iris NOUN 3f462516j7w 3 9 images image NOUN 3f462516j7w 3 10 captured capture VERB 3f462516j7w 3 11 in in ADP 3f462516j7w 3 12 2008 2008 NUM 3f462516j7w 3 13 , , PUNCT 3f462516j7w 3 14 we we PRON 3f462516j7w 3 15 determine determine VERB 3f462516j7w 3 16 optimal optimal ADJ 3f462516j7w 3 17 parameters parameter NOUN 3f462516j7w 3 18 for for ADP 3f462516j7w 3 19 different different ADJ 3f462516j7w 3 20 elements element NOUN 3f462516j7w 3 21 of of ADP 3f462516j7w 3 22 the the DET 3f462516j7w 3 23 texture texture NOUN 3f462516j7w 3 24 encoding encoding NOUN 3f462516j7w 3 25 process process NOUN 3f462516j7w 3 26 . . PUNCT 3f462516j7w 4 1 additional additional ADJ 3f462516j7w 4 2 work work NOUN 3f462516j7w 4 3 was be AUX 3f462516j7w 4 4 done do VERB 3f462516j7w 4 5 to to PART 3f462516j7w 4 6 improve improve VERB 3f462516j7w 4 7 the the DET 3f462516j7w 4 8 segmentation segmentation NOUN 3f462516j7w 4 9 process process NOUN 3f462516j7w 4 10 , , PUNCT 3f462516j7w 4 11 both both PRON 3f462516j7w 4 12 to to PART 3f462516j7w 4 13 handle handle VERB 3f462516j7w 4 14 the the DET 3f462516j7w 4 15 introduction introduction NOUN 3f462516j7w 4 16 of of ADP 3f462516j7w 4 17 images image NOUN 3f462516j7w 4 18 captured capture VERB 3f462516j7w 4 19 with with ADP 3f462516j7w 4 20 the the DET 3f462516j7w 4 21 lg lg NOUN 3f462516j7w 4 22 4000 4000 NUM 3f462516j7w 4 23 and and CCONJ 3f462516j7w 4 24 to to PART 3f462516j7w 4 25 improve improve VERB 3f462516j7w 4 26 iris iris NOUN 3f462516j7w 4 27 segmentation segmentation NOUN 3f462516j7w 4 28 and and CCONJ 3f462516j7w 4 29 eyelid eyelid NOUN 3f462516j7w 4 30 masking masking NOUN 3f462516j7w 4 31 . . PUNCT 3f462516j7w 5 1 furthermore furthermore ADV 3f462516j7w 5 2 , , PUNCT 3f462516j7w 5 3 we we PRON 3f462516j7w 5 4 study study VERB 3f462516j7w 5 5 the the DET 3f462516j7w 5 6 relative relative ADJ 3f462516j7w 5 7 biometric biometric ADJ 3f462516j7w 5 8 performance performance NOUN 3f462516j7w 5 9 of of ADP 3f462516j7w 5 10 images image NOUN 3f462516j7w 5 11 captured capture VERB 3f462516j7w 5 12 with with ADP 3f462516j7w 5 13 the the DET 3f462516j7w 5 14 lg lg NOUN 3f462516j7w 5 15 2200 2200 NUM 3f462516j7w 5 16 based base VERB 3f462516j7w 5 17 on on ADP 3f462516j7w 5 18 which which PRON 3f462516j7w 5 19 of of ADP 3f462516j7w 5 20 three three NUM 3f462516j7w 5 21 illuminants illuminant NOUN 3f462516j7w 5 22 were be AUX 3f462516j7w 5 23 used use VERB 3f462516j7w 5 24 to to PART 3f462516j7w 5 25 light light VERB 3f462516j7w 5 26 the the DET 3f462516j7w 5 27 eye eye NOUN 3f462516j7w 5 28 in in ADP 3f462516j7w 5 29 each each DET 3f462516j7w 5 30 image image NOUN 3f462516j7w 5 31 , , PUNCT 3f462516j7w 5 32 and and CCONJ 3f462516j7w 5 33 determine determine VERB 3f462516j7w 5 34 the the DET 3f462516j7w 5 35 sameand sameand PROPN 3f462516j7w 5 36 cross cross ADJ 3f462516j7w 5 37 - - ADJ 3f462516j7w 5 38 sensor sensor ADJ 3f462516j7w 5 39 performance performance NOUN 3f462516j7w 5 40 of of ADP 3f462516j7w 5 41 the the DET 3f462516j7w 5 42 lg lg NOUN 3f462516j7w 5 43 2200 2200 NUM 3f462516j7w 5 44 compared compare VERB 3f462516j7w 5 45 with with ADP 3f462516j7w 5 46 the the DET 3f462516j7w 5 47 lg lg PROPN 3f462516j7w 5 48 4000 4000 NUM 3f462516j7w 5 49 . . PUNCT