id	sid	tid	token	lemma	pos
aijes-6960	1	1	agora	agora	PROPN
aijes-6960	1	2	international	international	PROPN
aijes-6960	1	3	journal	journal	NOUN
aijes-6960	1	4	of	of	ADP
aijes-6960	1	5	economical	economical	ADJ
aijes-6960	1	6	sciences	science	NOUN
aijes-6960	1	7	,	,	PUNCT
aijes-6960	1	8	http://univagora.ro/jour/index.php/aijes	http://univagora.ro/jour/index.php/aijes	PRON
aijes-6960	1	9	issn	issn	PROPN
aijes-6960	1	10	2067	2067	NUM
aijes-6960	1	11	-	-	SYM
aijes-6960	1	12	3310	3310	NUM
aijes-6960	1	13	,	,	PUNCT
aijes-6960	1	14	e	e	X
aijes-6960	1	15	-	-	PUNCT
aijes-6960	1	16	issn	issn	PROPN
aijes-6960	1	17	2067	2067	NUM
aijes-6960	1	18	-	-	SYM
aijes-6960	1	19	7669	7669	NUM
aijes-6960	1	20	vol	vol	NOUN
aijes-6960	1	21	.	.	PROPN
aijes-6960	1	22	18	18	NUM
aijes-6960	1	23	,	,	PUNCT
aijes-6960	1	24	no	no	INTJ
aijes-6960	1	25	.	.	NOUN
aijes-6960	1	26	2	2	NUM
aijes-6960	1	27	(	(	PUNCT
aijes-6960	1	28	2024	2024	NUM
aijes-6960	1	29	)	)	PUNCT
aijes-6960	1	30	,	,	PUNCT
aijes-6960	1	31	pp	pp	PROPN
aijes-6960	1	32	.	.	PUNCT
aijes-6960	2	1	320	320	NUM
aijes-6960	2	2	-	-	SYM
aijes-6960	2	3	333	333	NUM
aijes-6960	2	4	320	320	NUM
aijes-6960	2	5	from	from	ADP
aijes-6960	2	6	origins	origin	NOUN
aijes-6960	2	7	to	to	ADP
aijes-6960	2	8	innovations	innovation	NOUN
aijes-6960	2	9	:	:	PUNCT
aijes-6960	2	10	ai	ai	VERB
aijes-6960	2	11	's	's	PART
aijes-6960	2	12	role	role	NOUN
aijes-6960	2	13	and	and	CCONJ
aijes-6960	2	14	the	the	DET
aijes-6960	2	15	cost	cost	NOUN
aijes-6960	2	16	impact	impact	NOUN
aijes-6960	2	17	on	on	ADP
aijes-6960	2	18	computer	computer	NOUN
aijes-6960	2	19	vision	vision	PROPN
aijes-6960	2	20	k.	k.	PROPN
aijes-6960	2	21	tirana	tirana	PROPN
aijes-6960	2	22	,	,	PUNCT
aijes-6960	2	23	e.	e.	PROPN
aijes-6960	2	24	bejleri	bejleri	PROPN
aijes-6960	2	25	kledia	kledia	PROPN
aijes-6960	2	26	tirana¹	tirana¹	PROPN
aijes-6960	2	27	,	,	PUNCT
aijes-6960	2	28	endri	endri	PROPN
aijes-6960	2	29	bejleri²	bejleri²	PROPN
aijes-6960	2	30	university	university	PROPN
aijes-6960	2	31	metropolitan	metropolitan	PROPN
aijes-6960	2	32	tirana	tirana	PROPN
aijes-6960	2	33	,	,	PUNCT
aijes-6960	2	34	albania	albania	PROPN
aijes-6960	2	35	¹	¹	PROPN
aijes-6960	2	36	https://orcid.org/0009-0008-0772-4243	https://orcid.org/0009-0008-0772-4243	PROPN
aijes-6960	2	37	,	,	PUNCT
aijes-6960	2	38	e	e	NOUN
aijes-6960	2	39	-	-	NOUN
aijes-6960	2	40	mail	mail	NOUN
aijes-6960	2	41	:	:	PUNCT
aijes-6960	2	42	ktirana@umt.edu.al	ktirana@umt.edu.al	PROPN
aijes-6960	2	43	²	²	NUM
aijes-6960	2	44	https://orcid.org/0009-0006-7586-4171	https://orcid.org/0009-0006-7586-4171	NOUN
aijes-6960	2	45	,	,	PUNCT
aijes-6960	2	46	e	e	NOUN
aijes-6960	2	47	-	-	NOUN
aijes-6960	2	48	mail	mail	NOUN
aijes-6960	2	49	:	:	PUNCT
aijes-6960	2	50	endri.bejleri24@umt.edu.al	endri.bejleri24@umt.edu.al	VERB
aijes-6960	2	51	abstract	abstract	NOUN
aijes-6960	2	52	:	:	PUNCT
aijes-6960	2	53	the	the	DET
aijes-6960	2	54	field	field	NOUN
aijes-6960	2	55	of	of	ADP
aijes-6960	2	56	computer	computer	NOUN
aijes-6960	2	57	vision	vision	NOUN
aijes-6960	2	58	,	,	PUNCT
aijes-6960	2	59	a	a	DET
aijes-6960	2	60	pivotal	pivotal	ADJ
aijes-6960	2	61	subdomain	subdomain	NOUN
aijes-6960	2	62	of	of	ADP
aijes-6960	2	63	artificial	artificial	ADJ
aijes-6960	2	64	intelligence	intelligence	NOUN
aijes-6960	2	65	(	(	PUNCT
aijes-6960	2	66	ai	ai	NOUN
aijes-6960	2	67	)	)	PUNCT
aijes-6960	2	68	,	,	PUNCT
aijes-6960	2	69	has	have	AUX
aijes-6960	2	70	seen	see	VERB
aijes-6960	2	71	extraordinary	extraordinary	ADJ
aijes-6960	2	72	advancements	advancement	NOUN
aijes-6960	2	73	since	since	SCONJ
aijes-6960	2	74	its	its	PRON
aijes-6960	2	75	emergence	emergence	NOUN
aijes-6960	2	76	in	in	ADP
aijes-6960	2	77	the	the	DET
aijes-6960	2	78	1960s	1960	NOUN
aijes-6960	2	79	.	.	PUNCT
aijes-6960	3	1	this	this	DET
aijes-6960	3	2	paper	paper	NOUN
aijes-6960	3	3	examines	examine	VERB
aijes-6960	3	4	the	the	DET
aijes-6960	3	5	historical	historical	ADJ
aijes-6960	3	6	development	development	NOUN
aijes-6960	3	7	of	of	ADP
aijes-6960	3	8	computer	computer	NOUN
aijes-6960	3	9	vision	vision	NOUN
aijes-6960	3	10	technologies	technology	NOUN
aijes-6960	3	11	,	,	PUNCT
aijes-6960	3	12	tracing	trace	VERB
aijes-6960	3	13	the	the	DET
aijes-6960	3	14	journey	journey	NOUN
aijes-6960	3	15	from	from	ADP
aijes-6960	3	16	early	early	ADJ
aijes-6960	3	17	foundational	foundational	ADJ
aijes-6960	3	18	models	model	NOUN
aijes-6960	3	19	,	,	PUNCT
aijes-6960	3	20	such	such	ADJ
aijes-6960	3	21	as	as	ADP
aijes-6960	3	22	frank	frank	PROPN
aijes-6960	3	23	rosenblatt	rosenblatt	PROPN
aijes-6960	3	24	’s	’s	PART
aijes-6960	3	25	perceptron	perceptron	PROPN
aijes-6960	3	26	,	,	PUNCT
aijes-6960	3	27	to	to	ADP
aijes-6960	3	28	contemporary	contemporary	ADJ
aijes-6960	3	29	breakthroughs	breakthrough	NOUN
aijes-6960	3	30	driven	drive	VERB
aijes-6960	3	31	by	by	ADP
aijes-6960	3	32	deep	deep	ADJ
aijes-6960	3	33	learning	learning	NOUN
aijes-6960	3	34	.	.	PUNCT
aijes-6960	4	1	key	key	ADJ
aijes-6960	4	2	milestones	milestone	NOUN
aijes-6960	4	3	are	be	AUX
aijes-6960	4	4	explored	explore	VERB
aijes-6960	4	5	,	,	PUNCT
aijes-6960	4	6	including	include	VERB
aijes-6960	4	7	the	the	DET
aijes-6960	4	8	development	development	NOUN
aijes-6960	4	9	of	of	ADP
aijes-6960	4	10	algorithms	algorithm	NOUN
aijes-6960	4	11	like	like	ADP
aijes-6960	4	12	scale	scale	NOUN
aijes-6960	4	13	-	-	PUNCT
aijes-6960	4	14	invariant	invariant	ADJ
aijes-6960	4	15	feature	feature	NOUN
aijes-6960	4	16	transform	transform	NOUN
aijes-6960	4	17	(	(	PUNCT
aijes-6960	4	18	sift	sift	NOUN
aijes-6960	4	19	)	)	PUNCT
aijes-6960	4	20	,	,	PUNCT
aijes-6960	4	21	viola	viola	PROPN
aijes-6960	4	22	-	-	PUNCT
aijes-6960	4	23	jones	jones	PROPN
aijes-6960	4	24	for	for	ADP
aijes-6960	4	25	face	face	NOUN
aijes-6960	4	26	detection	detection	NOUN
aijes-6960	4	27	,	,	PUNCT
aijes-6960	4	28	and	and	CCONJ
aijes-6960	4	29	eigenfaces	eigenface	NOUN
aijes-6960	4	30	,	,	PUNCT
aijes-6960	4	31	which	which	PRON
aijes-6960	4	32	paved	pave	VERB
aijes-6960	4	33	the	the	DET
aijes-6960	4	34	way	way	NOUN
aijes-6960	4	35	for	for	ADP
aijes-6960	4	36	modern	modern	ADJ
aijes-6960	4	37	solutions	solution	NOUN
aijes-6960	4	38	such	such	ADJ
aijes-6960	4	39	as	as	ADP
aijes-6960	4	40	convolutional	convolutional	ADJ
aijes-6960	4	41	neural	neural	ADJ
aijes-6960	4	42	networks	network	NOUN
aijes-6960	4	43	(	(	PUNCT
aijes-6960	4	44	cnns	cnns	PROPN
aijes-6960	4	45	)	)	PUNCT
aijes-6960	4	46	,	,	PUNCT
aijes-6960	4	47	yolo	yolo	NOUN
aijes-6960	4	48	and	and	CCONJ
aijes-6960	4	49	facenet	facenet	NOUN
aijes-6960	4	50	.	.	PUNCT
aijes-6960	5	1	the	the	DET
aijes-6960	5	2	paper	paper	NOUN
aijes-6960	5	3	highlights	highlight	VERB
aijes-6960	5	4	the	the	DET
aijes-6960	5	5	evolution	evolution	NOUN
aijes-6960	5	6	of	of	ADP
aijes-6960	5	7	face	face	NOUN
aijes-6960	5	8	detection	detection	NOUN
aijes-6960	5	9	and	and	CCONJ
aijes-6960	5	10	recognition	recognition	NOUN
aijes-6960	5	11	techniques	technique	NOUN
aijes-6960	5	12	,	,	PUNCT
aijes-6960	5	13	contrasting	contrast	VERB
aijes-6960	5	14	traditional	traditional	ADJ
aijes-6960	5	15	methods	method	NOUN
aijes-6960	5	16	with	with	ADP
aijes-6960	5	17	the	the	DET
aijes-6960	5	18	transformative	transformative	ADJ
aijes-6960	5	19	capabilities	capability	NOUN
aijes-6960	5	20	of	of	ADP
aijes-6960	5	21	deep	deep	ADJ
aijes-6960	5	22	learning	learning	NOUN
aijes-6960	5	23	-	-	PUNCT
aijes-6960	5	24	driven	drive	VERB
aijes-6960	5	25	approaches	approach	NOUN
aijes-6960	5	26	.	.	PUNCT
aijes-6960	6	1	additionally	additionally	ADV
aijes-6960	6	2	,	,	PUNCT
aijes-6960	6	3	we	we	PRON
aijes-6960	6	4	analyze	analyze	VERB
aijes-6960	6	5	the	the	DET
aijes-6960	6	6	growing	grow	VERB
aijes-6960	6	7	computational	computational	ADJ
aijes-6960	6	8	demands	demand	NOUN
aijes-6960	6	9	of	of	ADP
aijes-6960	6	10	modern	modern	ADJ
aijes-6960	6	11	algorithms	algorithm	NOUN
aijes-6960	6	12	,	,	PUNCT
aijes-6960	6	13	discussing	discuss	VERB
aijes-6960	6	14	the	the	DET
aijes-6960	6	15	trade	trade	NOUN
aijes-6960	6	16	-	-	PUNCT
aijes-6960	6	17	offs	off	NOUN
aijes-6960	6	18	between	between	ADP
aijes-6960	6	19	accuracy	accuracy	NOUN
aijes-6960	6	20	and	and	CCONJ
aijes-6960	6	21	efficiency	efficiency	NOUN
aijes-6960	6	22	and	and	CCONJ
aijes-6960	6	23	their	their	PRON
aijes-6960	6	24	implications	implication	NOUN
aijes-6960	6	25	for	for	ADP
aijes-6960	6	26	practical	practical	ADJ
aijes-6960	6	27	applications	application	NOUN
aijes-6960	6	28	.	.	PUNCT
aijes-6960	7	1	this	this	DET
aijes-6960	7	2	study	study	NOUN
aijes-6960	7	3	underscores	underscore	VERB
aijes-6960	7	4	the	the	DET
aijes-6960	7	5	rapid	rapid	ADJ
aijes-6960	7	6	progression	progression	NOUN
aijes-6960	7	7	of	of	ADP
aijes-6960	7	8	computer	computer	NOUN
aijes-6960	7	9	vision	vision	NOUN
aijes-6960	7	10	,	,	PUNCT
aijes-6960	7	11	its	its	PRON
aijes-6960	7	12	challenges	challenge	NOUN
aijes-6960	7	13	,	,	PUNCT
aijes-6960	7	14	and	and	CCONJ
aijes-6960	7	15	its	its	PRON
aijes-6960	7	16	role	role	NOUN
aijes-6960	7	17	as	as	ADP
aijes-6960	7	18	a	a	DET
aijes-6960	7	19	cornerstone	cornerstone	NOUN
aijes-6960	7	20	in	in	ADP
aijes-6960	7	21	shaping	shape	VERB
aijes-6960	7	22	the	the	DET
aijes-6960	7	23	future	future	NOUN
aijes-6960	7	24	of	of	ADP
aijes-6960	7	25	artificial	artificial	ADJ
aijes-6960	7	26	intelligence	intelligence	NOUN
aijes-6960	7	27	.	.	PUNCT
aijes-6960	8	1	keywords	keyword	NOUN
aijes-6960	8	2	:	:	PUNCT
aijes-6960	8	3	computer	computer	NOUN
aijes-6960	8	4	vision	vision	NOUN
aijes-6960	8	5	,	,	PUNCT
aijes-6960	8	6	algorithms	algorithm	NOUN
aijes-6960	8	7	,	,	PUNCT
aijes-6960	8	8	deep	deep	ADJ
aijes-6960	8	9	learning	learning	NOUN
aijes-6960	8	10	,	,	PUNCT
aijes-6960	8	11	artificial	artificial	ADJ
aijes-6960	8	12	intelligence	intelligence	NOUN
aijes-6960	8	13	,	,	PUNCT
aijes-6960	8	14	convolutional	convolutional	ADJ
aijes-6960	8	15	neural	neural	ADJ
aijes-6960	8	16	networks	network	NOUN
aijes-6960	8	17	.	.	PUNCT
aijes-6960	9	1	introduction	introduction	NOUN
aijes-6960	9	2	computer	computer	NOUN
aijes-6960	9	3	vision	vision	NOUN
aijes-6960	9	4	,	,	PUNCT
aijes-6960	9	5	a	a	DET
aijes-6960	9	6	critical	critical	ADJ
aijes-6960	9	7	branch	branch	NOUN
aijes-6960	9	8	of	of	ADP
aijes-6960	9	9	artificial	artificial	ADJ
aijes-6960	9	10	intelligence	intelligence	NOUN
aijes-6960	9	11	(	(	PUNCT
aijes-6960	9	12	ai	ai	NOUN
aijes-6960	9	13	)	)	PUNCT
aijes-6960	9	14	,	,	PUNCT
aijes-6960	9	15	enables	enable	VERB
aijes-6960	9	16	machines	machine	NOUN
aijes-6960	9	17	to	to	PART
aijes-6960	9	18	interpret	interpret	VERB
aijes-6960	9	19	and	and	CCONJ
aijes-6960	9	20	process	process	VERB
aijes-6960	9	21	visual	visual	ADJ
aijes-6960	9	22	data	datum	NOUN
aijes-6960	9	23	with	with	ADP
aijes-6960	9	24	minimal	minimal	ADJ
aijes-6960	9	25	human	human	ADJ
aijes-6960	9	26	involvement	involvement	NOUN
aijes-6960	9	27	.	.	PUNCT
aijes-6960	10	1	what	what	PRON
aijes-6960	10	2	began	begin	VERB
aijes-6960	10	3	as	as	ADP
aijes-6960	10	4	a	a	DET
aijes-6960	10	5	set	set	NOUN
aijes-6960	10	6	of	of	ADP
aijes-6960	10	7	basic	basic	ADJ
aijes-6960	10	8	algorithms	algorithm	NOUN
aijes-6960	10	9	in	in	ADP
aijes-6960	10	10	the	the	DET
aijes-6960	10	11	1960s	1960s	NUM
aijes-6960	10	12	has	have	AUX
aijes-6960	10	13	grown	grow	VERB
aijes-6960	10	14	into	into	ADP
aijes-6960	10	15	a	a	DET
aijes-6960	10	16	sophisticated	sophisticated	ADJ
aijes-6960	10	17	field	field	NOUN
aijes-6960	10	18	that	that	PRON
aijes-6960	10	19	powers	power	NOUN
aijes-6960	10	20	applications	application	NOUN
aijes-6960	10	21	across	across	ADP
aijes-6960	10	22	industries	industry	NOUN
aijes-6960	10	23	such	such	ADJ
aijes-6960	10	24	as	as	ADP
aijes-6960	10	25	healthcare	healthcare	NOUN
aijes-6960	10	26	,	,	PUNCT
aijes-6960	10	27	automotive	automotive	ADJ
aijes-6960	10	28	,	,	PUNCT
aijes-6960	10	29	and	and	CCONJ
aijes-6960	10	30	security	security	NOUN
aijes-6960	10	31	.	.	PUNCT
aijes-6960	11	1	this	this	DET
aijes-6960	11	2	paper	paper	NOUN
aijes-6960	11	3	explores	explore	VERB
aijes-6960	11	4	the	the	DET
aijes-6960	11	5	historical	historical	ADJ
aijes-6960	11	6	trajectory	trajectory	NOUN
aijes-6960	11	7	of	of	ADP
aijes-6960	11	8	computer	computer	NOUN
aijes-6960	11	9	vision	vision	NOUN
aijes-6960	11	10	,	,	PUNCT
aijes-6960	11	11	starting	start	VERB
aijes-6960	11	12	with	with	ADP
aijes-6960	11	13	early	early	ADJ
aijes-6960	11	14	milestones	milestone	NOUN
aijes-6960	11	15	like	like	ADP
aijes-6960	11	16	the	the	DET
aijes-6960	11	17	perceptron	perceptron	PROPN
aijes-6960	11	18	,	,	PUNCT
aijes-6960	11	19	which	which	PRON
aijes-6960	11	20	showcased	showcase	VERB
aijes-6960	11	21	the	the	DET
aijes-6960	11	22	promise	promise	NOUN
aijes-6960	11	23	of	of	ADP
aijes-6960	11	24	neural	neural	ADJ
aijes-6960	11	25	-	-	PUNCT
aijes-6960	11	26	inspired	inspire	VERB
aijes-6960	11	27	machine	machine	NOUN
aijes-6960	11	28	learning	learning	NOUN
aijes-6960	11	29	algorithms	algorithm	NOUN
aijes-6960	11	30	.	.	PUNCT
aijes-6960	12	1	subsequent	subsequent	ADJ
aijes-6960	12	2	breakthroughs	breakthrough	NOUN
aijes-6960	12	3	,	,	PUNCT
aijes-6960	12	4	including	include	VERB
aijes-6960	12	5	feature	feature	NOUN
aijes-6960	12	6	-	-	PUNCT
aijes-6960	12	7	detection	detection	NOUN
aijes-6960	12	8	techniques	technique	NOUN
aijes-6960	12	9	like	like	ADP
aijes-6960	12	10	sift	sift	ADJ
aijes-6960	12	11	and	and	CCONJ
aijes-6960	12	12	early	early	ADJ
aijes-6960	12	13	face	face	NOUN
aijes-6960	12	14	detection	detection	NOUN
aijes-6960	12	15	models	model	NOUN
aijes-6960	12	16	like	like	ADP
aijes-6960	12	17	viola	viola	NOUN
aijes-6960	12	18	-	-	PUNCT
aijes-6960	12	19	jones	jones	NOUN
aijes-6960	12	20	,	,	PUNCT
aijes-6960	12	21	set	set	VERB
aijes-6960	12	22	the	the	DET
aijes-6960	12	23	stage	stage	NOUN
aijes-6960	12	24	for	for	ADP
aijes-6960	12	25	today	today	NOUN
aijes-6960	12	26	’s	’s	PART
aijes-6960	12	27	sophisticated	sophisticated	ADJ
aijes-6960	12	28	methods	method	NOUN
aijes-6960	12	29	.	.	PUNCT
aijes-6960	13	1	the	the	DET
aijes-6960	13	2	advent	advent	NOUN
aijes-6960	13	3	of	of	ADP
aijes-6960	13	4	machine	machine	NOUN
aijes-6960	13	5	learning	learning	NOUN
aijes-6960	13	6	and	and	CCONJ
aijes-6960	13	7	deep	deep	ADJ
aijes-6960	13	8	learning	learning	NOUN
aijes-6960	13	9	marked	mark	VERB
aijes-6960	13	10	a	a	DET
aijes-6960	13	11	turning	turning	NOUN
aijes-6960	13	12	point	point	NOUN
aijes-6960	13	13	,	,	PUNCT
aijes-6960	13	14	introducing	introduce	VERB
aijes-6960	13	15	transformative	transformative	ADJ
aijes-6960	13	16	technologies	technology	NOUN
aijes-6960	13	17	such	such	ADJ
aijes-6960	13	18	as	as	ADP
aijes-6960	13	19	convolutional	convolutional	ADJ
aijes-6960	13	20	neural	neural	ADJ
aijes-6960	13	21	networks	network	NOUN
aijes-6960	13	22	(	(	PUNCT
aijes-6960	13	23	cnns	cnns	PROPN
aijes-6960	13	24	)	)	PUNCT
aijes-6960	13	25	,	,	PUNCT
aijes-6960	13	26	yolo	yolo	PROPN
aijes-6960	13	27	,	,	PUNCT
aijes-6960	13	28	and	and	CCONJ
aijes-6960	13	29	facenet	facenet	NOUN
aijes-6960	13	30	.	.	PUNCT
aijes-6960	14	1	these	these	DET
aijes-6960	14	2	models	model	NOUN
aijes-6960	14	3	deliver	deliver	VERB
aijes-6960	14	4	remarkable	remarkable	ADJ
aijes-6960	14	5	accuracy	accuracy	NOUN
aijes-6960	14	6	and	and	CCONJ
aijes-6960	14	7	efficiency	efficiency	NOUN
aijes-6960	14	8	in	in	ADP
aijes-6960	14	9	object	object	NOUN
aijes-6960	14	10	detection	detection	NOUN
aijes-6960	14	11	and	and	CCONJ
aijes-6960	14	12	recognition	recognition	NOUN
aijes-6960	14	13	.	.	PUNCT
aijes-6960	15	1	through	through	ADP
aijes-6960	15	2	this	this	DET
aijes-6960	15	3	analysis	analysis	NOUN
aijes-6960	15	4	,	,	PUNCT
aijes-6960	15	5	the	the	DET
aijes-6960	15	6	paper	paper	NOUN
aijes-6960	15	7	provides	provide	VERB
aijes-6960	15	8	an	an	DET
aijes-6960	15	9	in	in	ADP
aijes-6960	15	10	-	-	PUNCT
aijes-6960	15	11	depth	depth	NOUN
aijes-6960	15	12	perspective	perspective	NOUN
aijes-6960	15	13	on	on	ADP
aijes-6960	15	14	the	the	DET
aijes-6960	15	15	evolution	evolution	NOUN
aijes-6960	15	16	of	of	ADP
aijes-6960	15	17	computer	computer	NOUN
aijes-6960	15	18	vision	vision	NOUN
aijes-6960	15	19	—	—	PUNCT
aijes-6960	15	20	from	from	ADP
aijes-6960	15	21	its	its	PRON
aijes-6960	15	22	experimental	experimental	ADJ
aijes-6960	15	23	origins	origin	NOUN
aijes-6960	15	24	to	to	ADP
aijes-6960	15	25	its	its	PRON
aijes-6960	15	26	current	current	ADJ
aijes-6960	15	27	status	status	NOUN
aijes-6960	15	28	as	as	ADP
aijes-6960	15	29	a	a	DET
aijes-6960	15	30	pivotal	pivotal	ADJ
aijes-6960	15	31	field	field	NOUN
aijes-6960	15	32	shaping	shape	VERB
aijes-6960	15	33	the	the	DET
aijes-6960	15	34	future	future	NOUN
aijes-6960	15	35	of	of	ADP
aijes-6960	15	36	ai	ai	PROPN
aijes-6960	15	37	.	.	PUNCT
aijes-6960	15	38	particular	particular	ADJ
aijes-6960	15	39	focus	focus	NOUN
aijes-6960	15	40	is	be	AUX
aijes-6960	15	41	given	give	VERB
aijes-6960	15	42	to	to	ADP
aijes-6960	15	43	the	the	DET
aijes-6960	15	44	interplay	interplay	NOUN
aijes-6960	15	45	between	between	ADP
aijes-6960	15	46	accuracy	accuracy	NOUN
aijes-6960	15	47	,	,	PUNCT
aijes-6960	15	48	computational	computational	ADJ
aijes-6960	15	49	efficiency	efficiency	NOUN
aijes-6960	15	50	,	,	PUNCT
aijes-6960	15	51	and	and	CCONJ
aijes-6960	15	52	practical	practical	ADJ
aijes-6960	15	53	usability	usability	NOUN
aijes-6960	15	54	,	,	PUNCT
aijes-6960	15	55	highlighting	highlight	VERB
aijes-6960	15	56	both	both	CCONJ
aijes-6960	15	57	the	the	DET
aijes-6960	15	58	achievements	achievement	NOUN
aijes-6960	15	59	and	and	CCONJ
aijes-6960	15	60	the	the	DET
aijes-6960	15	61	ongoing	ongoing	ADJ
aijes-6960	15	62	challenges	challenge	NOUN
aijes-6960	15	63	that	that	PRON
aijes-6960	15	64	define	define	VERB
aijes-6960	15	65	this	this	DET
aijes-6960	15	66	dynamic	dynamic	ADJ
aijes-6960	15	67	domain	domain	NOUN
aijes-6960	15	68	.	.	PUNCT
aijes-6960	16	1	https://orcid.org/0009-0008-0772-4243	https://orcid.org/0009-0008-0772-4243	PROPN
aijes-6960	16	2	mailto:ktirana@umt.edu.al	mailto:ktirana@umt.edu.al	X
aijes-6960	17	1	https://orcid.org/0009-0006-7586-4171	https://orcid.org/0009-0006-7586-4171	PROPN
aijes-6960	17	2	mailto:endri.bejleri24@umt.edu.al	mailto:endri.bejleri24@umt.edu.al	PROPN
aijes-6960	17	3	kledia	kledia	PROPN
aijes-6960	17	4	tirana	tirana	PROPN
aijes-6960	17	5	,	,	PUNCT
aijes-6960	17	6	endri	endri	NOUN
aijes-6960	17	7	bejleri	bejleri	VERB
aijes-6960	17	8	321	321	NUM
aijes-6960	17	9	the	the	DET
aijes-6960	17	10	rise	rise	NOUN
aijes-6960	17	11	of	of	ADP
aijes-6960	17	12	computer	computer	NOUN
aijes-6960	17	13	vision	vision	NOUN
aijes-6960	17	14	computer	computer	NOUN
aijes-6960	17	15	vision	vision	NOUN
aijes-6960	17	16	,	,	PUNCT
aijes-6960	17	17	a	a	DET
aijes-6960	17	18	specialized	specialized	ADJ
aijes-6960	17	19	subfield	subfield	NOUN
aijes-6960	17	20	of	of	ADP
aijes-6960	17	21	artificial	artificial	ADJ
aijes-6960	17	22	intelligence	intelligence	NOUN
aijes-6960	17	23	(	(	PUNCT
aijes-6960	17	24	ai	ai	NOUN
aijes-6960	17	25	)	)	PUNCT
aijes-6960	17	26	,	,	PUNCT
aijes-6960	17	27	empowers	empower	VERB
aijes-6960	17	28	machines	machine	NOUN
aijes-6960	17	29	to	to	PART
aijes-6960	17	30	"	"	PUNCT
aijes-6960	17	31	see	see	VERB
aijes-6960	17	32	"	"	PUNCT
aijes-6960	17	33	and	and	CCONJ
aijes-6960	17	34	interpret	interpret	VERB
aijes-6960	17	35	visual	visual	ADJ
aijes-6960	17	36	data	datum	NOUN
aijes-6960	17	37	.	.	PUNCT
aijes-6960	18	1	by	by	ADP
aijes-6960	18	2	leveraging	leverage	VERB
aijes-6960	18	3	computer	computer	NOUN
aijes-6960	18	4	vision	vision	NOUN
aijes-6960	18	5	techniques	technique	NOUN
aijes-6960	18	6	,	,	PUNCT
aijes-6960	18	7	machines	machine	NOUN
aijes-6960	18	8	can	can	AUX
aijes-6960	18	9	process	process	VERB
aijes-6960	18	10	,	,	PUNCT
aijes-6960	18	11	analyze	analyze	VERB
aijes-6960	18	12	,	,	PUNCT
aijes-6960	18	13	and	and	CCONJ
aijes-6960	18	14	extract	extract	VERB
aijes-6960	18	15	meaningful	meaningful	ADJ
aijes-6960	18	16	insights	insight	NOUN
aijes-6960	18	17	from	from	ADP
aijes-6960	18	18	images	image	NOUN
aijes-6960	18	19	and	and	CCONJ
aijes-6960	18	20	other	other	ADJ
aijes-6960	18	21	visual	visual	ADJ
aijes-6960	18	22	inputs	input	NOUN
aijes-6960	18	23	without	without	ADP
aijes-6960	18	24	human	human	ADJ
aijes-6960	18	25	intervention	intervention	NOUN
aijes-6960	18	26	(	(	PUNCT
aijes-6960	18	27	ibm	ibm	PROPN
aijes-6960	18	28	,	,	PUNCT
aijes-6960	18	29	n.d	n.d	PROPN
aijes-6960	18	30	.	.	PROPN
aijes-6960	18	31	)	)	PUNCT
aijes-6960	18	32	.	.	PUNCT
aijes-6960	19	1	the	the	DET
aijes-6960	19	2	origins	origin	NOUN
aijes-6960	19	3	of	of	ADP
aijes-6960	19	4	computer	computer	NOUN
aijes-6960	19	5	vision	vision	NOUN
aijes-6960	19	6	date	date	NOUN
aijes-6960	19	7	back	back	ADV
aijes-6960	19	8	to	to	ADP
aijes-6960	19	9	the	the	DET
aijes-6960	19	10	1960s	1960	NOUN
aijes-6960	19	11	,	,	PUNCT
aijes-6960	19	12	when	when	SCONJ
aijes-6960	19	13	researchers	researcher	NOUN
aijes-6960	19	14	began	begin	VERB
aijes-6960	19	15	experimenting	experiment	VERB
aijes-6960	19	16	with	with	ADP
aijes-6960	19	17	algorithms	algorithm	NOUN
aijes-6960	19	18	to	to	PART
aijes-6960	19	19	enable	enable	VERB
aijes-6960	19	20	computers	computer	NOUN
aijes-6960	19	21	to	to	PART
aijes-6960	19	22	interpret	interpret	VERB
aijes-6960	19	23	and	and	CCONJ
aijes-6960	19	24	analyze	analyze	VERB
aijes-6960	19	25	visual	visual	ADJ
aijes-6960	19	26	data	datum	NOUN
aijes-6960	19	27	,	,	PUNCT
aijes-6960	19	28	laying	lay	VERB
aijes-6960	19	29	the	the	DET
aijes-6960	19	30	foundation	foundation	NOUN
aijes-6960	19	31	for	for	ADP
aijes-6960	19	32	this	this	DET
aijes-6960	19	33	transformative	transformative	ADJ
aijes-6960	19	34	field	field	NOUN
aijes-6960	19	35	.	.	PUNCT
aijes-6960	20	1	in	in	ADP
aijes-6960	20	2	this	this	DET
aijes-6960	20	3	discussion	discussion	NOUN
aijes-6960	20	4	,	,	PUNCT
aijes-6960	20	5	we	we	PRON
aijes-6960	20	6	will	will	AUX
aijes-6960	20	7	explore	explore	VERB
aijes-6960	20	8	the	the	DET
aijes-6960	20	9	evolution	evolution	NOUN
aijes-6960	20	10	of	of	ADP
aijes-6960	20	11	computer	computer	NOUN
aijes-6960	20	12	vision	vision	NOUN
aijes-6960	20	13	from	from	ADP
aijes-6960	20	14	its	its	PRON
aijes-6960	20	15	early	early	ADJ
aijes-6960	20	16	experimental	experimental	ADJ
aijes-6960	20	17	stages	stage	NOUN
aijes-6960	20	18	in	in	ADP
aijes-6960	20	19	the	the	DET
aijes-6960	20	20	1960s	1960	NOUN
aijes-6960	20	21	to	to	ADP
aijes-6960	20	22	its	its	PRON
aijes-6960	20	23	remarkable	remarkable	ADJ
aijes-6960	20	24	advancements	advancement	NOUN
aijes-6960	20	25	in	in	ADP
aijes-6960	20	26	the	the	DET
aijes-6960	20	27	21st	21st	ADJ
aijes-6960	20	28	century	century	NOUN
aijes-6960	20	29	(	(	PUNCT
aijes-6960	20	30	minsky	minsky	NOUN
aijes-6960	20	31	,	,	PUNCT
aijes-6960	20	32	1966	1966	NUM
aijes-6960	20	33	)	)	PUNCT
aijes-6960	20	34	.	.	PUNCT
aijes-6960	21	1	frank	frank	PROPN
aijes-6960	21	2	rosenblatt	rosenblatt	PROPN
aijes-6960	21	3	’s	’s	PART
aijes-6960	21	4	perceptron	perceptron	PROPN
aijes-6960	21	5	before	before	SCONJ
aijes-6960	21	6	we	we	PRON
aijes-6960	21	7	step	step	VERB
aijes-6960	21	8	into	into	ADP
aijes-6960	21	9	the	the	DET
aijes-6960	21	10	origins	origin	NOUN
aijes-6960	21	11	of	of	ADP
aijes-6960	21	12	computer	computer	NOUN
aijes-6960	21	13	vision	vision	NOUN
aijes-6960	21	14	,	,	PUNCT
aijes-6960	21	15	first	first	ADV
aijes-6960	21	16	we	we	PRON
aijes-6960	21	17	need	need	VERB
aijes-6960	21	18	to	to	PART
aijes-6960	21	19	understand	understand	VERB
aijes-6960	21	20	frank	frank	PROPN
aijes-6960	21	21	rosenblatt	rosenblatt	PROPN
aijes-6960	21	22	’s	’s	PART
aijes-6960	21	23	perceptron	perceptron	PROPN
aijes-6960	21	24	.	.	PROPN
aijes-6960	22	1	introduced	introduce	VERB
aijes-6960	22	2	in	in	ADP
aijes-6960	22	3	1958	1958	NUM
aijes-6960	22	4	by	by	ADP
aijes-6960	22	5	frank	frank	PROPN
aijes-6960	22	6	rosenblatt	rosenblatt	PROPN
aijes-6960	22	7	,	,	PUNCT
aijes-6960	22	8	the	the	DET
aijes-6960	22	9	perceptron	perceptron	PROPN
aijes-6960	22	10	was	be	AUX
aijes-6960	22	11	the	the	DET
aijes-6960	22	12	earliest	early	ADJ
aijes-6960	22	13	model	model	NOUN
aijes-6960	22	14	that	that	PRON
aijes-6960	22	15	could	could	AUX
aijes-6960	22	16	demonstrate	demonstrate	VERB
aijes-6960	22	17	that	that	SCONJ
aijes-6960	22	18	machines	machine	NOUN
aijes-6960	22	19	could	could	AUX
aijes-6960	22	20	effectively	effectively	ADV
aijes-6960	22	21	learn	learn	VERB
aijes-6960	22	22	and	and	CCONJ
aijes-6960	22	23	act	act	VERB
aijes-6960	22	24	from	from	ADP
aijes-6960	22	25	data	data	PROPN
aijes-6960	22	26	.	.	PUNCT
aijes-6960	23	1	frank	frank	PROPN
aijes-6960	23	2	’s	’s	PART
aijes-6960	23	3	design	design	NOUN
aijes-6960	23	4	was	be	AUX
aijes-6960	23	5	inspired	inspire	VERB
aijes-6960	23	6	by	by	ADP
aijes-6960	23	7	human	human	PROPN
aijes-6960	23	8	’s	’s	PART
aijes-6960	23	9	neurons	neuron	NOUN
aijes-6960	23	10	and	and	CCONJ
aijes-6960	23	11	the	the	DET
aijes-6960	23	12	perceptron	perceptron	NOUN
aijes-6960	23	13	in	in	ADP
aijes-6960	23	14	itself	itself	PRON
aijes-6960	23	15	was	be	AUX
aijes-6960	23	16	a	a	DET
aijes-6960	23	17	simplified	simplified	ADJ
aijes-6960	23	18	version	version	NOUN
aijes-6960	23	19	of	of	ADP
aijes-6960	23	20	it	it	PRON
aijes-6960	23	21	.	.	PUNCT
aijes-6960	24	1	perceptron	perceptron	PROPN
aijes-6960	24	2	showcased	showcase	VERB
aijes-6960	24	3	that	that	SCONJ
aijes-6960	24	4	a	a	DET
aijes-6960	24	5	simple	simple	ADJ
aijes-6960	24	6	algorithm	algorithm	NOUN
aijes-6960	24	7	can	can	AUX
aijes-6960	24	8	be	be	AUX
aijes-6960	24	9	further	far	ADV
aijes-6960	24	10	improved	improve	VERB
aijes-6960	24	11	by	by	ADP
aijes-6960	24	12	exposing	expose	VERB
aijes-6960	24	13	the	the	DET
aijes-6960	24	14	model	model	NOUN
aijes-6960	24	15	to	to	ADP
aijes-6960	24	16	batches	batch	NOUN
aijes-6960	24	17	of	of	ADP
aijes-6960	24	18	data	datum	NOUN
aijes-6960	24	19	,	,	PUNCT
aijes-6960	24	20	laying	lay	VERB
aijes-6960	24	21	the	the	DET
aijes-6960	24	22	foundations	foundation	NOUN
aijes-6960	24	23	for	for	ADP
aijes-6960	24	24	the	the	DET
aijes-6960	24	25	creation	creation	NOUN
aijes-6960	24	26	of	of	ADP
aijes-6960	24	27	the	the	DET
aijes-6960	24	28	more	more	ADV
aijes-6960	24	29	complex	complex	ADJ
aijes-6960	24	30	algorithms	algorithm	NOUN
aijes-6960	24	31	such	such	ADJ
aijes-6960	24	32	as	as	ADP
aijes-6960	24	33	the	the	DET
aijes-6960	24	34	modern	modern	ADJ
aijes-6960	24	35	deep	deep	ADJ
aijes-6960	24	36	learning	learning	NOUN
aijes-6960	24	37	models	model	NOUN
aijes-6960	24	38	and	and	CCONJ
aijes-6960	24	39	neural	neural	ADJ
aijes-6960	24	40	networks	network	NOUN
aijes-6960	24	41	used	use	VERB
aijes-6960	24	42	in	in	ADP
aijes-6960	24	43	today	today	NOUN
aijes-6960	24	44	’s	’s	PART
aijes-6960	24	45	era	era	NOUN
aijes-6960	24	46	(	(	PUNCT
aijes-6960	24	47	rosenblatt	rosenblatt	NOUN
aijes-6960	24	48	,	,	PUNCT
aijes-6960	24	49	1958	1958	NUM
aijes-6960	24	50	)	)	PUNCT
aijes-6960	24	51	.	.	PUNCT
aijes-6960	25	1	the	the	DET
aijes-6960	25	2	perceptron	perceptron	PROPN
aijes-6960	25	3	is	be	AUX
aijes-6960	25	4	a	a	DET
aijes-6960	25	5	binary	binary	ADJ
aijes-6960	25	6	classifier	classifier	NOUN
aijes-6960	25	7	,	,	PUNCT
aijes-6960	25	8	meaning	mean	VERB
aijes-6960	25	9	it	it	PRON
aijes-6960	25	10	decides	decide	VERB
aijes-6960	25	11	whether	whether	SCONJ
aijes-6960	25	12	an	an	DET
aijes-6960	25	13	input	input	NOUN
aijes-6960	25	14	or	or	CCONJ
aijes-6960	25	15	stimuli	stimulus	NOUN
aijes-6960	25	16	belongs	belong	VERB
aijes-6960	25	17	to	to	ADP
aijes-6960	25	18	one	one	NUM
aijes-6960	25	19	or	or	CCONJ
aijes-6960	25	20	two	two	NUM
aijes-6960	25	21	binary	binary	ADJ
aijes-6960	25	22	classes	class	NOUN
aijes-6960	25	23	.	.	PUNCT
aijes-6960	26	1	it	it	PRON
aijes-6960	26	2	included	include	VERB
aijes-6960	26	3	3	3	NUM
aijes-6960	26	4	crucial	crucial	ADJ
aijes-6960	26	5	components	component	NOUN
aijes-6960	26	6	which	which	PRON
aijes-6960	26	7	we	we	PRON
aijes-6960	26	8	can	can	AUX
aijes-6960	26	9	also	also	ADV
aijes-6960	26	10	recognize	recognize	VERB
aijes-6960	26	11	in	in	ADP
aijes-6960	26	12	today	today	NOUN
aijes-6960	26	13	’s	’s	PART
aijes-6960	26	14	algorithms	algorithm	NOUN
aijes-6960	26	15	:	:	PUNCT
aijes-6960	26	16	inputs	input	NOUN
aijes-6960	26	17	&	&	CCONJ
aijes-6960	26	18	weights	weight	NOUN
aijes-6960	26	19	,	,	PUNCT
aijes-6960	26	20	activation	activation	NOUN
aijes-6960	26	21	function	function	NOUN
aijes-6960	26	22	and	and	CCONJ
aijes-6960	26	23	the	the	DET
aijes-6960	26	24	learning	learning	NOUN
aijes-6960	26	25	algorithm	algorithm	NOUN
aijes-6960	26	26	.	.	PUNCT
aijes-6960	27	1	the	the	DET
aijes-6960	27	2	way	way	NOUN
aijes-6960	27	3	the	the	DET
aijes-6960	27	4	perceptron	perceptron	PROPN
aijes-6960	27	5	works	works	PROPN
aijes-6960	27	6	is	be	AUX
aijes-6960	27	7	that	that	SCONJ
aijes-6960	27	8	it	it	PRON
aijes-6960	27	9	takes	take	VERB
aijes-6960	27	10	one	one	NUM
aijes-6960	27	11	or	or	CCONJ
aijes-6960	27	12	more	more	ADJ
aijes-6960	27	13	inputs	input	NOUN
aijes-6960	27	14	,	,	PUNCT
aijes-6960	27	15	each	each	PRON
aijes-6960	27	16	assigned	assign	VERB
aijes-6960	27	17	with	with	ADP
aijes-6960	27	18	an	an	DET
aijes-6960	27	19	adaptable	adaptable	ADJ
aijes-6960	27	20	weight	weight	NOUN
aijes-6960	27	21	resembling	resemble	VERB
aijes-6960	27	22	the	the	DET
aijes-6960	27	23	input	input	NOUN
aijes-6960	27	24	’s	’s	PART
aijes-6960	27	25	contribution	contribution	NOUN
aijes-6960	27	26	to	to	ADP
aijes-6960	27	27	the	the	DET
aijes-6960	27	28	output	output	NOUN
aijes-6960	27	29	.	.	PUNCT
aijes-6960	28	1	the	the	DET
aijes-6960	28	2	weighted	weight	VERB
aijes-6960	28	3	sum	sum	NOUN
aijes-6960	28	4	of	of	ADP
aijes-6960	28	5	the	the	DET
aijes-6960	28	6	inputs	input	NOUN
aijes-6960	28	7	is	be	AUX
aijes-6960	28	8	that	that	PRON
aijes-6960	28	9	ran	run	VERB
aijes-6960	28	10	through	through	ADP
aijes-6960	28	11	an	an	DET
aijes-6960	28	12	activation	activation	NOUN
aijes-6960	28	13	function	function	NOUN
aijes-6960	28	14	which	which	PRON
aijes-6960	28	15	determines	determine	VERB
aijes-6960	28	16	if	if	SCONJ
aijes-6960	28	17	the	the	DET
aijes-6960	28	18	output	output	NOUN
aijes-6960	28	19	is	be	AUX
aijes-6960	28	20	classified	classify	VERB
aijes-6960	28	21	as	as	ADP
aijes-6960	28	22	a	a	DET
aijes-6960	28	23	0	0	NUM
aijes-6960	28	24	or	or	CCONJ
aijes-6960	28	25	1	1	NUM
aijes-6960	28	26	based	base	VERB
aijes-6960	28	27	on	on	ADP
aijes-6960	28	28	a	a	DET
aijes-6960	28	29	set	set	VERB
aijes-6960	28	30	threshold	threshold	NOUN
aijes-6960	28	31	.	.	PUNCT
aijes-6960	29	1	to	to	PART
aijes-6960	29	2	get	get	VERB
aijes-6960	29	3	the	the	DET
aijes-6960	29	4	desired	desire	VERB
aijes-6960	29	5	output	output	NOUN
aijes-6960	29	6	,	,	PUNCT
aijes-6960	29	7	the	the	DET
aijes-6960	29	8	weights	weight	NOUN
aijes-6960	29	9	are	be	AUX
aijes-6960	29	10	adjusted	adjust	VERB
aijes-6960	29	11	according	accord	VERB
aijes-6960	29	12	to	to	ADP
aijes-6960	29	13	the	the	DET
aijes-6960	29	14	error	error	NOUN
aijes-6960	29	15	in	in	ADP
aijes-6960	29	16	the	the	DET
aijes-6960	29	17	output	output	NOUN
aijes-6960	29	18	compared	compare	VERB
aijes-6960	29	19	to	to	ADP
aijes-6960	29	20	the	the	DET
aijes-6960	29	21	desired	desire	VERB
aijes-6960	29	22	output	output	NOUN
aijes-6960	29	23	(	(	PUNCT
aijes-6960	29	24	weight	weight	NOUN
aijes-6960	29	25	=	=	SYM
aijes-6960	29	26	current	current	ADJ
aijes-6960	29	27	weight	weight	NOUN
aijes-6960	29	28	+	+	CCONJ
aijes-6960	29	29	(	(	PUNCT
aijes-6960	29	30	error	error	NOUN
aijes-6960	29	31	∗	∗	NOUN
aijes-6960	29	32	input	input	NOUN
aijes-6960	29	33	)	)	PUNCT
aijes-6960	29	34	)	)	PUNCT
aijes-6960	29	35	,	,	PUNCT
aijes-6960	29	36	a	a	DET
aijes-6960	29	37	form	form	NOUN
aijes-6960	29	38	of	of	ADP
aijes-6960	29	39	a	a	DET
aijes-6960	29	40	learning	learning	NOUN
aijes-6960	29	41	algorithm	algorithm	NOUN
aijes-6960	29	42	.	.	PUNCT
aijes-6960	30	1	despite	despite	SCONJ
aijes-6960	30	2	its	its	PRON
aijes-6960	30	3	limitations	limitation	NOUN
aijes-6960	30	4	of	of	ADP
aijes-6960	30	5	the	the	DET
aijes-6960	30	6	time	time	NOUN
aijes-6960	30	7	,	,	PUNCT
aijes-6960	30	8	the	the	DET
aijes-6960	30	9	perceptron	perceptron	NOUN
aijes-6960	30	10	laid	lay	VERB
aijes-6960	30	11	the	the	DET
aijes-6960	30	12	groundwork	groundwork	NOUN
aijes-6960	30	13	for	for	ADP
aijes-6960	30	14	ongoing	ongoing	ADJ
aijes-6960	30	15	advancements	advancement	NOUN
aijes-6960	30	16	in	in	ADP
aijes-6960	30	17	neural	neural	ADJ
aijes-6960	30	18	networks	network	NOUN
aijes-6960	30	19	and	and	CCONJ
aijes-6960	30	20	machine	machine	NOUN
aijes-6960	30	21	learning	learning	NOUN
aijes-6960	30	22	.	.	PUNCT
aijes-6960	31	1	mit	mit	PROPN
aijes-6960	31	2	’s	’s	PART
aijes-6960	31	3	summer	summer	NOUN
aijes-6960	31	4	vision	vision	NOUN
aijes-6960	31	5	project	project	NOUN
aijes-6960	31	6	during	during	ADP
aijes-6960	31	7	the	the	DET
aijes-6960	31	8	1960	1960	NUM
aijes-6960	31	9	’s	’s	PART
aijes-6960	31	10	researchers	researcher	NOUN
aijes-6960	31	11	had	have	AUX
aijes-6960	31	12	tried	try	VERB
aijes-6960	31	13	to	to	PART
aijes-6960	31	14	develop	develop	VERB
aijes-6960	31	15	ways	way	NOUN
aijes-6960	31	16	for	for	SCONJ
aijes-6960	31	17	computers	computer	NOUN
aijes-6960	31	18	to	to	PART
aijes-6960	31	19	recognize	recognize	VERB
aijes-6960	31	20	and	and	CCONJ
aijes-6960	31	21	understand	understand	VERB
aijes-6960	31	22	visual	visual	ADJ
aijes-6960	31	23	data	datum	NOUN
aijes-6960	31	24	.	.	PUNCT
aijes-6960	32	1	on	on	ADP
aijes-6960	32	2	1963	1963	NUM
aijes-6960	32	3	,	,	PUNCT
aijes-6960	32	4	lawrence	lawrence	PROPN
aijes-6960	32	5	gilman	gilman	PROPN
aijes-6960	32	6	roberts	roberts	PROPN
aijes-6960	32	7	,	,	PUNCT
aijes-6960	32	8	known	know	VERB
aijes-6960	32	9	as	as	ADP
aijes-6960	32	10	larry	larry	PROPN
aijes-6960	32	11	roberts	roberts	PROPN
aijes-6960	32	12	,	,	PUNCT
aijes-6960	32	13	presented	present	VERB
aijes-6960	32	14	his	his	PRON
aijes-6960	32	15	thesis	thesis	NOUN
aijes-6960	32	16	“	"	PUNCT
aijes-6960	32	17	machine	machine	NOUN
aijes-6960	32	18	perception	perception	NOUN
aijes-6960	32	19	of	of	ADP
aijes-6960	32	20	three	three	NUM
aijes-6960	32	21	-	-	PUNCT
aijes-6960	32	22	dimensional	dimensional	ADJ
aijes-6960	32	23	solids	solid	NOUN
aijes-6960	32	24	”	"	PUNCT
aijes-6960	32	25	where	where	SCONJ
aijes-6960	32	26	he	he	PRON
aijes-6960	32	27	presented	present	VERB
aijes-6960	32	28	methods	method	NOUN
aijes-6960	32	29	to	to	PART
aijes-6960	32	30	reconstruct	reconstruct	VERB
aijes-6960	32	31	3d	3d	NUM
aijes-6960	32	32	objects	object	NOUN
aijes-6960	32	33	from	from	ADP
aijes-6960	32	34	2d	2d	NUM
aijes-6960	32	35	images	image	NOUN
aijes-6960	32	36	,	,	PUNCT
aijes-6960	32	37	paving	pave	VERB
aijes-6960	32	38	the	the	DET
aijes-6960	32	39	path	path	NOUN
aijes-6960	32	40	for	for	ADP
aijes-6960	32	41	3d	3d	PROPN
aijes-6960	32	42	computer	computer	NOUN
aijes-6960	32	43	vision	vision	NOUN
aijes-6960	32	44	.	.	PUNCT
aijes-6960	33	1	he	he	PRON
aijes-6960	33	2	also	also	ADV
aijes-6960	33	3	introduced	introduce	VERB
aijes-6960	33	4	the	the	DET
aijes-6960	33	5	idea	idea	NOUN
aijes-6960	33	6	of	of	ADP
aijes-6960	33	7	edge	edge	NOUN
aijes-6960	33	8	detection	detection	NOUN
aijes-6960	33	9	to	to	PART
aijes-6960	33	10	identify	identify	VERB
aijes-6960	33	11	the	the	DET
aijes-6960	33	12	boundaries	boundary	NOUN
aijes-6960	33	13	of	of	ADP
aijes-6960	33	14	objects	object	NOUN
aijes-6960	33	15	in	in	ADP
aijes-6960	33	16	an	an	DET
aijes-6960	33	17	image	image	NOUN
aijes-6960	33	18	as	as	ADV
aijes-6960	33	19	well	well	ADV
aijes-6960	33	20	as	as	ADP
aijes-6960	33	21	mathematical	mathematical	ADJ
aijes-6960	33	22	models	model	NOUN
aijes-6960	33	23	,	,	PUNCT
aijes-6960	33	24	which	which	PRON
aijes-6960	33	25	all	all	PRON
aijes-6960	33	26	contributed	contribute	VERB
aijes-6960	33	27	to	to	ADP
aijes-6960	33	28	future	future	ADJ
aijes-6960	33	29	developments	development	NOUN
aijes-6960	33	30	of	of	ADP
aijes-6960	33	31	computer	computer	NOUN
aijes-6960	33	32	vision	vision	NOUN
aijes-6960	33	33	technologies	technology	NOUN
aijes-6960	33	34	(	(	PUNCT
aijes-6960	33	35	roberts	roberts	PROPN
aijes-6960	33	36	,	,	PUNCT
aijes-6960	33	37	1963	1963	NUM
aijes-6960	33	38	)	)	PUNCT
aijes-6960	33	39	.	.	PUNCT
aijes-6960	34	1	during	during	ADP
aijes-6960	34	2	the	the	DET
aijes-6960	34	3	summer	summer	NOUN
aijes-6960	34	4	of	of	ADP
aijes-6960	34	5	1966	1966	NUM
aijes-6960	34	6	,	,	PUNCT
aijes-6960	34	7	the	the	DET
aijes-6960	34	8	“	"	PUNCT
aijes-6960	34	9	summer	summer	NOUN
aijes-6960	34	10	vision	vision	NOUN
aijes-6960	34	11	project	project	NOUN
aijes-6960	34	12	”	"	PUNCT
aijes-6960	34	13	at	at	ADP
aijes-6960	34	14	mit	mit	PROPN
aijes-6960	34	15	’s	’s	PART
aijes-6960	34	16	artificial	artificial	ADJ
aijes-6960	34	17	intelligence	intelligence	NOUN
aijes-6960	34	18	laboratory	laboratory	NOUN
aijes-6960	34	19	led	lead	VERB
aijes-6960	34	20	by	by	ADP
aijes-6960	34	21	marvin	marvin	PROPN
aijes-6960	34	22	minsky	minsky	PROPN
aijes-6960	34	23	and	and	CCONJ
aijes-6960	34	24	seymour	seymour	PROPN
aijes-6960	34	25	papert	papert	NOUN
aijes-6960	34	26	was	be	AUX
aijes-6960	34	27	built	build	VERB
aijes-6960	34	28	to	to	PART
aijes-6960	34	29	develop	develop	VERB
aijes-6960	34	30	a	a	DET
aijes-6960	34	31	computer	computer	NOUN
aijes-6960	34	32	system	system	NOUN
aijes-6960	34	33	that	that	PRON
aijes-6960	34	34	could	could	AUX
aijes-6960	34	35	recognize	recognize	VERB
aijes-6960	34	36	objects	object	NOUN
aijes-6960	34	37	in	in	ADP
aijes-6960	34	38	images	image	NOUN
aijes-6960	34	39	.	.	PUNCT
aijes-6960	35	1	the	the	DET
aijes-6960	35	2	project	project	NOUN
aijes-6960	35	3	was	be	AUX
aijes-6960	35	4	quite	quite	ADV
aijes-6960	35	5	ambitious	ambitious	ADJ
aijes-6960	35	6	for	for	ADP
aijes-6960	35	7	the	the	DET
aijes-6960	35	8	time	time	NOUN
aijes-6960	35	9	and	and	CCONJ
aijes-6960	35	10	marked	mark	VERB
aijes-6960	35	11	the	the	DET
aijes-6960	35	12	beginning	beginning	NOUN
aijes-6960	35	13	for	for	ADP
aijes-6960	35	14	further	further	ADJ
aijes-6960	35	15	research	research	NOUN
aijes-6960	35	16	in	in	ADP
aijes-6960	35	17	the	the	DET
aijes-6960	35	18	area	area	NOUN
aijes-6960	35	19	of	of	ADP
aijes-6960	35	20	computer	computer	NOUN
aijes-6960	35	21	vision	vision	NOUN
aijes-6960	35	22	.	.	PUNCT
aijes-6960	36	1	its	its	PRON
aijes-6960	36	2	goal	goal	NOUN
aijes-6960	36	3	from	from	ADP
aijes-6960	36	4	origins	origin	NOUN
aijes-6960	36	5	to	to	ADP
aijes-6960	36	6	innovations	innovation	NOUN
aijes-6960	36	7	:	:	PUNCT
aijes-6960	36	8	ai	ai	VERB
aijes-6960	36	9	's	's	PART
aijes-6960	36	10	role	role	NOUN
aijes-6960	36	11	and	and	CCONJ
aijes-6960	36	12	the	the	DET
aijes-6960	36	13	cost	cost	NOUN
aijes-6960	36	14	impact	impact	NOUN
aijes-6960	36	15	on	on	ADP
aijes-6960	36	16	computer	computer	NOUN
aijes-6960	36	17	vision	vision	NOUN
aijes-6960	36	18	322	322	NUM
aijes-6960	36	19	was	be	AUX
aijes-6960	36	20	to	to	PART
aijes-6960	36	21	develop	develop	VERB
aijes-6960	36	22	algorithms	algorithm	NOUN
aijes-6960	36	23	that	that	PRON
aijes-6960	36	24	could	could	AUX
aijes-6960	36	25	make	make	VERB
aijes-6960	36	26	machines	machine	NOUN
aijes-6960	36	27	able	able	ADJ
aijes-6960	36	28	to	to	PART
aijes-6960	36	29	“	"	PUNCT
aijes-6960	36	30	see	see	VERB
aijes-6960	36	31	”	"	PUNCT
aijes-6960	36	32	and	and	CCONJ
aijes-6960	36	33	interpret	interpret	VERB
aijes-6960	36	34	data	datum	NOUN
aijes-6960	36	35	from	from	ADP
aijes-6960	36	36	real	real	ADJ
aijes-6960	36	37	environments	environment	NOUN
aijes-6960	36	38	(	(	PUNCT
aijes-6960	36	39	minsky	minsky	NOUN
aijes-6960	36	40	,	,	PUNCT
aijes-6960	36	41	1966	1966	NUM
aijes-6960	36	42	)	)	PUNCT
aijes-6960	36	43	.	.	PUNCT
aijes-6960	37	1	the	the	DET
aijes-6960	37	2	project	project	NOUN
aijes-6960	37	3	focused	focus	VERB
aijes-6960	37	4	on	on	ADP
aijes-6960	37	5	:	:	PUNCT
aijes-6960	37	6	image	image	NOUN
aijes-6960	37	7	processing	processing	NOUN
aijes-6960	37	8	:	:	PUNCT
aijes-6960	37	9	techniques	technique	NOUN
aijes-6960	37	10	for	for	ADP
aijes-6960	37	11	controlling	control	VERB
aijes-6960	37	12	and	and	CCONJ
aijes-6960	37	13	evaluating	evaluate	VERB
aijes-6960	37	14	digital	digital	ADJ
aijes-6960	37	15	images	image	NOUN
aijes-6960	37	16	,	,	PUNCT
aijes-6960	37	17	including	include	VERB
aijes-6960	37	18	filtering	filtering	NOUN
aijes-6960	37	19	,	,	PUNCT
aijes-6960	37	20	enhancement	enhancement	NOUN
aijes-6960	37	21	and	and	CCONJ
aijes-6960	37	22	feature	feature	NOUN
aijes-6960	37	23	extraction	extraction	NOUN
aijes-6960	37	24	.	.	PUNCT
aijes-6960	38	1	object	object	NOUN
aijes-6960	38	2	detection	detection	NOUN
aijes-6960	38	3	:	:	PUNCT
aijes-6960	38	4	development	development	NOUN
aijes-6960	38	5	of	of	ADP
aijes-6960	38	6	algorithms	algorithm	NOUN
aijes-6960	38	7	that	that	PRON
aijes-6960	38	8	could	could	AUX
aijes-6960	38	9	capture	capture	VERB
aijes-6960	38	10	and	and	CCONJ
aijes-6960	38	11	localize	localize	VERB
aijes-6960	38	12	objects	object	NOUN
aijes-6960	38	13	or	or	CCONJ
aijes-6960	38	14	faces	face	NOUN
aijes-6960	38	15	within	within	ADP
aijes-6960	38	16	images	image	NOUN
aijes-6960	38	17	or	or	CCONJ
aijes-6960	38	18	videos	video	NOUN
aijes-6960	38	19	.	.	PUNCT
aijes-6960	39	1	pattern	pattern	NOUN
aijes-6960	39	2	recognition	recognition	NOUN
aijes-6960	39	3	:	:	PUNCT
aijes-6960	39	4	development	development	NOUN
aijes-6960	39	5	of	of	ADP
aijes-6960	39	6	methods	method	NOUN
aijes-6960	39	7	for	for	ADP
aijes-6960	39	8	recognizing	recognize	VERB
aijes-6960	39	9	and	and	CCONJ
aijes-6960	39	10	differentiating	differentiate	VERB
aijes-6960	39	11	patterns	pattern	NOUN
aijes-6960	39	12	in	in	ADP
aijes-6960	39	13	visual	visual	ADJ
aijes-6960	39	14	information	information	NOUN
aijes-6960	39	15	.	.	PUNCT
aijes-6960	40	1	while	while	SCONJ
aijes-6960	40	2	the	the	DET
aijes-6960	40	3	project	project	NOUN
aijes-6960	40	4	did	do	AUX
aijes-6960	40	5	n’t	not	PART
aijes-6960	40	6	meet	meet	VERB
aijes-6960	40	7	its	its	PRON
aijes-6960	40	8	initial	initial	ADJ
aijes-6960	40	9	objectives	objective	NOUN
aijes-6960	40	10	due	due	ADP
aijes-6960	40	11	to	to	ADP
aijes-6960	40	12	the	the	DET
aijes-6960	40	13	difficulties	difficulty	NOUN
aijes-6960	40	14	of	of	ADP
aijes-6960	40	15	the	the	DET
aijes-6960	40	16	time	time	NOUN
aijes-6960	40	17	,	,	PUNCT
aijes-6960	40	18	including	include	VERB
aijes-6960	40	19	lack	lack	NOUN
aijes-6960	40	20	of	of	ADP
aijes-6960	40	21	processing	processing	NOUN
aijes-6960	40	22	power	power	NOUN
aijes-6960	40	23	,	,	PUNCT
aijes-6960	40	24	sophisticated	sophisticated	ADJ
aijes-6960	40	25	algorithms	algorithm	NOUN
aijes-6960	40	26	and	and	CCONJ
aijes-6960	40	27	computational	computational	ADJ
aijes-6960	40	28	models	model	NOUN
aijes-6960	40	29	,	,	PUNCT
aijes-6960	40	30	it	it	PRON
aijes-6960	40	31	greatly	greatly	ADV
aijes-6960	40	32	influenced	influence	VERB
aijes-6960	40	33	and	and	CCONJ
aijes-6960	40	34	inspired	inspire	VERB
aijes-6960	40	35	further	further	ADJ
aijes-6960	40	36	research	research	NOUN
aijes-6960	40	37	and	and	CCONJ
aijes-6960	40	38	innovations	innovation	NOUN
aijes-6960	40	39	in	in	ADP
aijes-6960	40	40	the	the	DET
aijes-6960	40	41	field	field	NOUN
aijes-6960	40	42	of	of	ADP
aijes-6960	40	43	computer	computer	NOUN
aijes-6960	40	44	vision	vision	NOUN
aijes-6960	40	45	.	.	PUNCT
aijes-6960	41	1	david	david	PROPN
aijes-6960	41	2	marr	marr	PROPN
aijes-6960	41	3	’s	’s	PART
aijes-6960	41	4	vision	vision	PROPN
aijes-6960	41	5	david	david	PROPN
aijes-6960	41	6	marr	marr	PROPN
aijes-6960	41	7	was	be	AUX
aijes-6960	41	8	a	a	DET
aijes-6960	41	9	british	british	ADJ
aijes-6960	41	10	innovator	innovator	NOUN
aijes-6960	41	11	and	and	CCONJ
aijes-6960	41	12	neuroscientist	neuroscientist	NOUN
aijes-6960	41	13	who	who	PRON
aijes-6960	41	14	made	make	VERB
aijes-6960	41	15	important	important	ADJ
aijes-6960	41	16	contributions	contribution	NOUN
aijes-6960	41	17	to	to	ADP
aijes-6960	41	18	the	the	DET
aijes-6960	41	19	field	field	NOUN
aijes-6960	41	20	of	of	ADP
aijes-6960	41	21	computer	computer	NOUN
aijes-6960	41	22	science	science	NOUN
aijes-6960	41	23	throughout	throughout	ADP
aijes-6960	41	24	the	the	DET
aijes-6960	41	25	years	year	NOUN
aijes-6960	41	26	.	.	PUNCT
aijes-6960	42	1	during	during	ADP
aijes-6960	42	2	the	the	DET
aijes-6960	42	3	late	late	ADJ
aijes-6960	42	4	1970s	1970	NOUN
aijes-6960	42	5	and	and	CCONJ
aijes-6960	42	6	early	early	ADJ
aijes-6960	42	7	1980s	1980s	NUM
aijes-6960	42	8	,	,	PUNCT
aijes-6960	42	9	marr	marr	PROPN
aijes-6960	42	10	developed	develop	VERB
aijes-6960	42	11	a	a	DET
aijes-6960	42	12	theoretical	theoretical	ADJ
aijes-6960	42	13	framework	framework	NOUN
aijes-6960	42	14	for	for	ADP
aijes-6960	42	15	understanding	understand	VERB
aijes-6960	42	16	vision	vision	NOUN
aijes-6960	42	17	systems	system	NOUN
aijes-6960	42	18	,	,	PUNCT
aijes-6960	42	19	changing	change	VERB
aijes-6960	42	20	the	the	DET
aijes-6960	42	21	way	way	NOUN
aijes-6960	42	22	researchers	researcher	NOUN
aijes-6960	42	23	thought	think	VERB
aijes-6960	42	24	about	about	ADP
aijes-6960	42	25	vision	vision	NOUN
aijes-6960	42	26	systems	system	NOUN
aijes-6960	42	27	.	.	PUNCT
aijes-6960	43	1	in	in	ADP
aijes-6960	43	2	the	the	DET
aijes-6960	43	3	book	book	NOUN
aijes-6960	43	4	named	name	VERB
aijes-6960	43	5	“	"	PUNCT
aijes-6960	43	6	vision	vision	NOUN
aijes-6960	43	7	”	"	PUNCT
aijes-6960	43	8	released	release	VERB
aijes-6960	43	9	on	on	ADP
aijes-6960	43	10	1982	1982	NUM
aijes-6960	43	11	,	,	PUNCT
aijes-6960	43	12	marr	marr	PROPN
aijes-6960	43	13	proposed	propose	VERB
aijes-6960	43	14	a	a	DET
aijes-6960	43	15	general	general	ADJ
aijes-6960	43	16	framework	framework	NOUN
aijes-6960	43	17	of	of	ADP
aijes-6960	43	18	how	how	SCONJ
aijes-6960	43	19	the	the	DET
aijes-6960	43	20	human	human	ADJ
aijes-6960	43	21	brain	brain	NOUN
aijes-6960	43	22	processes	process	NOUN
aijes-6960	43	23	visuals	visual	NOUN
aijes-6960	43	24	and	and	CCONJ
aijes-6960	43	25	how	how	SCONJ
aijes-6960	43	26	machines	machine	NOUN
aijes-6960	43	27	could	could	AUX
aijes-6960	43	28	replicate	replicate	VERB
aijes-6960	43	29	this	this	DET
aijes-6960	43	30	process	process	NOUN
aijes-6960	43	31	(	(	PUNCT
aijes-6960	43	32	marr	marr	ADJ
aijes-6960	43	33	,	,	PUNCT
aijes-6960	43	34	1982	1982	NUM
aijes-6960	43	35	)	)	PUNCT
aijes-6960	43	36	.	.	PUNCT
aijes-6960	44	1	marr	marr	PROPN
aijes-6960	44	2	’s	’s	PART
aijes-6960	44	3	framework	framework	NOUN
aijes-6960	44	4	is	be	AUX
aijes-6960	44	5	divided	divide	VERB
aijes-6960	44	6	into	into	ADP
aijes-6960	44	7	3	3	NUM
aijes-6960	44	8	levels	level	NOUN
aijes-6960	44	9	to	to	PART
aijes-6960	44	10	better	well	ADV
aijes-6960	44	11	understand	understand	VERB
aijes-6960	44	12	how	how	SCONJ
aijes-6960	44	13	vision	vision	NOUN
aijes-6960	44	14	overall	overall	ADJ
aijes-6960	44	15	works	work	VERB
aijes-6960	44	16	:	:	PUNCT
aijes-6960	44	17	the	the	DET
aijes-6960	44	18	computational	computational	ADJ
aijes-6960	44	19	level	level	NOUN
aijes-6960	44	20	:	:	PUNCT
aijes-6960	44	21	the	the	DET
aijes-6960	44	22	first	first	ADJ
aijes-6960	44	23	level	level	NOUN
aijes-6960	44	24	showcases	showcase	VERB
aijes-6960	44	25	the	the	DET
aijes-6960	44	26	problem	problem	NOUN
aijes-6960	44	27	of	of	ADP
aijes-6960	44	28	what	what	PRON
aijes-6960	44	29	the	the	DET
aijes-6960	44	30	vision	vision	NOUN
aijes-6960	44	31	is	be	AUX
aijes-6960	44	32	trying	try	VERB
aijes-6960	44	33	to	to	PART
aijes-6960	44	34	accomplish	accomplish	VERB
aijes-6960	44	35	.	.	PUNCT
aijes-6960	45	1	at	at	ADP
aijes-6960	45	2	the	the	DET
aijes-6960	45	3	base	base	NOUN
aijes-6960	45	4	,	,	PUNCT
aijes-6960	45	5	the	the	DET
aijes-6960	45	6	computational	computational	ADJ
aijes-6960	45	7	level	level	NOUN
aijes-6960	45	8	is	be	AUX
aijes-6960	45	9	about	about	ADP
aijes-6960	45	10	identifying	identify	VERB
aijes-6960	45	11	this	this	DET
aijes-6960	45	12	problem	problem	NOUN
aijes-6960	45	13	,	,	PUNCT
aijes-6960	45	14	specifically	specifically	ADV
aijes-6960	45	15	,	,	PUNCT
aijes-6960	45	16	the	the	DET
aijes-6960	45	17	initial	initial	ADJ
aijes-6960	45	18	analysis	analysis	NOUN
aijes-6960	45	19	is	be	AUX
aijes-6960	45	20	about	about	ADP
aijes-6960	45	21	trying	try	VERB
aijes-6960	45	22	to	to	PART
aijes-6960	45	23	identify	identify	VERB
aijes-6960	45	24	how	how	SCONJ
aijes-6960	45	25	the	the	DET
aijes-6960	45	26	brain	brain	NOUN
aijes-6960	45	27	is	be	AUX
aijes-6960	45	28	able	able	ADJ
aijes-6960	45	29	to	to	PART
aijes-6960	45	30	create	create	VERB
aijes-6960	45	31	3d	3d	NUM
aijes-6960	45	32	objects	object	NOUN
aijes-6960	45	33	from	from	ADP
aijes-6960	45	34	2d	2d	NUM
aijes-6960	45	35	images	image	NOUN
aijes-6960	45	36	.	.	PUNCT
aijes-6960	46	1	the	the	DET
aijes-6960	46	2	algorithmic	algorithmic	ADJ
aijes-6960	46	3	level	level	NOUN
aijes-6960	46	4	:	:	PUNCT
aijes-6960	46	5	the	the	DET
aijes-6960	46	6	second	second	ADJ
aijes-6960	46	7	level	level	NOUN
aijes-6960	46	8	of	of	ADP
aijes-6960	46	9	analysis	analysis	NOUN
aijes-6960	46	10	covers	cover	VERB
aijes-6960	46	11	how	how	SCONJ
aijes-6960	46	12	to	to	PART
aijes-6960	46	13	solve	solve	VERB
aijes-6960	46	14	the	the	DET
aijes-6960	46	15	problem	problem	NOUN
aijes-6960	46	16	the	the	DET
aijes-6960	46	17	computational	computational	ADJ
aijes-6960	46	18	level	level	NOUN
aijes-6960	46	19	puts	put	VERB
aijes-6960	46	20	on	on	ADP
aijes-6960	46	21	the	the	DET
aijes-6960	46	22	board	board	NOUN
aijes-6960	46	23	.	.	PUNCT
aijes-6960	47	1	it	it	PRON
aijes-6960	47	2	describes	describe	VERB
aijes-6960	47	3	the	the	DET
aijes-6960	47	4	specific	specific	ADJ
aijes-6960	47	5	methods	method	NOUN
aijes-6960	47	6	used	use	VERB
aijes-6960	47	7	to	to	PART
aijes-6960	47	8	tackle	tackle	VERB
aijes-6960	47	9	the	the	DET
aijes-6960	47	10	issue	issue	NOUN
aijes-6960	47	11	.	.	PUNCT
aijes-6960	48	1	marr	marr	PROPN
aijes-6960	48	2	concluded	conclude	VERB
aijes-6960	48	3	that	that	SCONJ
aijes-6960	48	4	the	the	DET
aijes-6960	48	5	human	human	ADJ
aijes-6960	48	6	brain	brain	NOUN
aijes-6960	48	7	must	must	AUX
aijes-6960	48	8	perform	perform	VERB
aijes-6960	48	9	specific	specific	ADJ
aijes-6960	48	10	complex	complex	ADJ
aijes-6960	48	11	calculations	calculation	NOUN
aijes-6960	48	12	to	to	PART
aijes-6960	48	13	extract	extract	VERB
aijes-6960	48	14	the	the	DET
aijes-6960	48	15	needed	needed	ADJ
aijes-6960	48	16	information	information	NOUN
aijes-6960	48	17	.	.	PUNCT
aijes-6960	49	1	as	as	ADP
aijes-6960	49	2	the	the	DET
aijes-6960	49	3	name	name	NOUN
aijes-6960	49	4	of	of	ADP
aijes-6960	49	5	the	the	DET
aijes-6960	49	6	level	level	NOUN
aijes-6960	49	7	,	,	PUNCT
aijes-6960	49	8	he	he	PRON
aijes-6960	49	9	theorized	theorize	VERB
aijes-6960	49	10	in	in	ADP
aijes-6960	49	11	the	the	DET
aijes-6960	49	12	face	face	NOUN
aijes-6960	49	13	that	that	SCONJ
aijes-6960	49	14	these	these	DET
aijes-6960	49	15	calculations	calculation	NOUN
aijes-6960	49	16	could	could	AUX
aijes-6960	49	17	be	be	AUX
aijes-6960	49	18	implemented	implement	VERB
aijes-6960	49	19	/	/	PUNCT
aijes-6960	49	20	transformed	transform	VERB
aijes-6960	49	21	into	into	ADP
aijes-6960	49	22	an	an	DET
aijes-6960	49	23	algorithm	algorithm	NOUN
aijes-6960	49	24	.	.	PUNCT
aijes-6960	50	1	marr	marr	PROPN
aijes-6960	50	2	proposed	propose	VERB
aijes-6960	50	3	that	that	SCONJ
aijes-6960	50	4	detecting	detect	VERB
aijes-6960	50	5	edges	edge	NOUN
aijes-6960	50	6	(	(	PUNCT
aijes-6960	50	7	contrast	contrast	NOUN
aijes-6960	50	8	)	)	PUNCT
aijes-6960	50	9	is	be	AUX
aijes-6960	50	10	crucial	crucial	ADJ
aijes-6960	50	11	for	for	ADP
aijes-6960	50	12	recognizing	recognize	VERB
aijes-6960	50	13	objects	object	NOUN
aijes-6960	50	14	in	in	ADP
aijes-6960	50	15	a	a	DET
aijes-6960	50	16	scene	scene	NOUN
aijes-6960	50	17	.	.	PUNCT
aijes-6960	51	1	implementation	implementation	NOUN
aijes-6960	51	2	/	/	SYM
aijes-6960	51	3	physical	physical	ADJ
aijes-6960	51	4	level	level	NOUN
aijes-6960	51	5	:	:	PUNCT
aijes-6960	51	6	the	the	DET
aijes-6960	51	7	final	final	ADJ
aijes-6960	51	8	level	level	NOUN
aijes-6960	51	9	of	of	ADP
aijes-6960	51	10	the	the	DET
aijes-6960	51	11	framework	framework	NOUN
aijes-6960	51	12	explains	explain	VERB
aijes-6960	51	13	how	how	SCONJ
aijes-6960	51	14	the	the	DET
aijes-6960	51	15	system	system	NOUN
aijes-6960	51	16	or	or	CCONJ
aijes-6960	51	17	the	the	DET
aijes-6960	51	18	human	human	ADJ
aijes-6960	51	19	body	body	NOUN
aijes-6960	51	20	can	can	AUX
aijes-6960	51	21	achieve	achieve	VERB
aijes-6960	51	22	the	the	DET
aijes-6960	51	23	goal	goal	NOUN
aijes-6960	51	24	set	set	VERB
aijes-6960	51	25	in	in	ADP
aijes-6960	51	26	the	the	DET
aijes-6960	51	27	computational	computational	ADJ
aijes-6960	51	28	level	level	NOUN
aijes-6960	51	29	.	.	PUNCT
aijes-6960	52	1	in	in	ADP
aijes-6960	52	2	the	the	DET
aijes-6960	52	3	case	case	NOUN
aijes-6960	52	4	of	of	ADP
aijes-6960	52	5	human	human	ADJ
aijes-6960	52	6	body	body	NOUN
aijes-6960	52	7	,	,	PUNCT
aijes-6960	52	8	neural	neural	ADJ
aijes-6960	52	9	structures	structure	NOUN
aijes-6960	52	10	and	and	CCONJ
aijes-6960	52	11	neuronal	neuronal	ADJ
aijes-6960	52	12	activities	activity	NOUN
aijes-6960	52	13	present	present	ADJ
aijes-6960	52	14	in	in	ADP
aijes-6960	52	15	the	the	DET
aijes-6960	52	16	brain	brain	NOUN
aijes-6960	52	17	and	and	CCONJ
aijes-6960	52	18	eye	eye	NOUN
aijes-6960	52	19	.	.	PUNCT
aijes-6960	53	1	marr	marr	PROPN
aijes-6960	53	2	also	also	ADV
aijes-6960	53	3	put	put	VERB
aijes-6960	53	4	forward	forward	ADV
aijes-6960	53	5	the	the	DET
aijes-6960	53	6	“	"	PUNCT
aijes-6960	53	7	theory	theory	NOUN
aijes-6960	53	8	of	of	ADP
aijes-6960	53	9	visual	visual	ADJ
aijes-6960	53	10	perception	perception	NOUN
aijes-6960	53	11	”	"	PUNCT
aijes-6960	53	12	where	where	SCONJ
aijes-6960	53	13	he	he	PRON
aijes-6960	53	14	described	describe	VERB
aijes-6960	53	15	the	the	DET
aijes-6960	53	16	human	human	ADJ
aijes-6960	53	17	vision	vision	NOUN
aijes-6960	53	18	as	as	ADP
aijes-6960	53	19	a	a	DET
aijes-6960	53	20	hierarchical	hierarchical	ADJ
aijes-6960	53	21	process	process	NOUN
aijes-6960	53	22	,	,	PUNCT
aijes-6960	53	23	where	where	SCONJ
aijes-6960	53	24	the	the	DET
aijes-6960	53	25	visual	visual	ADJ
aijes-6960	53	26	processing	processing	NOUN
aijes-6960	53	27	system	system	NOUN
aijes-6960	53	28	includes	include	VERB
aijes-6960	53	29	several	several	ADJ
aijes-6960	53	30	stages	stage	NOUN
aijes-6960	53	31	,	,	PUNCT
aijes-6960	53	32	from	from	ADP
aijes-6960	53	33	getting	get	VERB
aijes-6960	53	34	input	input	NOUN
aijes-6960	53	35	as	as	ADP
aijes-6960	53	36	a	a	DET
aijes-6960	53	37	two	two	NUM
aijes-6960	53	38	-	-	PUNCT
aijes-6960	53	39	dimensional	dimensional	ADJ
aijes-6960	53	40	visual	visual	ADJ
aijes-6960	53	41	array	array	NOUN
aijes-6960	53	42	(	(	PUNCT
aijes-6960	53	43	on	on	ADP
aijes-6960	53	44	the	the	DET
aijes-6960	53	45	retina	retina	NOUN
aijes-6960	53	46	)	)	PUNCT
aijes-6960	53	47	and	and	CCONJ
aijes-6960	53	48	progressing	progress	VERB
aijes-6960	53	49	through	through	ADP
aijes-6960	53	50	different	different	ADJ
aijes-6960	53	51	stages	stage	NOUN
aijes-6960	53	52	we	we	PRON
aijes-6960	53	53	will	will	AUX
aijes-6960	53	54	cover	cover	VERB
aijes-6960	53	55	next	next	ADV
aijes-6960	53	56	to	to	PART
aijes-6960	53	57	produce	produce	VERB
aijes-6960	53	58	a	a	DET
aijes-6960	53	59	three	three	NUM
aijes-6960	53	60	-	-	PUNCT
aijes-6960	53	61	dimensional	dimensional	ADJ
aijes-6960	53	62	description	description	NOUN
aijes-6960	53	63	of	of	ADP
aijes-6960	53	64	the	the	DET
aijes-6960	53	65	world	world	NOUN
aijes-6960	53	66	as	as	ADP
aijes-6960	53	67	output	output	NOUN
aijes-6960	53	68	(	(	PUNCT
aijes-6960	53	69	marr	marr	ADJ
aijes-6960	53	70	,	,	PUNCT
aijes-6960	53	71	1982	1982	NUM
aijes-6960	53	72	)	)	PUNCT
aijes-6960	53	73	.	.	PUNCT
aijes-6960	54	1	kledia	kledia	PROPN
aijes-6960	54	2	tirana	tirana	PROPN
aijes-6960	54	3	,	,	PUNCT
aijes-6960	54	4	endri	endri	NOUN
aijes-6960	54	5	bejleri	bejleri	ADJ
aijes-6960	54	6	323	323	NUM
aijes-6960	54	7	primal	primal	ADJ
aijes-6960	54	8	sketch	sketch	NOUN
aijes-6960	54	9	:	:	PUNCT
aijes-6960	54	10	the	the	DET
aijes-6960	54	11	initial	initial	ADJ
aijes-6960	54	12	stage	stage	NOUN
aijes-6960	54	13	of	of	ADP
aijes-6960	54	14	the	the	DET
aijes-6960	54	15	process	process	NOUN
aijes-6960	54	16	describes	describe	VERB
aijes-6960	54	17	how	how	SCONJ
aijes-6960	54	18	the	the	DET
aijes-6960	54	19	first	first	ADJ
aijes-6960	54	20	step	step	NOUN
aijes-6960	54	21	to	to	ADP
aijes-6960	54	22	visual	visual	ADJ
aijes-6960	54	23	processing	processing	NOUN
aijes-6960	54	24	is	be	AUX
aijes-6960	54	25	to	to	PART
aijes-6960	54	26	create	create	VERB
aijes-6960	54	27	a	a	DET
aijes-6960	54	28	low	low	ADJ
aijes-6960	54	29	-	-	PUNCT
aijes-6960	54	30	level	level	NOUN
aijes-6960	54	31	image	image	NOUN
aijes-6960	54	32	by	by	ADP
aijes-6960	54	33	extracting	extract	VERB
aijes-6960	54	34	basic	basic	ADJ
aijes-6960	54	35	visual	visual	ADJ
aijes-6960	54	36	features	feature	NOUN
aijes-6960	54	37	like	like	ADP
aijes-6960	54	38	edges	edge	NOUN
aijes-6960	54	39	and	and	CCONJ
aijes-6960	54	40	textures	texture	NOUN
aijes-6960	54	41	without	without	ADP
aijes-6960	54	42	any	any	DET
aijes-6960	54	43	context	context	NOUN
aijes-6960	54	44	.	.	PUNCT
aijes-6960	55	1	2.5d	2.5d	PROPN
aijes-6960	55	2	sketch	sketch	NOUN
aijes-6960	55	3	:	:	PUNCT
aijes-6960	55	4	once	once	SCONJ
aijes-6960	55	5	a	a	DET
aijes-6960	55	6	low	low	ADJ
aijes-6960	55	7	-	-	PUNCT
aijes-6960	55	8	level	level	NOUN
aijes-6960	55	9	image	image	NOUN
aijes-6960	55	10	has	have	AUX
aijes-6960	55	11	been	be	AUX
aijes-6960	55	12	created	create	VERB
aijes-6960	55	13	,	,	PUNCT
aijes-6960	55	14	the	the	DET
aijes-6960	55	15	visual	visual	ADJ
aijes-6960	55	16	system	system	NOUN
aijes-6960	55	17	tries	try	VERB
aijes-6960	55	18	to	to	PART
aijes-6960	55	19	convert	convert	VERB
aijes-6960	55	20	the	the	DET
aijes-6960	55	21	image	image	NOUN
aijes-6960	55	22	into	into	ADP
aijes-6960	55	23	3d	3d	NUM
aijes-6960	55	24	by	by	ADP
aijes-6960	55	25	assigning	assign	VERB
aijes-6960	55	26	depth	depth	NOUN
aijes-6960	55	27	,	,	PUNCT
aijes-6960	55	28	orientation	orientation	NOUN
aijes-6960	55	29	and	and	CCONJ
aijes-6960	55	30	spatial	spatial	ADJ
aijes-6960	55	31	relationship	relationship	NOUN
aijes-6960	55	32	of	of	ADP
aijes-6960	55	33	edges	edge	NOUN
aijes-6960	55	34	.	.	PUNCT
aijes-6960	56	1	3d	3d	NUM
aijes-6960	56	2	model	model	NOUN
aijes-6960	56	3	:	:	PUNCT
aijes-6960	56	4	in	in	ADP
aijes-6960	56	5	the	the	DET
aijes-6960	56	6	final	final	ADJ
aijes-6960	56	7	stage	stage	NOUN
aijes-6960	56	8	,	,	PUNCT
aijes-6960	56	9	a	a	DET
aijes-6960	56	10	full	full	ADJ
aijes-6960	56	11	3d	3d	NOUN
aijes-6960	56	12	model	model	NOUN
aijes-6960	56	13	is	be	AUX
aijes-6960	56	14	created	create	VERB
aijes-6960	56	15	,	,	PUNCT
aijes-6960	56	16	with	with	ADP
aijes-6960	56	17	every	every	DET
aijes-6960	56	18	object	object	NOUN
aijes-6960	56	19	identified	identify	VERB
aijes-6960	56	20	and	and	CCONJ
aijes-6960	56	21	positioned	position	VERB
aijes-6960	56	22	independent	independent	ADJ
aijes-6960	56	23	of	of	ADP
aijes-6960	56	24	the	the	DET
aijes-6960	56	25	observer	observer	NOUN
aijes-6960	56	26	’s	’s	PART
aijes-6960	56	27	viewpoint	viewpoint	NOUN
aijes-6960	56	28	.	.	PUNCT
aijes-6960	57	1	david	david	PROPN
aijes-6960	57	2	marr	marr	PROPN
aijes-6960	57	3	’s	’s	PART
aijes-6960	57	4	work	work	NOUN
aijes-6960	57	5	in	in	ADP
aijes-6960	57	6	the	the	DET
aijes-6960	57	7	theory	theory	NOUN
aijes-6960	57	8	of	of	ADP
aijes-6960	57	9	vision	vision	NOUN
aijes-6960	57	10	,	,	PUNCT
aijes-6960	57	11	to	to	ADP
aijes-6960	57	12	this	this	DET
aijes-6960	57	13	day	day	NOUN
aijes-6960	57	14	is	be	AUX
aijes-6960	57	15	highly	highly	ADV
aijes-6960	57	16	regarded	regard	VERB
aijes-6960	57	17	and	and	CCONJ
aijes-6960	57	18	serves	serve	VERB
aijes-6960	57	19	as	as	ADP
aijes-6960	57	20	a	a	DET
aijes-6960	57	21	cornerstone	cornerstone	NOUN
aijes-6960	57	22	in	in	ADP
aijes-6960	57	23	the	the	DET
aijes-6960	57	24	computer	computer	NOUN
aijes-6960	57	25	vision	vision	NOUN
aijes-6960	57	26	field	field	NOUN
aijes-6960	57	27	.	.	PUNCT
aijes-6960	58	1	emergence	emergence	NOUN
aijes-6960	58	2	of	of	ADP
aijes-6960	58	3	machine	machine	NOUN
aijes-6960	58	4	learning	learning	NOUN
aijes-6960	58	5	,	,	PUNCT
aijes-6960	58	6	computer	computer	NOUN
aijes-6960	58	7	vision	vision	NOUN
aijes-6960	58	8	machine	machine	NOUN
aijes-6960	58	9	learning	learn	VERB
aijes-6960	58	10	algorithms	algorithm	NOUN
aijes-6960	58	11	during	during	ADP
aijes-6960	58	12	the	the	DET
aijes-6960	58	13	1980s	1980	NOUN
aijes-6960	58	14	and	and	CCONJ
aijes-6960	58	15	1990s	1990s	NUM
aijes-6960	58	16	,	,	PUNCT
aijes-6960	58	17	with	with	ADP
aijes-6960	58	18	the	the	DET
aijes-6960	58	19	increase	increase	NOUN
aijes-6960	58	20	of	of	ADP
aijes-6960	58	21	the	the	DET
aijes-6960	58	22	computational	computational	ADJ
aijes-6960	58	23	power	power	NOUN
aijes-6960	58	24	and	and	CCONJ
aijes-6960	58	25	advancements	advancement	NOUN
aijes-6960	58	26	in	in	ADP
aijes-6960	58	27	the	the	DET
aijes-6960	58	28	field	field	NOUN
aijes-6960	58	29	of	of	ADP
aijes-6960	58	30	artificial	artificial	ADJ
aijes-6960	58	31	intelligence	intelligence	NOUN
aijes-6960	58	32	technology	technology	NOUN
aijes-6960	58	33	,	,	PUNCT
aijes-6960	58	34	researchers	researcher	NOUN
aijes-6960	58	35	started	start	VERB
aijes-6960	58	36	to	to	PART
aijes-6960	58	37	experiment	experiment	VERB
aijes-6960	58	38	,	,	PUNCT
aijes-6960	58	39	develop	develop	VERB
aijes-6960	58	40	and	and	CCONJ
aijes-6960	58	41	deploy	deploy	VERB
aijes-6960	58	42	advanced	advanced	ADJ
aijes-6960	58	43	algorithms	algorithm	NOUN
aijes-6960	58	44	,	,	PUNCT
aijes-6960	58	45	machine	machine	NOUN
aijes-6960	58	46	learning	learn	VERB
aijes-6960	58	47	algorithms	algorithm	NOUN
aijes-6960	58	48	to	to	PART
aijes-6960	58	49	solve	solve	VERB
aijes-6960	58	50	computer	computer	NOUN
aijes-6960	58	51	vision	vision	NOUN
aijes-6960	58	52	problems	problem	NOUN
aijes-6960	58	53	.	.	PUNCT
aijes-6960	59	1	in	in	ADP
aijes-6960	59	2	this	this	DET
aijes-6960	59	3	section	section	NOUN
aijes-6960	59	4	we	we	PRON
aijes-6960	59	5	will	will	AUX
aijes-6960	59	6	feature	feature	VERB
aijes-6960	59	7	some	some	DET
aijes-6960	59	8	important	important	ADJ
aijes-6960	59	9	algorithms	algorithm	NOUN
aijes-6960	59	10	used	use	VERB
aijes-6960	59	11	throughout	throughout	ADP
aijes-6960	59	12	the	the	DET
aijes-6960	59	13	years	year	NOUN
aijes-6960	59	14	before	before	ADP
aijes-6960	59	15	the	the	DET
aijes-6960	59	16	emergence	emergence	NOUN
aijes-6960	59	17	of	of	ADP
aijes-6960	59	18	deep	deep	ADJ
aijes-6960	59	19	learning	learning	NOUN
aijes-6960	59	20	models	model	NOUN
aijes-6960	59	21	which	which	PRON
aijes-6960	59	22	we	we	PRON
aijes-6960	59	23	will	will	AUX
aijes-6960	59	24	cover	cover	VERB
aijes-6960	59	25	later	later	ADV
aijes-6960	59	26	on	on	ADV
aijes-6960	59	27	.	.	PUNCT
aijes-6960	60	1	scale	scale	NOUN
aijes-6960	60	2	-	-	PUNCT
aijes-6960	60	3	invariant	invariant	ADJ
aijes-6960	60	4	feature	feature	NOUN
aijes-6960	60	5	transform	transform	NOUN
aijes-6960	60	6	scale	scale	NOUN
aijes-6960	60	7	-	-	PUNCT
aijes-6960	60	8	invariant	invariant	ADJ
aijes-6960	60	9	feature	feature	NOUN
aijes-6960	60	10	transform	transform	NOUN
aijes-6960	60	11	(	(	PUNCT
aijes-6960	60	12	sift	sift	NOUN
aijes-6960	60	13	)	)	PUNCT
aijes-6960	60	14	is	be	AUX
aijes-6960	60	15	a	a	DET
aijes-6960	60	16	feature	feature	NOUN
aijes-6960	60	17	detection	detection	NOUN
aijes-6960	60	18	algorithm	algorithm	NOUN
aijes-6960	60	19	introduced	introduce	VERB
aijes-6960	60	20	in	in	ADP
aijes-6960	60	21	1999	1999	NUM
aijes-6960	60	22	by	by	ADP
aijes-6960	60	23	david	david	PROPN
aijes-6960	60	24	lowe	lowe	PROPN
aijes-6960	60	25	,	,	PUNCT
aijes-6960	60	26	a	a	DET
aijes-6960	60	27	researcher	researcher	NOUN
aijes-6960	60	28	in	in	ADP
aijes-6960	60	29	computer	computer	NOUN
aijes-6960	60	30	vision	vision	NOUN
aijes-6960	60	31	.	.	PUNCT
aijes-6960	61	1	sift	sift	NOUN
aijes-6960	61	2	is	be	AUX
aijes-6960	61	3	designed	design	VERB
aijes-6960	61	4	to	to	PART
aijes-6960	61	5	identify	identify	VERB
aijes-6960	61	6	distinctive	distinctive	ADJ
aijes-6960	61	7	features	feature	NOUN
aijes-6960	61	8	within	within	ADP
aijes-6960	61	9	an	an	DET
aijes-6960	61	10	image	image	NOUN
aijes-6960	61	11	that	that	PRON
aijes-6960	61	12	are	be	AUX
aijes-6960	61	13	invariant	invariant	ADJ
aijes-6960	61	14	to	to	ADP
aijes-6960	61	15	changes	change	NOUN
aijes-6960	61	16	in	in	ADP
aijes-6960	61	17	scale	scale	NOUN
aijes-6960	61	18	and	and	CCONJ
aijes-6960	61	19	rotation	rotation	NOUN
aijes-6960	61	20	.	.	PUNCT
aijes-6960	62	1	this	this	PRON
aijes-6960	62	2	makes	make	VERB
aijes-6960	62	3	sift	sift	VERB
aijes-6960	62	4	a	a	DET
aijes-6960	62	5	valuable	valuable	ADJ
aijes-6960	62	6	tool	tool	NOUN
aijes-6960	62	7	for	for	ADP
aijes-6960	62	8	various	various	ADJ
aijes-6960	62	9	computer	computer	NOUN
aijes-6960	62	10	vision	vision	NOUN
aijes-6960	62	11	tasks	task	NOUN
aijes-6960	62	12	,	,	PUNCT
aijes-6960	62	13	including	include	VERB
aijes-6960	62	14	object	object	NOUN
aijes-6960	62	15	recognition	recognition	NOUN
aijes-6960	62	16	,	,	PUNCT
aijes-6960	62	17	image	image	NOUN
aijes-6960	62	18	matching	matching	NOUN
aijes-6960	62	19	,	,	PUNCT
aijes-6960	62	20	and	and	CCONJ
aijes-6960	62	21	scene	scene	VERB
aijes-6960	62	22	analysis	analysis	NOUN
aijes-6960	62	23	.	.	PUNCT
aijes-6960	63	1	the	the	DET
aijes-6960	63	2	algorithm	algorithm	NOUN
aijes-6960	63	3	begins	begin	VERB
aijes-6960	63	4	by	by	ADP
aijes-6960	63	5	detecting	detect	VERB
aijes-6960	63	6	keypoints	keypoint	NOUN
aijes-6960	63	7	/	/	SYM
aijes-6960	63	8	features	feature	NOUN
aijes-6960	63	9	,	,	PUNCT
aijes-6960	63	10	which	which	PRON
aijes-6960	63	11	are	be	AUX
aijes-6960	63	12	distinctive	distinctive	ADJ
aijes-6960	63	13	and	and	CCONJ
aijes-6960	63	14	scale	scale	NOUN
aijes-6960	63	15	-	-	PUNCT
aijes-6960	63	16	invariant	invariant	NOUN
aijes-6960	63	17	within	within	ADP
aijes-6960	63	18	an	an	DET
aijes-6960	63	19	image	image	NOUN
aijes-6960	63	20	,	,	PUNCT
aijes-6960	63	21	such	such	ADJ
aijes-6960	63	22	as	as	ADP
aijes-6960	63	23	corners	corner	NOUN
aijes-6960	63	24	or	or	CCONJ
aijes-6960	63	25	edges	edge	NOUN
aijes-6960	63	26	.	.	PUNCT
aijes-6960	64	1	to	to	PART
aijes-6960	64	2	achieve	achieve	VERB
aijes-6960	64	3	this	this	PRON
aijes-6960	64	4	,	,	PUNCT
aijes-6960	64	5	sift	sift	VERB
aijes-6960	64	6	constructs	construct	VERB
aijes-6960	64	7	a	a	DET
aijes-6960	64	8	scale	scale	NOUN
aijes-6960	64	9	-	-	PUNCT
aijes-6960	64	10	space	space	NOUN
aijes-6960	64	11	representation	representation	NOUN
aijes-6960	64	12	of	of	ADP
aijes-6960	64	13	the	the	DET
aijes-6960	64	14	image	image	NOUN
aijes-6960	64	15	by	by	ADP
aijes-6960	64	16	applying	apply	VERB
aijes-6960	64	17	gaussian	gaussian	ADJ
aijes-6960	64	18	filters	filter	NOUN
aijes-6960	64	19	with	with	ADP
aijes-6960	64	20	varying	vary	VERB
aijes-6960	64	21	levels	level	NOUN
aijes-6960	64	22	of	of	ADP
aijes-6960	64	23	blur	blur	PROPN
aijes-6960	64	24	(	(	PUNCT
aijes-6960	64	25	lowe	lowe	PROPN
aijes-6960	64	26	,	,	PUNCT
aijes-6960	64	27	1999	1999	NUM
aijes-6960	64	28	)	)	PUNCT
aijes-6960	64	29	.	.	PUNCT
aijes-6960	65	1	mathematically	mathematically	ADV
aijes-6960	65	2	can	can	AUX
aijes-6960	65	3	be	be	AUX
aijes-6960	65	4	described	describe	VERB
aijes-6960	65	5	as	as	ADP
aijes-6960	65	6	:	:	PUNCT
aijes-6960	65	7	l(x	l(x	PROPN
aijes-6960	65	8	,	,	PUNCT
aijes-6960	65	9	y	y	PROPN
aijes-6960	65	10	,	,	PUNCT
aijes-6960	65	11	σ)=g(x	σ)=g(x	PROPN
aijes-6960	65	12	,	,	PUNCT
aijes-6960	65	13	y	y	NOUN
aijes-6960	65	14	,	,	PUNCT
aijes-6960	65	15	σ)∗i(x	σ)∗i(x	NOUN
aijes-6960	65	16	,	,	PUNCT
aijes-6960	65	17	y	y	PROPN
aijes-6960	65	18	)	)	PUNCT
aijes-6960	65	19	where	where	SCONJ
aijes-6960	65	20	l(x	l(x	PROPN
aijes-6960	65	21	,	,	PUNCT
aijes-6960	65	22	y	y	PROPN
aijes-6960	65	23	,	,	PUNCT
aijes-6960	65	24	σ	σ	PROPN
aijes-6960	65	25	)	)	PUNCT
aijes-6960	65	26	is	be	AUX
aijes-6960	65	27	the	the	DET
aijes-6960	65	28	blurred	blurred	ADJ
aijes-6960	65	29	image	image	NOUN
aijes-6960	65	30	at	at	ADP
aijes-6960	65	31	scale	scale	NOUN
aijes-6960	65	32	σ	σ	PROPN
aijes-6960	65	33	,	,	PUNCT
aijes-6960	65	34	g(x	g(x	PROPN
aijes-6960	65	35	,	,	PUNCT
aijes-6960	65	36	y	y	PROPN
aijes-6960	65	37	,	,	PUNCT
aijes-6960	65	38	σ	σ	PROPN
aijes-6960	65	39	)	)	PUNCT
aijes-6960	65	40	is	be	AUX
aijes-6960	65	41	the	the	DET
aijes-6960	65	42	gaussian	gaussian	ADJ
aijes-6960	65	43	kernel	kernel	NOUN
aijes-6960	65	44	,	,	PUNCT
aijes-6960	65	45	(	(	PUNCT
aijes-6960	65	46	x	x	X
aijes-6960	65	47	,	,	PUNCT
aijes-6960	65	48	y	y	PROPN
aijes-6960	65	49	)	)	PUNCT
aijes-6960	65	50	is	be	AUX
aijes-6960	65	51	the	the	DET
aijes-6960	65	52	original	original	ADJ
aijes-6960	65	53	image	image	NOUN
aijes-6960	65	54	and	and	CCONJ
aijes-6960	65	55	σ	σ	NOUN
aijes-6960	65	56	is	be	AUX
aijes-6960	65	57	the	the	DET
aijes-6960	65	58	scale	scale	NOUN
aijes-6960	65	59	parameter	parameter	NOUN
aijes-6960	65	60	.	.	PUNCT
aijes-6960	66	1	the	the	DET
aijes-6960	66	2	image	image	NOUN
aijes-6960	66	3	is	be	AUX
aijes-6960	66	4	also	also	ADV
aijes-6960	66	5	downsampled	downsample	VERB
aijes-6960	66	6	(	(	PUNCT
aijes-6960	66	7	reduced	reduce	VERB
aijes-6960	66	8	in	in	ADP
aijes-6960	66	9	size	size	NOUN
aijes-6960	66	10	)	)	PUNCT
aijes-6960	66	11	after	after	ADP
aijes-6960	66	12	each	each	DET
aijes-6960	66	13	octave	octave	NOUN
aijes-6960	66	14	,	,	PUNCT
aijes-6960	66	15	allowing	allow	VERB
aijes-6960	66	16	features	feature	NOUN
aijes-6960	66	17	to	to	PART
aijes-6960	66	18	be	be	AUX
aijes-6960	66	19	detected	detect	VERB
aijes-6960	66	20	at	at	ADP
aijes-6960	66	21	smaller	small	ADJ
aijes-6960	66	22	resolutions	resolution	NOUN
aijes-6960	66	23	(	(	PUNCT
aijes-6960	66	24	or	or	CCONJ
aijes-6960	66	25	sizes	size	NOUN
aijes-6960	66	26	)	)	PUNCT
aijes-6960	66	27	as	as	ADV
aijes-6960	66	28	well	well	ADV
aijes-6960	66	29	(	(	PUNCT
aijes-6960	66	30	lowe	lowe	NOUN
aijes-6960	66	31	,	,	PUNCT
aijes-6960	66	32	1999	1999	NUM
aijes-6960	66	33	)	)	PUNCT
aijes-6960	66	34	.	.	PUNCT
aijes-6960	67	1	differences	difference	NOUN
aijes-6960	67	2	between	between	ADP
aijes-6960	67	3	successive	successive	ADJ
aijes-6960	67	4	gaussian	gaussian	ADJ
aijes-6960	67	5	-	-	PUNCT
aijes-6960	67	6	blurred	blurred	ADJ
aijes-6960	67	7	images	image	NOUN
aijes-6960	67	8	,	,	PUNCT
aijes-6960	67	9	known	know	VERB
aijes-6960	67	10	as	as	ADP
aijes-6960	67	11	the	the	DET
aijes-6960	67	12	difference	difference	NOUN
aijes-6960	67	13	of	of	ADP
aijes-6960	67	14	gaussians	gaussian	NOUN
aijes-6960	67	15	(	(	PUNCT
aijes-6960	67	16	dog	dog	NOUN
aijes-6960	67	17	)	)	PUNCT
aijes-6960	67	18	,	,	PUNCT
aijes-6960	67	19	are	be	AUX
aijes-6960	67	20	used	use	VERB
aijes-6960	67	21	to	to	PART
aijes-6960	67	22	identify	identify	VERB
aijes-6960	67	23	keypoints	keypoint	NOUN
aijes-6960	67	24	.	.	PUNCT
aijes-6960	68	1	mathematically	mathematically	ADV
aijes-6960	68	2	,	,	PUNCT
aijes-6960	68	3	the	the	DET
aijes-6960	68	4	dog	dog	NOUN
aijes-6960	68	5	is	be	AUX
aijes-6960	68	6	represented	represent	VERB
aijes-6960	68	7	as	as	ADP
aijes-6960	68	8	:	:	PUNCT
aijes-6960	68	9	dog(x	dog(x	NUM
aijes-6960	68	10	,	,	PUNCT
aijes-6960	68	11	y	y	PROPN
aijes-6960	68	12	,	,	PUNCT
aijes-6960	68	13	σ)=l(x	σ)=l(x	PROPN
aijes-6960	68	14	,	,	PUNCT
aijes-6960	68	15	y	y	PROPN
aijes-6960	68	16	,	,	PUNCT
aijes-6960	68	17	kσ)−l(x	kσ)−l(x	PROPN
aijes-6960	68	18	,	,	PUNCT
aijes-6960	68	19	y	y	PROPN
aijes-6960	68	20	,	,	PUNCT
aijes-6960	68	21	σ	σ	PROPN
aijes-6960	68	22	)	)	PUNCT
aijes-6960	68	23	where	where	SCONJ
aijes-6960	68	24	k	k	PROPN
aijes-6960	68	25	is	be	AUX
aijes-6960	68	26	a	a	DET
aijes-6960	68	27	constant	constant	ADJ
aijes-6960	68	28	(	(	PUNCT
aijes-6960	68	29	typically	typically	ADV
aijes-6960	68	30	around	around	ADP
aijes-6960	68	31	square	square	ADJ
aijes-6960	68	32	root	root	NOUN
aijes-6960	68	33	of	of	ADP
aijes-6960	68	34	2	2	NUM
aijes-6960	68	35	)	)	PUNCT
aijes-6960	68	36	that	that	PRON
aijes-6960	68	37	controls	control	VERB
aijes-6960	68	38	the	the	DET
aijes-6960	68	39	scale	scale	NOUN
aijes-6960	68	40	between	between	ADP
aijes-6960	68	41	successive	successive	ADJ
aijes-6960	68	42	gaussian	gaussian	ADJ
aijes-6960	68	43	images	image	NOUN
aijes-6960	68	44	.	.	PUNCT
aijes-6960	69	1	this	this	DET
aijes-6960	69	2	difference	difference	NOUN
aijes-6960	69	3	highlights	highlight	VERB
aijes-6960	69	4	the	the	DET
aijes-6960	69	5	edges	edge	NOUN
aijes-6960	69	6	and	and	CCONJ
aijes-6960	69	7	key	key	ADJ
aijes-6960	69	8	points	point	NOUN
aijes-6960	69	9	in	in	ADP
aijes-6960	69	10	the	the	DET
aijes-6960	69	11	image	image	NOUN
aijes-6960	69	12	at	at	ADP
aijes-6960	69	13	various	various	ADJ
aijes-6960	69	14	scales	scale	NOUN
aijes-6960	69	15	and	and	CCONJ
aijes-6960	69	16	then	then	ADV
aijes-6960	69	17	the	the	DET
aijes-6960	69	18	algorithm	algorithm	NOUN
aijes-6960	69	19	detects	detect	NOUN
aijes-6960	69	20	keypoints	keypoint	NOUN
aijes-6960	69	21	by	by	ADP
aijes-6960	69	22	finding	find	VERB
aijes-6960	69	23	the	the	DET
aijes-6960	69	24	maxima	maxima	NOUN
aijes-6960	69	25	and	and	CCONJ
aijes-6960	69	26	the	the	DET
aijes-6960	69	27	minima	minima	NOUN
aijes-6960	69	28	which	which	PRON
aijes-6960	69	29	are	be	AUX
aijes-6960	69	30	selected	select	VERB
aijes-6960	69	31	only	only	ADV
aijes-6960	69	32	if	if	SCONJ
aijes-6960	69	33	the	the	DET
aijes-6960	69	34	specific	specific	ADJ
aijes-6960	69	35	pixel	pixel	NOUN
aijes-6960	69	36	value	value	NOUN
aijes-6960	69	37	is	be	AUX
aijes-6960	69	38	larger	large	ADJ
aijes-6960	69	39	than	than	ADP
aijes-6960	69	40	all	all	PRON
aijes-6960	69	41	of	of	ADP
aijes-6960	69	42	these	these	DET
aijes-6960	69	43	neighbors	neighbor	NOUN
aijes-6960	69	44	or	or	CCONJ
aijes-6960	69	45	smaller	small	ADJ
aijes-6960	69	46	than	than	ADP
aijes-6960	69	47	them	they	PRON
aijes-6960	69	48	all	all	PRON
aijes-6960	69	49	(	(	PUNCT
aijes-6960	69	50	lowe	lowe	PROPN
aijes-6960	69	51	,	,	PUNCT
aijes-6960	69	52	1999	1999	NUM
aijes-6960	69	53	)	)	PUNCT
aijes-6960	69	54	.	.	PUNCT
aijes-6960	70	1	these	these	DET
aijes-6960	70	2	keypoints	keypoint	NOUN
aijes-6960	70	3	are	be	AUX
aijes-6960	70	4	further	far	ADV
aijes-6960	70	5	refined	refine	VERB
aijes-6960	70	6	by	by	ADP
aijes-6960	70	7	eliminating	eliminate	VERB
aijes-6960	70	8	lowcontrast	lowcontrast	NOUN
aijes-6960	70	9	or	or	CCONJ
aijes-6960	70	10	poorly	poorly	ADV
aijes-6960	70	11	localized	localize	VERB
aijes-6960	70	12	points	point	NOUN
aijes-6960	70	13	to	to	PART
aijes-6960	70	14	ensure	ensure	VERB
aijes-6960	70	15	that	that	SCONJ
aijes-6960	70	16	only	only	ADV
aijes-6960	70	17	the	the	DET
aijes-6960	70	18	most	most	ADV
aijes-6960	70	19	stable	stable	ADJ
aijes-6960	70	20	keypoints	keypoint	NOUN
aijes-6960	70	21	are	be	AUX
aijes-6960	70	22	retained	retain	VERB
aijes-6960	70	23	(	(	PUNCT
aijes-6960	70	24	lowe	lowe	NOUN
aijes-6960	70	25	,	,	PUNCT
aijes-6960	70	26	1999	1999	NUM
aijes-6960	70	27	)	)	PUNCT
aijes-6960	70	28	.	.	PUNCT
aijes-6960	71	1	from	from	ADP
aijes-6960	71	2	origins	origin	NOUN
aijes-6960	71	3	to	to	ADP
aijes-6960	71	4	innovations	innovation	NOUN
aijes-6960	71	5	:	:	PUNCT
aijes-6960	71	6	ai	ai	VERB
aijes-6960	71	7	's	's	PART
aijes-6960	71	8	role	role	NOUN
aijes-6960	71	9	and	and	CCONJ
aijes-6960	71	10	the	the	DET
aijes-6960	71	11	cost	cost	NOUN
aijes-6960	71	12	impact	impact	NOUN
aijes-6960	71	13	on	on	ADP
aijes-6960	71	14	computer	computer	NOUN
aijes-6960	71	15	vision	vision	NOUN
aijes-6960	71	16	324	324	NUM
aijes-6960	71	17	once	once	ADV
aijes-6960	71	18	keypoints	keypoint	NOUN
aijes-6960	71	19	are	be	AUX
aijes-6960	71	20	identified	identify	VERB
aijes-6960	71	21	,	,	PUNCT
aijes-6960	71	22	sift	sift	NOUN
aijes-6960	71	23	generates	generate	VERB
aijes-6960	71	24	descriptors	descriptor	NOUN
aijes-6960	71	25	that	that	PRON
aijes-6960	71	26	describe	describe	VERB
aijes-6960	71	27	the	the	DET
aijes-6960	71	28	local	local	ADJ
aijes-6960	71	29	appearance	appearance	NOUN
aijes-6960	71	30	around	around	ADP
aijes-6960	71	31	each	each	DET
aijes-6960	71	32	keypoint	keypoint	NOUN
aijes-6960	71	33	.	.	PUNCT
aijes-6960	72	1	this	this	DET
aijes-6960	72	2	process	process	NOUN
aijes-6960	72	3	involves	involve	VERB
aijes-6960	72	4	analyzing	analyze	VERB
aijes-6960	72	5	the	the	DET
aijes-6960	72	6	image	image	NOUN
aijes-6960	72	7	gradients	gradient	NOUN
aijes-6960	72	8	within	within	ADP
aijes-6960	72	9	a	a	DET
aijes-6960	72	10	neighborhood	neighborhood	NOUN
aijes-6960	72	11	surrounding	surround	VERB
aijes-6960	72	12	the	the	DET
aijes-6960	72	13	keypoint	keypoint	NOUN
aijes-6960	72	14	and	and	CCONJ
aijes-6960	72	15	creating	create	VERB
aijes-6960	72	16	a	a	DET
aijes-6960	72	17	histogram	histogram	NOUN
aijes-6960	72	18	of	of	ADP
aijes-6960	72	19	gradient	gradient	ADJ
aijes-6960	72	20	orientations	orientation	NOUN
aijes-6960	72	21	.	.	PUNCT
aijes-6960	73	1	the	the	DET
aijes-6960	73	2	descriptor	descriptor	NOUN
aijes-6960	73	3	is	be	AUX
aijes-6960	73	4	constructed	construct	VERB
aijes-6960	73	5	as	as	ADP
aijes-6960	73	6	a	a	DET
aijes-6960	73	7	128	128	NUM
aijes-6960	73	8	-	-	PUNCT
aijes-6960	73	9	dimensional	dimensional	ADJ
aijes-6960	73	10	vector	vector	NOUN
aijes-6960	73	11	summarizing	summarize	VERB
aijes-6960	73	12	these	these	DET
aijes-6960	73	13	gradients	gradient	NOUN
aijes-6960	73	14	,	,	PUNCT
aijes-6960	73	15	ensuring	ensure	VERB
aijes-6960	73	16	invariance	invariance	NOUN
aijes-6960	73	17	to	to	ADP
aijes-6960	73	18	rotation	rotation	NOUN
aijes-6960	73	19	and	and	CCONJ
aijes-6960	73	20	minor	minor	ADJ
aijes-6960	73	21	changes	change	NOUN
aijes-6960	73	22	in	in	ADP
aijes-6960	73	23	lighting	lighting	NOUN
aijes-6960	73	24	.	.	PUNCT
aijes-6960	74	1	these	these	DET
aijes-6960	74	2	descriptors	descriptor	NOUN
aijes-6960	74	3	act	act	VERB
aijes-6960	74	4	as	as	ADP
aijes-6960	74	5	unique	unique	ADJ
aijes-6960	74	6	signatures	signature	NOUN
aijes-6960	74	7	for	for	ADP
aijes-6960	74	8	each	each	DET
aijes-6960	74	9	keypoint	keypoint	NOUN
aijes-6960	74	10	,	,	PUNCT
aijes-6960	74	11	enabling	enable	VERB
aijes-6960	74	12	robust	robust	ADJ
aijes-6960	74	13	comparisons	comparison	NOUN
aijes-6960	74	14	between	between	ADP
aijes-6960	74	15	different	different	ADJ
aijes-6960	74	16	images	image	NOUN
aijes-6960	74	17	.	.	PUNCT
aijes-6960	75	1	to	to	PART
aijes-6960	75	2	match	match	VERB
aijes-6960	75	3	keypoints	keypoint	NOUN
aijes-6960	75	4	between	between	ADP
aijes-6960	75	5	two	two	NUM
aijes-6960	75	6	images	image	NOUN
aijes-6960	75	7	,	,	PUNCT
aijes-6960	75	8	sift	sift	PROPN
aijes-6960	75	9	compares	compare	VERB
aijes-6960	75	10	their	their	PRON
aijes-6960	75	11	descriptors	descriptor	NOUN
aijes-6960	75	12	,	,	PUNCT
aijes-6960	75	13	by	by	ADP
aijes-6960	75	14	identifying	identify	VERB
aijes-6960	75	15	and	and	CCONJ
aijes-6960	75	16	matching	matching	NOUN
aijes-6960	75	17	keypoints	keypoint	NOUN
aijes-6960	75	18	,	,	PUNCT
aijes-6960	75	19	sift	sift	NOUN
aijes-6960	75	20	enables	enable	VERB
aijes-6960	75	21	computers	computer	NOUN
aijes-6960	75	22	to	to	PART
aijes-6960	75	23	perform	perform	VERB
aijes-6960	75	24	complex	complex	ADJ
aijes-6960	75	25	tasks	task	NOUN
aijes-6960	75	26	such	such	ADJ
aijes-6960	75	27	as	as	ADP
aijes-6960	75	28	recognizing	recognize	VERB
aijes-6960	75	29	objects	object	NOUN
aijes-6960	75	30	,	,	PUNCT
aijes-6960	75	31	combining	combine	VERB
aijes-6960	75	32	overlapping	overlap	VERB
aijes-6960	75	33	images	image	NOUN
aijes-6960	75	34	into	into	ADP
aijes-6960	75	35	seamless	seamless	ADJ
aijes-6960	75	36	panoramas	panorama	NOUN
aijes-6960	75	37	,	,	PUNCT
aijes-6960	75	38	reconstructing	reconstruct	VERB
aijes-6960	75	39	3d	3d	NUM
aijes-6960	75	40	structures	structure	NOUN
aijes-6960	75	41	from	from	ADP
aijes-6960	75	42	multiple	multiple	ADJ
aijes-6960	75	43	views	view	NOUN
aijes-6960	75	44	,	,	PUNCT
aijes-6960	75	45	and	and	CCONJ
aijes-6960	75	46	analyzing	analyze	VERB
aijes-6960	75	47	spatial	spatial	ADJ
aijes-6960	75	48	relationships	relationship	NOUN
aijes-6960	75	49	within	within	ADP
aijes-6960	75	50	scenes	scene	NOUN
aijes-6960	75	51	.	.	PUNCT
aijes-6960	76	1	by	by	ADP
aijes-6960	76	2	finding	find	VERB
aijes-6960	76	3	and	and	CCONJ
aijes-6960	76	4	matching	match	VERB
aijes-6960	76	5	these	these	DET
aijes-6960	76	6	keypoints	keypoint	NOUN
aijes-6960	76	7	,	,	PUNCT
aijes-6960	76	8	sift	sift	PROPN
aijes-6960	76	9	can	can	AUX
aijes-6960	76	10	help	help	VERB
aijes-6960	76	11	machines	machine	NOUN
aijes-6960	76	12	perform	perform	VERB
aijes-6960	76	13	tasks	task	NOUN
aijes-6960	76	14	like	like	ADP
aijes-6960	76	15	:	:	PUNCT
aijes-6960	76	16	object	object	VERB
aijes-6960	76	17	detection	detection	NOUN
aijes-6960	76	18	image	image	NOUN
aijes-6960	76	19	stitching	stitch	VERB
aijes-6960	76	20	3d	3d	NUM
aijes-6960	76	21	reconstruction	reconstruction	NOUN
aijes-6960	76	22	sift	sift	NOUN
aijes-6960	76	23	is	be	AUX
aijes-6960	76	24	a	a	DET
aijes-6960	76	25	key	key	ADJ
aijes-6960	76	26	part	part	NOUN
aijes-6960	76	27	of	of	ADP
aijes-6960	76	28	many	many	ADJ
aijes-6960	76	29	modern	modern	ADJ
aijes-6960	76	30	computer	computer	NOUN
aijes-6960	76	31	vision	vision	NOUN
aijes-6960	76	32	systems	system	NOUN
aijes-6960	76	33	.	.	PUNCT
aijes-6960	77	1	it	it	PRON
aijes-6960	77	2	is	be	AUX
aijes-6960	77	3	applied	apply	VERB
aijes-6960	77	4	in	in	ADP
aijes-6960	77	5	different	different	ADJ
aijes-6960	77	6	fields	field	NOUN
aijes-6960	77	7	of	of	ADP
aijes-6960	77	8	ai	ai	VERB
aijes-6960	77	9	like	like	ADP
aijes-6960	77	10	object	object	NOUN
aijes-6960	77	11	recognition	recognition	NOUN
aijes-6960	77	12	where	where	SCONJ
aijes-6960	77	13	sift	sift	NOUN
aijes-6960	77	14	features	feature	NOUN
aijes-6960	77	15	can	can	AUX
aijes-6960	77	16	be	be	AUX
aijes-6960	77	17	used	use	VERB
aijes-6960	77	18	to	to	PART
aijes-6960	77	19	identify	identify	VERB
aijes-6960	77	20	objects	object	NOUN
aijes-6960	77	21	in	in	ADP
aijes-6960	77	22	images	image	NOUN
aijes-6960	77	23	or	or	CCONJ
aijes-6960	77	24	videos	video	NOUN
aijes-6960	77	25	,	,	PUNCT
aijes-6960	77	26	image	image	NOUN
aijes-6960	77	27	stitching	stitching	NOUN
aijes-6960	77	28	where	where	SCONJ
aijes-6960	77	29	sift	sift	NOUN
aijes-6960	77	30	features	feature	NOUN
aijes-6960	77	31	can	can	AUX
aijes-6960	77	32	help	help	VERB
aijes-6960	77	33	stitch	stitch	VERB
aijes-6960	77	34	multiple	multiple	ADJ
aijes-6960	77	35	images	image	NOUN
aijes-6960	77	36	together	together	ADV
aijes-6960	77	37	to	to	PART
aijes-6960	77	38	create	create	VERB
aijes-6960	77	39	panoramas	panorama	NOUN
aijes-6960	77	40	,	,	PUNCT
aijes-6960	77	41	3d	3d	NUM
aijes-6960	77	42	reconstruction	reconstruction	NOUN
aijes-6960	77	43	where	where	SCONJ
aijes-6960	77	44	sift	sift	ADJ
aijes-6960	77	45	features	feature	NOUN
aijes-6960	77	46	can	can	AUX
aijes-6960	77	47	be	be	AUX
aijes-6960	77	48	used	use	VERB
aijes-6960	77	49	to	to	PART
aijes-6960	77	50	establish	establish	VERB
aijes-6960	77	51	correspondences	correspondence	NOUN
aijes-6960	77	52	between	between	ADP
aijes-6960	77	53	images	image	NOUN
aijes-6960	77	54	,	,	PUNCT
aijes-6960	77	55	enabling	enable	VERB
aijes-6960	77	56	3d	3d	NOUN
aijes-6960	77	57	reconstruction	reconstruction	NOUN
aijes-6960	77	58	and	and	CCONJ
aijes-6960	77	59	augmented	augment	VERB
aijes-6960	77	60	reality	reality	NOUN
aijes-6960	77	61	(	(	PUNCT
aijes-6960	77	62	ar	ar	NOUN
aijes-6960	77	63	)	)	PUNCT
aijes-6960	77	64	where	where	SCONJ
aijes-6960	77	65	sift	sift	NOUN
aijes-6960	77	66	features	feature	NOUN
aijes-6960	77	67	can	can	AUX
aijes-6960	77	68	be	be	AUX
aijes-6960	77	69	used	use	VERB
aijes-6960	77	70	to	to	PART
aijes-6960	77	71	track	track	VERB
aijes-6960	77	72	objects	object	NOUN
aijes-6960	77	73	or	or	CCONJ
aijes-6960	77	74	scenes	scene	NOUN
aijes-6960	77	75	in	in	ADP
aijes-6960	77	76	real	real	ADJ
aijes-6960	77	77	-	-	PUNCT
aijes-6960	77	78	time	time	NOUN
aijes-6960	77	79	for	for	ADP
aijes-6960	77	80	augmented	augment	VERB
aijes-6960	77	81	reality	reality	NOUN
aijes-6960	77	82	applications	application	NOUN
aijes-6960	77	83	(	(	PUNCT
aijes-6960	77	84	lowe	lowe	NOUN
aijes-6960	77	85	,	,	PUNCT
aijes-6960	77	86	1999	1999	NUM
aijes-6960	77	87	)	)	PUNCT
aijes-6960	77	88	.	.	PUNCT
aijes-6960	78	1	viola	viola	PROPN
aijes-6960	78	2	jones	jones	PROPN
aijes-6960	78	3	,	,	PUNCT
aijes-6960	78	4	face	face	VERB
aijes-6960	78	5	detection	detection	NOUN
aijes-6960	78	6	algorithm	algorithm	NOUN
aijes-6960	78	7	in	in	ADP
aijes-6960	78	8	2001	2001	NUM
aijes-6960	78	9	paul	paul	PROPN
aijes-6960	78	10	viola	viola	PROPN
aijes-6960	78	11	and	and	CCONJ
aijes-6960	78	12	michael	michael	PROPN
aijes-6960	78	13	jones	jones	PROPN
aijes-6960	78	14	published	publish	VERB
aijes-6960	78	15	a	a	DET
aijes-6960	78	16	paper	paper	NOUN
aijes-6960	78	17	called	call	VERB
aijes-6960	78	18	“	"	PUNCT
aijes-6960	78	19	rapid	rapid	ADJ
aijes-6960	78	20	object	object	NOUN
aijes-6960	78	21	detection	detection	NOUN
aijes-6960	78	22	using	use	VERB
aijes-6960	78	23	a	a	DET
aijes-6960	78	24	boosted	boosted	ADJ
aijes-6960	78	25	cascade	cascade	NOUN
aijes-6960	78	26	of	of	ADP
aijes-6960	78	27	simple	simple	ADJ
aijes-6960	78	28	features	feature	NOUN
aijes-6960	78	29	”	"	PUNCT
aijes-6960	78	30	where	where	SCONJ
aijes-6960	78	31	they	they	PRON
aijes-6960	78	32	first	first	ADV
aijes-6960	78	33	introduced	introduce	VERB
aijes-6960	78	34	the	the	DET
aijes-6960	78	35	viola	viola	PROPN
aijes-6960	78	36	-	-	PUNCT
aijes-6960	78	37	jones	jones	PROPN
aijes-6960	78	38	algorithm	algorithm	PROPN
aijes-6960	78	39	.	.	PUNCT
aijes-6960	79	1	the	the	DET
aijes-6960	79	2	viola	viola	PROPN
aijes-6960	79	3	jones	jones	PROPN
aijes-6960	79	4	algorithm	algorithm	PROPN
aijes-6960	79	5	revolutionized	revolutionize	VERB
aijes-6960	79	6	real	real	ADJ
aijes-6960	79	7	-	-	PUNCT
aijes-6960	79	8	time	time	NOUN
aijes-6960	79	9	face	face	NOUN
aijes-6960	79	10	detection	detection	NOUN
aijes-6960	79	11	and	and	CCONJ
aijes-6960	79	12	despite	despite	SCONJ
aijes-6960	79	13	being	be	AUX
aijes-6960	79	14	an	an	DET
aijes-6960	79	15	older	old	ADJ
aijes-6960	79	16	method	method	NOUN
aijes-6960	79	17	,	,	PUNCT
aijes-6960	79	18	due	due	ADP
aijes-6960	79	19	to	to	ADP
aijes-6960	79	20	its	its	PRON
aijes-6960	79	21	low	low	ADJ
aijes-6960	79	22	computational	computational	ADJ
aijes-6960	79	23	needs	need	NOUN
aijes-6960	79	24	and	and	CCONJ
aijes-6960	79	25	fast	fast	ADJ
aijes-6960	79	26	speed	speed	NOUN
aijes-6960	79	27	,	,	PUNCT
aijes-6960	79	28	it	it	PRON
aijes-6960	79	29	still	still	ADV
aijes-6960	79	30	finds	find	VERB
aijes-6960	79	31	use	use	NOUN
aijes-6960	79	32	as	as	ADP
aijes-6960	79	33	face	face	NOUN
aijes-6960	79	34	detection	detection	NOUN
aijes-6960	79	35	model	model	NOUN
aijes-6960	79	36	in	in	ADP
aijes-6960	79	37	the	the	DET
aijes-6960	79	38	current	current	ADJ
aijes-6960	79	39	day	day	NOUN
aijes-6960	79	40	(	(	PUNCT
aijes-6960	79	41	viola	viola	NOUN
aijes-6960	79	42	,	,	PUNCT
aijes-6960	79	43	2001	2001	NUM
aijes-6960	79	44	)	)	PUNCT
aijes-6960	79	45	.	.	PUNCT
aijes-6960	80	1	there	there	PRON
aijes-6960	80	2	are	be	VERB
aijes-6960	80	3	three	three	NUM
aijes-6960	80	4	main	main	ADJ
aijes-6960	80	5	steps	step	NOUN
aijes-6960	80	6	in	in	ADP
aijes-6960	80	7	face	face	NOUN
aijes-6960	80	8	detection	detection	NOUN
aijes-6960	80	9	by	by	ADP
aijes-6960	80	10	viola	viola	PROPN
aijes-6960	80	11	jones	jones	PROPN
aijes-6960	80	12	algorithm	algorithm	PROPN
aijes-6960	80	13	:	:	PUNCT
aijes-6960	80	14	integral	integral	ADJ
aijes-6960	80	15	image	image	NOUN
aijes-6960	80	16	:	:	PUNCT
aijes-6960	80	17	the	the	DET
aijes-6960	80	18	first	first	ADJ
aijes-6960	80	19	step	step	NOUN
aijes-6960	80	20	creates	create	VERB
aijes-6960	80	21	a	a	DET
aijes-6960	80	22	new	new	ADJ
aijes-6960	80	23	image	image	NOUN
aijes-6960	80	24	representation	representation	NOUN
aijes-6960	80	25	,	,	PUNCT
aijes-6960	80	26	known	know	VERB
aijes-6960	80	27	as	as	ADP
aijes-6960	80	28	the	the	DET
aijes-6960	80	29	integral	integral	ADJ
aijes-6960	80	30	image	image	NOUN
aijes-6960	80	31	,	,	PUNCT
aijes-6960	80	32	which	which	PRON
aijes-6960	80	33	allows	allow	VERB
aijes-6960	80	34	for	for	ADP
aijes-6960	80	35	fast	fast	ADJ
aijes-6960	80	36	feature	feature	NOUN
aijes-6960	80	37	evaluation	evaluation	NOUN
aijes-6960	80	38	.	.	PUNCT
aijes-6960	81	1	adaboost	adaboost	ADV
aijes-6960	81	2	:	:	PUNCT
aijes-6960	81	3	the	the	DET
aijes-6960	81	4	second	second	ADJ
aijes-6960	81	5	step	step	NOUN
aijes-6960	81	6	utilizes	utilize	VERB
aijes-6960	81	7	adaboost	adaboost	ADV
aijes-6960	81	8	,	,	PUNCT
aijes-6960	81	9	an	an	DET
aijes-6960	81	10	algorithm	algorithm	NOUN
aijes-6960	81	11	to	to	PART
aijes-6960	81	12	iteratively	iteratively	ADV
aijes-6960	81	13	train	train	VERB
aijes-6960	81	14	weak	weak	ADJ
aijes-6960	81	15	classifiers	classifier	NOUN
aijes-6960	81	16	on	on	ADP
aijes-6960	81	17	different	different	ADJ
aijes-6960	81	18	parts	part	NOUN
aijes-6960	81	19	of	of	ADP
aijes-6960	81	20	the	the	DET
aijes-6960	81	21	training	training	NOUN
aijes-6960	81	22	data	datum	NOUN
aijes-6960	81	23	.	.	PUNCT
aijes-6960	82	1	cascade	cascade	NOUN
aijes-6960	82	2	classifier	classifier	NOUN
aijes-6960	82	3	:	:	PUNCT
aijes-6960	82	4	the	the	DET
aijes-6960	82	5	third	third	ADJ
aijes-6960	82	6	step	step	NOUN
aijes-6960	82	7	is	be	AUX
aijes-6960	82	8	to	to	PART
aijes-6960	82	9	combine	combine	VERB
aijes-6960	82	10	more	more	ADJ
aijes-6960	82	11	complex	complex	ADJ
aijes-6960	82	12	classifiers	classifier	NOUN
aijes-6960	82	13	in	in	ADP
aijes-6960	82	14	cascade	cascade	NOUN
aijes-6960	82	15	structure	structure	NOUN
aijes-6960	82	16	which	which	PRON
aijes-6960	82	17	dramatically	dramatically	ADV
aijes-6960	82	18	increases	increase	VERB
aijes-6960	82	19	the	the	DET
aijes-6960	82	20	speed	speed	NOUN
aijes-6960	82	21	of	of	ADP
aijes-6960	82	22	the	the	DET
aijes-6960	82	23	detector	detector	NOUN
aijes-6960	82	24	by	by	ADP
aijes-6960	82	25	focusing	focus	VERB
aijes-6960	82	26	attention	attention	NOUN
aijes-6960	82	27	on	on	ADP
aijes-6960	82	28	promising	promising	ADJ
aijes-6960	82	29	regions	region	NOUN
aijes-6960	82	30	of	of	ADP
aijes-6960	82	31	the	the	DET
aijes-6960	82	32	image	image	NOUN
aijes-6960	82	33	.	.	PUNCT
aijes-6960	83	1	viola	viola	PROPN
aijes-6960	83	2	and	and	CCONJ
aijes-6960	83	3	jones	jones	PROPN
aijes-6960	83	4	used	use	VERB
aijes-6960	83	5	haar	haar	PROPN
aijes-6960	83	6	-	-	PUNCT
aijes-6960	83	7	like	like	ADJ
aijes-6960	83	8	features	feature	NOUN
aijes-6960	83	9	(	(	PUNCT
aijes-6960	83	10	more	more	ADV
aijes-6960	83	11	complex	complex	ADJ
aijes-6960	83	12	)	)	PUNCT
aijes-6960	83	13	to	to	PART
aijes-6960	83	14	detect	detect	VERB
aijes-6960	83	15	faces	face	NOUN
aijes-6960	83	16	in	in	ADP
aijes-6960	83	17	this	this	DET
aijes-6960	83	18	algorithm	algorithm	NOUN
aijes-6960	83	19	.	.	PUNCT
aijes-6960	84	1	haar	haar	X
aijes-6960	84	2	-	-	PUNCT
aijes-6960	84	3	like	like	ADJ
aijes-6960	84	4	features	feature	NOUN
aijes-6960	84	5	help	help	NOUN
aijes-6960	84	6	in	in	ADP
aijes-6960	84	7	detecting	detect	VERB
aijes-6960	84	8	faces	face	NOUN
aijes-6960	84	9	by	by	ADP
aijes-6960	84	10	capturing	capture	VERB
aijes-6960	84	11	differences	difference	NOUN
aijes-6960	84	12	in	in	ADP
aijes-6960	84	13	intensity	intensity	NOUN
aijes-6960	84	14	between	between	ADP
aijes-6960	84	15	rectangular	rectangular	ADJ
aijes-6960	84	16	regions	region	NOUN
aijes-6960	84	17	of	of	ADP
aijes-6960	84	18	an	an	DET
aijes-6960	84	19	image	image	NOUN
aijes-6960	84	20	.	.	PUNCT
aijes-6960	85	1	these	these	DET
aijes-6960	85	2	differences	difference	NOUN
aijes-6960	85	3	,	,	PUNCT
aijes-6960	85	4	often	often	ADV
aijes-6960	85	5	between	between	ADP
aijes-6960	85	6	contrasting	contrast	VERB
aijes-6960	85	7	areas	area	NOUN
aijes-6960	85	8	,	,	PUNCT
aijes-6960	85	9	are	be	AUX
aijes-6960	85	10	key	key	ADJ
aijes-6960	85	11	to	to	ADP
aijes-6960	85	12	identifying	identify	VERB
aijes-6960	85	13	facial	facial	ADJ
aijes-6960	85	14	structures	structure	NOUN
aijes-6960	85	15	(	(	PUNCT
aijes-6960	85	16	viola	viola	NOUN
aijes-6960	85	17	,	,	PUNCT
aijes-6960	85	18	2001	2001	NUM
aijes-6960	85	19	)	)	PUNCT
aijes-6960	85	20	.	.	PUNCT
aijes-6960	86	1	the	the	DET
aijes-6960	86	2	viola	viola	PROPN
aijes-6960	86	3	jones	jones	PROPN
aijes-6960	86	4	algorithm	algorithm	PROPN
aijes-6960	86	5	maximizes	maximize	VERB
aijes-6960	86	6	speed	speed	NOUN
aijes-6960	86	7	while	while	SCONJ
aijes-6960	86	8	achieving	achieve	VERB
aijes-6960	86	9	high	high	ADJ
aijes-6960	86	10	detection	detection	NOUN
aijes-6960	86	11	accuracy	accuracy	NOUN
aijes-6960	86	12	,	,	PUNCT
aijes-6960	86	13	making	make	VERB
aijes-6960	86	14	it	it	PRON
aijes-6960	86	15	suitable	suitable	ADJ
aijes-6960	86	16	for	for	ADP
aijes-6960	86	17	live	live	ADJ
aijes-6960	86	18	-	-	PUNCT
aijes-6960	86	19	video	video	NOUN
aijes-6960	86	20	systems	system	NOUN
aijes-6960	86	21	like	like	ADP
aijes-6960	86	22	surveillance	surveillance	NOUN
aijes-6960	86	23	systems	system	NOUN
aijes-6960	86	24	.	.	PUNCT
aijes-6960	87	1	the	the	DET
aijes-6960	87	2	algorithm	algorithm	NOUN
aijes-6960	87	3	,	,	PUNCT
aijes-6960	87	4	however	however	ADV
aijes-6960	87	5	is	be	AUX
aijes-6960	87	6	susceptible	susceptible	ADJ
aijes-6960	87	7	to	to	ADP
aijes-6960	87	8	image	image	NOUN
aijes-6960	87	9	variations	variation	NOUN
aijes-6960	87	10	such	such	ADJ
aijes-6960	87	11	as	as	ADP
aijes-6960	87	12	changes	change	NOUN
aijes-6960	87	13	in	in	ADP
aijes-6960	87	14	lighting	lighting	NOUN
aijes-6960	87	15	,	,	PUNCT
aijes-6960	87	16	non	non	ADJ
aijes-6960	87	17	-	-	ADJ
aijes-6960	87	18	regular	regular	ADJ
aijes-6960	87	19	frontal	frontal	ADJ
aijes-6960	87	20	poses	pose	NOUN
aijes-6960	87	21	or	or	CCONJ
aijes-6960	87	22	kledia	kledia	PROPN
aijes-6960	87	23	tirana	tirana	PROPN
aijes-6960	87	24	,	,	PUNCT
aijes-6960	87	25	endri	endri	NOUN
aijes-6960	87	26	bejleri	bejleri	VERB
aijes-6960	87	27	325	325	NUM
aijes-6960	87	28	different	different	ADJ
aijes-6960	87	29	expressions	expression	NOUN
aijes-6960	87	30	,	,	PUNCT
aijes-6960	87	31	lowering	lower	VERB
aijes-6960	87	32	its	its	PRON
aijes-6960	87	33	accuracy	accuracy	NOUN
aijes-6960	87	34	significantly	significantly	ADV
aijes-6960	87	35	.	.	PUNCT
aijes-6960	88	1	newer	new	ADJ
aijes-6960	88	2	deep	deep	ADJ
aijes-6960	88	3	learning	learning	NOUN
aijes-6960	88	4	models	model	NOUN
aijes-6960	88	5	can	can	AUX
aijes-6960	88	6	also	also	ADV
aijes-6960	88	7	outperform	outperform	VERB
aijes-6960	88	8	and	and	CCONJ
aijes-6960	88	9	outpace	outpace	VERB
aijes-6960	88	10	the	the	DET
aijes-6960	88	11	viola	viola	PROPN
aijes-6960	88	12	jones	jones	PROPN
aijes-6960	88	13	algorithm	algorithm	PROPN
aijes-6960	88	14	.	.	PUNCT
aijes-6960	89	1	eigenfaces	eigenface	NOUN
aijes-6960	89	2	eigenfaces	eigenface	NOUN
aijes-6960	89	3	is	be	AUX
aijes-6960	89	4	a	a	DET
aijes-6960	89	5	method	method	NOUN
aijes-6960	89	6	used	use	VERB
aijes-6960	89	7	in	in	ADP
aijes-6960	89	8	face	face	NOUN
aijes-6960	89	9	recognition	recognition	NOUN
aijes-6960	89	10	,	,	PUNCT
aijes-6960	89	11	based	base	VERB
aijes-6960	89	12	on	on	ADP
aijes-6960	89	13	the	the	DET
aijes-6960	89	14	idea	idea	NOUN
aijes-6960	89	15	of	of	ADP
aijes-6960	89	16	representing	represent	VERB
aijes-6960	89	17	faces	face	NOUN
aijes-6960	89	18	as	as	ADP
aijes-6960	89	19	a	a	DET
aijes-6960	89	20	combination	combination	NOUN
aijes-6960	89	21	of	of	ADP
aijes-6960	89	22	principal	principal	ADJ
aijes-6960	89	23	components	component	NOUN
aijes-6960	89	24	(	(	PUNCT
aijes-6960	89	25	or	or	CCONJ
aijes-6960	89	26	eigenvectors	eigenvector	NOUN
aijes-6960	89	27	)	)	PUNCT
aijes-6960	89	28	of	of	ADP
aijes-6960	89	29	a	a	DET
aijes-6960	89	30	set	set	NOUN
aijes-6960	89	31	of	of	ADP
aijes-6960	89	32	training	training	NOUN
aijes-6960	89	33	face	face	NOUN
aijes-6960	89	34	images	image	NOUN
aijes-6960	89	35	.	.	PUNCT
aijes-6960	90	1	it	it	PRON
aijes-6960	90	2	was	be	AUX
aijes-6960	90	3	introduced	introduce	VERB
aijes-6960	90	4	in	in	ADP
aijes-6960	90	5	the	the	DET
aijes-6960	90	6	1990s	1990	NOUN
aijes-6960	90	7	and	and	CCONJ
aijes-6960	90	8	is	be	AUX
aijes-6960	90	9	one	one	NUM
aijes-6960	90	10	of	of	ADP
aijes-6960	90	11	the	the	DET
aijes-6960	90	12	earlier	early	ADJ
aijes-6960	90	13	methods	method	NOUN
aijes-6960	90	14	for	for	ADP
aijes-6960	90	15	face	face	NOUN
aijes-6960	90	16	recognition	recognition	NOUN
aijes-6960	90	17	(	(	PUNCT
aijes-6960	90	18	turk	turk	NOUN
aijes-6960	90	19	,	,	PUNCT
aijes-6960	90	20	1991	1991	NUM
aijes-6960	90	21	)	)	PUNCT
aijes-6960	90	22	.	.	PUNCT
aijes-6960	91	1	the	the	DET
aijes-6960	91	2	method	method	NOUN
aijes-6960	91	3	uses	use	VERB
aijes-6960	91	4	principal	principal	ADJ
aijes-6960	91	5	component	component	NOUN
aijes-6960	91	6	analysis	analysis	NOUN
aijes-6960	91	7	(	(	PUNCT
aijes-6960	91	8	pca	pca	NOUN
aijes-6960	91	9	)	)	PUNCT
aijes-6960	91	10	to	to	PART
aijes-6960	91	11	reduce	reduce	VERB
aijes-6960	91	12	the	the	DET
aijes-6960	91	13	dimensionality	dimensionality	NOUN
aijes-6960	91	14	of	of	ADP
aijes-6960	91	15	face	face	NOUN
aijes-6960	91	16	images	image	NOUN
aijes-6960	91	17	while	while	SCONJ
aijes-6960	91	18	preserving	preserve	VERB
aijes-6960	91	19	the	the	DET
aijes-6960	91	20	key	key	ADJ
aijes-6960	91	21	features	feature	NOUN
aijes-6960	91	22	required	require	VERB
aijes-6960	91	23	for	for	ADP
aijes-6960	91	24	distinguishing	distinguish	VERB
aijes-6960	91	25	between	between	ADP
aijes-6960	91	26	faces	face	NOUN
aijes-6960	91	27	.	.	PUNCT
aijes-6960	92	1	the	the	DET
aijes-6960	92	2	eigenfaces	eigenface	NOUN
aijes-6960	92	3	method	method	NOUN
aijes-6960	92	4	deconstructs	deconstruct	VERB
aijes-6960	92	5	face	face	NOUN
aijes-6960	92	6	images	image	NOUN
aijes-6960	92	7	into	into	ADP
aijes-6960	92	8	a	a	DET
aijes-6960	92	9	small	small	ADJ
aijes-6960	92	10	set	set	NOUN
aijes-6960	92	11	of	of	ADP
aijes-6960	92	12	characteristic	characteristic	ADJ
aijes-6960	92	13	feature	feature	NOUN
aijes-6960	92	14	images	image	NOUN
aijes-6960	92	15	,	,	PUNCT
aijes-6960	92	16	which	which	PRON
aijes-6960	92	17	form	form	VERB
aijes-6960	92	18	the	the	DET
aijes-6960	92	19	basis	basis	NOUN
aijes-6960	92	20	of	of	ADP
aijes-6960	92	21	the	the	DET
aijes-6960	92	22	initial	initial	ADJ
aijes-6960	92	23	training	training	NOUN
aijes-6960	92	24	set	set	NOUN
aijes-6960	92	25	.	.	PUNCT
aijes-6960	93	1	recognition	recognition	NOUN
aijes-6960	93	2	occurs	occur	VERB
aijes-6960	93	3	by	by	ADP
aijes-6960	93	4	projecting	project	VERB
aijes-6960	93	5	a	a	DET
aijes-6960	93	6	new	new	ADJ
aijes-6960	93	7	image	image	NOUN
aijes-6960	93	8	into	into	ADP
aijes-6960	93	9	the	the	DET
aijes-6960	93	10	"	"	PUNCT
aijes-6960	93	11	face	face	NOUN
aijes-6960	93	12	space	space	NOUN
aijes-6960	93	13	"	"	PUNCT
aijes-6960	93	14	defined	define	VERB
aijes-6960	93	15	by	by	ADP
aijes-6960	93	16	these	these	DET
aijes-6960	93	17	eigenfaces	eigenface	NOUN
aijes-6960	93	18	.	.	PUNCT
aijes-6960	94	1	the	the	DET
aijes-6960	94	2	new	new	ADJ
aijes-6960	94	3	image	image	NOUN
aijes-6960	94	4	is	be	AUX
aijes-6960	94	5	then	then	ADV
aijes-6960	94	6	classified	classify	VERB
aijes-6960	94	7	by	by	ADP
aijes-6960	94	8	comparing	compare	VERB
aijes-6960	94	9	its	its	PRON
aijes-6960	94	10	position	position	NOUN
aijes-6960	94	11	to	to	ADP
aijes-6960	94	12	those	those	PRON
aijes-6960	94	13	of	of	ADP
aijes-6960	94	14	known	know	VERB
aijes-6960	94	15	eigenfaces	eigenface	NOUN
aijes-6960	94	16	.	.	PUNCT
aijes-6960	95	1	eigenfaces	eigenface	NOUN
aijes-6960	95	2	are	be	AUX
aijes-6960	95	3	a	a	DET
aijes-6960	95	4	set	set	NOUN
aijes-6960	95	5	of	of	ADP
aijes-6960	95	6	eigenvectors	eigenvector	NOUN
aijes-6960	95	7	used	use	VERB
aijes-6960	95	8	in	in	ADP
aijes-6960	95	9	computer	computer	NOUN
aijes-6960	95	10	vision	vision	NOUN
aijes-6960	95	11	to	to	PART
aijes-6960	95	12	address	address	VERB
aijes-6960	95	13	human	human	ADJ
aijes-6960	95	14	face	face	NOUN
aijes-6960	95	15	recognition	recognition	NOUN
aijes-6960	95	16	.	.	PUNCT
aijes-6960	96	1	this	this	DET
aijes-6960	96	2	approach	approach	NOUN
aijes-6960	96	3	focuses	focus	VERB
aijes-6960	96	4	on	on	ADP
aijes-6960	96	5	capturing	capture	VERB
aijes-6960	96	6	the	the	DET
aijes-6960	96	7	variations	variation	NOUN
aijes-6960	96	8	within	within	ADP
aijes-6960	96	9	a	a	DET
aijes-6960	96	10	collection	collection	NOUN
aijes-6960	96	11	of	of	ADP
aijes-6960	96	12	face	face	NOUN
aijes-6960	96	13	images	image	NOUN
aijes-6960	96	14	and	and	CCONJ
aijes-6960	96	15	uses	use	VERB
aijes-6960	96	16	this	this	DET
aijes-6960	96	17	information	information	NOUN
aijes-6960	96	18	to	to	PART
aijes-6960	96	19	encode	encode	VERB
aijes-6960	96	20	and	and	CCONJ
aijes-6960	96	21	compare	compare	VERB
aijes-6960	96	22	individual	individual	ADJ
aijes-6960	96	23	faces	face	NOUN
aijes-6960	96	24	in	in	ADP
aijes-6960	96	25	a	a	DET
aijes-6960	96	26	holistic	holistic	ADJ
aijes-6960	96	27	manner	manner	NOUN
aijes-6960	96	28	.	.	PUNCT
aijes-6960	97	1	the	the	DET
aijes-6960	97	2	primary	primary	ADJ
aijes-6960	97	3	objective	objective	NOUN
aijes-6960	97	4	of	of	ADP
aijes-6960	97	5	the	the	DET
aijes-6960	97	6	eigenfaces	eigenface	NOUN
aijes-6960	97	7	algorithm	algorithm	NOUN
aijes-6960	97	8	is	be	AUX
aijes-6960	97	9	to	to	PART
aijes-6960	97	10	represent	represent	VERB
aijes-6960	97	11	facial	facial	ADJ
aijes-6960	97	12	features	feature	NOUN
aijes-6960	97	13	in	in	ADP
aijes-6960	97	14	a	a	DET
aijes-6960	97	15	lower	lower	ADV
aijes-6960	97	16	-	-	PUNCT
aijes-6960	97	17	dimensional	dimensional	ADJ
aijes-6960	97	18	space	space	NOUN
aijes-6960	97	19	by	by	ADP
aijes-6960	97	20	capturing	capture	VERB
aijes-6960	97	21	the	the	DET
aijes-6960	97	22	principal	principal	ADJ
aijes-6960	97	23	components	component	NOUN
aijes-6960	97	24	of	of	ADP
aijes-6960	97	25	facial	facial	ADJ
aijes-6960	97	26	images	image	NOUN
aijes-6960	97	27	.	.	PUNCT
aijes-6960	98	1	however	however	ADV
aijes-6960	98	2	,	,	PUNCT
aijes-6960	98	3	a	a	DET
aijes-6960	98	4	notable	notable	ADJ
aijes-6960	98	5	limitation	limitation	NOUN
aijes-6960	98	6	of	of	ADP
aijes-6960	98	7	pca	pca	PROPN
aijes-6960	98	8	is	be	AUX
aijes-6960	98	9	its	its	PRON
aijes-6960	98	10	sensitivity	sensitivity	NOUN
aijes-6960	98	11	to	to	ADP
aijes-6960	98	12	variations	variation	NOUN
aijes-6960	98	13	in	in	ADP
aijes-6960	98	14	lighting	lighting	NOUN
aijes-6960	98	15	conditions	condition	NOUN
aijes-6960	98	16	.	.	PUNCT
aijes-6960	99	1	since	since	SCONJ
aijes-6960	99	2	it	it	PRON
aijes-6960	99	3	captures	capture	VERB
aijes-6960	99	4	overall	overall	ADJ
aijes-6960	99	5	variance	variance	NOUN
aijes-6960	99	6	,	,	PUNCT
aijes-6960	99	7	changes	change	NOUN
aijes-6960	99	8	in	in	ADP
aijes-6960	99	9	illumination	illumination	NOUN
aijes-6960	99	10	can	can	AUX
aijes-6960	99	11	significantly	significantly	ADV
aijes-6960	99	12	impact	impact	VERB
aijes-6960	99	13	its	its	PRON
aijes-6960	99	14	effectiveness	effectiveness	NOUN
aijes-6960	99	15	(	(	PUNCT
aijes-6960	99	16	tirana	tirana	ADJ
aijes-6960	99	17	,	,	PUNCT
aijes-6960	99	18	2024	2024	NUM
aijes-6960	99	19	)	)	PUNCT
aijes-6960	99	20	.	.	PUNCT
aijes-6960	100	1	fisherfaces	fisherface	VERB
aijes-6960	100	2	another	another	DET
aijes-6960	100	3	famous	famous	ADJ
aijes-6960	100	4	algorithm	algorithm	NOUN
aijes-6960	100	5	used	use	VERB
aijes-6960	100	6	for	for	ADP
aijes-6960	100	7	face	face	NOUN
aijes-6960	100	8	recognition	recognition	NOUN
aijes-6960	100	9	is	be	AUX
aijes-6960	100	10	fisherfaces	fisherface	NOUN
aijes-6960	100	11	,	,	PUNCT
aijes-6960	100	12	primarily	primarily	ADV
aijes-6960	100	13	of	of	ADP
aijes-6960	100	14	its	its	PRON
aijes-6960	100	15	ability	ability	NOUN
aijes-6960	100	16	to	to	PART
aijes-6960	100	17	maximize	maximize	VERB
aijes-6960	100	18	the	the	DET
aijes-6960	100	19	class	class	NOUN
aijes-6960	100	20	distinguishing	distinguish	VERB
aijes-6960	100	21	in	in	ADP
aijes-6960	100	22	the	the	DET
aijes-6960	100	23	training	training	NOUN
aijes-6960	100	24	process	process	NOUN
aijes-6960	100	25	(	(	PUNCT
aijes-6960	100	26	belhumeur	belhumeur	VERB
aijes-6960	100	27	,	,	PUNCT
aijes-6960	100	28	1997	1997	NUM
aijes-6960	100	29	)	)	PUNCT
aijes-6960	100	30	.	.	PUNCT
aijes-6960	101	1	fisherfaces	fisherface	VERB
aijes-6960	101	2	combines	combine	VERB
aijes-6960	101	3	pca	pca	PROPN
aijes-6960	101	4	(	(	PUNCT
aijes-6960	101	5	principal	principal	ADJ
aijes-6960	101	6	component	component	NOUN
aijes-6960	101	7	analysis	analysis	NOUN
aijes-6960	101	8	)	)	PUNCT
aijes-6960	101	9	to	to	PART
aijes-6960	101	10	reduce	reduce	VERB
aijes-6960	101	11	face	face	NOUN
aijes-6960	101	12	space	space	NOUN
aijes-6960	101	13	dimension	dimension	NOUN
aijes-6960	101	14	and	and	CCONJ
aijes-6960	101	15	lda	lda	PROPN
aijes-6960	101	16	(	(	PUNCT
aijes-6960	101	17	linear	linear	PROPN
aijes-6960	101	18	discriminant	discriminant	ADJ
aijes-6960	101	19	analysis	analysis	NOUN
aijes-6960	101	20	)	)	PUNCT
aijes-6960	101	21	to	to	PART
aijes-6960	101	22	obtain	obtain	VERB
aijes-6960	101	23	feature	feature	NOUN
aijes-6960	101	24	of	of	ADP
aijes-6960	101	25	image	image	NOUN
aijes-6960	101	26	characteristic	characteristic	ADJ
aijes-6960	101	27	(	(	PUNCT
aijes-6960	101	28	martinez	martinez	PROPN
aijes-6960	101	29	,	,	PUNCT
aijes-6960	101	30	2001	2001	NUM
aijes-6960	101	31	)	)	PUNCT
aijes-6960	101	32	.	.	PUNCT
aijes-6960	102	1	fisherfaces	fisherface	NOUN
aijes-6960	102	2	is	be	AUX
aijes-6960	102	3	an	an	DET
aijes-6960	102	4	extension	extension	NOUN
aijes-6960	102	5	of	of	ADP
aijes-6960	102	6	the	the	DET
aijes-6960	102	7	eigenfaces	eigenface	NOUN
aijes-6960	102	8	method	method	NOUN
aijes-6960	102	9	,	,	PUNCT
aijes-6960	102	10	designed	design	VERB
aijes-6960	102	11	to	to	PART
aijes-6960	102	12	improve	improve	VERB
aijes-6960	102	13	face	face	NOUN
aijes-6960	102	14	recognition	recognition	NOUN
aijes-6960	102	15	performance	performance	NOUN
aijes-6960	102	16	,	,	PUNCT
aijes-6960	102	17	especially	especially	ADV
aijes-6960	102	18	when	when	SCONJ
aijes-6960	102	19	dealing	deal	VERB
aijes-6960	102	20	with	with	ADP
aijes-6960	102	21	interchanging	interchanging	ADJ
aijes-6960	102	22	conditions	condition	NOUN
aijes-6960	102	23	.	.	PUNCT
aijes-6960	103	1	the	the	DET
aijes-6960	103	2	key	key	ADJ
aijes-6960	103	3	difference	difference	NOUN
aijes-6960	103	4	between	between	ADP
aijes-6960	103	5	eigenfaces	eigenface	NOUN
aijes-6960	103	6	and	and	CCONJ
aijes-6960	103	7	fisherfaces	fisherface	NOUN
aijes-6960	103	8	is	be	AUX
aijes-6960	103	9	in	in	ADP
aijes-6960	103	10	the	the	DET
aijes-6960	103	11	way	way	NOUN
aijes-6960	103	12	how	how	SCONJ
aijes-6960	103	13	they	they	PRON
aijes-6960	103	14	handle	handle	VERB
aijes-6960	103	15	variations	variation	NOUN
aijes-6960	103	16	(	(	PUNCT
aijes-6960	103	17	belhumeur	belhumeur	NOUN
aijes-6960	103	18	,	,	PUNCT
aijes-6960	103	19	1997	1997	NUM
aijes-6960	103	20	)	)	PUNCT
aijes-6960	103	21	.	.	PUNCT
aijes-6960	104	1	eigenfaces	eigenface	NOUN
aijes-6960	104	2	focuses	focus	VERB
aijes-6960	104	3	on	on	ADP
aijes-6960	104	4	the	the	DET
aijes-6960	104	5	overall	overall	ADJ
aijes-6960	104	6	variation	variation	NOUN
aijes-6960	104	7	in	in	ADP
aijes-6960	104	8	the	the	DET
aijes-6960	104	9	face	face	NOUN
aijes-6960	104	10	dataset	dataset	NOUN
aijes-6960	104	11	,	,	PUNCT
aijes-6960	104	12	while	while	SCONJ
aijes-6960	104	13	fisherfaces	fisherface	NOUN
aijes-6960	104	14	seeks	seek	VERB
aijes-6960	104	15	to	to	PART
aijes-6960	104	16	enhance	enhance	VERB
aijes-6960	104	17	the	the	DET
aijes-6960	104	18	class	class	NOUN
aijes-6960	104	19	separability	separability	NOUN
aijes-6960	104	20	by	by	ADP
aijes-6960	104	21	focusing	focus	VERB
aijes-6960	104	22	on	on	ADP
aijes-6960	104	23	the	the	DET
aijes-6960	104	24	variation	variation	NOUN
aijes-6960	104	25	between	between	ADP
aijes-6960	104	26	classes	class	NOUN
aijes-6960	104	27	rather	rather	ADV
aijes-6960	104	28	than	than	ADP
aijes-6960	104	29	just	just	ADV
aijes-6960	104	30	the	the	DET
aijes-6960	104	31	overall	overall	ADJ
aijes-6960	104	32	variance	variance	NOUN
aijes-6960	104	33	(	(	PUNCT
aijes-6960	104	34	martinez	martinez	PROPN
aijes-6960	104	35	,	,	PUNCT
aijes-6960	104	36	2001	2001	NUM
aijes-6960	104	37	)	)	PUNCT
aijes-6960	104	38	.	.	PUNCT
aijes-6960	105	1	this	this	DET
aijes-6960	105	2	approach	approach	NOUN
aijes-6960	105	3	utilizes	utilize	VERB
aijes-6960	105	4	lda	lda	PROPN
aijes-6960	105	5	to	to	PART
aijes-6960	105	6	identify	identify	VERB
aijes-6960	105	7	a	a	DET
aijes-6960	105	8	projection	projection	NOUN
aijes-6960	105	9	that	that	PRON
aijes-6960	105	10	enhances	enhance	VERB
aijes-6960	105	11	the	the	DET
aijes-6960	105	12	separation	separation	NOUN
aijes-6960	105	13	between	between	ADP
aijes-6960	105	14	classes	class	NOUN
aijes-6960	105	15	(	(	PUNCT
aijes-6960	105	16	individuals	individual	NOUN
aijes-6960	105	17	)	)	PUNCT
aijes-6960	105	18	while	while	SCONJ
aijes-6960	105	19	minimizing	minimize	VERB
aijes-6960	105	20	variations	variation	NOUN
aijes-6960	105	21	within	within	ADP
aijes-6960	105	22	the	the	DET
aijes-6960	105	23	same	same	ADJ
aijes-6960	105	24	class	class	NOUN
aijes-6960	105	25	.	.	PUNCT
aijes-6960	106	1	lda	lda	PROPN
aijes-6960	106	2	aims	aim	VERB
aijes-6960	106	3	to	to	PART
aijes-6960	106	4	maximize	maximize	VERB
aijes-6960	106	5	the	the	DET
aijes-6960	106	6	ratio	ratio	NOUN
aijes-6960	106	7	of	of	ADP
aijes-6960	106	8	between	between	ADP
aijes-6960	106	9	-	-	PUNCT
aijes-6960	106	10	class	class	NOUN
aijes-6960	106	11	scatter	scatter	NOUN
aijes-6960	106	12	to	to	ADP
aijes-6960	106	13	within	within	ADP
aijes-6960	106	14	-	-	PUNCT
aijes-6960	106	15	class	class	NOUN
aijes-6960	106	16	scatter	scatter	NOUN
aijes-6960	106	17	,	,	PUNCT
aijes-6960	106	18	emphasizing	emphasize	VERB
aijes-6960	106	19	the	the	DET
aijes-6960	106	20	discriminative	discriminative	NOUN
aijes-6960	106	21	power	power	NOUN
aijes-6960	106	22	of	of	ADP
aijes-6960	106	23	features	feature	NOUN
aijes-6960	106	24	.	.	PUNCT
aijes-6960	107	1	the	the	DET
aijes-6960	107	2	representation	representation	NOUN
aijes-6960	107	3	generated	generate	VERB
aijes-6960	107	4	by	by	ADP
aijes-6960	107	5	fisherfaces	fisherface	NOUN
aijes-6960	107	6	is	be	AUX
aijes-6960	107	7	specifically	specifically	ADV
aijes-6960	107	8	designed	design	VERB
aijes-6960	107	9	to	to	PART
aijes-6960	107	10	highlight	highlight	VERB
aijes-6960	107	11	differences	difference	NOUN
aijes-6960	107	12	between	between	ADP
aijes-6960	107	13	individuals	individual	NOUN
aijes-6960	107	14	,	,	PUNCT
aijes-6960	107	15	making	make	VERB
aijes-6960	107	16	the	the	DET
aijes-6960	107	17	selected	select	VERB
aijes-6960	107	18	features	feature	NOUN
aijes-6960	107	19	particularly	particularly	ADV
aijes-6960	107	20	effective	effective	ADJ
aijes-6960	107	21	for	for	ADP
aijes-6960	107	22	classification	classification	NOUN
aijes-6960	107	23	(	(	PUNCT
aijes-6960	107	24	belhumeur	belhumeur	NOUN
aijes-6960	107	25	,	,	PUNCT
aijes-6960	107	26	1997	1997	NUM
aijes-6960	107	27	)	)	PUNCT
aijes-6960	107	28	.	.	PUNCT
aijes-6960	108	1	however	however	ADV
aijes-6960	108	2	,	,	PUNCT
aijes-6960	108	3	fisherfaces	fisherface	NOUN
aijes-6960	108	4	can	can	AUX
aijes-6960	108	5	be	be	AUX
aijes-6960	108	6	sensitive	sensitive	ADJ
aijes-6960	108	7	to	to	ADP
aijes-6960	108	8	certain	certain	ADJ
aijes-6960	108	9	challenges	challenge	NOUN
aijes-6960	108	10	,	,	PUNCT
aijes-6960	108	11	especially	especially	ADV
aijes-6960	108	12	in	in	ADP
aijes-6960	108	13	cases	case	NOUN
aijes-6960	108	14	with	with	ADP
aijes-6960	108	15	small	small	ADJ
aijes-6960	108	16	datasets	dataset	NOUN
aijes-6960	108	17	or	or	CCONJ
aijes-6960	108	18	high	high	ADJ
aijes-6960	108	19	within	within	ADP
aijes-6960	108	20	-	-	PUNCT
aijes-6960	108	21	class	class	NOUN
aijes-6960	108	22	scatter	scatter	NOUN
aijes-6960	108	23	.	.	PUNCT
aijes-6960	109	1	significant	significant	ADJ
aijes-6960	109	2	variability	variability	NOUN
aijes-6960	109	3	in	in	ADP
aijes-6960	109	4	the	the	DET
aijes-6960	109	5	images	image	NOUN
aijes-6960	109	6	of	of	ADP
aijes-6960	109	7	the	the	DET
aijes-6960	109	8	same	same	ADJ
aijes-6960	109	9	individual	individual	NOUN
aijes-6960	109	10	—	—	PUNCT
aijes-6960	109	11	such	such	ADJ
aijes-6960	109	12	as	as	ADP
aijes-6960	109	13	differences	difference	NOUN
aijes-6960	109	14	in	in	ADP
aijes-6960	109	15	facial	facial	ADJ
aijes-6960	109	16	expressions	expression	NOUN
aijes-6960	109	17	,	,	PUNCT
aijes-6960	109	18	poses	pose	NOUN
aijes-6960	109	19	,	,	PUNCT
aijes-6960	109	20	or	or	CCONJ
aijes-6960	109	21	lighting	lighting	NOUN
aijes-6960	109	22	conditions	condition	NOUN
aijes-6960	109	23	—	—	PUNCT
aijes-6960	109	24	can	can	AUX
aijes-6960	109	25	limit	limit	VERB
aijes-6960	109	26	its	its	PRON
aijes-6960	109	27	ability	ability	NOUN
aijes-6960	109	28	to	to	PART
aijes-6960	109	29	capture	capture	VERB
aijes-6960	109	30	the	the	DET
aijes-6960	109	31	distinguishing	distinguish	VERB
aijes-6960	109	32	features	feature	NOUN
aijes-6960	109	33	necessary	necessary	ADJ
aijes-6960	109	34	for	for	ADP
aijes-6960	109	35	accurate	accurate	ADJ
aijes-6960	109	36	recognition	recognition	NOUN
aijes-6960	109	37	.	.	PUNCT
aijes-6960	110	1	the	the	DET
aijes-6960	110	2	method	method	NOUN
aijes-6960	110	3	can	can	AUX
aijes-6960	110	4	also	also	ADV
aijes-6960	110	5	become	become	VERB
aijes-6960	110	6	computationally	computationally	ADV
aijes-6960	110	7	expensive	expensive	ADJ
aijes-6960	110	8	,	,	PUNCT
aijes-6960	110	9	especially	especially	ADV
aijes-6960	110	10	with	with	ADP
aijes-6960	110	11	large	large	ADJ
aijes-6960	110	12	datasets	dataset	NOUN
aijes-6960	110	13	(	(	PUNCT
aijes-6960	110	14	martinez	martinez	PROPN
aijes-6960	110	15	,	,	PUNCT
aijes-6960	110	16	2001	2001	NUM
aijes-6960	110	17	)	)	PUNCT
aijes-6960	110	18	.	.	PUNCT
aijes-6960	111	1	from	from	ADP
aijes-6960	111	2	origins	origin	NOUN
aijes-6960	111	3	to	to	ADP
aijes-6960	111	4	innovations	innovation	NOUN
aijes-6960	111	5	:	:	PUNCT
aijes-6960	111	6	ai	ai	VERB
aijes-6960	111	7	's	's	PART
aijes-6960	111	8	role	role	NOUN
aijes-6960	111	9	and	and	CCONJ
aijes-6960	111	10	the	the	DET
aijes-6960	111	11	cost	cost	NOUN
aijes-6960	111	12	impact	impact	NOUN
aijes-6960	111	13	on	on	ADP
aijes-6960	111	14	computer	computer	NOUN
aijes-6960	111	15	vision	vision	NOUN
aijes-6960	111	16	326	326	NUM
aijes-6960	111	17	support	support	NOUN
aijes-6960	111	18	vector	vector	NOUN
aijes-6960	111	19	machines	machine	NOUN
aijes-6960	111	20	(	(	PUNCT
aijes-6960	111	21	svm	svm	PROPN
aijes-6960	111	22	)	)	PUNCT
aijes-6960	111	23	support	support	NOUN
aijes-6960	111	24	vector	vector	NOUN
aijes-6960	111	25	machines	machine	NOUN
aijes-6960	111	26	(	(	PUNCT
aijes-6960	111	27	svm	svm	PROPN
aijes-6960	111	28	)	)	PUNCT
aijes-6960	111	29	are	be	AUX
aijes-6960	111	30	supervised	supervised	ADJ
aijes-6960	111	31	machine	machine	NOUN
aijes-6960	111	32	learning	learning	NOUN
aijes-6960	111	33	classifying	classify	VERB
aijes-6960	111	34	algorithm	algorithm	NOUN
aijes-6960	111	35	designed	design	VERB
aijes-6960	111	36	to	to	PART
aijes-6960	111	37	classify	classify	VERB
aijes-6960	111	38	data	datum	NOUN
aijes-6960	111	39	into	into	ADP
aijes-6960	111	40	two	two	NUM
aijes-6960	111	41	distinct	distinct	ADJ
aijes-6960	111	42	groups	group	NOUN
aijes-6960	111	43	.	.	PUNCT
aijes-6960	112	1	they	they	PRON
aijes-6960	112	2	are	be	AUX
aijes-6960	112	3	widely	widely	ADV
aijes-6960	112	4	used	use	VERB
aijes-6960	112	5	for	for	ADP
aijes-6960	112	6	their	their	PRON
aijes-6960	112	7	effectiveness	effectiveness	NOUN
aijes-6960	112	8	in	in	ADP
aijes-6960	112	9	handling	handle	VERB
aijes-6960	112	10	high	high	ADJ
aijes-6960	112	11	-	-	PUNCT
aijes-6960	112	12	dimensional	dimensional	ADJ
aijes-6960	112	13	feature	feature	NOUN
aijes-6960	112	14	spaces	space	NOUN
aijes-6960	112	15	,	,	PUNCT
aijes-6960	112	16	making	make	VERB
aijes-6960	112	17	them	they	PRON
aijes-6960	112	18	a	a	DET
aijes-6960	112	19	popular	popular	ADJ
aijes-6960	112	20	choice	choice	NOUN
aijes-6960	112	21	for	for	ADP
aijes-6960	112	22	tasks	task	NOUN
aijes-6960	112	23	like	like	ADP
aijes-6960	112	24	face	face	NOUN
aijes-6960	112	25	recognition	recognition	NOUN
aijes-6960	112	26	after	after	SCONJ
aijes-6960	112	27	the	the	DET
aijes-6960	112	28	features	feature	NOUN
aijes-6960	112	29	are	be	AUX
aijes-6960	112	30	extracted	extract	VERB
aijes-6960	112	31	.	.	PUNCT
aijes-6960	113	1	svms	svms	NOUN
aijes-6960	113	2	work	work	NOUN
aijes-6960	113	3	by	by	ADP
aijes-6960	113	4	mapping	map	VERB
aijes-6960	113	5	data	datum	NOUN
aijes-6960	113	6	into	into	ADP
aijes-6960	113	7	a	a	DET
aijes-6960	113	8	highdimensional	highdimensional	ADJ
aijes-6960	113	9	space	space	NOUN
aijes-6960	113	10	where	where	SCONJ
aijes-6960	113	11	separating	separate	VERB
aijes-6960	113	12	different	different	ADJ
aijes-6960	113	13	categories	category	NOUN
aijes-6960	113	14	becomes	become	VERB
aijes-6960	113	15	easier	easy	ADJ
aijes-6960	113	16	,	,	PUNCT
aijes-6960	113	17	even	even	ADV
aijes-6960	113	18	when	when	SCONJ
aijes-6960	113	19	the	the	DET
aijes-6960	113	20	data	data	NOUN
aijes-6960	113	21	is	be	AUX
aijes-6960	113	22	not	not	PART
aijes-6960	113	23	initially	initially	ADV
aijes-6960	113	24	separable	separable	ADJ
aijes-6960	113	25	.	.	PUNCT
aijes-6960	114	1	the	the	DET
aijes-6960	114	2	algorithm	algorithm	NOUN
aijes-6960	114	3	identifies	identify	VERB
aijes-6960	114	4	the	the	DET
aijes-6960	114	5	best	good	ADJ
aijes-6960	114	6	separator	separator	NOUN
aijes-6960	114	7	,	,	PUNCT
aijes-6960	114	8	known	know	VERB
aijes-6960	114	9	as	as	ADP
aijes-6960	114	10	a	a	DET
aijes-6960	114	11	hyperplane	hyperplane	NOUN
aijes-6960	114	12	,	,	PUNCT
aijes-6960	114	13	which	which	PRON
aijes-6960	114	14	divides	divide	VERB
aijes-6960	114	15	the	the	DET
aijes-6960	114	16	data	datum	NOUN
aijes-6960	114	17	into	into	ADP
aijes-6960	114	18	distinct	distinct	ADJ
aijes-6960	114	19	classes	class	NOUN
aijes-6960	114	20	.	.	PUNCT
aijes-6960	115	1	once	once	SCONJ
aijes-6960	115	2	the	the	DET
aijes-6960	115	3	data	data	NOUN
aijes-6960	115	4	is	be	AUX
aijes-6960	115	5	transformed	transform	VERB
aijes-6960	115	6	into	into	ADP
aijes-6960	115	7	this	this	DET
aijes-6960	115	8	space	space	NOUN
aijes-6960	115	9	,	,	PUNCT
aijes-6960	115	10	the	the	DET
aijes-6960	115	11	hyperplane	hyperplane	NOUN
aijes-6960	115	12	serves	serve	VERB
aijes-6960	115	13	as	as	ADP
aijes-6960	115	14	the	the	DET
aijes-6960	115	15	decision	decision	NOUN
aijes-6960	115	16	boundary	boundary	ADJ
aijes-6960	115	17	(	(	PUNCT
aijes-6960	115	18	dasgupta	dasgupta	PROPN
aijes-6960	115	19	,	,	PUNCT
aijes-6960	115	20	ray	ray	NOUN
aijes-6960	115	21	,	,	PUNCT
aijes-6960	115	22	&	&	CCONJ
aijes-6960	115	23	talukdar	talukdar	NOUN
aijes-6960	115	24	,	,	PUNCT
aijes-6960	115	25	2018	2018	NUM
aijes-6960	115	26	)	)	PUNCT
aijes-6960	115	27	.	.	PUNCT
aijes-6960	116	1	when	when	SCONJ
aijes-6960	116	2	new	new	ADJ
aijes-6960	116	3	data	data	NOUN
aijes-6960	116	4	points	point	NOUN
aijes-6960	116	5	are	be	AUX
aijes-6960	116	6	introduced	introduce	VERB
aijes-6960	116	7	,	,	PUNCT
aijes-6960	116	8	the	the	DET
aijes-6960	116	9	model	model	NOUN
aijes-6960	116	10	determines	determine	VERB
aijes-6960	116	11	their	their	PRON
aijes-6960	116	12	classification	classification	NOUN
aijes-6960	116	13	based	base	VERB
aijes-6960	116	14	on	on	ADP
aijes-6960	116	15	their	their	PRON
aijes-6960	116	16	position	position	NOUN
aijes-6960	116	17	relative	relative	ADJ
aijes-6960	116	18	to	to	ADP
aijes-6960	116	19	the	the	DET
aijes-6960	116	20	hyperplane	hyperplane	NOUN
aijes-6960	116	21	(	(	PUNCT
aijes-6960	116	22	cortes	corte	NOUN
aijes-6960	116	23	,	,	PUNCT
aijes-6960	116	24	1995	1995	NUM
aijes-6960	116	25	)	)	PUNCT
aijes-6960	116	26	.	.	PUNCT
aijes-6960	117	1	svms	svms	NOUN
aijes-6960	117	2	are	be	AUX
aijes-6960	117	3	split	split	VERB
aijes-6960	117	4	into	into	ADP
aijes-6960	117	5	two	two	NUM
aijes-6960	117	6	main	main	ADJ
aijes-6960	117	7	types	type	NOUN
aijes-6960	117	8	:	:	PUNCT
aijes-6960	117	9	linear	linear	ADJ
aijes-6960	117	10	and	and	CCONJ
aijes-6960	117	11	non	non	ADJ
aijes-6960	117	12	-	-	ADJ
aijes-6960	117	13	linear	linear	ADJ
aijes-6960	117	14	svms	svms	NOUN
aijes-6960	117	15	.	.	PUNCT
aijes-6960	118	1	a	a	DET
aijes-6960	118	2	linear	linear	ADJ
aijes-6960	118	3	svm	svm	NOUN
aijes-6960	118	4	is	be	AUX
aijes-6960	118	5	applied	apply	VERB
aijes-6960	118	6	when	when	SCONJ
aijes-6960	118	7	the	the	DET
aijes-6960	118	8	data	datum	NOUN
aijes-6960	118	9	can	can	AUX
aijes-6960	118	10	be	be	AUX
aijes-6960	118	11	perfectly	perfectly	ADV
aijes-6960	118	12	separated	separate	VERB
aijes-6960	118	13	by	by	ADP
aijes-6960	118	14	a	a	DET
aijes-6960	118	15	straight	straight	ADJ
aijes-6960	118	16	line	line	NOUN
aijes-6960	118	17	which	which	PRON
aijes-6960	118	18	happens	happen	VERB
aijes-6960	118	19	rarely	rarely	ADV
aijes-6960	118	20	in	in	ADP
aijes-6960	118	21	real	real	ADJ
aijes-6960	118	22	world	world	NOUN
aijes-6960	118	23	applications	application	NOUN
aijes-6960	118	24	,	,	PUNCT
aijes-6960	118	25	while	while	SCONJ
aijes-6960	118	26	a	a	DET
aijes-6960	118	27	non	non	ADJ
aijes-6960	118	28	-	-	ADJ
aijes-6960	118	29	linear	linear	ADJ
aijes-6960	118	30	svm	svm	NOUN
aijes-6960	118	31	is	be	AUX
aijes-6960	118	32	used	use	VERB
aijes-6960	118	33	for	for	ADP
aijes-6960	118	34	scenarios	scenario	NOUN
aijes-6960	118	35	where	where	SCONJ
aijes-6960	118	36	the	the	DET
aijes-6960	118	37	data	data	NOUN
aijes-6960	118	38	points	point	NOUN
aijes-6960	118	39	can	can	AUX
aijes-6960	118	40	not	not	PART
aijes-6960	118	41	be	be	AUX
aijes-6960	118	42	linearly	linearly	ADV
aijes-6960	118	43	separated	separate	VERB
aijes-6960	118	44	.	.	PUNCT
aijes-6960	119	1	in	in	ADP
aijes-6960	119	2	these	these	DET
aijes-6960	119	3	cases	case	NOUN
aijes-6960	119	4	,	,	PUNCT
aijes-6960	119	5	techniques	technique	NOUN
aijes-6960	119	6	like	like	ADP
aijes-6960	119	7	kernel	kernel	NOUN
aijes-6960	119	8	tricks	trick	NOUN
aijes-6960	119	9	are	be	AUX
aijes-6960	119	10	employed	employ	VERB
aijes-6960	119	11	to	to	PART
aijes-6960	119	12	facilitate	facilitate	VERB
aijes-6960	119	13	classification	classification	NOUN
aijes-6960	119	14	(	(	PUNCT
aijes-6960	119	15	cristianini	cristianini	PROPN
aijes-6960	119	16	,	,	PUNCT
aijes-6960	119	17	2000	2000	NUM
aijes-6960	119	18	)	)	PUNCT
aijes-6960	119	19	.	.	PUNCT
aijes-6960	120	1	svm	svm	PROPN
aijes-6960	120	2	performs	perform	VERB
aijes-6960	120	3	faster	fast	ADV
aijes-6960	120	4	and	and	CCONJ
aijes-6960	120	5	more	more	ADV
aijes-6960	120	6	accurately	accurately	ADV
aijes-6960	120	7	when	when	SCONJ
aijes-6960	120	8	the	the	DET
aijes-6960	120	9	data	data	NOUN
aijes-6960	120	10	is	be	AUX
aijes-6960	120	11	linearly	linearly	ADV
aijes-6960	120	12	separable	separable	ADJ
aijes-6960	120	13	,	,	PUNCT
aijes-6960	120	14	and	and	CCONJ
aijes-6960	120	15	the	the	DET
aijes-6960	120	16	kernel	kernel	PROPN
aijes-6960	120	17	trick	trick	NOUN
aijes-6960	120	18	enables	enable	VERB
aijes-6960	120	19	the	the	DET
aijes-6960	120	20	algorithm	algorithm	NOUN
aijes-6960	120	21	to	to	PART
aijes-6960	120	22	solve	solve	VERB
aijes-6960	120	23	more	more	ADV
aijes-6960	120	24	complex	complex	ADJ
aijes-6960	120	25	problems	problem	NOUN
aijes-6960	120	26	.	.	PUNCT
aijes-6960	121	1	however	however	ADV
aijes-6960	121	2	,	,	PUNCT
aijes-6960	121	3	certain	certain	ADJ
aijes-6960	121	4	challenges	challenge	NOUN
aijes-6960	121	5	in	in	ADP
aijes-6960	121	6	applications	application	NOUN
aijes-6960	121	7	like	like	ADP
aijes-6960	121	8	face	face	NOUN
aijes-6960	121	9	recognition	recognition	NOUN
aijes-6960	121	10	must	must	AUX
aijes-6960	121	11	be	be	AUX
aijes-6960	121	12	addressed	address	VERB
aijes-6960	121	13	,	,	PUNCT
aijes-6960	121	14	such	such	ADJ
aijes-6960	121	15	as	as	ADP
aijes-6960	121	16	selecting	select	VERB
aijes-6960	121	17	an	an	DET
aijes-6960	121	18	appropriate	appropriate	ADJ
aijes-6960	121	19	kernel	kernel	NOUN
aijes-6960	121	20	,	,	PUNCT
aijes-6960	121	21	managing	manage	VERB
aijes-6960	121	22	inaccuracies	inaccuracy	NOUN
aijes-6960	121	23	with	with	ADP
aijes-6960	121	24	large	large	ADJ
aijes-6960	121	25	datasets	dataset	NOUN
aijes-6960	121	26	,	,	PUNCT
aijes-6960	121	27	and	and	CCONJ
aijes-6960	121	28	fine	fine	ADV
aijes-6960	121	29	-	-	PUNCT
aijes-6960	121	30	tuning	tuning	NOUN
aijes-6960	121	31	hyperparameters	hyperparameter	NOUN
aijes-6960	121	32	.	.	PUNCT
aijes-6960	122	1	while	while	SCONJ
aijes-6960	122	2	a	a	DET
aijes-6960	122	3	classifier	classifier	NOUN
aijes-6960	122	4	algorithm	algorithm	NOUN
aijes-6960	122	5	was	be	AUX
aijes-6960	122	6	essential	essential	ADJ
aijes-6960	122	7	in	in	ADP
aijes-6960	122	8	the	the	DET
aijes-6960	122	9	past	past	NOUN
aijes-6960	122	10	to	to	PART
aijes-6960	122	11	perform	perform	VERB
aijes-6960	122	12	facial	facial	ADJ
aijes-6960	122	13	recognition	recognition	NOUN
aijes-6960	122	14	,	,	PUNCT
aijes-6960	122	15	the	the	DET
aijes-6960	122	16	modern	modern	ADJ
aijes-6960	122	17	deep	deep	ADJ
aijes-6960	122	18	learning	learning	NOUN
aijes-6960	122	19	models	model	NOUN
aijes-6960	122	20	often	often	ADV
aijes-6960	122	21	integrate	integrate	VERB
aijes-6960	122	22	built	build	VERB
aijes-6960	122	23	-	-	PUNCT
aijes-6960	122	24	in	in	ADP
aijes-6960	122	25	classifiers	classifier	NOUN
aijes-6960	122	26	as	as	ADP
aijes-6960	122	27	part	part	NOUN
aijes-6960	122	28	of	of	ADP
aijes-6960	122	29	their	their	PRON
aijes-6960	122	30	architecture	architecture	NOUN
aijes-6960	122	31	(	(	PUNCT
aijes-6960	122	32	tirana	tirana	ADJ
aijes-6960	122	33	,	,	PUNCT
aijes-6960	122	34	2024	2024	NUM
aijes-6960	122	35	)	)	PUNCT
aijes-6960	122	36	.	.	PUNCT
aijes-6960	123	1	modern	modern	ADJ
aijes-6960	123	2	deep	deep	ADJ
aijes-6960	123	3	learning	learn	VERB
aijes-6960	123	4	computer	computer	NOUN
aijes-6960	123	5	vision	vision	NOUN
aijes-6960	123	6	algorithms	algorithm	VERB
aijes-6960	123	7	deep	deep	ADJ
aijes-6960	123	8	learning	learn	VERB
aijes-6960	123	9	algorithms	algorithm	NOUN
aijes-6960	123	10	have	have	AUX
aijes-6960	123	11	immensely	immensely	ADV
aijes-6960	123	12	changed	change	VERB
aijes-6960	123	13	the	the	DET
aijes-6960	123	14	field	field	NOUN
aijes-6960	123	15	of	of	ADP
aijes-6960	123	16	artificial	artificial	ADJ
aijes-6960	123	17	intelligence	intelligence	NOUN
aijes-6960	123	18	,	,	PUNCT
aijes-6960	123	19	especially	especially	ADV
aijes-6960	123	20	the	the	DET
aijes-6960	123	21	field	field	NOUN
aijes-6960	123	22	of	of	ADP
aijes-6960	123	23	computer	computer	NOUN
aijes-6960	123	24	vision	vision	NOUN
aijes-6960	123	25	.	.	PUNCT
aijes-6960	124	1	by	by	ADP
aijes-6960	124	2	leveraging	leverage	VERB
aijes-6960	124	3	multi	multi	ADJ
aijes-6960	124	4	-	-	ADJ
aijes-6960	124	5	layered	layered	ADJ
aijes-6960	124	6	neural	neural	ADJ
aijes-6960	124	7	networks	network	NOUN
aijes-6960	124	8	,	,	PUNCT
aijes-6960	124	9	these	these	DET
aijes-6960	124	10	algorithms	algorithm	NOUN
aijes-6960	124	11	are	be	AUX
aijes-6960	124	12	exceptional	exceptional	ADJ
aijes-6960	124	13	at	at	ADP
aijes-6960	124	14	finding	find	VERB
aijes-6960	124	15	complicated	complicated	ADJ
aijes-6960	124	16	patterns	pattern	NOUN
aijes-6960	124	17	within	within	ADP
aijes-6960	124	18	large	large	ADJ
aijes-6960	124	19	datasets	dataset	NOUN
aijes-6960	124	20	.	.	PUNCT
aijes-6960	125	1	convolutional	convolutional	ADJ
aijes-6960	125	2	neural	neural	ADJ
aijes-6960	125	3	networks	network	NOUN
aijes-6960	125	4	(	(	PUNCT
aijes-6960	125	5	cnns	cnns	PROPN
aijes-6960	125	6	)	)	PUNCT
aijes-6960	125	7	are	be	AUX
aijes-6960	125	8	in	in	ADP
aijes-6960	125	9	the	the	DET
aijes-6960	125	10	center	center	NOUN
aijes-6960	125	11	of	of	ADP
aijes-6960	125	12	this	this	DET
aijes-6960	125	13	revolution	revolution	NOUN
aijes-6960	125	14	and	and	CCONJ
aijes-6960	125	15	they	they	PRON
aijes-6960	125	16	are	be	AUX
aijes-6960	125	17	great	great	ADJ
aijes-6960	125	18	identifying	identify	VERB
aijes-6960	125	19	features	feature	NOUN
aijes-6960	125	20	in	in	ADP
aijes-6960	125	21	images	image	NOUN
aijes-6960	125	22	,	,	PUNCT
aijes-6960	125	23	including	include	VERB
aijes-6960	125	24	facial	facial	ADJ
aijes-6960	125	25	characteristics	characteristic	NOUN
aijes-6960	125	26	.	.	PUNCT
aijes-6960	126	1	these	these	DET
aijes-6960	126	2	algorithms	algorithm	NOUN
aijes-6960	126	3	automatically	automatically	ADV
aijes-6960	126	4	learn	learn	VERB
aijes-6960	126	5	hierarchical	hierarchical	ADJ
aijes-6960	126	6	representations	representation	NOUN
aijes-6960	126	7	of	of	ADP
aijes-6960	126	8	data	datum	NOUN
aijes-6960	126	9	,	,	PUNCT
aijes-6960	126	10	getting	getting	AUX
aijes-6960	126	11	rid	rid	VERB
aijes-6960	126	12	of	of	ADP
aijes-6960	126	13	the	the	DET
aijes-6960	126	14	need	need	NOUN
aijes-6960	126	15	for	for	ADP
aijes-6960	126	16	manual	manual	ADJ
aijes-6960	126	17	feature	feature	NOUN
aijes-6960	126	18	extraction	extraction	NOUN
aijes-6960	126	19	(	(	PUNCT
aijes-6960	126	20	o’shea	o’shea	PROPN
aijes-6960	126	21	&	&	CCONJ
aijes-6960	126	22	nash	nash	PROPN
aijes-6960	126	23	,	,	PUNCT
aijes-6960	126	24	2015	2015	NUM
aijes-6960	126	25	)	)	PUNCT
aijes-6960	126	26	.	.	PUNCT
aijes-6960	127	1	additionally	additionally	ADV
aijes-6960	127	2	different	different	ADJ
aijes-6960	127	3	techniques	technique	NOUN
aijes-6960	127	4	have	have	AUX
aijes-6960	127	5	been	be	AUX
aijes-6960	127	6	created	create	VERB
aijes-6960	127	7	such	such	ADJ
aijes-6960	127	8	as	as	ADP
aijes-6960	127	9	transfer	transfer	NOUN
aijes-6960	127	10	learning	learning	NOUN
aijes-6960	127	11	which	which	PRON
aijes-6960	127	12	have	have	AUX
aijes-6960	127	13	further	far	ADV
aijes-6960	127	14	enhanced	enhance	VERB
aijes-6960	127	15	their	their	PRON
aijes-6960	127	16	performance	performance	NOUN
aijes-6960	127	17	,	,	PUNCT
aijes-6960	127	18	allowing	allow	VERB
aijes-6960	127	19	pre	pre	ADJ
aijes-6960	127	20	-	-	ADJ
aijes-6960	127	21	trained	train	VERB
aijes-6960	127	22	models	model	NOUN
aijes-6960	127	23	to	to	PART
aijes-6960	127	24	be	be	AUX
aijes-6960	127	25	well	well	ADV
aijes-6960	127	26	-	-	PUNCT
aijes-6960	127	27	tuned	tune	VERB
aijes-6960	127	28	for	for	ADP
aijes-6960	127	29	specific	specific	ADJ
aijes-6960	127	30	applications	application	NOUN
aijes-6960	127	31	.	.	PUNCT
aijes-6960	128	1	this	this	DET
aijes-6960	128	2	chapter	chapter	NOUN
aijes-6960	128	3	will	will	AUX
aijes-6960	128	4	explore	explore	VERB
aijes-6960	128	5	the	the	DET
aijes-6960	128	6	evolution	evolution	NOUN
aijes-6960	128	7	of	of	ADP
aijes-6960	128	8	computer	computer	NOUN
aijes-6960	128	9	vision	vision	NOUN
aijes-6960	128	10	algorithms	algorithm	NOUN
aijes-6960	128	11	,	,	PUNCT
aijes-6960	128	12	focusing	focus	VERB
aijes-6960	128	13	on	on	ADP
aijes-6960	128	14	deep	deep	ADJ
aijes-6960	128	15	learning	learning	NOUN
aijes-6960	128	16	's	's	PART
aijes-6960	128	17	impact	impact	NOUN
aijes-6960	128	18	on	on	ADP
aijes-6960	128	19	facial	facial	ADJ
aijes-6960	128	20	recognition	recognition	NOUN
aijes-6960	128	21	and	and	CCONJ
aijes-6960	128	22	detection	detection	NOUN
aijes-6960	128	23	technology	technology	NOUN
aijes-6960	128	24	.	.	PUNCT
aijes-6960	129	1	we	we	PRON
aijes-6960	129	2	will	will	AUX
aijes-6960	129	3	also	also	ADV
aijes-6960	129	4	compare	compare	VERB
aijes-6960	129	5	the	the	DET
aijes-6960	129	6	differences	difference	NOUN
aijes-6960	129	7	between	between	ADP
aijes-6960	129	8	the	the	DET
aijes-6960	129	9	old	old	ADJ
aijes-6960	129	10	machine	machine	NOUN
aijes-6960	129	11	learning	learn	VERB
aijes-6960	129	12	algorithms	algorithm	NOUN
aijes-6960	129	13	and	and	CCONJ
aijes-6960	129	14	modern	modern	ADJ
aijes-6960	129	15	cutting	cutting	NOUN
aijes-6960	129	16	-	-	PUNCT
aijes-6960	129	17	edge	edge	NOUN
aijes-6960	129	18	cnn	cnn	NOUN
aijes-6960	129	19	-	-	PUNCT
aijes-6960	129	20	utilizing	utilize	VERB
aijes-6960	129	21	algorithms	algorithm	NOUN
aijes-6960	129	22	,	,	PUNCT
aijes-6960	129	23	showcasing	showcase	VERB
aijes-6960	129	24	the	the	DET
aijes-6960	129	25	progress	progress	NOUN
aijes-6960	129	26	made	make	VERB
aijes-6960	129	27	in	in	ADP
aijes-6960	129	28	the	the	DET
aijes-6960	129	29	21st	21st	ADJ
aijes-6960	129	30	century	century	NOUN
aijes-6960	129	31	in	in	ADP
aijes-6960	129	32	the	the	DET
aijes-6960	129	33	field	field	NOUN
aijes-6960	129	34	of	of	ADP
aijes-6960	129	35	computer	computer	NOUN
aijes-6960	129	36	vision	vision	NOUN
aijes-6960	129	37	.	.	PUNCT
aijes-6960	130	1	convolutional	convolutional	ADJ
aijes-6960	130	2	neural	neural	ADJ
aijes-6960	130	3	networks	network	NOUN
aijes-6960	130	4	(	(	PUNCT
aijes-6960	130	5	cnn	cnn	PROPN
aijes-6960	130	6	)	)	PUNCT
aijes-6960	130	7	before	before	SCONJ
aijes-6960	130	8	we	we	PRON
aijes-6960	130	9	get	get	VERB
aijes-6960	130	10	into	into	ADP
aijes-6960	130	11	the	the	DET
aijes-6960	130	12	algorithms	algorithm	NOUN
aijes-6960	130	13	used	use	VERB
aijes-6960	130	14	in	in	ADP
aijes-6960	130	15	the	the	DET
aijes-6960	130	16	modern	modern	ADJ
aijes-6960	130	17	era	era	NOUN
aijes-6960	130	18	,	,	PUNCT
aijes-6960	130	19	first	first	ADV
aijes-6960	130	20	we	we	PRON
aijes-6960	130	21	need	need	VERB
aijes-6960	130	22	to	to	PART
aijes-6960	130	23	understand	understand	VERB
aijes-6960	130	24	how	how	SCONJ
aijes-6960	130	25	convolutional	convolutional	ADJ
aijes-6960	130	26	neural	neural	ADJ
aijes-6960	130	27	networks	network	NOUN
aijes-6960	130	28	(	(	PUNCT
aijes-6960	130	29	cnns	cnns	PROPN
aijes-6960	130	30	)	)	PUNCT
aijes-6960	130	31	are	be	AUX
aijes-6960	130	32	designed	design	VERB
aijes-6960	130	33	and	and	CCONJ
aijes-6960	130	34	how	how	SCONJ
aijes-6960	130	35	they	they	PRON
aijes-6960	130	36	work	work	VERB
aijes-6960	130	37	.	.	PUNCT
aijes-6960	131	1	cnns	cnns	PROPN
aijes-6960	131	2	are	be	AUX
aijes-6960	131	3	at	at	ADP
aijes-6960	131	4	the	the	DET
aijes-6960	131	5	core	core	NOUN
aijes-6960	131	6	of	of	ADP
aijes-6960	131	7	every	every	DET
aijes-6960	131	8	modern	modern	ADJ
aijes-6960	131	9	deep	deep	ADJ
aijes-6960	131	10	learning	learning	NOUN
aijes-6960	131	11	algorithm	algorithm	NOUN
aijes-6960	131	12	’s	’s	PART
aijes-6960	131	13	architecture	architecture	NOUN
aijes-6960	131	14	.	.	PUNCT
aijes-6960	132	1	cnns	cnns	PROPN
aijes-6960	132	2	are	be	AUX
aijes-6960	132	3	the	the	DET
aijes-6960	132	4	extended	extended	ADJ
aijes-6960	132	5	kledia	kledia	PROPN
aijes-6960	132	6	tirana	tirana	PROPN
aijes-6960	132	7	,	,	PUNCT
aijes-6960	132	8	endri	endri	NOUN
aijes-6960	132	9	bejleri	bejleri	VERB
aijes-6960	132	10	327	327	NUM
aijes-6960	132	11	version	version	NOUN
aijes-6960	132	12	of	of	ADP
aijes-6960	132	13	artificial	artificial	ADJ
aijes-6960	132	14	neural	neural	ADJ
aijes-6960	132	15	networks	network	NOUN
aijes-6960	132	16	(	(	PUNCT
aijes-6960	132	17	ann	ann	PROPN
aijes-6960	132	18	)	)	PUNCT
aijes-6960	132	19	which	which	PRON
aijes-6960	132	20	are	be	AUX
aijes-6960	132	21	predominantly	predominantly	ADV
aijes-6960	132	22	used	use	VERB
aijes-6960	132	23	to	to	PART
aijes-6960	132	24	extract	extract	VERB
aijes-6960	132	25	the	the	DET
aijes-6960	132	26	feature	feature	NOUN
aijes-6960	132	27	from	from	ADP
aijes-6960	132	28	the	the	DET
aijes-6960	132	29	grid	grid	NOUN
aijes-6960	132	30	-	-	PUNCT
aijes-6960	132	31	like	like	ADJ
aijes-6960	132	32	matrix	matrix	NOUN
aijes-6960	132	33	dataset	dataset	NOUN
aijes-6960	132	34	.	.	PUNCT
aijes-6960	133	1	convolutional	convolutional	ADJ
aijes-6960	133	2	neural	neural	ADJ
aijes-6960	133	3	network	network	NOUN
aijes-6960	133	4	consists	consist	VERB
aijes-6960	133	5	of	of	ADP
aijes-6960	133	6	multiple	multiple	ADJ
aijes-6960	133	7	layers	layer	NOUN
aijes-6960	133	8	like	like	ADP
aijes-6960	133	9	the	the	DET
aijes-6960	133	10	input	input	NOUN
aijes-6960	133	11	layer	layer	NOUN
aijes-6960	133	12	,	,	PUNCT
aijes-6960	133	13	convolutional	convolutional	ADJ
aijes-6960	133	14	layer	layer	NOUN
aijes-6960	133	15	,	,	PUNCT
aijes-6960	133	16	pooling	pool	VERB
aijes-6960	133	17	layer	layer	NOUN
aijes-6960	133	18	,	,	PUNCT
aijes-6960	133	19	and	and	CCONJ
aijes-6960	133	20	fully	fully	ADV
aijes-6960	133	21	connected	connected	ADJ
aijes-6960	133	22	layers	layer	NOUN
aijes-6960	133	23	(	(	PUNCT
aijes-6960	133	24	o’shea	o’shea	PROPN
aijes-6960	133	25	&	&	CCONJ
aijes-6960	133	26	nash	nash	PROPN
aijes-6960	133	27	,	,	PUNCT
aijes-6960	133	28	2015	2015	NUM
aijes-6960	133	29	)	)	PUNCT
aijes-6960	133	30	.	.	PUNCT
aijes-6960	134	1	input	input	NOUN
aijes-6960	134	2	layer	layer	NOUN
aijes-6960	134	3	:	:	PUNCT
aijes-6960	134	4	the	the	DET
aijes-6960	134	5	first	first	ADJ
aijes-6960	134	6	layer	layer	NOUN
aijes-6960	134	7	of	of	ADP
aijes-6960	134	8	the	the	DET
aijes-6960	134	9	architecture	architecture	NOUN
aijes-6960	134	10	,	,	PUNCT
aijes-6960	134	11	will	will	AUX
aijes-6960	134	12	take	take	VERB
aijes-6960	134	13	the	the	DET
aijes-6960	134	14	raw	raw	ADJ
aijes-6960	134	15	input	input	NOUN
aijes-6960	134	16	,	,	PUNCT
aijes-6960	134	17	prepare	prepare	VERB
aijes-6960	134	18	it	it	PRON
aijes-6960	134	19	for	for	ADP
aijes-6960	134	20	processing	processing	NOUN
aijes-6960	134	21	and	and	CCONJ
aijes-6960	134	22	hold	hold	VERB
aijes-6960	134	23	the	the	DET
aijes-6960	134	24	pixel	pixel	ADJ
aijes-6960	134	25	values	value	NOUN
aijes-6960	134	26	of	of	ADP
aijes-6960	134	27	the	the	DET
aijes-6960	134	28	image	image	NOUN
aijes-6960	134	29	.	.	PUNCT
aijes-6960	135	1	convolutional	convolutional	ADJ
aijes-6960	135	2	layer	layer	NOUN
aijes-6960	135	3	:	:	PUNCT
aijes-6960	135	4	this	this	DET
aijes-6960	135	5	layer	layer	NOUN
aijes-6960	135	6	is	be	AUX
aijes-6960	135	7	key	key	ADJ
aijes-6960	135	8	as	as	SCONJ
aijes-6960	135	9	it	it	PRON
aijes-6960	135	10	performs	perform	VERB
aijes-6960	135	11	feature	feature	NOUN
aijes-6960	135	12	extraction	extraction	NOUN
aijes-6960	135	13	.	.	PUNCT
aijes-6960	136	1	convolutional	convolutional	ADJ
aijes-6960	136	2	layers	layer	NOUN
aijes-6960	136	3	apply	apply	VERB
aijes-6960	136	4	a	a	DET
aijes-6960	136	5	convolution	convolution	NOUN
aijes-6960	136	6	filter	filter	NOUN
aijes-6960	136	7	or	or	CCONJ
aijes-6960	136	8	kernel	kernel	NOUN
aijes-6960	136	9	in	in	ADP
aijes-6960	136	10	which	which	PRON
aijes-6960	136	11	these	these	DET
aijes-6960	136	12	filters	filter	NOUN
aijes-6960	136	13	are	be	AUX
aijes-6960	136	14	responsible	responsible	ADJ
aijes-6960	136	15	for	for	ADP
aijes-6960	136	16	detecting	detect	VERB
aijes-6960	136	17	low	low	ADJ
aijes-6960	136	18	-	-	PUNCT
aijes-6960	136	19	level	level	NOUN
aijes-6960	136	20	features	feature	NOUN
aijes-6960	136	21	like	like	ADP
aijes-6960	136	22	edges	edge	NOUN
aijes-6960	136	23	,	,	PUNCT
aijes-6960	136	24	textures	texture	NOUN
aijes-6960	136	25	,	,	PUNCT
aijes-6960	136	26	or	or	CCONJ
aijes-6960	136	27	gradients	gradient	NOUN
aijes-6960	136	28	,	,	PUNCT
aijes-6960	136	29	which	which	PRON
aijes-6960	136	30	are	be	AUX
aijes-6960	136	31	then	then	ADV
aijes-6960	136	32	combined	combine	VERB
aijes-6960	136	33	into	into	ADP
aijes-6960	136	34	higher	high	ADJ
aijes-6960	136	35	-	-	PUNCT
aijes-6960	136	36	level	level	NOUN
aijes-6960	136	37	features	feature	NOUN
aijes-6960	136	38	in	in	ADP
aijes-6960	136	39	subsequent	subsequent	ADJ
aijes-6960	136	40	layers	layer	NOUN
aijes-6960	136	41	followed	follow	VERB
aijes-6960	136	42	by	by	ADP
aijes-6960	136	43	a	a	DET
aijes-6960	136	44	non	non	ADJ
aijes-6960	136	45	-	-	ADJ
aijes-6960	136	46	linear	linear	ADJ
aijes-6960	136	47	activation	activation	NOUN
aijes-6960	136	48	function	function	NOUN
aijes-6960	136	49	,	,	PUNCT
aijes-6960	136	50	such	such	DET
aijes-6960	136	51	the	the	DET
aijes-6960	136	52	rectified	rectified	ADJ
aijes-6960	136	53	linear	linear	NOUN
aijes-6960	136	54	unit	unit	NOUN
aijes-6960	136	55	(	(	PUNCT
aijes-6960	136	56	relu	relu	NOUN
aijes-6960	136	57	)	)	PUNCT
aijes-6960	136	58	.	.	PUNCT
aijes-6960	137	1	to	to	PART
aijes-6960	137	2	further	far	ADV
aijes-6960	137	3	understand	understand	VERB
aijes-6960	137	4	the	the	DET
aijes-6960	137	5	structure	structure	NOUN
aijes-6960	137	6	,	,	PUNCT
aijes-6960	137	7	we	we	PRON
aijes-6960	137	8	must	must	AUX
aijes-6960	137	9	discuss	discuss	VERB
aijes-6960	137	10	relu	relu	NOUN
aijes-6960	137	11	.	.	PUNCT
aijes-6960	138	1	a	a	DET
aijes-6960	138	2	non	non	ADJ
aijes-6960	138	3	-	-	ADJ
aijes-6960	138	4	linear	linear	ADJ
aijes-6960	138	5	activation	activation	NOUN
aijes-6960	138	6	function	function	NOUN
aijes-6960	138	7	that	that	PRON
aijes-6960	138	8	has	have	VERB
aijes-6960	138	9	a	a	DET
aijes-6960	138	10	simple	simple	ADJ
aijes-6960	138	11	derivative	derivative	NOUN
aijes-6960	138	12	.	.	PUNCT
aijes-6960	139	1	(	(	PUNCT
aijes-6960	139	2	it	it	PRON
aijes-6960	139	3	eradicates	eradicate	VERB
aijes-6960	139	4	negative	negative	ADJ
aijes-6960	139	5	values	value	NOUN
aijes-6960	139	6	and	and	CCONJ
aijes-6960	139	7	only	only	ADV
aijes-6960	139	8	outputs	output	NOUN
aijes-6960	139	9	positive	positive	ADJ
aijes-6960	139	10	values	value	NOUN
aijes-6960	139	11	,	,	PUNCT
aijes-6960	139	12	the	the	DET
aijes-6960	139	13	derivative	derivative	NOUN
aijes-6960	139	14	of	of	ADP
aijes-6960	139	15	relu	relu	NOUN
aijes-6960	139	16	is	be	AUX
aijes-6960	139	17	either	either	CCONJ
aijes-6960	139	18	0	0	NUM
aijes-6960	139	19	or	or	CCONJ
aijes-6960	139	20	1	1	NUM
aijes-6960	139	21	)	)	PUNCT
aijes-6960	139	22	.	.	PUNCT
aijes-6960	140	1	relu	relu	NOUN
aijes-6960	140	2	has	have	AUX
aijes-6960	140	3	become	become	VERB
aijes-6960	140	4	the	the	DET
aijes-6960	140	5	standard	standard	ADJ
aijes-6960	140	6	activation	activation	NOUN
aijes-6960	140	7	function	function	NOUN
aijes-6960	140	8	in	in	ADP
aijes-6960	140	9	modern	modern	ADJ
aijes-6960	140	10	deep	deep	ADJ
aijes-6960	140	11	learning	learning	NOUN
aijes-6960	140	12	networks	network	NOUN
aijes-6960	140	13	because	because	SCONJ
aijes-6960	140	14	it	it	PRON
aijes-6960	140	15	has	have	VERB
aijes-6960	140	16	an	an	DET
aijes-6960	140	17	improved	improve	VERB
aijes-6960	140	18	gradient	gradient	NOUN
aijes-6960	140	19	propagation	propagation	NOUN
aijes-6960	140	20	and	and	CCONJ
aijes-6960	140	21	it	it	PRON
aijes-6960	140	22	helps	help	VERB
aijes-6960	140	23	the	the	DET
aijes-6960	140	24	network	network	NOUN
aijes-6960	140	25	converge	converge	VERB
aijes-6960	140	26	faster	fast	ADV
aijes-6960	140	27	and	and	CCONJ
aijes-6960	140	28	mitigates	mitigate	VERB
aijes-6960	140	29	the	the	DET
aijes-6960	140	30	vanishing	vanish	VERB
aijes-6960	140	31	gradient	gradient	ADJ
aijes-6960	140	32	problem	problem	NOUN
aijes-6960	140	33	(	(	PUNCT
aijes-6960	140	34	agarap	agarap	ADJ
aijes-6960	140	35	,	,	PUNCT
aijes-6960	140	36	2018	2018	NUM
aijes-6960	140	37	)	)	PUNCT
aijes-6960	140	38	.	.	PUNCT
aijes-6960	141	1	pooling	pool	VERB
aijes-6960	141	2	layer	layer	NOUN
aijes-6960	141	3	:	:	PUNCT
aijes-6960	141	4	the	the	DET
aijes-6960	141	5	layer	layer	NOUN
aijes-6960	141	6	will	will	AUX
aijes-6960	141	7	then	then	ADV
aijes-6960	141	8	perform	perform	VERB
aijes-6960	141	9	downsampling	downsample	VERB
aijes-6960	141	10	along	along	ADP
aijes-6960	141	11	the	the	DET
aijes-6960	141	12	spatial	spatial	ADJ
aijes-6960	141	13	dimensionality	dimensionality	NOUN
aijes-6960	141	14	of	of	ADP
aijes-6960	141	15	the	the	DET
aijes-6960	141	16	given	give	VERB
aijes-6960	141	17	input	input	NOUN
aijes-6960	141	18	,	,	PUNCT
aijes-6960	141	19	reducing	reduce	VERB
aijes-6960	141	20	their	their	PRON
aijes-6960	141	21	dimensions	dimension	NOUN
aijes-6960	141	22	while	while	SCONJ
aijes-6960	141	23	retaining	retain	VERB
aijes-6960	141	24	the	the	DET
aijes-6960	141	25	most	most	ADV
aijes-6960	141	26	important	important	ADJ
aijes-6960	141	27	information	information	NOUN
aijes-6960	141	28	.	.	PUNCT
aijes-6960	142	1	fully	fully	ADV
aijes-6960	142	2	connected	connected	ADJ
aijes-6960	142	3	layer	layer	NOUN
aijes-6960	142	4	:	:	PUNCT
aijes-6960	142	5	the	the	DET
aijes-6960	142	6	last	last	ADJ
aijes-6960	142	7	layer	layer	NOUN
aijes-6960	142	8	in	in	ADP
aijes-6960	142	9	the	the	DET
aijes-6960	142	10	architecture	architecture	NOUN
aijes-6960	142	11	,	,	PUNCT
aijes-6960	142	12	connects	connect	VERB
aijes-6960	142	13	every	every	DET
aijes-6960	142	14	neuron	neuron	NOUN
aijes-6960	142	15	in	in	ADP
aijes-6960	142	16	the	the	DET
aijes-6960	142	17	layer	layer	NOUN
aijes-6960	142	18	to	to	ADP
aijes-6960	142	19	every	every	DET
aijes-6960	142	20	neuron	neuron	NOUN
aijes-6960	142	21	in	in	ADP
aijes-6960	142	22	the	the	DET
aijes-6960	142	23	previous	previous	ADJ
aijes-6960	142	24	layer	layer	NOUN
aijes-6960	142	25	(	(	PUNCT
aijes-6960	142	26	han	han	PROPN
aijes-6960	142	27	,	,	PUNCT
aijes-6960	142	28	mao	mao	PROPN
aijes-6960	142	29	,	,	PUNCT
aijes-6960	142	30	&	&	CCONJ
aijes-6960	142	31	dally	dally	ADV
aijes-6960	142	32	,	,	PUNCT
aijes-6960	142	33	2015	2015	NUM
aijes-6960	142	34	)	)	PUNCT
aijes-6960	142	35	.	.	PUNCT
aijes-6960	143	1	it	it	PRON
aijes-6960	143	2	acts	act	VERB
aijes-6960	143	3	as	as	ADP
aijes-6960	143	4	a	a	DET
aijes-6960	143	5	decision	decision	NOUN
aijes-6960	143	6	-	-	PUNCT
aijes-6960	143	7	making	make	VERB
aijes-6960	143	8	layer	layer	NOUN
aijes-6960	143	9	as	as	SCONJ
aijes-6960	143	10	it	it	PRON
aijes-6960	143	11	combines	combine	VERB
aijes-6960	143	12	the	the	DET
aijes-6960	143	13	extracted	extract	VERB
aijes-6960	143	14	features	feature	NOUN
aijes-6960	143	15	into	into	ADP
aijes-6960	143	16	a	a	DET
aijes-6960	143	17	prediction	prediction	NOUN
aijes-6960	143	18	for	for	ADP
aijes-6960	143	19	the	the	DET
aijes-6960	143	20	final	final	ADJ
aijes-6960	143	21	output	output	NOUN
aijes-6960	143	22	(	(	PUNCT
aijes-6960	143	23	taherdoost	taherdoost	ADJ
aijes-6960	143	24	&	&	CCONJ
aijes-6960	143	25	madanchian	madanchian	NOUN
aijes-6960	143	26	,	,	PUNCT
aijes-6960	143	27	2023	2023	NUM
aijes-6960	143	28	)	)	PUNCT
aijes-6960	143	29	.	.	PUNCT
aijes-6960	144	1	when	when	SCONJ
aijes-6960	144	2	these	these	DET
aijes-6960	144	3	layers	layer	NOUN
aijes-6960	144	4	are	be	AUX
aijes-6960	144	5	stacked	stack	VERB
aijes-6960	144	6	,	,	PUNCT
aijes-6960	144	7	a	a	DET
aijes-6960	144	8	cnn	cnn	NOUN
aijes-6960	144	9	architecture	architecture	NOUN
aijes-6960	144	10	is	be	AUX
aijes-6960	144	11	formed	form	VERB
aijes-6960	144	12	(	(	PUNCT
aijes-6960	144	13	o’shea	o’shea	PROPN
aijes-6960	144	14	&	&	CCONJ
aijes-6960	144	15	nash	nash	PROPN
aijes-6960	144	16	,	,	PUNCT
aijes-6960	144	17	2015	2015	NUM
aijes-6960	144	18	)	)	PUNCT
aijes-6960	144	19	.	.	PUNCT
aijes-6960	145	1	modern	modern	ADJ
aijes-6960	145	2	face	face	NOUN
aijes-6960	145	3	detection	detection	NOUN
aijes-6960	145	4	algorithms	algorithm	NOUN
aijes-6960	145	5	,	,	PUNCT
aijes-6960	145	6	one	one	NUM
aijes-6960	145	7	stage	stage	NOUN
aijes-6960	145	8	vs	vs	ADP
aijes-6960	145	9	two	two	NUM
aijes-6960	145	10	stage	stage	NOUN
aijes-6960	145	11	detection	detection	NOUN
aijes-6960	145	12	models	model	NOUN
aijes-6960	145	13	modern	modern	ADJ
aijes-6960	145	14	face	face	NOUN
aijes-6960	145	15	detection	detection	NOUN
aijes-6960	145	16	algorithms	algorithm	NOUN
aijes-6960	145	17	are	be	AUX
aijes-6960	145	18	split	split	VERB
aijes-6960	145	19	into	into	ADP
aijes-6960	145	20	two	two	NUM
aijes-6960	145	21	categories	category	NOUN
aijes-6960	145	22	:	:	PUNCT
aijes-6960	145	23	one	one	NUM
aijes-6960	145	24	stage	stage	NOUN
aijes-6960	145	25	and	and	CCONJ
aijes-6960	145	26	two	two	NUM
aijes-6960	145	27	stage	stage	NOUN
aijes-6960	145	28	detection	detection	NOUN
aijes-6960	145	29	models	model	NOUN
aijes-6960	145	30	.	.	PUNCT
aijes-6960	146	1	one	one	NUM
aijes-6960	146	2	stage	stage	NOUN
aijes-6960	146	3	detection	detection	NOUN
aijes-6960	146	4	models	model	NOUN
aijes-6960	146	5	:	:	PUNCT
aijes-6960	146	6	object	object	VERB
aijes-6960	146	7	classification	classification	NOUN
aijes-6960	146	8	and	and	CCONJ
aijes-6960	146	9	bounding	bounding	NOUN
aijes-6960	146	10	-	-	PUNCT
aijes-6960	146	11	box	box	NOUN
aijes-6960	146	12	regression	regression	NOUN
aijes-6960	146	13	are	be	AUX
aijes-6960	146	14	done	do	VERB
aijes-6960	146	15	without	without	ADP
aijes-6960	146	16	using	use	VERB
aijes-6960	146	17	pre	pre	ADJ
aijes-6960	146	18	-	-	ADJ
aijes-6960	146	19	generated	generated	ADJ
aijes-6960	146	20	region	region	NOUN
aijes-6960	146	21	proposals	proposal	NOUN
aijes-6960	146	22	(	(	PUNCT
aijes-6960	146	23	candidate	candidate	NOUN
aijes-6960	146	24	object	object	VERB
aijes-6960	146	25	bounding	bounding	NOUN
aijes-6960	146	26	-	-	PUNCT
aijes-6960	146	27	boxes	box	NOUN
aijes-6960	146	28	)	)	PUNCT
aijes-6960	146	29	(	(	PUNCT
aijes-6960	146	30	redmon	redmon	PROPN
aijes-6960	146	31	,	,	PUNCT
aijes-6960	146	32	2016	2016	NUM
aijes-6960	146	33	)	)	PUNCT
aijes-6960	146	34	.	.	PUNCT
aijes-6960	147	1	two	two	NUM
aijes-6960	147	2	stage	stage	NOUN
aijes-6960	147	3	detection	detection	NOUN
aijes-6960	147	4	models	model	NOUN
aijes-6960	147	5	:	:	PUNCT
aijes-6960	147	6	contrary	contrary	ADJ
aijes-6960	147	7	to	to	ADP
aijes-6960	147	8	one	one	NUM
aijes-6960	147	9	stage	stage	NOUN
aijes-6960	147	10	detection	detection	NOUN
aijes-6960	147	11	models	model	NOUN
aijes-6960	147	12	,	,	PUNCT
aijes-6960	147	13	two	two	NUM
aijes-6960	147	14	stage	stage	NOUN
aijes-6960	147	15	detection	detection	NOUN
aijes-6960	147	16	models	model	NOUN
aijes-6960	147	17	utilize	utilize	VERB
aijes-6960	147	18	two	two	NUM
aijes-6960	147	19	steps	step	NOUN
aijes-6960	147	20	,	,	PUNCT
aijes-6960	147	21	generation	generation	NOUN
aijes-6960	147	22	of	of	ADP
aijes-6960	147	23	region	region	NOUN
aijes-6960	147	24	proposals	proposal	NOUN
aijes-6960	147	25	either	either	CCONJ
aijes-6960	147	26	by	by	ADP
aijes-6960	147	27	selective	selective	ADJ
aijes-6960	147	28	search	search	NOUN
aijes-6960	147	29	or	or	CCONJ
aijes-6960	147	30	region	region	NOUN
aijes-6960	147	31	proposal	proposal	NOUN
aijes-6960	147	32	network	network	NOUN
aijes-6960	147	33	(	(	PUNCT
aijes-6960	147	34	rpn	rpn	PROPN
aijes-6960	147	35	)	)	PUNCT
aijes-6960	147	36	and	and	CCONJ
aijes-6960	147	37	then	then	ADV
aijes-6960	147	38	object	object	VERB
aijes-6960	147	39	classification	classification	NOUN
aijes-6960	147	40	is	be	AUX
aijes-6960	147	41	done	do	VERB
aijes-6960	147	42	for	for	ADP
aijes-6960	147	43	each	each	DET
aijes-6960	147	44	region	region	NOUN
aijes-6960	147	45	proposal	proposal	NOUN
aijes-6960	147	46	.	.	PUNCT
aijes-6960	148	1	two	two	NUM
aijes-6960	148	2	stage	stage	NOUN
aijes-6960	148	3	detection	detection	NOUN
aijes-6960	148	4	models	model	NOUN
aijes-6960	148	5	are	be	AUX
aijes-6960	148	6	more	more	ADV
aijes-6960	148	7	accurate	accurate	ADJ
aijes-6960	148	8	but	but	CCONJ
aijes-6960	148	9	require	require	VERB
aijes-6960	148	10	more	more	ADJ
aijes-6960	148	11	computing	computing	NOUN
aijes-6960	148	12	power	power	NOUN
aijes-6960	148	13	and	and	CCONJ
aijes-6960	148	14	are	be	AUX
aijes-6960	148	15	quite	quite	ADV
aijes-6960	148	16	slower	slow	ADJ
aijes-6960	148	17	than	than	ADP
aijes-6960	148	18	their	their	PRON
aijes-6960	148	19	counterpart	counterpart	NOUN
aijes-6960	148	20	(	(	PUNCT
aijes-6960	148	21	ren	ren	PROPN
aijes-6960	148	22	,	,	PUNCT
aijes-6960	148	23	2015	2015	NUM
aijes-6960	148	24	)	)	PUNCT
aijes-6960	148	25	.	.	PUNCT
aijes-6960	149	1	we	we	PRON
aijes-6960	149	2	will	will	AUX
aijes-6960	149	3	cover	cover	VERB
aijes-6960	149	4	one	one	NUM
aijes-6960	149	5	state	state	NOUN
aijes-6960	149	6	-	-	PUNCT
aijes-6960	149	7	of	of	ADP
aijes-6960	149	8	-	-	PUNCT
aijes-6960	149	9	the	the	DET
aijes-6960	149	10	-	-	PUNCT
aijes-6960	149	11	art	art	NOUN
aijes-6960	149	12	algorithm	algorithm	NOUN
aijes-6960	149	13	for	for	ADP
aijes-6960	149	14	each	each	PRON
aijes-6960	149	15	of	of	ADP
aijes-6960	149	16	these	these	PRON
aijes-6960	149	17	,	,	PUNCT
aijes-6960	149	18	respectively	respectively	ADV
aijes-6960	149	19	:	:	PUNCT
aijes-6960	149	20	yolo	yolo	INTJ
aijes-6960	149	21	(	(	PUNCT
aijes-6960	149	22	you	you	PRON
aijes-6960	149	23	only	only	ADV
aijes-6960	149	24	look	look	VERB
aijes-6960	149	25	once	once	ADV
aijes-6960	149	26	)	)	PUNCT
aijes-6960	149	27	and	and	CCONJ
aijes-6960	149	28	faster	fast	ADJ
aijes-6960	149	29	r	r	X
aijes-6960	149	30	-	-	PUNCT
aijes-6960	149	31	cnn	cnn	NOUN
aijes-6960	149	32	.	.	PUNCT
aijes-6960	150	1	yolo	yolo	PROPN
aijes-6960	150	2	(	(	PUNCT
aijes-6960	150	3	you	you	PRON
aijes-6960	150	4	only	only	ADV
aijes-6960	150	5	look	look	VERB
aijes-6960	150	6	once	once	ADV
aijes-6960	150	7	)	)	PUNCT
aijes-6960	150	8	yolo	yolo	PROPN
aijes-6960	150	9	is	be	AUX
aijes-6960	150	10	a	a	DET
aijes-6960	150	11	very	very	ADV
aijes-6960	150	12	fast	fast	ADJ
aijes-6960	150	13	,	,	PUNCT
aijes-6960	150	14	accurate	accurate	ADJ
aijes-6960	150	15	object	object	NOUN
aijes-6960	150	16	detector	detector	NOUN
aijes-6960	150	17	,	,	PUNCT
aijes-6960	150	18	making	make	VERB
aijes-6960	150	19	it	it	PRON
aijes-6960	150	20	ideal	ideal	ADJ
aijes-6960	150	21	for	for	ADP
aijes-6960	150	22	computer	computer	NOUN
aijes-6960	150	23	vision	vision	NOUN
aijes-6960	150	24	applications	application	NOUN
aijes-6960	150	25	.	.	PUNCT
aijes-6960	151	1	as	as	ADP
aijes-6960	151	2	a	a	DET
aijes-6960	151	3	one	one	NUM
aijes-6960	151	4	stage	stage	NOUN
aijes-6960	151	5	detection	detection	NOUN
aijes-6960	151	6	model	model	NOUN
aijes-6960	151	7	,	,	PUNCT
aijes-6960	151	8	it	it	PRON
aijes-6960	151	9	is	be	AUX
aijes-6960	151	10	an	an	DET
aijes-6960	151	11	approach	approach	NOUN
aijes-6960	151	12	of	of	ADP
aijes-6960	151	13	object	object	NOUN
aijes-6960	151	14	detection	detection	NOUN
aijes-6960	151	15	that	that	PRON
aijes-6960	151	16	simplifies	simplify	VERB
aijes-6960	151	17	the	the	DET
aijes-6960	151	18	process	process	NOUN
aijes-6960	151	19	by	by	ADP
aijes-6960	151	20	treating	treat	VERB
aijes-6960	151	21	it	it	PRON
aijes-6960	151	22	as	as	ADP
aijes-6960	151	23	a	a	DET
aijes-6960	151	24	single	single	ADJ
aijes-6960	151	25	regression	regression	NOUN
aijes-6960	151	26	problem	problem	NOUN
aijes-6960	151	27	rather	rather	ADV
aijes-6960	151	28	than	than	ADP
aijes-6960	151	29	a	a	DET
aijes-6960	151	30	traditional	traditional	NOUN
aijes-6960	151	31	from	from	ADP
aijes-6960	151	32	origins	origin	NOUN
aijes-6960	151	33	to	to	ADP
aijes-6960	151	34	innovations	innovation	NOUN
aijes-6960	151	35	:	:	PUNCT
aijes-6960	151	36	ai	ai	VERB
aijes-6960	151	37	's	's	PART
aijes-6960	151	38	role	role	NOUN
aijes-6960	151	39	and	and	CCONJ
aijes-6960	151	40	the	the	DET
aijes-6960	151	41	cost	cost	NOUN
aijes-6960	151	42	impact	impact	NOUN
aijes-6960	151	43	on	on	ADP
aijes-6960	151	44	computer	computer	NOUN
aijes-6960	151	45	vision	vision	NOUN
aijes-6960	151	46	328	328	NUM
aijes-6960	151	47	classification	classification	NOUN
aijes-6960	151	48	task	task	NOUN
aijes-6960	151	49	and	and	CCONJ
aijes-6960	151	50	unlike	unlike	ADP
aijes-6960	151	51	many	many	ADJ
aijes-6960	151	52	other	other	ADJ
aijes-6960	151	53	detectors	detector	NOUN
aijes-6960	151	54	that	that	PRON
aijes-6960	151	55	focus	focus	VERB
aijes-6960	151	56	on	on	ADP
aijes-6960	151	57	region	region	NOUN
aijes-6960	151	58	proposals	proposal	NOUN
aijes-6960	151	59	,	,	PUNCT
aijes-6960	151	60	yolo	yolo	ADJ
aijes-6960	151	61	performs	perform	VERB
aijes-6960	151	62	detection	detection	NOUN
aijes-6960	151	63	in	in	ADP
aijes-6960	151	64	one	one	NUM
aijes-6960	151	65	step	step	NOUN
aijes-6960	151	66	,	,	PUNCT
aijes-6960	151	67	predicting	predict	VERB
aijes-6960	151	68	both	both	CCONJ
aijes-6960	151	69	the	the	DET
aijes-6960	151	70	class	class	NOUN
aijes-6960	151	71	and	and	CCONJ
aijes-6960	151	72	location	location	NOUN
aijes-6960	151	73	of	of	ADP
aijes-6960	151	74	objects	object	NOUN
aijes-6960	151	75	in	in	ADP
aijes-6960	151	76	an	an	DET
aijes-6960	151	77	image	image	NOUN
aijes-6960	151	78	simultaneously	simultaneously	ADV
aijes-6960	151	79	hence	hence	ADV
aijes-6960	151	80	the	the	DET
aijes-6960	151	81	name	name	NOUN
aijes-6960	151	82	you	you	PRON
aijes-6960	151	83	only	only	ADV
aijes-6960	151	84	look	look	VERB
aijes-6960	151	85	once	once	ADV
aijes-6960	151	86	.	.	PUNCT
aijes-6960	152	1	the	the	DET
aijes-6960	152	2	core	core	NOUN
aijes-6960	152	3	concept	concept	NOUN
aijes-6960	152	4	behind	behind	ADP
aijes-6960	152	5	yolo	yolo	PROPN
aijes-6960	152	6	is	be	AUX
aijes-6960	152	7	its	its	PRON
aijes-6960	152	8	efficiency	efficiency	NOUN
aijes-6960	152	9	:	:	PUNCT
aijes-6960	152	10	it	it	PRON
aijes-6960	152	11	looks	look	VERB
aijes-6960	152	12	at	at	ADP
aijes-6960	152	13	the	the	DET
aijes-6960	152	14	image	image	NOUN
aijes-6960	152	15	only	only	ADV
aijes-6960	152	16	once	once	ADV
aijes-6960	152	17	to	to	PART
aijes-6960	152	18	detect	detect	VERB
aijes-6960	152	19	what	what	PRON
aijes-6960	152	20	objects	object	NOUN
aijes-6960	152	21	are	be	AUX
aijes-6960	152	22	present	present	ADJ
aijes-6960	152	23	and	and	CCONJ
aijes-6960	152	24	where	where	SCONJ
aijes-6960	152	25	they	they	PRON
aijes-6960	152	26	are	be	AUX
aijes-6960	152	27	located	locate	VERB
aijes-6960	152	28	(	(	PUNCT
aijes-6960	152	29	redmon	redmon	PROPN
aijes-6960	152	30	,	,	PUNCT
aijes-6960	152	31	2016	2016	NUM
aijes-6960	152	32	)	)	PUNCT
aijes-6960	152	33	.	.	PUNCT
aijes-6960	153	1	yolo	yolo	PROPN
aijes-6960	153	2	’s	’s	PART
aijes-6960	153	3	architecture	architecture	NOUN
aijes-6960	153	4	is	be	AUX
aijes-6960	153	5	composed	compose	VERB
aijes-6960	153	6	of	of	ADP
aijes-6960	153	7	24	24	NUM
aijes-6960	153	8	convolutional	convolutional	ADJ
aijes-6960	153	9	layers	layer	NOUN
aijes-6960	153	10	followed	follow	VERB
aijes-6960	153	11	by	by	ADP
aijes-6960	153	12	2	2	NUM
aijes-6960	153	13	fully	fully	ADV
aijes-6960	153	14	connected	connected	ADJ
aijes-6960	153	15	layers	layer	NOUN
aijes-6960	153	16	.	.	PUNCT
aijes-6960	154	1	convolutional	convolutional	ADJ
aijes-6960	154	2	layers	layer	NOUN
aijes-6960	154	3	are	be	AUX
aijes-6960	154	4	responsible	responsible	ADJ
aijes-6960	154	5	for	for	ADP
aijes-6960	154	6	feature	feature	NOUN
aijes-6960	154	7	extraction	extraction	NOUN
aijes-6960	154	8	,	,	PUNCT
aijes-6960	154	9	while	while	SCONJ
aijes-6960	154	10	the	the	DET
aijes-6960	154	11	fully	fully	ADV
aijes-6960	154	12	connected	connected	ADJ
aijes-6960	154	13	layers	layer	NOUN
aijes-6960	154	14	handle	handle	VERB
aijes-6960	154	15	the	the	DET
aijes-6960	154	16	final	final	ADJ
aijes-6960	154	17	predictions	prediction	NOUN
aijes-6960	154	18	.	.	PUNCT
aijes-6960	155	1	the	the	DET
aijes-6960	155	2	way	way	NOUN
aijes-6960	155	3	yolo	yolo	ADJ
aijes-6960	155	4	works	work	NOUN
aijes-6960	155	5	is	be	AUX
aijes-6960	155	6	as	as	ADV
aijes-6960	155	7	follow	follow	VERB
aijes-6960	155	8	:	:	PUNCT
aijes-6960	155	9	the	the	DET
aijes-6960	155	10	system	system	NOUN
aijes-6960	155	11	splits	split	VERB
aijes-6960	155	12	the	the	DET
aijes-6960	155	13	image	image	NOUN
aijes-6960	155	14	into	into	ADP
aijes-6960	155	15	a	a	DET
aijes-6960	155	16	grid	grid	NOUN
aijes-6960	155	17	of	of	ADP
aijes-6960	155	18	cells	cell	NOUN
aijes-6960	155	19	,	,	PUNCT
aijes-6960	155	20	with	with	ADP
aijes-6960	155	21	each	each	DET
aijes-6960	155	22	cell	cell	NOUN
aijes-6960	155	23	predicting	predict	VERB
aijes-6960	155	24	b	b	NOUN
aijes-6960	155	25	bounding	bounding	NOUN
aijes-6960	155	26	boxes	box	NOUN
aijes-6960	155	27	and	and	CCONJ
aijes-6960	155	28	confidence	confidence	NOUN
aijes-6960	155	29	scores	score	NOUN
aijes-6960	155	30	for	for	ADP
aijes-6960	155	31	those	those	DET
aijes-6960	155	32	boxes	box	NOUN
aijes-6960	155	33	.	.	PUNCT
aijes-6960	156	1	the	the	DET
aijes-6960	156	2	confidence	confidence	NOUN
aijes-6960	156	3	score	score	NOUN
aijes-6960	156	4	reflects	reflect	VERB
aijes-6960	156	5	both	both	PRON
aijes-6960	156	6	the	the	DET
aijes-6960	156	7	probability	probability	NOUN
aijes-6960	156	8	that	that	SCONJ
aijes-6960	156	9	the	the	DET
aijes-6960	156	10	box	box	NOUN
aijes-6960	156	11	contains	contain	VERB
aijes-6960	156	12	an	an	DET
aijes-6960	156	13	object	object	NOUN
aijes-6960	156	14	and	and	CCONJ
aijes-6960	156	15	the	the	DET
aijes-6960	156	16	accuracy	accuracy	NOUN
aijes-6960	156	17	of	of	ADP
aijes-6960	156	18	the	the	DET
aijes-6960	156	19	predicted	predict	VERB
aijes-6960	156	20	box	box	NOUN
aijes-6960	156	21	.	.	PUNCT
aijes-6960	157	1	each	each	DET
aijes-6960	157	2	grid	grid	NOUN
aijes-6960	157	3	cell	cell	NOUN
aijes-6960	157	4	in	in	ADP
aijes-6960	157	5	yolo	yolo	ADJ
aijes-6960	157	6	predicts	predict	NOUN
aijes-6960	157	7	c	c	ADP
aijes-6960	157	8	conditional	conditional	ADJ
aijes-6960	157	9	class	class	NOUN
aijes-6960	157	10	probabilities	probability	NOUN
aijes-6960	157	11	,	,	PUNCT
aijes-6960	157	12	generating	generate	VERB
aijes-6960	157	13	a	a	DET
aijes-6960	157	14	single	single	ADJ
aijes-6960	157	15	set	set	NOUN
aijes-6960	157	16	of	of	ADP
aijes-6960	157	17	class	class	NOUN
aijes-6960	157	18	probabilities	probability	NOUN
aijes-6960	157	19	per	per	ADP
aijes-6960	157	20	grid	grid	NOUN
aijes-6960	157	21	cell	cell	NOUN
aijes-6960	157	22	,	,	PUNCT
aijes-6960	157	23	regardless	regardless	ADV
aijes-6960	157	24	of	of	ADP
aijes-6960	157	25	the	the	DET
aijes-6960	157	26	number	number	NOUN
aijes-6960	157	27	of	of	ADP
aijes-6960	157	28	predicted	predict	VERB
aijes-6960	157	29	bounding	bounding	NOUN
aijes-6960	157	30	boxes	box	NOUN
aijes-6960	157	31	b.	b.	NOUN
aijes-6960	157	32	during	during	ADP
aijes-6960	157	33	the	the	DET
aijes-6960	157	34	testing	testing	NOUN
aijes-6960	157	35	phase	phase	NOUN
aijes-6960	157	36	,	,	PUNCT
aijes-6960	157	37	these	these	DET
aijes-6960	157	38	class	class	NOUN
aijes-6960	157	39	probabilities	probability	NOUN
aijes-6960	157	40	are	be	AUX
aijes-6960	157	41	multiplied	multiply	VERB
aijes-6960	157	42	by	by	ADP
aijes-6960	157	43	the	the	DET
aijes-6960	157	44	individual	individual	PROPN
aijes-6960	157	45	box	box	PROPN
aijes-6960	157	46	confidence	confidence	NOUN
aijes-6960	157	47	scores	score	NOUN
aijes-6960	157	48	,	,	PUNCT
aijes-6960	157	49	resulting	result	VERB
aijes-6960	157	50	in	in	ADP
aijes-6960	157	51	class	class	NOUN
aijes-6960	157	52	-	-	PUNCT
aijes-6960	157	53	specific	specific	ADJ
aijes-6960	157	54	confidence	confidence	NOUN
aijes-6960	157	55	values	value	NOUN
aijes-6960	157	56	for	for	ADP
aijes-6960	157	57	each	each	DET
aijes-6960	157	58	bounding	bounding	NOUN
aijes-6960	157	59	box	box	NOUN
aijes-6960	157	60	.	.	PUNCT
aijes-6960	158	1	these	these	DET
aijes-6960	158	2	scores	score	NOUN
aijes-6960	158	3	indicate	indicate	VERB
aijes-6960	158	4	represent	represent	VERB
aijes-6960	158	5	the	the	DET
aijes-6960	158	6	likelihood	likelihood	NOUN
aijes-6960	158	7	that	that	SCONJ
aijes-6960	158	8	the	the	DET
aijes-6960	158	9	object	object	NOUN
aijes-6960	158	10	in	in	ADP
aijes-6960	158	11	the	the	DET
aijes-6960	158	12	cell	cell	NOUN
aijes-6960	158	13	belongs	belong	VERB
aijes-6960	158	14	to	to	ADP
aijes-6960	158	15	a	a	DET
aijes-6960	158	16	specific	specific	ADJ
aijes-6960	158	17	class	class	NOUN
aijes-6960	158	18	,	,	PUNCT
aijes-6960	158	19	assuming	assume	VERB
aijes-6960	158	20	an	an	DET
aijes-6960	158	21	object	object	NOUN
aijes-6960	158	22	exists	exist	VERB
aijes-6960	158	23	and	and	CCONJ
aijes-6960	158	24	how	how	SCONJ
aijes-6960	158	25	the	the	DET
aijes-6960	158	26	box	box	NOUN
aijes-6960	158	27	fits	fit	VERB
aijes-6960	158	28	the	the	DET
aijes-6960	158	29	object	object	NOUN
aijes-6960	158	30	.	.	PUNCT
aijes-6960	159	1	the	the	DET
aijes-6960	159	2	algorithm	algorithm	NOUN
aijes-6960	159	3	also	also	ADV
aijes-6960	159	4	uses	use	VERB
aijes-6960	159	5	the	the	DET
aijes-6960	159	6	intersection	intersection	NOUN
aijes-6960	159	7	over	over	ADP
aijes-6960	159	8	union	union	NOUN
aijes-6960	159	9	(	(	PUNCT
aijes-6960	159	10	iou	iou	NOUN
aijes-6960	159	11	)	)	PUNCT
aijes-6960	159	12	metric	metric	NOUN
aijes-6960	159	13	to	to	PART
aijes-6960	159	14	assess	assess	VERB
aijes-6960	159	15	the	the	DET
aijes-6960	159	16	accuracy	accuracy	NOUN
aijes-6960	159	17	of	of	ADP
aijes-6960	159	18	bounding	bound	VERB
aijes-6960	159	19	box	box	NOUN
aijes-6960	159	20	predictions	prediction	NOUN
aijes-6960	159	21	.	.	PUNCT
aijes-6960	160	1	by	by	ADP
aijes-6960	160	2	default	default	NOUN
aijes-6960	160	3	,	,	PUNCT
aijes-6960	160	4	an	an	DET
aijes-6960	160	5	iou	iou	NOUN
aijes-6960	160	6	threshold	threshold	NOUN
aijes-6960	160	7	of	of	ADP
aijes-6960	160	8	0.5	0.5	NUM
aijes-6960	160	9	is	be	AUX
aijes-6960	160	10	used	use	VERB
aijes-6960	160	11	,	,	PUNCT
aijes-6960	160	12	which	which	PRON
aijes-6960	160	13	can	can	AUX
aijes-6960	160	14	be	be	AUX
aijes-6960	160	15	adjusted	adjust	VERB
aijes-6960	160	16	to	to	PART
aijes-6960	160	17	control	control	VERB
aijes-6960	160	18	false	false	ADJ
aijes-6960	160	19	positives	positive	NOUN
aijes-6960	160	20	and	and	CCONJ
aijes-6960	160	21	false	false	ADJ
aijes-6960	160	22	negatives	negative	NOUN
aijes-6960	160	23	.	.	PUNCT
aijes-6960	161	1	a	a	DET
aijes-6960	161	2	higher	high	ADJ
aijes-6960	161	3	iou	iou	NOUN
aijes-6960	161	4	threshold	threshold	NOUN
aijes-6960	161	5	reduces	reduce	VERB
aijes-6960	161	6	false	false	ADJ
aijes-6960	161	7	positives	positive	NOUN
aijes-6960	161	8	but	but	CCONJ
aijes-6960	161	9	may	may	AUX
aijes-6960	161	10	increase	increase	VERB
aijes-6960	161	11	false	false	ADJ
aijes-6960	161	12	negatives	negative	NOUN
aijes-6960	161	13	,	,	PUNCT
aijes-6960	161	14	as	as	SCONJ
aijes-6960	161	15	only	only	ADV
aijes-6960	161	16	boxes	box	NOUN
aijes-6960	161	17	with	with	ADP
aijes-6960	161	18	an	an	DET
aijes-6960	161	19	iou	iou	NOUN
aijes-6960	161	20	greater	great	ADJ
aijes-6960	161	21	than	than	ADP
aijes-6960	161	22	the	the	DET
aijes-6960	161	23	threshold	threshold	NOUN
aijes-6960	161	24	are	be	AUX
aijes-6960	161	25	considered	consider	VERB
aijes-6960	161	26	valid	valid	ADJ
aijes-6960	161	27	detections	detection	NOUN
aijes-6960	161	28	.	.	PUNCT
aijes-6960	162	1	the	the	DET
aijes-6960	162	2	output	output	NOUN
aijes-6960	162	3	is	be	AUX
aijes-6960	162	4	then	then	ADV
aijes-6960	162	5	encoded	encode	VERB
aijes-6960	162	6	as	as	ADP
aijes-6960	162	7	an	an	DET
aijes-6960	162	8	s	s	NOUN
aijes-6960	162	9	×	×	NOUN
aijes-6960	162	10	s	s	PART
aijes-6960	162	11	×	×	NOUN
aijes-6960	162	12	(	(	PUNCT
aijes-6960	162	13	b	b	NOUN
aijes-6960	162	14	∗	∗	NOUN
aijes-6960	162	15	5	5	NUM
aijes-6960	162	16	+	+	CCONJ
aijes-6960	162	17	c	c	X
aijes-6960	162	18	)	)	PUNCT
aijes-6960	162	19	tensor	tensor	NOUN
aijes-6960	162	20	,	,	PUNCT
aijes-6960	162	21	where	where	SCONJ
aijes-6960	162	22	s	s	AUX
aijes-6960	162	23	×	×	NOUN
aijes-6960	162	24	s	s	VERB
aijes-6960	162	25	are	be	AUX
aijes-6960	162	26	the	the	DET
aijes-6960	162	27	grid	grid	NOUN
aijes-6960	162	28	dimensions	dimension	NOUN
aijes-6960	162	29	,	,	PUNCT
aijes-6960	162	30	b	b	PROPN
aijes-6960	162	31	is	be	AUX
aijes-6960	162	32	the	the	DET
aijes-6960	162	33	number	number	NOUN
aijes-6960	162	34	bounding	bounding	NOUN
aijes-6960	162	35	boxes	box	NOUN
aijes-6960	162	36	,	,	PUNCT
aijes-6960	162	37	5	5	NUM
aijes-6960	162	38	represents	represent	VERB
aijes-6960	162	39	the	the	DET
aijes-6960	162	40	4	4	NUM
aijes-6960	162	41	coordinate	coordinate	NOUN
aijes-6960	162	42	values	value	NOUN
aijes-6960	162	43	for	for	ADP
aijes-6960	162	44	each	each	DET
aijes-6960	162	45	bounding	bounding	NOUN
aijes-6960	162	46	box	box	NOUN
aijes-6960	162	47	+	+	CCONJ
aijes-6960	162	48	1	1	NUM
aijes-6960	162	49	confidence	confidence	NOUN
aijes-6960	162	50	score	score	NOUN
aijes-6960	162	51	and	and	CCONJ
aijes-6960	162	52	c	c	NOUN
aijes-6960	162	53	stands	stand	VERB
aijes-6960	162	54	for	for	ADP
aijes-6960	162	55	the	the	DET
aijes-6960	162	56	number	number	NOUN
aijes-6960	162	57	of	of	ADP
aijes-6960	162	58	classes	class	NOUN
aijes-6960	162	59	.	.	PUNCT
aijes-6960	163	1	a	a	DET
aijes-6960	163	2	key	key	ADJ
aijes-6960	163	3	component	component	NOUN
aijes-6960	163	4	of	of	ADP
aijes-6960	163	5	yolo	yolo	NOUN
aijes-6960	163	6	is	be	AUX
aijes-6960	163	7	non	non	ADJ
aijes-6960	163	8	-	-	ADJ
aijes-6960	163	9	maximum	maximum	ADJ
aijes-6960	163	10	suppression	suppression	NOUN
aijes-6960	163	11	(	(	PUNCT
aijes-6960	163	12	nms	nms	NOUN
aijes-6960	163	13	)	)	PUNCT
aijes-6960	163	14	,	,	PUNCT
aijes-6960	163	15	which	which	PRON
aijes-6960	163	16	ensures	ensure	VERB
aijes-6960	163	17	that	that	SCONJ
aijes-6960	163	18	each	each	DET
aijes-6960	163	19	object	object	NOUN
aijes-6960	163	20	is	be	AUX
aijes-6960	163	21	detected	detect	VERB
aijes-6960	163	22	only	only	ADV
aijes-6960	163	23	once	once	ADV
aijes-6960	163	24	,	,	PUNCT
aijes-6960	163	25	even	even	ADV
aijes-6960	163	26	if	if	SCONJ
aijes-6960	163	27	multiple	multiple	ADJ
aijes-6960	163	28	bounding	bounding	NOUN
aijes-6960	163	29	boxes	box	NOUN
aijes-6960	163	30	are	be	AUX
aijes-6960	163	31	predicted	predict	VERB
aijes-6960	163	32	for	for	ADP
aijes-6960	163	33	the	the	DET
aijes-6960	163	34	same	same	ADJ
aijes-6960	163	35	object	object	NOUN
aijes-6960	163	36	.	.	PUNCT
aijes-6960	164	1	nms	nms	NOUN
aijes-6960	164	2	keeps	keep	VERB
aijes-6960	164	3	only	only	ADV
aijes-6960	164	4	the	the	DET
aijes-6960	164	5	bounding	bounding	NOUN
aijes-6960	164	6	box	box	NOUN
aijes-6960	164	7	with	with	ADP
aijes-6960	164	8	the	the	DET
aijes-6960	164	9	highest	high	ADJ
aijes-6960	164	10	confidence	confidence	NOUN
aijes-6960	164	11	score	score	NOUN
aijes-6960	164	12	for	for	ADP
aijes-6960	164	13	each	each	DET
aijes-6960	164	14	object	object	NOUN
aijes-6960	164	15	and	and	CCONJ
aijes-6960	164	16	removes	remove	VERB
aijes-6960	164	17	the	the	DET
aijes-6960	164	18	others	other	NOUN
aijes-6960	164	19	.	.	PUNCT
aijes-6960	165	1	after	after	ADP
aijes-6960	165	2	nms	nms	PROPN
aijes-6960	165	3	,	,	PUNCT
aijes-6960	165	4	yolo	yolo	PROPN
aijes-6960	165	5	outputs	output	VERB
aijes-6960	165	6	the	the	DET
aijes-6960	165	7	final	final	ADJ
aijes-6960	165	8	set	set	NOUN
aijes-6960	165	9	of	of	ADP
aijes-6960	165	10	bounding	bounding	NOUN
aijes-6960	165	11	boxes	box	NOUN
aijes-6960	165	12	,	,	PUNCT
aijes-6960	165	13	each	each	PRON
aijes-6960	165	14	associated	associate	VERB
aijes-6960	165	15	with	with	ADP
aijes-6960	165	16	a	a	DET
aijes-6960	165	17	class	class	NOUN
aijes-6960	165	18	label	label	NOUN
aijes-6960	165	19	and	and	CCONJ
aijes-6960	165	20	a	a	DET
aijes-6960	165	21	confidence	confidence	NOUN
aijes-6960	165	22	score	score	NOUN
aijes-6960	165	23	showing	show	VERB
aijes-6960	165	24	the	the	DET
aijes-6960	165	25	probability	probability	NOUN
aijes-6960	165	26	of	of	ADP
aijes-6960	165	27	the	the	DET
aijes-6960	165	28	class	class	NOUN
aijes-6960	165	29	and	and	CCONJ
aijes-6960	165	30	how	how	SCONJ
aijes-6960	165	31	well	well	ADV
aijes-6960	165	32	the	the	DET
aijes-6960	165	33	bounding	bounding	NOUN
aijes-6960	165	34	box	box	NOUN
aijes-6960	165	35	fits	fit	VERB
aijes-6960	165	36	the	the	DET
aijes-6960	165	37	object	object	NOUN
aijes-6960	165	38	.	.	PUNCT
aijes-6960	166	1	as	as	SCONJ
aijes-6960	166	2	yolo	yolo	NOUN
aijes-6960	166	3	processes	process	VERB
aijes-6960	166	4	each	each	DET
aijes-6960	166	5	image	image	NOUN
aijes-6960	166	6	in	in	ADP
aijes-6960	166	7	a	a	DET
aijes-6960	166	8	single	single	ADJ
aijes-6960	166	9	pass	pass	NOUN
aijes-6960	166	10	,	,	PUNCT
aijes-6960	166	11	it	it	PRON
aijes-6960	166	12	is	be	AUX
aijes-6960	166	13	very	very	ADV
aijes-6960	166	14	fast	fast	ADJ
aijes-6960	166	15	(	(	PUNCT
aijes-6960	166	16	yolo	yolo	ADJ
aijes-6960	166	17	processes	process	VERB
aijes-6960	166	18	images	image	NOUN
aijes-6960	166	19	in	in	ADP
aijes-6960	166	20	real	real	ADJ
aijes-6960	166	21	-	-	PUNCT
aijes-6960	166	22	time	time	NOUN
aijes-6960	166	23	at	at	ADP
aijes-6960	166	24	45	45	NUM
aijes-6960	166	25	frames	frame	NOUN
aijes-6960	166	26	per	per	ADP
aijes-6960	166	27	second	second	NOUN
aijes-6960	166	28	)	)	PUNCT
aijes-6960	166	29	,	,	PUNCT
aijes-6960	166	30	does	do	AUX
aijes-6960	166	31	n’t	not	PART
aijes-6960	166	32	require	require	VERB
aijes-6960	166	33	the	the	DET
aijes-6960	166	34	highest	high	ADJ
aijes-6960	166	35	computational	computational	ADJ
aijes-6960	166	36	power	power	NOUN
aijes-6960	166	37	but	but	CCONJ
aijes-6960	166	38	may	may	AUX
aijes-6960	166	39	lose	lose	VERB
aijes-6960	166	40	in	in	ADP
aijes-6960	166	41	accuracy	accuracy	NOUN
aijes-6960	166	42	,	,	PUNCT
aijes-6960	166	43	especially	especially	ADV
aijes-6960	166	44	when	when	SCONJ
aijes-6960	166	45	detecting	detect	VERB
aijes-6960	166	46	small	small	ADJ
aijes-6960	166	47	objects	object	NOUN
aijes-6960	166	48	in	in	ADP
aijes-6960	166	49	the	the	DET
aijes-6960	166	50	image	image	NOUN
aijes-6960	166	51	compared	compare	VERB
aijes-6960	166	52	to	to	ADP
aijes-6960	166	53	two	two	NUM
aijes-6960	166	54	stage	stage	NOUN
aijes-6960	166	55	detection	detection	NOUN
aijes-6960	166	56	models	model	NOUN
aijes-6960	166	57	such	such	ADJ
aijes-6960	166	58	as	as	ADP
aijes-6960	166	59	r	r	NOUN
aijes-6960	166	60	-	-	PUNCT
aijes-6960	166	61	cnn	cnn	NOUN
aijes-6960	166	62	which	which	PRON
aijes-6960	166	63	we	we	PRON
aijes-6960	166	64	will	will	AUX
aijes-6960	166	65	be	be	AUX
aijes-6960	166	66	covering	cover	VERB
aijes-6960	166	67	next	next	ADV
aijes-6960	166	68	.	.	PUNCT
aijes-6960	167	1	yolo	yolo	PROPN
aijes-6960	167	2	has	have	AUX
aijes-6960	167	3	been	be	AUX
aijes-6960	167	4	significantly	significantly	ADV
aijes-6960	167	5	improved	improve	VERB
aijes-6960	167	6	since	since	SCONJ
aijes-6960	167	7	release	release	NOUN
aijes-6960	167	8	,	,	PUNCT
aijes-6960	167	9	with	with	ADP
aijes-6960	167	10	each	each	DET
aijes-6960	167	11	variation	variation	NOUN
aijes-6960	167	12	improving	improve	VERB
aijes-6960	167	13	the	the	DET
aijes-6960	167	14	issues	issue	NOUN
aijes-6960	167	15	of	of	ADP
aijes-6960	167	16	the	the	DET
aijes-6960	167	17	latter	latter	ADJ
aijes-6960	167	18	,	,	PUNCT
aijes-6960	167	19	up	up	ADP
aijes-6960	167	20	to	to	ADP
aijes-6960	167	21	version	version	NOUN
aijes-6960	167	22	yolov9	yolov9	NOUN
aijes-6960	167	23	which	which	PRON
aijes-6960	167	24	is	be	AUX
aijes-6960	167	25	the	the	DET
aijes-6960	167	26	latest	late	ADJ
aijes-6960	167	27	release	release	NOUN
aijes-6960	167	28	.	.	PUNCT
aijes-6960	168	1	r	r	X
aijes-6960	168	2	-	-	PUNCT
aijes-6960	168	3	cnn	cnn	NOUN
aijes-6960	168	4	r	r	PROPN
aijes-6960	168	5	-	-	PUNCT
aijes-6960	168	6	cnn	cnn	PROPN
aijes-6960	168	7	is	be	AUX
aijes-6960	168	8	a	a	DET
aijes-6960	168	9	two	two	NUM
aijes-6960	168	10	-	-	PUNCT
aijes-6960	168	11	stage	stage	NOUN
aijes-6960	168	12	detection	detection	NOUN
aijes-6960	168	13	model	model	NOUN
aijes-6960	168	14	which	which	PRON
aijes-6960	168	15	operates	operate	VERB
aijes-6960	168	16	by	by	ADP
aijes-6960	168	17	first	first	ADJ
aijes-6960	168	18	generating	generate	VERB
aijes-6960	168	19	potential	potential	ADJ
aijes-6960	168	20	object	object	NOUN
aijes-6960	168	21	proposals	proposal	NOUN
aijes-6960	168	22	and	and	CCONJ
aijes-6960	168	23	then	then	ADV
aijes-6960	168	24	classifying	classify	VERB
aijes-6960	168	25	each	each	DET
aijes-6960	168	26	proposal	proposal	NOUN
aijes-6960	168	27	in	in	ADP
aijes-6960	168	28	the	the	DET
aijes-6960	168	29	second	second	ADJ
aijes-6960	168	30	stage	stage	NOUN
aijes-6960	168	31	.	.	PUNCT
aijes-6960	169	1	unlike	unlike	ADP
aijes-6960	169	2	one	one	NUM
aijes-6960	169	3	-	-	PUNCT
aijes-6960	169	4	stage	stage	NOUN
aijes-6960	169	5	models	model	NOUN
aijes-6960	169	6	like	like	ADP
aijes-6960	169	7	yolo	yolo	NOUN
aijes-6960	169	8	,	,	PUNCT
aijes-6960	169	9	r	r	X
aijes-6960	169	10	-	-	PUNCT
aijes-6960	169	11	cnn	cnn	PROPN
aijes-6960	169	12	takes	take	VERB
aijes-6960	169	13	a	a	DET
aijes-6960	169	14	more	more	ADV
aijes-6960	169	15	methodical	methodical	ADJ
aijes-6960	169	16	approach	approach	NOUN
aijes-6960	169	17	by	by	ADP
aijes-6960	169	18	dividing	divide	VERB
aijes-6960	169	19	the	the	DET
aijes-6960	169	20	process	process	NOUN
aijes-6960	169	21	into	into	ADP
aijes-6960	169	22	two	two	NUM
aijes-6960	169	23	steps	step	NOUN
aijes-6960	169	24	,	,	PUNCT
aijes-6960	169	25	which	which	PRON
aijes-6960	169	26	contributes	contribute	VERB
aijes-6960	169	27	to	to	ADP
aijes-6960	169	28	its	its	PRON
aijes-6960	169	29	higher	high	ADJ
aijes-6960	169	30	accuracy	accuracy	NOUN
aijes-6960	169	31	,	,	PUNCT
aijes-6960	169	32	especially	especially	ADV
aijes-6960	169	33	in	in	ADP
aijes-6960	169	34	complex	complex	ADJ
aijes-6960	169	35	scenarios	scenario	NOUN
aijes-6960	169	36	(	(	PUNCT
aijes-6960	169	37	girshick	girshick	ADJ
aijes-6960	169	38	,	,	PUNCT
aijes-6960	169	39	2014	2014	NUM
aijes-6960	169	40	)	)	PUNCT
aijes-6960	169	41	.	.	PUNCT
aijes-6960	170	1	kledia	kledia	PROPN
aijes-6960	170	2	tirana	tirana	PROPN
aijes-6960	170	3	,	,	PUNCT
aijes-6960	170	4	endri	endri	NOUN
aijes-6960	170	5	bejleri	bejleri	NOUN
aijes-6960	170	6	329	329	NUM
aijes-6960	170	7	r	r	X
aijes-6960	170	8	-	-	PUNCT
aijes-6960	170	9	cnn	cnn	PROPN
aijes-6960	170	10	's	's	PART
aijes-6960	170	11	architecture	architecture	NOUN
aijes-6960	170	12	begins	begin	VERB
aijes-6960	170	13	with	with	ADP
aijes-6960	170	14	a	a	DET
aijes-6960	170	15	region	region	NOUN
aijes-6960	170	16	proposal	proposal	NOUN
aijes-6960	170	17	step	step	NOUN
aijes-6960	170	18	,	,	PUNCT
aijes-6960	170	19	where	where	SCONJ
aijes-6960	170	20	potential	potential	ADJ
aijes-6960	170	21	object	object	NOUN
aijes-6960	170	22	regions	region	NOUN
aijes-6960	170	23	are	be	AUX
aijes-6960	170	24	identified	identify	VERB
aijes-6960	170	25	using	use	VERB
aijes-6960	170	26	selective	selective	ADJ
aijes-6960	170	27	search	search	NOUN
aijes-6960	170	28	.	.	PUNCT
aijes-6960	171	1	selective	selective	ADJ
aijes-6960	171	2	search	search	NOUN
aijes-6960	171	3	generates	generate	VERB
aijes-6960	171	4	a	a	DET
aijes-6960	171	5	set	set	NOUN
aijes-6960	171	6	of	of	ADP
aijes-6960	171	7	candidate	candidate	NOUN
aijes-6960	171	8	object	object	NOUN
aijes-6960	171	9	regions	region	NOUN
aijes-6960	171	10	(	(	PUNCT
aijes-6960	171	11	bounding	bounding	NOUN
aijes-6960	171	12	boxes	box	NOUN
aijes-6960	171	13	)	)	PUNCT
aijes-6960	171	14	by	by	ADP
aijes-6960	171	15	grouping	group	VERB
aijes-6960	171	16	similar	similar	ADJ
aijes-6960	171	17	regions	region	NOUN
aijes-6960	171	18	from	from	ADP
aijes-6960	171	19	the	the	DET
aijes-6960	171	20	image	image	NOUN
aijes-6960	171	21	.	.	PUNCT
aijes-6960	172	1	in	in	ADP
aijes-6960	172	2	the	the	DET
aijes-6960	172	3	second	second	ADJ
aijes-6960	172	4	stage	stage	NOUN
aijes-6960	172	5	,	,	PUNCT
aijes-6960	172	6	each	each	PRON
aijes-6960	172	7	of	of	ADP
aijes-6960	172	8	these	these	DET
aijes-6960	172	9	proposed	propose	VERB
aijes-6960	172	10	regions	region	NOUN
aijes-6960	172	11	is	be	AUX
aijes-6960	172	12	then	then	ADV
aijes-6960	172	13	passed	pass	VERB
aijes-6960	172	14	through	through	ADP
aijes-6960	172	15	a	a	DET
aijes-6960	172	16	convolutional	convolutional	ADJ
aijes-6960	172	17	neural	neural	ADJ
aijes-6960	172	18	network	network	NOUN
aijes-6960	172	19	(	(	PUNCT
aijes-6960	172	20	cnn	cnn	PROPN
aijes-6960	172	21	)	)	PUNCT
aijes-6960	172	22	,	,	PUNCT
aijes-6960	172	23	which	which	PRON
aijes-6960	172	24	extracts	extract	VERB
aijes-6960	172	25	features	feature	VERB
aijes-6960	172	26	for	for	ADP
aijes-6960	172	27	classification	classification	NOUN
aijes-6960	172	28	and	and	CCONJ
aijes-6960	172	29	bounding	bound	VERB
aijes-6960	172	30	box	box	NOUN
aijes-6960	172	31	regression	regression	NOUN
aijes-6960	172	32	.	.	PUNCT
aijes-6960	173	1	the	the	DET
aijes-6960	173	2	network	network	NOUN
aijes-6960	173	3	uses	use	VERB
aijes-6960	173	4	cnn	cnn	PROPN
aijes-6960	173	5	features	feature	NOUN
aijes-6960	173	6	to	to	PART
aijes-6960	173	7	perform	perform	VERB
aijes-6960	173	8	a	a	DET
aijes-6960	173	9	classification	classification	NOUN
aijes-6960	173	10	task	task	NOUN
aijes-6960	173	11	where	where	SCONJ
aijes-6960	173	12	each	each	DET
aijes-6960	173	13	region	region	NOUN
aijes-6960	173	14	proposal	proposal	NOUN
aijes-6960	173	15	is	be	AUX
aijes-6960	173	16	classified	classify	VERB
aijes-6960	173	17	into	into	ADP
aijes-6960	173	18	one	one	NUM
aijes-6960	173	19	of	of	ADP
aijes-6960	173	20	the	the	DET
aijes-6960	173	21	predefined	predefine	VERB
aijes-6960	173	22	object	object	NOUN
aijes-6960	173	23	categories	category	NOUN
aijes-6960	173	24	or	or	CCONJ
aijes-6960	173	25	marked	mark	VERB
aijes-6960	173	26	as	as	ADP
aijes-6960	173	27	background	background	NOUN
aijes-6960	173	28	.	.	PUNCT
aijes-6960	174	1	additionally	additionally	ADV
aijes-6960	174	2	,	,	PUNCT
aijes-6960	174	3	the	the	DET
aijes-6960	174	4	algorithm	algorithm	NOUN
aijes-6960	174	5	predicts	predict	VERB
aijes-6960	174	6	bounding	bound	VERB
aijes-6960	174	7	box	box	NOUN
aijes-6960	174	8	corrections	correction	NOUN
aijes-6960	174	9	to	to	PART
aijes-6960	174	10	improve	improve	VERB
aijes-6960	174	11	the	the	DET
aijes-6960	174	12	accuracy	accuracy	NOUN
aijes-6960	174	13	of	of	ADP
aijes-6960	174	14	the	the	DET
aijes-6960	174	15	initial	initial	ADJ
aijes-6960	174	16	proposals	proposal	NOUN
aijes-6960	174	17	.	.	PUNCT
aijes-6960	175	1	this	this	DET
aijes-6960	175	2	two	two	NUM
aijes-6960	175	3	-	-	PUNCT
aijes-6960	175	4	step	step	NOUN
aijes-6960	175	5	approach	approach	NOUN
aijes-6960	175	6	ensures	ensure	VERB
aijes-6960	175	7	that	that	SCONJ
aijes-6960	175	8	r	r	X
aijes-6960	175	9	-	-	PUNCT
aijes-6960	175	10	cnn	cnn	PROPN
aijes-6960	175	11	can	can	AUX
aijes-6960	175	12	focus	focus	VERB
aijes-6960	175	13	on	on	ADP
aijes-6960	175	14	the	the	DET
aijes-6960	175	15	most	most	ADV
aijes-6960	175	16	likely	likely	ADJ
aijes-6960	175	17	object	object	NOUN
aijes-6960	175	18	areas	area	NOUN
aijes-6960	175	19	,	,	PUNCT
aijes-6960	175	20	leading	lead	VERB
aijes-6960	175	21	to	to	ADP
aijes-6960	175	22	more	more	ADV
aijes-6960	175	23	accurate	accurate	ADJ
aijes-6960	175	24	predictions	prediction	NOUN
aijes-6960	175	25	compared	compare	VERB
aijes-6960	175	26	to	to	ADP
aijes-6960	175	27	one	one	NUM
aijes-6960	175	28	-	-	PUNCT
aijes-6960	175	29	stage	stage	NOUN
aijes-6960	175	30	models	model	NOUN
aijes-6960	175	31	like	like	ADP
aijes-6960	175	32	yolo	yolo	PROPN
aijes-6960	175	33	.	.	PUNCT
aijes-6960	176	1	while	while	SCONJ
aijes-6960	176	2	r	r	NOUN
aijes-6960	176	3	-	-	PUNCT
aijes-6960	176	4	cnn	cnn	PROPN
aijes-6960	176	5	achieves	achieve	VERB
aijes-6960	176	6	high	high	ADJ
aijes-6960	176	7	accuracy	accuracy	NOUN
aijes-6960	176	8	,	,	PUNCT
aijes-6960	176	9	especially	especially	ADV
aijes-6960	176	10	in	in	ADP
aijes-6960	176	11	detecting	detect	VERB
aijes-6960	176	12	objects	object	NOUN
aijes-6960	176	13	of	of	ADP
aijes-6960	176	14	various	various	ADJ
aijes-6960	176	15	sizes	size	NOUN
aijes-6960	176	16	and	and	CCONJ
aijes-6960	176	17	complexities	complexity	NOUN
aijes-6960	176	18	,	,	PUNCT
aijes-6960	176	19	its	its	PRON
aijes-6960	176	20	main	main	ADJ
aijes-6960	176	21	drawback	drawback	NOUN
aijes-6960	176	22	is	be	AUX
aijes-6960	176	23	slowness	slowness	NOUN
aijes-6960	176	24	and	and	CCONJ
aijes-6960	176	25	its	its	PRON
aijes-6960	176	26	very	very	ADV
aijes-6960	176	27	high	high	ADJ
aijes-6960	176	28	computing	computing	NOUN
aijes-6960	176	29	power	power	NOUN
aijes-6960	176	30	cost	cost	NOUN
aijes-6960	176	31	.	.	PUNCT
aijes-6960	177	1	this	this	PRON
aijes-6960	177	2	is	be	AUX
aijes-6960	177	3	due	due	ADJ
aijes-6960	177	4	to	to	ADP
aijes-6960	177	5	the	the	DET
aijes-6960	177	6	fact	fact	NOUN
aijes-6960	177	7	that	that	SCONJ
aijes-6960	177	8	r	r	X
aijes-6960	177	9	-	-	PUNCT
aijes-6960	177	10	cnn	cnn	PROPN
aijes-6960	177	11	requires	require	VERB
aijes-6960	177	12	the	the	DET
aijes-6960	177	13	cnn	cnn	PROPN
aijes-6960	177	14	to	to	PART
aijes-6960	177	15	process	process	VERB
aijes-6960	177	16	each	each	DET
aijes-6960	177	17	individual	individual	ADJ
aijes-6960	177	18	region	region	NOUN
aijes-6960	177	19	proposal	proposal	NOUN
aijes-6960	177	20	separately	separately	ADV
aijes-6960	177	21	,	,	PUNCT
aijes-6960	177	22	which	which	PRON
aijes-6960	177	23	is	be	AUX
aijes-6960	177	24	computationally	computationally	ADV
aijes-6960	177	25	expensive	expensive	ADJ
aijes-6960	177	26	and	and	CCONJ
aijes-6960	177	27	time	time	NOUN
aijes-6960	177	28	-	-	PUNCT
aijes-6960	177	29	consuming	consume	VERB
aijes-6960	177	30	(	(	PUNCT
aijes-6960	177	31	liu	liu	PROPN
aijes-6960	177	32	,	,	PUNCT
aijes-6960	177	33	hu	hu	PROPN
aijes-6960	177	34	,	,	PUNCT
aijes-6960	177	35	weng	weng	PROPN
aijes-6960	177	36	,	,	PUNCT
aijes-6960	177	37	&	&	CCONJ
aijes-6960	177	38	yang	yang	PROPN
aijes-6960	177	39	,	,	PUNCT
aijes-6960	177	40	2017	2017	NUM
aijes-6960	177	41	)	)	PUNCT
aijes-6960	177	42	.	.	PUNCT
aijes-6960	178	1	for	for	ADP
aijes-6960	178	2	every	every	DET
aijes-6960	178	3	image	image	NOUN
aijes-6960	178	4	,	,	PUNCT
aijes-6960	178	5	hundreds	hundred	NOUN
aijes-6960	178	6	or	or	CCONJ
aijes-6960	178	7	thousands	thousand	NOUN
aijes-6960	178	8	of	of	ADP
aijes-6960	178	9	proposals	proposal	NOUN
aijes-6960	178	10	are	be	AUX
aijes-6960	178	11	generated	generate	VERB
aijes-6960	178	12	,	,	PUNCT
aijes-6960	178	13	and	and	CCONJ
aijes-6960	178	14	each	each	DET
aijes-6960	178	15	one	one	NOUN
aijes-6960	178	16	is	be	AUX
aijes-6960	178	17	forwarded	forward	VERB
aijes-6960	178	18	through	through	ADP
aijes-6960	178	19	the	the	DET
aijes-6960	178	20	cnn	cnn	PROPN
aijes-6960	178	21	for	for	ADP
aijes-6960	178	22	feature	feature	NOUN
aijes-6960	178	23	extraction	extraction	NOUN
aijes-6960	178	24	,	,	PUNCT
aijes-6960	178	25	followed	follow	VERB
aijes-6960	178	26	by	by	ADP
aijes-6960	178	27	classification	classification	NOUN
aijes-6960	178	28	.	.	PUNCT
aijes-6960	179	1	this	this	DET
aijes-6960	179	2	multiplestep	multiplestep	NOUN
aijes-6960	179	3	process	process	NOUN
aijes-6960	179	4	makes	make	VERB
aijes-6960	179	5	r	r	NOUN
aijes-6960	179	6	-	-	PUNCT
aijes-6960	179	7	cnn	cnn	NOUN
aijes-6960	179	8	much	much	ADV
aijes-6960	179	9	slower	slow	ADJ
aijes-6960	179	10	than	than	ADP
aijes-6960	179	11	single	single	ADJ
aijes-6960	179	12	-	-	PUNCT
aijes-6960	179	13	shot	shot	NOUN
aijes-6960	179	14	detectors	detector	NOUN
aijes-6960	179	15	like	like	ADP
aijes-6960	179	16	yolo	yolo	PROPN
aijes-6960	179	17	.	.	PUNCT
aijes-6960	180	1	to	to	PART
aijes-6960	180	2	improve	improve	VERB
aijes-6960	180	3	efficiency	efficiency	NOUN
aijes-6960	180	4	,	,	PUNCT
aijes-6960	180	5	fast	fast	ADJ
aijes-6960	180	6	r	r	NOUN
aijes-6960	180	7	-	-	PUNCT
aijes-6960	180	8	cnn	cnn	PROPN
aijes-6960	180	9	was	be	AUX
aijes-6960	180	10	introduced	introduce	VERB
aijes-6960	180	11	,	,	PUNCT
aijes-6960	180	12	which	which	PRON
aijes-6960	180	13	shares	share	VERB
aijes-6960	180	14	convolutional	convolutional	ADJ
aijes-6960	180	15	features	feature	NOUN
aijes-6960	180	16	across	across	ADP
aijes-6960	180	17	all	all	DET
aijes-6960	180	18	region	region	NOUN
aijes-6960	180	19	proposals	proposal	NOUN
aijes-6960	180	20	to	to	PART
aijes-6960	180	21	reduce	reduce	VERB
aijes-6960	180	22	redundant	redundant	ADJ
aijes-6960	180	23	computations	computation	NOUN
aijes-6960	180	24	,	,	PUNCT
aijes-6960	180	25	but	but	CCONJ
aijes-6960	180	26	it	it	PRON
aijes-6960	180	27	still	still	ADV
aijes-6960	180	28	maintains	maintain	VERB
aijes-6960	180	29	the	the	DET
aijes-6960	180	30	two	two	NUM
aijes-6960	180	31	-	-	PUNCT
aijes-6960	180	32	stage	stage	NOUN
aijes-6960	180	33	approach	approach	NOUN
aijes-6960	180	34	.	.	PUNCT
aijes-6960	181	1	further	further	ADJ
aijes-6960	181	2	optimization	optimization	NOUN
aijes-6960	181	3	led	lead	VERB
aijes-6960	181	4	to	to	ADP
aijes-6960	181	5	faster	fast	ADJ
aijes-6960	181	6	r	r	NOUN
aijes-6960	181	7	-	-	PUNCT
aijes-6960	181	8	cnn	cnn	PROPN
aijes-6960	181	9	,	,	PUNCT
aijes-6960	181	10	which	which	PRON
aijes-6960	181	11	integrated	integrate	VERB
aijes-6960	181	12	region	region	NOUN
aijes-6960	181	13	proposal	proposal	NOUN
aijes-6960	181	14	networks	network	NOUN
aijes-6960	181	15	(	(	PUNCT
aijes-6960	181	16	rpn	rpn	PROPN
aijes-6960	181	17	)	)	PUNCT
aijes-6960	181	18	into	into	ADP
aijes-6960	181	19	the	the	DET
aijes-6960	181	20	pipeline	pipeline	NOUN
aijes-6960	181	21	,	,	PUNCT
aijes-6960	181	22	eliminating	eliminate	VERB
aijes-6960	181	23	the	the	DET
aijes-6960	181	24	need	need	NOUN
aijes-6960	181	25	for	for	ADP
aijes-6960	181	26	selective	selective	ADJ
aijes-6960	181	27	search	search	NOUN
aijes-6960	181	28	and	and	CCONJ
aijes-6960	181	29	improving	improve	VERB
aijes-6960	181	30	both	both	CCONJ
aijes-6960	181	31	speed	speed	NOUN
aijes-6960	181	32	and	and	CCONJ
aijes-6960	181	33	accuracy	accuracy	NOUN
aijes-6960	181	34	.	.	PUNCT
aijes-6960	182	1	r	r	X
aijes-6960	182	2	-	-	PUNCT
aijes-6960	182	3	cnn	cnn	PROPN
aijes-6960	182	4	is	be	AUX
aijes-6960	182	5	effective	effective	ADJ
aijes-6960	182	6	in	in	ADP
aijes-6960	182	7	detecting	detect	VERB
aijes-6960	182	8	objects	object	NOUN
aijes-6960	182	9	in	in	ADP
aijes-6960	182	10	a	a	DET
aijes-6960	182	11	wide	wide	ADJ
aijes-6960	182	12	range	range	NOUN
aijes-6960	182	13	of	of	ADP
aijes-6960	182	14	images	image	NOUN
aijes-6960	182	15	,	,	PUNCT
aijes-6960	182	16	but	but	CCONJ
aijes-6960	182	17	its	its	PRON
aijes-6960	182	18	two	two	NUM
aijes-6960	182	19	-	-	PUNCT
aijes-6960	182	20	stage	stage	NOUN
aijes-6960	182	21	process	process	NOUN
aijes-6960	182	22	makes	make	VERB
aijes-6960	182	23	it	it	PRON
aijes-6960	182	24	more	more	ADV
aijes-6960	182	25	suited	suited	ADJ
aijes-6960	182	26	for	for	ADP
aijes-6960	182	27	tasks	task	NOUN
aijes-6960	182	28	where	where	SCONJ
aijes-6960	182	29	accuracy	accuracy	NOUN
aijes-6960	182	30	is	be	AUX
aijes-6960	182	31	prioritized	prioritize	VERB
aijes-6960	182	32	over	over	ADP
aijes-6960	182	33	real	real	ADJ
aijes-6960	182	34	-	-	PUNCT
aijes-6960	182	35	time	time	NOUN
aijes-6960	182	36	speed	speed	NOUN
aijes-6960	182	37	,	,	PUNCT
aijes-6960	182	38	such	such	ADJ
aijes-6960	182	39	as	as	ADP
aijes-6960	182	40	in	in	ADP
aijes-6960	182	41	applications	application	NOUN
aijes-6960	182	42	where	where	SCONJ
aijes-6960	182	43	detection	detection	NOUN
aijes-6960	182	44	quality	quality	NOUN
aijes-6960	182	45	is	be	AUX
aijes-6960	182	46	critical	critical	ADJ
aijes-6960	182	47	,	,	PUNCT
aijes-6960	182	48	and	and	CCONJ
aijes-6960	182	49	computational	computational	ADJ
aijes-6960	182	50	resources	resource	NOUN
aijes-6960	182	51	are	be	AUX
aijes-6960	182	52	available	available	ADJ
aijes-6960	182	53	.	.	PUNCT
aijes-6960	183	1	in	in	ADP
aijes-6960	183	2	summary	summary	NOUN
aijes-6960	183	3	,	,	PUNCT
aijes-6960	183	4	r	r	PROPN
aijes-6960	183	5	-	-	PUNCT
aijes-6960	183	6	cnn	cnn	PROPN
aijes-6960	183	7	's	's	PART
aijes-6960	183	8	two	two	NUM
aijes-6960	183	9	-	-	PUNCT
aijes-6960	183	10	stage	stage	NOUN
aijes-6960	183	11	approach	approach	NOUN
aijes-6960	183	12	allows	allow	VERB
aijes-6960	183	13	it	it	PRON
aijes-6960	183	14	to	to	PART
aijes-6960	183	15	achieve	achieve	VERB
aijes-6960	183	16	high	high	ADJ
aijes-6960	183	17	accuracy	accuracy	NOUN
aijes-6960	183	18	by	by	ADP
aijes-6960	183	19	focusing	focus	VERB
aijes-6960	183	20	on	on	ADP
aijes-6960	183	21	region	region	NOUN
aijes-6960	183	22	proposals	proposal	NOUN
aijes-6960	183	23	and	and	CCONJ
aijes-6960	183	24	using	use	VERB
aijes-6960	183	25	a	a	DET
aijes-6960	183	26	cnn	cnn	NOUN
aijes-6960	183	27	for	for	ADP
aijes-6960	183	28	classification	classification	NOUN
aijes-6960	183	29	and	and	CCONJ
aijes-6960	183	30	bounding	bound	VERB
aijes-6960	183	31	box	box	NOUN
aijes-6960	183	32	regression	regression	NOUN
aijes-6960	183	33	.	.	PUNCT
aijes-6960	184	1	however	however	ADV
aijes-6960	184	2	,	,	PUNCT
aijes-6960	184	3	the	the	DET
aijes-6960	184	4	method	method	NOUN
aijes-6960	184	5	is	be	AUX
aijes-6960	184	6	slower	slow	ADJ
aijes-6960	184	7	and	and	CCONJ
aijes-6960	184	8	require	require	VERB
aijes-6960	184	9	more	more	ADJ
aijes-6960	184	10	computation	computation	NOUN
aijes-6960	184	11	power	power	NOUN
aijes-6960	184	12	compared	compare	VERB
aijes-6960	184	13	to	to	ADP
aijes-6960	184	14	single	single	ADJ
aijes-6960	184	15	-	-	PUNCT
aijes-6960	184	16	shot	shot	NOUN
aijes-6960	184	17	detectors	detector	NOUN
aijes-6960	184	18	like	like	ADP
aijes-6960	184	19	yolo	yolo	NOUN
aijes-6960	184	20	,	,	PUNCT
aijes-6960	184	21	making	make	VERB
aijes-6960	184	22	it	it	PRON
aijes-6960	184	23	less	less	ADV
aijes-6960	184	24	suitable	suitable	ADJ
aijes-6960	184	25	for	for	ADP
aijes-6960	184	26	real	real	ADJ
aijes-6960	184	27	-	-	PUNCT
aijes-6960	184	28	time	time	NOUN
aijes-6960	184	29	applications	application	NOUN
aijes-6960	184	30	.	.	PUNCT
aijes-6960	185	1	despite	despite	SCONJ
aijes-6960	185	2	this	this	PRON
aijes-6960	185	3	,	,	PUNCT
aijes-6960	185	4	r	r	X
aijes-6960	185	5	-	-	PUNCT
aijes-6960	185	6	cnn	cnn	PROPN
aijes-6960	185	7	and	and	CCONJ
aijes-6960	185	8	its	its	PRON
aijes-6960	185	9	improved	improved	ADJ
aijes-6960	185	10	versions	version	NOUN
aijes-6960	185	11	(	(	PUNCT
aijes-6960	185	12	fast	fast	ADJ
aijes-6960	185	13	r	r	NOUN
aijes-6960	185	14	-	-	PUNCT
aijes-6960	185	15	cnn	cnn	PROPN
aijes-6960	185	16	and	and	CCONJ
aijes-6960	185	17	faster	fast	ADJ
aijes-6960	185	18	r	r	NOUN
aijes-6960	185	19	-	-	PUNCT
aijes-6960	185	20	cnn	cnn	NOUN
aijes-6960	185	21	)	)	PUNCT
aijes-6960	185	22	remain	remain	VERB
aijes-6960	185	23	vital	vital	ADJ
aijes-6960	185	24	in	in	ADP
aijes-6960	185	25	the	the	DET
aijes-6960	185	26	evolution	evolution	NOUN
aijes-6960	185	27	of	of	ADP
aijes-6960	185	28	deep	deep	ADJ
aijes-6960	185	29	learning	learning	NOUN
aijes-6960	185	30	-	-	PUNCT
aijes-6960	185	31	based	base	VERB
aijes-6960	185	32	object	object	NOUN
aijes-6960	185	33	detection	detection	NOUN
aijes-6960	185	34	.	.	PUNCT
aijes-6960	186	1	modern	modern	ADJ
aijes-6960	186	2	face	face	NOUN
aijes-6960	186	3	recognition	recognition	NOUN
aijes-6960	186	4	algorithms	algorithm	NOUN
aijes-6960	186	5	,	,	PUNCT
aijes-6960	186	6	facenet	facenet	NOUN
aijes-6960	186	7	facenet	facenet	NOUN
aijes-6960	186	8	is	be	AUX
aijes-6960	186	9	a	a	DET
aijes-6960	186	10	deep	deep	ADJ
aijes-6960	186	11	learning	learning	NOUN
aijes-6960	186	12	face	face	NOUN
aijes-6960	186	13	recognition	recognition	NOUN
aijes-6960	186	14	model	model	NOUN
aijes-6960	186	15	introduced	introduce	VERB
aijes-6960	186	16	in	in	ADP
aijes-6960	186	17	2015	2015	NUM
aijes-6960	186	18	by	by	ADP
aijes-6960	186	19	google	google	PROPN
aijes-6960	186	20	researchers	researcher	NOUN
aijes-6960	186	21	.	.	PUNCT
aijes-6960	187	1	the	the	DET
aijes-6960	187	2	idea	idea	NOUN
aijes-6960	187	3	behind	behind	ADP
aijes-6960	187	4	facenet	facenet	NOUN
aijes-6960	187	5	is	be	AUX
aijes-6960	187	6	to	to	PART
aijes-6960	187	7	transform	transform	VERB
aijes-6960	187	8	images	image	NOUN
aijes-6960	187	9	of	of	ADP
aijes-6960	187	10	faces	face	NOUN
aijes-6960	187	11	into	into	ADP
aijes-6960	187	12	a	a	DET
aijes-6960	187	13	fixed	fix	VERB
aijes-6960	187	14	-	-	PUNCT
aijes-6960	187	15	length	length	NOUN
aijes-6960	187	16	euclidean	euclidean	ADJ
aijes-6960	187	17	space	space	NOUN
aijes-6960	187	18	,	,	PUNCT
aijes-6960	187	19	known	know	VERB
aijes-6960	187	20	as	as	ADP
aijes-6960	187	21	embeddings	embedding	NOUN
aijes-6960	187	22	,	,	PUNCT
aijes-6960	187	23	where	where	SCONJ
aijes-6960	187	24	the	the	DET
aijes-6960	187	25	distances	distance	NOUN
aijes-6960	187	26	reflect	reflect	VERB
aijes-6960	187	27	the	the	DET
aijes-6960	187	28	similarity	similarity	NOUN
aijes-6960	187	29	or	or	CCONJ
aijes-6960	187	30	dissimilarity	dissimilarity	NOUN
aijes-6960	187	31	between	between	ADP
aijes-6960	187	32	faces	face	NOUN
aijes-6960	187	33	.	.	PUNCT
aijes-6960	188	1	this	this	PRON
aijes-6960	188	2	enables	enable	VERB
aijes-6960	188	3	the	the	DET
aijes-6960	188	4	system	system	NOUN
aijes-6960	188	5	to	to	PART
aijes-6960	188	6	perform	perform	VERB
aijes-6960	188	7	both	both	DET
aijes-6960	188	8	face	face	NOUN
aijes-6960	188	9	recognition	recognition	NOUN
aijes-6960	188	10	,	,	PUNCT
aijes-6960	188	11	verification	verification	NOUN
aijes-6960	188	12	and	and	CCONJ
aijes-6960	188	13	face	face	NOUN
aijes-6960	188	14	clustering	cluster	VERB
aijes-6960	188	15	,	,	PUNCT
aijes-6960	188	16	using	use	VERB
aijes-6960	188	17	a	a	DET
aijes-6960	188	18	process	process	NOUN
aijes-6960	188	19	known	know	VERB
aijes-6960	188	20	as	as	ADP
aijes-6960	188	21	one	one	NUM
aijes-6960	188	22	-	-	PUNCT
aijes-6960	188	23	shot	shot	NOUN
aijes-6960	188	24	learning	learning	NOUN
aijes-6960	188	25	(	(	PUNCT
aijes-6960	188	26	schroff	schroff	NOUN
aijes-6960	188	27	,	,	PUNCT
aijes-6960	188	28	2015	2015	NUM
aijes-6960	188	29	)	)	PUNCT
aijes-6960	188	30	.	.	PUNCT
aijes-6960	189	1	facenet	facenet	PROPN
aijes-6960	189	2	uses	use	VERB
aijes-6960	189	3	a	a	DET
aijes-6960	189	4	deep	deep	ADJ
aijes-6960	189	5	convolutional	convolutional	ADJ
aijes-6960	189	6	neural	neural	ADJ
aijes-6960	189	7	network	network	NOUN
aijes-6960	189	8	(	(	PUNCT
aijes-6960	189	9	cnn	cnn	PROPN
aijes-6960	189	10	)	)	PUNCT
aijes-6960	189	11	architecture	architecture	NOUN
aijes-6960	189	12	to	to	PART
aijes-6960	189	13	learn	learn	VERB
aijes-6960	189	14	a	a	DET
aijes-6960	189	15	128dimensional	128dimensional	PROPN
aijes-6960	189	16	embedding	embed	VERB
aijes-6960	189	17	for	for	ADP
aijes-6960	189	18	each	each	DET
aijes-6960	189	19	face	face	NOUN
aijes-6960	189	20	.	.	PUNCT
aijes-6960	190	1	this	this	DET
aijes-6960	190	2	embedding	embed	VERB
aijes-6960	190	3	is	be	AUX
aijes-6960	190	4	a	a	DET
aijes-6960	190	5	compact	compact	ADJ
aijes-6960	190	6	representation	representation	NOUN
aijes-6960	190	7	of	of	ADP
aijes-6960	190	8	a	a	DET
aijes-6960	190	9	face	face	NOUN
aijes-6960	190	10	’s	’s	PART
aijes-6960	190	11	features	feature	NOUN
aijes-6960	190	12	,	,	PUNCT
aijes-6960	190	13	trained	train	VERB
aijes-6960	190	14	so	so	ADV
aijes-6960	190	15	similar	similar	ADJ
aijes-6960	190	16	faces	face	NOUN
aijes-6960	190	17	are	be	AUX
aijes-6960	190	18	closer	close	ADJ
aijes-6960	190	19	together	together	ADV
aijes-6960	190	20	in	in	ADP
aijes-6960	190	21	the	the	DET
aijes-6960	190	22	embeddings	embedding	NOUN
aijes-6960	190	23	and	and	CCONJ
aijes-6960	190	24	faces	face	NOUN
aijes-6960	190	25	of	of	ADP
aijes-6960	190	26	different	different	ADJ
aijes-6960	190	27	people	people	NOUN
aijes-6960	190	28	are	be	AUX
aijes-6960	190	29	farther	far	ADV
aijes-6960	190	30	apart	apart	ADV
aijes-6960	190	31	.	.	PUNCT
aijes-6960	191	1	its	its	PRON
aijes-6960	191	2	architecture	architecture	NOUN
aijes-6960	191	3	follows	follow	VERB
aijes-6960	191	4	the	the	DET
aijes-6960	191	5	following	following	ADJ
aijes-6960	191	6	schema	schema	NOUN
aijes-6960	191	7	:	:	PUNCT
aijes-6960	191	8	an	an	DET
aijes-6960	191	9	input	input	NOUN
aijes-6960	191	10	layer	layer	NOUN
aijes-6960	191	11	where	where	SCONJ
aijes-6960	191	12	each	each	DET
aijes-6960	191	13	image	image	NOUN
aijes-6960	191	14	is	be	AUX
aijes-6960	191	15	resized	resize	VERB
aijes-6960	191	16	to	to	ADP
aijes-6960	191	17	160x160	160x160	NUM
aijes-6960	191	18	for	for	ADP
aijes-6960	191	19	standardization	standardization	NOUN
aijes-6960	191	20	,	,	PUNCT
aijes-6960	191	21	followed	follow	VERB
aijes-6960	191	22	by	by	ADP
aijes-6960	191	23	22	22	NUM
aijes-6960	191	24	convolutional	convolutional	ADJ
aijes-6960	191	25	layers	layer	NOUN
aijes-6960	191	26	,	,	PUNCT
aijes-6960	191	27	structured	structure	VERB
aijes-6960	191	28	in	in	ADP
aijes-6960	191	29	13	13	NUM
aijes-6960	191	30	blocks	block	NOUN
aijes-6960	191	31	.	.	PUNCT
aijes-6960	192	1	from	from	ADP
aijes-6960	192	2	origins	origin	NOUN
aijes-6960	192	3	to	to	ADP
aijes-6960	192	4	innovations	innovation	NOUN
aijes-6960	192	5	:	:	PUNCT
aijes-6960	192	6	ai	ai	VERB
aijes-6960	192	7	's	's	PART
aijes-6960	192	8	role	role	NOUN
aijes-6960	192	9	and	and	CCONJ
aijes-6960	192	10	the	the	DET
aijes-6960	192	11	cost	cost	NOUN
aijes-6960	192	12	impact	impact	NOUN
aijes-6960	192	13	on	on	ADP
aijes-6960	192	14	computer	computer	NOUN
aijes-6960	192	15	vision	vision	NOUN
aijes-6960	192	16	330	330	NUM
aijes-6960	192	17	each	each	DET
aijes-6960	192	18	block	block	NOUN
aijes-6960	192	19	consists	consist	VERB
aijes-6960	192	20	of	of	ADP
aijes-6960	192	21	convolutional	convolutional	ADJ
aijes-6960	192	22	layers	layer	NOUN
aijes-6960	192	23	followed	follow	VERB
aijes-6960	192	24	by	by	ADP
aijes-6960	192	25	batch	batch	NOUN
aijes-6960	192	26	normalization	normalization	NOUN
aijes-6960	192	27	and	and	CCONJ
aijes-6960	192	28	relu	relu	NOUN
aijes-6960	192	29	activation	activation	NOUN
aijes-6960	192	30	functions	function	NOUN
aijes-6960	192	31	(	(	PUNCT
aijes-6960	192	32	huang	huang	PROPN
aijes-6960	192	33	,	,	PUNCT
aijes-6960	192	34	liu	liu	PROPN
aijes-6960	192	35	,	,	PUNCT
aijes-6960	192	36	&	&	CCONJ
aijes-6960	192	37	weinberger	weinberger	PROPN
aijes-6960	192	38	,	,	PUNCT
aijes-6960	192	39	2016	2016	NUM
aijes-6960	192	40	;	;	PUNCT
aijes-6960	192	41	lim	lim	PROPN
aijes-6960	192	42	,	,	PUNCT
aijes-6960	192	43	kim	kim	PROPN
aijes-6960	192	44	,	,	PUNCT
aijes-6960	192	45	choo	choo	PROPN
aijes-6960	192	46	,	,	PUNCT
aijes-6960	192	47	&	&	CCONJ
aijes-6960	192	48	choi	choi	NOUN
aijes-6960	192	49	,	,	PUNCT
aijes-6960	192	50	2023	2023	NUM
aijes-6960	192	51	;	;	PUNCT
aijes-6960	192	52	dubey	dubey	PROPN
aijes-6960	192	53	&	&	CCONJ
aijes-6960	192	54	jain	jain	PROPN
aijes-6960	192	55	,	,	PUNCT
aijes-6960	192	56	2019	2019	NUM
aijes-6960	192	57	)	)	PUNCT
aijes-6960	192	58	.	.	PUNCT
aijes-6960	193	1	multiple	multiple	ADJ
aijes-6960	193	2	max	max	PROPN
aijes-6960	193	3	pooling	pool	VERB
aijes-6960	193	4	layers	layer	NOUN
aijes-6960	193	5	,	,	PUNCT
aijes-6960	193	6	placed	place	VERB
aijes-6960	193	7	after	after	SCONJ
aijes-6960	193	8	every	every	DET
aijes-6960	193	9	few	few	ADJ
aijes-6960	193	10	convolutional	convolutional	ADJ
aijes-6960	193	11	layers	layer	NOUN
aijes-6960	193	12	perform	perform	VERB
aijes-6960	193	13	downsampling	downsample	VERB
aijes-6960	193	14	along	along	ADP
aijes-6960	193	15	the	the	DET
aijes-6960	193	16	spatial	spatial	ADJ
aijes-6960	193	17	dimensionality	dimensionality	NOUN
aijes-6960	193	18	which	which	PRON
aijes-6960	193	19	help	help	VERB
aijes-6960	193	20	decrease	decrease	VERB
aijes-6960	193	21	the	the	DET
aijes-6960	193	22	computational	computational	ADJ
aijes-6960	193	23	cost	cost	NOUN
aijes-6960	193	24	while	while	SCONJ
aijes-6960	193	25	maintaining	maintain	VERB
aijes-6960	193	26	the	the	DET
aijes-6960	193	27	key	key	ADJ
aijes-6960	193	28	features	feature	NOUN
aijes-6960	193	29	.	.	PUNCT
aijes-6960	194	1	to	to	PART
aijes-6960	194	2	optimize	optimize	VERB
aijes-6960	194	3	facenet	facenet	NOUN
aijes-6960	194	4	for	for	ADP
aijes-6960	194	5	face	face	NOUN
aijes-6960	194	6	recognition	recognition	NOUN
aijes-6960	194	7	,	,	PUNCT
aijes-6960	194	8	the	the	DET
aijes-6960	194	9	network	network	NOUN
aijes-6960	194	10	uses	use	VERB
aijes-6960	194	11	a	a	DET
aijes-6960	194	12	triplet	triplet	NOUN
aijes-6960	194	13	loss	loss	NOUN
aijes-6960	194	14	function	function	NOUN
aijes-6960	194	15	.	.	PUNCT
aijes-6960	195	1	in	in	ADP
aijes-6960	195	2	this	this	DET
aijes-6960	195	3	loss	loss	NOUN
aijes-6960	195	4	function	function	NOUN
aijes-6960	195	5	,	,	PUNCT
aijes-6960	195	6	the	the	DET
aijes-6960	195	7	network	network	NOUN
aijes-6960	195	8	is	be	AUX
aijes-6960	195	9	trained	train	VERB
aijes-6960	195	10	using	use	VERB
aijes-6960	195	11	triplets	triplet	NOUN
aijes-6960	195	12	of	of	ADP
aijes-6960	195	13	images	image	NOUN
aijes-6960	195	14	:	:	PUNCT
aijes-6960	195	15	one	one	NUM
aijes-6960	195	16	anchor	anchor	NOUN
aijes-6960	195	17	image	image	NOUN
aijes-6960	195	18	,	,	PUNCT
aijes-6960	195	19	one	one	NUM
aijes-6960	195	20	positive	positive	ADJ
aijes-6960	195	21	image	image	NOUN
aijes-6960	195	22	(	(	PUNCT
aijes-6960	195	23	same	same	ADJ
aijes-6960	195	24	person	person	NOUN
aijes-6960	195	25	as	as	ADP
aijes-6960	195	26	the	the	DET
aijes-6960	195	27	anchor	anchor	NOUN
aijes-6960	195	28	)	)	PUNCT
aijes-6960	195	29	,	,	PUNCT
aijes-6960	195	30	and	and	CCONJ
aijes-6960	195	31	one	one	NUM
aijes-6960	195	32	negative	negative	ADJ
aijes-6960	195	33	image	image	NOUN
aijes-6960	195	34	(	(	PUNCT
aijes-6960	195	35	different	different	ADJ
aijes-6960	195	36	person	person	NOUN
aijes-6960	195	37	)	)	PUNCT
aijes-6960	195	38	.	.	PUNCT
aijes-6960	196	1	the	the	DET
aijes-6960	196	2	goal	goal	NOUN
aijes-6960	196	3	is	be	AUX
aijes-6960	196	4	to	to	PART
aijes-6960	196	5	minimize	minimize	VERB
aijes-6960	196	6	the	the	DET
aijes-6960	196	7	distance	distance	NOUN
aijes-6960	196	8	between	between	ADP
aijes-6960	196	9	the	the	DET
aijes-6960	196	10	anchor	anchor	NOUN
aijes-6960	196	11	and	and	CCONJ
aijes-6960	196	12	positive	positive	ADJ
aijes-6960	196	13	image	image	NOUN
aijes-6960	196	14	embeddings	embedding	NOUN
aijes-6960	196	15	,	,	PUNCT
aijes-6960	196	16	while	while	SCONJ
aijes-6960	196	17	maximizing	maximize	VERB
aijes-6960	196	18	the	the	DET
aijes-6960	196	19	distance	distance	NOUN
aijes-6960	196	20	between	between	ADP
aijes-6960	196	21	the	the	DET
aijes-6960	196	22	anchor	anchor	NOUN
aijes-6960	196	23	and	and	CCONJ
aijes-6960	196	24	negative	negative	ADJ
aijes-6960	196	25	image	image	NOUN
aijes-6960	196	26	embeddings	embedding	NOUN
aijes-6960	196	27	.	.	PUNCT
aijes-6960	197	1	this	this	PRON
aijes-6960	197	2	helps	help	VERB
aijes-6960	197	3	the	the	DET
aijes-6960	197	4	network	network	NOUN
aijes-6960	197	5	learn	learn	VERB
aijes-6960	197	6	the	the	DET
aijes-6960	197	7	similarity	similarity	NOUN
aijes-6960	197	8	relationships	relationship	NOUN
aijes-6960	197	9	between	between	ADP
aijes-6960	197	10	different	different	ADJ
aijes-6960	197	11	faces	face	NOUN
aijes-6960	197	12	.	.	PUNCT
aijes-6960	198	1	once	once	SCONJ
aijes-6960	198	2	the	the	DET
aijes-6960	198	3	features	feature	NOUN
aijes-6960	198	4	are	be	AUX
aijes-6960	198	5	extracted	extract	VERB
aijes-6960	198	6	,	,	PUNCT
aijes-6960	198	7	3	3	NUM
aijes-6960	198	8	fully	fully	ADV
aijes-6960	198	9	connected	connected	ADJ
aijes-6960	198	10	layers	layer	NOUN
aijes-6960	198	11	containing	contain	VERB
aijes-6960	198	12	1024	1024	NUM
aijes-6960	198	13	neurons	neuron	NOUN
aijes-6960	198	14	followed	follow	VERB
aijes-6960	198	15	by	by	ADP
aijes-6960	198	16	batch	batch	NOUN
aijes-6960	198	17	normalization	normalization	NOUN
aijes-6960	198	18	and	and	CCONJ
aijes-6960	198	19	relu	relu	NOUN
aijes-6960	198	20	activation	activation	NOUN
aijes-6960	198	21	,	,	PUNCT
aijes-6960	198	22	512	512	NUM
aijes-6960	198	23	and	and	CCONJ
aijes-6960	198	24	128	128	NUM
aijes-6960	198	25	-	-	PUNCT
aijes-6960	198	26	dimensional	dimensional	ADJ
aijes-6960	198	27	embedding	embed	VERB
aijes-6960	198	28	vector	vector	NOUN
aijes-6960	198	29	respectively	respectively	ADV
aijes-6960	198	30	process	process	VERB
aijes-6960	198	31	the	the	DET
aijes-6960	198	32	output	output	NOUN
aijes-6960	198	33	and	and	CCONJ
aijes-6960	198	34	give	give	VERB
aijes-6960	198	35	as	as	ADP
aijes-6960	198	36	output	output	NOUN
aijes-6960	198	37	the	the	DET
aijes-6960	198	38	128	128	NUM
aijes-6960	198	39	-	-	PUNCT
aijes-6960	198	40	dimensional	dimensional	ADJ
aijes-6960	198	41	embedding	embed	VERB
aijes-6960	198	42	vector	vector	NOUN
aijes-6960	198	43	which	which	PRON
aijes-6960	198	44	is	be	AUX
aijes-6960	198	45	then	then	ADV
aijes-6960	198	46	used	use	VERB
aijes-6960	198	47	to	to	PART
aijes-6960	198	48	perform	perform	VERB
aijes-6960	198	49	facial	facial	ADJ
aijes-6960	198	50	recognition	recognition	NOUN
aijes-6960	198	51	or	or	CCONJ
aijes-6960	198	52	identification	identification	NOUN
aijes-6960	198	53	on	on	ADP
aijes-6960	198	54	the	the	DET
aijes-6960	198	55	output	output	NOUN
aijes-6960	198	56	layer	layer	NOUN
aijes-6960	198	57	.	.	PUNCT
aijes-6960	199	1	to	to	PART
aijes-6960	199	2	verify	verify	VERB
aijes-6960	199	3	if	if	SCONJ
aijes-6960	199	4	two	two	NUM
aijes-6960	199	5	faces	face	NOUN
aijes-6960	199	6	belong	belong	VERB
aijes-6960	199	7	to	to	ADP
aijes-6960	199	8	the	the	DET
aijes-6960	199	9	same	same	ADJ
aijes-6960	199	10	person	person	NOUN
aijes-6960	199	11	,	,	PUNCT
aijes-6960	199	12	the	the	DET
aijes-6960	199	13	embeddings	embedding	NOUN
aijes-6960	199	14	of	of	ADP
aijes-6960	199	15	both	both	DET
aijes-6960	199	16	faces	face	NOUN
aijes-6960	199	17	are	be	AUX
aijes-6960	199	18	compared	compare	VERB
aijes-6960	199	19	using	use	VERB
aijes-6960	199	20	the	the	DET
aijes-6960	199	21	euclidean	euclidean	ADJ
aijes-6960	199	22	distance	distance	NOUN
aijes-6960	199	23	.	.	PUNCT
aijes-6960	200	1	if	if	SCONJ
aijes-6960	200	2	the	the	DET
aijes-6960	200	3	distance	distance	NOUN
aijes-6960	200	4	is	be	AUX
aijes-6960	200	5	below	below	ADP
aijes-6960	200	6	a	a	DET
aijes-6960	200	7	set	set	NOUN
aijes-6960	200	8	threshold	threshold	NOUN
aijes-6960	200	9	(	(	PUNCT
aijes-6960	200	10	typically	typically	ADV
aijes-6960	200	11	0.6	0.6	NUM
aijes-6960	200	12	)	)	PUNCT
aijes-6960	200	13	,	,	PUNCT
aijes-6960	200	14	the	the	DET
aijes-6960	200	15	faces	face	NOUN
aijes-6960	200	16	are	be	AUX
aijes-6960	200	17	considered	consider	VERB
aijes-6960	200	18	a	a	DET
aijes-6960	200	19	match	match	NOUN
aijes-6960	200	20	.	.	PUNCT
aijes-6960	201	1	due	due	ADP
aijes-6960	201	2	to	to	ADP
aijes-6960	201	3	its	its	PRON
aijes-6960	201	4	well	well	ADV
aijes-6960	201	5	-	-	PUNCT
aijes-6960	201	6	designed	design	VERB
aijes-6960	201	7	deep	deep	ADJ
aijes-6960	201	8	cnns	cnns	ADJ
aijes-6960	201	9	architecture	architecture	NOUN
aijes-6960	201	10	and	and	CCONJ
aijes-6960	201	11	the	the	DET
aijes-6960	201	12	triplet	triplet	NOUN
aijes-6960	201	13	loss	loss	NOUN
aijes-6960	201	14	function	function	NOUN
aijes-6960	201	15	,	,	PUNCT
aijes-6960	201	16	facenet	facenet	NOUN
aijes-6960	201	17	is	be	AUX
aijes-6960	201	18	extremely	extremely	ADV
aijes-6960	201	19	accurate	accurate	ADJ
aijes-6960	201	20	as	as	SCONJ
aijes-6960	201	21	shown	show	VERB
aijes-6960	201	22	with	with	ADP
aijes-6960	201	23	its	its	PRON
aijes-6960	201	24	accuracy	accuracy	NOUN
aijes-6960	201	25	of	of	ADP
aijes-6960	201	26	99.63	99.63	NUM
aijes-6960	201	27	%	%	NOUN
aijes-6960	201	28	in	in	ADP
aijes-6960	201	29	the	the	DET
aijes-6960	201	30	labeled	label	VERB
aijes-6960	201	31	faces	face	NOUN
aijes-6960	201	32	in	in	ADP
aijes-6960	201	33	the	the	DET
aijes-6960	201	34	wild	wild	ADJ
aijes-6960	201	35	(	(	PUNCT
aijes-6960	201	36	lfw	lfw	PROPN
aijes-6960	201	37	)	)	PUNCT
aijes-6960	201	38	dataset	dataset	NOUN
aijes-6960	201	39	.	.	PUNCT
aijes-6960	202	1	due	due	ADP
aijes-6960	202	2	to	to	ADP
aijes-6960	202	3	it	it	PRON
aijes-6960	202	4	utilizing	utilize	VERB
aijes-6960	202	5	the	the	DET
aijes-6960	202	6	one	one	NUM
aijes-6960	202	7	-	-	PUNCT
aijes-6960	202	8	shot	shot	NOUN
aijes-6960	202	9	learning	learning	NOUN
aijes-6960	202	10	technique	technique	NOUN
aijes-6960	202	11	,	,	PUNCT
aijes-6960	202	12	facenet	facenet	NOUN
aijes-6960	202	13	is	be	AUX
aijes-6960	202	14	also	also	ADV
aijes-6960	202	15	very	very	ADV
aijes-6960	202	16	fast	fast	ADV
aijes-6960	202	17	.	.	PUNCT
aijes-6960	203	1	however	however	ADV
aijes-6960	203	2	,	,	PUNCT
aijes-6960	203	3	facenet	facenet	NOUN
aijes-6960	203	4	requires	require	VERB
aijes-6960	203	5	large	large	ADJ
aijes-6960	203	6	amounts	amount	NOUN
aijes-6960	203	7	of	of	ADP
aijes-6960	203	8	computational	computational	ADJ
aijes-6960	203	9	power	power	NOUN
aijes-6960	203	10	due	due	ADP
aijes-6960	203	11	to	to	ADP
aijes-6960	203	12	its	its	PRON
aijes-6960	203	13	deep	deep	ADJ
aijes-6960	203	14	cnns	cnns	ADJ
aijes-6960	203	15	architecture	architecture	NOUN
aijes-6960	203	16	and	and	CCONJ
aijes-6960	203	17	the	the	DET
aijes-6960	203	18	triplet	triplet	NOUN
aijes-6960	203	19	loss	loss	NOUN
aijes-6960	203	20	function	function	NOUN
aijes-6960	203	21	can	can	AUX
aijes-6960	203	22	be	be	AUX
aijes-6960	203	23	difficult	difficult	ADJ
aijes-6960	203	24	to	to	PART
aijes-6960	203	25	optimize	optimize	VERB
aijes-6960	203	26	.	.	PUNCT
aijes-6960	204	1	overall	overall	ADJ
aijes-6960	204	2	facenet	facenet	NOUN
aijes-6960	204	3	is	be	AUX
aijes-6960	204	4	a	a	DET
aijes-6960	204	5	massive	massive	ADJ
aijes-6960	204	6	improvement	improvement	NOUN
aijes-6960	204	7	compared	compare	VERB
aijes-6960	204	8	with	with	ADP
aijes-6960	204	9	its	its	PRON
aijes-6960	204	10	predecessors	predecessor	NOUN
aijes-6960	204	11	and	and	CCONJ
aijes-6960	204	12	comes	come	VERB
aijes-6960	204	13	inherently	inherently	ADV
aijes-6960	204	14	with	with	ADP
aijes-6960	204	15	a	a	DET
aijes-6960	204	16	classifier	classifier	NOUN
aijes-6960	204	17	so	so	SCONJ
aijes-6960	204	18	an	an	DET
aijes-6960	204	19	algorithm	algorithm	NOUN
aijes-6960	204	20	like	like	ADP
aijes-6960	204	21	svm	svm	PROPN
aijes-6960	204	22	is	be	AUX
aijes-6960	204	23	n’t	not	PART
aijes-6960	204	24	needed	need	VERB
aijes-6960	204	25	for	for	ADP
aijes-6960	204	26	classification	classification	NOUN
aijes-6960	204	27	.	.	PUNCT
aijes-6960	205	1	cost	cost	NOUN
aijes-6960	205	2	perspective	perspective	NOUN
aijes-6960	205	3	:	:	PUNCT
aijes-6960	205	4	from	from	ADP
aijes-6960	205	5	perception	perception	NOUN
aijes-6960	205	6	to	to	ADP
aijes-6960	205	7	deep	deep	ADJ
aijes-6960	205	8	learning	learn	VERB
aijes-6960	205	9	the	the	DET
aijes-6960	205	10	journey	journey	NOUN
aijes-6960	205	11	of	of	ADP
aijes-6960	205	12	computer	computer	NOUN
aijes-6960	205	13	vision	vision	NOUN
aijes-6960	205	14	from	from	ADP
aijes-6960	205	15	its	its	PRON
aijes-6960	205	16	inception	inception	NOUN
aijes-6960	205	17	to	to	ADP
aijes-6960	205	18	the	the	DET
aijes-6960	205	19	modern	modern	ADJ
aijes-6960	205	20	age	age	NOUN
aijes-6960	205	21	has	have	AUX
aijes-6960	205	22	not	not	PART
aijes-6960	205	23	only	only	ADV
aijes-6960	205	24	been	be	AUX
aijes-6960	205	25	marked	mark	VERB
aijes-6960	205	26	by	by	ADP
aijes-6960	205	27	technical	technical	ADJ
aijes-6960	205	28	advancements	advancement	NOUN
aijes-6960	205	29	but	but	CCONJ
aijes-6960	205	30	also	also	ADV
aijes-6960	205	31	by	by	ADP
aijes-6960	205	32	evolving	evolve	VERB
aijes-6960	205	33	cost	cost	NOUN
aijes-6960	205	34	structures	structure	NOUN
aijes-6960	205	35	.	.	PUNCT
aijes-6960	206	1	understanding	understand	VERB
aijes-6960	206	2	this	this	DET
aijes-6960	206	3	progression	progression	NOUN
aijes-6960	206	4	provides	provide	VERB
aijes-6960	206	5	insights	insight	NOUN
aijes-6960	206	6	into	into	ADP
aijes-6960	206	7	the	the	DET
aijes-6960	206	8	technological	technological	ADJ
aijes-6960	206	9	and	and	CCONJ
aijes-6960	206	10	financial	financial	ADJ
aijes-6960	206	11	investments	investment	NOUN
aijes-6960	206	12	required	require	VERB
aijes-6960	206	13	to	to	PART
aijes-6960	206	14	achieve	achieve	VERB
aijes-6960	206	15	breakthroughs	breakthrough	NOUN
aijes-6960	206	16	.	.	PUNCT
aijes-6960	207	1	the	the	DET
aijes-6960	207	2	perceptron	perceptron	PROPN
aijes-6960	207	3	hardware	hardware	NOUN
aijes-6960	207	4	was	be	AUX
aijes-6960	207	5	relatively	relatively	ADV
aijes-6960	207	6	inexpensive	inexpensive	ADJ
aijes-6960	207	7	for	for	ADP
aijes-6960	207	8	its	its	PRON
aijes-6960	207	9	time	time	NOUN
aijes-6960	207	10	,	,	PUNCT
aijes-6960	207	11	as	as	SCONJ
aijes-6960	207	12	it	it	PRON
aijes-6960	207	13	relied	rely	VERB
aijes-6960	207	14	on	on	ADP
aijes-6960	207	15	simple	simple	ADJ
aijes-6960	207	16	circuitry	circuitry	NOUN
aijes-6960	207	17	to	to	PART
aijes-6960	207	18	implement	implement	VERB
aijes-6960	207	19	neural	neural	ADJ
aijes-6960	207	20	-	-	PUNCT
aijes-6960	207	21	like	like	ADJ
aijes-6960	207	22	computations	computation	NOUN
aijes-6960	207	23	.	.	PUNCT
aijes-6960	208	1	however	however	ADV
aijes-6960	208	2	,	,	PUNCT
aijes-6960	208	3	the	the	DET
aijes-6960	208	4	computational	computational	ADJ
aijes-6960	208	5	capabilities	capability	NOUN
aijes-6960	208	6	were	be	AUX
aijes-6960	208	7	limited	limit	VERB
aijes-6960	208	8	(	(	PUNCT
aijes-6960	208	9	rosenblatt	rosenblatt	NOUN
aijes-6960	208	10	,	,	PUNCT
aijes-6960	208	11	1958	1958	NUM
aijes-6960	208	12	):	):	PUNCT
aijes-6960	208	13			NOUN
aijes-6960	208	14	costs	cost	NOUN
aijes-6960	208	15	:	:	PUNCT
aijes-6960	208	16	low	low	ADJ
aijes-6960	208	17	due	due	ADP
aijes-6960	208	18	to	to	ADP
aijes-6960	208	19	the	the	DET
aijes-6960	208	20	simplicity	simplicity	NOUN
aijes-6960	208	21	of	of	ADP
aijes-6960	208	22	components	component	NOUN
aijes-6960	208	23	and	and	CCONJ
aijes-6960	208	24	reliance	reliance	NOUN
aijes-6960	208	25	on	on	ADP
aijes-6960	208	26	existing	exist	VERB
aijes-6960	208	27	computing	computing	NOUN
aijes-6960	208	28	technologies	technology	NOUN
aijes-6960	208	29	.	.	PUNCT
aijes-6960	209	1			NOUN
aijes-6960	209	2	performance	performance	NOUN
aijes-6960	209	3	vs.	vs.	ADP
aijes-6960	209	4	cost	cost	NOUN
aijes-6960	209	5	:	:	PUNCT
aijes-6960	209	6	inefficient	inefficient	ADJ
aijes-6960	209	7	for	for	ADP
aijes-6960	209	8	complex	complex	ADJ
aijes-6960	209	9	tasks	task	NOUN
aijes-6960	209	10	due	due	ADP
aijes-6960	209	11	to	to	ADP
aijes-6960	209	12	hardware	hardware	NOUN
aijes-6960	209	13	limitations	limitation	NOUN
aijes-6960	209	14	and	and	CCONJ
aijes-6960	209	15	inability	inability	NOUN
aijes-6960	209	16	to	to	PART
aijes-6960	209	17	solve	solve	VERB
aijes-6960	209	18	nonlinear	nonlinear	ADJ
aijes-6960	209	19	problems	problem	NOUN
aijes-6960	209	20	.	.	PUNCT
aijes-6960	210	1			PRON
aijes-6960	210	2	use	use	NOUN
aijes-6960	210	3	cases	case	NOUN
aijes-6960	210	4	:	:	PUNCT
aijes-6960	210	5	minimal	minimal	ADJ
aijes-6960	210	6	,	,	PUNCT
aijes-6960	210	7	mostly	mostly	ADV
aijes-6960	210	8	experimental	experimental	ADJ
aijes-6960	210	9	and	and	CCONJ
aijes-6960	210	10	limited	limit	VERB
aijes-6960	210	11	to	to	ADP
aijes-6960	210	12	binary	binary	ADJ
aijes-6960	210	13	classification	classification	NOUN
aijes-6960	210	14	tasks	task	NOUN
aijes-6960	210	15	.	.	PUNCT
aijes-6960	211	1	algorithms	algorithm	NOUN
aijes-6960	211	2	like	like	ADP
aijes-6960	211	3	scale	scale	NOUN
aijes-6960	211	4	-	-	PUNCT
aijes-6960	211	5	invariant	invariant	ADJ
aijes-6960	211	6	feature	feature	NOUN
aijes-6960	211	7	transform	transform	NOUN
aijes-6960	211	8	(	(	PUNCT
aijes-6960	211	9	sift	sift	NOUN
aijes-6960	211	10	)	)	PUNCT
aijes-6960	211	11	,	,	PUNCT
aijes-6960	211	12	viola	viola	PROPN
aijes-6960	211	13	-	-	PUNCT
aijes-6960	211	14	jones	jones	PROPN
aijes-6960	211	15	,	,	PUNCT
aijes-6960	211	16	and	and	CCONJ
aijes-6960	211	17	eigenfaces	eigenface	NOUN
aijes-6960	211	18	brought	bring	VERB
aijes-6960	211	19	about	about	ADP
aijes-6960	211	20	practical	practical	ADJ
aijes-6960	211	21	applications	application	NOUN
aijes-6960	211	22	but	but	CCONJ
aijes-6960	211	23	at	at	ADP
aijes-6960	211	24	varying	vary	VERB
aijes-6960	211	25	costs	cost	NOUN
aijes-6960	211	26	:	:	PUNCT
aijes-6960	211	27			NOUN
aijes-6960	211	28	sift	sift	ADJ
aijes-6960	211	29	:	:	PUNCT
aijes-6960	211	30	kledia	kledia	PROPN
aijes-6960	211	31	tirana	tirana	PROPN
aijes-6960	211	32	,	,	PUNCT
aijes-6960	211	33	endri	endri	NOUN
aijes-6960	211	34	bejleri	bejleri	NOUN
aijes-6960	211	35	331	331	NUM
aijes-6960	211	36			NOUN
aijes-6960	211	37	computationally	computationally	ADV
aijes-6960	211	38	expensive	expensive	ADJ
aijes-6960	211	39	due	due	ADP
aijes-6960	211	40	to	to	ADP
aijes-6960	211	41	the	the	DET
aijes-6960	211	42	need	need	NOUN
aijes-6960	211	43	for	for	ADP
aijes-6960	211	44	gaussian	gaussian	ADJ
aijes-6960	211	45	blurring	blurring	NOUN
aijes-6960	211	46	and	and	CCONJ
aijes-6960	211	47	keypoint	keypoint	NOUN
aijes-6960	211	48	detection	detection	NOUN
aijes-6960	211	49	at	at	ADP
aijes-6960	211	50	multiple	multiple	ADJ
aijes-6960	211	51	scales	scale	NOUN
aijes-6960	211	52	.	.	PUNCT
aijes-6960	212	1			NOUN
aijes-6960	212	2	costs	cost	NOUN
aijes-6960	212	3	were	be	AUX
aijes-6960	212	4	tied	tie	VERB
aijes-6960	212	5	to	to	ADP
aijes-6960	212	6	the	the	DET
aijes-6960	212	7	processing	processing	NOUN
aijes-6960	212	8	power	power	NOUN
aijes-6960	212	9	of	of	ADP
aijes-6960	212	10	the	the	DET
aijes-6960	212	11	time	time	NOUN
aijes-6960	212	12	,	,	PUNCT
aijes-6960	212	13	which	which	PRON
aijes-6960	212	14	was	be	AUX
aijes-6960	212	15	growing	grow	VERB
aijes-6960	212	16	but	but	CCONJ
aijes-6960	212	17	still	still	ADV
aijes-6960	212	18	limited	limit	VERB
aijes-6960	212	19	for	for	ADP
aijes-6960	212	20	large	large	ADJ
aijes-6960	212	21	datasets	dataset	NOUN
aijes-6960	212	22	.	.	PUNCT
aijes-6960	213	1			PRON
aijes-6960	213	2	applications	application	NOUN
aijes-6960	213	3	:	:	PUNCT
aijes-6960	213	4	object	object	VERB
aijes-6960	213	5	detection	detection	NOUN
aijes-6960	213	6	,	,	PUNCT
aijes-6960	213	7	image	image	NOUN
aijes-6960	213	8	stitching	stitching	NOUN
aijes-6960	213	9	.	.	PUNCT
aijes-6960	214	1			X
aijes-6960	214	2	viola	viola	PROPN
aijes-6960	214	3	-	-	PUNCT
aijes-6960	214	4	jones	jones	PROPN
aijes-6960	214	5	(	(	PUNCT
aijes-6960	214	6	viola	viola	PROPN
aijes-6960	214	7	,	,	PUNCT
aijes-6960	214	8	2001	2001	NUM
aijes-6960	214	9	):	):	PUNCT
aijes-6960	214	10			X
aijes-6960	214	11	lower	low	ADJ
aijes-6960	214	12	computational	computational	ADJ
aijes-6960	214	13	cost	cost	NOUN
aijes-6960	214	14	due	due	ADP
aijes-6960	214	15	to	to	ADP
aijes-6960	214	16	simplified	simplified	ADJ
aijes-6960	214	17	features	feature	NOUN
aijes-6960	214	18	and	and	CCONJ
aijes-6960	214	19	the	the	DET
aijes-6960	214	20	use	use	NOUN
aijes-6960	214	21	of	of	ADP
aijes-6960	214	22	adaboost	adaboost	ADV
aijes-6960	214	23	.	.	PUNCT
aijes-6960	215	1			PROPN
aijes-6960	215	2	suited	suit	VERB
aijes-6960	215	3	for	for	ADP
aijes-6960	215	4	real	real	ADJ
aijes-6960	215	5	-	-	PUNCT
aijes-6960	215	6	time	time	NOUN
aijes-6960	215	7	face	face	NOUN
aijes-6960	215	8	detection	detection	NOUN
aijes-6960	215	9	with	with	ADP
aijes-6960	215	10	modest	modest	ADJ
aijes-6960	215	11	hardware	hardware	NOUN
aijes-6960	215	12	,	,	PUNCT
aijes-6960	215	13	making	make	VERB
aijes-6960	215	14	it	it	PRON
aijes-6960	215	15	accessible	accessible	ADJ
aijes-6960	215	16	for	for	ADP
aijes-6960	215	17	security	security	NOUN
aijes-6960	215	18	and	and	CCONJ
aijes-6960	215	19	surveillance	surveillance	NOUN
aijes-6960	215	20	systems	system	NOUN
aijes-6960	215	21	.	.	PUNCT
aijes-6960	216	1			X
aijes-6960	216	2	eigenfaces	eigenface	NOUN
aijes-6960	216	3	(	(	PUNCT
aijes-6960	216	4	belhumeur	belhumeur	NOUN
aijes-6960	216	5	,	,	PUNCT
aijes-6960	216	6	1997	1997	NUM
aijes-6960	216	7	):	):	PUNCT
aijes-6960	216	8			NOUN
aijes-6960	216	9	high	high	ADJ
aijes-6960	216	10	sensitivity	sensitivity	NOUN
aijes-6960	216	11	to	to	ADP
aijes-6960	216	12	variations	variation	NOUN
aijes-6960	216	13	in	in	ADP
aijes-6960	216	14	lighting	lighting	NOUN
aijes-6960	216	15	and	and	CCONJ
aijes-6960	216	16	pose	pose	VERB
aijes-6960	216	17	.	.	PUNCT
aijes-6960	217	1			X
aijes-6960	217	2	cost	cost	NOUN
aijes-6960	217	3	tied	tie	VERB
aijes-6960	217	4	to	to	ADP
aijes-6960	217	5	dataset	dataset	ADJ
aijes-6960	217	6	preparation	preparation	NOUN
aijes-6960	217	7	and	and	CCONJ
aijes-6960	217	8	pca	pca	NOUN
aijes-6960	217	9	computation	computation	NOUN
aijes-6960	217	10	.	.	PUNCT
aijes-6960	218	1			X
aijes-6960	218	2	effective	effective	ADJ
aijes-6960	218	3	for	for	ADP
aijes-6960	218	4	small	small	ADJ
aijes-6960	218	5	-	-	PUNCT
aijes-6960	218	6	scale	scale	NOUN
aijes-6960	218	7	,	,	PUNCT
aijes-6960	218	8	controlled	control	VERB
aijes-6960	218	9	environments	environment	NOUN
aijes-6960	218	10	.	.	PUNCT
aijes-6960	219	1	with	with	ADP
aijes-6960	219	2	the	the	DET
aijes-6960	219	3	introduction	introduction	NOUN
aijes-6960	219	4	of	of	ADP
aijes-6960	219	5	support	support	NOUN
aijes-6960	219	6	vector	vector	NOUN
aijes-6960	219	7	machines	machine	NOUN
aijes-6960	219	8	(	(	PUNCT
aijes-6960	219	9	svms	svms	NOUN
aijes-6960	219	10	)	)	PUNCT
aijes-6960	219	11	and	and	CCONJ
aijes-6960	219	12	fisherfaces	fisherface	NOUN
aijes-6960	219	13	,	,	PUNCT
aijes-6960	219	14	costs	cost	NOUN
aijes-6960	219	15	began	begin	VERB
aijes-6960	219	16	to	to	PART
aijes-6960	219	17	shift	shift	VERB
aijes-6960	219	18	:	:	PUNCT
aijes-6960	219	19			PRON
aijes-6960	219	20	svms	svms	NOUN
aijes-6960	219	21	:	:	PUNCT
aijes-6960	219	22			PRON
aijes-6960	219	23	computational	computational	ADJ
aijes-6960	219	24	costs	cost	NOUN
aijes-6960	219	25	increased	increase	VERB
aijes-6960	219	26	due	due	ADP
aijes-6960	219	27	to	to	ADP
aijes-6960	219	28	the	the	DET
aijes-6960	219	29	need	need	NOUN
aijes-6960	219	30	for	for	ADP
aijes-6960	219	31	hyperparameter	hyperparameter	NOUN
aijes-6960	219	32	tuning	tuning	NOUN
aijes-6960	219	33	and	and	CCONJ
aijes-6960	219	34	kernel	kernel	NOUN
aijes-6960	219	35	tricks	trick	NOUN
aijes-6960	219	36	.	.	PUNCT
aijes-6960	220	1			NOUN
aijes-6960	220	2	effective	effective	ADJ
aijes-6960	220	3	but	but	CCONJ
aijes-6960	220	4	resource	resource	NOUN
aijes-6960	220	5	-	-	PUNCT
aijes-6960	220	6	intensive	intensive	ADJ
aijes-6960	220	7	for	for	ADP
aijes-6960	220	8	large	large	ADJ
aijes-6960	220	9	datasets	dataset	NOUN
aijes-6960	220	10	.	.	PUNCT
aijes-6960	221	1			X
aijes-6960	221	2	fisherfaces	fisherface	NOUN
aijes-6960	221	3	(	(	PUNCT
aijes-6960	221	4	belhumeur	belhumeur	NOUN
aijes-6960	221	5	,	,	PUNCT
aijes-6960	221	6	1997	1997	NUM
aijes-6960	221	7	):	):	PUNCT
aijes-6960	221	8			NOUN
aijes-6960	221	9	combined	combined	ADJ
aijes-6960	221	10	pca	pca	PROPN
aijes-6960	221	11	and	and	CCONJ
aijes-6960	221	12	lda	lda	PROPN
aijes-6960	221	13	,	,	PUNCT
aijes-6960	221	14	increasing	increase	VERB
aijes-6960	221	15	computational	computational	ADJ
aijes-6960	221	16	requirements	requirement	NOUN
aijes-6960	221	17	while	while	SCONJ
aijes-6960	221	18	improving	improve	VERB
aijes-6960	221	19	robustness	robustness	NOUN
aijes-6960	221	20	.	.	PUNCT
aijes-6960	222	1			PRON
aijes-6960	222	2	performance	performance	NOUN
aijes-6960	222	3	depended	depend	VERB
aijes-6960	222	4	heavily	heavily	ADV
aijes-6960	222	5	on	on	ADP
aijes-6960	222	6	dataset	dataset	ADJ
aijes-6960	222	7	quality	quality	NOUN
aijes-6960	222	8	and	and	CCONJ
aijes-6960	222	9	size	size	NOUN
aijes-6960	222	10	,	,	PUNCT
aijes-6960	222	11	adding	add	VERB
aijes-6960	222	12	costs	cost	NOUN
aijes-6960	222	13	for	for	ADP
aijes-6960	222	14	data	datum	NOUN
aijes-6960	222	15	preprocessing	preprocessing	NOUN
aijes-6960	222	16	.	.	PUNCT
aijes-6960	223	1	the	the	DET
aijes-6960	223	2	rise	rise	NOUN
aijes-6960	223	3	of	of	ADP
aijes-6960	223	4	convolutional	convolutional	ADJ
aijes-6960	223	5	neural	neural	ADJ
aijes-6960	223	6	networks	network	NOUN
aijes-6960	223	7	(	(	PUNCT
aijes-6960	223	8	cnns	cnns	PROPN
aijes-6960	223	9	)	)	PUNCT
aijes-6960	223	10	and	and	CCONJ
aijes-6960	223	11	models	model	NOUN
aijes-6960	223	12	like	like	ADP
aijes-6960	223	13	yolo	yolo	NOUN
aijes-6960	223	14	,	,	PUNCT
aijes-6960	223	15	r	r	PROPN
aijes-6960	223	16	-	-	PUNCT
aijes-6960	223	17	cnn	cnn	PROPN
aijes-6960	223	18	,	,	PUNCT
aijes-6960	223	19	and	and	CCONJ
aijes-6960	223	20	facenet	facenet	NOUN
aijes-6960	223	21	has	have	AUX
aijes-6960	223	22	revolutionized	revolutionize	VERB
aijes-6960	223	23	vision	vision	NOUN
aijes-6960	223	24	capabilities	capability	NOUN
aijes-6960	223	25	but	but	CCONJ
aijes-6960	223	26	at	at	ADP
aijes-6960	223	27	a	a	DET
aijes-6960	223	28	steep	steep	ADJ
aijes-6960	223	29	cost	cost	NOUN
aijes-6960	223	30	:	:	PUNCT
aijes-6960	223	31			NOUN
aijes-6960	223	32	hardware	hardware	NOUN
aijes-6960	223	33	:	:	PUNCT
aijes-6960	223	34			NOUN
aijes-6960	223	35	requires	require	VERB
aijes-6960	223	36	gpus	gpu	NOUN
aijes-6960	223	37	or	or	CCONJ
aijes-6960	223	38	tpus	tpus	NOUN
aijes-6960	223	39	for	for	ADP
aijes-6960	223	40	training	training	NOUN
aijes-6960	223	41	and	and	CCONJ
aijes-6960	223	42	inference	inference	NOUN
aijes-6960	223	43	,	,	PUNCT
aijes-6960	223	44	significantly	significantly	ADV
aijes-6960	223	45	increasing	increase	VERB
aijes-6960	223	46	infrastructure	infrastructure	NOUN
aijes-6960	223	47	costs	cost	NOUN
aijes-6960	223	48	.	.	PUNCT
aijes-6960	224	1			NOUN
aijes-6960	224	2	cloud	cloud	PROPN
aijes-6960	224	3	computing	computing	NOUN
aijes-6960	224	4	services	service	NOUN
aijes-6960	224	5	(	(	PUNCT
aijes-6960	224	6	e.g.	e.g.	ADJ
aijes-6960	224	7	,	,	PUNCT
aijes-6960	224	8	aws	aw	NOUN
aijes-6960	224	9	,	,	PUNCT
aijes-6960	224	10	google	google	PROPN
aijes-6960	224	11	cloud	cloud	PROPN
aijes-6960	224	12	)	)	PUNCT
aijes-6960	224	13	have	have	AUX
aijes-6960	224	14	democratized	democratize	VERB
aijes-6960	224	15	access	access	NOUN
aijes-6960	224	16	but	but	CCONJ
aijes-6960	224	17	introduced	introduce	VERB
aijes-6960	224	18	recurring	recurring	NOUN
aijes-6960	224	19	expenses	expense	NOUN
aijes-6960	224	20	.	.	PUNCT
aijes-6960	225	1			NOUN
aijes-6960	225	2	energy	energy	NOUN
aijes-6960	225	3	consumption	consumption	NOUN
aijes-6960	225	4	:	:	PUNCT
aijes-6960	225	5			NOUN
aijes-6960	225	6	high	high	ADJ
aijes-6960	225	7	during	during	ADP
aijes-6960	225	8	training	training	NOUN
aijes-6960	225	9	due	due	ADP
aijes-6960	225	10	to	to	ADP
aijes-6960	225	11	large	large	ADJ
aijes-6960	225	12	datasets	dataset	NOUN
aijes-6960	225	13	and	and	CCONJ
aijes-6960	225	14	deep	deep	ADJ
aijes-6960	225	15	architectures	architecture	NOUN
aijes-6960	225	16	.	.	PUNCT
aijes-6960	226	1			PROPN
aijes-6960	226	2	yolo	yolo	PROPN
aijes-6960	226	3	is	be	AUX
aijes-6960	226	4	optimized	optimize	VERB
aijes-6960	226	5	for	for	ADP
aijes-6960	226	6	real	real	ADJ
aijes-6960	226	7	-	-	PUNCT
aijes-6960	226	8	time	time	NOUN
aijes-6960	226	9	applications	application	NOUN
aijes-6960	226	10	,	,	PUNCT
aijes-6960	226	11	lowering	lower	VERB
aijes-6960	226	12	energy	energy	NOUN
aijes-6960	226	13	costs	cost	NOUN
aijes-6960	226	14	but	but	CCONJ
aijes-6960	226	15	with	with	ADP
aijes-6960	226	16	slightly	slightly	ADV
aijes-6960	226	17	reduced	reduce	VERB
aijes-6960	226	18	accuracy	accuracy	NOUN
aijes-6960	226	19	compared	compare	VERB
aijes-6960	226	20	to	to	ADP
aijes-6960	226	21	r	r	NOUN
aijes-6960	226	22	-	-	PUNCT
aijes-6960	226	23	cnn	cnn	PROPN
aijes-6960	226	24	.	.	PUNCT
aijes-6960	227	1			PROPN
aijes-6960	227	2	data	datum	NOUN
aijes-6960	227	3	preparation	preparation	NOUN
aijes-6960	227	4	:	:	PUNCT
aijes-6960	227	5			X
aijes-6960	227	6	costs	cost	NOUN
aijes-6960	227	7	tied	tie	VERB
aijes-6960	227	8	to	to	ADP
aijes-6960	227	9	collecting	collect	VERB
aijes-6960	227	10	and	and	CCONJ
aijes-6960	227	11	labeling	label	VERB
aijes-6960	227	12	large	large	ADJ
aijes-6960	227	13	datasets	dataset	NOUN
aijes-6960	227	14	.	.	PUNCT
aijes-6960	228	1			NOUN
aijes-6960	228	2	techniques	technique	NOUN
aijes-6960	228	3	like	like	ADP
aijes-6960	228	4	transfer	transfer	NOUN
aijes-6960	228	5	learning	learning	NOUN
aijes-6960	228	6	help	help	NOUN
aijes-6960	228	7	reduce	reduce	VERB
aijes-6960	228	8	training	training	NOUN
aijes-6960	228	9	time	time	NOUN
aijes-6960	228	10	and	and	CCONJ
aijes-6960	228	11	data	datum	NOUN
aijes-6960	228	12	needs	need	NOUN
aijes-6960	228	13	,	,	PUNCT
aijes-6960	228	14	lowering	lower	VERB
aijes-6960	228	15	costs	cost	NOUN
aijes-6960	228	16	slightly	slightly	ADV
aijes-6960	228	17	.	.	PUNCT
aijes-6960	229	1			PRON
aijes-6960	229	2	model	model	PROPN
aijes-6960	229	3	complexity	complexity	NOUN
aijes-6960	229	4	:	:	PUNCT
aijes-6960	229	5			X
aijes-6960	229	6	r	r	X
aijes-6960	229	7	-	-	PUNCT
aijes-6960	229	8	cnn	cnn	PROPN
aijes-6960	229	9	variants	variant	NOUN
aijes-6960	229	10	achieve	achieve	VERB
aijes-6960	229	11	high	high	ADJ
aijes-6960	229	12	accuracy	accuracy	NOUN
aijes-6960	229	13	but	but	CCONJ
aijes-6960	229	14	are	be	AUX
aijes-6960	229	15	resource	resource	NOUN
aijes-6960	229	16	-	-	PUNCT
aijes-6960	229	17	intensive	intensive	ADJ
aijes-6960	229	18	.	.	PUNCT
aijes-6960	230	1			PROPN
aijes-6960	230	2	yolo	yolo	PROPN
aijes-6960	230	3	offers	offer	VERB
aijes-6960	230	4	a	a	DET
aijes-6960	230	5	trade	trade	NOUN
aijes-6960	230	6	-	-	PUNCT
aijes-6960	230	7	off	off	NOUN
aijes-6960	230	8	,	,	PUNCT
aijes-6960	230	9	being	be	AUX
aijes-6960	230	10	faster	fast	ADJ
aijes-6960	230	11	and	and	CCONJ
aijes-6960	230	12	cheaper	cheap	ADJ
aijes-6960	230	13	for	for	ADP
aijes-6960	230	14	real	real	ADJ
aijes-6960	230	15	-	-	PUNCT
aijes-6960	230	16	time	time	NOUN
aijes-6960	230	17	applications	application	NOUN
aijes-6960	230	18	.	.	PUNCT
aijes-6960	231	1	from	from	ADP
aijes-6960	231	2	origins	origin	NOUN
aijes-6960	231	3	to	to	ADP
aijes-6960	231	4	innovations	innovation	NOUN
aijes-6960	231	5	:	:	PUNCT
aijes-6960	231	6	ai	ai	VERB
aijes-6960	231	7	's	's	PART
aijes-6960	231	8	role	role	NOUN
aijes-6960	231	9	and	and	CCONJ
aijes-6960	231	10	the	the	DET
aijes-6960	231	11	cost	cost	NOUN
aijes-6960	231	12	impact	impact	NOUN
aijes-6960	231	13	on	on	ADP
aijes-6960	231	14	computer	computer	NOUN
aijes-6960	231	15	vision	vision	NOUN
aijes-6960	231	16	332	332	NUM
aijes-6960	231	17	the	the	DET
aijes-6960	231	18	following	follow	VERB
aijes-6960	231	19	tables	table	NOUN
aijes-6960	231	20	summarizes	summarize	VERB
aijes-6960	231	21	the	the	DET
aijes-6960	231	22	cost	cost	NOUN
aijes-6960	231	23	comparisons	comparison	NOUN
aijes-6960	231	24	:	:	PUNCT
aijes-6960	231	25	technology	technology	NOUN
aijes-6960	231	26	cost	cost	NOUN
aijes-6960	231	27	(	(	PUNCT
aijes-6960	231	28	relative	relative	ADJ
aijes-6960	231	29	)	)	PUNCT
aijes-6960	231	30	performance	performance	NOUN
aijes-6960	231	31	/	/	SYM
aijes-6960	231	32	accuracy	accuracy	NOUN
aijes-6960	231	33	computational	computational	ADJ
aijes-6960	231	34	needs	need	NOUN
aijes-6960	231	35	use	use	NOUN
aijes-6960	231	36	case	case	NOUN
aijes-6960	231	37	scope	scope	NOUN
aijes-6960	231	38	perceptron	perceptron	PROPN
aijes-6960	231	39	low	low	PROPN
aijes-6960	231	40	minimal	minimal	ADJ
aijes-6960	231	41	very	very	ADV
aijes-6960	231	42	low	low	ADJ
aijes-6960	231	43	experimental	experimental	ADJ
aijes-6960	231	44	sift	sift	ADJ
aijes-6960	231	45	medium	medium	ADJ
aijes-6960	231	46	good	good	ADJ
aijes-6960	231	47	medium	medium	ADJ
aijes-6960	231	48	object	object	NOUN
aijes-6960	231	49	detection	detection	NOUN
aijes-6960	231	50	viola	viola	PROPN
aijes-6960	231	51	-	-	PUNCT
aijes-6960	231	52	jones	jones	PROPN
aijes-6960	231	53	low	low	PROPN
aijes-6960	231	54	moderate	moderate	ADJ
aijes-6960	231	55	low	low	ADJ
aijes-6960	231	56	real	real	ADJ
aijes-6960	231	57	-	-	PUNCT
aijes-6960	231	58	time	time	NOUN
aijes-6960	231	59	detection	detection	NOUN
aijes-6960	231	60	eigenfaces	eigenface	VERB
aijes-6960	231	61	medium	medium	ADJ
aijes-6960	231	62	moderate	moderate	ADJ
aijes-6960	231	63	medium	medium	ADJ
aijes-6960	231	64	face	face	NOUN
aijes-6960	231	65	recognition	recognition	NOUN
aijes-6960	231	66	svm	svm	VERB
aijes-6960	231	67	high	high	ADJ
aijes-6960	231	68	good	good	ADJ
aijes-6960	231	69	high	high	ADJ
aijes-6960	231	70	classification	classification	NOUN
aijes-6960	231	71	cnn	cnn	PROPN
aijes-6960	231	72	(	(	PUNCT
aijes-6960	231	73	yolo	yolo	PROPN
aijes-6960	231	74	)	)	PUNCT
aijes-6960	231	75	high	high	ADJ
aijes-6960	231	76	very	very	ADV
aijes-6960	231	77	good	good	ADJ
aijes-6960	231	78	medium	medium	ADJ
aijes-6960	231	79	real	real	ADJ
aijes-6960	231	80	-	-	PUNCT
aijes-6960	231	81	time	time	NOUN
aijes-6960	231	82	applications	application	NOUN
aijes-6960	231	83	cnn	cnn	PROPN
aijes-6960	231	84	(	(	PUNCT
aijes-6960	231	85	r	r	NOUN
aijes-6960	231	86	-	-	PUNCT
aijes-6960	231	87	cnn	cnn	NOUN
aijes-6960	231	88	)	)	PUNCT
aijes-6960	231	89	very	very	ADV
aijes-6960	231	90	high	high	ADV
aijes-6960	231	91	excellent	excellent	ADJ
aijes-6960	231	92	very	very	ADV
aijes-6960	231	93	high	high	ADJ
aijes-6960	231	94	accuracy	accuracy	NOUN
aijes-6960	231	95	-	-	PUNCT
aijes-6960	231	96	critical	critical	ADJ
aijes-6960	231	97	source	source	NOUN
aijes-6960	231	98	:	:	PUNCT
aijes-6960	231	99	author	author	NOUN
aijes-6960	231	100	’s	’s	PART
aijes-6960	231	101	own	own	ADJ
aijes-6960	231	102	elaboration	elaboration	NOUN
aijes-6960	231	103	.	.	PUNCT
aijes-6960	232	1	(	(	PUNCT
aijes-6960	232	2	2024	2024	NUM
aijes-6960	232	3	)	)	PUNCT
aijes-6960	232	4	conclusions	conclusion	NOUN
aijes-6960	232	5	the	the	DET
aijes-6960	232	6	progression	progression	NOUN
aijes-6960	232	7	of	of	ADP
aijes-6960	232	8	artificial	artificial	ADJ
aijes-6960	232	9	intelligence	intelligence	NOUN
aijes-6960	232	10	in	in	ADP
aijes-6960	232	11	computer	computer	NOUN
aijes-6960	232	12	vision	vision	NOUN
aijes-6960	232	13	showcases	showcase	VERB
aijes-6960	232	14	an	an	DET
aijes-6960	232	15	extraordinary	extraordinary	ADJ
aijes-6960	232	16	transformation	transformation	NOUN
aijes-6960	232	17	from	from	ADP
aijes-6960	232	18	its	its	PRON
aijes-6960	232	19	early	early	ADJ
aijes-6960	232	20	days	day	NOUN
aijes-6960	232	21	of	of	ADP
aijes-6960	232	22	handcrafted	handcraft	VERB
aijes-6960	232	23	feature	feature	NOUN
aijes-6960	232	24	-	-	PUNCT
aijes-6960	232	25	based	base	VERB
aijes-6960	232	26	methods	method	NOUN
aijes-6960	232	27	to	to	ADP
aijes-6960	232	28	the	the	DET
aijes-6960	232	29	advanced	advanced	ADJ
aijes-6960	232	30	,	,	PUNCT
aijes-6960	232	31	deep	deep	ADJ
aijes-6960	232	32	learning	learning	NOUN
aijes-6960	232	33	-	-	PUNCT
aijes-6960	232	34	driven	drive	VERB
aijes-6960	232	35	models	model	NOUN
aijes-6960	232	36	we	we	PRON
aijes-6960	232	37	see	see	VERB
aijes-6960	232	38	today	today	NOUN
aijes-6960	232	39	.	.	PUNCT
aijes-6960	233	1	in	in	ADP
aijes-6960	233	2	the	the	DET
aijes-6960	233	3	realm	realm	NOUN
aijes-6960	233	4	of	of	ADP
aijes-6960	233	5	face	face	NOUN
aijes-6960	233	6	detection	detection	NOUN
aijes-6960	233	7	,	,	PUNCT
aijes-6960	233	8	modern	modern	ADJ
aijes-6960	233	9	algorithms	algorithm	NOUN
aijes-6960	233	10	like	like	ADP
aijes-6960	233	11	yolo	yolo	NOUN
aijes-6960	233	12	and	and	CCONJ
aijes-6960	233	13	r	r	X
aijes-6960	233	14	-	-	PUNCT
aijes-6960	233	15	cnn	cnn	PROPN
aijes-6960	233	16	have	have	AUX
aijes-6960	233	17	significantly	significantly	ADV
aijes-6960	233	18	outperformed	outperform	VERB
aijes-6960	233	19	traditional	traditional	ADJ
aijes-6960	233	20	approaches	approach	NOUN
aijes-6960	233	21	such	such	ADJ
aijes-6960	233	22	as	as	ADP
aijes-6960	233	23	the	the	DET
aijes-6960	233	24	viola	viola	PROPN
aijes-6960	233	25	-	-	PUNCT
aijes-6960	233	26	jones	jones	PROPN
aijes-6960	233	27	algorithm	algorithm	PROPN
aijes-6960	233	28	,	,	PUNCT
aijes-6960	233	29	offering	offer	VERB
aijes-6960	233	30	higher	high	ADJ
aijes-6960	233	31	accuracy	accuracy	NOUN
aijes-6960	233	32	and	and	CCONJ
aijes-6960	233	33	greater	great	ADJ
aijes-6960	233	34	adaptability	adaptability	NOUN
aijes-6960	233	35	to	to	ADP
aijes-6960	233	36	varying	vary	VERB
aijes-6960	233	37	conditions	condition	NOUN
aijes-6960	233	38	.	.	PUNCT
aijes-6960	234	1	similarly	similarly	ADV
aijes-6960	234	2	,	,	PUNCT
aijes-6960	234	3	advancements	advancement	NOUN
aijes-6960	234	4	like	like	ADP
aijes-6960	234	5	facenet	facenet	NOUN
aijes-6960	234	6	have	have	AUX
aijes-6960	234	7	surpassed	surpass	VERB
aijes-6960	234	8	earlier	early	ADJ
aijes-6960	234	9	models	model	NOUN
aijes-6960	234	10	,	,	PUNCT
aijes-6960	234	11	achieving	achieve	VERB
aijes-6960	234	12	exceptional	exceptional	ADJ
aijes-6960	234	13	precision	precision	NOUN
aijes-6960	234	14	that	that	SCONJ
aijes-6960	234	15	rival	rival	ADJ
aijes-6960	234	16	human	human	ADJ
aijes-6960	234	17	vision	vision	NOUN
aijes-6960	234	18	.	.	PUNCT
aijes-6960	235	1	however	however	ADV
aijes-6960	235	2	,	,	PUNCT
aijes-6960	235	3	a	a	DET
aijes-6960	235	4	trade	trade	NOUN
aijes-6960	235	5	-	-	PUNCT
aijes-6960	235	6	off	off	NOUN
aijes-6960	235	7	exists	exist	VERB
aijes-6960	235	8	:	:	PUNCT
aijes-6960	235	9	while	while	SCONJ
aijes-6960	235	10	these	these	DET
aijes-6960	235	11	contemporary	contemporary	ADJ
aijes-6960	235	12	methods	method	NOUN
aijes-6960	235	13	provide	provide	VERB
aijes-6960	235	14	unparalleled	unparalleled	ADJ
aijes-6960	235	15	accuracy	accuracy	NOUN
aijes-6960	235	16	,	,	PUNCT
aijes-6960	235	17	they	they	PRON
aijes-6960	235	18	demand	demand	VERB
aijes-6960	235	19	substantial	substantial	ADJ
aijes-6960	235	20	computational	computational	ADJ
aijes-6960	235	21	power	power	NOUN
aijes-6960	235	22	and	and	CCONJ
aijes-6960	235	23	often	often	ADV
aijes-6960	235	24	operate	operate	VERB
aijes-6960	235	25	slower	slow	ADJ
aijes-6960	235	26	than	than	ADP
aijes-6960	235	27	their	their	PRON
aijes-6960	235	28	predecessors	predecessor	NOUN
aijes-6960	235	29	,	,	PUNCT
aijes-6960	235	30	except	except	SCONJ
aijes-6960	235	31	for	for	ADP
aijes-6960	235	32	optimized	optimize	VERB
aijes-6960	235	33	models	model	NOUN
aijes-6960	235	34	like	like	ADP
aijes-6960	235	35	yolo	yolo	PROPN
aijes-6960	235	36	.	.	PUNCT
aijes-6960	236	1	despite	despite	SCONJ
aijes-6960	236	2	the	the	DET
aijes-6960	236	3	widespread	widespread	ADJ
aijes-6960	236	4	adoption	adoption	NOUN
aijes-6960	236	5	of	of	ADP
aijes-6960	236	6	cloud	cloud	NOUN
aijes-6960	236	7	computing	computing	NOUN
aijes-6960	236	8	,	,	PUNCT
aijes-6960	236	9	the	the	DET
aijes-6960	236	10	balance	balance	NOUN
aijes-6960	236	11	between	between	ADP
aijes-6960	236	12	accuracy	accuracy	NOUN
aijes-6960	236	13	and	and	CCONJ
aijes-6960	236	14	computational	computational	ADJ
aijes-6960	236	15	efficiency	efficiency	NOUN
aijes-6960	236	16	does	do	AUX
aijes-6960	236	17	n't	not	PART
aijes-6960	236	18	meet	meet	VERB
aijes-6960	236	19	the	the	DET
aijes-6960	236	20	needs	need	NOUN
aijes-6960	236	21	of	of	ADP
aijes-6960	236	22	every	every	DET
aijes-6960	236	23	business	business	NOUN
aijes-6960	236	24	or	or	CCONJ
aijes-6960	236	25	use	use	VERB
aijes-6960	236	26	case	case	NOUN
aijes-6960	236	27	.	.	PUNCT
aijes-6960	237	1	the	the	DET
aijes-6960	237	2	evolution	evolution	NOUN
aijes-6960	237	3	of	of	ADP
aijes-6960	237	4	computer	computer	NOUN
aijes-6960	237	5	vision	vision	NOUN
aijes-6960	237	6	algorithms	algorithm	NOUN
aijes-6960	237	7	underscores	underscore	VERB
aijes-6960	237	8	the	the	DET
aijes-6960	237	9	rapid	rapid	ADJ
aijes-6960	237	10	pace	pace	NOUN
aijes-6960	237	11	of	of	ADP
aijes-6960	237	12	innovation	innovation	NOUN
aijes-6960	237	13	,	,	PUNCT
aijes-6960	237	14	suggesting	suggest	VERB
aijes-6960	237	15	that	that	SCONJ
aijes-6960	237	16	ongoing	ongoing	ADJ
aijes-6960	237	17	research	research	NOUN
aijes-6960	237	18	and	and	CCONJ
aijes-6960	237	19	development	development	NOUN
aijes-6960	237	20	will	will	AUX
aijes-6960	237	21	continue	continue	VERB
aijes-6960	237	22	to	to	PART
aijes-6960	237	23	optimize	optimize	VERB
aijes-6960	237	24	and	and	CCONJ
aijes-6960	237	25	refine	refine	VERB
aijes-6960	237	26	these	these	DET
aijes-6960	237	27	technologies	technology	NOUN
aijes-6960	237	28	as	as	SCONJ
aijes-6960	237	29	we	we	PRON
aijes-6960	237	30	advance	advance	VERB
aijes-6960	237	31	into	into	ADP
aijes-6960	237	32	a	a	DET
aijes-6960	237	33	promising	promising	ADJ
aijes-6960	237	34	era	era	NOUN
aijes-6960	237	35	of	of	ADP
aijes-6960	237	36	artificial	artificial	ADJ
aijes-6960	237	37	intelligence	intelligence	NOUN
aijes-6960	237	38	.	.	PUNCT
aijes-6960	238	1	references	reference	NOUN
aijes-6960	238	2	1	1	NUM
aijes-6960	238	3	.	.	PUNCT
aijes-6960	238	4	agarap	agarap	PROPN
aijes-6960	238	5	,	,	PUNCT
aijes-6960	238	6	a.	a.	PROPN
aijes-6960	238	7	f.	f.	PROPN
aijes-6960	238	8	(	(	PUNCT
aijes-6960	238	9	2018	2018	NUM
aijes-6960	238	10	)	)	PUNCT
aijes-6960	238	11	.	.	PUNCT
aijes-6960	239	1	deep	deep	ADJ
aijes-6960	239	2	learning	learning	NOUN
aijes-6960	239	3	using	use	VERB
aijes-6960	239	4	rectified	rectify	VERB
aijes-6960	239	5	linear	linear	ADJ
aijes-6960	239	6	units	unit	NOUN
aijes-6960	239	7	(	(	PUNCT
aijes-6960	239	8	relu	relu	NOUN
aijes-6960	239	9	)	)	PUNCT
aijes-6960	239	10	.	.	PUNCT
aijes-6960	240	1	2	2	X
aijes-6960	240	2	.	.	X
aijes-6960	240	3	belhumeur	belhumeur	PROPN
aijes-6960	240	4	,	,	PUNCT
aijes-6960	240	5	p.	p.	PROPN
aijes-6960	240	6	n.	n.	NOUN
aijes-6960	240	7	(	(	PUNCT
aijes-6960	240	8	1997	1997	NUM
aijes-6960	240	9	)	)	PUNCT
aijes-6960	240	10	.	.	PUNCT
aijes-6960	241	1	eigenfaces	eigenface	NOUN
aijes-6960	241	2	vs.	vs.	ADP
aijes-6960	241	3	fisherfaces	fisherface	NOUN
aijes-6960	241	4	:	:	PUNCT
aijes-6960	241	5	recognition	recognition	NOUN
aijes-6960	241	6	using	use	VERB
aijes-6960	241	7	class	class	NOUN
aijes-6960	241	8	specific	specific	ADJ
aijes-6960	241	9	linear	linear	PROPN
aijes-6960	241	10	projection	projection	NOUN
aijes-6960	241	11	.	.	PUNCT
aijes-6960	242	1	ieee	ieee	NOUN
aijes-6960	242	2	transactions	transaction	NOUN
aijes-6960	242	3	on	on	ADP
aijes-6960	242	4	pattern	pattern	NOUN
aijes-6960	242	5	analysis	analysis	NOUN
aijes-6960	242	6	and	and	CCONJ
aijes-6960	242	7	machine	machine	NOUN
aijes-6960	242	8	intelligence	intelligence	NOUN
aijes-6960	242	9	.	.	PUNCT
aijes-6960	243	1	3	3	X
aijes-6960	243	2	.	.	X
aijes-6960	243	3	cortes	corte	NOUN
aijes-6960	243	4	,	,	PUNCT
aijes-6960	243	5	c.	c.	PROPN
aijes-6960	243	6	&	&	CCONJ
aijes-6960	243	7	.	.	PUNCT
aijes-6960	244	1	(	(	PUNCT
aijes-6960	244	2	1995	1995	NUM
aijes-6960	244	3	)	)	PUNCT
aijes-6960	244	4	.	.	PUNCT
aijes-6960	245	1	support	support	NOUN
aijes-6960	245	2	-	-	PUNCT
aijes-6960	245	3	vector	vector	NOUN
aijes-6960	245	4	networks	network	NOUN
aijes-6960	245	5	.	.	PUNCT
aijes-6960	246	1	machine	machine	NOUN
aijes-6960	246	2	learning	learning	NOUN
aijes-6960	246	3	.	.	PUNCT
aijes-6960	247	1	4	4	X
aijes-6960	247	2	.	.	X
aijes-6960	247	3	cristianini	cristianini	PROPN
aijes-6960	247	4	,	,	PUNCT
aijes-6960	247	5	n.	n.	PROPN
aijes-6960	247	6	&	&	CCONJ
aijes-6960	247	7	.-t	.-t	PROPN
aijes-6960	247	8	.	.	PUNCT
aijes-6960	248	1	(	(	PUNCT
aijes-6960	248	2	2000	2000	NUM
aijes-6960	248	3	)	)	PUNCT
aijes-6960	248	4	.	.	PUNCT
aijes-6960	249	1	an	an	DET
aijes-6960	249	2	introduction	introduction	NOUN
aijes-6960	249	3	to	to	PART
aijes-6960	249	4	support	support	VERB
aijes-6960	249	5	vector	vector	NOUN
aijes-6960	249	6	machines	machine	NOUN
aijes-6960	249	7	and	and	CCONJ
aijes-6960	249	8	other	other	ADJ
aijes-6960	249	9	kernelbased	kernelbase	VERB
aijes-6960	249	10	learning	learning	NOUN
aijes-6960	249	11	methods	method	NOUN
aijes-6960	249	12	.	.	PUNCT
aijes-6960	250	1	cambridge	cambridge	PROPN
aijes-6960	250	2	university	university	PROPN
aijes-6960	250	3	press	press	NOUN
aijes-6960	250	4	.	.	PUNCT
aijes-6960	251	1	5	5	X
aijes-6960	251	2	.	.	X
aijes-6960	251	3	dasgupta	dasgupta	PROPN
aijes-6960	251	4	,	,	PUNCT
aijes-6960	251	5	s.	s.	PROPN
aijes-6960	251	6	,	,	PUNCT
aijes-6960	251	7	ray	ray	PROPN
aijes-6960	251	8	,	,	PUNCT
aijes-6960	251	9	s.	s.	PROPN
aijes-6960	251	10	n.	n.	PROPN
aijes-6960	251	11	,	,	PUNCT
aijes-6960	251	12	&	&	CCONJ
aijes-6960	251	13	talukdar	talukdar	NOUN
aijes-6960	251	14	,	,	PUNCT
aijes-6960	251	15	p.	p.	NOUN
aijes-6960	251	16	(	(	PUNCT
aijes-6960	251	17	2018	2018	NUM
aijes-6960	251	18	)	)	PUNCT
aijes-6960	251	19	.	.	PUNCT
aijes-6960	252	1	hyte	hyte	NOUN
aijes-6960	252	2	:	:	PUNCT
aijes-6960	252	3	hyperplane	hyperplane	NOUN
aijes-6960	252	4	-	-	PUNCT
aijes-6960	252	5	based	base	VERB
aijes-6960	252	6	temporally	temporally	ADV
aijes-6960	252	7	aware	aware	ADJ
aijes-6960	252	8	knowledge	knowledge	NOUN
aijes-6960	252	9	graph	graph	NOUN
aijes-6960	252	10	embedding	embed	VERB
aijes-6960	252	11	.	.	PUNCT
aijes-6960	253	1	conference	conference	NOUN
aijes-6960	253	2	on	on	ADP
aijes-6960	253	3	empirical	empirical	ADJ
aijes-6960	253	4	methods	method	NOUN
aijes-6960	253	5	in	in	ADP
aijes-6960	253	6	natural	natural	ADJ
aijes-6960	253	7	language	language	NOUN
aijes-6960	253	8	processing	processing	NOUN
aijes-6960	253	9	.	.	PUNCT
aijes-6960	254	1	6	6	X
aijes-6960	254	2	.	.	X
aijes-6960	254	3	dubey	dubey	PROPN
aijes-6960	254	4	,	,	PUNCT
aijes-6960	254	5	a.	a.	PROPN
aijes-6960	254	6	,	,	PUNCT
aijes-6960	254	7	&	&	CCONJ
aijes-6960	254	8	jain	jain	PROPN
aijes-6960	254	9	,	,	PUNCT
aijes-6960	254	10	v.	v.	PROPN
aijes-6960	254	11	(	(	PUNCT
aijes-6960	254	12	2019	2019	NUM
aijes-6960	254	13	)	)	PUNCT
aijes-6960	254	14	.	.	PUNCT
aijes-6960	255	1	comparative	comparative	ADJ
aijes-6960	255	2	study	study	NOUN
aijes-6960	255	3	of	of	ADP
aijes-6960	255	4	convolution	convolution	NOUN
aijes-6960	255	5	neural	neural	ADJ
aijes-6960	255	6	network	network	NOUN
aijes-6960	255	7	’s	’s	PART
aijes-6960	255	8	relu	relu	NOUN
aijes-6960	255	9	and	and	CCONJ
aijes-6960	255	10	leaky	leaky	ADJ
aijes-6960	255	11	-	-	PUNCT
aijes-6960	255	12	relu	relu	NOUN
aijes-6960	255	13	activation	activation	NOUN
aijes-6960	255	14	functions	function	NOUN
aijes-6960	255	15	.	.	PUNCT
aijes-6960	256	1	in	in	ADP
aijes-6960	256	2	lecture	lecture	NOUN
aijes-6960	256	3	notes	note	NOUN
aijes-6960	256	4	in	in	ADP
aijes-6960	256	5	electrical	electrical	ADJ
aijes-6960	256	6	engineering	engineering	NOUN
aijes-6960	256	7	.	.	PUNCT
aijes-6960	257	1	7	7	X
aijes-6960	257	2	.	.	X
aijes-6960	257	3	girshick	girshick	PROPN
aijes-6960	257	4	,	,	PUNCT
aijes-6960	257	5	r.	r.	PROPN
aijes-6960	257	6	d.	d.	PROPN
aijes-6960	257	7	(	(	PUNCT
aijes-6960	257	8	2014	2014	NUM
aijes-6960	257	9	)	)	PUNCT
aijes-6960	257	10	.	.	PUNCT
aijes-6960	258	1	rich	rich	ADJ
aijes-6960	258	2	feature	feature	NOUN
aijes-6960	258	3	hierarchies	hierarchy	NOUN
aijes-6960	258	4	for	for	ADP
aijes-6960	258	5	accurate	accurate	ADJ
aijes-6960	258	6	object	object	NOUN
aijes-6960	258	7	detection	detection	NOUN
aijes-6960	258	8	and	and	CCONJ
aijes-6960	258	9	semantic	semantic	ADJ
aijes-6960	258	10	segmentation	segmentation	NOUN
aijes-6960	258	11	.	.	PUNCT
aijes-6960	259	1	proceedings	proceeding	NOUN
aijes-6960	259	2	of	of	ADP
aijes-6960	259	3	the	the	DET
aijes-6960	259	4	ieee	ieee	NOUN
aijes-6960	259	5	conference	conference	NOUN
aijes-6960	259	6	on	on	ADP
aijes-6960	259	7	computer	computer	NOUN
aijes-6960	259	8	vision	vision	NOUN
aijes-6960	259	9	and	and	CCONJ
aijes-6960	259	10	pattern	pattern	NOUN
aijes-6960	259	11	recognition	recognition	NOUN
aijes-6960	259	12	.	.	PUNCT
aijes-6960	260	1	8	8	X
aijes-6960	260	2	.	.	X
aijes-6960	261	1	han	han	PROPN
aijes-6960	261	2	,	,	PUNCT
aijes-6960	261	3	s.	s.	PROPN
aijes-6960	261	4	,	,	PUNCT
aijes-6960	261	5	mao	mao	PROPN
aijes-6960	261	6	,	,	PUNCT
aijes-6960	261	7	h.	h.	PROPN
aijes-6960	261	8	,	,	PUNCT
aijes-6960	261	9	&	&	CCONJ
aijes-6960	261	10	dally	dally	PROPN
aijes-6960	261	11	,	,	PUNCT
aijes-6960	261	12	w.	w.	PROPN
aijes-6960	261	13	(	(	PUNCT
aijes-6960	261	14	2015	2015	NUM
aijes-6960	261	15	)	)	PUNCT
aijes-6960	261	16	.	.	PUNCT
aijes-6960	262	1	deep	deep	ADJ
aijes-6960	262	2	compression	compression	NOUN
aijes-6960	262	3	:	:	PUNCT
aijes-6960	262	4	compressing	compress	VERB
aijes-6960	262	5	deep	deep	ADJ
aijes-6960	262	6	neural	neural	ADJ
aijes-6960	262	7	network	network	NOUN
aijes-6960	262	8	with	with	ADP
aijes-6960	262	9	pruning	prune	VERB
aijes-6960	262	10	,	,	PUNCT
aijes-6960	262	11	trained	train	VERB
aijes-6960	262	12	quantization	quantization	NOUN
aijes-6960	262	13	and	and	CCONJ
aijes-6960	262	14	huffman	huffman	PROPN
aijes-6960	262	15	coding	coding	PROPN
aijes-6960	262	16	.	.	PUNCT
aijes-6960	263	1	international	international	ADJ
aijes-6960	263	2	conference	conference	NOUN
aijes-6960	263	3	on	on	ADP
aijes-6960	263	4	learning	learn	VERB
aijes-6960	263	5	representations	representation	NOUN
aijes-6960	263	6	.	.	PUNCT
aijes-6960	264	1	9	9	X
aijes-6960	264	2	.	.	X
aijes-6960	265	1	huang	huang	PROPN
aijes-6960	265	2	,	,	PUNCT
aijes-6960	265	3	g.	g.	PROPN
aijes-6960	265	4	,	,	PUNCT
aijes-6960	265	5	liu	liu	PROPN
aijes-6960	265	6	,	,	PUNCT
aijes-6960	265	7	z.	z.	PROPN
aijes-6960	265	8	,	,	PUNCT
aijes-6960	265	9	&	&	CCONJ
aijes-6960	265	10	weinberger	weinberger	PROPN
aijes-6960	265	11	,	,	PUNCT
aijes-6960	265	12	k.	k.	PROPN
aijes-6960	265	13	q.	q.	PROPN
aijes-6960	265	14	(	(	PUNCT
aijes-6960	265	15	2016	2016	NUM
aijes-6960	265	16	)	)	PUNCT
aijes-6960	265	17	.	.	PUNCT
aijes-6960	266	1	densely	densely	ADV
aijes-6960	266	2	connected	connect	VERB
aijes-6960	266	3	convolutional	convolutional	ADJ
aijes-6960	266	4	networks	network	NOUN
aijes-6960	266	5	.	.	PUNCT
aijes-6960	267	1	2017	2017	NUM
aijes-6960	267	2	ieee	ieee	NOUN
aijes-6960	267	3	conference	conference	NOUN
aijes-6960	267	4	on	on	ADP
aijes-6960	267	5	computer	computer	NOUN
aijes-6960	267	6	vision	vision	NOUN
aijes-6960	267	7	and	and	CCONJ
aijes-6960	267	8	pattern	pattern	NOUN
aijes-6960	267	9	recognition	recognition	NOUN
aijes-6960	267	10	(	(	PUNCT
aijes-6960	267	11	cvpr	cvpr	NOUN
aijes-6960	267	12	)	)	PUNCT
aijes-6960	267	13	.	.	PUNCT
aijes-6960	268	1	kledia	kledia	PROPN
aijes-6960	268	2	tirana	tirana	PROPN
aijes-6960	268	3	,	,	PUNCT
aijes-6960	268	4	endri	endri	NOUN
aijes-6960	268	5	bejleri	bejleri	NOUN
aijes-6960	268	6	333	333	NUM
aijes-6960	268	7	10	10	NUM
aijes-6960	268	8	.	.	PUNCT
aijes-6960	269	1	ibm	ibm	PROPN
aijes-6960	269	2	.	.	PUNCT
aijes-6960	269	3	(	(	PUNCT
aijes-6960	269	4	n.d	n.d	PROPN
aijes-6960	269	5	.	.	PROPN
aijes-6960	269	6	)	)	PUNCT
aijes-6960	269	7	.	.	PUNCT
aijes-6960	270	1	computer	computer	NOUN
aijes-6960	270	2	vision	vision	NOUN
aijes-6960	270	3	.	.	PUNCT
aijes-6960	271	1	retrieved	retrieve	VERB
aijes-6960	271	2	from	from	ADP
aijes-6960	271	3	ibm	ibm	PROPN
aijes-6960	271	4	:	:	PUNCT
aijes-6960	271	5	https://www.ibm.com/topics/computervision	https://www.ibm.com/topics/computervision	NOUN
aijes-6960	271	6	11	11	NUM
aijes-6960	271	7	.	.	PUNCT
aijes-6960	272	1	lim	lim	PROPN
aijes-6960	272	2	,	,	PUNCT
aijes-6960	272	3	h.	h.	PROPN
aijes-6960	272	4	,	,	PUNCT
aijes-6960	272	5	kim	kim	PROPN
aijes-6960	272	6	,	,	PUNCT
aijes-6960	272	7	b.	b.	PROPN
aijes-6960	272	8	,	,	PUNCT
aijes-6960	272	9	choo	choo	PROPN
aijes-6960	272	10	,	,	PUNCT
aijes-6960	272	11	j.	j.	PROPN
aijes-6960	272	12	,	,	PUNCT
aijes-6960	272	13	&	&	CCONJ
aijes-6960	272	14	choi	choi	PROPN
aijes-6960	272	15	,	,	PUNCT
aijes-6960	272	16	s.	s.	PROPN
aijes-6960	272	17	(	(	PUNCT
aijes-6960	272	18	2023	2023	NUM
aijes-6960	272	19	)	)	PUNCT
aijes-6960	272	20	.	.	PUNCT
aijes-6960	273	1	a	a	DET
aijes-6960	273	2	domain	domain	NOUN
aijes-6960	273	3	-	-	PUNCT
aijes-6960	273	4	shift	shift	NOUN
aijes-6960	273	5	aware	aware	ADJ
aijes-6960	273	6	batch	batch	NOUN
aijes-6960	273	7	normalization	normalization	NOUN
aijes-6960	273	8	in	in	ADP
aijes-6960	273	9	test	test	NOUN
aijes-6960	273	10	-	-	PUNCT
aijes-6960	273	11	time	time	NOUN
aijes-6960	273	12	adaptation	adaptation	NOUN
aijes-6960	273	13	.	.	PUNCT
aijes-6960	274	1	international	international	ADJ
aijes-6960	274	2	conference	conference	NOUN
aijes-6960	274	3	on	on	ADP
aijes-6960	274	4	learning	learn	VERB
aijes-6960	274	5	representations	representation	NOUN
aijes-6960	274	6	.	.	PUNCT
aijes-6960	275	1	12	12	NUM
aijes-6960	275	2	.	.	PUNCT
aijes-6960	276	1	liu	liu	PROPN
aijes-6960	276	2	,	,	PUNCT
aijes-6960	276	3	z.	z.	PROPN
aijes-6960	276	4	,	,	PUNCT
aijes-6960	276	5	hu	hu	PROPN
aijes-6960	276	6	,	,	PUNCT
aijes-6960	276	7	j.	j.	PROPN
aijes-6960	276	8	,	,	PUNCT
aijes-6960	276	9	weng	weng	PROPN
aijes-6960	276	10	,	,	PUNCT
aijes-6960	276	11	l.	l.	PROPN
aijes-6960	276	12	,	,	PUNCT
aijes-6960	276	13	&	&	CCONJ
aijes-6960	276	14	yang	yang	PROPN
aijes-6960	276	15	,	,	PUNCT
aijes-6960	276	16	y.	y.	PROPN
aijes-6960	276	17	(	(	PUNCT
aijes-6960	276	18	n.d	n.d	PROPN
aijes-6960	276	19	.	.	PROPN
aijes-6960	276	20	)	)	PUNCT
aijes-6960	276	21	.	.	PUNCT
aijes-6960	277	1	rotated	rotate	VERB
aijes-6960	277	2	region	region	NOUN
aijes-6960	277	3	based	base	VERB
aijes-6960	277	4	cnn	cnn	PROPN
aijes-6960	277	5	for	for	ADP
aijes-6960	277	6	ship	ship	NOUN
aijes-6960	277	7	detection	detection	NOUN
aijes-6960	277	8	.	.	PUNCT
aijes-6960	278	1	international	international	ADJ
aijes-6960	278	2	conference	conference	NOUN
aijes-6960	278	3	on	on	ADP
aijes-6960	278	4	information	information	NOUN
aijes-6960	278	5	photonics	photonic	NOUN
aijes-6960	278	6	,	,	PUNCT
aijes-6960	278	7	2017	2017	NUM
aijes-6960	278	8	ieee	ieee	NOUN
aijes-6960	278	9	international	international	ADJ
aijes-6960	278	10	conference	conference	NOUN
aijes-6960	278	11	on	on	ADP
aijes-6960	278	12	image	image	NOUN
aijes-6960	278	13	processing	processing	NOUN
aijes-6960	278	14	(	(	PUNCT
aijes-6960	278	15	icip	icip	PROPN
aijes-6960	278	16	)	)	PUNCT
aijes-6960	278	17	.	.	PUNCT
aijes-6960	279	1	13	13	NUM
aijes-6960	279	2	.	.	PUNCT
aijes-6960	279	3	lowe	lowe	PROPN
aijes-6960	279	4	,	,	PUNCT
aijes-6960	279	5	d.	d.	PROPN
aijes-6960	279	6	g.	g.	PROPN
aijes-6960	279	7	(	(	PUNCT
aijes-6960	279	8	1999	1999	NUM
aijes-6960	279	9	)	)	PUNCT
aijes-6960	279	10	.	.	PUNCT
aijes-6960	280	1	object	object	NOUN
aijes-6960	280	2	recognition	recognition	NOUN
aijes-6960	280	3	from	from	ADP
aijes-6960	280	4	local	local	ADJ
aijes-6960	280	5	scale	scale	NOUN
aijes-6960	280	6	-	-	PUNCT
aijes-6960	280	7	invariant	invariant	ADJ
aijes-6960	280	8	features	feature	NOUN
aijes-6960	280	9	.	.	PUNCT
aijes-6960	281	1	proceedings	proceeding	NOUN
aijes-6960	281	2	of	of	ADP
aijes-6960	281	3	the	the	DET
aijes-6960	281	4	seventh	seventh	ADJ
aijes-6960	281	5	ieee	ieee	PROPN
aijes-6960	281	6	international	international	ADJ
aijes-6960	281	7	conference	conference	NOUN
aijes-6960	281	8	on	on	ADP
aijes-6960	281	9	computer	computer	NOUN
aijes-6960	281	10	vision	vision	NOUN
aijes-6960	281	11	.	.	PUNCT
aijes-6960	282	1	ieee	ieee	PROPN
aijes-6960	282	2	.	.	PUNCT
aijes-6960	283	1	14	14	NUM
aijes-6960	283	2	.	.	PUNCT
aijes-6960	284	1	marr	marr	PROPN
aijes-6960	284	2	,	,	PUNCT
aijes-6960	284	3	d.	d.	PROPN
aijes-6960	284	4	(	(	PUNCT
aijes-6960	284	5	1982	1982	NUM
aijes-6960	284	6	,	,	PUNCT
aijes-6960	284	7	september	september	PROPN
aijes-6960	284	8	)	)	PUNCT
aijes-6960	284	9	.	.	PUNCT
aijes-6960	285	1	vision	vision	NOUN
aijes-6960	285	2	:	:	PUNCT
aijes-6960	285	3	a	a	DET
aijes-6960	285	4	computational	computational	ADJ
aijes-6960	285	5	investigation	investigation	NOUN
aijes-6960	285	6	into	into	ADP
aijes-6960	285	7	the	the	DET
aijes-6960	285	8	human	human	ADJ
aijes-6960	285	9	representation	representation	NOUN
aijes-6960	285	10	and	and	CCONJ
aijes-6960	285	11	processing	processing	NOUN
aijes-6960	285	12	of	of	ADP
aijes-6960	285	13	visual	visual	ADJ
aijes-6960	285	14	information	information	NOUN
aijes-6960	285	15	.	.	PUNCT
aijes-6960	286	1	mit	mit	PROPN
aijes-6960	286	2	press	press	NOUN
aijes-6960	286	3	.	.	PUNCT
aijes-6960	287	1	retrieved	retrieve	VERB
aijes-6960	287	2	from	from	ADP
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aijes-6960	287	4	15	15	NUM
aijes-6960	287	5	.	.	PUNCT
aijes-6960	288	1	martinez	martinez	PROPN
aijes-6960	288	2	,	,	PUNCT
aijes-6960	288	3	a.	a.	NOUN
aijes-6960	288	4	m.	m.	NOUN
aijes-6960	288	5	(	(	PUNCT
aijes-6960	288	6	2001	2001	NUM
aijes-6960	288	7	)	)	PUNCT
aijes-6960	288	8	.	.	PUNCT
aijes-6960	289	1	pca	pca	PROPN
aijes-6960	289	2	versus	versus	ADP
aijes-6960	289	3	lda	lda	PROPN
aijes-6960	289	4	.	.	PUNCT
aijes-6960	290	1	ieee	ieee	NOUN
aijes-6960	290	2	transactions	transaction	NOUN
aijes-6960	290	3	on	on	ADP
aijes-6960	290	4	pattern	pattern	NOUN
aijes-6960	290	5	analysis	analysis	NOUN
aijes-6960	290	6	and	and	CCONJ
aijes-6960	290	7	machine	machine	NOUN
aijes-6960	290	8	intelligence	intelligence	NOUN
aijes-6960	290	9	.	.	PUNCT
aijes-6960	291	1	16	16	NUM
aijes-6960	291	2	.	.	PUNCT
aijes-6960	292	1	medium.com	medium.com	X
aijes-6960	292	2	.	.	X
aijes-6960	292	3	(	(	PUNCT
aijes-6960	292	4	2023	2023	NUM
aijes-6960	292	5	,	,	PUNCT
aijes-6960	292	6	november	november	PROPN
aijes-6960	292	7	1	1	NUM
aijes-6960	292	8	)	)	PUNCT
aijes-6960	292	9	.	.	PUNCT
aijes-6960	293	1	frank	frank	PROPN
aijes-6960	293	2	rosenblatt	rosenblatt	PROPN
aijes-6960	293	3	’s	’s	PART
aijes-6960	293	4	perceptron	perceptron	PROPN
aijes-6960	293	5	,	,	PUNCT
aijes-6960	293	6	birth	birth	NOUN
aijes-6960	293	7	of	of	ADP
aijes-6960	293	8	the	the	DET
aijes-6960	293	9	neural	neural	ADJ
aijes-6960	293	10	network	network	NOUN
aijes-6960	293	11	.	.	PUNCT
aijes-6960	294	1	retrieved	retrieve	VERB
aijes-6960	294	2	from	from	ADP
aijes-6960	294	3	https://medium.com/@robdelacruz/frank-rosenblatts-perceptron19fcce9d627f	https://medium.com/@robdelacruz/frank-rosenblatts-perceptron19fcce9d627f	PROPN
aijes-6960	294	4	17	17	NUM
aijes-6960	294	5	.	.	PUNCT
aijes-6960	295	1	minsky	minsky	PROPN
aijes-6960	295	2	,	,	PUNCT
aijes-6960	295	3	m.	m.	NOUN
aijes-6960	295	4	a.	a.	NOUN
aijes-6960	295	5	(	(	PUNCT
aijes-6960	295	6	1966	1966	NUM
aijes-6960	295	7	)	)	PUNCT
aijes-6960	295	8	.	.	PUNCT
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aijes-6960	296	2	vision	vision	PROPN
aijes-6960	296	3	project	project	NOUN
aijes-6960	296	4	.	.	PUNCT
aijes-6960	297	1	mit	mit	VERB
aijes-6960	297	2	artificial	artificial	ADJ
aijes-6960	297	3	intelligence	intelligence	NOUN
aijes-6960	297	4	laboratory	laboratory	NOUN
aijes-6960	297	5	.	.	PUNCT
aijes-6960	298	1	18	18	NUM
aijes-6960	298	2	.	.	PUNCT
aijes-6960	299	1	o’shea	o’shea	PROPN
aijes-6960	299	2	,	,	PUNCT
aijes-6960	299	3	k.	k.	PROPN
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aijes-6960	299	5	&	&	CCONJ
aijes-6960	299	6	nash	nash	PROPN
aijes-6960	299	7	,	,	PUNCT
aijes-6960	299	8	r.	r.	PROPN
aijes-6960	299	9	(	(	PUNCT
aijes-6960	299	10	2015	2015	NUM
aijes-6960	299	11	)	)	PUNCT
aijes-6960	299	12	.	.	PUNCT
aijes-6960	300	1	an	an	DET
aijes-6960	300	2	introduction	introduction	NOUN
aijes-6960	300	3	to	to	ADP
aijes-6960	300	4	convolutional	convolutional	ADJ
aijes-6960	300	5	neural	neural	ADJ
aijes-6960	300	6	networks	network	NOUN
aijes-6960	300	7	.	.	PUNCT
aijes-6960	301	1	19	19	NUM
aijes-6960	301	2	.	.	X
aijes-6960	301	3	osowski	osowski	PROPN
aijes-6960	301	4	,	,	PUNCT
aijes-6960	301	5	s.	s.	PROPN
aijes-6960	301	6	,	,	PUNCT
aijes-6960	301	7	&	&	CCONJ
aijes-6960	301	8	siwek	siwek	PROPN
aijes-6960	301	9	,	,	PUNCT
aijes-6960	301	10	k.	k.	PROPN
aijes-6960	301	11	(	(	PUNCT
aijes-6960	301	12	2020	2020	NUM
aijes-6960	301	13	)	)	PUNCT
aijes-6960	301	14	.	.	PUNCT
aijes-6960	302	1	cnn	cnn	PROPN
aijes-6960	302	2	application	application	NOUN
aijes-6960	302	3	in	in	ADP
aijes-6960	302	4	face	face	NOUN
aijes-6960	302	5	recognition	recognition	NOUN
aijes-6960	302	6	(	(	PUNCT
aijes-6960	302	7	vol	vol	NOUN
aijes-6960	302	8	.	.	PROPN
aijes-6960	302	9	96	96	NUM
aijes-6960	302	10	)	)	PUNCT
aijes-6960	302	11	.	.	PUNCT
aijes-6960	303	1	20	20	NUM
aijes-6960	303	2	.	.	X
aijes-6960	303	3	princeton	princeton	PROPN
aijes-6960	303	4	.	.	PUNCT
aijes-6960	304	1	(	(	PUNCT
aijes-6960	304	2	2023	2023	NUM
aijes-6960	304	3	)	)	PUNCT
aijes-6960	304	4	.	.	PUNCT
aijes-6960	305	1	human	human	ADJ
aijes-6960	305	2	cognitive	cognitive	NOUN
aijes-6960	305	3	.	.	PUNCT
aijes-6960	306	1	retrieved	retrieve	VERB
aijes-6960	306	2	from	from	ADP
aijes-6960	306	3	https://pni.princeton.edu/researchareas/humancognitive#:~:text=human%20cognitive%20neuroscience%20is%20a,%2c%20language%20a	https://pni.princeton.edu/researchareas/humancognitive#:~:text=human%20cognitive%20neuroscience%20is%20a,%2c%20language%20a	NOUN
aijes-6960	306	4	nd%20problem%2dsolving	nd%20problem%2dsolve	VERB
aijes-6960	306	5	.	.	PROPN
aijes-6960	306	6	21	21	NUM
aijes-6960	306	7	.	.	PUNCT
aijes-6960	307	1	redmon	redmon	PROPN
aijes-6960	307	2	,	,	PUNCT
aijes-6960	307	3	j.	j.	PROPN
aijes-6960	307	4	d.	d.	PROPN
aijes-6960	307	5	(	(	PUNCT
aijes-6960	307	6	2016	2016	NUM
aijes-6960	307	7	)	)	PUNCT
aijes-6960	307	8	.	.	PUNCT
aijes-6960	308	1	you	you	PRON
aijes-6960	308	2	only	only	ADV
aijes-6960	308	3	look	look	VERB
aijes-6960	308	4	once	once	ADV
aijes-6960	308	5	:	:	PUNCT
aijes-6960	308	6	unified	unified	ADJ
aijes-6960	308	7	,	,	PUNCT
aijes-6960	308	8	real	real	ADJ
aijes-6960	308	9	-	-	PUNCT
aijes-6960	308	10	time	time	NOUN
aijes-6960	308	11	object	object	NOUN
aijes-6960	308	12	detection	detection	NOUN
aijes-6960	308	13	.	.	PUNCT
aijes-6960	309	1	proceedings	proceeding	NOUN
aijes-6960	309	2	of	of	ADP
aijes-6960	309	3	the	the	DET
aijes-6960	309	4	ieee	ieee	NOUN
aijes-6960	309	5	conference	conference	NOUN
aijes-6960	309	6	on	on	ADP
aijes-6960	309	7	computer	computer	NOUN
aijes-6960	309	8	vision	vision	NOUN
aijes-6960	309	9	and	and	CCONJ
aijes-6960	309	10	pattern	pattern	NOUN
aijes-6960	309	11	recognition	recognition	NOUN
aijes-6960	309	12	.	.	PUNCT
aijes-6960	310	1	22	22	NUM
aijes-6960	310	2	.	.	PUNCT
aijes-6960	311	1	ren	ren	PROPN
aijes-6960	311	2	,	,	PUNCT
aijes-6960	311	3	s.	s.	PROPN
aijes-6960	311	4	h.	h.	PROPN
aijes-6960	311	5	(	(	PUNCT
aijes-6960	311	6	2015	2015	NUM
aijes-6960	311	7	)	)	PUNCT
aijes-6960	311	8	.	.	PUNCT
aijes-6960	312	1	faster	fast	ADV
aijes-6960	312	2	r	r	X
aijes-6960	312	3	-	-	PUNCT
aijes-6960	312	4	cnn	cnn	NOUN
aijes-6960	312	5	:	:	PUNCT
aijes-6960	312	6	towards	towards	ADP
aijes-6960	312	7	real	real	ADJ
aijes-6960	312	8	-	-	PUNCT
aijes-6960	312	9	time	time	NOUN
aijes-6960	312	10	object	object	NOUN
aijes-6960	312	11	detection	detection	NOUN
aijes-6960	312	12	with	with	ADP
aijes-6960	312	13	region	region	NOUN
aijes-6960	312	14	proposal	proposal	NOUN
aijes-6960	312	15	networks	network	NOUN
aijes-6960	312	16	.	.	PUNCT
aijes-6960	313	1	advances	advance	NOUN
aijes-6960	313	2	in	in	ADP
aijes-6960	313	3	neural	neural	ADJ
aijes-6960	313	4	information	information	NOUN
aijes-6960	313	5	processing	processing	NOUN
aijes-6960	313	6	systems	system	NOUN
aijes-6960	313	7	.	.	PUNCT
aijes-6960	314	1	23	23	NUM
aijes-6960	314	2	.	.	PUNCT
aijes-6960	315	1	roberts	roberts	PROPN
aijes-6960	315	2	,	,	PUNCT
aijes-6960	315	3	l.	l.	PROPN
aijes-6960	315	4	g.	g.	PROPN
aijes-6960	315	5	(	(	PUNCT
aijes-6960	315	6	1963	1963	NUM
aijes-6960	315	7	)	)	PUNCT
aijes-6960	315	8	.	.	PUNCT
aijes-6960	316	1	machine	machine	NOUN
aijes-6960	316	2	perception	perception	NOUN
aijes-6960	316	3	of	of	ADP
aijes-6960	316	4	three	three	NUM
aijes-6960	316	5	-	-	PUNCT
aijes-6960	316	6	dimensional	dimensional	ADJ
aijes-6960	316	7	solids	solid	NOUN
aijes-6960	316	8	.	.	PUNCT
aijes-6960	317	1	mit	mit	PROPN
aijes-6960	317	2	.	.	PUNCT
aijes-6960	318	1	24	24	NUM
aijes-6960	318	2	.	.	PUNCT
aijes-6960	319	1	rosenblatt	rosenblatt	PROPN
aijes-6960	319	2	,	,	PUNCT
aijes-6960	319	3	f.	f.	PROPN
aijes-6960	319	4	(	(	PUNCT
aijes-6960	319	5	1958	1958	NUM
aijes-6960	319	6	)	)	PUNCT
aijes-6960	319	7	.	.	PUNCT
aijes-6960	320	1	the	the	DET
aijes-6960	320	2	perceptron	perceptron	PROPN
aijes-6960	320	3	:	:	PUNCT
aijes-6960	320	4	a	a	DET
aijes-6960	320	5	probabilistic	probabilistic	ADJ
aijes-6960	320	6	model	model	NOUN
aijes-6960	320	7	for	for	ADP
aijes-6960	320	8	information	information	NOUN
aijes-6960	320	9	storage	storage	NOUN
aijes-6960	320	10	and	and	CCONJ
aijes-6960	320	11	organization	organization	NOUN
aijes-6960	320	12	in	in	ADP
aijes-6960	320	13	the	the	DET
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aijes-6960	320	15	.	.	PUNCT
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aijes-6960	321	2	.	.	NOUN
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aijes-6960	321	4	,	,	PUNCT
aijes-6960	321	5	f.	f.	PROPN
aijes-6960	321	6	k.	k.	PROPN
aijes-6960	321	7	(	(	PUNCT
aijes-6960	321	8	2015	2015	NUM
aijes-6960	321	9	)	)	PUNCT
aijes-6960	321	10	.	.	PUNCT
aijes-6960	322	1	facenet	facenet	NOUN
aijes-6960	322	2	:	:	PUNCT
aijes-6960	322	3	a	a	DET
aijes-6960	322	4	unified	unified	ADJ
aijes-6960	322	5	embedding	embedding	NOUN
aijes-6960	322	6	for	for	ADP
aijes-6960	322	7	face	face	NOUN
aijes-6960	322	8	recognition	recognition	NOUN
aijes-6960	322	9	and	and	CCONJ
aijes-6960	322	10	clustering	clustering	NOUN
aijes-6960	322	11	.	.	PUNCT
aijes-6960	323	1	proceedings	proceeding	NOUN
aijes-6960	323	2	of	of	ADP
aijes-6960	323	3	the	the	DET
aijes-6960	323	4	ieee	ieee	NOUN
aijes-6960	323	5	conference	conference	NOUN
aijes-6960	323	6	on	on	ADP
aijes-6960	323	7	computer	computer	NOUN
aijes-6960	323	8	vision	vision	NOUN
aijes-6960	323	9	and	and	CCONJ
aijes-6960	323	10	pattern	pattern	NOUN
aijes-6960	323	11	recognition	recognition	NOUN
aijes-6960	323	12	.	.	PUNCT
aijes-6960	324	1	26	26	NUM
aijes-6960	324	2	.	.	PUNCT
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aijes-6960	324	4	.	.	PUNCT
aijes-6960	325	1	(	(	PUNCT
aijes-6960	325	2	2023	2023	NUM
aijes-6960	325	3	)	)	PUNCT
aijes-6960	325	4	.	.	PUNCT
aijes-6960	326	1	a	a	DET
aijes-6960	326	2	brief	brief	ADJ
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aijes-6960	326	4	of	of	ADP
aijes-6960	326	5	ai	ai	VERB
aijes-6960	326	6	in	in	ADP
aijes-6960	326	7	vision	vision	NOUN
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aijes-6960	326	9	.	.	PUNCT
aijes-6960	327	1	retrieved	retrieve	VERB
aijes-6960	327	2	from	from	ADP
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aijes-6960	327	5	.	.	PROPN
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aijes-6960	327	7	.	.	PUNCT
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aijes-6960	328	2	.	.	PUNCT
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aijes-6960	329	6	.	.	PUNCT
aijes-6960	330	1	a	a	DET
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aijes-6960	331	5	.	.	PUNCT
aijes-6960	331	6	)	)	PUNCT
aijes-6960	332	1	28	28	NUM
aijes-6960	332	2	.	.	PUNCT
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aijes-6960	333	2	,	,	PUNCT
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aijes-6960	333	4	,	,	PUNCT
aijes-6960	333	5	&	&	CCONJ
aijes-6960	333	6	madanchian	madanchian	NOUN
aijes-6960	333	7	,	,	PUNCT
aijes-6960	333	8	m.	m.	NOUN
aijes-6960	333	9	(	(	PUNCT
aijes-6960	333	10	2023	2023	NUM
aijes-6960	333	11	)	)	PUNCT
aijes-6960	333	12	.	.	PUNCT
aijes-6960	334	1	multi	multi	ADJ
aijes-6960	334	2	-	-	ADJ
aijes-6960	334	3	criteria	criterion	NOUN
aijes-6960	334	4	decision	decision	NOUN
aijes-6960	334	5	making	making	NOUN
aijes-6960	334	6	(	(	PUNCT
aijes-6960	334	7	mcdm	mcdm	ADJ
aijes-6960	334	8	)	)	PUNCT
aijes-6960	334	9	methods	method	NOUN
aijes-6960	334	10	and	and	CCONJ
aijes-6960	334	11	concepts	concept	NOUN
aijes-6960	334	12	.	.	PUNCT
aijes-6960	335	1	29	29	NUM
aijes-6960	335	2	.	.	X
aijes-6960	336	1	tirana	tirana	PROPN
aijes-6960	336	2	,	,	PUNCT
aijes-6960	336	3	k.	k.	PROPN
aijes-6960	336	4	(	(	PUNCT
aijes-6960	336	5	2024	2024	NUM
aijes-6960	336	6	)	)	PUNCT
aijes-6960	336	7	.	.	PUNCT
aijes-6960	337	1	a	a	DET
aijes-6960	337	2	comprehensive	comprehensive	ADJ
aijes-6960	337	3	evaluation	evaluation	NOUN
aijes-6960	337	4	of	of	ADP
aijes-6960	337	5	face	face	NOUN
aijes-6960	337	6	recognition	recognition	NOUN
aijes-6960	337	7	algorithms	algorithm	NOUN
aijes-6960	337	8	.	.	PUNCT
aijes-6960	338	1	agora	agora	PROPN
aijes-6960	338	2	international	international	ADJ
aijes-6960	338	3	journal	journal	PROPN
aijes-6960	338	4	.	.	PUNCT
aijes-6960	339	1	30	30	NUM
aijes-6960	339	2	.	.	X
aijes-6960	339	3	turk	turk	PROPN
aijes-6960	339	4	,	,	PUNCT
aijes-6960	339	5	m.	m.	NOUN
aijes-6960	339	6	a.	a.	PROPN
aijes-6960	339	7	(	(	PUNCT
aijes-6960	339	8	1991	1991	NUM
aijes-6960	339	9	)	)	PUNCT
aijes-6960	339	10	.	.	PUNCT
aijes-6960	340	1	eigenfaces	eigenface	NOUN
aijes-6960	340	2	for	for	ADP
aijes-6960	340	3	recognition	recognition	NOUN
aijes-6960	340	4	.	.	PUNCT
aijes-6960	341	1	journal	journal	PROPN
aijes-6960	341	2	of	of	ADP
aijes-6960	341	3	cognitive	cognitive	ADJ
aijes-6960	341	4	neuroscience	neuroscience	NOUN
aijes-6960	341	5	.	.	PUNCT
aijes-6960	342	1	31	31	NUM
aijes-6960	342	2	.	.	PUNCT
aijes-6960	342	3	viola	viola	PROPN
aijes-6960	342	4	,	,	PUNCT
aijes-6960	342	5	p.	p.	NOUN
aijes-6960	342	6	&	&	CCONJ
aijes-6960	342	7	.	.	PUNCT
aijes-6960	343	1	(	(	PUNCT
aijes-6960	343	2	2001	2001	NUM
aijes-6960	343	3	)	)	PUNCT
aijes-6960	343	4	.	.	PUNCT
aijes-6960	344	1	rapid	rapid	ADJ
aijes-6960	344	2	object	object	NOUN
aijes-6960	344	3	detection	detection	NOUN
aijes-6960	344	4	using	use	VERB
aijes-6960	344	5	a	a	DET
aijes-6960	344	6	boosted	boosted	ADJ
aijes-6960	344	7	cascade	cascade	NOUN
aijes-6960	344	8	of	of	ADP
aijes-6960	344	9	simple	simple	ADJ
aijes-6960	344	10	features	feature	NOUN
aijes-6960	344	11	.	.	PUNCT
aijes-6960	345	1	proceedings	proceeding	NOUN
aijes-6960	345	2	of	of	ADP
aijes-6960	345	3	the	the	DET
aijes-6960	345	4	2001	2001	NUM
aijes-6960	345	5	ieee	ieee	NOUN
aijes-6960	345	6	computer	computer	NOUN
aijes-6960	345	7	society	society	PROPN
aijes-6960	345	8	conference	conference	NOUN
aijes-6960	345	9	on	on	ADP
aijes-6960	345	10	computer	computer	NOUN
aijes-6960	345	11	vision	vision	NOUN
aijes-6960	345	12	and	and	CCONJ
aijes-6960	345	13	pattern	pattern	NOUN
aijes-6960	345	14	recognition	recognition	NOUN
aijes-6960	345	15	.	.	PUNCT
aijes-6960	346	1	32	32	NUM
aijes-6960	346	2	.	.	PUNCT
aijes-6960	347	1	živanović	živanović	PROPN
aijes-6960	347	2	,	,	PUNCT
aijes-6960	347	3	s.	s.	PROPN
aijes-6960	347	4	,	,	PUNCT
aijes-6960	347	5	abramović	abramović	ADV
aijes-6960	347	6	,	,	PUNCT
aijes-6960	347	7	n.	n.	NOUN
aijes-6960	347	8	,	,	PUNCT
aijes-6960	347	9	živanović	živanović	NOUN
aijes-6960	347	10	,	,	PUNCT
aijes-6960	347	11	m.	m.	NOUN
aijes-6960	347	12	,	,	PUNCT
aijes-6960	347	13	&	&	CCONJ
aijes-6960	347	14	smolović	smolović	PROPN
aijes-6960	347	15	,	,	PUNCT
aijes-6960	347	16	s.	s.	PROPN
aijes-6960	347	17	(	(	PUNCT
aijes-6960	347	18	2023	2023	NUM
aijes-6960	347	19	,	,	PUNCT
aijes-6960	347	20	4	4	NUM
aijes-6960	347	21	)	)	PUNCT
aijes-6960	347	22	.	.	PUNCT
aijes-6960	348	1	innovation	innovation	NOUN
aijes-6960	348	2	management	management	NOUN
aijes-6960	348	3	on	on	ADP
aijes-6960	348	4	the	the	DET
aijes-6960	348	5	way	way	NOUN
aijes-6960	348	6	to	to	ADP
aijes-6960	348	7	business	business	NOUN
aijes-6960	348	8	excellence	excellence	PROPN
aijes-6960	348	9	(	(	PUNCT
aijes-6960	348	10	vol	vol	NOUN
aijes-6960	348	11	.	.	PROPN
aijes-6960	348	12	17	17	NUM
aijes-6960	348	13	)	)	PUNCT
aijes-6960	348	14	.	.	PUNCT