id	sid	tid	token	lemma	pos
aijes-6726	1	1	agora	agora	PROPN
aijes-6726	1	2	international	international	PROPN
aijes-6726	1	3	journal	journal	NOUN
aijes-6726	1	4	of	of	ADP
aijes-6726	1	5	economical	economical	ADJ
aijes-6726	1	6	sciences	science	NOUN
aijes-6726	1	7	,	,	PUNCT
aijes-6726	1	8	http://univagora.ro/jour/index.php/aijes	http://univagora.ro/jour/index.php/aijes	PRON
aijes-6726	1	9	issn	issn	PROPN
aijes-6726	1	10	2067	2067	NUM
aijes-6726	1	11	-	-	SYM
aijes-6726	1	12	3310	3310	NUM
aijes-6726	1	13	,	,	PUNCT
aijes-6726	1	14	e	e	X
aijes-6726	1	15	-	-	PUNCT
aijes-6726	1	16	issn	issn	PROPN
aijes-6726	1	17	2067	2067	NUM
aijes-6726	1	18	-	-	SYM
aijes-6726	1	19	7669	7669	NUM
aijes-6726	1	20	vol	vol	NOUN
aijes-6726	1	21	.	.	PROPN
aijes-6726	1	22	18	18	NUM
aijes-6726	1	23	,	,	PUNCT
aijes-6726	1	24	no	no	INTJ
aijes-6726	1	25	.	.	NOUN
aijes-6726	1	26	1	1	NUM
aijes-6726	1	27	(	(	PUNCT
aijes-6726	1	28	2024	2024	NUM
aijes-6726	1	29	)	)	PUNCT
aijes-6726	1	30	,	,	PUNCT
aijes-6726	1	31	pp	pp	ADP
aijes-6726	1	32	.	.	PUNCT
aijes-6726	2	1	240	240	NUM
aijes-6726	2	2	-	-	SYM
aijes-6726	2	3	249	249	NUM
aijes-6726	2	4	240	240	NUM
aijes-6726	2	5	a	a	DET
aijes-6726	2	6	comprehensive	comprehensive	ADJ
aijes-6726	2	7	evaluation	evaluation	NOUN
aijes-6726	2	8	of	of	ADP
aijes-6726	2	9	face	face	NOUN
aijes-6726	2	10	recognition	recognition	NOUN
aijes-6726	2	11	software	software	NOUN
aijes-6726	2	12	:	:	PUNCT
aijes-6726	2	13	balancing	balance	VERB
aijes-6726	2	14	total	total	ADJ
aijes-6726	2	15	cost	cost	NOUN
aijes-6726	2	16	of	of	ADP
aijes-6726	2	17	ownership	ownership	NOUN
aijes-6726	2	18	,	,	PUNCT
aijes-6726	2	19	accuracy	accuracy	NOUN
aijes-6726	2	20	and	and	CCONJ
aijes-6726	2	21	speed	speed	NOUN
aijes-6726	2	22	k.	k.	PROPN
aijes-6726	2	23	tirana	tirana	PROPN
aijes-6726	2	24	kledia	kledia	PROPN
aijes-6726	2	25	tirana	tirana	PROPN
aijes-6726	2	26	university	university	PROPN
aijes-6726	2	27	metropolitan	metropolitan	PROPN
aijes-6726	2	28	tirana	tirana	PROPN
aijes-6726	2	29	,	,	PUNCT
aijes-6726	2	30	albania	albania	PROPN
aijes-6726	2	31	https://orcid.org/0009-0008-0772-4243	https://orcid.org/0009-0008-0772-4243	PROPN
aijes-6726	2	32	,	,	PUNCT
aijes-6726	2	33	e	e	NOUN
aijes-6726	2	34	-	-	NOUN
aijes-6726	2	35	mail	mail	NOUN
aijes-6726	2	36	:	:	PUNCT
aijes-6726	2	37	ktirana@umt.edu.al	ktirana@umt.edu.al	PROPN
aijes-6726	2	38	abstract	abstract	NOUN
aijes-6726	2	39	:	:	PUNCT
aijes-6726	2	40	as	as	SCONJ
aijes-6726	2	41	face	face	NOUN
aijes-6726	2	42	recognition	recognition	NOUN
aijes-6726	2	43	technology	technology	NOUN
aijes-6726	2	44	continues	continue	VERB
aijes-6726	2	45	to	to	PART
aijes-6726	2	46	play	play	VERB
aijes-6726	2	47	a	a	DET
aijes-6726	2	48	pivotal	pivotal	ADJ
aijes-6726	2	49	role	role	NOUN
aijes-6726	2	50	in	in	ADP
aijes-6726	2	51	various	various	ADJ
aijes-6726	2	52	domains	domain	NOUN
aijes-6726	2	53	,	,	PUNCT
aijes-6726	2	54	selecting	select	VERB
aijes-6726	2	55	an	an	DET
aijes-6726	2	56	optimal	optimal	ADJ
aijes-6726	2	57	software	software	NOUN
aijes-6726	2	58	solution	solution	NOUN
aijes-6726	2	59	becomes	become	VERB
aijes-6726	2	60	imperative	imperative	ADJ
aijes-6726	2	61	.	.	PUNCT
aijes-6726	3	1	this	this	DET
aijes-6726	3	2	paper	paper	NOUN
aijes-6726	3	3	thoroughly	thoroughly	ADV
aijes-6726	3	4	analyzes	analyze	VERB
aijes-6726	3	5	face	face	NOUN
aijes-6726	3	6	recognition	recognition	NOUN
aijes-6726	3	7	algorithms	algorithm	NOUN
aijes-6726	3	8	,	,	PUNCT
aijes-6726	3	9	emphasizing	emphasize	VERB
aijes-6726	3	10	a	a	DET
aijes-6726	3	11	holistic	holistic	ADJ
aijes-6726	3	12	assessment	assessment	NOUN
aijes-6726	3	13	of	of	ADP
aijes-6726	3	14	implementing	implement	VERB
aijes-6726	3	15	them	they	PRON
aijes-6726	3	16	that	that	PRON
aijes-6726	3	17	includes	include	VERB
aijes-6726	3	18	the	the	DET
aijes-6726	3	19	overall	overall	ADJ
aijes-6726	3	20	cost	cost	NOUN
aijes-6726	3	21	of	of	ADP
aijes-6726	3	22	ownership	ownership	NOUN
aijes-6726	3	23	,	,	PUNCT
aijes-6726	3	24	accuracy	accuracy	NOUN
aijes-6726	3	25	,	,	PUNCT
aijes-6726	3	26	and	and	CCONJ
aijes-6726	3	27	speed	speed	NOUN
aijes-6726	3	28	.	.	PUNCT
aijes-6726	4	1	the	the	DET
aijes-6726	4	2	research	research	NOUN
aijes-6726	4	3	aims	aim	VERB
aijes-6726	4	4	to	to	PART
aijes-6726	4	5	guide	guide	VERB
aijes-6726	4	6	decision	decision	NOUN
aijes-6726	4	7	-	-	PUNCT
aijes-6726	4	8	makers	maker	NOUN
aijes-6726	4	9	in	in	ADP
aijes-6726	4	10	choosing	choose	VERB
aijes-6726	4	11	a	a	DET
aijes-6726	4	12	solution	solution	NOUN
aijes-6726	4	13	that	that	PRON
aijes-6726	4	14	balances	balance	VERB
aijes-6726	4	15	these	these	DET
aijes-6726	4	16	three	three	NUM
aijes-6726	4	17	critical	critical	ADJ
aijes-6726	4	18	factors	factor	NOUN
aijes-6726	4	19	.	.	PUNCT
aijes-6726	5	1	the	the	DET
aijes-6726	5	2	study	study	NOUN
aijes-6726	5	3	employs	employ	VERB
aijes-6726	5	4	a	a	DET
aijes-6726	5	5	rigorous	rigorous	ADJ
aijes-6726	5	6	methodology	methodology	NOUN
aijes-6726	5	7	and	and	CCONJ
aijes-6726	5	8	evaluates	evaluate	VERB
aijes-6726	5	9	various	various	ADJ
aijes-6726	5	10	intrusion	intrusion	NOUN
aijes-6726	5	11	detection	detection	NOUN
aijes-6726	5	12	solutions	solution	NOUN
aijes-6726	5	13	across	across	ADP
aijes-6726	5	14	multiple	multiple	ADJ
aijes-6726	5	15	industries	industry	NOUN
aijes-6726	5	16	.	.	PUNCT
aijes-6726	6	1	it	it	PRON
aijes-6726	6	2	examines	examine	VERB
aijes-6726	6	3	the	the	DET
aijes-6726	6	4	cost	cost	NOUN
aijes-6726	6	5	of	of	ADP
aijes-6726	6	6	ownership	ownership	NOUN
aijes-6726	6	7	comprehensively	comprehensively	ADV
aijes-6726	6	8	,	,	PUNCT
aijes-6726	6	9	including	include	VERB
aijes-6726	6	10	initial	initial	ADJ
aijes-6726	6	11	investment	investment	NOUN
aijes-6726	6	12	,	,	PUNCT
aijes-6726	6	13	maintenance	maintenance	NOUN
aijes-6726	6	14	expenses	expense	NOUN
aijes-6726	6	15	,	,	PUNCT
aijes-6726	6	16	and	and	CCONJ
aijes-6726	6	17	potential	potential	ADJ
aijes-6726	6	18	hidden	hide	VERB
aijes-6726	6	19	costs	cost	NOUN
aijes-6726	6	20	.	.	PUNCT
aijes-6726	7	1	a	a	DET
aijes-6726	7	2	cost	cost	NOUN
aijes-6726	7	3	-	-	PUNCT
aijes-6726	7	4	benefit	benefit	NOUN
aijes-6726	7	5	analysis	analysis	NOUN
aijes-6726	7	6	is	be	AUX
aijes-6726	7	7	conducted	conduct	VERB
aijes-6726	7	8	to	to	PART
aijes-6726	7	9	unveil	unveil	VERB
aijes-6726	7	10	the	the	DET
aijes-6726	7	11	true	true	ADJ
aijes-6726	7	12	economic	economic	ADJ
aijes-6726	7	13	implications	implication	NOUN
aijes-6726	7	14	of	of	ADP
aijes-6726	7	15	each	each	DET
aijes-6726	7	16	implementation	implementation	NOUN
aijes-6726	7	17	.	.	PUNCT
aijes-6726	8	1	the	the	DET
aijes-6726	8	2	accuracy	accuracy	NOUN
aijes-6726	8	3	of	of	ADP
aijes-6726	8	4	the	the	DET
aijes-6726	8	5	face	face	NOUN
aijes-6726	8	6	recognition	recognition	NOUN
aijes-6726	8	7	algorithms	algorithm	NOUN
aijes-6726	8	8	which	which	PRON
aijes-6726	8	9	is	be	AUX
aijes-6726	8	10	the	the	DET
aijes-6726	8	11	core	core	NOUN
aijes-6726	8	12	of	of	ADP
aijes-6726	8	13	intrusion	intrusion	NOUN
aijes-6726	8	14	detection	detection	NOUN
aijes-6726	8	15	systems	system	NOUN
aijes-6726	8	16	is	be	AUX
aijes-6726	8	17	assessed	assess	VERB
aijes-6726	8	18	through	through	ADP
aijes-6726	8	19	the	the	DET
aijes-6726	8	20	learnings	learning	NOUN
aijes-6726	8	21	from	from	ADP
aijes-6726	8	22	academia	academia	NOUN
aijes-6726	8	23	and	and	CCONJ
aijes-6726	8	24	real	real	ADJ
aijes-6726	8	25	-	-	PUNCT
aijes-6726	8	26	world	world	NOUN
aijes-6726	8	27	feedback	feedback	NOUN
aijes-6726	8	28	from	from	ADP
aijes-6726	8	29	the	the	DET
aijes-6726	8	30	security	security	NOUN
aijes-6726	8	31	industry	industry	NOUN
aijes-6726	8	32	.	.	PUNCT
aijes-6726	9	1	furthermore	furthermore	ADV
aijes-6726	9	2	,	,	PUNCT
aijes-6726	9	3	the	the	DET
aijes-6726	9	4	paper	paper	NOUN
aijes-6726	9	5	examines	examine	VERB
aijes-6726	9	6	the	the	DET
aijes-6726	9	7	critical	critical	ADJ
aijes-6726	9	8	aspect	aspect	NOUN
aijes-6726	9	9	of	of	ADP
aijes-6726	9	10	speed	speed	NOUN
aijes-6726	9	11	,	,	PUNCT
aijes-6726	9	12	recognizing	recognize	VERB
aijes-6726	9	13	its	its	PRON
aijes-6726	9	14	important	important	ADJ
aijes-6726	9	15	role	role	NOUN
aijes-6726	9	16	in	in	ADP
aijes-6726	9	17	real	real	ADJ
aijes-6726	9	18	-	-	PUNCT
aijes-6726	9	19	time	time	NOUN
aijes-6726	9	20	applications	application	NOUN
aijes-6726	9	21	.	.	PUNCT
aijes-6726	10	1	the	the	DET
aijes-6726	10	2	evaluation	evaluation	NOUN
aijes-6726	10	3	considers	consider	VERB
aijes-6726	10	4	the	the	DET
aijes-6726	10	5	processing	processing	NOUN
aijes-6726	10	6	speed	speed	NOUN
aijes-6726	10	7	of	of	ADP
aijes-6726	10	8	each	each	DET
aijes-6726	10	9	software	software	NOUN
aijes-6726	10	10	solution	solution	NOUN
aijes-6726	10	11	,	,	PUNCT
aijes-6726	10	12	considering	consider	VERB
aijes-6726	10	13	its	its	PRON
aijes-6726	10	14	responsiveness	responsiveness	NOUN
aijes-6726	10	15	to	to	ADP
aijes-6726	10	16	various	various	ADJ
aijes-6726	10	17	environments	environment	NOUN
aijes-6726	10	18	and	and	CCONJ
aijes-6726	10	19	working	work	VERB
aijes-6726	10	20	with	with	ADP
aijes-6726	10	21	large	large	ADJ
aijes-6726	10	22	-	-	PUNCT
aijes-6726	10	23	scale	scale	NOUN
aijes-6726	10	24	datasets	dataset	NOUN
aijes-6726	10	25	.	.	PUNCT
aijes-6726	11	1	this	this	DET
aijes-6726	11	2	research	research	NOUN
aijes-6726	11	3	provides	provide	VERB
aijes-6726	11	4	a	a	DET
aijes-6726	11	5	comprehensive	comprehensive	ADJ
aijes-6726	11	6	overview	overview	NOUN
aijes-6726	11	7	of	of	ADP
aijes-6726	11	8	face	face	NOUN
aijes-6726	11	9	recognition	recognition	NOUN
aijes-6726	11	10	algorithms	algorithm	NOUN
aijes-6726	11	11	,	,	PUNCT
aijes-6726	11	12	offering	offer	VERB
aijes-6726	11	13	small	small	ADJ
aijes-6726	11	14	business	business	NOUN
aijes-6726	11	15	decision	decision	NOUN
aijes-6726	11	16	-	-	PUNCT
aijes-6726	11	17	makers	maker	NOUN
aijes-6726	11	18	valuable	valuable	ADJ
aijes-6726	11	19	insights	insight	NOUN
aijes-6726	11	20	to	to	PART
aijes-6726	11	21	make	make	VERB
aijes-6726	11	22	informed	informed	ADJ
aijes-6726	11	23	choices	choice	NOUN
aijes-6726	11	24	for	for	ADP
aijes-6726	11	25	their	their	PRON
aijes-6726	11	26	intrusion	intrusion	NOUN
aijes-6726	11	27	detection	detection	NOUN
aijes-6726	11	28	solutions	solution	NOUN
aijes-6726	11	29	.	.	PUNCT
aijes-6726	12	1	by	by	ADP
aijes-6726	12	2	combining	combine	VERB
aijes-6726	12	3	the	the	DET
aijes-6726	12	4	total	total	ADJ
aijes-6726	12	5	cost	cost	NOUN
aijes-6726	12	6	of	of	ADP
aijes-6726	12	7	ownership	ownership	NOUN
aijes-6726	12	8	,	,	PUNCT
aijes-6726	12	9	accuracy	accuracy	NOUN
aijes-6726	12	10	,	,	PUNCT
aijes-6726	12	11	and	and	CCONJ
aijes-6726	12	12	speed	speed	NOUN
aijes-6726	12	13	,	,	PUNCT
aijes-6726	12	14	organizations	organization	NOUN
aijes-6726	12	15	can	can	AUX
aijes-6726	12	16	select	select	VERB
aijes-6726	12	17	a	a	DET
aijes-6726	12	18	solution	solution	NOUN
aijes-6726	12	19	that	that	PRON
aijes-6726	12	20	aligns	align	VERB
aijes-6726	12	21	with	with	ADP
aijes-6726	12	22	their	their	PRON
aijes-6726	12	23	specific	specific	ADJ
aijes-6726	12	24	needs	need	NOUN
aijes-6726	12	25	and	and	CCONJ
aijes-6726	12	26	maximizes	maximize	VERB
aijes-6726	12	27	the	the	DET
aijes-6726	12	28	return	return	NOUN
aijes-6726	12	29	on	on	ADP
aijes-6726	12	30	investment	investment	NOUN
aijes-6726	12	31	in	in	ADP
aijes-6726	12	32	intrusion	intrusion	NOUN
aijes-6726	12	33	detection	detection	NOUN
aijes-6726	12	34	technology	technology	NOUN
aijes-6726	12	35	.	.	PUNCT
aijes-6726	13	1	keywords	keyword	NOUN
aijes-6726	13	2	:	:	PUNCT
aijes-6726	13	3	face	face	NOUN
aijes-6726	13	4	recognition	recognition	NOUN
aijes-6726	13	5	,	,	PUNCT
aijes-6726	13	6	deep	deep	ADJ
aijes-6726	13	7	learning	learning	NOUN
aijes-6726	13	8	,	,	PUNCT
aijes-6726	13	9	object	object	VERB
aijes-6726	13	10	detection	detection	NOUN
aijes-6726	13	11	,	,	PUNCT
aijes-6726	13	12	total	total	ADJ
aijes-6726	13	13	cost	cost	NOUN
aijes-6726	13	14	of	of	ADP
aijes-6726	13	15	ownership	ownership	NOUN
aijes-6726	13	16	.	.	PUNCT
aijes-6726	14	1	introduction	introduction	NOUN
aijes-6726	14	2	the	the	DET
aijes-6726	14	3	overall	overall	ADJ
aijes-6726	14	4	security	security	NOUN
aijes-6726	14	5	of	of	ADP
aijes-6726	14	6	small	small	ADJ
aijes-6726	14	7	businesses	business	NOUN
aijes-6726	14	8	is	be	AUX
aijes-6726	14	9	very	very	ADV
aijes-6726	14	10	important	important	ADJ
aijes-6726	14	11	.	.	PUNCT
aijes-6726	15	1	the	the	DET
aijes-6726	15	2	enterprises	enterprise	NOUN
aijes-6726	15	3	are	be	AUX
aijes-6726	15	4	vulnerable	vulnerable	ADJ
aijes-6726	15	5	to	to	ADP
aijes-6726	15	6	a	a	DET
aijes-6726	15	7	range	range	NOUN
aijes-6726	15	8	of	of	ADP
aijes-6726	15	9	threats	threat	NOUN
aijes-6726	15	10	that	that	PRON
aijes-6726	15	11	can	can	AUX
aijes-6726	15	12	severely	severely	ADV
aijes-6726	15	13	impact	impact	VERB
aijes-6726	15	14	their	their	PRON
aijes-6726	15	15	daily	daily	ADJ
aijes-6726	15	16	operations	operation	NOUN
aijes-6726	15	17	,	,	PUNCT
aijes-6726	15	18	including	include	VERB
aijes-6726	15	19	financial	financial	ADJ
aijes-6726	15	20	stability	stability	NOUN
aijes-6726	15	21	and	and	CCONJ
aijes-6726	15	22	reputation	reputation	NOUN
aijes-6726	15	23	.	.	PUNCT
aijes-6726	16	1	small	small	ADJ
aijes-6726	16	2	businesses	business	NOUN
aijes-6726	16	3	face	face	VERB
aijes-6726	16	4	a	a	DET
aijes-6726	16	5	set	set	NOUN
aijes-6726	16	6	of	of	ADP
aijes-6726	16	7	unique	unique	ADJ
aijes-6726	16	8	challenges	challenge	NOUN
aijes-6726	16	9	in	in	ADP
aijes-6726	16	10	terms	term	NOUN
aijes-6726	16	11	of	of	ADP
aijes-6726	16	12	security	security	NOUN
aijes-6726	16	13	due	due	ADP
aijes-6726	16	14	to	to	ADP
aijes-6726	16	15	their	their	PRON
aijes-6726	16	16	limited	limited	ADJ
aijes-6726	16	17	resources	resource	NOUN
aijes-6726	16	18	,	,	PUNCT
aijes-6726	16	19	size	size	NOUN
aijes-6726	16	20	,	,	PUNCT
aijes-6726	16	21	and	and	CCONJ
aijes-6726	16	22	specific	specific	ADJ
aijes-6726	16	23	operational	operational	ADJ
aijes-6726	16	24	characteristics	characteristic	NOUN
aijes-6726	16	25	.	.	PUNCT
aijes-6726	17	1	the	the	DET
aijes-6726	17	2	most	most	ADV
aijes-6726	17	3	important	important	ADJ
aijes-6726	17	4	challenges	challenge	NOUN
aijes-6726	17	5	are	be	AUX
aijes-6726	17	6	related	relate	VERB
aijes-6726	17	7	to	to	ADP
aijes-6726	17	8	limited	limited	ADJ
aijes-6726	17	9	budgets	budget	NOUN
aijes-6726	17	10	,	,	PUNCT
aijes-6726	17	11	resource	resource	NOUN
aijes-6726	17	12	constraints	constraint	NOUN
aijes-6726	17	13	,	,	PUNCT
aijes-6726	17	14	lack	lack	NOUN
aijes-6726	17	15	of	of	ADP
aijes-6726	17	16	in	in	ADP
aijes-6726	17	17	-	-	PUNCT
aijes-6726	17	18	house	house	NOUN
aijes-6726	17	19	expertise	expertise	NOUN
aijes-6726	17	20	,	,	PUNCT
aijes-6726	17	21	and	and	CCONJ
aijes-6726	17	22	dependency	dependency	NOUN
aijes-6726	17	23	on	on	ADP
aijes-6726	17	24	third	third	ADJ
aijes-6726	17	25	-	-	PUNCT
aijes-6726	17	26	party	party	NOUN
aijes-6726	17	27	services	service	NOUN
aijes-6726	17	28	.	.	PUNCT
aijes-6726	18	1	recognizing	recognize	VERB
aijes-6726	18	2	the	the	DET
aijes-6726	18	3	challenges	challenge	NOUN
aijes-6726	18	4	allows	allow	VERB
aijes-6726	18	5	small	small	ADJ
aijes-6726	18	6	businesses	business	NOUN
aijes-6726	18	7	to	to	PART
aijes-6726	18	8	tailor	tailor	VERB
aijes-6726	18	9	their	their	PRON
aijes-6726	18	10	security	security	NOUN
aijes-6726	18	11	plans	plan	NOUN
aijes-6726	18	12	accordingly	accordingly	ADV
aijes-6726	18	13	,	,	PUNCT
aijes-6726	18	14	emphasizing	emphasize	VERB
aijes-6726	18	15	cost	cost	NOUN
aijes-6726	18	16	-	-	PUNCT
aijes-6726	18	17	effective	effective	ADJ
aijes-6726	18	18	solutions	solution	NOUN
aijes-6726	18	19	.	.	PUNCT
aijes-6726	19	1	while	while	SCONJ
aijes-6726	19	2	it	it	PRON
aijes-6726	19	3	is	be	AUX
aijes-6726	19	4	impossible	impossible	ADJ
aijes-6726	19	5	to	to	PART
aijes-6726	19	6	address	address	VERB
aijes-6726	19	7	all	all	DET
aijes-6726	19	8	the	the	DET
aijes-6726	19	9	challenges	challenge	NOUN
aijes-6726	19	10	,	,	PUNCT
aijes-6726	19	11	we	we	PRON
aijes-6726	19	12	will	will	AUX
aijes-6726	19	13	focus	focus	VERB
aijes-6726	19	14	on	on	ADP
aijes-6726	19	15	physical	physical	ADJ
aijes-6726	19	16	security	security	NOUN
aijes-6726	19	17	by	by	ADP
aijes-6726	19	18	providing	provide	VERB
aijes-6726	19	19	a	a	DET
aijes-6726	19	20	free	free	ADJ
aijes-6726	19	21	intrusion	intrusion	NOUN
aijes-6726	19	22	detection	detection	NOUN
aijes-6726	19	23	solution	solution	NOUN
aijes-6726	19	24	.	.	PUNCT
aijes-6726	20	1	for	for	ADP
aijes-6726	20	2	our	our	PRON
aijes-6726	20	3	paper	paper	NOUN
aijes-6726	20	4	,	,	PUNCT
aijes-6726	20	5	we	we	PRON
aijes-6726	20	6	will	will	AUX
aijes-6726	20	7	use	use	VERB
aijes-6726	20	8	data	datum	NOUN
aijes-6726	20	9	that	that	PRON
aijes-6726	20	10	we	we	PRON
aijes-6726	20	11	have	have	AUX
aijes-6726	20	12	collected	collect	VERB
aijes-6726	20	13	in	in	ADP
aijes-6726	20	14	the	the	DET
aijes-6726	20	15	usa	usa	PROPN
aijes-6726	20	16	market	market	NOUN
aijes-6726	20	17	.	.	PUNCT
aijes-6726	21	1	however	however	ADV
aijes-6726	21	2	,	,	PUNCT
aijes-6726	21	3	the	the	DET
aijes-6726	21	4	adoption	adoption	NOUN
aijes-6726	21	5	of	of	ADP
aijes-6726	21	6	sophisticated	sophisticated	ADJ
aijes-6726	21	7	surveillance	surveillance	NOUN
aijes-6726	21	8	systems	system	NOUN
aijes-6726	21	9	,	,	PUNCT
aijes-6726	21	10	https://orcid.org/0009-0008-0772-4243	https://orcid.org/0009-0008-0772-4243	PROPN
aijes-6726	21	11	mailto:ktirana@umt.edu.al	mailto:ktirana@umt.edu.al	PROPN
aijes-6726	21	12	kledia	kledia	PROPN
aijes-6726	21	13	tirana	tirana	PROPN
aijes-6726	21	14	241	241	NUM
aijes-6726	21	15	leveraging	leverage	VERB
aijes-6726	21	16	cutting	cutting	NOUN
aijes-6726	21	17	-	-	PUNCT
aijes-6726	21	18	edge	edge	NOUN
aijes-6726	21	19	technologies	technology	NOUN
aijes-6726	21	20	such	such	ADJ
aijes-6726	21	21	as	as	ADP
aijes-6726	21	22	ai	ai	NOUN
aijes-6726	21	23	-	-	PUNCT
aijes-6726	21	24	powered	power	VERB
aijes-6726	21	25	analytics	analytic	NOUN
aijes-6726	21	26	and	and	CCONJ
aijes-6726	21	27	cloud	cloud	NOUN
aijes-6726	21	28	-	-	PUNCT
aijes-6726	21	29	based	base	VERB
aijes-6726	21	30	solutions	solution	NOUN
aijes-6726	21	31	,	,	PUNCT
aijes-6726	21	32	is	be	AUX
aijes-6726	21	33	not	not	PART
aijes-6726	21	34	exclusive	exclusive	ADJ
aijes-6726	21	35	to	to	ADP
aijes-6726	21	36	the	the	DET
aijes-6726	21	37	united	united	PROPN
aijes-6726	21	38	states	states	PROPN
aijes-6726	21	39	.	.	PUNCT
aijes-6726	22	1	in	in	ADP
aijes-6726	22	2	today	today	NOUN
aijes-6726	22	3	's	's	PART
aijes-6726	22	4	interconnected	interconnected	ADJ
aijes-6726	22	5	world	world	NOUN
aijes-6726	22	6	,	,	PUNCT
aijes-6726	22	7	the	the	DET
aijes-6726	22	8	usa	usa	PROPN
aijes-6726	22	9	's	's	PART
aijes-6726	22	10	video	video	NOUN
aijes-6726	22	11	security	security	NOUN
aijes-6726	22	12	landscape	landscape	NOUN
aijes-6726	22	13	reflects	reflect	VERB
aijes-6726	22	14	a	a	DET
aijes-6726	22	15	global	global	ADJ
aijes-6726	22	16	paradigm	paradigm	NOUN
aijes-6726	22	17	applicable	applicable	ADJ
aijes-6726	22	18	to	to	ADP
aijes-6726	22	19	other	other	ADJ
aijes-6726	22	20	countries	country	NOUN
aijes-6726	22	21	globalization	globalization	NOUN
aijes-6726	22	22	and	and	CCONJ
aijes-6726	22	23	the	the	DET
aijes-6726	22	24	knowledge	knowledge	NOUN
aijes-6726	22	25	driven	drive	VERB
aijes-6726	22	26	technological	technological	ADJ
aijes-6726	22	27	revolution	revolution	NOUN
aijes-6726	22	28	are	be	AUX
aijes-6726	22	29	important	important	ADJ
aijes-6726	22	30	instruments	instrument	NOUN
aijes-6726	22	31	for	for	ADP
aijes-6726	22	32	national	national	ADJ
aijes-6726	22	33	economic	economic	ADJ
aijes-6726	22	34	progress	progress	NOUN
aijes-6726	22	35	.	.	PUNCT
aijes-6726	23	1	as	as	ADP
aijes-6726	23	2	a	a	DET
aijes-6726	23	3	result	result	NOUN
aijes-6726	23	4	,	,	PUNCT
aijes-6726	23	5	increasing	increase	VERB
aijes-6726	23	6	innovation	innovation	NOUN
aijes-6726	23	7	has	have	AUX
aijes-6726	23	8	emerged	emerge	VERB
aijes-6726	23	9	as	as	ADP
aijes-6726	23	10	a	a	DET
aijes-6726	23	11	critical	critical	ADJ
aijes-6726	23	12	requirement	requirement	NOUN
aijes-6726	23	13	for	for	ADP
aijes-6726	23	14	an	an	DET
aijes-6726	23	15	organization	organization	NOUN
aijes-6726	23	16	's	's	PART
aijes-6726	23	17	competitiveness	competitiveness	NOUN
aijes-6726	23	18	and	and	CCONJ
aijes-6726	23	19	sustainability	sustainability	NOUN
aijes-6726	23	20	in	in	ADP
aijes-6726	23	21	both	both	CCONJ
aijes-6726	23	22	domestic	domestic	ADJ
aijes-6726	23	23	and	and	CCONJ
aijes-6726	23	24	global	global	ADJ
aijes-6726	23	25	markets	market	NOUN
aijes-6726	23	26	.	.	PUNCT
aijes-6726	24	1	small	small	ADJ
aijes-6726	24	2	sized	sized	ADJ
aijes-6726	24	3	enterprises	enterprise	NOUN
aijes-6726	24	4	are	be	AUX
aijes-6726	24	5	crucial	crucial	ADJ
aijes-6726	24	6	to	to	ADP
aijes-6726	24	7	the	the	DET
aijes-6726	24	8	creation	creation	NOUN
aijes-6726	24	9	of	of	ADP
aijes-6726	24	10	each	each	DET
aijes-6726	24	11	nation	nation	NOUN
aijes-6726	24	12	's	's	PART
aijes-6726	24	13	gross	gross	ADJ
aijes-6726	24	14	domestic	domestic	ADJ
aijes-6726	24	15	product	product	NOUN
aijes-6726	24	16	in	in	ADP
aijes-6726	24	17	the	the	DET
aijes-6726	24	18	modern	modern	ADJ
aijes-6726	24	19	economy	economy	NOUN
aijes-6726	24	20	.	.	PUNCT
aijes-6726	25	1	due	due	ADP
aijes-6726	25	2	to	to	ADP
aijes-6726	25	3	the	the	DET
aijes-6726	25	4	numerous	numerous	ADJ
aijes-6726	25	5	amounts	amount	NOUN
aijes-6726	25	6	of	of	ADP
aijes-6726	25	7	small	small	ADJ
aijes-6726	25	8	businesses	business	NOUN
aijes-6726	25	9	,	,	PUNCT
aijes-6726	25	10	changes	change	NOUN
aijes-6726	25	11	in	in	ADP
aijes-6726	25	12	the	the	DET
aijes-6726	25	13	business	business	NOUN
aijes-6726	25	14	environment	environment	NOUN
aijes-6726	25	15	have	have	AUX
aijes-6726	25	16	mitigated	mitigate	VERB
aijes-6726	25	17	the	the	DET
aijes-6726	25	18	structural	structural	ADJ
aijes-6726	25	19	disadvantages	disadvantage	NOUN
aijes-6726	25	20	of	of	ADP
aijes-6726	25	21	small	small	ADJ
aijes-6726	25	22	-	-	PUNCT
aijes-6726	25	23	sized	sized	ADJ
aijes-6726	25	24	businesses	business	NOUN
aijes-6726	25	25	(	(	PUNCT
aijes-6726	25	26	živanović	živanović	PROPN
aijes-6726	25	27	,	,	PUNCT
aijes-6726	25	28	abramović	abramović	ADV
aijes-6726	25	29	,	,	PUNCT
aijes-6726	25	30	živanović	živanović	NOUN
aijes-6726	25	31	,	,	PUNCT
aijes-6726	25	32	&	&	CCONJ
aijes-6726	25	33	smolović	smolović	PROPN
aijes-6726	25	34	,	,	PUNCT
aijes-6726	25	35	2023	2023	NUM
aijes-6726	25	36	)	)	PUNCT
aijes-6726	25	37	.	.	PUNCT
aijes-6726	26	1	this	this	DET
aijes-6726	26	2	paper	paper	NOUN
aijes-6726	26	3	aims	aim	VERB
aijes-6726	26	4	to	to	PART
aijes-6726	26	5	examine	examine	VERB
aijes-6726	26	6	the	the	DET
aijes-6726	26	7	current	current	ADJ
aijes-6726	26	8	landscape	landscape	NOUN
aijes-6726	26	9	of	of	ADP
aijes-6726	26	10	commercial	commercial	ADJ
aijes-6726	26	11	offerings	offering	NOUN
aijes-6726	26	12	for	for	ADP
aijes-6726	26	13	intrusion	intrusion	NOUN
aijes-6726	26	14	detection	detection	NOUN
aijes-6726	26	15	provided	provide	VERB
aijes-6726	26	16	to	to	ADP
aijes-6726	26	17	small	small	ADJ
aijes-6726	26	18	businesses	business	NOUN
aijes-6726	26	19	and	and	CCONJ
aijes-6726	26	20	compare	compare	VERB
aijes-6726	26	21	the	the	DET
aijes-6726	26	22	total	total	ADJ
aijes-6726	26	23	cost	cost	NOUN
aijes-6726	26	24	of	of	ADP
aijes-6726	26	25	ownership	ownership	NOUN
aijes-6726	26	26	against	against	ADP
aijes-6726	26	27	an	an	DET
aijes-6726	26	28	intrusion	intrusion	NOUN
aijes-6726	26	29	detection	detection	NOUN
aijes-6726	26	30	solution	solution	NOUN
aijes-6726	26	31	we	we	PRON
aijes-6726	26	32	will	will	AUX
aijes-6726	26	33	build	build	VERB
aijes-6726	26	34	by	by	ADP
aijes-6726	26	35	choosing	choose	VERB
aijes-6726	26	36	the	the	DET
aijes-6726	26	37	proper	proper	ADJ
aijes-6726	26	38	face	face	NOUN
aijes-6726	26	39	recognition	recognition	NOUN
aijes-6726	26	40	algorithm	algorithm	NOUN
aijes-6726	26	41	.	.	PUNCT
aijes-6726	27	1	the	the	DET
aijes-6726	27	2	solution	solution	NOUN
aijes-6726	27	3	is	be	AUX
aijes-6726	27	4	free	free	ADJ
aijes-6726	27	5	of	of	ADP
aijes-6726	27	6	charge	charge	NOUN
aijes-6726	27	7	to	to	ADP
aijes-6726	27	8	small	small	ADJ
aijes-6726	27	9	businesses	business	NOUN
aijes-6726	27	10	.	.	PUNCT
aijes-6726	28	1	in	in	ADP
aijes-6726	28	2	this	this	DET
aijes-6726	28	3	paper	paper	NOUN
aijes-6726	28	4	,	,	PUNCT
aijes-6726	28	5	we	we	PRON
aijes-6726	28	6	have	have	VERB
aijes-6726	28	7	a	a	DET
aijes-6726	28	8	close	close	ADJ
aijes-6726	28	9	look	look	NOUN
aijes-6726	28	10	at	at	ADP
aijes-6726	28	11	the	the	DET
aijes-6726	28	12	most	most	ADV
aijes-6726	28	13	popular	popular	ADJ
aijes-6726	28	14	face	face	NOUN
aijes-6726	28	15	recognition	recognition	NOUN
aijes-6726	28	16	methods	method	NOUN
aijes-6726	28	17	and	and	CCONJ
aijes-6726	28	18	compare	compare	VERB
aijes-6726	28	19	them	they	PRON
aijes-6726	28	20	against	against	ADP
aijes-6726	28	21	each	each	DET
aijes-6726	28	22	other	other	ADJ
aijes-6726	28	23	.	.	PUNCT
aijes-6726	29	1	we	we	PRON
aijes-6726	29	2	will	will	AUX
aijes-6726	29	3	choose	choose	VERB
aijes-6726	29	4	two	two	NUM
aijes-6726	29	5	algorithms	algorithm	NOUN
aijes-6726	29	6	to	to	PART
aijes-6726	29	7	implement	implement	VERB
aijes-6726	29	8	our	our	PRON
aijes-6726	29	9	solution	solution	NOUN
aijes-6726	29	10	.	.	PUNCT
aijes-6726	30	1	in	in	ADP
aijes-6726	30	2	future	future	ADJ
aijes-6726	30	3	work	work	NOUN
aijes-6726	30	4	,	,	PUNCT
aijes-6726	30	5	we	we	PRON
aijes-6726	30	6	will	will	AUX
aijes-6726	30	7	conduct	conduct	VERB
aijes-6726	30	8	a	a	DET
aijes-6726	30	9	series	series	NOUN
aijes-6726	30	10	of	of	ADP
aijes-6726	30	11	tests	test	NOUN
aijes-6726	30	12	on	on	ADP
aijes-6726	30	13	the	the	DET
aijes-6726	30	14	chosen	choose	VERB
aijes-6726	30	15	algorithms	algorithm	NOUN
aijes-6726	30	16	to	to	PART
aijes-6726	30	17	check	check	VERB
aijes-6726	30	18	their	their	PRON
aijes-6726	30	19	accuracy	accuracy	NOUN
aijes-6726	30	20	and	and	CCONJ
aijes-6726	30	21	validate	validate	VERB
aijes-6726	30	22	that	that	SCONJ
aijes-6726	30	23	this	this	PRON
aijes-6726	30	24	is	be	AUX
aijes-6726	30	25	the	the	DET
aijes-6726	30	26	right	right	ADJ
aijes-6726	30	27	choice	choice	NOUN
aijes-6726	30	28	to	to	PART
aijes-6726	30	29	address	address	VERB
aijes-6726	30	30	the	the	DET
aijes-6726	30	31	video	video	NOUN
aijes-6726	30	32	surveillance	surveillance	NOUN
aijes-6726	30	33	security	security	NOUN
aijes-6726	30	34	of	of	ADP
aijes-6726	30	35	small	small	ADJ
aijes-6726	30	36	businesses	business	NOUN
aijes-6726	30	37	.	.	PUNCT
aijes-6726	31	1	current	current	ADJ
aijes-6726	31	2	video	video	NOUN
aijes-6726	31	3	security	security	NOUN
aijes-6726	31	4	solutions	solution	NOUN
aijes-6726	31	5	catering	cater	VERB
aijes-6726	31	6	to	to	ADP
aijes-6726	31	7	small	small	ADJ
aijes-6726	31	8	businesses	business	NOUN
aijes-6726	31	9	we	we	PRON
aijes-6726	31	10	have	have	AUX
aijes-6726	31	11	conducted	conduct	VERB
aijes-6726	31	12	market	market	NOUN
aijes-6726	31	13	research	research	NOUN
aijes-6726	31	14	and	and	CCONJ
aijes-6726	31	15	selected	select	VERB
aijes-6726	31	16	a	a	DET
aijes-6726	31	17	list	list	NOUN
aijes-6726	31	18	of	of	ADP
aijes-6726	31	19	the	the	DET
aijes-6726	31	20	most	most	ADV
aijes-6726	31	21	predominant	predominant	ADJ
aijes-6726	31	22	security	security	NOUN
aijes-6726	31	23	alarm	alarm	NOUN
aijes-6726	31	24	companies	company	NOUN
aijes-6726	31	25	in	in	ADP
aijes-6726	31	26	the	the	DET
aijes-6726	31	27	usa	usa	PROPN
aijes-6726	31	28	that	that	DET
aijes-6726	31	29	cater	cater	VERB
aijes-6726	31	30	to	to	ADP
aijes-6726	31	31	small	small	ADJ
aijes-6726	31	32	businesses	business	NOUN
aijes-6726	31	33	:	:	PUNCT
aijes-6726	31	34			X
aijes-6726	31	35	adt	adt	NOUN
aijes-6726	31	36	:	:	PUNCT
aijes-6726	31	37	they	they	PRON
aijes-6726	31	38	provide	provide	VERB
aijes-6726	31	39	custom	custom	ADV
aijes-6726	31	40	-	-	PUNCT
aijes-6726	31	41	built	build	VERB
aijes-6726	31	42	security	security	NOUN
aijes-6726	31	43	systems	system	NOUN
aijes-6726	31	44	with	with	ADP
aijes-6726	31	45	features	feature	NOUN
aijes-6726	31	46	like	like	ADP
aijes-6726	31	47	24/7	24/7	NUM
aijes-6726	31	48	professional	professional	ADJ
aijes-6726	31	49	monitoring	monitoring	NOUN
aijes-6726	31	50	,	,	PUNCT
aijes-6726	31	51	intrusion	intrusion	NOUN
aijes-6726	31	52	detection	detection	NOUN
aijes-6726	31	53	,	,	PUNCT
aijes-6726	31	54	fire	fire	NOUN
aijes-6726	31	55	protection	protection	NOUN
aijes-6726	31	56	,	,	PUNCT
aijes-6726	31	57	and	and	CCONJ
aijes-6726	31	58	even	even	ADV
aijes-6726	31	59	cybersecurity	cybersecurity	NOUN
aijes-6726	31	60	options	option	NOUN
aijes-6726	31	61	.	.	PUNCT
aijes-6726	32	1	while	while	SCONJ
aijes-6726	32	2	on	on	ADP
aijes-6726	32	3	the	the	DET
aijes-6726	32	4	costlier	costly	ADJ
aijes-6726	32	5	side	side	NOUN
aijes-6726	32	6	,	,	PUNCT
aijes-6726	32	7	they	they	PRON
aijes-6726	32	8	offer	offer	VERB
aijes-6726	32	9	a	a	DET
aijes-6726	32	10	comprehensive	comprehensive	ADJ
aijes-6726	32	11	security	security	NOUN
aijes-6726	32	12	solution	solution	NOUN
aijes-6726	32	13	.	.	PUNCT
aijes-6726	33	1	(	(	PUNCT
aijes-6726	33	2	adt	adt	NOUN
aijes-6726	33	3	,	,	PUNCT
aijes-6726	33	4	2024	2024	NUM
aijes-6726	33	5	)	)	PUNCT
aijes-6726	33	6			NOUN
aijes-6726	34	1	simplisafe	simplisafe	ADJ
aijes-6726	34	2	:	:	PUNCT
aijes-6726	34	3	known	know	VERB
aijes-6726	34	4	for	for	ADP
aijes-6726	34	5	affordability	affordability	NOUN
aijes-6726	34	6	and	and	CCONJ
aijes-6726	34	7	diy	diy	NOUN
aijes-6726	34	8	installation	installation	NOUN
aijes-6726	34	9	,	,	PUNCT
aijes-6726	34	10	simplisafe	simplisafe	PROPN
aijes-6726	34	11	offers	offer	VERB
aijes-6726	34	12	businessfriendly	businessfriendly	ADV
aijes-6726	34	13	packages	package	NOUN
aijes-6726	34	14	with	with	ADP
aijes-6726	34	15	features	feature	NOUN
aijes-6726	34	16	like	like	ADP
aijes-6726	34	17	entry	entry	NOUN
aijes-6726	34	18	sensors	sensor	NOUN
aijes-6726	34	19	,	,	PUNCT
aijes-6726	34	20	security	security	NOUN
aijes-6726	34	21	cameras	camera	NOUN
aijes-6726	34	22	,	,	PUNCT
aijes-6726	34	23	and	and	CCONJ
aijes-6726	34	24	environmental	environmental	ADJ
aijes-6726	34	25	monitoring	monitoring	NOUN
aijes-6726	34	26	.	.	PUNCT
aijes-6726	35	1	(	(	PUNCT
aijes-6726	35	2	simplisafe	simplisafe	ADJ
aijes-6726	35	3	,	,	PUNCT
aijes-6726	35	4	2024	2024	NUM
aijes-6726	35	5	)	)	PUNCT
aijes-6726	35	6			NOUN
aijes-6726	35	7	vivint	vivint	NOUN
aijes-6726	35	8	specializes	specialize	VERB
aijes-6726	35	9	in	in	ADP
aijes-6726	35	10	high	high	ADJ
aijes-6726	35	11	-	-	PUNCT
aijes-6726	35	12	end	end	NOUN
aijes-6726	35	13	security	security	NOUN
aijes-6726	35	14	systems	system	NOUN
aijes-6726	35	15	with	with	ADP
aijes-6726	35	16	features	feature	NOUN
aijes-6726	35	17	like	like	ADP
aijes-6726	35	18	smart	smart	ADJ
aijes-6726	35	19	home	home	NOUN
aijes-6726	35	20	integration	integration	NOUN
aijes-6726	35	21	,	,	PUNCT
aijes-6726	35	22	access	access	NOUN
aijes-6726	35	23	control	control	NOUN
aijes-6726	35	24	,	,	PUNCT
aijes-6726	35	25	and	and	CCONJ
aijes-6726	35	26	video	video	NOUN
aijes-6726	35	27	surveillance	surveillance	NOUN
aijes-6726	35	28	.	.	PUNCT
aijes-6726	36	1	it	it	PRON
aijes-6726	36	2	offers	offer	VERB
aijes-6726	36	3	professional	professional	ADJ
aijes-6726	36	4	installation	installation	NOUN
aijes-6726	36	5	and	and	CCONJ
aijes-6726	36	6	monitoring	monitoring	NOUN
aijes-6726	36	7	.	.	PUNCT
aijes-6726	37	1	(	(	PUNCT
aijes-6726	37	2	vivint	vivint	NOUN
aijes-6726	37	3	,	,	PUNCT
aijes-6726	37	4	2024	2024	NUM
aijes-6726	37	5	)	)	PUNCT
aijes-6726	37	6			NOUN
aijes-6726	37	7	frontpoint	frontpoint	NOUN
aijes-6726	37	8	:	:	PUNCT
aijes-6726	37	9	another	another	DET
aijes-6726	37	10	diy	diy	NOUN
aijes-6726	37	11	option	option	NOUN
aijes-6726	37	12	,	,	PUNCT
aijes-6726	37	13	frontpoint	frontpoint	NOUN
aijes-6726	37	14	provides	provide	VERB
aijes-6726	37	15	scalable	scalable	ADJ
aijes-6726	37	16	security	security	NOUN
aijes-6726	37	17	systems	system	NOUN
aijes-6726	37	18	for	for	ADP
aijes-6726	37	19	small	small	ADJ
aijes-6726	37	20	businesses	business	NOUN
aijes-6726	37	21	.	.	PUNCT
aijes-6726	38	1	their	their	PRON
aijes-6726	38	2	features	feature	NOUN
aijes-6726	38	3	include	include	VERB
aijes-6726	38	4	entry	entry	NOUN
aijes-6726	38	5	sensors	sensor	NOUN
aijes-6726	38	6	,	,	PUNCT
aijes-6726	38	7	security	security	NOUN
aijes-6726	38	8	cameras	camera	NOUN
aijes-6726	38	9	,	,	PUNCT
aijes-6726	38	10	and	and	CCONJ
aijes-6726	38	11	medical	medical	ADJ
aijes-6726	38	12	alert	alert	NOUN
aijes-6726	38	13	options	option	NOUN
aijes-6726	38	14	.	.	PUNCT
aijes-6726	39	1	(	(	PUNCT
aijes-6726	39	2	frontpoint	frontpoint	NOUN
aijes-6726	39	3	,	,	PUNCT
aijes-6726	39	4	2024	2024	NUM
aijes-6726	39	5	)	)	PUNCT
aijes-6726	40	1			NOUN
aijes-6726	40	2	guardian	guardian	ADJ
aijes-6726	40	3	alarm	alarm	NOUN
aijes-6726	40	4	:	:	PUNCT
aijes-6726	40	5	offers	offer	VERB
aijes-6726	40	6	monitored	monitor	VERB
aijes-6726	40	7	security	security	NOUN
aijes-6726	40	8	systems	system	NOUN
aijes-6726	40	9	with	with	ADP
aijes-6726	40	10	features	feature	NOUN
aijes-6726	40	11	like	like	ADP
aijes-6726	40	12	24/7	24/7	PROPN
aijes-6726	40	13	video	video	NOUN
aijes-6726	40	14	surveillance	surveillance	NOUN
aijes-6726	40	15	,	,	PUNCT
aijes-6726	40	16	intrusion	intrusion	NOUN
aijes-6726	40	17	detection	detection	NOUN
aijes-6726	40	18	,	,	PUNCT
aijes-6726	40	19	and	and	CCONJ
aijes-6726	40	20	fire	fire	NOUN
aijes-6726	40	21	protection	protection	NOUN
aijes-6726	40	22	.	.	PUNCT
aijes-6726	41	1	they	they	PRON
aijes-6726	41	2	cater	cater	VERB
aijes-6726	41	3	to	to	ADP
aijes-6726	41	4	businesses	business	NOUN
aijes-6726	41	5	of	of	ADP
aijes-6726	41	6	all	all	DET
aijes-6726	41	7	sizes	size	NOUN
aijes-6726	41	8	.	.	PUNCT
aijes-6726	42	1	(	(	PUNCT
aijes-6726	42	2	guardian	guardian	NOUN
aijes-6726	42	3	security	security	NOUN
aijes-6726	42	4	,	,	PUNCT
aijes-6726	42	5	2024	2024	NUM
aijes-6726	42	6	)	)	PUNCT
aijes-6726	42	7	since	since	SCONJ
aijes-6726	42	8	the	the	DET
aijes-6726	42	9	paper	paper	NOUN
aijes-6726	42	10	's	's	PART
aijes-6726	42	11	objective	objective	NOUN
aijes-6726	42	12	is	be	AUX
aijes-6726	42	13	to	to	PART
aijes-6726	42	14	evaluate	evaluate	VERB
aijes-6726	42	15	the	the	DET
aijes-6726	42	16	total	total	ADJ
aijes-6726	42	17	cost	cost	NOUN
aijes-6726	42	18	of	of	ADP
aijes-6726	42	19	ownership	ownership	NOUN
aijes-6726	42	20	and	and	CCONJ
aijes-6726	42	21	find	find	VERB
aijes-6726	42	22	out	out	ADP
aijes-6726	42	23	if	if	SCONJ
aijes-6726	42	24	there	there	PRON
aijes-6726	42	25	is	be	VERB
aijes-6726	42	26	scope	scope	NOUN
aijes-6726	42	27	for	for	ADP
aijes-6726	42	28	a	a	DET
aijes-6726	42	29	tailored	tailor	VERB
aijes-6726	42	30	solution	solution	NOUN
aijes-6726	42	31	for	for	ADP
aijes-6726	42	32	small	small	ADJ
aijes-6726	42	33	businesses	business	NOUN
aijes-6726	42	34	,	,	PUNCT
aijes-6726	42	35	we	we	PRON
aijes-6726	42	36	also	also	ADV
aijes-6726	42	37	looked	look	VERB
aijes-6726	42	38	at	at	ADP
aijes-6726	42	39	the	the	DET
aijes-6726	42	40	costs	cost	NOUN
aijes-6726	42	41	associated	associate	VERB
aijes-6726	42	42	with	with	ADP
aijes-6726	42	43	each	each	PRON
aijes-6726	42	44	of	of	ADP
aijes-6726	42	45	the	the	DET
aijes-6726	42	46	solutions	solution	NOUN
aijes-6726	42	47	mentioned	mention	VERB
aijes-6726	42	48	above	above	ADV
aijes-6726	42	49	.	.	PUNCT
aijes-6726	43	1	a	a	DET
aijes-6726	43	2	comprehensive	comprehensive	ADJ
aijes-6726	43	3	evaluation	evaluation	NOUN
aijes-6726	43	4	of	of	ADP
aijes-6726	43	5	face	face	NOUN
aijes-6726	43	6	recognition	recognition	NOUN
aijes-6726	43	7	software	software	NOUN
aijes-6726	43	8	:	:	PUNCT
aijes-6726	43	9	balancing	balance	VERB
aijes-6726	43	10	total	total	ADJ
aijes-6726	43	11	cost	cost	NOUN
aijes-6726	43	12	of	of	ADP
aijes-6726	43	13	ownership	ownership	NOUN
aijes-6726	43	14	,	,	PUNCT
aijes-6726	43	15	accuracy	accuracy	NOUN
aijes-6726	43	16	and	and	CCONJ
aijes-6726	43	17	speed	speed	NOUN
aijes-6726	43	18	242	242	NUM
aijes-6726	43	19	these	these	PRON
aijes-6726	43	20	are	be	AUX
aijes-6726	43	21	estimated	estimate	VERB
aijes-6726	43	22	costs	cost	NOUN
aijes-6726	43	23	based	base	VERB
aijes-6726	43	24	on	on	ADP
aijes-6726	43	25	publicly	publicly	ADV
aijes-6726	43	26	available	available	ADJ
aijes-6726	43	27	information	information	NOUN
aijes-6726	43	28	and	and	CCONJ
aijes-6726	43	29	may	may	AUX
aijes-6726	43	30	vary	vary	VERB
aijes-6726	43	31	depending	depend	VERB
aijes-6726	43	32	on	on	ADP
aijes-6726	43	33	chosen	choose	VERB
aijes-6726	43	34	packages	package	NOUN
aijes-6726	43	35	,	,	PUNCT
aijes-6726	43	36	equipment	equipment	NOUN
aijes-6726	43	37	needs	need	NOUN
aijes-6726	43	38	,	,	PUNCT
aijes-6726	43	39	and	and	CCONJ
aijes-6726	43	40	additional	additional	ADJ
aijes-6726	43	41	services	service	NOUN
aijes-6726	43	42	.	.	PUNCT
aijes-6726	44	1	for	for	ADP
aijes-6726	44	2	each	each	DET
aijes-6726	44	3	individual	individual	ADJ
aijes-6726	44	4	small	small	ADJ
aijes-6726	44	5	business	business	NOUN
aijes-6726	44	6	,	,	PUNCT
aijes-6726	44	7	the	the	DET
aijes-6726	44	8	best	good	ADJ
aijes-6726	44	9	way	way	NOUN
aijes-6726	44	10	is	be	AUX
aijes-6726	44	11	to	to	PART
aijes-6726	44	12	get	get	VERB
aijes-6726	44	13	quotes	quote	NOUN
aijes-6726	44	14	directly	directly	ADV
aijes-6726	44	15	from	from	ADP
aijes-6726	44	16	each	each	DET
aijes-6726	44	17	company	company	NOUN
aijes-6726	44	18	for	for	ADP
aijes-6726	44	19	the	the	DET
aijes-6726	44	20	most	most	ADV
aijes-6726	44	21	accurate	accurate	ADJ
aijes-6726	44	22	pricing	pricing	NOUN
aijes-6726	44	23	for	for	ADP
aijes-6726	44	24	their	their	PRON
aijes-6726	44	25	specific	specific	ADJ
aijes-6726	44	26	business	business	NOUN
aijes-6726	44	27	needs	need	NOUN
aijes-6726	44	28	.	.	PUNCT
aijes-6726	45	1	however	however	ADV
aijes-6726	45	2	,	,	PUNCT
aijes-6726	45	3	this	this	PRON
aijes-6726	45	4	does	do	AUX
aijes-6726	45	5	not	not	PART
aijes-6726	45	6	change	change	VERB
aijes-6726	45	7	the	the	DET
aijes-6726	45	8	validity	validity	NOUN
aijes-6726	45	9	of	of	ADP
aijes-6726	45	10	our	our	PRON
aijes-6726	45	11	analysis	analysis	NOUN
aijes-6726	45	12	since	since	SCONJ
aijes-6726	45	13	we	we	PRON
aijes-6726	45	14	will	will	AUX
aijes-6726	45	15	be	be	AUX
aijes-6726	45	16	looking	look	VERB
aijes-6726	45	17	at	at	ADP
aijes-6726	45	18	the	the	DET
aijes-6726	45	19	starting	start	VERB
aijes-6726	45	20	prices	price	NOUN
aijes-6726	45	21	offered	offer	VERB
aijes-6726	45	22	to	to	ADP
aijes-6726	45	23	small	small	ADJ
aijes-6726	45	24	businesses	business	NOUN
aijes-6726	45	25	and	and	CCONJ
aijes-6726	45	26	not	not	PART
aijes-6726	45	27	at	at	ADP
aijes-6726	45	28	the	the	DET
aijes-6726	45	29	more	more	ADV
aijes-6726	45	30	expensive	expensive	ADJ
aijes-6726	45	31	custom	custom	NOUN
aijes-6726	45	32	-	-	PUNCT
aijes-6726	45	33	made	make	VERB
aijes-6726	45	34	prices	price	NOUN
aijes-6726	45	35	.	.	PUNCT
aijes-6726	46	1	the	the	DET
aijes-6726	46	2	following	follow	VERB
aijes-6726	46	3	table	table	NOUN
aijes-6726	46	4	is	be	AUX
aijes-6726	46	5	a	a	DET
aijes-6726	46	6	summary	summary	NOUN
aijes-6726	46	7	based	base	VERB
aijes-6726	46	8	on	on	ADP
aijes-6726	46	9	the	the	DET
aijes-6726	46	10	market	market	NOUN
aijes-6726	46	11	research	research	NOUN
aijes-6726	46	12	;	;	PUNCT
aijes-6726	46	13	to	to	PART
aijes-6726	46	14	get	get	VERB
aijes-6726	46	15	some	some	PRON
aijes-6726	46	16	of	of	ADP
aijes-6726	46	17	the	the	DET
aijes-6726	46	18	quotes	quote	NOUN
aijes-6726	46	19	,	,	PUNCT
aijes-6726	46	20	we	we	PRON
aijes-6726	46	21	had	have	VERB
aijes-6726	46	22	to	to	PART
aijes-6726	46	23	use	use	VERB
aijes-6726	46	24	different	different	ADJ
aijes-6726	46	25	zip	zip	NOUN
aijes-6726	46	26	codes	code	NOUN
aijes-6726	46	27	;	;	PUNCT
aijes-6726	46	28	otherwise	otherwise	ADV
aijes-6726	46	29	,	,	PUNCT
aijes-6726	46	30	the	the	DET
aijes-6726	46	31	information	information	NOUN
aijes-6726	46	32	is	be	AUX
aijes-6726	46	33	not	not	PART
aijes-6726	46	34	possible	possible	ADJ
aijes-6726	46	35	to	to	PART
aijes-6726	46	36	obtain	obtain	VERB
aijes-6726	46	37	from	from	ADP
aijes-6726	46	38	public	public	ADJ
aijes-6726	46	39	sources	source	NOUN
aijes-6726	46	40	.	.	PUNCT
aijes-6726	47	1	table	table	NOUN
aijes-6726	47	2	1	1	NUM
aijes-6726	47	3	summary	summary	NOUN
aijes-6726	47	4	based	base	VERB
aijes-6726	47	5	on	on	ADP
aijes-6726	47	6	the	the	DET
aijes-6726	47	7	market	market	NOUN
aijes-6726	47	8	research	research	NOUN
aijes-6726	47	9	company	company	NOUN
aijes-6726	47	10	equipment	equipment	NOUN
aijes-6726	47	11	cost	cost	NOUN
aijes-6726	47	12	monitoring	monitoring	NOUN
aijes-6726	47	13	cost	cost	NOUN
aijes-6726	47	14	(	(	PUNCT
aijes-6726	47	15	monthly	monthly	ADJ
aijes-6726	47	16	)	)	PUNCT
aijes-6726	47	17	total	total	ADJ
aijes-6726	47	18	yearly	yearly	ADJ
aijes-6726	47	19	cost	cost	NOUN
aijes-6726	47	20	adt	adt	NOUN
aijes-6726	47	21	starts	start	VERB
aijes-6726	47	22	at	at	ADP
aijes-6726	47	23	~$600	~$600	ADP
aijes-6726	47	24	starts	start	NOUN
aijes-6726	47	25	at	at	ADP
aijes-6726	47	26	~$37	~$37	X
aijes-6726	47	27	starts	start	VERB
aijes-6726	47	28	at	at	ADP
aijes-6726	47	29	~$1,044	~$1,044	X
aijes-6726	47	30	simplisafe	simplisafe	ADJ
aijes-6726	47	31	starts	start	NOUN
aijes-6726	47	32	at	at	ADP
aijes-6726	47	33	~$500	~$500	PROPN
aijes-6726	47	34	starts	start	VERB
aijes-6726	47	35	at	at	ADP
aijes-6726	47	36	~$25	~$25	PRON
aijes-6726	47	37	starts	start	VERB
aijes-6726	47	38	at	at	ADP
aijes-6726	47	39	~$800	~$800	PROPN
aijes-6726	47	40	vivint	vivint	NOUN
aijes-6726	47	41	starts	start	VERB
aijes-6726	47	42	at	at	ADP
aijes-6726	47	43	~$1,000	~$1,000	NUM
aijes-6726	47	44	starts	start	NOUN
aijes-6726	47	45	at	at	ADP
aijes-6726	47	46	~$40	~$40	NOUN
aijes-6726	47	47	starts	start	VERB
aijes-6726	47	48	at	at	ADP
aijes-6726	47	49	~$1,480	~$1,480	NUM
aijes-6726	47	50	frontpoint	frontpoint	NOUN
aijes-6726	47	51	starts	start	NOUN
aijes-6726	47	52	at	at	ADP
aijes-6726	47	53	~$400	~$400	PRON
aijes-6726	47	54	starts	start	VERB
aijes-6726	47	55	at	at	ADP
aijes-6726	47	56	~$35	~$35	X
aijes-6726	47	57	starts	start	NOUN
aijes-6726	47	58	at	at	ADP
aijes-6726	47	59	~$820	~$820	X
aijes-6726	47	60	guardian	guardian	ADJ
aijes-6726	47	61	alarm	alarm	NOUN
aijes-6726	47	62	starts	start	VERB
aijes-6726	47	63	at	at	ADP
aijes-6726	47	64	~$400	~$400	PRON
aijes-6726	47	65	starts	start	VERB
aijes-6726	47	66	at	at	ADP
aijes-6726	47	67	~$30	~$30	PROPN
aijes-6726	47	68	starts	start	NOUN
aijes-6726	47	69	at	at	ADP
aijes-6726	47	70	~$760	~$760	X
aijes-6726	47	71	source	source	NOUN
aijes-6726	47	72	:	:	PUNCT
aijes-6726	47	73	author	author	NOUN
aijes-6726	47	74	own	own	ADJ
aijes-6726	47	75	elaboration	elaboration	NOUN
aijes-6726	47	76	.	.	PUNCT
aijes-6726	48	1	(	(	PUNCT
aijes-6726	48	2	2024	2024	NUM
aijes-6726	48	3	)	)	PUNCT
aijes-6726	48	4	for	for	ADP
aijes-6726	48	5	the	the	DET
aijes-6726	48	6	sake	sake	NOUN
aijes-6726	48	7	of	of	ADP
aijes-6726	48	8	completeness	completeness	NOUN
aijes-6726	48	9	,	,	PUNCT
aijes-6726	48	10	there	there	PRON
aijes-6726	48	11	are	be	VERB
aijes-6726	48	12	some	some	DET
aijes-6726	48	13	additional	additional	ADJ
aijes-6726	48	14	factors	factor	NOUN
aijes-6726	48	15	to	to	PART
aijes-6726	48	16	consider	consider	VERB
aijes-6726	48	17	when	when	SCONJ
aijes-6726	48	18	choosing	choose	VERB
aijes-6726	48	19	a	a	DET
aijes-6726	48	20	small	small	ADJ
aijes-6726	48	21	business	business	NOUN
aijes-6726	48	22	security	security	NOUN
aijes-6726	48	23	system	system	NOUN
aijes-6726	48	24	,	,	PUNCT
aijes-6726	48	25	such	such	ADJ
aijes-6726	48	26	as	as	ADP
aijes-6726	48	27	:	:	PUNCT
aijes-6726	48	28	●	●	PUNCT
aijes-6726	48	29	security	security	NOUN
aijes-6726	48	30	needs	need	NOUN
aijes-6726	48	31	:	:	PUNCT
aijes-6726	48	32	is	be	AUX
aijes-6726	48	33	it	it	PRON
aijes-6726	48	34	physical	physical	ADJ
aijes-6726	48	35	security	security	NOUN
aijes-6726	48	36	of	of	ADP
aijes-6726	48	37	the	the	DET
aijes-6726	48	38	premises	premise	NOUN
aijes-6726	48	39	only	only	ADV
aijes-6726	48	40	,	,	PUNCT
aijes-6726	48	41	or	or	CCONJ
aijes-6726	48	42	shall	shall	AUX
aijes-6726	48	43	it	it	PRON
aijes-6726	48	44	include	include	VERB
aijes-6726	48	45	fire	fire	NOUN
aijes-6726	48	46	,	,	PUNCT
aijes-6726	48	47	environmental	environmental	ADJ
aijes-6726	48	48	hazards	hazard	NOUN
aijes-6726	48	49	,	,	PUNCT
aijes-6726	48	50	etc	etc	X
aijes-6726	48	51	.	.	X
aijes-6726	48	52	?	?	PUNCT
aijes-6726	49	1	●	●	PUNCT
aijes-6726	49	2	business	business	NOUN
aijes-6726	49	3	size	size	NOUN
aijes-6726	49	4	and	and	CCONJ
aijes-6726	49	5	layout	layout	NOUN
aijes-6726	49	6	are	be	AUX
aijes-6726	49	7	important	important	ADJ
aijes-6726	49	8	factors	factor	NOUN
aijes-6726	49	9	in	in	ADP
aijes-6726	49	10	choosing	choose	VERB
aijes-6726	49	11	a	a	DET
aijes-6726	49	12	system	system	NOUN
aijes-6726	49	13	that	that	PRON
aijes-6726	49	14	can	can	AUX
aijes-6726	49	15	effectively	effectively	ADV
aijes-6726	49	16	cover	cover	VERB
aijes-6726	49	17	the	the	DET
aijes-6726	49	18	entire	entire	ADJ
aijes-6726	49	19	building	building	NOUN
aijes-6726	49	20	.	.	PUNCT
aijes-6726	50	1	●	●	PUNCT
aijes-6726	50	2	scalability	scalability	NOUN
aijes-6726	50	3	,	,	PUNCT
aijes-6726	50	4	the	the	DET
aijes-6726	50	5	security	security	NOUN
aijes-6726	50	6	needs	need	VERB
aijes-6726	50	7	might	might	AUX
aijes-6726	50	8	grow	grow	VERB
aijes-6726	50	9	in	in	ADP
aijes-6726	50	10	the	the	DET
aijes-6726	50	11	future	future	NOUN
aijes-6726	50	12	,	,	PUNCT
aijes-6726	50	13	and	and	CCONJ
aijes-6726	50	14	a	a	DET
aijes-6726	50	15	system	system	NOUN
aijes-6726	50	16	that	that	PRON
aijes-6726	50	17	can	can	AUX
aijes-6726	50	18	adapt	adapt	VERB
aijes-6726	50	19	.	.	PUNCT
aijes-6726	51	1	●	●	PUNCT
aijes-6726	51	2	integration	integration	NOUN
aijes-6726	51	3	:	:	PUNCT
aijes-6726	51	4	whether	whether	SCONJ
aijes-6726	51	5	the	the	DET
aijes-6726	51	6	system	system	NOUN
aijes-6726	51	7	integrates	integrate	VERB
aijes-6726	51	8	with	with	ADP
aijes-6726	51	9	other	other	ADJ
aijes-6726	51	10	business	business	NOUN
aijes-6726	51	11	tools	tool	NOUN
aijes-6726	51	12	you	you	PRON
aijes-6726	51	13	use	use	VERB
aijes-6726	51	14	(	(	PUNCT
aijes-6726	51	15	e.g.	e.g.	ADV
aijes-6726	51	16	,	,	PUNCT
aijes-6726	51	17	access	access	NOUN
aijes-6726	51	18	control	control	NOUN
aijes-6726	51	19	systems	system	NOUN
aijes-6726	51	20	or	or	CCONJ
aijes-6726	51	21	productivity	productivity	NOUN
aijes-6726	51	22	tools	tool	NOUN
aijes-6726	51	23	such	such	ADJ
aijes-6726	51	24	as	as	ADP
aijes-6726	51	25	a	a	DET
aijes-6726	51	26	work	work	NOUN
aijes-6726	51	27	calendar	calendar	NOUN
aijes-6726	51	28	)	)	PUNCT
aijes-6726	51	29	.	.	PUNCT
aijes-6726	52	1	face	face	NOUN
aijes-6726	52	2	recognition	recognition	NOUN
aijes-6726	52	3	algorithms	algorithm	NOUN
aijes-6726	52	4	face	face	VERB
aijes-6726	52	5	recognition	recognition	NOUN
aijes-6726	52	6	approaches	approach	NOUN
aijes-6726	52	7	have	have	AUX
aijes-6726	52	8	evolved	evolve	VERB
aijes-6726	52	9	over	over	ADP
aijes-6726	52	10	the	the	DET
aijes-6726	52	11	years	year	NOUN
aijes-6726	52	12	.	.	PUNCT
aijes-6726	53	1	there	there	PRON
aijes-6726	53	2	are	be	VERB
aijes-6726	53	3	two	two	NUM
aijes-6726	53	4	broad	broad	ADJ
aijes-6726	53	5	categories	category	NOUN
aijes-6726	53	6	:	:	PUNCT
aijes-6726	53	7	traditional	traditional	ADJ
aijes-6726	53	8	methods	method	NOUN
aijes-6726	53	9	and	and	CCONJ
aijes-6726	53	10	deep	deep	ADJ
aijes-6726	53	11	learning	learning	NOUN
aijes-6726	53	12	methods	method	NOUN
aijes-6726	53	13	.	.	PUNCT
aijes-6726	54	1	deep	deep	ADJ
aijes-6726	54	2	learning	learning	NOUN
aijes-6726	54	3	methods	method	NOUN
aijes-6726	54	4	are	be	AUX
aijes-6726	54	5	specialized	specialized	ADJ
aijes-6726	54	6	versions	version	NOUN
aijes-6726	54	7	of	of	ADP
aijes-6726	54	8	the	the	DET
aijes-6726	54	9	most	most	ADV
aijes-6726	54	10	generic	generic	ADJ
aijes-6726	54	11	object	object	NOUN
aijes-6726	54	12	detection	detection	NOUN
aijes-6726	54	13	algorithms	algorithm	NOUN
aijes-6726	54	14	.	.	PUNCT
aijes-6726	55	1	we	we	PRON
aijes-6726	55	2	will	will	AUX
aijes-6726	55	3	first	first	ADV
aijes-6726	55	4	describe	describe	VERB
aijes-6726	55	5	the	the	DET
aijes-6726	55	6	fundamentals	fundamental	NOUN
aijes-6726	55	7	of	of	ADP
aijes-6726	55	8	the	the	DET
aijes-6726	55	9	most	most	ADV
aijes-6726	55	10	popular	popular	ADJ
aijes-6726	55	11	object	object	NOUN
aijes-6726	55	12	detection	detection	NOUN
aijes-6726	55	13	and	and	CCONJ
aijes-6726	55	14	face	face	VERB
aijes-6726	55	15	recognition	recognition	NOUN
aijes-6726	55	16	algorithms	algorithm	NOUN
aijes-6726	55	17	and	and	CCONJ
aijes-6726	55	18	then	then	ADV
aijes-6726	55	19	focus	focus	VERB
aijes-6726	55	20	on	on	ADP
aijes-6726	55	21	their	their	PRON
aijes-6726	55	22	differences	difference	NOUN
aijes-6726	55	23	.	.	PUNCT
aijes-6726	56	1	we	we	PRON
aijes-6726	56	2	will	will	AUX
aijes-6726	56	3	use	use	VERB
aijes-6726	56	4	three	three	NUM
aijes-6726	56	5	criteria	criterion	NOUN
aijes-6726	56	6	for	for	ADP
aijes-6726	56	7	the	the	DET
aijes-6726	56	8	evaluation	evaluation	NOUN
aijes-6726	56	9	:	:	PUNCT
aijes-6726	56	10	computation	computation	NOUN
aijes-6726	56	11	power	power	NOUN
aijes-6726	56	12	(	(	PUNCT
aijes-6726	56	13	directly	directly	ADV
aijes-6726	56	14	related	relate	VERB
aijes-6726	56	15	to	to	ADP
aijes-6726	56	16	cost	cost	NOUN
aijes-6726	56	17	)	)	PUNCT
aijes-6726	56	18	,	,	PUNCT
aijes-6726	56	19	accuracy	accuracy	NOUN
aijes-6726	56	20	,	,	PUNCT
aijes-6726	56	21	and	and	CCONJ
aijes-6726	56	22	speed	speed	NOUN
aijes-6726	56	23	.	.	PUNCT
aijes-6726	57	1	fundamentals	fundamental	NOUN
aijes-6726	57	2	before	before	SCONJ
aijes-6726	57	3	we	we	PRON
aijes-6726	57	4	dive	dive	VERB
aijes-6726	57	5	in	in	ADP
aijes-6726	57	6	,	,	PUNCT
aijes-6726	57	7	let	let	VERB
aijes-6726	57	8	's	us	PRON
aijes-6726	57	9	start	start	VERB
aijes-6726	57	10	with	with	ADP
aijes-6726	57	11	the	the	DET
aijes-6726	57	12	main	main	ADJ
aijes-6726	57	13	concept	concept	NOUN
aijes-6726	57	14	of	of	ADP
aijes-6726	57	15	face	face	NOUN
aijes-6726	57	16	recognition	recognition	NOUN
aijes-6726	57	17	.	.	PUNCT
aijes-6726	58	1	the	the	DET
aijes-6726	58	2	steps	step	NOUN
aijes-6726	58	3	involved	involve	VERB
aijes-6726	58	4	in	in	ADP
aijes-6726	58	5	a	a	DET
aijes-6726	58	6	typical	typical	ADJ
aijes-6726	58	7	face	face	NOUN
aijes-6726	58	8	recognition	recognition	NOUN
aijes-6726	58	9	system	system	NOUN
aijes-6726	58	10	are	be	AUX
aijes-6726	58	11	as	as	SCONJ
aijes-6726	58	12	follows	follow	VERB
aijes-6726	58	13	:	:	PUNCT
aijes-6726	58	14	●	●	NUM
aijes-6726	58	15	data	data	NOUN
aijes-6726	58	16	collection	collection	NOUN
aijes-6726	58	17	:	:	PUNCT
aijes-6726	58	18	kledia	kledia	PROPN
aijes-6726	58	19	tirana	tirana	PROPN
aijes-6726	58	20	243	243	NUM
aijes-6726	58	21	○	○	PROPN
aijes-6726	59	1	this	this	DET
aijes-6726	59	2	step	step	NOUN
aijes-6726	59	3	is	be	AUX
aijes-6726	59	4	fundamental	fundamental	ADJ
aijes-6726	59	5	since	since	SCONJ
aijes-6726	59	6	it	it	PRON
aijes-6726	59	7	is	be	AUX
aijes-6726	59	8	the	the	DET
aijes-6726	59	9	algorithm	algorithm	NOUN
aijes-6726	59	10	's	's	PART
aijes-6726	59	11	baseline	baseline	NOUN
aijes-6726	59	12	.	.	PUNCT
aijes-6726	60	1	the	the	DET
aijes-6726	60	2	idea	idea	NOUN
aijes-6726	60	3	is	be	AUX
aijes-6726	60	4	to	to	PART
aijes-6726	60	5	acquire	acquire	VERB
aijes-6726	60	6	a	a	DET
aijes-6726	60	7	dataset	dataset	NOUN
aijes-6726	60	8	of	of	ADP
aijes-6726	60	9	facial	facial	ADJ
aijes-6726	60	10	images	image	NOUN
aijes-6726	60	11	.	.	PUNCT
aijes-6726	61	1	this	this	DET
aijes-6726	61	2	dataset	dataset	NOUN
aijes-6726	61	3	should	should	AUX
aijes-6726	61	4	include	include	VERB
aijes-6726	61	5	images	image	NOUN
aijes-6726	61	6	of	of	ADP
aijes-6726	61	7	various	various	ADJ
aijes-6726	61	8	individuals	individual	NOUN
aijes-6726	61	9	under	under	ADP
aijes-6726	61	10	various	various	ADJ
aijes-6726	61	11	conditions	condition	NOUN
aijes-6726	61	12	,	,	PUNCT
aijes-6726	61	13	such	such	ADJ
aijes-6726	61	14	as	as	ADP
aijes-6726	61	15	different	different	ADJ
aijes-6726	61	16	lighting	lighting	NOUN
aijes-6726	61	17	,	,	PUNCT
aijes-6726	61	18	poses	pose	NOUN
aijes-6726	61	19	,	,	PUNCT
aijes-6726	61	20	and	and	CCONJ
aijes-6726	61	21	expressions	expression	NOUN
aijes-6726	61	22	.	.	PUNCT
aijes-6726	62	1	○	○	ADJ
aijes-6726	62	2	the	the	DET
aijes-6726	62	3	more	more	ADV
aijes-6726	62	4	diverse	diverse	ADJ
aijes-6726	62	5	and	and	CCONJ
aijes-6726	62	6	representative	representative	VERB
aijes-6726	62	7	the	the	DET
aijes-6726	62	8	dataset	dataset	NOUN
aijes-6726	62	9	,	,	PUNCT
aijes-6726	62	10	the	the	DET
aijes-6726	62	11	better	well	ADJ
aijes-6726	62	12	chance	chance	NOUN
aijes-6726	62	13	for	for	SCONJ
aijes-6726	62	14	the	the	DET
aijes-6726	62	15	system	system	NOUN
aijes-6726	62	16	to	to	PART
aijes-6726	62	17	generalize	generalize	VERB
aijes-6726	62	18	to	to	ADP
aijes-6726	62	19	new	new	ADJ
aijes-6726	62	20	faces	face	NOUN
aijes-6726	62	21	.	.	PUNCT
aijes-6726	63	1	●	●	PUNCT
aijes-6726	63	2	preprocessing	preprocessing	NOUN
aijes-6726	63	3	:	:	PUNCT
aijes-6726	63	4	○	○	PROPN
aijes-6726	63	5	normalize	normalize	VERB
aijes-6726	63	6	the	the	DET
aijes-6726	63	7	images	image	NOUN
aijes-6726	63	8	to	to	PART
aijes-6726	63	9	ensure	ensure	VERB
aijes-6726	63	10	consistency	consistency	NOUN
aijes-6726	63	11	in	in	ADP
aijes-6726	63	12	terms	term	NOUN
aijes-6726	63	13	of	of	ADP
aijes-6726	63	14	lighting	lighting	NOUN
aijes-6726	63	15	conditions	condition	NOUN
aijes-6726	63	16	,	,	PUNCT
aijes-6726	63	17	resolution	resolution	NOUN
aijes-6726	63	18	,	,	PUNCT
aijes-6726	63	19	and	and	CCONJ
aijes-6726	63	20	facial	facial	ADJ
aijes-6726	63	21	expressions	expression	NOUN
aijes-6726	63	22	.	.	PUNCT
aijes-6726	64	1	in	in	ADP
aijes-6726	64	2	simple	simple	ADJ
aijes-6726	64	3	terms	term	NOUN
aijes-6726	64	4	,	,	PUNCT
aijes-6726	64	5	we	we	PRON
aijes-6726	64	6	need	need	VERB
aijes-6726	64	7	to	to	PART
aijes-6726	64	8	compare	compare	VERB
aijes-6726	64	9	apples	apple	NOUN
aijes-6726	64	10	to	to	ADP
aijes-6726	64	11	apples	apple	NOUN
aijes-6726	64	12	.	.	PUNCT
aijes-6726	65	1	○	○	ADJ
aijes-6726	65	2	perform	perform	NOUN
aijes-6726	65	3	face	face	NOUN
aijes-6726	65	4	detection	detection	NOUN
aijes-6726	65	5	and	and	CCONJ
aijes-6726	65	6	alignment	alignment	NOUN
aijes-6726	65	7	to	to	PART
aijes-6726	65	8	locate	locate	VERB
aijes-6726	65	9	facial	facial	ADJ
aijes-6726	65	10	features	feature	NOUN
aijes-6726	65	11	accurately	accurately	ADV
aijes-6726	65	12	.	.	PUNCT
aijes-6726	66	1	this	this	DET
aijes-6726	66	2	step	step	NOUN
aijes-6726	66	3	is	be	AUX
aijes-6726	66	4	very	very	ADV
aijes-6726	66	5	important	important	ADJ
aijes-6726	66	6	for	for	ADP
aijes-6726	66	7	standardizing	standardize	VERB
aijes-6726	66	8	the	the	DET
aijes-6726	66	9	position	position	NOUN
aijes-6726	66	10	and	and	CCONJ
aijes-6726	66	11	orientation	orientation	NOUN
aijes-6726	66	12	of	of	ADP
aijes-6726	66	13	faces	face	NOUN
aijes-6726	66	14	in	in	ADP
aijes-6726	66	15	the	the	DET
aijes-6726	66	16	images	image	NOUN
aijes-6726	66	17	.	.	PUNCT
aijes-6726	67	1	●	●	PUNCT
aijes-6726	67	2	feature	feature	NOUN
aijes-6726	67	3	extraction	extraction	NOUN
aijes-6726	67	4	:	:	PUNCT
aijes-6726	67	5	○	○	ADJ
aijes-6726	67	6	extract	extract	VERB
aijes-6726	67	7	relevant	relevant	ADJ
aijes-6726	67	8	features	feature	NOUN
aijes-6726	67	9	from	from	ADP
aijes-6726	67	10	the	the	DET
aijes-6726	67	11	preprocessed	preprocesse	VERB
aijes-6726	67	12	facial	facial	ADJ
aijes-6726	67	13	images	image	NOUN
aijes-6726	67	14	.	.	PUNCT
aijes-6726	68	1	different	different	ADJ
aijes-6726	68	2	techniques	technique	NOUN
aijes-6726	68	3	are	be	AUX
aijes-6726	68	4	used	use	VERB
aijes-6726	68	5	,	,	PUNCT
aijes-6726	68	6	such	such	ADJ
aijes-6726	68	7	as	as	ADP
aijes-6726	68	8	principal	principal	ADJ
aijes-6726	68	9	component	component	NOUN
aijes-6726	68	10	analysis	analysis	NOUN
aijes-6726	68	11	(	(	PUNCT
aijes-6726	68	12	pca	pca	NOUN
aijes-6726	68	13	)	)	PUNCT
aijes-6726	68	14	,	,	PUNCT
aijes-6726	68	15	linear	linear	VERB
aijes-6726	68	16	discriminant	discriminant	ADJ
aijes-6726	68	17	analysis	analysis	NOUN
aijes-6726	68	18	(	(	PUNCT
aijes-6726	68	19	lda	lda	PROPN
aijes-6726	68	20	)	)	PUNCT
aijes-6726	68	21	,	,	PUNCT
aijes-6726	68	22	and	and	CCONJ
aijes-6726	68	23	convolutional	convolutional	ADJ
aijes-6726	68	24	neural	neural	ADJ
aijes-6726	68	25	networks	network	NOUN
aijes-6726	68	26	(	(	PUNCT
aijes-6726	68	27	cnns	cnns	PROPN
aijes-6726	68	28	)	)	PUNCT
aijes-6726	68	29	.	.	PUNCT
aijes-6726	69	1	○	○	PROPN
aijes-6726	69	2	generate	generate	VERB
aijes-6726	69	3	a	a	DET
aijes-6726	69	4	feature	feature	NOUN
aijes-6726	69	5	vector	vector	NOUN
aijes-6726	69	6	that	that	PRON
aijes-6726	69	7	represents	represent	VERB
aijes-6726	69	8	the	the	DET
aijes-6726	69	9	unique	unique	ADJ
aijes-6726	69	10	characteristics	characteristic	NOUN
aijes-6726	69	11	of	of	ADP
aijes-6726	69	12	each	each	DET
aijes-6726	69	13	face	face	NOUN
aijes-6726	69	14	in	in	ADP
aijes-6726	69	15	the	the	DET
aijes-6726	69	16	dataset	dataset	NOUN
aijes-6726	69	17	.	.	PUNCT
aijes-6726	70	1	●	●	PUNCT
aijes-6726	70	2	training	train	VERB
aijes-6726	70	3	the	the	DET
aijes-6726	70	4	model	model	NOUN
aijes-6726	70	5	:	:	PUNCT
aijes-6726	70	6	○	○	ADJ
aijes-6726	70	7	use	use	VERB
aijes-6726	70	8	the	the	DET
aijes-6726	70	9	extracted	extract	VERB
aijes-6726	70	10	features	feature	NOUN
aijes-6726	70	11	to	to	PART
aijes-6726	70	12	train	train	VERB
aijes-6726	70	13	a	a	DET
aijes-6726	70	14	face	face	NOUN
aijes-6726	70	15	recognition	recognition	NOUN
aijes-6726	70	16	model	model	NOUN
aijes-6726	70	17	.	.	PUNCT
aijes-6726	71	1	this	this	DET
aijes-6726	71	2	step	step	NOUN
aijes-6726	71	3	can	can	AUX
aijes-6726	71	4	use	use	VERB
aijes-6726	71	5	traditional	traditional	ADJ
aijes-6726	71	6	machine	machine	NOUN
aijes-6726	71	7	learning	learn	VERB
aijes-6726	71	8	algorithms	algorithm	NOUN
aijes-6726	71	9	or	or	CCONJ
aijes-6726	71	10	deep	deep	ADJ
aijes-6726	71	11	learning	learn	VERB
aijes-6726	71	12	neural	neural	ADJ
aijes-6726	71	13	networks	network	NOUN
aijes-6726	71	14	.	.	PUNCT
aijes-6726	72	1	○	○	PROPN
aijes-6726	72	2	the	the	DET
aijes-6726	72	3	model	model	NOUN
aijes-6726	72	4	learns	learn	VERB
aijes-6726	72	5	to	to	PART
aijes-6726	72	6	differentiate	differentiate	VERB
aijes-6726	72	7	between	between	ADP
aijes-6726	72	8	different	different	ADJ
aijes-6726	72	9	individuals	individual	NOUN
aijes-6726	72	10	using	use	VERB
aijes-6726	72	11	the	the	DET
aijes-6726	72	12	unique	unique	ADJ
aijes-6726	72	13	feature	feature	NOUN
aijes-6726	72	14	vectors	vector	NOUN
aijes-6726	72	15	that	that	PRON
aijes-6726	72	16	were	be	AUX
aijes-6726	72	17	generated	generate	VERB
aijes-6726	72	18	during	during	ADP
aijes-6726	72	19	the	the	DET
aijes-6726	72	20	previous	previous	ADJ
aijes-6726	72	21	phase	phase	NOUN
aijes-6726	72	22	.	.	PUNCT
aijes-6726	73	1	●	●	PUNCT
aijes-6726	73	2	dimensionality	dimensionality	NOUN
aijes-6726	73	3	reduction	reduction	NOUN
aijes-6726	73	4	:	:	PUNCT
aijes-6726	73	5	○	○	ADJ
aijes-6726	73	6	this	this	DET
aijes-6726	73	7	step	step	NOUN
aijes-6726	73	8	is	be	AUX
aijes-6726	73	9	optional	optional	ADJ
aijes-6726	73	10	and	and	CCONJ
aijes-6726	73	11	aims	aim	VERB
aijes-6726	73	12	to	to	PART
aijes-6726	73	13	make	make	VERB
aijes-6726	73	14	the	the	DET
aijes-6726	73	15	algorithm	algorithm	NOUN
aijes-6726	73	16	more	more	ADV
aijes-6726	73	17	efficient	efficient	ADJ
aijes-6726	73	18	and	and	CCONJ
aijes-6726	73	19	less	less	ADV
aijes-6726	73	20	prone	prone	ADJ
aijes-6726	73	21	to	to	ADP
aijes-6726	73	22	overfitting	overfitte	VERB
aijes-6726	73	23	.	.	PUNCT
aijes-6726	74	1	the	the	DET
aijes-6726	74	2	goal	goal	NOUN
aijes-6726	74	3	is	be	AUX
aijes-6726	74	4	to	to	PART
aijes-6726	74	5	reduce	reduce	VERB
aijes-6726	74	6	the	the	DET
aijes-6726	74	7	complexity	complexity	NOUN
aijes-6726	74	8	of	of	ADP
aijes-6726	74	9	the	the	DET
aijes-6726	74	10	feature	feature	NOUN
aijes-6726	74	11	space	space	NOUN
aijes-6726	74	12	.	.	PUNCT
aijes-6726	75	1	●	●	PUNCT
aijes-6726	75	2	face	face	NOUN
aijes-6726	75	3	encoding	encoding	NOUN
aijes-6726	75	4	:	:	PUNCT
aijes-6726	75	5	○	○	ADJ
aijes-6726	75	6	face	face	NOUN
aijes-6726	75	7	encoding	encoding	NOUN
aijes-6726	75	8	serves	serve	VERB
aijes-6726	75	9	as	as	ADP
aijes-6726	75	10	a	a	DET
aijes-6726	75	11	unique	unique	ADJ
aijes-6726	75	12	identifier	identifier	NOUN
aijes-6726	75	13	for	for	ADP
aijes-6726	75	14	each	each	DET
aijes-6726	75	15	person	person	NOUN
aijes-6726	75	16	.	.	PUNCT
aijes-6726	76	1	for	for	ADP
aijes-6726	76	2	each	each	DET
aijes-6726	76	3	individual	individual	NOUN
aijes-6726	76	4	in	in	ADP
aijes-6726	76	5	the	the	DET
aijes-6726	76	6	dataset	dataset	NOUN
aijes-6726	76	7	,	,	PUNCT
aijes-6726	76	8	a	a	DET
aijes-6726	76	9	compact	compact	ADJ
aijes-6726	76	10	representation	representation	NOUN
aijes-6726	76	11	of	of	ADP
aijes-6726	76	12	their	their	PRON
aijes-6726	76	13	facial	facial	ADJ
aijes-6726	76	14	features	feature	NOUN
aijes-6726	76	15	is	be	AUX
aijes-6726	76	16	generated	generate	VERB
aijes-6726	76	17	.	.	PUNCT
aijes-6726	77	1	●	●	PUNCT
aijes-6726	77	2	testing	testing	NOUN
aijes-6726	77	3	phase	phase	NOUN
aijes-6726	77	4	:	:	PUNCT
aijes-6726	77	5	○	○	PROPN
aijes-6726	77	6	there	there	PRON
aijes-6726	77	7	are	be	VERB
aijes-6726	77	8	similarities	similarity	NOUN
aijes-6726	77	9	between	between	ADP
aijes-6726	77	10	the	the	DET
aijes-6726	77	11	training	training	NOUN
aijes-6726	77	12	phase	phase	NOUN
aijes-6726	77	13	and	and	CCONJ
aijes-6726	77	14	the	the	DET
aijes-6726	77	15	testing	testing	NOUN
aijes-6726	77	16	phase	phase	NOUN
aijes-6726	77	17	.	.	PUNCT
aijes-6726	78	1	the	the	DET
aijes-6726	78	2	preprocessing	preprocessing	NOUN
aijes-6726	78	3	,	,	PUNCT
aijes-6726	78	4	feature	feature	NOUN
aijes-6726	78	5	extraction	extraction	NOUN
aijes-6726	78	6	and	and	CCONJ
aijes-6726	78	7	dimensionality	dimensionality	NOUN
aijes-6726	78	8	reduction	reduction	NOUN
aijes-6726	78	9	in	in	ADP
aijes-6726	78	10	the	the	DET
aijes-6726	78	11	testing	testing	NOUN
aijes-6726	78	12	phase	phase	NOUN
aijes-6726	78	13	are	be	AUX
aijes-6726	78	14	accomplished	accomplish	VERB
aijes-6726	78	15	in	in	ADP
aijes-6726	78	16	the	the	DET
aijes-6726	78	17	same	same	ADJ
aijes-6726	78	18	way	way	NOUN
aijes-6726	78	19	as	as	ADP
aijes-6726	78	20	in	in	ADP
aijes-6726	78	21	the	the	DET
aijes-6726	78	22	training	training	NOUN
aijes-6726	78	23	phase	phase	NOUN
aijes-6726	78	24	.	.	PUNCT
aijes-6726	79	1	○	○	PROPN
aijes-6726	79	2	the	the	DET
aijes-6726	79	3	trained	train	VERB
aijes-6726	79	4	model	model	NOUN
aijes-6726	79	5	is	be	AUX
aijes-6726	79	6	used	use	VERB
aijes-6726	79	7	to	to	PART
aijes-6726	79	8	compare	compare	VERB
aijes-6726	79	9	the	the	DET
aijes-6726	79	10	new	new	ADJ
aijes-6726	79	11	face	face	NOUN
aijes-6726	79	12	encoding	encode	VERB
aijes-6726	79	13	with	with	ADP
aijes-6726	79	14	the	the	DET
aijes-6726	79	15	stored	store	VERB
aijes-6726	79	16	encodings	encoding	NOUN
aijes-6726	79	17	of	of	ADP
aijes-6726	79	18	known	know	VERB
aijes-6726	79	19	individuals	individual	NOUN
aijes-6726	79	20	.	.	PUNCT
aijes-6726	80	1	●	●	PUNCT
aijes-6726	80	2	decision	decision	NOUN
aijes-6726	80	3	making	making	NOUN
aijes-6726	80	4	:	:	PUNCT
aijes-6726	80	5	○	○	ADJ
aijes-6726	80	6	this	this	PRON
aijes-6726	80	7	is	be	AUX
aijes-6726	80	8	decision	decision	NOUN
aijes-6726	80	9	time	time	NOUN
aijes-6726	80	10	,	,	PUNCT
aijes-6726	80	11	so	so	ADV
aijes-6726	80	12	we	we	PRON
aijes-6726	80	13	apply	apply	VERB
aijes-6726	80	14	a	a	DET
aijes-6726	80	15	rule	rule	NOUN
aijes-6726	80	16	to	to	PART
aijes-6726	80	17	determine	determine	VERB
aijes-6726	80	18	the	the	DET
aijes-6726	80	19	individual	individual	NOUN
aijes-6726	80	20	's	's	PART
aijes-6726	80	21	identity	identity	NOUN
aijes-6726	80	22	.	.	PUNCT
aijes-6726	81	1	we	we	PRON
aijes-6726	81	2	look	look	VERB
aijes-6726	81	3	at	at	ADP
aijes-6726	81	4	the	the	DET
aijes-6726	81	5	similarity	similarity	NOUN
aijes-6726	81	6	between	between	ADP
aijes-6726	81	7	the	the	DET
aijes-6726	81	8	new	new	ADJ
aijes-6726	81	9	face	face	NOUN
aijes-6726	81	10	encoding	encoding	NOUN
aijes-6726	81	11	and	and	CCONJ
aijes-6726	81	12	the	the	DET
aijes-6726	81	13	stored	store	VERB
aijes-6726	81	14	encodings	encoding	NOUN
aijes-6726	81	15	.	.	PUNCT
aijes-6726	82	1	○	○	ADJ
aijes-6726	82	2	in	in	ADP
aijes-6726	82	3	addition	addition	NOUN
aijes-6726	82	4	to	to	ADP
aijes-6726	82	5	the	the	DET
aijes-6726	82	6	rule	rule	NOUN
aijes-6726	82	7	,	,	PUNCT
aijes-6726	82	8	a	a	DET
aijes-6726	82	9	similarity	similarity	NOUN
aijes-6726	82	10	score	score	NOUN
aijes-6726	82	11	threshold	threshold	NOUN
aijes-6726	82	12	must	must	AUX
aijes-6726	82	13	be	be	AUX
aijes-6726	82	14	used	use	VERB
aijes-6726	82	15	to	to	PART
aijes-6726	82	16	decide	decide	VERB
aijes-6726	82	17	whether	whether	SCONJ
aijes-6726	82	18	the	the	DET
aijes-6726	82	19	face	face	NOUN
aijes-6726	82	20	belongs	belong	VERB
aijes-6726	82	21	to	to	ADP
aijes-6726	82	22	a	a	DET
aijes-6726	82	23	known	know	VERB
aijes-6726	82	24	individual	individual	NOUN
aijes-6726	82	25	or	or	CCONJ
aijes-6726	82	26	is	be	AUX
aijes-6726	82	27	an	an	DET
aijes-6726	82	28	unknown	unknown	ADJ
aijes-6726	82	29	face	face	NOUN
aijes-6726	82	30	.	.	PUNCT
aijes-6726	83	1	●	●	PUNCT
aijes-6726	83	2	verification	verification	NOUN
aijes-6726	83	3	/	/	SYM
aijes-6726	83	4	identification	identification	NOUN
aijes-6726	83	5	:	:	PUNCT
aijes-6726	83	6	○	○	PROPN
aijes-6726	83	7	there	there	PRON
aijes-6726	83	8	is	be	VERB
aijes-6726	83	9	a	a	DET
aijes-6726	83	10	slight	slight	ADJ
aijes-6726	83	11	difference	difference	NOUN
aijes-6726	83	12	between	between	ADP
aijes-6726	83	13	verification	verification	NOUN
aijes-6726	83	14	and	and	CCONJ
aijes-6726	83	15	identification	identification	NOUN
aijes-6726	83	16	.	.	PUNCT
aijes-6726	84	1	a	a	DET
aijes-6726	84	2	comprehensive	comprehensive	ADJ
aijes-6726	84	3	evaluation	evaluation	NOUN
aijes-6726	84	4	of	of	ADP
aijes-6726	84	5	face	face	NOUN
aijes-6726	84	6	recognition	recognition	NOUN
aijes-6726	84	7	software	software	NOUN
aijes-6726	84	8	:	:	PUNCT
aijes-6726	84	9	balancing	balance	VERB
aijes-6726	84	10	total	total	ADJ
aijes-6726	84	11	cost	cost	NOUN
aijes-6726	84	12	of	of	ADP
aijes-6726	84	13	ownership	ownership	NOUN
aijes-6726	84	14	,	,	PUNCT
aijes-6726	84	15	accuracy	accuracy	NOUN
aijes-6726	84	16	and	and	CCONJ
aijes-6726	84	17	speed	speed	NOUN
aijes-6726	84	18	244	244	NUM
aijes-6726	84	19	○	○	PROPN
aijes-6726	84	20	in	in	ADP
aijes-6726	84	21	verification	verification	NOUN
aijes-6726	84	22	scenarios	scenario	NOUN
aijes-6726	84	23	,	,	PUNCT
aijes-6726	84	24	the	the	DET
aijes-6726	84	25	decision	decision	NOUN
aijes-6726	84	26	is	be	AUX
aijes-6726	84	27	binary	binary	ADJ
aijes-6726	84	28	;	;	PUNCT
aijes-6726	84	29	the	the	DET
aijes-6726	84	30	presented	present	VERB
aijes-6726	84	31	face	face	NOUN
aijes-6726	84	32	matches	match	VERB
aijes-6726	84	33	a	a	DET
aijes-6726	84	34	specific	specific	ADJ
aijes-6726	84	35	individual	individual	NOUN
aijes-6726	84	36	's	's	PART
aijes-6726	84	37	encoding	encoding	NOUN
aijes-6726	84	38	.	.	PUNCT
aijes-6726	85	1	○	○	PROPN
aijes-6726	85	2	in	in	ADP
aijes-6726	85	3	identification	identification	NOUN
aijes-6726	85	4	scenarios	scenario	NOUN
aijes-6726	85	5	,	,	PUNCT
aijes-6726	85	6	the	the	DET
aijes-6726	85	7	presented	present	VERB
aijes-6726	85	8	face	face	NOUN
aijes-6726	85	9	is	be	AUX
aijes-6726	85	10	compared	compare	VERB
aijes-6726	85	11	against	against	ADP
aijes-6726	85	12	the	the	DET
aijes-6726	85	13	dataset	dataset	NOUN
aijes-6726	85	14	of	of	ADP
aijes-6726	85	15	all	all	DET
aijes-6726	85	16	known	know	VERB
aijes-6726	85	17	encodings	encoding	NOUN
aijes-6726	85	18	to	to	PART
aijes-6726	85	19	find	find	VERB
aijes-6726	85	20	the	the	DET
aijes-6726	85	21	closest	close	ADJ
aijes-6726	85	22	match	match	NOUN
aijes-6726	85	23	.	.	PUNCT
aijes-6726	86	1	●	●	PUNCT
aijes-6726	86	2	post	post	ADJ
aijes-6726	86	3	-	-	ADJ
aijes-6726	86	4	processing	processing	NOUN
aijes-6726	86	5	:	:	PUNCT
aijes-6726	86	6	○	○	ADJ
aijes-6726	86	7	this	this	PRON
aijes-6726	86	8	is	be	AUX
aijes-6726	86	9	the	the	DET
aijes-6726	86	10	time	time	NOUN
aijes-6726	86	11	when	when	SCONJ
aijes-6726	86	12	we	we	PRON
aijes-6726	86	13	need	need	VERB
aijes-6726	86	14	to	to	PART
aijes-6726	86	15	close	close	VERB
aijes-6726	86	16	the	the	DET
aijes-6726	86	17	feedback	feedback	NOUN
aijes-6726	86	18	loop	loop	NOUN
aijes-6726	86	19	.	.	PUNCT
aijes-6726	87	1	the	the	DET
aijes-6726	87	2	goal	goal	NOUN
aijes-6726	87	3	is	be	AUX
aijes-6726	87	4	to	to	PART
aijes-6726	87	5	refine	refine	VERB
aijes-6726	87	6	the	the	DET
aijes-6726	87	7	recognition	recognition	NOUN
aijes-6726	87	8	results	result	NOUN
aijes-6726	87	9	and/or	and/or	CCONJ
aijes-6726	87	10	update	update	VERB
aijes-6726	87	11	the	the	DET
aijes-6726	87	12	model	model	NOUN
aijes-6726	87	13	with	with	ADP
aijes-6726	87	14	new	new	ADJ
aijes-6726	87	15	data	datum	NOUN
aijes-6726	87	16	.	.	PUNCT
aijes-6726	88	1	as	as	ADP
aijes-6726	88	2	with	with	ADP
aijes-6726	88	3	any	any	DET
aijes-6726	88	4	machine	machine	NOUN
aijes-6726	88	5	learning	learn	VERB
aijes-6726	88	6	algorithm	algorithm	NOUN
aijes-6726	88	7	,	,	PUNCT
aijes-6726	88	8	the	the	DET
aijes-6726	88	9	effectiveness	effectiveness	NOUN
aijes-6726	88	10	of	of	ADP
aijes-6726	88	11	a	a	DET
aijes-6726	88	12	face	face	NOUN
aijes-6726	88	13	recognition	recognition	NOUN
aijes-6726	88	14	system	system	NOUN
aijes-6726	88	15	depends	depend	VERB
aijes-6726	88	16	on	on	ADP
aijes-6726	88	17	the	the	DET
aijes-6726	88	18	quality	quality	NOUN
aijes-6726	88	19	and	and	CCONJ
aijes-6726	88	20	diversity	diversity	NOUN
aijes-6726	88	21	of	of	ADP
aijes-6726	88	22	the	the	DET
aijes-6726	88	23	training	training	NOUN
aijes-6726	88	24	data	datum	NOUN
aijes-6726	88	25	,	,	PUNCT
aijes-6726	88	26	the	the	DET
aijes-6726	88	27	choice	choice	NOUN
aijes-6726	88	28	of	of	ADP
aijes-6726	88	29	features	feature	NOUN
aijes-6726	88	30	,	,	PUNCT
aijes-6726	88	31	and	and	CCONJ
aijes-6726	88	32	the	the	DET
aijes-6726	88	33	robustness	robustness	NOUN
aijes-6726	88	34	of	of	ADP
aijes-6726	88	35	the	the	DET
aijes-6726	88	36	algorithm	algorithm	NOUN
aijes-6726	88	37	(	(	PUNCT
aijes-6726	88	38	osowski	osowski	PROPN
aijes-6726	88	39	&	&	CCONJ
aijes-6726	88	40	siwek	siwek	PROPN
aijes-6726	88	41	,	,	PUNCT
aijes-6726	88	42	2020	2020	NUM
aijes-6726	88	43	)	)	PUNCT
aijes-6726	88	44	.	.	PUNCT
aijes-6726	89	1	eigenfaces	eigenface	VERB
aijes-6726	89	2	the	the	DET
aijes-6726	89	3	primary	primary	ADJ
aijes-6726	89	4	goal	goal	NOUN
aijes-6726	89	5	of	of	ADP
aijes-6726	89	6	eigenfaces	eigenface	NOUN
aijes-6726	89	7	is	be	AUX
aijes-6726	89	8	to	to	PART
aijes-6726	89	9	represent	represent	VERB
aijes-6726	89	10	facial	facial	ADJ
aijes-6726	89	11	features	feature	NOUN
aijes-6726	89	12	in	in	ADP
aijes-6726	89	13	a	a	DET
aijes-6726	89	14	lower	lower	ADV
aijes-6726	89	15	-	-	PUNCT
aijes-6726	89	16	dimensional	dimensional	ADJ
aijes-6726	89	17	space	space	NOUN
aijes-6726	89	18	by	by	ADP
aijes-6726	89	19	capturing	capture	VERB
aijes-6726	89	20	the	the	DET
aijes-6726	89	21	principal	principal	ADJ
aijes-6726	89	22	components	component	NOUN
aijes-6726	89	23	of	of	ADP
aijes-6726	89	24	the	the	DET
aijes-6726	89	25	face	face	NOUN
aijes-6726	89	26	images	image	NOUN
aijes-6726	89	27	.	.	PUNCT
aijes-6726	90	1	it	it	PRON
aijes-6726	90	2	aims	aim	VERB
aijes-6726	90	3	to	to	PART
aijes-6726	90	4	preserve	preserve	VERB
aijes-6726	90	5	as	as	ADV
aijes-6726	90	6	much	much	ADJ
aijes-6726	90	7	variance	variance	NOUN
aijes-6726	90	8	as	as	ADP
aijes-6726	90	9	possible	possible	ADJ
aijes-6726	90	10	,	,	PUNCT
aijes-6726	90	11	making	make	VERB
aijes-6726	90	12	it	it	PRON
aijes-6726	90	13	suitable	suitable	ADJ
aijes-6726	90	14	for	for	ADP
aijes-6726	90	15	general	general	ADJ
aijes-6726	90	16	facial	facial	ADJ
aijes-6726	90	17	recognition	recognition	NOUN
aijes-6726	90	18	applications	application	NOUN
aijes-6726	90	19	.	.	PUNCT
aijes-6726	91	1	the	the	DET
aijes-6726	91	2	eigenfaces	eigenfaces	PROPN
aijes-6726	91	3	algorithm	algorithm	NOUN
aijes-6726	91	4	uses	use	VERB
aijes-6726	91	5	principal	principal	ADJ
aijes-6726	91	6	component	component	NOUN
aijes-6726	91	7	analysis	analysis	NOUN
aijes-6726	91	8	(	(	PUNCT
aijes-6726	91	9	pca	pca	NOUN
aijes-6726	91	10	)	)	PUNCT
aijes-6726	91	11	to	to	PART
aijes-6726	91	12	represent	represent	VERB
aijes-6726	91	13	facial	facial	ADJ
aijes-6726	91	14	features	feature	NOUN
aijes-6726	91	15	in	in	ADP
aijes-6726	91	16	a	a	DET
aijes-6726	91	17	lower	lower	ADV
aijes-6726	91	18	-	-	PUNCT
aijes-6726	91	19	dimensional	dimensional	ADJ
aijes-6726	91	20	space	space	NOUN
aijes-6726	91	21	.	.	PUNCT
aijes-6726	92	1	pca	pca	PROPN
aijes-6726	92	2	recognizes	recognize	VERB
aijes-6726	92	3	the	the	DET
aijes-6726	92	4	directions	direction	NOUN
aijes-6726	92	5	of	of	ADP
aijes-6726	92	6	maximum	maximum	ADJ
aijes-6726	92	7	variance	variance	NOUN
aijes-6726	92	8	in	in	ADP
aijes-6726	92	9	the	the	DET
aijes-6726	92	10	data	datum	NOUN
aijes-6726	92	11	,	,	PUNCT
aijes-6726	92	12	and	and	CCONJ
aijes-6726	92	13	the	the	DET
aijes-6726	92	14	corresponding	corresponding	ADJ
aijes-6726	92	15	eigenvectors	eigenvector	NOUN
aijes-6726	92	16	form	form	VERB
aijes-6726	92	17	the	the	DET
aijes-6726	92	18	basis	basis	NOUN
aijes-6726	92	19	for	for	ADP
aijes-6726	92	20	the	the	DET
aijes-6726	92	21	reduced	reduce	VERB
aijes-6726	92	22	-	-	PUNCT
aijes-6726	92	23	dimensional	dimensional	ADJ
aijes-6726	92	24	space	space	NOUN
aijes-6726	92	25	(	(	PUNCT
aijes-6726	92	26	peng	peng	PROPN
aijes-6726	92	27	,	,	PUNCT
aijes-6726	92	28	portugal	portugal	PROPN
aijes-6726	92	29	,	,	PUNCT
aijes-6726	92	30	alencar	alencar	PROPN
aijes-6726	92	31	,	,	PUNCT
aijes-6726	92	32	&	&	CCONJ
aijes-6726	92	33	cowan	cowan	PROPN
aijes-6726	92	34	,	,	PUNCT
aijes-6726	92	35	2021	2021	NUM
aijes-6726	92	36	)	)	PUNCT
aijes-6726	92	37	.	.	PUNCT
aijes-6726	93	1	the	the	DET
aijes-6726	93	2	representation	representation	NOUN
aijes-6726	93	3	obtained	obtain	VERB
aijes-6726	93	4	by	by	ADP
aijes-6726	93	5	eigenfaces	eigenface	NOUN
aijes-6726	93	6	is	be	AUX
aijes-6726	93	7	based	base	VERB
aijes-6726	93	8	on	on	ADP
aijes-6726	93	9	the	the	DET
aijes-6726	93	10	principal	principal	ADJ
aijes-6726	93	11	components	component	NOUN
aijes-6726	93	12	of	of	ADP
aijes-6726	93	13	the	the	DET
aijes-6726	93	14	face	face	NOUN
aijes-6726	93	15	images	image	NOUN
aijes-6726	93	16	.	.	PUNCT
aijes-6726	94	1	"	"	PUNCT
aijes-6726	94	2	these	these	DET
aijes-6726	94	3	components	component	NOUN
aijes-6726	94	4	are	be	AUX
aijes-6726	94	5	linear	linear	ADJ
aijes-6726	94	6	combinations	combination	NOUN
aijes-6726	94	7	of	of	ADP
aijes-6726	94	8	the	the	DET
aijes-6726	94	9	original	original	ADJ
aijes-6726	94	10	pixel	pixel	NOUN
aijes-6726	94	11	values	value	NOUN
aijes-6726	94	12	,	,	PUNCT
aijes-6726	94	13	capturing	capture	VERB
aijes-6726	94	14	the	the	DET
aijes-6726	94	15	overall	overall	ADJ
aijes-6726	94	16	variance	variance	NOUN
aijes-6726	94	17	in	in	ADP
aijes-6726	94	18	the	the	DET
aijes-6726	94	19	dataset	dataset	NOUN
aijes-6726	94	20	(	(	PUNCT
aijes-6726	94	21	omer	omer	PROPN
aijes-6726	94	22	,	,	PUNCT
aijes-6726	94	23	2024	2024	NUM
aijes-6726	94	24	)	)	PUNCT
aijes-6726	94	25	.	.	PUNCT
aijes-6726	95	1	the	the	DET
aijes-6726	95	2	drawback	drawback	NOUN
aijes-6726	95	3	of	of	ADP
aijes-6726	95	4	pca	pca	NOUN
aijes-6726	95	5	is	be	AUX
aijes-6726	95	6	the	the	DET
aijes-6726	95	7	sensitivity	sensitivity	NOUN
aijes-6726	95	8	to	to	ADP
aijes-6726	95	9	variations	variation	NOUN
aijes-6726	95	10	in	in	ADP
aijes-6726	95	11	lighting	lighting	NOUN
aijes-6726	95	12	conditions	condition	NOUN
aijes-6726	95	13	,	,	PUNCT
aijes-6726	95	14	as	as	SCONJ
aijes-6726	95	15	it	it	PRON
aijes-6726	95	16	tends	tend	VERB
aijes-6726	95	17	to	to	PART
aijes-6726	95	18	capture	capture	VERB
aijes-6726	95	19	overall	overall	ADJ
aijes-6726	95	20	variance	variance	NOUN
aijes-6726	95	21	,	,	PUNCT
aijes-6726	95	22	which	which	PRON
aijes-6726	95	23	can	can	AUX
aijes-6726	95	24	include	include	VERB
aijes-6726	95	25	variations	variation	NOUN
aijes-6726	95	26	caused	cause	VERB
aijes-6726	95	27	by	by	ADP
aijes-6726	95	28	illumination	illumination	NOUN
aijes-6726	95	29	.	.	PUNCT
aijes-6726	96	1	fisherfaces	fisherface	NOUN
aijes-6726	96	2	fisherfaces	fisherface	NOUN
aijes-6726	96	3	emphasizes	emphasize	VERB
aijes-6726	96	4	the	the	DET
aijes-6726	96	5	differences	difference	NOUN
aijes-6726	96	6	between	between	ADP
aijes-6726	96	7	individuals	individual	NOUN
aijes-6726	96	8	rather	rather	ADV
aijes-6726	96	9	than	than	ADP
aijes-6726	96	10	capturing	capture	VERB
aijes-6726	96	11	the	the	DET
aijes-6726	96	12	overall	overall	ADJ
aijes-6726	96	13	variance	variance	NOUN
aijes-6726	96	14	in	in	ADP
aijes-6726	96	15	the	the	DET
aijes-6726	96	16	dataset	dataset	NOUN
aijes-6726	96	17	.	.	PUNCT
aijes-6726	97	1	it	it	PRON
aijes-6726	97	2	employs	employ	VERB
aijes-6726	97	3	linear	linear	ADJ
aijes-6726	97	4	discriminant	discriminant	ADJ
aijes-6726	97	5	analysis	analysis	NOUN
aijes-6726	97	6	(	(	PUNCT
aijes-6726	97	7	lda	lda	PROPN
aijes-6726	97	8	)	)	PUNCT
aijes-6726	97	9	to	to	PART
aijes-6726	97	10	find	find	VERB
aijes-6726	97	11	a	a	DET
aijes-6726	97	12	projection	projection	NOUN
aijes-6726	97	13	that	that	PRON
aijes-6726	97	14	maximizes	maximize	VERB
aijes-6726	97	15	individual	individual	ADJ
aijes-6726	97	16	separation	separation	NOUN
aijes-6726	97	17	while	while	SCONJ
aijes-6726	97	18	minimizing	minimize	VERB
aijes-6726	97	19	variations	variation	NOUN
aijes-6726	97	20	within	within	ADP
aijes-6726	97	21	the	the	DET
aijes-6726	97	22	same	same	ADJ
aijes-6726	97	23	individual	individual	NOUN
aijes-6726	97	24	.	.	PUNCT
aijes-6726	98	1	fisherfaces	fisherface	VERB
aijes-6726	98	2	use	use	VERB
aijes-6726	98	3	linear	linear	ADJ
aijes-6726	98	4	discriminant	discriminant	ADJ
aijes-6726	98	5	analysis	analysis	NOUN
aijes-6726	98	6	(	(	PUNCT
aijes-6726	98	7	lda	lda	PROPN
aijes-6726	98	8	)	)	PUNCT
aijes-6726	98	9	for	for	ADP
aijes-6726	98	10	dimensionality	dimensionality	NOUN
aijes-6726	98	11	reduction	reduction	NOUN
aijes-6726	98	12	.	.	PUNCT
aijes-6726	99	1	"	"	PUNCT
aijes-6726	99	2	lda	lda	PROPN
aijes-6726	99	3	aims	aim	VERB
aijes-6726	99	4	to	to	PART
aijes-6726	99	5	find	find	VERB
aijes-6726	99	6	a	a	DET
aijes-6726	99	7	projection	projection	NOUN
aijes-6726	99	8	that	that	PRON
aijes-6726	99	9	maximizes	maximize	VERB
aijes-6726	99	10	the	the	DET
aijes-6726	99	11	ratio	ratio	NOUN
aijes-6726	99	12	of	of	ADP
aijes-6726	99	13	the	the	DET
aijes-6726	99	14	between	between	NOUN
aijes-6726	99	15	-	-	PUNCT
aijes-6726	99	16	class	class	NOUN
aijes-6726	99	17	scatter	scatter	NOUN
aijes-6726	99	18	to	to	ADP
aijes-6726	99	19	the	the	DET
aijes-6726	99	20	within	within	ADP
aijes-6726	99	21	-	-	PUNCT
aijes-6726	99	22	class	class	NOUN
aijes-6726	99	23	scatter	scatter	NOUN
aijes-6726	99	24	,	,	PUNCT
aijes-6726	99	25	focusing	focus	VERB
aijes-6726	99	26	on	on	ADP
aijes-6726	99	27	the	the	DET
aijes-6726	99	28	discriminative	discriminative	NOUN
aijes-6726	99	29	power	power	NOUN
aijes-6726	99	30	of	of	ADP
aijes-6726	99	31	the	the	DET
aijes-6726	99	32	features	feature	NOUN
aijes-6726	99	33	"	"	PUNCT
aijes-6726	99	34	.	.	PUNCT
aijes-6726	100	1	the	the	DET
aijes-6726	100	2	representation	representation	NOUN
aijes-6726	100	3	obtained	obtain	VERB
aijes-6726	100	4	by	by	ADP
aijes-6726	100	5	fisherfaces	fisherface	NOUN
aijes-6726	100	6	is	be	AUX
aijes-6726	100	7	designed	design	VERB
aijes-6726	100	8	to	to	PART
aijes-6726	100	9	maximize	maximize	VERB
aijes-6726	100	10	the	the	DET
aijes-6726	100	11	differences	difference	NOUN
aijes-6726	100	12	between	between	ADP
aijes-6726	100	13	individuals	individual	NOUN
aijes-6726	100	14	.	.	PUNCT
aijes-6726	101	1	the	the	DET
aijes-6726	101	2	features	feature	NOUN
aijes-6726	101	3	selected	select	VERB
aijes-6726	101	4	by	by	ADP
aijes-6726	101	5	lda	lda	PROPN
aijes-6726	101	6	are	be	AUX
aijes-6726	101	7	most	most	ADV
aijes-6726	101	8	effective	effective	ADJ
aijes-6726	101	9	in	in	ADP
aijes-6726	101	10	discriminating	discriminate	VERB
aijes-6726	101	11	between	between	ADP
aijes-6726	101	12	different	different	ADJ
aijes-6726	101	13	classes	class	NOUN
aijes-6726	101	14	(	(	PUNCT
aijes-6726	101	15	individuals	individual	NOUN
aijes-6726	101	16	)	)	PUNCT
aijes-6726	101	17	.	.	PUNCT
aijes-6726	102	1	fisherfaces	fisherface	NOUN
aijes-6726	102	2	can	can	AUX
aijes-6726	102	3	be	be	AUX
aijes-6726	102	4	sensitive	sensitive	ADJ
aijes-6726	102	5	to	to	ADP
aijes-6726	102	6	class	class	NOUN
aijes-6726	102	7	variations	variation	NOUN
aijes-6726	102	8	,	,	PUNCT
aijes-6726	102	9	especially	especially	ADV
aijes-6726	102	10	when	when	SCONJ
aijes-6726	102	11	dealing	deal	VERB
aijes-6726	102	12	with	with	ADP
aijes-6726	102	13	small	small	ADJ
aijes-6726	102	14	datasets	dataset	NOUN
aijes-6726	102	15	or	or	CCONJ
aijes-6726	102	16	when	when	SCONJ
aijes-6726	102	17	the	the	DET
aijes-6726	102	18	within	within	ADP
aijes-6726	102	19	-	-	PUNCT
aijes-6726	102	20	class	class	NOUN
aijes-6726	102	21	scatter	scatter	NOUN
aijes-6726	102	22	is	be	AUX
aijes-6726	102	23	high	high	ADJ
aijes-6726	102	24	.	.	PUNCT
aijes-6726	103	1	in	in	ADP
aijes-6726	103	2	situations	situation	NOUN
aijes-6726	103	3	where	where	SCONJ
aijes-6726	103	4	there	there	PRON
aijes-6726	103	5	is	be	VERB
aijes-6726	103	6	significant	significant	ADJ
aijes-6726	103	7	variability	variability	NOUN
aijes-6726	103	8	in	in	ADP
aijes-6726	103	9	the	the	DET
aijes-6726	103	10	images	image	NOUN
aijes-6726	103	11	of	of	ADP
aijes-6726	103	12	the	the	DET
aijes-6726	103	13	same	same	ADJ
aijes-6726	103	14	individual	individual	NOUN
aijes-6726	103	15	(	(	PUNCT
aijes-6726	103	16	such	such	ADJ
aijes-6726	103	17	as	as	ADP
aijes-6726	103	18	different	different	ADJ
aijes-6726	103	19	facial	facial	ADJ
aijes-6726	103	20	expressions	expression	NOUN
aijes-6726	103	21	,	,	PUNCT
aijes-6726	103	22	poses	pose	NOUN
aijes-6726	103	23	,	,	PUNCT
aijes-6726	103	24	or	or	CCONJ
aijes-6726	103	25	lighting	lighting	NOUN
aijes-6726	103	26	conditions	condition	NOUN
aijes-6726	103	27	)	)	PUNCT
aijes-6726	103	28	,	,	PUNCT
aijes-6726	103	29	fisherfaces	fisherface	NOUN
aijes-6726	103	30	may	may	AUX
aijes-6726	103	31	not	not	PART
aijes-6726	103	32	effectively	effectively	ADV
aijes-6726	103	33	capture	capture	VERB
aijes-6726	103	34	the	the	DET
aijes-6726	103	35	essential	essential	ADJ
aijes-6726	103	36	features	feature	NOUN
aijes-6726	103	37	that	that	PRON
aijes-6726	103	38	distinguish	distinguish	VERB
aijes-6726	103	39	between	between	ADP
aijes-6726	103	40	individuals	individual	NOUN
aijes-6726	103	41	.	.	PUNCT
aijes-6726	104	1	local	local	ADJ
aijes-6726	104	2	binary	binary	ADJ
aijes-6726	104	3	patterns	pattern	NOUN
aijes-6726	104	4	(	(	PUNCT
aijes-6726	104	5	lbp	lbp	NOUN
aijes-6726	104	6	)	)	PUNCT
aijes-6726	104	7	local	local	ADJ
aijes-6726	104	8	binary	binary	NOUN
aijes-6726	104	9	patterns	pattern	NOUN
aijes-6726	104	10	(	(	PUNCT
aijes-6726	104	11	lbp	lbp	PROPN
aijes-6726	104	12	)	)	PUNCT
aijes-6726	104	13	are	be	AUX
aijes-6726	104	14	commonly	commonly	ADV
aijes-6726	104	15	used	use	VERB
aijes-6726	104	16	in	in	ADP
aijes-6726	104	17	face	face	NOUN
aijes-6726	104	18	recognition	recognition	NOUN
aijes-6726	104	19	as	as	ADP
aijes-6726	104	20	a	a	DET
aijes-6726	104	21	texture	texture	ADJ
aijes-6726	104	22	descriptor	descriptor	NOUN
aijes-6726	104	23	to	to	PART
aijes-6726	104	24	capture	capture	VERB
aijes-6726	104	25	discriminative	discriminative	NOUN
aijes-6726	104	26	features	feature	NOUN
aijes-6726	104	27	from	from	ADP
aijes-6726	104	28	facial	facial	ADJ
aijes-6726	104	29	images	image	NOUN
aijes-6726	104	30	.	.	PUNCT
aijes-6726	105	1	the	the	DET
aijes-6726	105	2	technique	technique	NOUN
aijes-6726	105	3	is	be	AUX
aijes-6726	105	4	particularly	particularly	ADV
aijes-6726	105	5	kledia	kledia	PROPN
aijes-6726	105	6	tirana	tirana	PROPN
aijes-6726	105	7	245	245	NUM
aijes-6726	105	8	robust	robust	ADJ
aijes-6726	105	9	to	to	ADP
aijes-6726	105	10	variations	variation	NOUN
aijes-6726	105	11	in	in	ADP
aijes-6726	105	12	lighting	lighting	NOUN
aijes-6726	105	13	conditions	condition	NOUN
aijes-6726	105	14	,	,	PUNCT
aijes-6726	105	15	making	make	VERB
aijes-6726	105	16	it	it	PRON
aijes-6726	105	17	suitable	suitable	ADJ
aijes-6726	105	18	for	for	ADP
aijes-6726	105	19	handling	handle	VERB
aijes-6726	105	20	challenges	challenge	NOUN
aijes-6726	105	21	often	often	ADV
aijes-6726	105	22	encountered	encounter	VERB
aijes-6726	105	23	in	in	ADP
aijes-6726	105	24	face	face	NOUN
aijes-6726	105	25	recognition	recognition	NOUN
aijes-6726	105	26	applications	application	NOUN
aijes-6726	105	27	.	.	PUNCT
aijes-6726	106	1	the	the	DET
aijes-6726	106	2	basis	basis	NOUN
aijes-6726	106	3	of	of	ADP
aijes-6726	106	4	lbp	lbp	PROPN
aijes-6726	106	5	is	be	AUX
aijes-6726	106	6	on	on	ADP
aijes-6726	106	7	local	local	ADJ
aijes-6726	106	8	neighborhood	neighborhood	NOUN
aijes-6726	106	9	definition	definition	NOUN
aijes-6726	106	10	(	(	PUNCT
aijes-6726	106	11	define	define	VERB
aijes-6726	106	12	a	a	DET
aijes-6726	106	13	local	local	ADJ
aijes-6726	106	14	neighborhood	neighborhood	NOUN
aijes-6726	106	15	by	by	ADP
aijes-6726	106	16	specifying	specify	VERB
aijes-6726	106	17	a	a	DET
aijes-6726	106	18	radius	radius	NOUN
aijes-6726	106	19	and	and	CCONJ
aijes-6726	106	20	the	the	DET
aijes-6726	106	21	number	number	NOUN
aijes-6726	106	22	of	of	ADP
aijes-6726	106	23	sampling	sample	VERB
aijes-6726	106	24	points	point	NOUN
aijes-6726	106	25	on	on	ADP
aijes-6726	106	26	the	the	DET
aijes-6726	106	27	circumference	circumference	NOUN
aijes-6726	106	28	of	of	ADP
aijes-6726	106	29	a	a	DET
aijes-6726	106	30	circle	circle	NOUN
aijes-6726	106	31	)	)	PUNCT
aijes-6726	106	32	and	and	CCONJ
aijes-6726	106	33	lbp	lbp	PROPN
aijes-6726	106	34	calculation	calculation	NOUN
aijes-6726	106	35	(	(	PUNCT
aijes-6726	106	36	create	create	VERB
aijes-6726	106	37	a	a	DET
aijes-6726	106	38	binary	binary	ADJ
aijes-6726	106	39	pattern	pattern	NOUN
aijes-6726	106	40	by	by	ADP
aijes-6726	106	41	concatenating	concatenate	VERB
aijes-6726	106	42	the	the	DET
aijes-6726	106	43	0/1	0/1	ADJ
aijes-6726	106	44	values	value	NOUN
aijes-6726	106	45	obtained	obtain	VERB
aijes-6726	106	46	from	from	ADP
aijes-6726	106	47	the	the	DET
aijes-6726	106	48	comparisons	comparison	NOUN
aijes-6726	106	49	in	in	ADP
aijes-6726	106	50	a	a	DET
aijes-6726	106	51	specific	specific	ADJ
aijes-6726	106	52	order	order	NOUN
aijes-6726	106	53	around	around	ADP
aijes-6726	106	54	the	the	DET
aijes-6726	106	55	center	center	NOUN
aijes-6726	106	56	pixel	pixel	NOUN
aijes-6726	106	57	)	)	PUNCT
aijes-6726	106	58	.	.	PUNCT
aijes-6726	107	1	while	while	SCONJ
aijes-6726	107	2	lbp	lbp	PROPN
aijes-6726	107	3	is	be	AUX
aijes-6726	107	4	effective	effective	ADJ
aijes-6726	107	5	in	in	ADP
aijes-6726	107	6	certain	certain	ADJ
aijes-6726	107	7	scenarios	scenario	NOUN
aijes-6726	107	8	,	,	PUNCT
aijes-6726	107	9	it	it	PRON
aijes-6726	107	10	may	may	AUX
aijes-6726	107	11	not	not	PART
aijes-6726	107	12	capture	capture	VERB
aijes-6726	107	13	complex	complex	ADJ
aijes-6726	107	14	spatial	spatial	ADJ
aijes-6726	107	15	relationships	relationship	NOUN
aijes-6726	107	16	or	or	CCONJ
aijes-6726	107	17	be	be	AUX
aijes-6726	107	18	robust	robust	ADJ
aijes-6726	107	19	to	to	ADP
aijes-6726	107	20	other	other	ADJ
aijes-6726	107	21	variations	variation	NOUN
aijes-6726	107	22	,	,	PUNCT
aijes-6726	107	23	such	such	ADJ
aijes-6726	107	24	as	as	ADP
aijes-6726	107	25	pose	pose	NOUN
aijes-6726	107	26	changes	change	NOUN
aijes-6726	107	27	.	.	PUNCT
aijes-6726	108	1	in	in	ADP
aijes-6726	108	2	practice	practice	NOUN
aijes-6726	108	3	,	,	PUNCT
aijes-6726	108	4	lbp	lbp	PROPN
aijes-6726	108	5	is	be	AUX
aijes-6726	108	6	often	often	ADV
aijes-6726	108	7	combined	combine	VERB
aijes-6726	108	8	with	with	ADP
aijes-6726	108	9	other	other	ADJ
aijes-6726	108	10	feature	feature	NOUN
aijes-6726	108	11	extraction	extraction	NOUN
aijes-6726	108	12	techniques	technique	NOUN
aijes-6726	108	13	or	or	CCONJ
aijes-6726	108	14	used	use	VERB
aijes-6726	108	15	as	as	ADP
aijes-6726	108	16	part	part	NOUN
aijes-6726	108	17	of	of	ADP
aijes-6726	108	18	a	a	DET
aijes-6726	108	19	more	more	ADV
aijes-6726	108	20	comprehensive	comprehensive	ADJ
aijes-6726	108	21	face	face	NOUN
aijes-6726	108	22	recognition	recognition	NOUN
aijes-6726	108	23	system	system	NOUN
aijes-6726	108	24	to	to	PART
aijes-6726	108	25	improve	improve	VERB
aijes-6726	108	26	overall	overall	ADJ
aijes-6726	108	27	performance	performance	NOUN
aijes-6726	108	28	.	.	PUNCT
aijes-6726	109	1	support	support	NOUN
aijes-6726	109	2	vector	vector	NOUN
aijes-6726	109	3	machines	machine	NOUN
aijes-6726	109	4	(	(	PUNCT
aijes-6726	109	5	svm	svm	PROPN
aijes-6726	109	6	)	)	PUNCT
aijes-6726	109	7	it	it	PRON
aijes-6726	109	8	's	be	AUX
aijes-6726	109	9	a	a	DET
aijes-6726	109	10	supervised	supervised	ADJ
aijes-6726	109	11	machine	machine	NOUN
aijes-6726	109	12	learning	learn	VERB
aijes-6726	109	13	algorithm	algorithm	NOUN
aijes-6726	109	14	renowned	renowne	VERB
aijes-6726	109	15	for	for	ADP
aijes-6726	109	16	effectively	effectively	ADV
aijes-6726	109	17	categorizing	categorize	VERB
aijes-6726	109	18	data	datum	NOUN
aijes-6726	109	19	elements	element	NOUN
aijes-6726	109	20	into	into	ADP
aijes-6726	109	21	two	two	NUM
aijes-6726	109	22	groups	group	NOUN
aijes-6726	109	23	.	.	PUNCT
aijes-6726	110	1	svms	svms	NOUN
aijes-6726	110	2	come	come	VERB
aijes-6726	110	3	in	in	ADP
aijes-6726	110	4	two	two	NUM
aijes-6726	110	5	primary	primary	ADJ
aijes-6726	110	6	categories	category	NOUN
aijes-6726	110	7	:	:	PUNCT
aijes-6726	110	8	linear	linear	ADJ
aijes-6726	110	9	and	and	CCONJ
aijes-6726	110	10	non	non	ADJ
aijes-6726	110	11	-	-	ADJ
aijes-6726	110	12	linear	linear	ADJ
aijes-6726	110	13	svms	svms	NOUN
aijes-6726	110	14	.	.	PUNCT
aijes-6726	111	1	linear	linear	ADJ
aijes-6726	111	2	svm	svm	PROPN
aijes-6726	111	3	is	be	AUX
aijes-6726	111	4	applied	apply	VERB
aijes-6726	111	5	when	when	SCONJ
aijes-6726	111	6	data	datum	NOUN
aijes-6726	111	7	is	be	AUX
aijes-6726	111	8	perfectly	perfectly	ADV
aijes-6726	111	9	separable	separable	ADJ
aijes-6726	111	10	by	by	ADP
aijes-6726	111	11	a	a	DET
aijes-6726	111	12	straight	straight	ADJ
aijes-6726	111	13	line	line	NOUN
aijes-6726	111	14	,	,	PUNCT
aijes-6726	111	15	while	while	SCONJ
aijes-6726	111	16	nonlinear	nonlinear	ADJ
aijes-6726	111	17	svm	svm	PROPN
aijes-6726	111	18	handles	handle	VERB
aijes-6726	111	19	scenarios	scenario	NOUN
aijes-6726	111	20	where	where	SCONJ
aijes-6726	111	21	data	datum	NOUN
aijes-6726	111	22	points	point	NOUN
aijes-6726	111	23	are	be	AUX
aijes-6726	111	24	n't	not	PART
aijes-6726	111	25	linearly	linearly	ADV
aijes-6726	111	26	separable	separable	ADJ
aijes-6726	111	27	.	.	PUNCT
aijes-6726	112	1	in	in	ADP
aijes-6726	112	2	such	such	ADJ
aijes-6726	112	3	cases	case	NOUN
aijes-6726	112	4	,	,	PUNCT
aijes-6726	112	5	advanced	advanced	ADJ
aijes-6726	112	6	techniques	technique	NOUN
aijes-6726	112	7	like	like	ADP
aijes-6726	112	8	kernel	kernel	NOUN
aijes-6726	112	9	tricks	trick	NOUN
aijes-6726	112	10	are	be	AUX
aijes-6726	112	11	employed	employ	VERB
aijes-6726	112	12	to	to	PART
aijes-6726	112	13	facilitate	facilitate	VERB
aijes-6726	112	14	classification	classification	NOUN
aijes-6726	112	15	.	.	PUNCT
aijes-6726	113	1	since	since	SCONJ
aijes-6726	113	2	linear	linear	PROPN
aijes-6726	113	3	separability	separability	NOUN
aijes-6726	113	4	is	be	AUX
aijes-6726	113	5	rare	rare	ADJ
aijes-6726	113	6	in	in	ADP
aijes-6726	113	7	real	real	ADJ
aijes-6726	113	8	-	-	PUNCT
aijes-6726	113	9	world	world	NOUN
aijes-6726	113	10	applications	application	NOUN
aijes-6726	113	11	,	,	PUNCT
aijes-6726	113	12	kernel	kernel	PROPN
aijes-6726	113	13	tricks	trick	NOUN
aijes-6726	113	14	are	be	AUX
aijes-6726	113	15	commonly	commonly	ADV
aijes-6726	113	16	utilized	utilize	VERB
aijes-6726	113	17	to	to	PART
aijes-6726	113	18	address	address	VERB
aijes-6726	113	19	these	these	DET
aijes-6726	113	20	complexities	complexity	NOUN
aijes-6726	113	21	.	.	PUNCT
aijes-6726	114	1	svm	svm	PROPN
aijes-6726	114	2	works	work	VERB
aijes-6726	114	3	faster	fast	ADV
aijes-6726	114	4	and	and	CCONJ
aijes-6726	114	5	more	more	ADV
aijes-6726	114	6	accurately	accurately	ADV
aijes-6726	114	7	when	when	SCONJ
aijes-6726	114	8	the	the	DET
aijes-6726	114	9	data	data	NOUN
aijes-6726	114	10	is	be	AUX
aijes-6726	114	11	linearly	linearly	ADV
aijes-6726	114	12	separable	separable	ADJ
aijes-6726	114	13	,	,	PUNCT
aijes-6726	114	14	and	and	CCONJ
aijes-6726	114	15	when	when	SCONJ
aijes-6726	114	16	we	we	PRON
aijes-6726	114	17	employ	employ	VERB
aijes-6726	114	18	the	the	DET
aijes-6726	114	19	kernel	kernel	NOUN
aijes-6726	114	20	trick	trick	VERB
aijes-6726	114	21	any	any	DET
aijes-6726	114	22	complex	complex	ADJ
aijes-6726	114	23	problem	problem	NOUN
aijes-6726	114	24	can	can	AUX
aijes-6726	114	25	be	be	AUX
aijes-6726	114	26	solved	solve	VERB
aijes-6726	114	27	.	.	PUNCT
aijes-6726	115	1	however	however	ADV
aijes-6726	115	2	,	,	PUNCT
aijes-6726	115	3	some	some	DET
aijes-6726	115	4	issues	issue	NOUN
aijes-6726	115	5	in	in	ADP
aijes-6726	115	6	face	face	NOUN
aijes-6726	115	7	recognition	recognition	NOUN
aijes-6726	115	8	must	must	AUX
aijes-6726	115	9	be	be	AUX
aijes-6726	115	10	considered	consider	VERB
aijes-6726	115	11	,	,	PUNCT
aijes-6726	115	12	such	such	ADJ
aijes-6726	115	13	as	as	ADP
aijes-6726	115	14	the	the	DET
aijes-6726	115	15	difficulty	difficulty	NOUN
aijes-6726	115	16	of	of	ADP
aijes-6726	115	17	choosing	choose	VERB
aijes-6726	115	18	a	a	DET
aijes-6726	115	19	good	good	ADJ
aijes-6726	115	20	kernel	kernel	NOUN
aijes-6726	115	21	,	,	PUNCT
aijes-6726	115	22	the	the	DET
aijes-6726	115	23	inaccuracy	inaccuracy	NOUN
aijes-6726	115	24	for	for	ADP
aijes-6726	115	25	big	big	ADJ
aijes-6726	115	26	datasets	dataset	NOUN
aijes-6726	115	27	,	,	PUNCT
aijes-6726	115	28	and	and	CCONJ
aijes-6726	115	29	the	the	DET
aijes-6726	115	30	difficulty	difficulty	NOUN
aijes-6726	115	31	of	of	ADP
aijes-6726	115	32	tuning	tune	VERB
aijes-6726	115	33	the	the	DET
aijes-6726	115	34	hyper	hyper	NOUN
aijes-6726	115	35	-	-	NOUN
aijes-6726	115	36	parameters	parameter	NOUN
aijes-6726	115	37	.	.	PUNCT
aijes-6726	116	1	deep	deep	ADJ
aijes-6726	116	2	learning	learning	NOUN
aijes-6726	116	3	(	(	PUNCT
aijes-6726	116	4	cnn	cnn	PROPN
aijes-6726	116	5	-	-	PUNCT
aijes-6726	116	6	based	base	VERB
aijes-6726	116	7	)	)	PUNCT
aijes-6726	116	8	deep	deep	ADJ
aijes-6726	116	9	learning	learning	NOUN
aijes-6726	116	10	proves	prove	VERB
aijes-6726	116	11	immensely	immensely	ADV
aijes-6726	116	12	valuable	valuable	ADJ
aijes-6726	116	13	in	in	ADP
aijes-6726	116	14	object	object	NOUN
aijes-6726	116	15	classification	classification	NOUN
aijes-6726	116	16	tasks	task	NOUN
aijes-6726	116	17	,	,	PUNCT
aijes-6726	116	18	notably	notably	ADV
aijes-6726	116	19	in	in	ADP
aijes-6726	116	20	face	face	NOUN
aijes-6726	116	21	recognition	recognition	NOUN
aijes-6726	116	22	algorithms	algorithm	NOUN
aijes-6726	116	23	.	.	PUNCT
aijes-6726	117	1	the	the	DET
aijes-6726	117	2	initial	initial	ADJ
aijes-6726	117	3	approach	approach	NOUN
aijes-6726	117	4	employed	employ	VERB
aijes-6726	117	5	was	be	AUX
aijes-6726	117	6	the	the	DET
aijes-6726	117	7	convolutional	convolutional	ADJ
aijes-6726	117	8	neural	neural	ADJ
aijes-6726	117	9	network	network	NOUN
aijes-6726	117	10	(	(	PUNCT
aijes-6726	117	11	cnn	cnn	PROPN
aijes-6726	117	12	)	)	PUNCT
aijes-6726	117	13	.	.	PUNCT
aijes-6726	118	1	the	the	DET
aijes-6726	118	2	essence	essence	NOUN
aijes-6726	118	3	of	of	ADP
aijes-6726	118	4	this	this	DET
aijes-6726	118	5	algorithm	algorithm	NOUN
aijes-6726	118	6	involved	involve	VERB
aijes-6726	118	7	segmenting	segment	VERB
aijes-6726	118	8	the	the	DET
aijes-6726	118	9	image	image	NOUN
aijes-6726	118	10	into	into	ADP
aijes-6726	118	11	multiple	multiple	ADJ
aijes-6726	118	12	regions	region	NOUN
aijes-6726	118	13	and	and	CCONJ
aijes-6726	118	14	subsequently	subsequently	ADV
aijes-6726	118	15	classifying	classify	VERB
aijes-6726	118	16	each	each	DET
aijes-6726	118	17	region	region	NOUN
aijes-6726	118	18	into	into	ADP
aijes-6726	118	19	distinct	distinct	ADJ
aijes-6726	118	20	categories	category	NOUN
aijes-6726	118	21	.	.	PUNCT
aijes-6726	119	1	however	however	ADV
aijes-6726	119	2	,	,	PUNCT
aijes-6726	119	3	a	a	DET
aijes-6726	119	4	challenge	challenge	NOUN
aijes-6726	119	5	arises	arise	VERB
aijes-6726	119	6	due	due	ADP
aijes-6726	119	7	to	to	ADP
aijes-6726	119	8	the	the	DET
aijes-6726	119	9	considerable	considerable	ADJ
aijes-6726	119	10	number	number	NOUN
aijes-6726	119	11	of	of	ADP
aijes-6726	119	12	regions	region	NOUN
aijes-6726	119	13	necessitating	necessitate	VERB
aijes-6726	119	14	accurate	accurate	ADJ
aijes-6726	119	15	prediction	prediction	NOUN
aijes-6726	119	16	,	,	PUNCT
aijes-6726	119	17	resulting	result	VERB
aijes-6726	119	18	in	in	ADP
aijes-6726	119	19	prolonged	prolonged	ADJ
aijes-6726	119	20	computation	computation	NOUN
aijes-6726	119	21	times	time	NOUN
aijes-6726	119	22	.	.	PUNCT
aijes-6726	120	1	subsequently	subsequently	ADV
aijes-6726	120	2	,	,	PUNCT
aijes-6726	120	3	the	the	DET
aijes-6726	120	4	region	region	NOUN
aijes-6726	120	5	-	-	PUNCT
aijes-6726	120	6	based	base	VERB
aijes-6726	120	7	convolutional	convolutional	ADJ
aijes-6726	120	8	neural	neural	ADJ
aijes-6726	120	9	network	network	NOUN
aijes-6726	120	10	(	(	PUNCT
aijes-6726	120	11	rcnn	rcnn	PROPN
aijes-6726	120	12	)	)	PUNCT
aijes-6726	120	13	emerged	emerge	VERB
aijes-6726	120	14	as	as	ADP
aijes-6726	120	15	an	an	DET
aijes-6726	120	16	advancement	advancement	NOUN
aijes-6726	120	17	over	over	ADP
aijes-6726	120	18	cnn	cnn	PROPN
aijes-6726	120	19	.	.	PUNCT
aijes-6726	121	1	built	build	VERB
aijes-6726	121	2	upon	upon	SCONJ
aijes-6726	121	3	the	the	DET
aijes-6726	121	4	foundation	foundation	NOUN
aijes-6726	121	5	of	of	ADP
aijes-6726	121	6	cnn	cnn	PROPN
aijes-6726	121	7	,	,	PUNCT
aijes-6726	121	8	rcnn	rcnn	PROPN
aijes-6726	121	9	integrates	integrate	VERB
aijes-6726	121	10	selective	selective	ADJ
aijes-6726	121	11	search	search	NOUN
aijes-6726	121	12	to	to	PART
aijes-6726	121	13	generate	generate	VERB
aijes-6726	121	14	regions	region	NOUN
aijes-6726	121	15	,	,	PUNCT
aijes-6726	121	16	thereby	thereby	ADV
aijes-6726	121	17	reducing	reduce	VERB
aijes-6726	121	18	their	their	PRON
aijes-6726	121	19	number	number	NOUN
aijes-6726	121	20	to	to	ADP
aijes-6726	121	21	around	around	ADP
aijes-6726	121	22	2000	2000	NUM
aijes-6726	121	23	per	per	ADP
aijes-6726	121	24	image	image	NOUN
aijes-6726	121	25	.	.	PUNCT
aijes-6726	122	1	although	although	SCONJ
aijes-6726	122	2	this	this	PRON
aijes-6726	122	3	marks	mark	VERB
aijes-6726	122	4	an	an	DET
aijes-6726	122	5	improvement	improvement	NOUN
aijes-6726	122	6	over	over	ADP
aijes-6726	122	7	cnn	cnn	PROPN
aijes-6726	122	8	,	,	PUNCT
aijes-6726	122	9	the	the	DET
aijes-6726	122	10	computational	computational	ADJ
aijes-6726	122	11	requirement	requirement	NOUN
aijes-6726	122	12	remains	remain	VERB
aijes-6726	122	13	high	high	ADJ
aijes-6726	122	14	.	.	PUNCT
aijes-6726	123	1	each	each	DET
aijes-6726	123	2	region	region	NOUN
aijes-6726	123	3	is	be	AUX
aijes-6726	123	4	individually	individually	ADV
aijes-6726	123	5	passed	pass	VERB
aijes-6726	123	6	to	to	ADP
aijes-6726	123	7	the	the	DET
aijes-6726	123	8	cnn	cnn	PROPN
aijes-6726	123	9	,	,	PUNCT
aijes-6726	123	10	resulting	result	VERB
aijes-6726	123	11	in	in	ADP
aijes-6726	123	12	processing	processing	NOUN
aijes-6726	123	13	times	time	NOUN
aijes-6726	123	14	of	of	ADP
aijes-6726	123	15	40	40	NUM
aijes-6726	123	16	to	to	PART
aijes-6726	123	17	50	50	NUM
aijes-6726	123	18	seconds	second	NOUN
aijes-6726	123	19	per	per	ADP
aijes-6726	123	20	image	image	NOUN
aijes-6726	123	21	—	—	PUNCT
aijes-6726	123	22	rendering	render	VERB
aijes-6726	123	23	it	it	PRON
aijes-6726	123	24	unsuitable	unsuitable	ADJ
aijes-6726	123	25	for	for	ADP
aijes-6726	123	26	real	real	ADJ
aijes-6726	123	27	-	-	PUNCT
aijes-6726	123	28	time	time	NOUN
aijes-6726	123	29	applications	application	NOUN
aijes-6726	123	30	.	.	PUNCT
aijes-6726	124	1	the	the	DET
aijes-6726	124	2	next	next	ADJ
aijes-6726	124	3	algorithm	algorithm	NOUN
aijes-6726	124	4	was	be	AUX
aijes-6726	124	5	fast	fast	ADJ
aijes-6726	124	6	rcnn	rcnn	NOUN
aijes-6726	124	7	.	.	PUNCT
aijes-6726	125	1	it	it	PRON
aijes-6726	125	2	resolves	resolve	VERB
aijes-6726	125	3	the	the	DET
aijes-6726	125	4	main	main	ADJ
aijes-6726	125	5	issue	issue	NOUN
aijes-6726	125	6	of	of	ADP
aijes-6726	125	7	the	the	DET
aijes-6726	125	8	rcc	rcc	PROPN
aijes-6726	125	9	so	so	SCONJ
aijes-6726	125	10	that	that	SCONJ
aijes-6726	125	11	each	each	DET
aijes-6726	125	12	image	image	NOUN
aijes-6726	125	13	(	(	PUNCT
aijes-6726	125	14	1	1	X
aijes-6726	125	15	)	)	PUNCT
aijes-6726	125	16	is	be	AUX
aijes-6726	125	17	passed	pass	VERB
aijes-6726	125	18	only	only	ADV
aijes-6726	125	19	once	once	ADV
aijes-6726	125	20	to	to	ADP
aijes-6726	125	21	the	the	DET
aijes-6726	125	22	cnn	cnn	PROPN
aijes-6726	125	23	,	,	PUNCT
aijes-6726	125	24	(	(	PUNCT
aijes-6726	125	25	2	2	X
aijes-6726	125	26	)	)	PUNCT
aijes-6726	125	27	feature	feature	NOUN
aijes-6726	125	28	maps	map	NOUN
aijes-6726	125	29	are	be	AUX
aijes-6726	125	30	extracted	extract	VERB
aijes-6726	125	31	,	,	PUNCT
aijes-6726	125	32	and	and	CCONJ
aijes-6726	125	33	(	(	PUNCT
aijes-6726	125	34	3	3	X
aijes-6726	125	35	)	)	PUNCT
aijes-6726	125	36	selective	selective	ADJ
aijes-6726	125	37	search	search	NOUN
aijes-6726	125	38	is	be	AUX
aijes-6726	125	39	used	use	VERB
aijes-6726	125	40	on	on	ADP
aijes-6726	125	41	these	these	DET
aijes-6726	125	42	maps	map	NOUN
aijes-6726	125	43	to	to	PART
aijes-6726	125	44	generate	generate	VERB
aijes-6726	125	45	predictions	prediction	NOUN
aijes-6726	125	46	(	(	PUNCT
aijes-6726	125	47	rajeshkumar	rajeshkumar	NOUN
aijes-6726	125	48	et	et	PROPN
aijes-6726	125	49	al	al	PROPN
aijes-6726	125	50	.	.	PROPN
aijes-6726	125	51	,	,	PUNCT
aijes-6726	125	52	2023	2023	NUM
aijes-6726	125	53	)	)	PUNCT
aijes-6726	125	54	.	.	PUNCT
aijes-6726	126	1	it	it	PRON
aijes-6726	126	2	reduces	reduce	VERB
aijes-6726	126	3	the	the	DET
aijes-6726	126	4	time	time	NOUN
aijes-6726	126	5	to	to	ADP
aijes-6726	126	6	2	2	NUM
aijes-6726	126	7	seconds	second	NOUN
aijes-6726	126	8	per	per	ADP
aijes-6726	126	9	image	image	NOUN
aijes-6726	126	10	,	,	PUNCT
aijes-6726	126	11	but	but	CCONJ
aijes-6726	126	12	the	the	DET
aijes-6726	126	13	computation	computation	NOUN
aijes-6726	126	14	time	time	NOUN
aijes-6726	126	15	is	be	AUX
aijes-6726	126	16	still	still	ADV
aijes-6726	126	17	high	high	ADJ
aijes-6726	126	18	(	(	PUNCT
aijes-6726	126	19	jiang	jiang	PROPN
aijes-6726	126	20	et	et	PROPN
aijes-6726	126	21	al	al	PROPN
aijes-6726	126	22	.	.	PROPN
aijes-6726	126	23	,	,	PUNCT
aijes-6726	126	24	2021	2021	NUM
aijes-6726	126	25	)	)	PUNCT
aijes-6726	126	26	.	.	PUNCT
aijes-6726	127	1	the	the	DET
aijes-6726	127	2	next	next	ADJ
aijes-6726	127	3	algorithm	algorithm	NOUN
aijes-6726	127	4	was	be	AUX
aijes-6726	127	5	faster	fast	ADJ
aijes-6726	127	6	rcnn	rcnn	PROPN
aijes-6726	127	7	.	.	PUNCT
aijes-6726	128	1	the	the	DET
aijes-6726	128	2	main	main	ADJ
aijes-6726	128	3	difference	difference	NOUN
aijes-6726	128	4	to	to	ADP
aijes-6726	128	5	the	the	DET
aijes-6726	128	6	fast	fast	ADJ
aijes-6726	128	7	rcnn	rcnn	NOUN
aijes-6726	128	8	is	be	AUX
aijes-6726	128	9	that	that	SCONJ
aijes-6726	128	10	“	"	PUNCT
aijes-6726	128	11	the	the	DET
aijes-6726	128	12	selective	selective	ADJ
aijes-6726	128	13	search	search	NOUN
aijes-6726	128	14	method	method	NOUN
aijes-6726	128	15	is	be	AUX
aijes-6726	128	16	replaced	replace	VERB
aijes-6726	128	17	with	with	ADP
aijes-6726	128	18	a	a	DET
aijes-6726	128	19	region	region	NOUN
aijes-6726	128	20	proposal	proposal	NOUN
aijes-6726	128	21	network	network	NOUN
aijes-6726	128	22	(	(	PUNCT
aijes-6726	128	23	faulkner	faulkner	NOUN
aijes-6726	128	24	,	,	PUNCT
aijes-6726	128	25	2021	2021	NUM
aijes-6726	128	26	)	)	PUNCT
aijes-6726	128	27	.	.	PUNCT
aijes-6726	129	1	this	this	PRON
aijes-6726	129	2	had	have	VERB
aijes-6726	129	3	a	a	DET
aijes-6726	129	4	dramatic	dramatic	ADJ
aijes-6726	129	5	positive	positive	ADJ
aijes-6726	129	6	impact	impact	NOUN
aijes-6726	129	7	on	on	ADP
aijes-6726	129	8	the	the	DET
aijes-6726	129	9	algorithm	algorithm	NOUN
aijes-6726	129	10	speed	speed	NOUN
aijes-6726	129	11	,	,	PUNCT
aijes-6726	129	12	going	go	VERB
aijes-6726	129	13	down	down	ADV
aijes-6726	129	14	to	to	ADP
aijes-6726	129	15	0.2	0.2	NUM
aijes-6726	129	16	seconds	second	NOUN
aijes-6726	129	17	per	per	ADP
aijes-6726	129	18	image	image	NOUN
aijes-6726	129	19	.	.	PUNCT
aijes-6726	130	1	a	a	DET
aijes-6726	130	2	comprehensive	comprehensive	ADJ
aijes-6726	130	3	evaluation	evaluation	NOUN
aijes-6726	130	4	of	of	ADP
aijes-6726	130	5	face	face	NOUN
aijes-6726	130	6	recognition	recognition	NOUN
aijes-6726	130	7	software	software	NOUN
aijes-6726	130	8	:	:	PUNCT
aijes-6726	130	9	balancing	balance	VERB
aijes-6726	130	10	total	total	ADJ
aijes-6726	130	11	cost	cost	NOUN
aijes-6726	130	12	of	of	ADP
aijes-6726	130	13	ownership	ownership	NOUN
aijes-6726	130	14	,	,	PUNCT
aijes-6726	130	15	accuracy	accuracy	NOUN
aijes-6726	130	16	and	and	CCONJ
aijes-6726	130	17	speed	speed	NOUN
aijes-6726	130	18	246	246	NUM
aijes-6726	130	19	you	you	PRON
aijes-6726	130	20	look	look	VERB
aijes-6726	130	21	only	only	ADV
aijes-6726	130	22	once	once	ADV
aijes-6726	130	23	(	(	PUNCT
aijes-6726	130	24	yolo	yolo	ADJ
aijes-6726	130	25	)	)	PUNCT
aijes-6726	130	26	deep	deep	ADJ
aijes-6726	130	27	learning	learning	NOUN
aijes-6726	130	28	methods	method	NOUN
aijes-6726	130	29	such	such	ADJ
aijes-6726	130	30	as	as	ADP
aijes-6726	130	31	rcnn	rcnn	NOUN
aijes-6726	130	32	,	,	PUNCT
aijes-6726	130	33	fast	fast	ADJ
aijes-6726	130	34	rcnn	rcnn	NOUN
aijes-6726	130	35	,	,	PUNCT
aijes-6726	130	36	and	and	CCONJ
aijes-6726	130	37	faster	fast	ADJ
aijes-6726	130	38	rcnn	rcnn	PROPN
aijes-6726	130	39	are	be	AUX
aijes-6726	130	40	categorized	categorize	VERB
aijes-6726	130	41	as	as	ADP
aijes-6726	130	42	two	two	NUM
aijes-6726	130	43	-	-	PUNCT
aijes-6726	130	44	stage	stage	NOUN
aijes-6726	130	45	object	object	NOUN
aijes-6726	130	46	detectors	detector	NOUN
aijes-6726	130	47	.	.	PUNCT
aijes-6726	131	1	the	the	DET
aijes-6726	131	2	main	main	ADJ
aijes-6726	131	3	concept	concept	NOUN
aijes-6726	131	4	is	be	AUX
aijes-6726	131	5	that	that	SCONJ
aijes-6726	131	6	they	they	PRON
aijes-6726	131	7	need	need	VERB
aijes-6726	131	8	several	several	ADJ
aijes-6726	131	9	passes	pass	NOUN
aijes-6726	131	10	to	to	ADP
aijes-6726	131	11	the	the	DET
aijes-6726	131	12	image	image	NOUN
aijes-6726	131	13	.	.	PUNCT
aijes-6726	132	1	two	two	NUM
aijes-6726	132	2	additional	additional	ADJ
aijes-6726	132	3	algorithms	algorithm	NOUN
aijes-6726	132	4	,	,	PUNCT
aijes-6726	132	5	yolo	yolo	INTJ
aijes-6726	132	6	(	(	PUNCT
aijes-6726	132	7	you	you	PRON
aijes-6726	132	8	only	only	ADV
aijes-6726	132	9	look	look	VERB
aijes-6726	132	10	once	once	ADV
aijes-6726	132	11	)	)	PUNCT
aijes-6726	132	12	and	and	CCONJ
aijes-6726	132	13	ssd	ssd	NOUN
aijes-6726	132	14	(	(	PUNCT
aijes-6726	132	15	single	single	ADJ
aijes-6726	132	16	shot	shot	NOUN
aijes-6726	132	17	detectors	detector	NOUN
aijes-6726	132	18	)	)	PUNCT
aijes-6726	132	19	,	,	PUNCT
aijes-6726	132	20	are	be	AUX
aijes-6726	132	21	categorized	categorize	VERB
aijes-6726	132	22	as	as	ADP
aijes-6726	132	23	one	one	NUM
aijes-6726	132	24	-	-	PUNCT
aijes-6726	132	25	stage	stage	NOUN
aijes-6726	132	26	object	object	NOUN
aijes-6726	132	27	detectors	detector	NOUN
aijes-6726	132	28	,	,	PUNCT
aijes-6726	132	29	where	where	SCONJ
aijes-6726	132	30	the	the	DET
aijes-6726	132	31	image	image	NOUN
aijes-6726	132	32	is	be	AUX
aijes-6726	132	33	taken	take	VERB
aijes-6726	132	34	all	all	ADV
aijes-6726	132	35	at	at	ADP
aijes-6726	132	36	once	once	ADV
aijes-6726	132	37	.	.	PUNCT
aijes-6726	133	1	the	the	DET
aijes-6726	133	2	other	other	ADJ
aijes-6726	133	3	object	object	NOUN
aijes-6726	133	4	detection	detection	NOUN
aijes-6726	133	5	algorithms	algorithm	NOUN
aijes-6726	133	6	work	work	VERB
aijes-6726	133	7	on	on	ADP
aijes-6726	133	8	a	a	DET
aijes-6726	133	9	classification	classification	NOUN
aijes-6726	133	10	problem	problem	NOUN
aijes-6726	133	11	,	,	PUNCT
aijes-6726	133	12	while	while	SCONJ
aijes-6726	133	13	yolo	yolo	ADJ
aijes-6726	133	14	works	work	VERB
aijes-6726	133	15	on	on	ADP
aijes-6726	133	16	a	a	DET
aijes-6726	133	17	single	single	ADJ
aijes-6726	133	18	regression	regression	NOUN
aijes-6726	133	19	problem	problem	NOUN
aijes-6726	133	20	(	(	PUNCT
aijes-6726	133	21	redmon	redmon	PROPN
aijes-6726	133	22	,	,	PUNCT
aijes-6726	133	23	divvala	divvala	PROPN
aijes-6726	133	24	,	,	PUNCT
aijes-6726	133	25	girshick	girshick	PROPN
aijes-6726	133	26	&	&	CCONJ
aijes-6726	133	27	farhadi	farhadi	PROPN
aijes-6726	133	28	,	,	PUNCT
aijes-6726	133	29	2016	2016	NUM
aijes-6726	133	30	)	)	PUNCT
aijes-6726	133	31	.	.	PUNCT
aijes-6726	134	1	the	the	DET
aijes-6726	134	2	system	system	NOUN
aijes-6726	134	3	only	only	ADV
aijes-6726	134	4	looks	look	VERB
aijes-6726	134	5	at	at	ADP
aijes-6726	134	6	the	the	DET
aijes-6726	134	7	image	image	NOUN
aijes-6726	134	8	once	once	ADV
aijes-6726	134	9	to	to	PART
aijes-6726	134	10	detect	detect	VERB
aijes-6726	134	11	(	(	PUNCT
aijes-6726	134	12	a	a	X
aijes-6726	134	13	)	)	PUNCT
aijes-6726	134	14	what	what	DET
aijes-6726	134	15	objects	object	NOUN
aijes-6726	134	16	are	be	AUX
aijes-6726	134	17	present	present	ADJ
aijes-6726	134	18	and	and	CCONJ
aijes-6726	134	19	(	(	PUNCT
aijes-6726	134	20	b	b	NOUN
aijes-6726	134	21	)	)	PUNCT
aijes-6726	134	22	where	where	SCONJ
aijes-6726	134	23	they	they	PRON
aijes-6726	134	24	are	be	AUX
aijes-6726	134	25	.	.	PUNCT
aijes-6726	135	1	the	the	DET
aijes-6726	135	2	system	system	NOUN
aijes-6726	135	3	divides	divide	VERB
aijes-6726	135	4	the	the	DET
aijes-6726	135	5	image	image	NOUN
aijes-6726	135	6	into	into	ADP
aijes-6726	135	7	a	a	DET
aijes-6726	135	8	grid	grid	NOUN
aijes-6726	135	9	of	of	ADP
aijes-6726	135	10	cells	cell	NOUN
aijes-6726	135	11	.	.	PUNCT
aijes-6726	136	1	each	each	DET
aijes-6726	136	2	grid	grid	NOUN
aijes-6726	136	3	cell	cell	NOUN
aijes-6726	136	4	predicts	predict	VERB
aijes-6726	136	5	b	b	X
aijes-6726	136	6	bounding	bounding	NOUN
aijes-6726	136	7	boxes	box	NOUN
aijes-6726	136	8	and	and	CCONJ
aijes-6726	136	9	confidence	confidence	NOUN
aijes-6726	136	10	scores	score	NOUN
aijes-6726	136	11	for	for	ADP
aijes-6726	136	12	these	these	DET
aijes-6726	136	13	boxes	box	NOUN
aijes-6726	136	14	.	.	PUNCT
aijes-6726	137	1	the	the	DET
aijes-6726	137	2	confidence	confidence	NOUN
aijes-6726	137	3	score	score	NOUN
aijes-6726	137	4	considers	consider	VERB
aijes-6726	137	5	the	the	DET
aijes-6726	137	6	probability	probability	NOUN
aijes-6726	137	7	that	that	SCONJ
aijes-6726	137	8	the	the	DET
aijes-6726	137	9	box	box	NOUN
aijes-6726	137	10	contains	contain	VERB
aijes-6726	137	11	an	an	DET
aijes-6726	137	12	object	object	NOUN
aijes-6726	137	13	and	and	CCONJ
aijes-6726	137	14	the	the	DET
aijes-6726	137	15	accuracy	accuracy	NOUN
aijes-6726	137	16	of	of	ADP
aijes-6726	137	17	what	what	PRON
aijes-6726	137	18	box	box	NOUN
aijes-6726	137	19	it	it	PRON
aijes-6726	137	20	is	be	AUX
aijes-6726	137	21	predicting	predict	VERB
aijes-6726	137	22	(	(	PUNCT
aijes-6726	137	23	cortes	corte	NOUN
aijes-6726	137	24	&	&	CCONJ
aijes-6726	137	25	jose	jose	PROPN
aijes-6726	137	26	,	,	PUNCT
aijes-6726	137	27	2021	2021	NUM
aijes-6726	137	28	)	)	PUNCT
aijes-6726	137	29	.	.	PUNCT
aijes-6726	138	1	each	each	DET
aijes-6726	138	2	grid	grid	NOUN
aijes-6726	138	3	cell	cell	NOUN
aijes-6726	138	4	predicts	predict	VERB
aijes-6726	138	5	c	c	ADP
aijes-6726	138	6	conditional	conditional	ADJ
aijes-6726	138	7	class	class	NOUN
aijes-6726	138	8	probabilities	probability	NOUN
aijes-6726	138	9	,	,	PUNCT
aijes-6726	138	10	producing	produce	VERB
aijes-6726	138	11	a	a	DET
aijes-6726	138	12	single	single	ADJ
aijes-6726	138	13	set	set	NOUN
aijes-6726	138	14	of	of	ADP
aijes-6726	138	15	class	class	NOUN
aijes-6726	138	16	probabilities	probability	NOUN
aijes-6726	138	17	per	per	ADP
aijes-6726	138	18	cell	cell	NOUN
aijes-6726	138	19	irrespective	irrespective	ADV
aijes-6726	138	20	of	of	ADP
aijes-6726	138	21	the	the	DET
aijes-6726	138	22	number	number	NOUN
aijes-6726	138	23	of	of	ADP
aijes-6726	138	24	boxes	box	NOUN
aijes-6726	138	25	b.	b.	PROPN
aijes-6726	138	26	in	in	ADP
aijes-6726	138	27	the	the	DET
aijes-6726	138	28	testing	testing	NOUN
aijes-6726	138	29	phase	phase	NOUN
aijes-6726	138	30	,	,	PUNCT
aijes-6726	138	31	these	these	DET
aijes-6726	138	32	conditional	conditional	ADJ
aijes-6726	138	33	class	class	NOUN
aijes-6726	138	34	probabilities	probability	NOUN
aijes-6726	138	35	are	be	AUX
aijes-6726	138	36	combined	combine	VERB
aijes-6726	138	37	with	with	ADP
aijes-6726	138	38	individual	individual	ADJ
aijes-6726	138	39	box	box	NOUN
aijes-6726	138	40	confidence	confidence	NOUN
aijes-6726	138	41	predictions	prediction	NOUN
aijes-6726	138	42	.	.	PUNCT
aijes-6726	139	1	this	this	DET
aijes-6726	139	2	multiplication	multiplication	NOUN
aijes-6726	139	3	yields	yield	VERB
aijes-6726	139	4	class	class	NOUN
aijes-6726	139	5	-	-	PUNCT
aijes-6726	139	6	specific	specific	ADJ
aijes-6726	139	7	confidence	confidence	NOUN
aijes-6726	139	8	scores	score	NOUN
aijes-6726	139	9	for	for	ADP
aijes-6726	139	10	each	each	DET
aijes-6726	139	11	box	box	NOUN
aijes-6726	139	12	,	,	PUNCT
aijes-6726	139	13	indicating	indicate	VERB
aijes-6726	139	14	both	both	CCONJ
aijes-6726	139	15	the	the	DET
aijes-6726	139	16	class	class	NOUN
aijes-6726	139	17	's	's	PART
aijes-6726	139	18	probability	probability	NOUN
aijes-6726	139	19	and	and	CCONJ
aijes-6726	139	20	the	the	DET
aijes-6726	139	21	box	box	NOUN
aijes-6726	139	22	's	's	PART
aijes-6726	139	23	fit	fit	NOUN
aijes-6726	139	24	to	to	ADP
aijes-6726	139	25	the	the	DET
aijes-6726	139	26	object	object	NOUN
aijes-6726	139	27	(	(	PUNCT
aijes-6726	139	28	zhang	zhang	PROPN
aijes-6726	139	29	&	&	CCONJ
aijes-6726	139	30	cloutier	cloutier	PROPN
aijes-6726	139	31	,	,	PUNCT
aijes-6726	139	32	2022	2022	NUM
aijes-6726	139	33	)	)	PUNCT
aijes-6726	139	34	.	.	PUNCT
aijes-6726	140	1	the	the	DET
aijes-6726	140	2	algorithm	algorithm	NOUN
aijes-6726	140	3	uses	use	VERB
aijes-6726	140	4	the	the	DET
aijes-6726	140	5	concept	concept	NOUN
aijes-6726	140	6	of	of	ADP
aijes-6726	140	7	iou	iou	NOUN
aijes-6726	140	8	to	to	PART
aijes-6726	140	9	consider	consider	VERB
aijes-6726	140	10	a	a	DET
aijes-6726	140	11	bounding	bounding	NOUN
aijes-6726	140	12	box	box	NOUN
aijes-6726	140	13	.	.	PUNCT
aijes-6726	141	1	by	by	ADP
aijes-6726	141	2	default	default	NOUN
aijes-6726	141	3	,	,	PUNCT
aijes-6726	141	4	the	the	DET
aijes-6726	141	5	value	value	NOUN
aijes-6726	141	6	is	be	AUX
aijes-6726	141	7	set	set	VERB
aijes-6726	141	8	at	at	ADP
aijes-6726	141	9	0.5	0.5	NUM
aijes-6726	141	10	,	,	PUNCT
aijes-6726	141	11	and	and	CCONJ
aijes-6726	141	12	setting	set	VERB
aijes-6726	141	13	it	it	PRON
aijes-6726	141	14	to	to	ADP
aijes-6726	141	15	higher	high	ADJ
aijes-6726	141	16	values	value	NOUN
aijes-6726	141	17	will	will	AUX
aijes-6726	141	18	reduce	reduce	VERB
aijes-6726	141	19	the	the	DET
aijes-6726	141	20	false	false	ADJ
aijes-6726	141	21	positive	positive	ADJ
aijes-6726	141	22	while	while	SCONJ
aijes-6726	141	23	increasing	increase	VERB
aijes-6726	141	24	the	the	DET
aijes-6726	141	25	false	false	ADJ
aijes-6726	141	26	negatives	negative	NOUN
aijes-6726	141	27	.	.	PUNCT
aijes-6726	142	1	the	the	DET
aijes-6726	142	2	bounding	bounding	NOUN
aijes-6726	142	3	box	box	NOUN
aijes-6726	142	4	is	be	AUX
aijes-6726	142	5	not	not	PART
aijes-6726	142	6	considered	consider	VERB
aijes-6726	142	7	when	when	SCONJ
aijes-6726	142	8	the	the	DET
aijes-6726	142	9	corresponding	corresponding	ADJ
aijes-6726	142	10	iou	iou	NOUN
aijes-6726	142	11	is	be	AUX
aijes-6726	142	12	less	less	ADJ
aijes-6726	142	13	than	than	ADP
aijes-6726	142	14	the	the	DET
aijes-6726	142	15	predefined	predefine	VERB
aijes-6726	142	16	threshold	threshold	NOUN
aijes-6726	142	17	(	(	PUNCT
aijes-6726	142	18	pham	pham	PROPN
aijes-6726	142	19	,	,	PUNCT
aijes-6726	142	20	courtrai	courtrai	PROPN
aijes-6726	142	21	,	,	PUNCT
aijes-6726	142	22	friguet	friguet	PROPN
aijes-6726	142	23	,	,	PUNCT
aijes-6726	142	24	lefèvre	lefèvre	NOUN
aijes-6726	142	25	&	&	CCONJ
aijes-6726	142	26	baussard	baussard	NOUN
aijes-6726	142	27	,	,	PUNCT
aijes-6726	142	28	2020	2020	NUM
aijes-6726	142	29	)	)	PUNCT
aijes-6726	142	30	.	.	PUNCT
aijes-6726	143	1	another	another	DET
aijes-6726	143	2	pillar	pillar	NOUN
aijes-6726	143	3	of	of	ADP
aijes-6726	143	4	the	the	DET
aijes-6726	143	5	algorithm	algorithm	NOUN
aijes-6726	143	6	is	be	AUX
aijes-6726	143	7	non	non	ADJ
aijes-6726	143	8	-	-	ADJ
aijes-6726	143	9	max	max	ADJ
aijes-6726	143	10	suppression	suppression	NOUN
aijes-6726	143	11	.	.	PUNCT
aijes-6726	144	1	depending	depend	VERB
aijes-6726	144	2	on	on	ADP
aijes-6726	144	3	the	the	DET
aijes-6726	144	4	specific	specific	ADJ
aijes-6726	144	5	circumstances	circumstance	NOUN
aijes-6726	144	6	,	,	PUNCT
aijes-6726	144	7	the	the	DET
aijes-6726	144	8	algorithm	algorithm	NOUN
aijes-6726	144	9	may	may	AUX
aijes-6726	144	10	find	find	VERB
aijes-6726	144	11	multiple	multiple	ADJ
aijes-6726	144	12	detections	detection	NOUN
aijes-6726	144	13	of	of	ADP
aijes-6726	144	14	the	the	DET
aijes-6726	144	15	same	same	ADJ
aijes-6726	144	16	object	object	NOUN
aijes-6726	144	17	;	;	PUNCT
aijes-6726	144	18	however	however	ADV
aijes-6726	144	19	,	,	PUNCT
aijes-6726	144	20	using	use	VERB
aijes-6726	144	21	non	non	ADJ
aijes-6726	144	22	-	-	ADJ
aijes-6726	144	23	max	max	ADJ
aijes-6726	144	24	suppression	suppression	NOUN
aijes-6726	144	25	,	,	PUNCT
aijes-6726	144	26	the	the	DET
aijes-6726	144	27	object	object	NOUN
aijes-6726	144	28	will	will	AUX
aijes-6726	144	29	be	be	AUX
aijes-6726	144	30	detected	detect	VERB
aijes-6726	144	31	only	only	ADV
aijes-6726	144	32	once	once	ADV
aijes-6726	144	33	.	.	PUNCT
aijes-6726	145	1	yolo	yolo	PROPN
aijes-6726	145	2	has	have	AUX
aijes-6726	145	3	been	be	AUX
aijes-6726	145	4	in	in	ADP
aijes-6726	145	5	several	several	ADJ
aijes-6726	145	6	iterations	iteration	NOUN
aijes-6726	145	7	,	,	PUNCT
aijes-6726	145	8	from	from	ADP
aijes-6726	145	9	yolov1	yolov1	NOUN
aijes-6726	145	10	to	to	ADP
aijes-6726	145	11	yolov7	yolov7	NOUN
aijes-6726	145	12	,	,	PUNCT
aijes-6726	145	13	and	and	CCONJ
aijes-6726	145	14	each	each	DET
aijes-6726	145	15	iteration	iteration	NOUN
aijes-6726	145	16	has	have	AUX
aijes-6726	145	17	brought	bring	VERB
aijes-6726	145	18	major	major	ADJ
aijes-6726	145	19	advancements	advancement	NOUN
aijes-6726	145	20	in	in	ADP
aijes-6726	145	21	features	feature	NOUN
aijes-6726	145	22	and	and	CCONJ
aijes-6726	145	23	overall	overall	ADJ
aijes-6726	145	24	performance	performance	NOUN
aijes-6726	145	25	.	.	PUNCT
aijes-6726	146	1	several	several	ADJ
aijes-6726	146	2	key	key	ADJ
aijes-6726	146	3	features	feature	NOUN
aijes-6726	146	4	,	,	PUNCT
aijes-6726	146	5	such	such	ADJ
aijes-6726	146	6	as	as	ADP
aijes-6726	146	7	anchor	anchor	NOUN
aijes-6726	146	8	boxes	box	NOUN
aijes-6726	146	9	,	,	PUNCT
aijes-6726	146	10	intersection	intersection	NOUN
aijes-6726	146	11	over	over	ADP
aijes-6726	146	12	union	union	NOUN
aijes-6726	146	13	,	,	PUNCT
aijes-6726	146	14	and	and	CCONJ
aijes-6726	146	15	non	non	ADJ
aijes-6726	146	16	-	-	ADJ
aijes-6726	146	17	max	max	ADJ
aijes-6726	146	18	suppression	suppression	NOUN
aijes-6726	146	19	,	,	PUNCT
aijes-6726	146	20	offer	offer	VERB
aijes-6726	146	21	great	great	ADJ
aijes-6726	146	22	help	help	NOUN
aijes-6726	146	23	in	in	ADP
aijes-6726	146	24	detecting	detect	VERB
aijes-6726	146	25	objects	object	NOUN
aijes-6726	146	26	of	of	ADP
aijes-6726	146	27	various	various	ADJ
aijes-6726	146	28	sizes	size	NOUN
aijes-6726	146	29	and	and	CCONJ
aijes-6726	146	30	classes	class	NOUN
aijes-6726	146	31	.	.	PUNCT
aijes-6726	147	1	single	single	ADJ
aijes-6726	147	2	shot	shot	NOUN
aijes-6726	147	3	detectors	detector	NOUN
aijes-6726	147	4	(	(	PUNCT
aijes-6726	147	5	ssd	ssd	NOUN
aijes-6726	147	6	)	)	PUNCT
aijes-6726	147	7	ssd	ssd	NOUN
aijes-6726	147	8	and	and	CCONJ
aijes-6726	147	9	yolo	yolo	PROPN
aijes-6726	147	10	exhibit	exhibit	VERB
aijes-6726	147	11	numerous	numerous	ADJ
aijes-6726	147	12	parallels	parallel	NOUN
aijes-6726	147	13	.	.	PUNCT
aijes-6726	148	1	both	both	PRON
aijes-6726	148	2	partition	partition	VERB
aijes-6726	148	3	the	the	DET
aijes-6726	148	4	input	input	NOUN
aijes-6726	148	5	image	image	NOUN
aijes-6726	148	6	into	into	ADP
aijes-6726	148	7	grids	grid	NOUN
aijes-6726	148	8	,	,	PUNCT
aijes-6726	148	9	assessing	assess	VERB
aijes-6726	148	10	the	the	DET
aijes-6726	148	11	presence	presence	NOUN
aijes-6726	148	12	of	of	ADP
aijes-6726	148	13	objects	object	NOUN
aijes-6726	148	14	within	within	ADP
aijes-6726	148	15	each	each	DET
aijes-6726	148	16	cell	cell	NOUN
aijes-6726	148	17	.	.	PUNCT
aijes-6726	149	1	however	however	ADV
aijes-6726	149	2	,	,	PUNCT
aijes-6726	149	3	their	their	PRON
aijes-6726	149	4	primary	primary	ADJ
aijes-6726	149	5	difference	difference	NOUN
aijes-6726	149	6	lies	lie	VERB
aijes-6726	149	7	in	in	ADP
aijes-6726	149	8	how	how	SCONJ
aijes-6726	149	9	they	they	PRON
aijes-6726	149	10	tackle	tackle	AUX
aijes-6726	149	11	bounding	bound	VERB
aijes-6726	149	12	box	box	NOUN
aijes-6726	149	13	regression	regression	NOUN
aijes-6726	149	14	.	.	PUNCT
aijes-6726	150	1	ssd	ssd	NOUN
aijes-6726	150	2	treats	treat	VERB
aijes-6726	150	3	each	each	DET
aijes-6726	150	4	bounding	bound	VERB
aijes-6726	150	5	box	box	NOUN
aijes-6726	150	6	prediction	prediction	NOUN
aijes-6726	150	7	as	as	ADP
aijes-6726	150	8	a	a	DET
aijes-6726	150	9	regression	regression	NOUN
aijes-6726	150	10	problem	problem	NOUN
aijes-6726	150	11	,	,	PUNCT
aijes-6726	150	12	commencing	commence	VERB
aijes-6726	150	13	with	with	ADP
aijes-6726	150	14	the	the	DET
aijes-6726	150	15	anchor	anchor	NOUN
aijes-6726	150	16	box	box	NOUN
aijes-6726	150	17	possessing	possess	VERB
aijes-6726	150	18	the	the	DET
aijes-6726	150	19	highest	high	ADJ
aijes-6726	150	20	iou	iou	NOUN
aijes-6726	150	21	and	and	CCONJ
aijes-6726	150	22	progressively	progressively	ADV
aijes-6726	150	23	adjusting	adjust	VERB
aijes-6726	150	24	towards	towards	ADP
aijes-6726	150	25	the	the	DET
aijes-6726	150	26	ground	ground	NOUN
aijes-6726	150	27	truth	truth	NOUN
aijes-6726	150	28	bounding	bound	VERB
aijes-6726	150	29	box	box	NOUN
aijes-6726	150	30	while	while	SCONJ
aijes-6726	150	31	calculating	calculate	VERB
aijes-6726	150	32	loss	loss	NOUN
aijes-6726	150	33	.	.	PUNCT
aijes-6726	151	1	conversely	conversely	ADV
aijes-6726	151	2	,	,	PUNCT
aijes-6726	151	3	yolo	yolo	PROPN
aijes-6726	151	4	predicts	predict	VERB
aijes-6726	151	5	multiple	multiple	ADJ
aijes-6726	151	6	bounding	bounding	NOUN
aijes-6726	151	7	boxes	box	NOUN
aijes-6726	151	8	for	for	ADP
aijes-6726	151	9	each	each	DET
aijes-6726	151	10	recognized	recognize	VERB
aijes-6726	151	11	object	object	NOUN
aijes-6726	151	12	,	,	PUNCT
aijes-6726	151	13	employing	employ	VERB
aijes-6726	151	14	non	non	ADJ
aijes-6726	151	15	-	-	ADJ
aijes-6726	151	16	max	max	ADJ
aijes-6726	151	17	suppression	suppression	NOUN
aijes-6726	151	18	to	to	PART
aijes-6726	151	19	eliminate	eliminate	VERB
aijes-6726	151	20	redundant	redundant	ADJ
aijes-6726	151	21	boxes	box	NOUN
aijes-6726	151	22	while	while	SCONJ
aijes-6726	151	23	preserving	preserve	VERB
aijes-6726	151	24	the	the	DET
aijes-6726	151	25	final	final	ADJ
aijes-6726	151	26	box	box	NOUN
aijes-6726	151	27	coordinates	coordinate	NOUN
aijes-6726	151	28	.	.	PUNCT
aijes-6726	152	1	we	we	PRON
aijes-6726	152	2	have	have	AUX
aijes-6726	152	3	kept	keep	VERB
aijes-6726	152	4	the	the	DET
aijes-6726	152	5	same	same	ADJ
aijes-6726	152	6	criteria	criterion	NOUN
aijes-6726	152	7	for	for	ADP
aijes-6726	152	8	evaluating	evaluate	VERB
aijes-6726	152	9	the	the	DET
aijes-6726	152	10	object	object	NOUN
aijes-6726	152	11	detection	detection	NOUN
aijes-6726	152	12	and	and	CCONJ
aijes-6726	152	13	face	face	VERB
aijes-6726	152	14	recognition	recognition	NOUN
aijes-6726	152	15	algorithms	algorithm	NOUN
aijes-6726	152	16	:	:	PUNCT
aijes-6726	152	17	total	total	ADJ
aijes-6726	152	18	cost	cost	NOUN
aijes-6726	152	19	of	of	ADP
aijes-6726	152	20	ownership	ownership	NOUN
aijes-6726	152	21	,	,	PUNCT
aijes-6726	152	22	speed	speed	NOUN
aijes-6726	152	23	,	,	PUNCT
aijes-6726	152	24	and	and	CCONJ
aijes-6726	152	25	accuracy	accuracy	NOUN
aijes-6726	152	26	.	.	PUNCT
aijes-6726	153	1	if	if	SCONJ
aijes-6726	153	2	we	we	PRON
aijes-6726	153	3	have	have	VERB
aijes-6726	153	4	to	to	PART
aijes-6726	153	5	compare	compare	VERB
aijes-6726	153	6	ssd	ssd	NOUN
aijes-6726	153	7	and	and	CCONJ
aijes-6726	153	8	yolo	yolo	ADJ
aijes-6726	153	9	against	against	ADP
aijes-6726	153	10	each	each	DET
aijes-6726	153	11	other	other	ADJ
aijes-6726	153	12	,	,	PUNCT
aijes-6726	153	13	ssd	ssd	NOUN
aijes-6726	153	14	is	be	AUX
aijes-6726	153	15	somewhat	somewhat	ADV
aijes-6726	153	16	more	more	ADV
aijes-6726	153	17	accurate	accurate	ADJ
aijes-6726	153	18	,	,	PUNCT
aijes-6726	153	19	most	most	ADJ
aijes-6726	153	20	of	of	ADP
aijes-6726	153	21	which	which	PRON
aijes-6726	153	22	occurs	occur	VERB
aijes-6726	153	23	because	because	SCONJ
aijes-6726	153	24	of	of	ADP
aijes-6726	153	25	its	its	PRON
aijes-6726	153	26	ability	ability	NOUN
aijes-6726	153	27	to	to	PART
aijes-6726	153	28	recognize	recognize	VERB
aijes-6726	153	29	things	thing	NOUN
aijes-6726	153	30	of	of	ADP
aijes-6726	153	31	different	different	ADJ
aijes-6726	153	32	sizes	size	NOUN
aijes-6726	153	33	.	.	PUNCT
aijes-6726	154	1	however	however	ADV
aijes-6726	154	2	,	,	PUNCT
aijes-6726	154	3	yolo	yolo	ADJ
aijes-6726	154	4	speed	speed	NOUN
aijes-6726	154	5	is	be	AUX
aijes-6726	154	6	faster	fast	ADJ
aijes-6726	154	7	than	than	ADP
aijes-6726	154	8	ssd	ssd	NOUN
aijes-6726	154	9	(	(	PUNCT
aijes-6726	154	10	sun	sun	NOUN
aijes-6726	154	11	,	,	PUNCT
aijes-6726	154	12	2023	2023	NUM
aijes-6726	154	13	)	)	PUNCT
aijes-6726	154	14	.	.	PUNCT
aijes-6726	155	1	as	as	ADP
aijes-6726	155	2	part	part	NOUN
aijes-6726	155	3	of	of	ADP
aijes-6726	155	4	our	our	PRON
aijes-6726	155	5	future	future	ADJ
aijes-6726	155	6	work	work	NOUN
aijes-6726	155	7	,	,	PUNCT
aijes-6726	155	8	we	we	PRON
aijes-6726	155	9	will	will	AUX
aijes-6726	155	10	implement	implement	VERB
aijes-6726	155	11	both	both	DET
aijes-6726	155	12	these	these	DET
aijes-6726	155	13	algorithms	algorithm	NOUN
aijes-6726	155	14	in	in	ADP
aijes-6726	155	15	our	our	PRON
aijes-6726	155	16	solution	solution	NOUN
aijes-6726	155	17	and	and	CCONJ
aijes-6726	155	18	compare	compare	VERB
aijes-6726	155	19	them	they	PRON
aijes-6726	155	20	against	against	ADP
aijes-6726	155	21	each	each	DET
aijes-6726	155	22	other	other	ADJ
aijes-6726	155	23	.	.	PUNCT
aijes-6726	156	1	we	we	PRON
aijes-6726	156	2	will	will	AUX
aijes-6726	156	3	use	use	VERB
aijes-6726	156	4	available	available	ADJ
aijes-6726	156	5	python	python	NOUN
aijes-6726	156	6	libraries	library	NOUN
aijes-6726	156	7	for	for	ADP
aijes-6726	156	8	both	both	CCONJ
aijes-6726	156	9	algorithms	algorithm	NOUN
aijes-6726	156	10	and	and	CCONJ
aijes-6726	156	11	check	check	VERB
aijes-6726	156	12	out	out	ADP
aijes-6726	156	13	both	both	CCONJ
aijes-6726	156	14	cpu	cpu	NOUN
aijes-6726	156	15	and	and	CCONJ
aijes-6726	156	16	gpu	gpu	NOUN
aijes-6726	156	17	options	option	NOUN
aijes-6726	156	18	(	(	PUNCT
aijes-6726	156	19	kumari	kumari	PROPN
aijes-6726	156	20	sirivarshitha	sirivarshitha	PROPN
aijes-6726	156	21	,	,	PUNCT
aijes-6726	156	22	sravani	sravani	PROPN
aijes-6726	156	23	,	,	PUNCT
aijes-6726	156	24	priya	priya	PROPN
aijes-6726	156	25	,	,	PUNCT
aijes-6726	156	26	&	&	CCONJ
aijes-6726	156	27	bhavani	bhavani	PROPN
aijes-6726	156	28	,	,	PUNCT
aijes-6726	156	29	2023	2023	NUM
aijes-6726	156	30	)	)	PUNCT
aijes-6726	156	31	.	.	PUNCT
aijes-6726	157	1	kledia	kledia	PROPN
aijes-6726	157	2	tirana	tirana	PROPN
aijes-6726	157	3	247	247	NUM
aijes-6726	157	4	comparison	comparison	NOUN
aijes-6726	157	5	between	between	ADP
aijes-6726	157	6	algorithms	algorithm	NOUN
aijes-6726	157	7	deep	deep	ADJ
aijes-6726	157	8	learning	learning	NOUN
aijes-6726	157	9	algorithms	algorithm	NOUN
aijes-6726	157	10	(	(	PUNCT
aijes-6726	157	11	cnn	cnn	PROPN
aijes-6726	157	12	-	-	PUNCT
aijes-6726	157	13	based	base	VERB
aijes-6726	157	14	)	)	PUNCT
aijes-6726	157	15	generally	generally	ADV
aijes-6726	157	16	offer	offer	VERB
aijes-6726	157	17	the	the	DET
aijes-6726	157	18	best	good	ADJ
aijes-6726	157	19	accuracy	accuracy	NOUN
aijes-6726	157	20	but	but	CCONJ
aijes-6726	157	21	at	at	ADP
aijes-6726	157	22	the	the	DET
aijes-6726	157	23	cost	cost	NOUN
aijes-6726	157	24	of	of	ADP
aijes-6726	157	25	higher	high	ADJ
aijes-6726	157	26	computational	computational	ADJ
aijes-6726	157	27	power	power	NOUN
aijes-6726	157	28	(	(	PUNCT
aijes-6726	157	29	additional	additional	ADJ
aijes-6726	157	30	steps	step	NOUN
aijes-6726	157	31	)	)	PUNCT
aijes-6726	157	32	and	and	CCONJ
aijes-6726	157	33	slower	slow	ADJ
aijes-6726	157	34	processing	processing	NOUN
aijes-6726	157	35	times	time	NOUN
aijes-6726	157	36	.	.	PUNCT
aijes-6726	158	1	in	in	ADP
aijes-6726	158	2	general	general	ADJ
aijes-6726	158	3	,	,	PUNCT
aijes-6726	158	4	simpler	simple	ADJ
aijes-6726	158	5	algorithms	algorithm	NOUN
aijes-6726	158	6	might	might	AUX
aijes-6726	158	7	be	be	AUX
aijes-6726	158	8	a	a	DET
aijes-6726	158	9	better	well	ADJ
aijes-6726	158	10	choice	choice	NOUN
aijes-6726	158	11	for	for	ADP
aijes-6726	158	12	speed	speed	NOUN
aijes-6726	158	13	-	-	PUNCT
aijes-6726	158	14	critical	critical	ADJ
aijes-6726	158	15	applications	application	NOUN
aijes-6726	158	16	or	or	CCONJ
aijes-6726	158	17	those	those	PRON
aijes-6726	158	18	with	with	ADP
aijes-6726	158	19	limited	limited	ADJ
aijes-6726	158	20	resources	resource	NOUN
aijes-6726	158	21	,	,	PUNCT
aijes-6726	158	22	but	but	CCONJ
aijes-6726	158	23	with	with	ADP
aijes-6726	158	24	a	a	DET
aijes-6726	158	25	trade	trade	NOUN
aijes-6726	158	26	-	-	PUNCT
aijes-6726	158	27	off	off	NOUN
aijes-6726	158	28	in	in	ADP
aijes-6726	158	29	accuracy	accuracy	NOUN
aijes-6726	158	30	.	.	PUNCT
aijes-6726	159	1	the	the	DET
aijes-6726	159	2	optimal	optimal	ADJ
aijes-6726	159	3	choice	choice	NOUN
aijes-6726	159	4	depends	depend	VERB
aijes-6726	159	5	on	on	ADP
aijes-6726	159	6	the	the	DET
aijes-6726	159	7	specific	specific	ADJ
aijes-6726	159	8	application	application	NOUN
aijes-6726	159	9	and	and	CCONJ
aijes-6726	159	10	its	its	PRON
aijes-6726	159	11	requirements	requirement	NOUN
aijes-6726	159	12	.	.	PUNCT
aijes-6726	160	1	the	the	DET
aijes-6726	160	2	table	table	NOUN
aijes-6726	160	3	below	below	ADP
aijes-6726	160	4	summarizes	summarize	NOUN
aijes-6726	160	5	the	the	DET
aijes-6726	160	6	comparison	comparison	NOUN
aijes-6726	160	7	between	between	ADP
aijes-6726	160	8	today	today	NOUN
aijes-6726	160	9	's	's	PART
aijes-6726	160	10	algorithms	algorithm	NOUN
aijes-6726	160	11	used	use	VERB
aijes-6726	160	12	for	for	ADP
aijes-6726	160	13	face	face	NOUN
aijes-6726	160	14	recognition	recognition	NOUN
aijes-6726	160	15	(	(	PUNCT
aijes-6726	160	16	to	to	PART
aijes-6726	160	17	be	be	AUX
aijes-6726	160	18	fair	fair	ADJ
aijes-6726	160	19	,	,	PUNCT
aijes-6726	160	20	there	there	PRON
aijes-6726	160	21	are	be	VERB
aijes-6726	160	22	other	other	ADJ
aijes-6726	160	23	dimensions	dimension	NOUN
aijes-6726	160	24	to	to	PART
aijes-6726	160	25	add	add	VERB
aijes-6726	160	26	to	to	ADP
aijes-6726	160	27	the	the	DET
aijes-6726	160	28	comparisons	comparison	NOUN
aijes-6726	160	29	,	,	PUNCT
aijes-6726	160	30	such	such	ADJ
aijes-6726	160	31	as	as	ADP
aijes-6726	160	32	data	datum	NOUN
aijes-6726	160	33	set	set	VERB
aijes-6726	160	34	size	size	NOUN
aijes-6726	160	35	and	and	CCONJ
aijes-6726	160	36	complexity	complexity	NOUN
aijes-6726	160	37	,	,	PUNCT
aijes-6726	160	38	so	so	ADV
aijes-6726	160	39	we	we	PRON
aijes-6726	160	40	are	be	AUX
aijes-6726	160	41	considering	consider	VERB
aijes-6726	160	42	an	an	DET
aijes-6726	160	43	"	"	PUNCT
aijes-6726	160	44	average	average	ADJ
aijes-6726	160	45	"	"	PUNCT
aijes-6726	160	46	size	size	NOUN
aijes-6726	160	47	dataset	dataset	NOUN
aijes-6726	160	48	):	):	PUNCT
aijes-6726	160	49	table	table	NOUN
aijes-6726	160	50	2	2	NUM
aijes-6726	160	51	summarizes	summarize	NOUN
aijes-6726	160	52	the	the	DET
aijes-6726	160	53	comparison	comparison	NOUN
aijes-6726	160	54	between	between	ADP
aijes-6726	160	55	today	today	NOUN
aijes-6726	160	56	's	's	PART
aijes-6726	160	57	algorithms	algorithm	NOUN
aijes-6726	160	58	used	use	VERB
aijes-6726	160	59	for	for	ADP
aijes-6726	160	60	face	face	NOUN
aijes-6726	160	61	recognition	recognition	NOUN
aijes-6726	160	62	category	category	NOUN
aijes-6726	160	63	algorithm	algorithm	PROPN
aijes-6726	160	64	computational	computational	ADJ
aijes-6726	160	65	power	power	NOUN
aijes-6726	160	66	accuracy	accuracy	NOUN
aijes-6726	160	67	speed	speed	NOUN
aijes-6726	160	68	traditional	traditional	ADJ
aijes-6726	160	69	eigenfaces	eigenface	NOUN
aijes-6726	160	70	low	low	ADJ
aijes-6726	160	71	moderate	moderate	ADJ
aijes-6726	160	72	fast	fast	ADJ
aijes-6726	160	73	fisherfaces	fisherface	NOUN
aijes-6726	160	74	low	low	ADJ
aijes-6726	160	75	moderate	moderate	ADJ
aijes-6726	160	76	fast	fast	ADJ
aijes-6726	160	77	local	local	ADJ
aijes-6726	160	78	binary	binary	ADJ
aijes-6726	160	79	patterns	pattern	NOUN
aijes-6726	160	80	(	(	PUNCT
aijes-6726	160	81	lbp	lbp	NOUN
aijes-6726	160	82	)	)	PUNCT
aijes-6726	160	83	low	low	ADJ
aijes-6726	160	84	moderate	moderate	ADJ
aijes-6726	160	85	moderate	moderate	ADJ
aijes-6726	160	86	support	support	NOUN
aijes-6726	160	87	vector	vector	NOUN
aijes-6726	160	88	machines	machine	NOUN
aijes-6726	160	89	(	(	PUNCT
aijes-6726	160	90	svm	svm	ADJ
aijes-6726	160	91	)	)	PUNCT
aijes-6726	160	92	low	low	ADJ
aijes-6726	160	93	moderate	moderate	ADJ
aijes-6726	160	94	moderate	moderate	ADJ
aijes-6726	160	95	deep	deep	ADJ
aijes-6726	160	96	learning	learn	VERB
aijes-6726	160	97	two	two	NUM
aijes-6726	160	98	stage	stage	NOUN
aijes-6726	160	99	detection	detection	NOUN
aijes-6726	160	100	deep	deep	ADJ
aijes-6726	160	101	learning	learning	NOUN
aijes-6726	160	102	(	(	PUNCT
aijes-6726	160	103	cnn	cnn	PROPN
aijes-6726	160	104	-	-	PUNCT
aijes-6726	160	105	based	base	VERB
aijes-6726	160	106	)	)	PUNCT
aijes-6726	160	107	●	●	NUM
aijes-6726	160	108	cnn	cnn	NOUN
aijes-6726	160	109	●	●	PUNCT
aijes-6726	160	110	rcnn	rcnn	NOUN
aijes-6726	160	111	●	●	PROPN
aijes-6726	160	112	fast	fast	ADJ
aijes-6726	160	113	rcnn	rcnn	NOUN
aijes-6726	160	114	●	●	PUNCT
aijes-6726	160	115	faster	fast	ADV
aijes-6726	160	116	rcnn	rcnn	PROPN
aijes-6726	160	117	high	high	PROPN
aijes-6726	160	118	high	high	ADV
aijes-6726	160	119	slow	slow	ADJ
aijes-6726	160	120	deep	deep	ADJ
aijes-6726	160	121	learning	learn	VERB
aijes-6726	160	122	one	one	NUM
aijes-6726	160	123	stage	stage	NOUN
aijes-6726	160	124	detection	detection	NOUN
aijes-6726	160	125	single	single	ADJ
aijes-6726	160	126	shot	shot	NOUN
aijes-6726	160	127	detectors	detector	NOUN
aijes-6726	160	128	(	(	PUNCT
aijes-6726	160	129	ssd	ssd	NOUN
aijes-6726	160	130	)	)	PUNCT
aijes-6726	160	131	moderate	moderate	ADJ
aijes-6726	160	132	high	high	ADJ
aijes-6726	160	133	fast	fast	ADV
aijes-6726	161	1	you	you	PRON
aijes-6726	161	2	look	look	VERB
aijes-6726	161	3	only	only	ADV
aijes-6726	161	4	once	once	ADV
aijes-6726	161	5	(	(	PUNCT
aijes-6726	161	6	yolo	yolo	ADJ
aijes-6726	161	7	)	)	PUNCT
aijes-6726	161	8	moderate	moderate	ADJ
aijes-6726	161	9	high	high	ADJ
aijes-6726	161	10	fast	fast	ADJ
aijes-6726	161	11	source	source	NOUN
aijes-6726	161	12	:	:	PUNCT
aijes-6726	161	13	author	author	NOUN
aijes-6726	161	14	own	own	ADJ
aijes-6726	161	15	elaboration	elaboration	NOUN
aijes-6726	161	16	.	.	PUNCT
aijes-6726	162	1	(	(	PUNCT
aijes-6726	162	2	2024	2024	NUM
aijes-6726	162	3	)	)	PUNCT
aijes-6726	162	4	based	base	VERB
aijes-6726	162	5	on	on	ADP
aijes-6726	162	6	the	the	DET
aijes-6726	162	7	research	research	NOUN
aijes-6726	162	8	results	result	NOUN
aijes-6726	162	9	and	and	CCONJ
aijes-6726	162	10	industry	industry	NOUN
aijes-6726	162	11	feedback	feedback	NOUN
aijes-6726	162	12	,	,	PUNCT
aijes-6726	162	13	we	we	PRON
aijes-6726	162	14	will	will	AUX
aijes-6726	162	15	consider	consider	VERB
aijes-6726	162	16	using	use	VERB
aijes-6726	162	17	one	one	NUM
aijes-6726	162	18	of	of	ADP
aijes-6726	162	19	the	the	DET
aijes-6726	162	20	deep	deep	ADJ
aijes-6726	162	21	learning	learning	NOUN
aijes-6726	162	22	algorithms	algorithm	NOUN
aijes-6726	162	23	with	with	ADP
aijes-6726	162	24	one	one	NUM
aijes-6726	162	25	-	-	PUNCT
aijes-6726	162	26	stage	stage	NOUN
aijes-6726	162	27	detection	detection	NOUN
aijes-6726	162	28	since	since	SCONJ
aijes-6726	162	29	they	they	PRON
aijes-6726	162	30	check	check	VERB
aijes-6726	162	31	all	all	DET
aijes-6726	162	32	our	our	PRON
aijes-6726	162	33	evaluation	evaluation	NOUN
aijes-6726	162	34	criteria	criterion	NOUN
aijes-6726	162	35	.	.	PUNCT
aijes-6726	163	1	if	if	SCONJ
aijes-6726	163	2	we	we	PRON
aijes-6726	163	3	stack	stack	VERB
aijes-6726	163	4	them	they	PRON
aijes-6726	163	5	against	against	ADP
aijes-6726	163	6	each	each	DET
aijes-6726	163	7	other	other	ADJ
aijes-6726	163	8	(	(	PUNCT
aijes-6726	163	9	ssd	ssd	NOUN
aijes-6726	163	10	vs	vs	ADP
aijes-6726	163	11	yolo	yolo	PROPN
aijes-6726	163	12	)	)	PUNCT
aijes-6726	163	13	,	,	PUNCT
aijes-6726	163	14	the	the	DET
aijes-6726	163	15	ssd	ssd	NOUN
aijes-6726	163	16	algorithm	algorithm	NOUN
aijes-6726	163	17	provides	provide	VERB
aijes-6726	163	18	slightly	slightly	ADV
aijes-6726	163	19	better	well	ADJ
aijes-6726	163	20	accuracy	accuracy	NOUN
aijes-6726	163	21	but	but	CCONJ
aijes-6726	163	22	at	at	ADP
aijes-6726	163	23	the	the	DET
aijes-6726	163	24	cost	cost	NOUN
aijes-6726	163	25	of	of	ADP
aijes-6726	163	26	the	the	DET
aijes-6726	163	27	speed	speed	NOUN
aijes-6726	163	28	of	of	ADP
aijes-6726	163	29	detection	detection	NOUN
aijes-6726	163	30	.	.	PUNCT
aijes-6726	164	1	both	both	DET
aijes-6726	164	2	these	these	DET
aijes-6726	164	3	algorithms	algorithm	NOUN
aijes-6726	164	4	are	be	AUX
aijes-6726	164	5	implemented	implement	VERB
aijes-6726	164	6	in	in	ADP
aijes-6726	164	7	python	python	NOUN
aijes-6726	164	8	and	and	CCONJ
aijes-6726	164	9	provide	provide	VERB
aijes-6726	164	10	a	a	DET
aijes-6726	164	11	practical	practical	ADJ
aijes-6726	164	12	approach	approach	NOUN
aijes-6726	164	13	to	to	ADP
aijes-6726	164	14	being	be	AUX
aijes-6726	164	15	utilized	utilize	VERB
aijes-6726	164	16	in	in	ADP
aijes-6726	164	17	real	real	ADJ
aijes-6726	164	18	-	-	PUNCT
aijes-6726	164	19	life	life	NOUN
aijes-6726	164	20	scenarios	scenario	NOUN
aijes-6726	164	21	.	.	PUNCT
aijes-6726	165	1	comparison	comparison	NOUN
aijes-6726	165	2	between	between	ADP
aijes-6726	165	3	solutions	solution	NOUN
aijes-6726	165	4	(	(	PUNCT
aijes-6726	165	5	commercial	commercial	ADJ
aijes-6726	165	6	offerings	offering	NOUN
aijes-6726	165	7	vs	vs	ADP
aijes-6726	165	8	ours	our	NOUN
aijes-6726	165	9	)	)	PUNCT
aijes-6726	165	10	now	now	ADV
aijes-6726	165	11	that	that	SCONJ
aijes-6726	165	12	we	we	PRON
aijes-6726	165	13	have	have	AUX
aijes-6726	165	14	selected	select	VERB
aijes-6726	165	15	the	the	DET
aijes-6726	165	16	best	well	ADV
aijes-6726	165	17	-	-	PUNCT
aijes-6726	165	18	suited	suit	VERB
aijes-6726	165	19	algorithm	algorithm	NOUN
aijes-6726	165	20	to	to	PART
aijes-6726	165	21	build	build	VERB
aijes-6726	165	22	our	our	PRON
aijes-6726	165	23	solution	solution	NOUN
aijes-6726	165	24	,	,	PUNCT
aijes-6726	165	25	we	we	PRON
aijes-6726	165	26	need	need	VERB
aijes-6726	165	27	to	to	PART
aijes-6726	165	28	compare	compare	VERB
aijes-6726	165	29	it	it	PRON
aijes-6726	165	30	against	against	ADP
aijes-6726	165	31	commercial	commercial	ADJ
aijes-6726	165	32	offerings	offering	NOUN
aijes-6726	165	33	for	for	ADP
aijes-6726	165	34	small	small	ADJ
aijes-6726	165	35	businesses	business	NOUN
aijes-6726	165	36	.	.	PUNCT
aijes-6726	166	1	in	in	ADP
aijes-6726	166	2	the	the	DET
aijes-6726	166	3	“	"	PUNCT
aijes-6726	166	4	current	current	ADJ
aijes-6726	166	5	video	video	NOUN
aijes-6726	166	6	security	security	NOUN
aijes-6726	166	7	solutions	solution	NOUN
aijes-6726	166	8	catering	cater	VERB
aijes-6726	166	9	small	small	ADJ
aijes-6726	166	10	businesses	business	NOUN
aijes-6726	166	11	”	"	PUNCT
aijes-6726	166	12	chapter	chapter	NOUN
aijes-6726	166	13	,	,	PUNCT
aijes-6726	166	14	we	we	PRON
aijes-6726	166	15	examined	examine	VERB
aijes-6726	166	16	the	the	DET
aijes-6726	166	17	estimated	estimate	VERB
aijes-6726	166	18	costs	cost	NOUN
aijes-6726	166	19	based	base	VERB
aijes-6726	166	20	on	on	ADP
aijes-6726	166	21	publicly	publicly	ADV
aijes-6726	166	22	available	available	ADJ
aijes-6726	166	23	information	information	NOUN
aijes-6726	166	24	on	on	ADP
aijes-6726	166	25	the	the	DET
aijes-6726	166	26	most	most	ADV
aijes-6726	166	27	popular	popular	ADJ
aijes-6726	166	28	security	security	NOUN
aijes-6726	166	29	companies	company	NOUN
aijes-6726	166	30	catering	cater	VERB
aijes-6726	166	31	to	to	ADP
aijes-6726	166	32	small	small	ADJ
aijes-6726	166	33	businesses	business	NOUN
aijes-6726	166	34	.	.	PUNCT
aijes-6726	167	1	a	a	DET
aijes-6726	167	2	comprehensive	comprehensive	ADJ
aijes-6726	167	3	evaluation	evaluation	NOUN
aijes-6726	167	4	of	of	ADP
aijes-6726	167	5	face	face	NOUN
aijes-6726	167	6	recognition	recognition	NOUN
aijes-6726	167	7	software	software	NOUN
aijes-6726	167	8	:	:	PUNCT
aijes-6726	167	9	balancing	balance	VERB
aijes-6726	167	10	total	total	ADJ
aijes-6726	167	11	cost	cost	NOUN
aijes-6726	167	12	of	of	ADP
aijes-6726	167	13	ownership	ownership	NOUN
aijes-6726	167	14	,	,	PUNCT
aijes-6726	167	15	accuracy	accuracy	NOUN
aijes-6726	167	16	and	and	CCONJ
aijes-6726	167	17	speed	speed	NOUN
aijes-6726	167	18	248	248	NUM
aijes-6726	167	19	as	as	SCONJ
aijes-6726	167	20	we	we	PRON
aijes-6726	167	21	mentioned	mention	VERB
aijes-6726	167	22	our	our	PRON
aijes-6726	167	23	solution	solution	NOUN
aijes-6726	167	24	will	will	AUX
aijes-6726	167	25	be	be	AUX
aijes-6726	167	26	free	free	ADJ
aijes-6726	167	27	of	of	ADP
aijes-6726	167	28	charge	charge	NOUN
aijes-6726	167	29	so	so	SCONJ
aijes-6726	167	30	we	we	PRON
aijes-6726	167	31	need	need	VERB
aijes-6726	167	32	to	to	PART
aijes-6726	167	33	consider	consider	VERB
aijes-6726	167	34	only	only	ADV
aijes-6726	167	35	the	the	DET
aijes-6726	167	36	initial	initial	ADJ
aijes-6726	167	37	costs	cost	NOUN
aijes-6726	167	38	which	which	PRON
aijes-6726	167	39	include	include	VERB
aijes-6726	167	40	the	the	DET
aijes-6726	167	41	cost	cost	NOUN
aijes-6726	167	42	of	of	ADP
aijes-6726	167	43	ip	ip	NOUN
aijes-6726	167	44	cameras	camera	NOUN
aijes-6726	167	45	and	and	CCONJ
aijes-6726	167	46	the	the	DET
aijes-6726	167	47	computer	computer	NOUN
aijes-6726	167	48	where	where	SCONJ
aijes-6726	167	49	the	the	DET
aijes-6726	167	50	software	software	NOUN
aijes-6726	167	51	will	will	AUX
aijes-6726	167	52	be	be	AUX
aijes-6726	167	53	running	run	VERB
aijes-6726	167	54	.	.	PUNCT
aijes-6726	168	1	there	there	PRON
aijes-6726	168	2	are	be	VERB
aijes-6726	168	3	no	no	DET
aijes-6726	168	4	specific	specific	ADJ
aijes-6726	168	5	requirements	requirement	NOUN
aijes-6726	168	6	for	for	ADP
aijes-6726	168	7	ip	ip	NOUN
aijes-6726	168	8	cameras	camera	NOUN
aijes-6726	168	9	,	,	PUNCT
aijes-6726	168	10	so	so	SCONJ
aijes-6726	168	11	generic	generic	ADJ
aijes-6726	168	12	ones	one	NOUN
aijes-6726	168	13	will	will	AUX
aijes-6726	168	14	be	be	AUX
aijes-6726	168	15	considered	consider	VERB
aijes-6726	168	16	adequate	adequate	ADJ
aijes-6726	168	17	for	for	ADP
aijes-6726	168	18	the	the	DET
aijes-6726	168	19	job	job	NOUN
aijes-6726	168	20	.	.	PUNCT
aijes-6726	169	1	the	the	DET
aijes-6726	169	2	cost	cost	NOUN
aijes-6726	169	3	of	of	ADP
aijes-6726	169	4	such	such	ADJ
aijes-6726	169	5	cameras	camera	NOUN
aijes-6726	169	6	is	be	AUX
aijes-6726	169	7	about	about	ADV
aijes-6726	169	8	30	30	NUM
aijes-6726	169	9	usd	usd	NOUN
aijes-6726	169	10	per	per	ADP
aijes-6726	169	11	unit	unit	NOUN
aijes-6726	169	12	.	.	PUNCT
aijes-6726	170	1	based	base	VERB
aijes-6726	170	2	on	on	ADP
aijes-6726	170	3	the	the	DET
aijes-6726	170	4	layout	layout	NOUN
aijes-6726	170	5	of	of	ADP
aijes-6726	170	6	the	the	DET
aijes-6726	170	7	building	building	NOUN
aijes-6726	170	8	,	,	PUNCT
aijes-6726	170	9	we	we	PRON
aijes-6726	170	10	believe	believe	VERB
aijes-6726	170	11	that	that	SCONJ
aijes-6726	170	12	a	a	DET
aijes-6726	170	13	maximum	maximum	NOUN
aijes-6726	170	14	of	of	ADP
aijes-6726	170	15	eight	eight	NUM
aijes-6726	170	16	(	(	PUNCT
aijes-6726	170	17	8)	8)	NUM
aijes-6726	170	18	cameras	camera	NOUN
aijes-6726	170	19	will	will	AUX
aijes-6726	170	20	cover	cover	VERB
aijes-6726	170	21	all	all	DET
aijes-6726	170	22	the	the	DET
aijes-6726	170	23	spots	spot	NOUN
aijes-6726	170	24	.	.	PUNCT
aijes-6726	171	1	buying	buy	VERB
aijes-6726	171	2	the	the	DET
aijes-6726	171	3	cameras	camera	NOUN
aijes-6726	171	4	in	in	ADP
aijes-6726	171	5	bulk	bulk	ADJ
aijes-6726	171	6	changes	change	NOUN
aijes-6726	171	7	the	the	DET
aijes-6726	171	8	unit	unit	NOUN
aijes-6726	171	9	economics	economic	NOUN
aijes-6726	171	10	to	to	ADP
aijes-6726	171	11	25	25	NUM
aijes-6726	171	12	usd	usd	NOUN
aijes-6726	171	13	per	per	ADP
aijes-6726	171	14	unit	unit	NOUN
aijes-6726	171	15	.	.	PUNCT
aijes-6726	172	1	the	the	DET
aijes-6726	172	2	overall	overall	ADJ
aijes-6726	172	3	cost	cost	NOUN
aijes-6726	172	4	of	of	ADP
aijes-6726	172	5	cameras	camera	NOUN
aijes-6726	172	6	is	be	AUX
aijes-6726	172	7	about	about	ADV
aijes-6726	172	8	200	200	NUM
aijes-6726	172	9	usd	usd	NOUN
aijes-6726	172	10	.	.	PUNCT
aijes-6726	173	1	the	the	DET
aijes-6726	173	2	computer	computer	NOUN
aijes-6726	173	3	running	run	VERB
aijes-6726	173	4	the	the	DET
aijes-6726	173	5	software	software	NOUN
aijes-6726	173	6	does	do	AUX
aijes-6726	173	7	not	not	PART
aijes-6726	173	8	have	have	VERB
aijes-6726	173	9	any	any	DET
aijes-6726	173	10	stringent	stringent	ADJ
aijes-6726	173	11	requirements	requirement	NOUN
aijes-6726	173	12	.	.	PUNCT
aijes-6726	174	1	furthermore	furthermore	ADV
aijes-6726	174	2	,	,	PUNCT
aijes-6726	174	3	this	this	DET
aijes-6726	174	4	computer	computer	NOUN
aijes-6726	174	5	is	be	AUX
aijes-6726	174	6	not	not	PART
aijes-6726	174	7	dedicated	dedicate	VERB
aijes-6726	174	8	to	to	ADP
aijes-6726	174	9	intrusion	intrusion	NOUN
aijes-6726	174	10	detection	detection	NOUN
aijes-6726	174	11	only	only	ADV
aijes-6726	174	12	and	and	CCONJ
aijes-6726	174	13	can	can	AUX
aijes-6726	174	14	be	be	AUX
aijes-6726	174	15	used	use	VERB
aijes-6726	174	16	for	for	ADP
aijes-6726	174	17	other	other	ADJ
aijes-6726	174	18	tasks	task	NOUN
aijes-6726	174	19	.	.	PUNCT
aijes-6726	175	1	for	for	ADP
aijes-6726	175	2	better	well	ADJ
aijes-6726	175	3	performance	performance	NOUN
aijes-6726	175	4	,	,	PUNCT
aijes-6726	175	5	we	we	PRON
aijes-6726	175	6	can	can	AUX
aijes-6726	175	7	use	use	VERB
aijes-6726	175	8	gpu	gpu	NOUN
aijes-6726	175	9	in	in	ADP
aijes-6726	175	10	addition	addition	NOUN
aijes-6726	175	11	to	to	ADP
aijes-6726	175	12	cpu	cpu	NOUN
aijes-6726	175	13	,	,	PUNCT
aijes-6726	175	14	but	but	CCONJ
aijes-6726	175	15	it	it	PRON
aijes-6726	175	16	is	be	AUX
aijes-6726	175	17	not	not	PART
aijes-6726	175	18	mandatory	mandatory	ADJ
aijes-6726	175	19	.	.	PUNCT
aijes-6726	176	1	we	we	PRON
aijes-6726	176	2	consider	consider	VERB
aijes-6726	176	3	an	an	DET
aijes-6726	176	4	estimated	estimate	VERB
aijes-6726	176	5	cost	cost	NOUN
aijes-6726	176	6	of	of	ADP
aijes-6726	176	7	800	800	NUM
aijes-6726	176	8	usd	usd	NOUN
aijes-6726	176	9	for	for	ADP
aijes-6726	176	10	the	the	DET
aijes-6726	176	11	computer	computer	NOUN
aijes-6726	176	12	to	to	PART
aijes-6726	176	13	cover	cover	VERB
aijes-6726	176	14	the	the	DET
aijes-6726	176	15	highend	highend	NOUN
aijes-6726	176	16	demand	demand	NOUN
aijes-6726	176	17	.	.	PUNCT
aijes-6726	177	1	the	the	DET
aijes-6726	177	2	following	follow	VERB
aijes-6726	177	3	table	table	NOUN
aijes-6726	177	4	can	can	AUX
aijes-6726	177	5	be	be	AUX
aijes-6726	177	6	used	use	VERB
aijes-6726	177	7	to	to	PART
aijes-6726	177	8	compare	compare	VERB
aijes-6726	177	9	the	the	DET
aijes-6726	177	10	commercial	commercial	ADJ
aijes-6726	177	11	offerings	offering	NOUN
aijes-6726	177	12	versus	versus	ADP
aijes-6726	177	13	the	the	DET
aijes-6726	177	14	solution	solution	NOUN
aijes-6726	177	15	we	we	PRON
aijes-6726	177	16	are	be	AUX
aijes-6726	177	17	building	build	VERB
aijes-6726	177	18	:	:	PUNCT
aijes-6726	177	19	table	table	NOUN
aijes-6726	177	20	3	3	NUM
aijes-6726	177	21	compare	compare	VERB
aijes-6726	177	22	the	the	DET
aijes-6726	177	23	commercial	commercial	ADJ
aijes-6726	177	24	offerings	offering	NOUN
aijes-6726	177	25	versus	versus	ADP
aijes-6726	177	26	the	the	DET
aijes-6726	177	27	solution	solution	NOUN
aijes-6726	177	28	we	we	PRON
aijes-6726	177	29	are	be	AUX
aijes-6726	177	30	building	build	VERB
aijes-6726	177	31	company	company	NOUN
aijes-6726	177	32	equipment	equipment	NOUN
aijes-6726	177	33	cost	cost	NOUN
aijes-6726	177	34	monitoring	monitoring	NOUN
aijes-6726	177	35	cost	cost	NOUN
aijes-6726	177	36	(	(	PUNCT
aijes-6726	177	37	monthly	monthly	ADJ
aijes-6726	177	38	)	)	PUNCT
aijes-6726	177	39	total	total	ADJ
aijes-6726	177	40	yearly	yearly	ADJ
aijes-6726	177	41	cost	cost	NOUN
aijes-6726	177	42	adt	adt	NOUN
aijes-6726	177	43	starts	start	VERB
aijes-6726	177	44	at	at	ADP
aijes-6726	177	45	~$600	~$600	ADP
aijes-6726	177	46	starts	start	NOUN
aijes-6726	177	47	at	at	ADP
aijes-6726	177	48	~$37	~$37	X
aijes-6726	177	49	starts	start	VERB
aijes-6726	177	50	at	at	ADP
aijes-6726	177	51	~$1,044	~$1,044	X
aijes-6726	177	52	simplisafe	simplisafe	ADJ
aijes-6726	177	53	starts	start	NOUN
aijes-6726	177	54	at	at	ADP
aijes-6726	177	55	~$500	~$500	PROPN
aijes-6726	177	56	starts	start	VERB
aijes-6726	177	57	at	at	ADP
aijes-6726	177	58	~$25	~$25	PRON
aijes-6726	177	59	starts	start	VERB
aijes-6726	177	60	at	at	ADP
aijes-6726	177	61	~$800	~$800	PROPN
aijes-6726	177	62	vivint	vivint	NOUN
aijes-6726	177	63	starts	start	VERB
aijes-6726	177	64	at	at	ADP
aijes-6726	177	65	~$1,000	~$1,000	NUM
aijes-6726	177	66	starts	start	NOUN
aijes-6726	177	67	at	at	ADP
aijes-6726	177	68	~$40	~$40	NOUN
aijes-6726	177	69	starts	start	VERB
aijes-6726	177	70	at	at	ADP
aijes-6726	177	71	~$1,480	~$1,480	NUM
aijes-6726	177	72	frontpoint	frontpoint	NOUN
aijes-6726	177	73	starts	start	NOUN
aijes-6726	177	74	at	at	ADP
aijes-6726	177	75	~$400	~$400	PRON
aijes-6726	177	76	starts	start	VERB
aijes-6726	177	77	at	at	ADP
aijes-6726	177	78	~$35	~$35	X
aijes-6726	177	79	starts	start	NOUN
aijes-6726	177	80	at	at	ADP
aijes-6726	177	81	~$820	~$820	X
aijes-6726	177	82	guardian	guardian	ADJ
aijes-6726	177	83	alarm	alarm	NOUN
aijes-6726	177	84	starts	start	VERB
aijes-6726	177	85	at	at	ADP
aijes-6726	177	86	~$400	~$400	PRON
aijes-6726	177	87	starts	start	VERB
aijes-6726	177	88	at	at	ADP
aijes-6726	177	89	~$30	~$30	PROPN
aijes-6726	177	90	starts	start	NOUN
aijes-6726	177	91	at	at	ADP
aijes-6726	177	92	~$760	~$760	X
aijes-6726	177	93	our	our	PRON
aijes-6726	177	94	solution	solution	NOUN
aijes-6726	177	95	starts	start	VERB
aijes-6726	177	96	at	at	ADP
aijes-6726	177	97	~$1,000	~$1,000	NUM
aijes-6726	177	98	free	free	ADJ
aijes-6726	177	99	of	of	ADP
aijes-6726	177	100	charge	charge	NOUN
aijes-6726	177	101	free	free	ADJ
aijes-6726	177	102	of	of	ADP
aijes-6726	177	103	charge	charge	NOUN
aijes-6726	177	104	source	source	NOUN
aijes-6726	177	105	:	:	PUNCT
aijes-6726	177	106	author	author	NOUN
aijes-6726	177	107	own	own	ADJ
aijes-6726	177	108	elaboration	elaboration	NOUN
aijes-6726	177	109	.	.	PUNCT
aijes-6726	178	1	(	(	PUNCT
aijes-6726	178	2	2024	2024	NUM
aijes-6726	178	3	)	)	PUNCT
aijes-6726	178	4	while	while	SCONJ
aijes-6726	178	5	there	there	PRON
aijes-6726	178	6	is	be	VERB
aijes-6726	178	7	an	an	DET
aijes-6726	178	8	initial	initial	ADJ
aijes-6726	178	9	investment	investment	NOUN
aijes-6726	178	10	in	in	ADP
aijes-6726	178	11	hardware	hardware	NOUN
aijes-6726	178	12	(	(	PUNCT
aijes-6726	178	13	ip	ip	NOUN
aijes-6726	178	14	cameras	camera	NOUN
aijes-6726	178	15	and	and	CCONJ
aijes-6726	178	16	the	the	DET
aijes-6726	178	17	computer	computer	NOUN
aijes-6726	178	18	)	)	PUNCT
aijes-6726	178	19	,	,	PUNCT
aijes-6726	178	20	the	the	DET
aijes-6726	178	21	solution	solution	NOUN
aijes-6726	178	22	,	,	PUNCT
aijes-6726	178	23	which	which	PRON
aijes-6726	178	24	is	be	AUX
aijes-6726	178	25	free	free	ADJ
aijes-6726	178	26	of	of	ADP
aijes-6726	178	27	charge	charge	NOUN
aijes-6726	178	28	,	,	PUNCT
aijes-6726	178	29	can	can	AUX
aijes-6726	178	30	help	help	VERB
aijes-6726	178	31	small	small	ADJ
aijes-6726	178	32	businesses	business	NOUN
aijes-6726	178	33	address	address	VERB
aijes-6726	178	34	physical	physical	ADJ
aijes-6726	178	35	security	security	NOUN
aijes-6726	178	36	via	via	ADP
aijes-6726	178	37	intrusion	intrusion	NOUN
aijes-6726	178	38	detection	detection	NOUN
aijes-6726	178	39	.	.	PUNCT
aijes-6726	179	1	conclusions	conclusion	NOUN
aijes-6726	179	2	our	our	PRON
aijes-6726	179	3	initial	initial	ADJ
aijes-6726	179	4	goal	goal	NOUN
aijes-6726	179	5	was	be	AUX
aijes-6726	179	6	to	to	PART
aijes-6726	179	7	find	find	VERB
aijes-6726	179	8	two	two	NUM
aijes-6726	179	9	face	face	NOUN
aijes-6726	179	10	recognition	recognition	NOUN
aijes-6726	179	11	algorithms	algorithm	NOUN
aijes-6726	179	12	best	well	ADV
aijes-6726	179	13	suited	suit	VERB
aijes-6726	179	14	for	for	ADP
aijes-6726	179	15	intrusion	intrusion	NOUN
aijes-6726	179	16	detection	detection	NOUN
aijes-6726	179	17	applications	application	NOUN
aijes-6726	179	18	.	.	PUNCT
aijes-6726	180	1	we	we	PRON
aijes-6726	180	2	evaluated	evaluate	VERB
aijes-6726	180	3	three	three	NUM
aijes-6726	180	4	criteria	criterion	NOUN
aijes-6726	180	5	:	:	PUNCT
aijes-6726	180	6	total	total	ADJ
aijes-6726	180	7	cost	cost	NOUN
aijes-6726	180	8	of	of	ADP
aijes-6726	180	9	ownership	ownership	NOUN
aijes-6726	180	10	,	,	PUNCT
aijes-6726	180	11	accuracy	accuracy	NOUN
aijes-6726	180	12	,	,	PUNCT
aijes-6726	180	13	and	and	CCONJ
aijes-6726	180	14	speed	speed	NOUN
aijes-6726	180	15	.	.	PUNCT
aijes-6726	181	1	based	base	VERB
aijes-6726	181	2	on	on	ADP
aijes-6726	181	3	the	the	DET
aijes-6726	181	4	research	research	NOUN
aijes-6726	181	5	results	result	NOUN
aijes-6726	181	6	and	and	CCONJ
aijes-6726	181	7	industry	industry	NOUN
aijes-6726	181	8	feedback	feedback	NOUN
aijes-6726	181	9	,	,	PUNCT
aijes-6726	181	10	we	we	PRON
aijes-6726	181	11	will	will	AUX
aijes-6726	181	12	consider	consider	VERB
aijes-6726	181	13	using	use	VERB
aijes-6726	181	14	one	one	NUM
aijes-6726	181	15	of	of	ADP
aijes-6726	181	16	the	the	DET
aijes-6726	181	17	deep	deep	ADJ
aijes-6726	181	18	learning	learning	NOUN
aijes-6726	181	19	algorithms	algorithm	NOUN
aijes-6726	181	20	for	for	ADP
aijes-6726	181	21	our	our	PRON
aijes-6726	181	22	next	next	ADJ
aijes-6726	181	23	research	research	NOUN
aijes-6726	181	24	step	step	NOUN
aijes-6726	181	25	.	.	PUNCT
aijes-6726	182	1	having	having	AUX
aijes-6726	182	2	selected	select	VERB
aijes-6726	182	3	our	our	PRON
aijes-6726	182	4	algorithms	algorithm	NOUN
aijes-6726	182	5	(	(	PUNCT
aijes-6726	182	6	deep	deep	ADJ
aijes-6726	182	7	learning	learning	NOUN
aijes-6726	182	8	with	with	ADP
aijes-6726	182	9	one	one	NUM
aijes-6726	182	10	-	-	PUNCT
aijes-6726	182	11	stage	stage	NOUN
aijes-6726	182	12	detection	detection	NOUN
aijes-6726	182	13	)	)	PUNCT
aijes-6726	182	14	,	,	PUNCT
aijes-6726	182	15	we	we	PRON
aijes-6726	182	16	critically	critically	ADV
aijes-6726	182	17	examined	examine	VERB
aijes-6726	182	18	whether	whether	SCONJ
aijes-6726	182	19	this	this	DET
aijes-6726	182	20	solution	solution	NOUN
aijes-6726	182	21	outperformed	outperform	VERB
aijes-6726	182	22	existing	exist	VERB
aijes-6726	182	23	commercial	commercial	ADJ
aijes-6726	182	24	offerings	offering	NOUN
aijes-6726	182	25	,	,	PUNCT
aijes-6726	182	26	thereby	thereby	ADV
aijes-6726	182	27	justifying	justify	VERB
aijes-6726	182	28	its	its	PRON
aijes-6726	182	29	use	use	NOUN
aijes-6726	182	30	in	in	ADP
aijes-6726	182	31	our	our	PRON
aijes-6726	182	32	research	research	NOUN
aijes-6726	182	33	.	.	PUNCT
aijes-6726	183	1	we	we	PRON
aijes-6726	183	2	believe	believe	VERB
aijes-6726	183	3	that	that	SCONJ
aijes-6726	183	4	our	our	PRON
aijes-6726	183	5	solution	solution	NOUN
aijes-6726	183	6	addresses	address	VERB
aijes-6726	183	7	the	the	DET
aijes-6726	183	8	need	need	NOUN
aijes-6726	183	9	for	for	ADP
aijes-6726	183	10	intrusion	intrusion	NOUN
aijes-6726	183	11	detection	detection	NOUN
aijes-6726	183	12	.	.	PUNCT
aijes-6726	184	1	offering	offer	VERB
aijes-6726	184	2	it	it	PRON
aijes-6726	184	3	free	free	ADJ
aijes-6726	184	4	of	of	ADP
aijes-6726	184	5	charge	charge	NOUN
aijes-6726	184	6	and	and	CCONJ
aijes-6726	184	7	having	have	VERB
aijes-6726	184	8	small	small	ADJ
aijes-6726	184	9	businesses	business	NOUN
aijes-6726	184	10	only	only	ADV
aijes-6726	184	11	purchase	purchase	VERB
aijes-6726	184	12	the	the	DET
aijes-6726	184	13	hardware	hardware	NOUN
aijes-6726	184	14	is	be	AUX
aijes-6726	184	15	a	a	DET
aijes-6726	184	16	valid	valid	ADJ
aijes-6726	184	17	option	option	NOUN
aijes-6726	184	18	for	for	SCONJ
aijes-6726	184	19	small	small	ADJ
aijes-6726	184	20	businesses	business	NOUN
aijes-6726	184	21	to	to	PART
aijes-6726	184	22	address	address	VERB
aijes-6726	184	23	physical	physical	ADJ
aijes-6726	184	24	security.from	security.from	ADP
aijes-6726	184	25	an	an	DET
aijes-6726	184	26	implementation	implementation	NOUN
aijes-6726	184	27	perspective	perspective	NOUN
aijes-6726	184	28	,	,	PUNCT
aijes-6726	184	29	we	we	PRON
aijes-6726	184	30	will	will	AUX
aijes-6726	184	31	use	use	VERB
aijes-6726	184	32	standard	standard	ADJ
aijes-6726	184	33	ip	ip	NOUN
aijes-6726	184	34	cameras	camera	NOUN
aijes-6726	184	35	(	(	PUNCT
aijes-6726	184	36	inexpensive	inexpensive	ADJ
aijes-6726	184	37	)	)	PUNCT
aijes-6726	184	38	connected	connect	VERB
aijes-6726	184	39	to	to	ADP
aijes-6726	184	40	a	a	DET
aijes-6726	184	41	computer	computer	NOUN
aijes-6726	184	42	(	(	PUNCT
aijes-6726	184	43	either	either	CCONJ
aijes-6726	184	44	cpu	cpu	NOUN
aijes-6726	184	45	or	or	CCONJ
aijes-6726	184	46	gpu	gpu	PROPN
aijes-6726	184	47	)	)	PUNCT
aijes-6726	184	48	,	,	PUNCT
aijes-6726	184	49	several	several	ADJ
aijes-6726	184	50	linux	linux	PROPN
aijes-6726	184	51	utilities	utility	NOUN
aijes-6726	184	52	to	to	PART
aijes-6726	184	53	convert	convert	VERB
aijes-6726	184	54	the	the	DET
aijes-6726	184	55	video	video	NOUN
aijes-6726	184	56	stream	stream	NOUN
aijes-6726	184	57	to	to	ADP
aijes-6726	184	58	images	image	NOUN
aijes-6726	184	59	(	(	PUNCT
aijes-6726	184	60	we	we	PRON
aijes-6726	184	61	will	will	AUX
aijes-6726	184	62	configure	configure	VERB
aijes-6726	184	63	the	the	DET
aijes-6726	184	64	sampling	sampling	NOUN
aijes-6726	184	65	rate	rate	NOUN
aijes-6726	184	66	)	)	PUNCT
aijes-6726	184	67	,	,	PUNCT
aijes-6726	184	68	and	and	CCONJ
aijes-6726	184	69	kledia	kledia	PROPN
aijes-6726	184	70	tirana	tirana	PROPN
aijes-6726	184	71	249	249	NUM
aijes-6726	184	72	then	then	ADV
aijes-6726	184	73	analyze	analyze	VERB
aijes-6726	184	74	the	the	DET
aijes-6726	184	75	images	image	NOUN
aijes-6726	184	76	.	.	PUNCT
aijes-6726	185	1	in	in	ADP
aijes-6726	185	2	future	future	ADJ
aijes-6726	185	3	work	work	NOUN
aijes-6726	185	4	,	,	PUNCT
aijes-6726	185	5	we	we	PRON
aijes-6726	185	6	will	will	AUX
aijes-6726	185	7	conduct	conduct	VERB
aijes-6726	185	8	a	a	DET
aijes-6726	185	9	series	series	NOUN
aijes-6726	185	10	of	of	ADP
aijes-6726	185	11	tests	test	NOUN
aijes-6726	185	12	on	on	ADP
aijes-6726	185	13	the	the	DET
aijes-6726	185	14	chosen	choose	VERB
aijes-6726	185	15	algorithms	algorithm	NOUN
aijes-6726	185	16	(	(	PUNCT
aijes-6726	185	17	ssd	ssd	NOUN
aijes-6726	185	18	and	and	CCONJ
aijes-6726	185	19	yolo	yolo	ADJ
aijes-6726	185	20	)	)	PUNCT
aijes-6726	185	21	to	to	PART
aijes-6726	185	22	check	check	VERB
aijes-6726	185	23	their	their	PRON
aijes-6726	185	24	accuracy	accuracy	NOUN
aijes-6726	185	25	and	and	CCONJ
aijes-6726	185	26	validate	validate	NOUN
aijes-6726	185	27	that	that	SCONJ
aijes-6726	185	28	they	they	PRON
aijes-6726	185	29	are	be	AUX
aijes-6726	185	30	their	their	PRON
aijes-6726	185	31	accuracy	accuracy	NOUN
aijes-6726	185	32	and	and	CCONJ
aijes-6726	185	33	validate	validate	NOUN
aijes-6726	185	34	that	that	SCONJ
aijes-6726	185	35	they	they	PRON
aijes-6726	185	36	are	be	AUX
aijes-6726	185	37	the	the	DET
aijes-6726	185	38	right	right	ADJ
aijes-6726	185	39	choice	choice	NOUN
aijes-6726	185	40	to	to	PART
aijes-6726	185	41	address	address	VERB
aijes-6726	185	42	the	the	DET
aijes-6726	185	43	video	video	NOUN
aijes-6726	185	44	surveillance	surveillance	NOUN
aijes-6726	185	45	security	security	NOUN
aijes-6726	185	46	of	of	ADP
aijes-6726	185	47	small	small	ADJ
aijes-6726	185	48	businesses	business	NOUN
aijes-6726	185	49	.	.	PUNCT
aijes-6726	186	1	the	the	DET
aijes-6726	186	2	goal	goal	NOUN
aijes-6726	186	3	is	be	AUX
aijes-6726	186	4	to	to	PART
aijes-6726	186	5	exceed	exceed	VERB
aijes-6726	186	6	99	99	NUM
aijes-6726	186	7	%	%	NOUN
aijes-6726	186	8	accuracy	accuracy	NOUN
aijes-6726	186	9	if	if	SCONJ
aijes-6726	186	10	the	the	DET
aijes-6726	186	11	person	person	NOUN
aijes-6726	186	12	is	be	AUX
aijes-6726	186	13	captured	capture	VERB
aijes-6726	186	14	on	on	ADP
aijes-6726	186	15	camera	camera	NOUN
aijes-6726	186	16	for	for	ADP
aijes-6726	186	17	more	more	ADJ
aijes-6726	186	18	than	than	ADP
aijes-6726	186	19	one	one	NUM
aijes-6726	186	20	minute	minute	NOUN
aijes-6726	186	21	(	(	PUNCT
aijes-6726	186	22	non	non	ADJ
aijes-6726	186	23	-	-	ADJ
aijes-6726	186	24	contiguous	contiguous	ADJ
aijes-6726	186	25	)	)	PUNCT
aijes-6726	186	26	.	.	PUNCT
aijes-6726	187	1	we	we	PRON
aijes-6726	187	2	will	will	AUX
aijes-6726	187	3	tune	tune	VERB
aijes-6726	187	4	the	the	DET
aijes-6726	187	5	system	system	NOUN
aijes-6726	187	6	to	to	PART
aijes-6726	187	7	find	find	VERB
aijes-6726	187	8	the	the	DET
aijes-6726	187	9	ideal	ideal	ADJ
aijes-6726	187	10	sampling	sample	VERB
aijes-6726	187	11	video	video	NOUN
aijes-6726	187	12	rate	rate	NOUN
aijes-6726	187	13	and	and	CCONJ
aijes-6726	187	14	the	the	DET
aijes-6726	187	15	number	number	NOUN
aijes-6726	187	16	of	of	ADP
aijes-6726	187	17	cameras	camera	NOUN
aijes-6726	187	18	covering	cover	VERB
aijes-6726	187	19	an	an	DET
aijes-6726	187	20	indoor	indoor	ADJ
aijes-6726	187	21	space	space	NOUN
aijes-6726	187	22	.	.	PUNCT
aijes-6726	188	1	based	base	VERB
aijes-6726	188	2	on	on	ADP
aijes-6726	188	3	that	that	PRON
aijes-6726	188	4	,	,	PUNCT
aijes-6726	188	5	we	we	PRON
aijes-6726	188	6	will	will	AUX
aijes-6726	188	7	calculate	calculate	VERB
aijes-6726	188	8	the	the	DET
aijes-6726	188	9	platform	platform	NOUN
aijes-6726	188	10	's	's	PART
aijes-6726	188	11	cost	cost	NOUN
aijes-6726	188	12	and	and	CCONJ
aijes-6726	188	13	compare	compare	VERB
aijes-6726	188	14	it	it	PRON
aijes-6726	188	15	to	to	ADP
aijes-6726	188	16	the	the	DET
aijes-6726	188	17	current	current	ADJ
aijes-6726	188	18	offerings	offering	NOUN
aijes-6726	188	19	for	for	ADP
aijes-6726	188	20	smaller	small	ADJ
aijes-6726	188	21	businesses	business	NOUN
aijes-6726	188	22	.	.	PUNCT
aijes-6726	189	1	references	reference	NOUN
aijes-6726	189	2	1	1	NUM
aijes-6726	189	3	.	.	PUNCT
aijes-6726	190	1	cortes	corte	NOUN
aijes-6726	190	2	,	,	PUNCT
aijes-6726	190	3	v.	v.	ADV
aijes-6726	190	4	,	,	PUNCT
aijes-6726	190	5	&	&	CCONJ
aijes-6726	190	6	jose	jose	PROPN
aijes-6726	190	7	,	,	PUNCT
aijes-6726	190	8	c.	c.	NOUN
aijes-6726	190	9	(	(	PUNCT
aijes-6726	190	10	2021	2021	NUM
aijes-6726	190	11	)	)	PUNCT
aijes-6726	190	12	.	.	PUNCT
aijes-6726	191	1	joint	joint	ADJ
aijes-6726	191	2	neural	neural	ADJ
aijes-6726	191	3	networks	network	NOUN
aijes-6726	191	4	for	for	ADP
aijes-6726	191	5	one	one	NUM
aijes-6726	191	6	-	-	PUNCT
aijes-6726	191	7	shot	shot	NOUN
aijes-6726	191	8	object	object	NOUN
aijes-6726	191	9	recognition	recognition	NOUN
aijes-6726	191	10	and	and	CCONJ
aijes-6726	191	11	detection	detection	NOUN
aijes-6726	191	12	.	.	PUNCT
aijes-6726	192	1	2	2	X
aijes-6726	192	2	.	.	X
aijes-6726	192	3	faulkner	faulkner	NOUN
aijes-6726	192	4	,	,	PUNCT
aijes-6726	192	5	h.	h.	PROPN
aijes-6726	192	6	(	(	PUNCT
aijes-6726	192	7	2021	2021	NUM
aijes-6726	192	8	)	)	PUNCT
aijes-6726	192	9	.	.	PUNCT
aijes-6726	193	1	general	general	ADJ
aijes-6726	193	2	and	and	CCONJ
aijes-6726	193	3	fine	fine	ADV
aijes-6726	193	4	-	-	PUNCT
aijes-6726	193	5	grained	grain	VERB
aijes-6726	193	6	video	video	NOUN
aijes-6726	193	7	understanding	understanding	NOUN
aijes-6726	193	8	using	use	VERB
aijes-6726	193	9	machine	machine	NOUN
aijes-6726	193	10	learning	learning	NOUN
aijes-6726	193	11	&	&	CCONJ
aijes-6726	193	12	standardised	standardise	VERB
aijes-6726	193	13	neural	neural	ADJ
aijes-6726	193	14	network	network	NOUN
aijes-6726	193	15	architectures	architecture	NOUN
aijes-6726	193	16	.	.	PUNCT
aijes-6726	194	1	3	3	X
aijes-6726	194	2	.	.	X
aijes-6726	194	3	jiang	jiang	PROPN
aijes-6726	194	4	,	,	PUNCT
aijes-6726	194	5	l.	l.	PROPN
aijes-6726	194	6	,	,	PUNCT
aijes-6726	194	7	chen	chen	PROPN
aijes-6726	194	8	,	,	PUNCT
aijes-6726	194	9	j.	j.	PROPN
aijes-6726	194	10	,	,	PUNCT
aijes-6726	194	11	todo	todo	PROPN
aijes-6726	194	12	,	,	PUNCT
aijes-6726	194	13	h.	h.	PROPN
aijes-6726	194	14	,	,	PUNCT
aijes-6726	194	15	tang	tang	PROPN
aijes-6726	194	16	,	,	PUNCT
aijes-6726	194	17	z.	z.	PROPN
aijes-6726	194	18	,	,	PUNCT
aijes-6726	194	19	liu	liu	PROPN
aijes-6726	194	20	,	,	PUNCT
aijes-6726	194	21	s.	s.	PROPN
aijes-6726	194	22	,	,	PUNCT
aijes-6726	194	23	&	&	CCONJ
aijes-6726	194	24	li	li	PROPN
aijes-6726	194	25	,	,	PUNCT
aijes-6726	194	26	y.	y.	PROPN
aijes-6726	194	27	(	(	PUNCT
aijes-6726	194	28	2021	2021	NUM
aijes-6726	194	29	)	)	PUNCT
aijes-6726	194	30	.	.	PUNCT
aijes-6726	195	1	application	application	NOUN
aijes-6726	195	2	of	of	ADP
aijes-6726	195	3	a	a	DET
aijes-6726	195	4	fast	fast	ADJ
aijes-6726	195	5	rcnn	rcnn	NOUN
aijes-6726	195	6	based	base	VERB
aijes-6726	195	7	on	on	ADP
aijes-6726	195	8	upper	upper	ADJ
aijes-6726	195	9	and	and	CCONJ
aijes-6726	195	10	lower	low	ADJ
aijes-6726	195	11	layers	layer	NOUN
aijes-6726	195	12	in	in	ADP
aijes-6726	195	13	face	face	NOUN
aijes-6726	195	14	recognition	recognition	NOUN
aijes-6726	195	15	(	(	PUNCT
aijes-6726	195	16	vol	vol	NOUN
aijes-6726	195	17	.	.	NOUN
aijes-6726	195	18	2021	2021	NUM
aijes-6726	195	19	)	)	PUNCT
aijes-6726	195	20	.	.	PUNCT
aijes-6726	196	1	4	4	X
aijes-6726	196	2	.	.	X
aijes-6726	196	3	kumari	kumari	PROPN
aijes-6726	196	4	sirivarshitha	sirivarshitha	PROPN
aijes-6726	196	5	,	,	PUNCT
aijes-6726	196	6	a.	a.	PROPN
aijes-6726	196	7	,	,	PUNCT
aijes-6726	196	8	sravani	sravani	PROPN
aijes-6726	196	9	,	,	PUNCT
aijes-6726	196	10	k.	k.	PROPN
aijes-6726	196	11	,	,	PUNCT
aijes-6726	196	12	priya	priya	PROPN
aijes-6726	196	13	,	,	PUNCT
aijes-6726	196	14	k.	k.	PROPN
aijes-6726	196	15	,	,	PUNCT
aijes-6726	196	16	&	&	CCONJ
aijes-6726	196	17	bhavani	bhavani	PROPN
aijes-6726	196	18	,	,	PUNCT
aijes-6726	196	19	v.	v.	PROPN
aijes-6726	196	20	(	(	PUNCT
aijes-6726	196	21	2023	2023	NUM
aijes-6726	196	22	)	)	PUNCT
aijes-6726	196	23	.	.	PUNCT
aijes-6726	197	1	an	an	DET
aijes-6726	197	2	approach	approach	NOUN
aijes-6726	197	3	for	for	ADP
aijes-6726	197	4	face	face	NOUN
aijes-6726	197	5	detection	detection	NOUN
aijes-6726	197	6	and	and	CCONJ
aijes-6726	197	7	face	face	VERB
aijes-6726	197	8	recognition	recognition	NOUN
aijes-6726	197	9	using	use	VERB
aijes-6726	197	10	opencv	opencv	PROPN
aijes-6726	197	11	and	and	CCONJ
aijes-6726	197	12	face	face	NOUN
aijes-6726	197	13	recognition	recognition	NOUN
aijes-6726	197	14	libraries	library	NOUN
aijes-6726	197	15	in	in	ADP
aijes-6726	197	16	python	python	PROPN
aijes-6726	197	17	.	.	PUNCT
aijes-6726	198	1	2023	2023	NUM
aijes-6726	198	2	9th	9th	ADJ
aijes-6726	198	3	international	international	ADJ
aijes-6726	198	4	conference	conference	NOUN
aijes-6726	198	5	on	on	ADP
aijes-6726	198	6	advanced	advanced	ADJ
aijes-6726	198	7	computing	computing	NOUN
aijes-6726	198	8	and	and	CCONJ
aijes-6726	198	9	communication	communication	NOUN
aijes-6726	198	10	systems	system	NOUN
aijes-6726	198	11	,	,	PUNCT
aijes-6726	198	12	icaccs	icaccs	NOUN
aijes-6726	198	13	2023	2023	NUM
aijes-6726	198	14	.	.	PUNCT
aijes-6726	199	1	5	5	X
aijes-6726	199	2	.	.	X
aijes-6726	199	3	luca	luca	PROPN
aijes-6726	199	4	,	,	PUNCT
aijes-6726	199	5	a.-v	a.-v	PROPN
aijes-6726	199	6	.	.	PUNCT
aijes-6726	199	7	,	,	PUNCT
aijes-6726	199	8	simon	simon	PROPN
aijes-6726	199	9	-	-	PUNCT
aijes-6726	199	10	várhelyi	várhelyi	PROPN
aijes-6726	199	11	,	,	PUNCT
aijes-6726	199	12	m.	m.	NOUN
aijes-6726	199	13	,	,	PUNCT
aijes-6726	199	14	mihály	mihály	PROPN
aijes-6726	199	15	,	,	PUNCT
aijes-6726	199	16	n.-b	n.-b	PROPN
aijes-6726	199	17	.	.	PROPN
aijes-6726	199	18	,	,	PUNCT
aijes-6726	199	19	&	&	CCONJ
aijes-6726	199	20	cristea	cristea	PROPN
aijes-6726	199	21	,	,	PUNCT
aijes-6726	199	22	v.-m	v.-m	PROPN
aijes-6726	199	23	.	.	PUNCT
aijes-6726	200	1	(	(	PUNCT
aijes-6726	200	2	2023	2023	NUM
aijes-6726	200	3	)	)	PUNCT
aijes-6726	200	4	.	.	PUNCT
aijes-6726	201	1	fault	fault	VERB
aijes-6726	201	2	type	type	NOUN
aijes-6726	201	3	diagnosis	diagnosis	NOUN
aijes-6726	201	4	of	of	ADP
aijes-6726	201	5	the	the	DET
aijes-6726	201	6	wwtp	wwtp	NOUN
aijes-6726	201	7	dissolved	dissolve	VERB
aijes-6726	201	8	oxygen	oxygen	NOUN
aijes-6726	201	9	sensor	sensor	NOUN
aijes-6726	201	10	based	base	VERB
aijes-6726	201	11	on	on	ADP
aijes-6726	201	12	fisher	fisher	PROPN
aijes-6726	201	13	discriminant	discriminant	ADJ
aijes-6726	201	14	analysis	analysis	NOUN
aijes-6726	201	15	and	and	CCONJ
aijes-6726	201	16	assessment	assessment	NOUN
aijes-6726	201	17	of	of	ADP
aijes-6726	201	18	associated	associated	ADJ
aijes-6726	201	19	environmental	environmental	ADJ
aijes-6726	201	20	and	and	CCONJ
aijes-6726	201	21	economic	economic	ADJ
aijes-6726	201	22	impact	impact	NOUN
aijes-6726	201	23	(	(	PUNCT
aijes-6726	201	24	vol	vol	NOUN
aijes-6726	201	25	.	.	PROPN
aijes-6726	201	26	13	13	NUM
aijes-6726	201	27	)	)	PUNCT
aijes-6726	201	28	.	.	PUNCT
aijes-6726	202	1	mdpi	mdpi	PROPN
aijes-6726	202	2	.	.	PUNCT
aijes-6726	203	1	6	6	NUM
aijes-6726	203	2	.	.	X
aijes-6726	203	3	omer	omer	PROPN
aijes-6726	203	4	,	,	PUNCT
aijes-6726	203	5	f.	f.	PROPN
aijes-6726	203	6	m.	m.	PROPN
aijes-6726	203	7	(	(	PUNCT
aijes-6726	203	8	2024	2024	NUM
aijes-6726	203	9	)	)	PUNCT
aijes-6726	203	10	.	.	PUNCT
aijes-6726	204	1	application	application	NOUN
aijes-6726	204	2	of	of	ADP
aijes-6726	204	3	principal	principal	ADJ
aijes-6726	204	4	component	component	NOUN
aijes-6726	204	5	analysis	analysis	NOUN
aijes-6726	204	6	to	to	ADP
aijes-6726	204	7	vehicle	vehicle	NOUN
aijes-6726	204	8	sales	sale	NOUN
aijes-6726	204	9	:	:	PUNCT
aijes-6726	204	10	case	case	NOUN
aijes-6726	204	11	study	study	NOUN
aijes-6726	204	12	at	at	ADP
aijes-6726	204	13	ibm	ibm	PROPN
aijes-6726	204	14	company	company	NOUN
aijes-6726	204	15	.	.	PUNCT
aijes-6726	204	16	.	.	PUNCT
aijes-6726	205	1	journal	journal	PROPN
aijes-6726	205	2	of	of	ADP
aijes-6726	205	3	humanity	humanity	NOUN
aijes-6726	205	4	sciences	science	NOUN
aijes-6726	205	5	.	.	PUNCT
aijes-6726	205	6	.	.	PUNCT
aijes-6726	206	1	7	7	X
aijes-6726	206	2	.	.	X
aijes-6726	206	3	osowski	osowski	PROPN
aijes-6726	206	4	,	,	PUNCT
aijes-6726	206	5	s.	s.	PROPN
aijes-6726	206	6	,	,	PUNCT
aijes-6726	206	7	&	&	CCONJ
aijes-6726	206	8	siwek	siwek	PROPN
aijes-6726	206	9	,	,	PUNCT
aijes-6726	206	10	k.	k.	PROPN
aijes-6726	206	11	(	(	PUNCT
aijes-6726	206	12	2020	2020	NUM
aijes-6726	206	13	)	)	PUNCT
aijes-6726	206	14	.	.	PUNCT
aijes-6726	207	1	cnn	cnn	PROPN
aijes-6726	207	2	application	application	NOUN
aijes-6726	207	3	in	in	ADP
aijes-6726	207	4	face	face	NOUN
aijes-6726	207	5	recognition	recognition	NOUN
aijes-6726	207	6	(	(	PUNCT
aijes-6726	207	7	vol	vol	NOUN
aijes-6726	207	8	.	.	PROPN
aijes-6726	207	9	96	96	NUM
aijes-6726	207	10	)	)	PUNCT
aijes-6726	207	11	.	.	PUNCT
aijes-6726	208	1	8	8	X
aijes-6726	208	2	.	.	X
aijes-6726	209	1	peng	peng	PROPN
aijes-6726	209	2	,	,	PUNCT
aijes-6726	209	3	p.	p.	PROPN
aijes-6726	209	4	,	,	PUNCT
aijes-6726	209	5	portugal	portugal	PROPN
aijes-6726	209	6	,	,	PUNCT
aijes-6726	209	7	i.	i.	PROPN
aijes-6726	209	8	,	,	PUNCT
aijes-6726	209	9	alencar	alencar	PROPN
aijes-6726	209	10	,	,	PUNCT
aijes-6726	209	11	p.	p.	PROPN
aijes-6726	209	12	,	,	PUNCT
aijes-6726	209	13	&	&	CCONJ
aijes-6726	209	14	cowan	cowan	PROPN
aijes-6726	209	15	,	,	PUNCT
aijes-6726	209	16	d.	d.	PROPN
aijes-6726	209	17	(	(	PUNCT
aijes-6726	209	18	2021	2021	NUM
aijes-6726	209	19	)	)	PUNCT
aijes-6726	209	20	.	.	PUNCT
aijes-6726	210	1	a	a	DET
aijes-6726	210	2	face	face	NOUN
aijes-6726	210	3	recognition	recognition	NOUN
aijes-6726	210	4	software	software	NOUN
aijes-6726	210	5	framework	framework	NOUN
aijes-6726	210	6	based	base	VERB
aijes-6726	210	7	on	on	ADP
aijes-6726	210	8	principal	principal	ADJ
aijes-6726	210	9	component	component	NOUN
aijes-6726	210	10	analysis	analysis	NOUN
aijes-6726	210	11	.	.	PUNCT
aijes-6726	211	1	plos	plos	PROPN
aijes-6726	211	2	one	one	NUM
aijes-6726	211	3	,	,	PUNCT
aijes-6726	211	4	16(7	16(7	NUM
aijes-6726	211	5	july	july	NOUN
aijes-6726	211	6	)	)	PUNCT
aijes-6726	211	7	.	.	PUNCT
aijes-6726	212	1	9	9	X
aijes-6726	212	2	.	.	X
aijes-6726	213	1	pham	pham	PROPN
aijes-6726	213	2	,	,	PUNCT
aijes-6726	213	3	m.	m.	NOUN
aijes-6726	213	4	,	,	PUNCT
aijes-6726	213	5	courtrai	courtrai	PROPN
aijes-6726	213	6	,	,	PUNCT
aijes-6726	213	7	l.	l.	PROPN
aijes-6726	213	8	,	,	PUNCT
aijes-6726	213	9	friguet	friguet	PROPN
aijes-6726	213	10	,	,	PUNCT
aijes-6726	213	11	c.	c.	NOUN
aijes-6726	213	12	,	,	PUNCT
aijes-6726	213	13	lefèvre	lefèvre	NOUN
aijes-6726	213	14	,	,	PUNCT
aijes-6726	213	15	s.	s.	PROPN
aijes-6726	213	16	,	,	PUNCT
aijes-6726	213	17	&	&	CCONJ
aijes-6726	213	18	baussard	baussard	PROPN
aijes-6726	213	19	,	,	PUNCT
aijes-6726	213	20	a.	a.	NOUN
aijes-6726	213	21	(	(	PUNCT
aijes-6726	213	22	2020	2020	NUM
aijes-6726	213	23	)	)	PUNCT
aijes-6726	213	24	.	.	PUNCT
aijes-6726	214	1	yolo	yolo	PROPN
aijes-6726	214	2	-	-	PUNCT
aijes-6726	214	3	fine	fine	ADJ
aijes-6726	214	4	:	:	PUNCT
aijes-6726	214	5	one	one	NUM
aijes-6726	214	6	-	-	PUNCT
aijes-6726	214	7	stage	stage	NOUN
aijes-6726	214	8	detector	detector	NOUN
aijes-6726	214	9	of	of	ADP
aijes-6726	214	10	small	small	ADJ
aijes-6726	214	11	objects	object	NOUN
aijes-6726	214	12	under	under	ADP
aijes-6726	214	13	various	various	ADJ
aijes-6726	214	14	backgrounds	background	NOUN
aijes-6726	214	15	in	in	ADP
aijes-6726	214	16	remote	remote	ADJ
aijes-6726	214	17	sensing	sensing	NOUN
aijes-6726	214	18	images	image	NOUN
aijes-6726	214	19	(	(	PUNCT
aijes-6726	214	20	vol	vol	NOUN
aijes-6726	214	21	.	.	PROPN
aijes-6726	214	22	12	12	NUM
aijes-6726	214	23	)	)	PUNCT
aijes-6726	214	24	.	.	PUNCT
aijes-6726	215	1	10	10	NUM
aijes-6726	215	2	.	.	X
aijes-6726	215	3	rajeshkumar	rajeshkumar	PROPN
aijes-6726	215	4	,	,	PUNCT
aijes-6726	215	5	g.	g.	PROPN
aijes-6726	215	6	,	,	PUNCT
aijes-6726	215	7	braveen	braveen	NOUN
aijes-6726	215	8	,	,	PUNCT
aijes-6726	215	9	m.	m.	NOUN
aijes-6726	215	10	,	,	PUNCT
aijes-6726	215	11	venkatesh	venkatesh	PROPN
aijes-6726	215	12	,	,	PUNCT
aijes-6726	215	13	r.	r.	PROPN
aijes-6726	215	14	,	,	PUNCT
aijes-6726	215	15	josephin	josephin	PROPN
aijes-6726	215	16	shermila	shermila	PROPN
aijes-6726	215	17	,	,	PUNCT
aijes-6726	215	18	p.	p.	PROPN
aijes-6726	215	19	,	,	PUNCT
aijes-6726	215	20	ganesh	ganesh	PROPN
aijes-6726	215	21	prabu	prabu	NOUN
aijes-6726	215	22	,	,	PUNCT
aijes-6726	215	23	b.	b.	PROPN
aijes-6726	215	24	,	,	PUNCT
aijes-6726	215	25	veerasamy	veerasamy	PROPN
aijes-6726	215	26	,	,	PUNCT
aijes-6726	215	27	b.	b.	PROPN
aijes-6726	215	28	,	,	PUNCT
aijes-6726	215	29	jeyam	jeyam	NOUN
aijes-6726	215	30	,	,	PUNCT
aijes-6726	215	31	a.	a.	NOUN
aijes-6726	215	32	(	(	PUNCT
aijes-6726	215	33	2023	2023	NUM
aijes-6726	215	34	)	)	PUNCT
aijes-6726	215	35	.	.	PUNCT
aijes-6726	216	1	smart	smart	ADJ
aijes-6726	216	2	office	office	NOUN
aijes-6726	216	3	automation	automation	NOUN
aijes-6726	216	4	via	via	ADP
aijes-6726	216	5	faster	fast	ADJ
aijes-6726	216	6	r	r	NOUN
aijes-6726	216	7	-	-	PUNCT
aijes-6726	216	8	cnn	cnn	PROPN
aijes-6726	216	9	based	base	VERB
aijes-6726	216	10	face	face	NOUN
aijes-6726	216	11	recognition	recognition	NOUN
aijes-6726	216	12	and	and	CCONJ
aijes-6726	216	13	internet	internet	NOUN
aijes-6726	216	14	of	of	ADP
aijes-6726	216	15	things	thing	NOUN
aijes-6726	216	16	(	(	PUNCT
aijes-6726	216	17	vol	vol	NOUN
aijes-6726	216	18	.	.	NOUN
aijes-6726	216	19	27	27	NUM
aijes-6726	216	20	)	)	PUNCT
aijes-6726	216	21	.	.	PUNCT
aijes-6726	217	1	11	11	NUM
aijes-6726	217	2	.	.	X
aijes-6726	217	3	rajeshkumar	rajeshkumar	PROPN
aijes-6726	217	4	,	,	PUNCT
aijes-6726	217	5	g.	g.	PROPN
aijes-6726	217	6	,	,	PUNCT
aijes-6726	217	7	braveen	braveen	NOUN
aijes-6726	217	8	,	,	PUNCT
aijes-6726	217	9	m.	m.	NOUN
aijes-6726	217	10	,	,	PUNCT
aijes-6726	217	11	venkatesh	venkatesh	PROPN
aijes-6726	217	12	,	,	PUNCT
aijes-6726	217	13	r.	r.	PROPN
aijes-6726	217	14	,	,	PUNCT
aijes-6726	217	15	shermila	shermila	PROPN
aijes-6726	217	16	,	,	PUNCT
aijes-6726	217	17	p.	p.	NOUN
aijes-6726	217	18	,	,	PUNCT
aijes-6726	217	19	prabu	prabu	PROPN
aijes-6726	217	20	,	,	PUNCT
aijes-6726	217	21	b.	b.	PROPN
aijes-6726	217	22	,	,	PUNCT
aijes-6726	217	23	veerasamy	veerasamy	PROPN
aijes-6726	217	24	,	,	PUNCT
aijes-6726	217	25	b.	b.	PROPN
aijes-6726	217	26	,	,	PUNCT
aijes-6726	217	27	.	.	PUNCT
aijes-6726	217	28	.	.	PUNCT
aijes-6726	217	29	.	.	PUNCT
aijes-6726	218	1	jeyam	jeyam	NOUN
aijes-6726	218	2	,	,	PUNCT
aijes-6726	218	3	a.	a.	NOUN
aijes-6726	218	4	(	(	PUNCT
aijes-6726	218	5	2023	2023	NUM
aijes-6726	218	6	)	)	PUNCT
aijes-6726	218	7	.	.	PUNCT
aijes-6726	219	1	smart	smart	ADJ
aijes-6726	219	2	office	office	NOUN
aijes-6726	219	3	automation	automation	NOUN
aijes-6726	219	4	via	via	ADP
aijes-6726	219	5	faster	fast	ADJ
aijes-6726	219	6	r	r	NOUN
aijes-6726	219	7	-	-	PUNCT
aijes-6726	219	8	cnn	cnn	PROPN
aijes-6726	219	9	based	base	VERB
aijes-6726	219	10	face	face	NOUN
aijes-6726	219	11	recognition	recognition	NOUN
aijes-6726	219	12	and	and	CCONJ
aijes-6726	219	13	internet	internet	NOUN
aijes-6726	219	14	of	of	ADP
aijes-6726	219	15	things	thing	NOUN
aijes-6726	219	16	(	(	PUNCT
aijes-6726	219	17	vol	vol	NOUN
aijes-6726	219	18	.	.	PROPN
aijes-6726	219	19	27	27	NUM
aijes-6726	219	20	)	)	PUNCT
aijes-6726	219	21	.	.	PUNCT
aijes-6726	220	1	elsevier	elsevier	NOUN
aijes-6726	220	2	.	.	PUNCT
aijes-6726	221	1	12	12	NUM
aijes-6726	221	2	.	.	PUNCT
aijes-6726	222	1	redmon	redmon	PROPN
aijes-6726	222	2	,	,	PUNCT
aijes-6726	222	3	j.	j.	PROPN
aijes-6726	222	4	,	,	PUNCT
aijes-6726	222	5	divvala	divvala	PROPN
aijes-6726	222	6	,	,	PUNCT
aijes-6726	222	7	s.	s.	PROPN
aijes-6726	222	8	,	,	PUNCT
aijes-6726	222	9	girshick	girshick	PROPN
aijes-6726	222	10	,	,	PUNCT
aijes-6726	222	11	r.	r.	PROPN
aijes-6726	222	12	,	,	PUNCT
aijes-6726	222	13	&	&	CCONJ
aijes-6726	222	14	farhadi	farhadi	PROPN
aijes-6726	222	15	,	,	PUNCT
aijes-6726	222	16	a.	a.	NOUN
aijes-6726	222	17	(	(	PUNCT
aijes-6726	222	18	2016	2016	NUM
aijes-6726	222	19	)	)	PUNCT
aijes-6726	222	20	.	.	PUNCT
aijes-6726	223	1	you	you	PRON
aijes-6726	223	2	only	only	ADV
aijes-6726	223	3	look	look	VERB
aijes-6726	223	4	once	once	ADV
aijes-6726	223	5	:	:	PUNCT
aijes-6726	223	6	unified	unified	ADJ
aijes-6726	223	7	,	,	PUNCT
aijes-6726	223	8	real	real	ADJ
aijes-6726	223	9	-	-	PUNCT
aijes-6726	223	10	time	time	NOUN
aijes-6726	223	11	object	object	NOUN
aijes-6726	223	12	detection	detection	NOUN
aijes-6726	223	13	.	.	PUNCT
aijes-6726	224	1	13	13	NUM
aijes-6726	224	2	.	.	X
aijes-6726	224	3	sun	sun	PROPN
aijes-6726	224	4	,	,	PUNCT
aijes-6726	224	5	f.	f.	PROPN
aijes-6726	224	6	(	(	PUNCT
aijes-6726	224	7	2023	2023	NUM
aijes-6726	224	8	)	)	PUNCT
aijes-6726	224	9	.	.	PUNCT
aijes-6726	225	1	face	face	NOUN
aijes-6726	225	2	recognition	recognition	NOUN
aijes-6726	225	3	analysis	analysis	NOUN
aijes-6726	225	4	based	base	VERB
aijes-6726	225	5	on	on	ADP
aijes-6726	225	6	the	the	DET
aijes-6726	225	7	yolo	yolo	ADJ
aijes-6726	225	8	algorithm	algorithm	NOUN
aijes-6726	225	9	(	(	PUNCT
aijes-6726	225	10	vol	vol	NOUN
aijes-6726	225	11	.	.	NOUN
aijes-6726	225	12	2	2	NUM
aijes-6726	225	13	)	)	PUNCT
aijes-6726	225	14	.	.	PUNCT
aijes-6726	226	1	14	14	NUM
aijes-6726	226	2	.	.	X
aijes-6726	227	1	zhang	zhang	PROPN
aijes-6726	227	2	,	,	PUNCT
aijes-6726	227	3	h.	h.	PROPN
aijes-6726	227	4	,	,	PUNCT
aijes-6726	227	5	&	&	CCONJ
aijes-6726	227	6	cloutier	cloutier	PROPN
aijes-6726	227	7	,	,	PUNCT
aijes-6726	227	8	r.	r.	PROPN
aijes-6726	227	9	(	(	PUNCT
aijes-6726	227	10	2022	2022	NUM
aijes-6726	227	11	)	)	PUNCT
aijes-6726	227	12	.	.	PUNCT
aijes-6726	228	1	review	review	NOUN
aijes-6726	228	2	on	on	ADP
aijes-6726	228	3	one	one	NUM
aijes-6726	228	4	-	-	PUNCT
aijes-6726	228	5	stage	stage	NOUN
aijes-6726	228	6	object	object	NOUN
aijes-6726	228	7	detection	detection	NOUN
aijes-6726	228	8	based	base	VERB
aijes-6726	228	9	on	on	ADP
aijes-6726	228	10	deep	deep	ADJ
aijes-6726	228	11	learning	learning	NOUN
aijes-6726	228	12	(	(	PUNCT
aijes-6726	228	13	vol	vol	NOUN
aijes-6726	228	14	.	.	PROPN
aijes-6726	228	15	7	7	NUM
aijes-6726	228	16	)	)	PUNCT
aijes-6726	228	17	.	.	PUNCT
aijes-6726	229	1	15	15	NUM
aijes-6726	229	2	.	.	X
aijes-6726	230	1	živanović	živanović	PROPN
aijes-6726	230	2	,	,	PUNCT
aijes-6726	230	3	s.	s.	PROPN
aijes-6726	230	4	,	,	PUNCT
aijes-6726	230	5	abramović	abramović	ADV
aijes-6726	230	6	,	,	PUNCT
aijes-6726	230	7	n.	n.	NOUN
aijes-6726	230	8	,	,	PUNCT
aijes-6726	230	9	živanović	živanović	NOUN
aijes-6726	230	10	,	,	PUNCT
aijes-6726	230	11	m.	m.	NOUN
aijes-6726	230	12	,	,	PUNCT
aijes-6726	230	13	&	&	CCONJ
aijes-6726	230	14	smolović	smolović	PROPN
aijes-6726	230	15	,	,	PUNCT
aijes-6726	230	16	s.	s.	PROPN
aijes-6726	230	17	(	(	PUNCT
aijes-6726	230	18	2023	2023	NUM
aijes-6726	230	19	,	,	PUNCT
aijes-6726	230	20	4	4	NUM
aijes-6726	230	21	)	)	PUNCT
aijes-6726	230	22	.	.	PUNCT
aijes-6726	231	1	innovation	innovation	NOUN
aijes-6726	231	2	management	management	NOUN
aijes-6726	231	3	on	on	ADP
aijes-6726	231	4	the	the	DET
aijes-6726	231	5	way	way	NOUN
aijes-6726	231	6	to	to	ADP
aijes-6726	231	7	business	business	NOUN
aijes-6726	231	8	excellence	excellence	PROPN
aijes-6726	231	9	(	(	PUNCT
aijes-6726	231	10	vol	vol	NOUN
aijes-6726	231	11	.	.	PROPN
aijes-6726	231	12	17	17	NUM
aijes-6726	231	13	)	)	PUNCT
aijes-6726	231	14	.	.	PUNCT
aijes-6726	232	1	16	16	NUM
aijes-6726	232	2	.	.	PUNCT
aijes-6726	233	1	business	business	NOUN
aijes-6726	233	2	protection	protection	NOUN
aijes-6726	233	3	from	from	ADP
aijes-6726	233	4	a	a	DET
aijes-6726	233	5	leader	leader	NOUN
aijes-6726	233	6	in	in	ADP
aijes-6726	233	7	business	business	NOUN
aijes-6726	233	8	security	security	NOUN
aijes-6726	233	9	,	,	PUNCT
aijes-6726	233	10	https://www.adt.com/business	https://www.adt.com/business	NOUN
aijes-6726	233	11	accessed	access	VERB
aijes-6726	233	12	04/04/2024	04/04/2024	NOUN
aijes-6726	233	13	17	17	NUM
aijes-6726	233	14	.	.	PUNCT
aijes-6726	234	1	the	the	DET
aijes-6726	234	2	simplisafe	simplisafe	ADJ
aijes-6726	234	3	difference	difference	NOUN
aijes-6726	234	4	,	,	PUNCT
aijes-6726	234	5	https://www.adt.com/business	https://www.adt.com/business	NOUN
aijes-6726	234	6	accessed	access	VERB
aijes-6726	234	7	18/03/2024	18/03/2024	NUM
aijes-6726	234	8	18	18	NUM
aijes-6726	234	9	.	.	PUNCT
aijes-6726	235	1	security	security	NOUN
aijes-6726	235	2	cameras	camera	NOUN
aijes-6726	235	3	designed	design	VERB
aijes-6726	235	4	to	to	PART
aijes-6726	235	5	deter	deter	VERB
aijes-6726	235	6	real	real	ADJ
aijes-6726	235	7	threats	threat	NOUN
aijes-6726	235	8	,	,	PUNCT
aijes-6726	235	9	https://www.vivint.com/ppc/cameras	https://www.vivint.com/ppc/camera	NOUN
aijes-6726	235	10	accessed	access	VERB
aijes-6726	235	11	26/02/2024	26/02/2024	NUM
aijes-6726	235	12	19	19	NUM
aijes-6726	235	13	.	.	PUNCT
aijes-6726	235	14	video	video	NOUN
aijes-6726	235	15	surveillance	surveillance	NOUN
aijes-6726	235	16	,	,	PUNCT
aijes-6726	235	17	https://www.myshield.org/video-surveillance	https://www.myshield.org/video-surveillance	NOUN
aijes-6726	235	18	accessed	access	VERB
aijes-6726	235	19	20/02/2024	20/02/2024	NUM
