id sid tid token lemma pos gm80ht2740r 1 1 biometrics biometric NOUN gm80ht2740r 1 2 , , PUNCT gm80ht2740r 1 3 the the DET gm80ht2740r 1 4 discipline discipline NOUN gm80ht2740r 1 5 of of ADP gm80ht2740r 1 6 establishing establish VERB gm80ht2740r 1 7 an an DET gm80ht2740r 1 8 individual individual NOUN gm80ht2740r 1 9 's 's PART gm80ht2740r 1 10 identity identity NOUN gm80ht2740r 1 11 based base VERB gm80ht2740r 1 12 upon upon SCONJ gm80ht2740r 1 13 physical physical ADJ gm80ht2740r 1 14 or or CCONJ gm80ht2740r 1 15 behavioral behavioral ADJ gm80ht2740r 1 16 characteristics characteristic NOUN gm80ht2740r 1 17 , , PUNCT gm80ht2740r 1 18 has have AUX gm80ht2740r 1 19 become become VERB gm80ht2740r 1 20 a a DET gm80ht2740r 1 21 major major ADJ gm80ht2740r 1 22 research research NOUN gm80ht2740r 1 23 area area NOUN gm80ht2740r 1 24 due due ADP gm80ht2740r 1 25 to to ADP gm80ht2740r 1 26 the the DET gm80ht2740r 1 27 numerous numerous ADJ gm80ht2740r 1 28 applications application NOUN gm80ht2740r 1 29 for for ADP gm80ht2740r 1 30 reliable reliable ADJ gm80ht2740r 1 31 personal personal ADJ gm80ht2740r 1 32 identification identification NOUN gm80ht2740r 1 33 . . PUNCT gm80ht2740r 2 1 the the DET gm80ht2740r 2 2 performance performance NOUN gm80ht2740r 2 3 of of ADP gm80ht2740r 2 4 a a DET gm80ht2740r 2 5 biometric biometric ADJ gm80ht2740r 2 6 system system NOUN gm80ht2740r 2 7 is be AUX gm80ht2740r 2 8 highly highly ADV gm80ht2740r 2 9 dependent dependent ADJ gm80ht2740r 2 10 on on ADP gm80ht2740r 2 11 the the DET gm80ht2740r 2 12 chosen choose VERB gm80ht2740r 2 13 biometric biometric ADJ gm80ht2740r 2 14 identifier identifier NOUN gm80ht2740r 2 15 . . PUNCT gm80ht2740r 3 1 a a DET gm80ht2740r 3 2 novel novel ADJ gm80ht2740r 3 3 approach approach NOUN gm80ht2740r 3 4 for for ADP gm80ht2740r 3 5 personal personal ADJ gm80ht2740r 3 6 identification identification NOUN gm80ht2740r 3 7 which which PRON gm80ht2740r 3 8 utilizes utilize VERB gm80ht2740r 3 9 3d 3d PRON gm80ht2740r 3 10 finger finger NOUN gm80ht2740r 3 11 surface surface NOUN gm80ht2740r 3 12 features feature VERB gm80ht2740r 3 13 as as ADP gm80ht2740r 3 14 a a DET gm80ht2740r 3 15 biometric biometric ADJ gm80ht2740r 3 16 identifier identifier NOUN gm80ht2740r 3 17 is be AUX gm80ht2740r 3 18 presented present VERB gm80ht2740r 3 19 . . PUNCT gm80ht2740r 4 1 using use VERB gm80ht2740r 4 2 3d 3d NOUN gm80ht2740r 4 3 range range NOUN gm80ht2740r 4 4 images image NOUN gm80ht2740r 4 5 of of ADP gm80ht2740r 4 6 the the DET gm80ht2740r 4 7 hand hand NOUN gm80ht2740r 4 8 , , PUNCT gm80ht2740r 4 9 a a DET gm80ht2740r 4 10 surface surface NOUN gm80ht2740r 4 11 representation representation NOUN gm80ht2740r 4 12 for for ADP gm80ht2740r 4 13 the the DET gm80ht2740r 4 14 index index NOUN gm80ht2740r 4 15 , , PUNCT gm80ht2740r 4 16 middle middle ADJ gm80ht2740r 4 17 , , PUNCT gm80ht2740r 4 18 and and CCONJ gm80ht2740r 4 19 ring ring NOUN gm80ht2740r 4 20 finger finger NOUN gm80ht2740r 4 21 is be AUX gm80ht2740r 4 22 calculated calculate VERB gm80ht2740r 4 23 and and CCONJ gm80ht2740r 4 24 used use VERB gm80ht2740r 4 25 for for ADP gm80ht2740r 4 26 comparison comparison NOUN gm80ht2740r 4 27 to to PART gm80ht2740r 4 28 determine determine VERB gm80ht2740r 4 29 subject subject ADJ gm80ht2740r 4 30 similarity similarity NOUN gm80ht2740r 4 31 . . PUNCT gm80ht2740r 5 1 the the DET gm80ht2740r 5 2 curvature curvature NOUN gm80ht2740r 5 3 based base VERB gm80ht2740r 5 4 shape shape NOUN gm80ht2740r 5 5 index index NOUN gm80ht2740r 5 6 is be AUX gm80ht2740r 5 7 used use VERB gm80ht2740r 5 8 to to PART gm80ht2740r 5 9 represent represent VERB gm80ht2740r 5 10 the the DET gm80ht2740r 5 11 finger finger NOUN gm80ht2740r 5 12 surfaces surface NOUN gm80ht2740r 5 13 . . PUNCT gm80ht2740r 6 1 a a DET gm80ht2740r 6 2 large large ADJ gm80ht2740r 6 3 unique unique ADJ gm80ht2740r 6 4 database database NOUN gm80ht2740r 6 5 of of ADP gm80ht2740r 6 6 hand hand NOUN gm80ht2740r 6 7 images image NOUN gm80ht2740r 6 8 supports support VERB gm80ht2740r 6 9 the the DET gm80ht2740r 6 10 research research NOUN gm80ht2740r 6 11 . . PUNCT gm80ht2740r 7 1 data datum NOUN gm80ht2740r 7 2 sets set NOUN gm80ht2740r 7 3 obtained obtain VERB gm80ht2740r 7 4 over over ADP gm80ht2740r 7 5 time time NOUN gm80ht2740r 7 6 are be AUX gm80ht2740r 7 7 used use VERB gm80ht2740r 7 8 to to PART gm80ht2740r 7 9 examine examine VERB gm80ht2740r 7 10 the the DET gm80ht2740r 7 11 performance performance NOUN gm80ht2740r 7 12 of of ADP gm80ht2740r 7 13 each each DET gm80ht2740r 7 14 individual individual ADJ gm80ht2740r 7 15 finger finger NOUN gm80ht2740r 7 16 surface surface NOUN gm80ht2740r 7 17 as as ADP gm80ht2740r 7 18 a a DET gm80ht2740r 7 19 biometric biometric ADJ gm80ht2740r 7 20 identifier identifier NOUN gm80ht2740r 7 21 as as ADV gm80ht2740r 7 22 well well ADV gm80ht2740r 7 23 as as ADP gm80ht2740r 7 24 the the DET gm80ht2740r 7 25 recognition recognition NOUN gm80ht2740r 7 26 performance performance NOUN gm80ht2740r 7 27 obtained obtain VERB gm80ht2740r 7 28 when when SCONJ gm80ht2740r 7 29 combining combine VERB gm80ht2740r 7 30 them they PRON gm80ht2740r 7 31 . . PUNCT gm80ht2740r 8 1 the the DET gm80ht2740r 8 2 probe probe NOUN gm80ht2740r 8 3 and and CCONJ gm80ht2740r 8 4 gallery gallery NOUN gm80ht2740r 8 5 sets set VERB gm80ht2740r 8 6 sizes size NOUN gm80ht2740r 8 7 are be AUX gm80ht2740r 8 8 varied varied ADJ gm80ht2740r 8 9 to to PART gm80ht2740r 8 10 determine determine VERB gm80ht2740r 8 11 their their PRON gm80ht2740r 8 12 affect affect NOUN gm80ht2740r 8 13 on on ADP gm80ht2740r 8 14 overall overall ADJ gm80ht2740r 8 15 system system NOUN gm80ht2740r 8 16 performance performance NOUN gm80ht2740r 8 17 . . PUNCT gm80ht2740r 9 1 performance performance NOUN gm80ht2740r 9 2 results result NOUN gm80ht2740r 9 3 for for ADP gm80ht2740r 9 4 both both PRON gm80ht2740r 9 5 authentication authentication NOUN gm80ht2740r 9 6 and and CCONJ gm80ht2740r 9 7 identification identification NOUN gm80ht2740r 9 8 tasks task NOUN gm80ht2740r 9 9 are be AUX gm80ht2740r 9 10 presented present VERB gm80ht2740r 9 11 , , PUNCT gm80ht2740r 9 12 which which PRON gm80ht2740r 9 13 suggest suggest VERB gm80ht2740r 9 14 that that SCONJ gm80ht2740r 9 15 3d 3d DET gm80ht2740r 9 16 finger finger NOUN gm80ht2740r 9 17 surface surface NOUN gm80ht2740r 9 18 is be AUX gm80ht2740r 9 19 a a DET gm80ht2740r 9 20 viable viable ADJ gm80ht2740r 9 21 choice choice NOUN gm80ht2740r 9 22 as as ADP gm80ht2740r 9 23 a a DET gm80ht2740r 9 24 biometric biometric ADJ gm80ht2740r 9 25 identifier identifier NOUN gm80ht2740r 9 26 . . PUNCT