id	sid	tid	token	lemma	pos
b2773t9676q	1	1	the	the	DET
b2773t9676q	1	2	growing	grow	VERB
b2773t9676q	1	3	need	need	NOUN
b2773t9676q	1	4	for	for	ADP
b2773t9676q	1	5	effective	effective	ADJ
b2773t9676q	1	6	biometric	biometric	ADJ
b2773t9676q	1	7	identification	identification	NOUN
b2773t9676q	1	8	is	be	AUX
b2773t9676q	1	9	widely	widely	ADV
b2773t9676q	1	10	acknowledged	acknowledge	VERB
b2773t9676q	1	11	.	.	PUNCT
b2773t9676q	2	1	identifying	identify	VERB
b2773t9676q	2	2	an	an	DET
b2773t9676q	2	3	individual	individual	NOUN
b2773t9676q	2	4	from	from	ADP
b2773t9676q	2	5	his	his	PRON
b2773t9676q	2	6	or	or	CCONJ
b2773t9676q	2	7	her	her	PRON
b2773t9676q	2	8	face	face	NOUN
b2773t9676q	2	9	is	be	AUX
b2773t9676q	2	10	one	one	NUM
b2773t9676q	2	11	of	of	ADP
b2773t9676q	2	12	the	the	DET
b2773t9676q	2	13	most	most	ADV
b2773t9676q	2	14	non	non	ADJ
b2773t9676q	2	15	-	-	ADJ
b2773t9676q	2	16	intrusive	intrusive	ADJ
b2773t9676q	2	17	modalities	modality	NOUN
b2773t9676q	2	18	in	in	ADP
b2773t9676q	2	19	biometrics	biometric	NOUN
b2773t9676q	2	20	.	.	PUNCT
b2773t9676q	3	1	major	major	ADJ
b2773t9676q	3	2	challenges	challenge	NOUN
b2773t9676q	3	3	to	to	PART
b2773t9676q	3	4	face	face	VERB
b2773t9676q	3	5	recognition	recognition	NOUN
b2773t9676q	3	6	system	system	NOUN
b2773t9676q	3	7	robustness	robustness	NOUN
b2773t9676q	3	8	include	include	VERB
b2773t9676q	3	9	illumination	illumination	NOUN
b2773t9676q	3	10	and	and	CCONJ
b2773t9676q	3	11	pose	pose	VERB
b2773t9676q	3	12	variations	variation	NOUN
b2773t9676q	3	13	.	.	PUNCT
b2773t9676q	4	1	this	this	DET
b2773t9676q	4	2	work	work	NOUN
b2773t9676q	4	3	introduces	introduce	VERB
b2773t9676q	4	4	foundational	foundational	ADJ
b2773t9676q	4	5	research	research	NOUN
b2773t9676q	4	6	addressing	address	VERB
b2773t9676q	4	7	two	two	NUM
b2773t9676q	4	8	-	-	PUNCT
b2773t9676q	4	9	dimensional	dimensional	ADJ
b2773t9676q	4	10	intensity	intensity	NOUN
b2773t9676q	4	11	,	,	PUNCT
b2773t9676q	4	12	infrared	infrared	ADJ
b2773t9676q	4	13	,	,	PUNCT
b2773t9676q	4	14	three	three	NUM
b2773t9676q	4	15	-	-	PUNCT
b2773t9676q	4	16	dimensional	dimensional	ADJ
b2773t9676q	4	17	,	,	PUNCT
b2773t9676q	4	18	and	and	CCONJ
b2773t9676q	4	19	multi	multi	NOUN
b2773t9676q	4	20	-	-	NOUN
b2773t9676q	4	21	modal	modal	ADJ
b2773t9676q	4	22	face	face	NOUN
b2773t9676q	4	23	recognition	recognition	NOUN
b2773t9676q	4	24	.	.	PUNCT
b2773t9676q	5	1	i	i	PRON
b2773t9676q	5	2	contribute	contribute	VERB
b2773t9676q	5	3	to	to	ADP
b2773t9676q	5	4	the	the	DET
b2773t9676q	5	5	growing	grow	VERB
b2773t9676q	5	6	body	body	NOUN
b2773t9676q	5	7	of	of	ADP
b2773t9676q	5	8	work	work	NOUN
b2773t9676q	5	9	surrounding	surround	VERB
b2773t9676q	5	10	face	face	NOUN
b2773t9676q	5	11	recognition	recognition	NOUN
b2773t9676q	5	12	by	by	ADP
b2773t9676q	5	13	examining	examine	VERB
b2773t9676q	5	14	novel	novel	ADJ
b2773t9676q	5	15	approaches	approach	NOUN
b2773t9676q	5	16	to	to	PART
b2773t9676q	5	17	face	face	VERB
b2773t9676q	5	18	recognition	recognition	NOUN
b2773t9676q	5	19	beyond	beyond	ADP
b2773t9676q	5	20	the	the	DET
b2773t9676q	5	21	traditional	traditional	ADJ
b2773t9676q	5	22	,	,	PUNCT
b2773t9676q	5	23	two	two	NUM
b2773t9676q	5	24	-	-	PUNCT
b2773t9676q	5	25	dimensional	dimensional	ADJ
b2773t9676q	5	26	intensity	intensity	NOUN
b2773t9676q	5	27	modality	modality	NOUN
b2773t9676q	5	28	.	.	PUNCT
b2773t9676q	6	1	my	my	PRON
b2773t9676q	6	2	infrared	infrared	ADJ
b2773t9676q	6	3	research	research	NOUN
b2773t9676q	6	4	made	make	VERB
b2773t9676q	6	5	strides	stride	NOUN
b2773t9676q	6	6	in	in	ADP
b2773t9676q	6	7	overcoming	overcome	VERB
b2773t9676q	6	8	the	the	DET
b2773t9676q	6	9	illumination	illumination	NOUN
b2773t9676q	6	10	challenge	challenge	NOUN
b2773t9676q	6	11	because	because	SCONJ
b2773t9676q	6	12	this	this	DET
b2773t9676q	6	13	modality	modality	NOUN
b2773t9676q	6	14	proved	prove	VERB
b2773t9676q	6	15	robust	robust	ADJ
b2773t9676q	6	16	in	in	ADP
b2773t9676q	6	17	the	the	DET
b2773t9676q	6	18	face	face	NOUN
b2773t9676q	6	19	of	of	ADP
b2773t9676q	6	20	varied	varied	ADJ
b2773t9676q	6	21	lighting	lighting	NOUN
b2773t9676q	6	22	conditions	condition	NOUN
b2773t9676q	6	23	.	.	PUNCT
b2773t9676q	7	1	although	although	SCONJ
b2773t9676q	7	2	infrared	infrared	PROPN
b2773t9676q	7	3	is	be	AUX
b2773t9676q	7	4	invariant	invariant	ADJ
b2773t9676q	7	5	to	to	ADP
b2773t9676q	7	6	changing	change	VERB
b2773t9676q	7	7	lighting	lighting	NOUN
b2773t9676q	7	8	,	,	PUNCT
b2773t9676q	7	9	infrared	infrared	ADJ
b2773t9676q	7	10	is	be	AUX
b2773t9676q	7	11	not	not	PART
b2773t9676q	7	12	robust	robust	ADJ
b2773t9676q	7	13	in	in	ADP
b2773t9676q	7	14	the	the	DET
b2773t9676q	7	15	face	face	NOUN
b2773t9676q	7	16	of	of	ADP
b2773t9676q	7	17	varying	vary	VERB
b2773t9676q	7	18	pose	pose	VERB
b2773t9676q	7	19	,	,	PUNCT
b2773t9676q	7	20	it	it	PRON
b2773t9676q	7	21	produced	produce	VERB
b2773t9676q	7	22	very	very	ADV
b2773t9676q	7	23	low	low	ADJ
b2773t9676q	7	24	-	-	PUNCT
b2773t9676q	7	25	resolution	resolution	NOUN
b2773t9676q	7	26	images	image	NOUN
b2773t9676q	7	27	with	with	ADP
b2773t9676q	7	28	unreliable	unreliable	ADJ
b2773t9676q	7	29	face	face	NOUN
b2773t9676q	7	30	registration	registration	NOUN
b2773t9676q	7	31	when	when	SCONJ
b2773t9676q	7	32	compared	compare	VERB
b2773t9676q	7	33	to	to	ADP
b2773t9676q	7	34	their	their	PRON
b2773t9676q	7	35	2d	2d	NOUN
b2773t9676q	7	36	intensity	intensity	NOUN
b2773t9676q	7	37	counterparts	counterpart	NOUN
b2773t9676q	7	38	,	,	PUNCT
b2773t9676q	7	39	and	and	CCONJ
b2773t9676q	7	40	,	,	PUNCT
b2773t9676q	7	41	in	in	ADP
b2773t9676q	7	42	many	many	ADJ
b2773t9676q	7	43	cases	case	NOUN
b2773t9676q	7	44	,	,	PUNCT
b2773t9676q	7	45	it	it	PRON
b2773t9676q	7	46	would	would	AUX
b2773t9676q	7	47	be	be	AUX
b2773t9676q	7	48	cost	cost	NOUN
b2773t9676q	7	49	-	-	PUNCT
b2773t9676q	7	50	prohibitive	prohibitive	ADJ
b2773t9676q	7	51	.	.	PUNCT
b2773t9676q	8	1	in	in	ADP
b2773t9676q	8	2	looking	look	VERB
b2773t9676q	8	3	to	to	PART
b2773t9676q	8	4	overcome	overcome	VERB
b2773t9676q	8	5	these	these	DET
b2773t9676q	8	6	bottlenecks	bottleneck	NOUN
b2773t9676q	8	7	,	,	PUNCT
b2773t9676q	8	8	3d	3d	DET
b2773t9676q	8	9	recognition	recognition	NOUN
b2773t9676q	8	10	was	be	AUX
b2773t9676q	8	11	the	the	DET
b2773t9676q	8	12	next	next	ADJ
b2773t9676q	8	13	,	,	PUNCT
b2773t9676q	8	14	logical	logical	ADJ
b2773t9676q	8	15	step	step	NOUN
b2773t9676q	8	16	given	give	VERB
b2773t9676q	8	17	that	that	SCONJ
b2773t9676q	8	18	previous	previous	ADJ
b2773t9676q	8	19	trials	trial	NOUN
b2773t9676q	8	20	with	with	ADP
b2773t9676q	8	21	the	the	DET
b2773t9676q	8	22	three	three	NUM
b2773t9676q	8	23	-	-	PUNCT
b2773t9676q	8	24	dimensional	dimensional	ADJ
b2773t9676q	8	25	modality	modality	NOUN
b2773t9676q	8	26	demonstrated	demonstrate	VERB
b2773t9676q	8	27	that	that	SCONJ
b2773t9676q	8	28	it	it	PRON
b2773t9676q	8	29	provides	provide	VERB
b2773t9676q	8	30	greater	great	ADJ
b2773t9676q	8	31	accuracy	accuracy	NOUN
b2773t9676q	8	32	than	than	ADP
b2773t9676q	8	33	any	any	PRON
b2773t9676q	8	34	of	of	ADP
b2773t9676q	8	35	the	the	DET
b2773t9676q	8	36	two	two	NUM
b2773t9676q	8	37	-	-	PUNCT
b2773t9676q	8	38	dimensional	dimensional	ADJ
b2773t9676q	8	39	modalities	modality	NOUN
b2773t9676q	8	40	.	.	PUNCT
b2773t9676q	9	1	however	however	ADV
b2773t9676q	9	2	,	,	PUNCT
b2773t9676q	9	3	available	available	ADJ
b2773t9676q	9	4	3d	3d	PRON
b2773t9676q	9	5	state	state	NOUN
b2773t9676q	9	6	-	-	PUNCT
b2773t9676q	9	7	of	of	ADP
b2773t9676q	9	8	-	-	PUNCT
b2773t9676q	9	9	the	the	DET
b2773t9676q	9	10	-	-	PUNCT
b2773t9676q	9	11	art	art	NOUN
b2773t9676q	9	12	scanners	scanner	NOUN
b2773t9676q	9	13	such	such	ADJ
b2773t9676q	9	14	as	as	ADP
b2773t9676q	9	15	the	the	DET
b2773t9676q	9	16	minolta	minolta	PROPN
b2773t9676q	9	17	vivid	vivid	PROPN
b2773t9676q	9	18	series	series	PROPN
b2773t9676q	9	19	prove	prove	VERB
b2773t9676q	9	20	cost	cost	NOUN
b2773t9676q	9	21	-	-	PUNCT
b2773t9676q	9	22	prohibitive	prohibitive	ADJ
b2773t9676q	9	23	,	,	PUNCT
b2773t9676q	9	24	are	be	AUX
b2773t9676q	9	25	fragile	fragile	ADJ
b2773t9676q	9	26	,	,	PUNCT
b2773t9676q	9	27	require	require	VERB
b2773t9676q	9	28	that	that	SCONJ
b2773t9676q	9	29	a	a	DET
b2773t9676q	9	30	subject	subject	NOUN
b2773t9676q	9	31	remain	remain	VERB
b2773t9676q	9	32	immobile	immobile	ADJ
b2773t9676q	9	33	for	for	ADP
b2773t9676q	9	34	several	several	ADJ
b2773t9676q	9	35	seconds	second	NOUN
b2773t9676q	9	36	,	,	PUNCT
b2773t9676q	9	37	and	and	CCONJ
b2773t9676q	9	38	are	be	AUX
b2773t9676q	9	39	generally	generally	ADV
b2773t9676q	9	40	too	too	ADV
b2773t9676q	9	41	intrusive	intrusive	ADJ
b2773t9676q	9	42	for	for	ADP
b2773t9676q	9	43	many	many	ADJ
b2773t9676q	9	44	real	real	ADJ
b2773t9676q	9	45	-	-	PUNCT
b2773t9676q	9	46	world	world	NOUN
b2773t9676q	9	47	acquisition	acquisition	NOUN
b2773t9676q	9	48	scenes	scene	NOUN
b2773t9676q	9	49	.	.	PUNCT
b2773t9676q	10	1	these	these	DET
b2773t9676q	10	2	observations	observation	NOUN
b2773t9676q	10	3	provided	provide	VERB
b2773t9676q	10	4	the	the	DET
b2773t9676q	10	5	motivation	motivation	NOUN
b2773t9676q	10	6	for	for	ADP
b2773t9676q	10	7	a	a	DET
b2773t9676q	10	8	proposed	propose	VERB
b2773t9676q	10	9	three	three	NUM
b2773t9676q	10	10	-	-	PUNCT
b2773t9676q	10	11	dimensional	dimensional	ADJ
b2773t9676q	10	12	recognition	recognition	NOUN
b2773t9676q	10	13	system	system	NOUN
b2773t9676q	10	14	that	that	PRON
b2773t9676q	10	15	is	be	AUX
b2773t9676q	10	16	built	build	VERB
b2773t9676q	10	17	upon	upon	SCONJ
b2773t9676q	10	18	a	a	DET
b2773t9676q	10	19	two	two	NUM
b2773t9676q	10	20	-	-	PUNCT
b2773t9676q	10	21	dimensional	dimensional	ADJ
b2773t9676q	10	22	framework	framework	NOUN
b2773t9676q	10	23	.	.	PUNCT
b2773t9676q	11	1	i	i	PRON
b2773t9676q	11	2	extended	extend	VERB
b2773t9676q	11	3	my	my	PRON
b2773t9676q	11	4	infrared	infrared	ADJ
b2773t9676q	11	5	research	research	NOUN
b2773t9676q	11	6	to	to	PART
b2773t9676q	11	7	consider	consider	VERB
b2773t9676q	11	8	a	a	DET
b2773t9676q	11	9	three	three	NUM
b2773t9676q	11	10	-	-	PUNCT
b2773t9676q	11	11	dimensional	dimensional	ADJ
b2773t9676q	11	12	recognition	recognition	NOUN
b2773t9676q	11	13	system	system	NOUN
b2773t9676q	11	14	that	that	PRON
b2773t9676q	11	15	had	have	VERB
b2773t9676q	11	16	a	a	DET
b2773t9676q	11	17	two	two	NUM
b2773t9676q	11	18	-	-	PUNCT
b2773t9676q	11	19	dimensional	dimensional	ADJ
b2773t9676q	11	20	foundation	foundation	NOUN
b2773t9676q	11	21	.	.	PUNCT
b2773t9676q	12	1	this	this	DET
b2773t9676q	12	2	dissertation	dissertation	NOUN
b2773t9676q	12	3	explores	explore	VERB
b2773t9676q	12	4	the	the	DET
b2773t9676q	12	5	possibility	possibility	NOUN
b2773t9676q	12	6	of	of	ADP
b2773t9676q	12	7	using	use	VERB
b2773t9676q	12	8	cost	cost	NOUN
b2773t9676q	12	9	effective	effective	ADJ
b2773t9676q	12	10	,	,	PUNCT
b2773t9676q	12	11	flexible	flexible	ADJ
b2773t9676q	12	12	,	,	PUNCT
b2773t9676q	12	13	accurate	accurate	ADJ
b2773t9676q	12	14	,	,	PUNCT
b2773t9676q	12	15	and	and	CCONJ
b2773t9676q	12	16	user	user	NOUN
b2773t9676q	12	17	friendly	friendly	ADJ
b2773t9676q	12	18	multiple	multiple	ADJ
b2773t9676q	12	19	-	-	PUNCT
b2773t9676q	12	20	view	view	NOUN
b2773t9676q	12	21	stereo	stereo	NOUN
b2773t9676q	12	22	photogrammetry	photogrammetry	NOUN
b2773t9676q	12	23	to	to	PART
b2773t9676q	12	24	reconstruct	reconstruct	VERB
b2773t9676q	12	25	the	the	DET
b2773t9676q	12	26	three	three	NUM
b2773t9676q	12	27	-	-	PUNCT
b2773t9676q	12	28	dimensional	dimensional	ADJ
b2773t9676q	12	29	shape	shape	NOUN
b2773t9676q	12	30	of	of	ADP
b2773t9676q	12	31	the	the	DET
b2773t9676q	12	32	human	human	ADJ
b2773t9676q	12	33	face	face	NOUN
b2773t9676q	12	34	for	for	ADP
b2773t9676q	12	35	improved	improved	ADJ
b2773t9676q	12	36	recognition	recognition	NOUN
b2773t9676q	12	37	performance	performance	NOUN
b2773t9676q	12	38	.	.	PUNCT
b2773t9676q	13	1	specifically	specifically	ADV
b2773t9676q	13	2	,	,	PUNCT
b2773t9676q	13	3	i	i	PRON
b2773t9676q	13	4	developed	develop	VERB
b2773t9676q	13	5	a	a	DET
b2773t9676q	13	6	novel	novel	ADJ
b2773t9676q	13	7	approach	approach	NOUN
b2773t9676q	13	8	to	to	PART
b2773t9676q	13	9	face	face	VERB
b2773t9676q	13	10	recognition	recognition	NOUN
b2773t9676q	13	11	that	that	PRON
b2773t9676q	13	12	relies	rely	VERB
b2773t9676q	13	13	on	on	ADP
b2773t9676q	13	14	2d	2d	NOUN
b2773t9676q	13	15	images	image	NOUN
b2773t9676q	13	16	to	to	PART
b2773t9676q	13	17	successfully	successfully	ADV
b2773t9676q	13	18	reconstruct	reconstruct	VERB
b2773t9676q	13	19	3d	3d	PRON
b2773t9676q	13	20	shape	shape	NOUN
b2773t9676q	13	21	of	of	ADP
b2773t9676q	13	22	the	the	DET
b2773t9676q	13	23	human	human	ADJ
b2773t9676q	13	24	face	face	NOUN
b2773t9676q	13	25	.	.	PUNCT
b2773t9676q	14	1	this	this	DET
b2773t9676q	14	2	approach	approach	NOUN
b2773t9676q	14	3	ultimately	ultimately	ADV
b2773t9676q	14	4	outperforms	outperform	VERB
b2773t9676q	14	5	3d	3d	PRON
b2773t9676q	14	6	shape	shape	NOUN
b2773t9676q	14	7	obtained	obtain	VERB
b2773t9676q	14	8	from	from	ADP
b2773t9676q	14	9	a	a	DET
b2773t9676q	14	10	commercial	commercial	ADJ
b2773t9676q	14	11	scanner	scanner	NOUN
b2773t9676q	14	12	.	.	PUNCT
b2773t9676q	15	1	this	this	PRON
b2773t9676q	15	2	is	be	AUX
b2773t9676q	15	3	noteworthy	noteworthy	ADJ
b2773t9676q	15	4	given	give	VERB
b2773t9676q	15	5	that	that	SCONJ
b2773t9676q	15	6	our	our	PRON
b2773t9676q	15	7	approach	approach	NOUN
b2773t9676q	15	8	does	do	AUX
b2773t9676q	15	9	not	not	PART
b2773t9676q	15	10	require	require	VERB
b2773t9676q	15	11	strict	strict	ADJ
b2773t9676q	15	12	calibration	calibration	NOUN
b2773t9676q	15	13	as	as	ADP
b2773t9676q	15	14	in	in	ADP
b2773t9676q	15	15	the	the	DET
b2773t9676q	15	16	case	case	NOUN
b2773t9676q	15	17	of	of	ADP
b2773t9676q	15	18	the	the	DET
b2773t9676q	15	19	commercial	commercial	ADJ
b2773t9676q	15	20	3d	3d	NOUN
b2773t9676q	15	21	scanner	scanner	NOUN
b2773t9676q	15	22	.	.	PUNCT
b2773t9676q	16	1	also	also	ADV
b2773t9676q	16	2	significant	significant	ADJ
b2773t9676q	16	3	is	be	AUX
b2773t9676q	16	4	the	the	DET
b2773t9676q	16	5	demonstrated	demonstrated	ADJ
b2773t9676q	16	6	flexibility	flexibility	NOUN
b2773t9676q	16	7	of	of	ADP
b2773t9676q	16	8	this	this	DET
b2773t9676q	16	9	system	system	NOUN
b2773t9676q	16	10	to	to	PART
b2773t9676q	16	11	successfully	successfully	ADV
b2773t9676q	16	12	perform	perform	VERB
b2773t9676q	16	13	3d	3d	DET
b2773t9676q	16	14	recognition	recognition	NOUN
b2773t9676q	16	15	on	on	ADP
b2773t9676q	16	16	a	a	DET
b2773t9676q	16	17	database	database	NOUN
b2773t9676q	16	18	acquired	acquire	VERB
b2773t9676q	16	19	originally	originally	ADV
b2773t9676q	16	20	for	for	ADP
b2773t9676q	16	21	2d	2d	NOUN
b2773t9676q	16	22	face	face	NOUN
b2773t9676q	16	23	recognition	recognition	NOUN
b2773t9676q	16	24	.	.	PUNCT