id sid tid token lemma pos j6731259k0n 1 1 two two NUM j6731259k0n 1 2 problems problem NOUN j6731259k0n 1 3 that that PRON j6731259k0n 1 4 are be AUX j6731259k0n 1 5 generally generally ADV j6731259k0n 1 6 considered consider VERB j6731259k0n 1 7 to to PART j6731259k0n 1 8 be be AUX j6731259k0n 1 9 difficult difficult ADJ j6731259k0n 1 10 in in ADP j6731259k0n 1 11 face face NOUN j6731259k0n 1 12 recognition recognition NOUN j6731259k0n 1 13 are be AUX j6731259k0n 1 14 variations variation NOUN j6731259k0n 1 15 in in ADP j6731259k0n 1 16 expression expression NOUN j6731259k0n 1 17 and and CCONJ j6731259k0n 1 18 distinguishing distinguish VERB j6731259k0n 1 19 between between ADP j6731259k0n 1 20 the the DET j6731259k0n 1 21 faces face NOUN j6731259k0n 1 22 of of ADP j6731259k0n 1 23 identical identical ADJ j6731259k0n 1 24 twins twin NOUN j6731259k0n 1 25 . . PUNCT j6731259k0n 2 1 this this DET j6731259k0n 2 2 work work NOUN j6731259k0n 2 3 consists consist VERB j6731259k0n 2 4 of of ADP j6731259k0n 2 5 a a DET j6731259k0n 2 6 study study NOUN j6731259k0n 2 7 on on ADP j6731259k0n 2 8 the the DET j6731259k0n 2 9 performance performance NOUN j6731259k0n 2 10 of of ADP j6731259k0n 2 11 3d 3d PRON j6731259k0n 2 12 face face NOUN j6731259k0n 2 13 recognition recognition NOUN j6731259k0n 2 14 algorithms algorithm NOUN j6731259k0n 2 15 on on ADP j6731259k0n 2 16 a a DET j6731259k0n 2 17 relatively relatively ADV j6731259k0n 2 18 large large ADJ j6731259k0n 2 19 set set NOUN j6731259k0n 2 20 of of ADP j6731259k0n 2 21 identical identical ADJ j6731259k0n 2 22 twins twin NOUN j6731259k0n 2 23 : : PUNCT j6731259k0n 2 24 the the DET j6731259k0n 2 25 3d 3d NOUN j6731259k0n 2 26 twins twin NOUN j6731259k0n 2 27 expression expression NOUN j6731259k0n 2 28 challenge challenge NOUN j6731259k0n 2 29 ( ( PUNCT j6731259k0n 2 30 ` ` PUNCT j6731259k0n 2 31 ` ` PUNCT j6731259k0n 2 32 3d 3d X j6731259k0n 2 33 tec tec PROPN j6731259k0n 2 34 ' ' PUNCT j6731259k0n 2 35 ) ) PUNCT j6731259k0n 2 36 dataset dataset NOUN j6731259k0n 2 37 . . PUNCT j6731259k0n 3 1 the the DET j6731259k0n 3 2 3d 3d NOUN j6731259k0n 3 3 tec tec X j6731259k0n 3 4 dataset dataset NOUN j6731259k0n 3 5 is be AUX j6731259k0n 3 6 a a DET j6731259k0n 3 7 challenging challenge VERB j6731259k0n 3 8 dataset dataset NOUN j6731259k0n 3 9 that that PRON j6731259k0n 3 10 consists consist VERB j6731259k0n 3 11 of of ADP j6731259k0n 3 12 3d 3d PRON j6731259k0n 3 13 scans scan NOUN j6731259k0n 3 14 of of ADP j6731259k0n 3 15 107 107 NUM j6731259k0n 3 16 pairs pair NOUN j6731259k0n 3 17 of of ADP j6731259k0n 3 18 twins twin NOUN j6731259k0n 3 19 that that PRON j6731259k0n 3 20 were be AUX j6731259k0n 3 21 acquired acquire VERB j6731259k0n 3 22 in in ADP j6731259k0n 3 23 a a DET j6731259k0n 3 24 single single ADJ j6731259k0n 3 25 session session NOUN j6731259k0n 3 26 , , PUNCT j6731259k0n 3 27 with with ADP j6731259k0n 3 28 each each DET j6731259k0n 3 29 subject subject NOUN j6731259k0n 3 30 having have VERB j6731259k0n 3 31 a a DET j6731259k0n 3 32 scan scan NOUN j6731259k0n 3 33 of of ADP j6731259k0n 3 34 a a DET j6731259k0n 3 35 neutral neutral ADJ j6731259k0n 3 36 expression expression NOUN j6731259k0n 3 37 and and CCONJ j6731259k0n 3 38 a a DET j6731259k0n 3 39 smiling smile VERB j6731259k0n 3 40 expression expression NOUN j6731259k0n 3 41 . . PUNCT j6731259k0n 4 1 the the DET j6731259k0n 4 2 combination combination NOUN j6731259k0n 4 3 of of ADP j6731259k0n 4 4 factors factor NOUN j6731259k0n 4 5 related relate VERB j6731259k0n 4 6 to to ADP j6731259k0n 4 7 the the DET j6731259k0n 4 8 facial facial ADJ j6731259k0n 4 9 similarity similarity NOUN j6731259k0n 4 10 of of ADP j6731259k0n 4 11 identical identical ADJ j6731259k0n 4 12 twins twin NOUN j6731259k0n 4 13 and and CCONJ j6731259k0n 4 14 the the DET j6731259k0n 4 15 variation variation NOUN j6731259k0n 4 16 in in ADP j6731259k0n 4 17 facial facial ADJ j6731259k0n 4 18 expression expression NOUN j6731259k0n 4 19 makes make VERB j6731259k0n 4 20 this this PRON j6731259k0n 4 21 a a DET j6731259k0n 4 22 challenging challenge VERB j6731259k0n 4 23 dataset dataset NOUN j6731259k0n 4 24 . . PUNCT j6731259k0n 5 1 in in ADP j6731259k0n 5 2 this this DET j6731259k0n 5 3 paper paper NOUN j6731259k0n 5 4 , , PUNCT j6731259k0n 5 5 we we PRON j6731259k0n 5 6 demonstrate demonstrate VERB j6731259k0n 5 7 the the DET j6731259k0n 5 8 performance performance NOUN j6731259k0n 5 9 of of ADP j6731259k0n 5 10 modern modern ADJ j6731259k0n 5 11 face face NOUN j6731259k0n 5 12 recognition recognition NOUN j6731259k0n 5 13 algorithms algorithm NOUN j6731259k0n 5 14 on on ADP j6731259k0n 5 15 this this DET j6731259k0n 5 16 dataset dataset NOUN j6731259k0n 5 17 . . PUNCT j6731259k0n 6 1 the the DET j6731259k0n 6 2 results result NOUN j6731259k0n 6 3 indicate indicate VERB j6731259k0n 6 4 that that SCONJ j6731259k0n 6 5 3d 3d PRON j6731259k0n 6 6 face face NOUN j6731259k0n 6 7 recognition recognition NOUN j6731259k0n 6 8 of of ADP j6731259k0n 6 9 identical identical ADJ j6731259k0n 6 10 twins twin NOUN j6731259k0n 6 11 in in ADP j6731259k0n 6 12 the the DET j6731259k0n 6 13 presence presence NOUN j6731259k0n 6 14 of of ADP j6731259k0n 6 15 varying vary VERB j6731259k0n 6 16 facial facial ADJ j6731259k0n 6 17 expressions expression NOUN j6731259k0n 6 18 is be AUX j6731259k0n 6 19 far far ADV j6731259k0n 6 20 from from ADP j6731259k0n 6 21 a a DET j6731259k0n 6 22 solved solved ADJ j6731259k0n 6 23 problem problem NOUN j6731259k0n 6 24 . . PUNCT j6731259k0n 7 1 an an DET j6731259k0n 7 2 approach approach NOUN j6731259k0n 7 3 based base VERB j6731259k0n 7 4 on on ADP j6731259k0n 7 5 dimensionality dimensionality NOUN j6731259k0n 7 6 reduction reduction NOUN j6731259k0n 7 7 of of ADP j6731259k0n 7 8 the the DET j6731259k0n 7 9 geodesic geodesic ADJ j6731259k0n 7 10 distance distance NOUN j6731259k0n 7 11 matrix matrix NOUN j6731259k0n 7 12 is be AUX j6731259k0n 7 13 also also ADV j6731259k0n 7 14 attempted attempt VERB j6731259k0n 7 15 against against ADP j6731259k0n 7 16 the the DET j6731259k0n 7 17 dataset dataset NOUN j6731259k0n 7 18 . . PUNCT j6731259k0n 8 1 it it PRON j6731259k0n 8 2 was be AUX j6731259k0n 8 3 found find VERB j6731259k0n 8 4 that that SCONJ j6731259k0n 8 5 the the DET j6731259k0n 8 6 use use NOUN j6731259k0n 8 7 of of ADP j6731259k0n 8 8 geodesic geodesic ADJ j6731259k0n 8 9 distances distance NOUN j6731259k0n 8 10 did do AUX j6731259k0n 8 11 not not PART j6731259k0n 8 12 improve improve VERB j6731259k0n 8 13 performance performance NOUN j6731259k0n 8 14 for for ADP j6731259k0n 8 15 a a DET j6731259k0n 8 16 certain certain ADJ j6731259k0n 8 17 class class NOUN j6731259k0n 8 18 of of ADP j6731259k0n 8 19 algorithms algorithm NOUN j6731259k0n 8 20 due due ADP j6731259k0n 8 21 to to ADP j6731259k0n 8 22 the the DET j6731259k0n 8 23 reduction reduction NOUN j6731259k0n 8 24 in in ADP j6731259k0n 8 25 resolution resolution NOUN j6731259k0n 8 26 needed need VERB j6731259k0n 8 27 for for ADP j6731259k0n 8 28 calculating calculate VERB j6731259k0n 8 29 the the DET j6731259k0n 8 30 geodesic geodesic ADJ j6731259k0n 8 31 distance distance NOUN j6731259k0n 8 32 matrix matrix NOUN j6731259k0n 8 33 . . PUNCT