id	sid	tid	token	lemma	pos
ng451g07r89	1	1	continuing	continue	VERB
ng451g07r89	1	2	advancements	advancement	NOUN
ng451g07r89	1	3	in	in	ADP
ng451g07r89	1	4	the	the	DET
ng451g07r89	1	5	field	field	NOUN
ng451g07r89	1	6	of	of	ADP
ng451g07r89	1	7	digital	digital	ADJ
ng451g07r89	1	8	cameras	camera	NOUN
ng451g07r89	1	9	and	and	CCONJ
ng451g07r89	1	10	surveillance	surveillance	NOUN
ng451g07r89	1	11	imaging	image	VERB
ng451g07r89	1	12	devices	device	NOUN
ng451g07r89	1	13	have	have	AUX
ng451g07r89	1	14	led	lead	VERB
ng451g07r89	1	15	law	law	NOUN
ng451g07r89	1	16	enforcement	enforcement	NOUN
ng451g07r89	1	17	and	and	CCONJ
ng451g07r89	1	18	intelligence	intelligence	NOUN
ng451g07r89	1	19	agencies	agency	NOUN
ng451g07r89	1	20	to	to	PART
ng451g07r89	1	21	use	use	VERB
ng451g07r89	1	22	analysis	analysis	NOUN
ng451g07r89	1	23	of	of	ADP
ng451g07r89	1	24	images	image	NOUN
ng451g07r89	1	25	and	and	CCONJ
ng451g07r89	1	26	videos	video	NOUN
ng451g07r89	1	27	for	for	ADP
ng451g07r89	1	28	the	the	DET
ng451g07r89	1	29	investigation	investigation	NOUN
ng451g07r89	1	30	and	and	CCONJ
ng451g07r89	1	31	prosecution	prosecution	NOUN
ng451g07r89	1	32	of	of	ADP
ng451g07r89	1	33	crime	crime	NOUN
ng451g07r89	1	34	.	.	PUNCT
ng451g07r89	2	1	when	when	SCONJ
ng451g07r89	2	2	determining	determine	VERB
ng451g07r89	2	3	identity	identity	NOUN
ng451g07r89	2	4	from	from	ADP
ng451g07r89	2	5	photographic	photographic	ADJ
ng451g07r89	2	6	evidence	evidence	NOUN
ng451g07r89	2	7	,	,	PUNCT
ng451g07r89	2	8	forensic	forensic	ADJ
ng451g07r89	2	9	analysts	analyst	NOUN
ng451g07r89	2	10	perform	perform	VERB
ng451g07r89	2	11	comparison	comparison	NOUN
ng451g07r89	2	12	of	of	ADP
ng451g07r89	2	13	visible	visible	ADJ
ng451g07r89	2	14	facial	facial	ADJ
ng451g07r89	2	15	features	feature	NOUN
ng451g07r89	2	16	manually	manually	ADV
ng451g07r89	2	17	,	,	PUNCT
ng451g07r89	2	18	which	which	PRON
ng451g07r89	2	19	is	be	AUX
ng451g07r89	2	20	inefficient	inefficient	ADJ
ng451g07r89	2	21	.	.	PUNCT
ng451g07r89	3	1	in	in	ADP
ng451g07r89	3	2	this	this	DET
ng451g07r89	3	3	dissertation	dissertation	NOUN
ng451g07r89	3	4	,	,	PUNCT
ng451g07r89	3	5	we	we	PRON
ng451g07r89	3	6	conduct	conduct	VERB
ng451g07r89	3	7	a	a	DET
ng451g07r89	3	8	complete	complete	ADJ
ng451g07r89	3	9	study	study	NOUN
ng451g07r89	3	10	on	on	ADP
ng451g07r89	3	11	the	the	DET
ng451g07r89	3	12	usability	usability	NOUN
ng451g07r89	3	13	of	of	ADP
ng451g07r89	3	14	facial	facial	ADJ
ng451g07r89	3	15	marks	mark	NOUN
ng451g07r89	3	16	as	as	ADP
ng451g07r89	3	17	biometric	biometric	ADJ
ng451g07r89	3	18	signatures	signature	NOUN
ng451g07r89	3	19	to	to	PART
ng451g07r89	3	20	distinguish	distinguish	VERB
ng451g07r89	3	21	individuals	individual	NOUN
ng451g07r89	3	22	.	.	PUNCT
ng451g07r89	4	1	we	we	PRON
ng451g07r89	4	2	design	design	VERB
ng451g07r89	4	3	systems	system	NOUN
ng451g07r89	4	4	to	to	PART
ng451g07r89	4	5	assist	assist	VERB
ng451g07r89	4	6	forensic	forensic	ADJ
ng451g07r89	4	7	analysts	analyst	NOUN
ng451g07r89	4	8	during	during	ADP
ng451g07r89	4	9	photographic	photographic	ADJ
ng451g07r89	4	10	comparison	comparison	NOUN
ng451g07r89	4	11	and	and	CCONJ
ng451g07r89	4	12	systems	system	NOUN
ng451g07r89	4	13	to	to	PART
ng451g07r89	4	14	highlight	highlight	VERB
ng451g07r89	4	15	the	the	DET
ng451g07r89	4	16	challenges	challenge	NOUN
ng451g07r89	4	17	encountered	encounter	VERB
ng451g07r89	4	18	in	in	ADP
ng451g07r89	4	19	using	use	VERB
ng451g07r89	4	20	facial	facial	ADJ
ng451g07r89	4	21	marks	mark	NOUN
ng451g07r89	4	22	as	as	ADP
ng451g07r89	4	23	a	a	DET
ng451g07r89	4	24	biometric	biometric	ADJ
ng451g07r89	4	25	modality	modality	NOUN
ng451g07r89	4	26	.	.	PUNCT
ng451g07r89	5	1	we	we	PRON
ng451g07r89	5	2	present	present	VERB
ng451g07r89	5	3	three	three	NUM
ng451g07r89	5	4	different	different	ADJ
ng451g07r89	5	5	facial	facial	ADJ
ng451g07r89	5	6	mark	mark	NOUN
ng451g07r89	5	7	systems	system	NOUN
ng451g07r89	5	8	:	:	PUNCT
ng451g07r89	5	9	a	a	DET
ng451g07r89	5	10	manual	manual	ADJ
ng451g07r89	5	11	facial	facial	ADJ
ng451g07r89	5	12	mark	mark	NOUN
ng451g07r89	5	13	system	system	NOUN
ng451g07r89	5	14	,	,	PUNCT
ng451g07r89	5	15	a	a	DET
ng451g07r89	5	16	multi	multi	ADJ
ng451g07r89	5	17	-	-	ADJ
ng451g07r89	5	18	scale	scale	ADJ
ng451g07r89	5	19	facial	facial	ADJ
ng451g07r89	5	20	mark	mark	NOUN
ng451g07r89	5	21	system	system	NOUN
ng451g07r89	5	22	in	in	ADP
ng451g07r89	5	23	which	which	PRON
ng451g07r89	5	24	facial	facial	ADJ
ng451g07r89	5	25	marks	mark	NOUN
ng451g07r89	5	26	are	be	AUX
ng451g07r89	5	27	detected	detect	VERB
ng451g07r89	5	28	automatically	automatically	ADV
ng451g07r89	5	29	,	,	PUNCT
ng451g07r89	5	30	and	and	CCONJ
ng451g07r89	5	31	a	a	DET
ng451g07r89	5	32	semi	semi	ADJ
ng451g07r89	5	33	-	-	ADJ
ng451g07r89	5	34	automatic	automatic	ADJ
ng451g07r89	5	35	facial	facial	ADJ
ng451g07r89	5	36	mark	mark	NOUN
ng451g07r89	5	37	system	system	NOUN
ng451g07r89	5	38	which	which	PRON
ng451g07r89	5	39	integrates	integrate	VERB
ng451g07r89	5	40	human	human	ADJ
ng451g07r89	5	41	knowledge	knowledge	NOUN
ng451g07r89	5	42	within	within	ADP
ng451g07r89	5	43	the	the	DET
ng451g07r89	5	44	multi	multi	ADJ
ng451g07r89	5	45	-	-	ADJ
ng451g07r89	5	46	scale	scale	ADJ
ng451g07r89	5	47	facial	facial	ADJ
ng451g07r89	5	48	mark	mark	NOUN
ng451g07r89	5	49	system	system	NOUN
ng451g07r89	5	50	.	.	PUNCT
ng451g07r89	6	1	we	we	PRON
ng451g07r89	6	2	propose	propose	VERB
ng451g07r89	6	3	to	to	PART
ng451g07r89	6	4	use	use	VERB
ng451g07r89	6	5	facial	facial	ADJ
ng451g07r89	6	6	marks	mark	NOUN
ng451g07r89	6	7	to	to	PART
ng451g07r89	6	8	perform	perform	VERB
ng451g07r89	6	9	pose	pose	VERB
ng451g07r89	6	10	invariant	invariant	ADJ
ng451g07r89	6	11	face	face	NOUN
ng451g07r89	6	12	recognition	recognition	NOUN
ng451g07r89	6	13	.	.	PUNCT
ng451g07r89	7	1	experimental	experimental	ADJ
ng451g07r89	7	2	results	result	NOUN
ng451g07r89	7	3	employ	employ	VERB
ng451g07r89	7	4	a	a	DET
ng451g07r89	7	5	high	high	ADJ
ng451g07r89	7	6	-	-	PUNCT
ng451g07r89	7	7	resolution	resolution	NOUN
ng451g07r89	7	8	time	time	NOUN
ng451g07r89	7	9	-	-	PUNCT
ng451g07r89	7	10	elapsed	elapse	VERB
ng451g07r89	7	11	dataset	dataset	NOUN
ng451g07r89	7	12	acquired	acquire	VERB
ng451g07r89	7	13	at	at	ADP
ng451g07r89	7	14	the	the	DET
ng451g07r89	7	15	university	university	PROPN
ng451g07r89	7	16	of	of	ADP
ng451g07r89	7	17	notre	notre	PROPN
ng451g07r89	7	18	dame	dame	NOUN
ng451g07r89	7	19	between	between	ADP
ng451g07r89	7	20	2009	2009	NUM
ng451g07r89	7	21	-	-	SYM
ng451g07r89	7	22	2011	2011	NUM
ng451g07r89	7	23	and	and	CCONJ
ng451g07r89	7	24	a	a	DET
ng451g07r89	7	25	high	high	ADJ
ng451g07r89	7	26	resolution	resolution	NOUN
ng451g07r89	7	27	identical	identical	ADJ
ng451g07r89	7	28	twins	twin	NOUN
ng451g07r89	7	29	dataset	dataset	NOUN
ng451g07r89	7	30	acquired	acquire	VERB
ng451g07r89	7	31	at	at	ADP
ng451g07r89	7	32	the	the	DET
ng451g07r89	7	33	twins	twin	NOUN
ng451g07r89	7	34	days	day	NOUN
ng451g07r89	7	35	festival	festival	NOUN
ng451g07r89	7	36	in	in	ADP
ng451g07r89	7	37	twinsburg	twinsburg	PROPN
ng451g07r89	7	38	,	,	PUNCT
ng451g07r89	7	39	ohio	ohio	PROPN
ng451g07r89	7	40	.	.	PUNCT
ng451g07r89	8	1	the	the	DET
ng451g07r89	8	2	results	result	NOUN
ng451g07r89	8	3	indicate	indicate	VERB
ng451g07r89	8	4	that	that	SCONJ
ng451g07r89	8	5	the	the	DET
ng451g07r89	8	6	geometric	geometric	ADJ
ng451g07r89	8	7	distributions	distribution	NOUN
ng451g07r89	8	8	of	of	ADP
ng451g07r89	8	9	facial	facial	ADJ
ng451g07r89	8	10	mark	mark	NOUN
ng451g07r89	8	11	patterns	pattern	NOUN
ng451g07r89	8	12	can	can	AUX
ng451g07r89	8	13	be	be	AUX
ng451g07r89	8	14	used	use	VERB
ng451g07r89	8	15	to	to	PART
ng451g07r89	8	16	distinguish	distinguish	VERB
ng451g07r89	8	17	between	between	ADP
ng451g07r89	8	18	individuals	individual	NOUN
ng451g07r89	8	19	.	.	PUNCT