id	sid	tid	token	lemma	pos
easat-2813	1	1	edelweiss	edelweiss	PROPN
easat-2813	1	2	applied	apply	VERB
easat-2813	1	3	science	science	NOUN
easat-2813	1	4	and	and	CCONJ
easat-2813	1	5	technology	technology	NOUN
easat-2813	1	6	issn	issn	PROPN
easat-2813	1	7	:	:	PUNCT
easat-2813	1	8	2576	2576	NUM
easat-2813	1	9	-	-	SYM
easat-2813	1	10	8484	8484	NUM
easat-2813	1	11	vol	vol	NOUN
easat-2813	1	12	.	.	PROPN
easat-2813	1	13	8	8	NUM
easat-2813	1	14	,	,	PUNCT
easat-2813	1	15	no	no	INTJ
easat-2813	1	16	.	.	NOUN
easat-2813	1	17	6	6	NUM
easat-2813	1	18	,	,	PUNCT
easat-2813	1	19	3708	3708	NUM
easat-2813	1	20	-	-	SYM
easat-2813	1	21	3721	3721	NUM
easat-2813	1	22	2024	2024	NUM
easat-2813	1	23	publisher	publisher	NOUN
easat-2813	1	24	:	:	PUNCT
easat-2813	1	25	learning	learn	VERB
easat-2813	1	26	gate	gate	NOUN
easat-2813	1	27	doi	doi	PROPN
easat-2813	1	28	:	:	PUNCT
easat-2813	1	29	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	1	30	©	©	PROPN
easat-2813	1	31	2024	2024	NUM
easat-2813	1	32	by	by	ADP
easat-2813	1	33	the	the	DET
easat-2813	1	34	authors	author	NOUN
easat-2813	1	35	;	;	PUNCT
easat-2813	1	36	licensee	licensee	PROPN
easat-2813	1	37	learning	learning	NOUN
easat-2813	1	38	gate	gate	NOUN
easat-2813	1	39	©	©	PROPN
easat-2813	1	40	2024	2024	NUM
easat-2813	1	41	by	by	ADP
easat-2813	1	42	the	the	DET
easat-2813	1	43	authors	author	NOUN
easat-2813	1	44	;	;	PUNCT
easat-2813	1	45	licensee	licensee	PROPN
easat-2813	1	46	learning	learn	VERB
easat-2813	1	47	gate	gate	NOUN
easat-2813	1	48	*	*	PUNCT
easat-2813	1	49	correspondence	correspondence	NOUN
easat-2813	1	50	:	:	PUNCT
easat-2813	1	51	eng.mohammed.j@alameed.edu.iq	eng.mohammed.j@alameed.edu.iq	VERB
easat-2813	1	52	advanced	advanced	ADJ
easat-2813	1	53	deep	deep	ADJ
easat-2813	1	54	learning	learning	NOUN
easat-2813	1	55	approaches	approach	NOUN
easat-2813	1	56	for	for	ADP
easat-2813	1	57	early	early	ADJ
easat-2813	1	58	detection	detection	NOUN
easat-2813	1	59	and	and	CCONJ
easat-2813	1	60	localization	localization	NOUN
easat-2813	1	61	of	of	ADP
easat-2813	1	62	ocular	ocular	ADJ
easat-2813	1	63	diseases	disease	NOUN
easat-2813	1	64	ali	ali	PROPN
easat-2813	1	65	mohammed	mohammed	PROPN
easat-2813	1	66	ridha1	ridha1	PROPN
easat-2813	1	67	*	*	PROPN
easat-2813	1	68	,	,	PUNCT
easat-2813	1	69	mohammed	mohammed	PROPN
easat-2813	1	70	jamal	jamal	PROPN
easat-2813	1	71	mohammed2	mohammed2	PROPN
easat-2813	1	72	,	,	PUNCT
easat-2813	1	73	hussban	hussban	ADJ
easat-2813	1	74	abood	abood	PROPN
easat-2813	1	75	saber3	saber3	PROPN
easat-2813	1	76	,	,	PUNCT
easat-2813	1	77	mustafa	mustafa	PROPN
easat-2813	1	78	habeeb	habeeb	PROPN
easat-2813	1	79	chyad4	chyad4	PROPN
easat-2813	1	80	,	,	PUNCT
easat-2813	1	81	maryam	maryam	PROPN
easat-2813	1	82	hussein	hussein	PROPN
easat-2813	1	83	abdulameer5	abdulameer5	PROPN
easat-2813	1	84	1,2college	1,2college	NUM
easat-2813	1	85	of	of	ADP
easat-2813	1	86	medicine	medicine	NOUN
easat-2813	1	87	,	,	PUNCT
easat-2813	1	88	university	university	NOUN
easat-2813	1	89	of	of	ADP
easat-2813	1	90	al	al	PROPN
easat-2813	1	91	-	-	PUNCT
easat-2813	1	92	ameed	ameed	NOUN
easat-2813	1	93	,	,	PUNCT
easat-2813	1	94	56001	56001	NUM
easat-2813	1	95	karbala	karbala	NOUN
easat-2813	1	96	,	,	PUNCT
easat-2813	1	97	iraq	iraq	PROPN
easat-2813	1	98	;	;	PUNCT
easat-2813	1	99	eng.mohammed.j@alameed.edu.iq	eng.mohammed.j@alameed.edu.iq	NOUN
easat-2813	1	100	(	(	PUNCT
easat-2813	1	101	a.m.r	a.m.r	ADJ
easat-2813	1	102	.	.	PUNCT
easat-2813	1	103	)	)	PUNCT
easat-2813	2	1	alialmosawi@alameed.edu.iq	alialmosawi@alameed.edu.iq	NOUN
easat-2813	2	2	(	(	PUNCT
easat-2813	2	3	m.j.m	m.j.m	NOUN
easat-2813	2	4	.	.	PUNCT
easat-2813	2	5	)	)	PUNCT
easat-2813	2	6	.	.	PUNCT
easat-2813	3	1	3department	3department	NUM
easat-2813	3	2	of	of	ADP
easat-2813	3	3	electrical	electrical	ADJ
easat-2813	3	4	and	and	CCONJ
easat-2813	3	5	electronic	electronic	ADJ
easat-2813	3	6	engineering	engineering	NOUN
easat-2813	3	7	,	,	PUNCT
easat-2813	3	8	university	university	NOUN
easat-2813	3	9	of	of	ADP
easat-2813	3	10	kerbala	kerbala	PROPN
easat-2813	3	11	,	,	PUNCT
easat-2813	3	12	56001	56001	NUM
easat-2813	3	13	karbala	karbala	NOUN
easat-2813	3	14	,	,	PUNCT
easat-2813	3	15	iraq	iraq	PROPN
easat-2813	3	16	;	;	PUNCT
easat-2813	3	17	hussban.a@s.uokerbala.edu.iq	hussban.a@s.uokerbala.edu.iq	PROPN
easat-2813	3	18	(	(	PUNCT
easat-2813	3	19	h.a.s	h.a.s	NOUN
easat-2813	3	20	.	.	PUNCT
easat-2813	3	21	)	)	PUNCT
easat-2813	3	22	.	.	PUNCT
easat-2813	4	1	4,5university	4,5university	NOUN
easat-2813	4	2	of	of	ADP
easat-2813	4	3	warith	warith	ADP
easat-2813	4	4	al	al	PROPN
easat-2813	4	5	-	-	PUNCT
easat-2813	4	6	anbiyaa	anbiyaa	PROPN
easat-2813	4	7	,	,	PUNCT
easat-2813	4	8	56001	56001	NUM
easat-2813	4	9	karbala	karbala	NOUN
easat-2813	4	10	,	,	PUNCT
easat-2813	4	11	iraq	iraq	PROPN
easat-2813	4	12	;	;	PUNCT
easat-2813	4	13	mareim.hu@uowa.edu.iq	mareim.hu@uowa.edu.iq	X
easat-2813	4	14	(	(	PUNCT
easat-2813	4	15	m.h.c	m.h.c	NOUN
easat-2813	4	16	.	.	PUNCT
easat-2813	4	17	)	)	PUNCT
easat-2813	4	18	mustfa1521995@gmail.com	mustfa1521995@gmail.com	NOUN
easat-2813	5	1	(	(	PUNCT
easat-2813	5	2	m.h.a	m.h.a	NOUN
easat-2813	5	3	.	.	PUNCT
easat-2813	5	4	)	)	PUNCT
easat-2813	5	5	.	.	PUNCT
easat-2813	6	1	abstract	abstract	ADJ
easat-2813	6	2	:	:	PUNCT
easat-2813	6	3	rece	rece	PROPN
easat-2813	6	4	with	with	ADP
easat-2813	6	5	t	t	PROPN
easat-2813	6	6	advancements	advancement	NOUN
easat-2813	6	7	in	in	ADP
easat-2813	6	8	modern	modern	ADJ
easat-2813	6	9	technology	technology	NOUN
easat-2813	6	10	have	have	AUX
easat-2813	6	11	significantly	significantly	ADV
easat-2813	6	12	enhanced	enhance	VERB
easat-2813	6	13	the	the	DET
easat-2813	6	14	transmission	transmission	NOUN
easat-2813	6	15	of	of	ADP
easat-2813	6	16	information	information	NOUN
easat-2813	6	17	,	,	PUNCT
easat-2813	6	18	particularly	particularly	ADV
easat-2813	6	19	in	in	ADP
easat-2813	6	20	image	image	NOUN
easat-2813	6	21	processing	processing	NOUN
easat-2813	6	22	,	,	PUNCT
easat-2813	6	23	utilizing	utilize	VERB
easat-2813	6	24	deep	deep	ADJ
easat-2813	6	25	learning	learning	NOUN
easat-2813	6	26	algorithms	algorithm	NOUN
easat-2813	6	27	.	.	PUNCT
easat-2813	7	1	this	this	DET
easat-2813	7	2	study	study	NOUN
easat-2813	7	3	aims	aim	VERB
easat-2813	7	4	to	to	PART
easat-2813	7	5	propose	propose	VERB
easat-2813	7	6	a	a	DET
easat-2813	7	7	a	a	DET
easat-2813	7	8	robust	robust	ADJ
easat-2813	7	9	deep	deep	ADV
easat-2813	7	10	-	-	PUNCT
easat-2813	7	11	learning	learn	VERB
easat-2813	7	12	strategy	strategy	NOUN
easat-2813	7	13	for	for	ADP
easat-2813	7	14	detecting	detect	VERB
easat-2813	7	15	and	and	CCONJ
easat-2813	7	16	recognizing	recognize	VERB
easat-2813	7	17	eye	eye	NOUN
easat-2813	7	18	defects	defect	NOUN
easat-2813	7	19	and	and	CCONJ
easat-2813	7	20	diseases	disease	NOUN
easat-2813	7	21	from	from	ADP
easat-2813	7	22	medical	medical	ADJ
easat-2813	7	23	images	image	NOUN
easat-2813	7	24	.	.	PUNCT
easat-2813	8	1	we	we	PRON
easat-2813	8	2	present	present	VERB
easat-2813	8	3	a	a	DET
easat-2813	8	4	detailed	detailed	ADJ
easat-2813	8	5	practical	practical	ADJ
easat-2813	8	6	simulation	simulation	NOUN
easat-2813	8	7	of	of	ADP
easat-2813	8	8	hybrid	hybrid	ADJ
easat-2813	8	9	deep	deep	ADJ
easat-2813	8	10	learning	learning	NOUN
easat-2813	8	11	techniques	technique	NOUN
easat-2813	8	12	designed	design	VERB
easat-2813	8	13	for	for	ADP
easat-2813	8	14	medical	medical	ADJ
easat-2813	8	15	image	image	NOUN
easat-2813	8	16	classification	classification	NOUN
easat-2813	8	17	based	base	VERB
easat-2813	8	18	on	on	ADP
easat-2813	8	19	multi	multi	ADJ
easat-2813	8	20	-	-	ADJ
easat-2813	8	21	descriptor	descriptor	ADJ
easat-2813	8	22	algorithms	algorithm	NOUN
easat-2813	8	23	.	.	PUNCT
easat-2813	9	1	the	the	DET
easat-2813	9	2	focus	focus	NOUN
easat-2813	9	3	is	be	AUX
easat-2813	9	4	on	on	ADP
easat-2813	9	5	the	the	DET
easat-2813	9	6	classification	classification	NOUN
easat-2813	9	7	of	of	ADP
easat-2813	9	8	eye	eye	NOUN
easat-2813	9	9	diseases	disease	NOUN
easat-2813	9	10	by	by	ADP
easat-2813	9	11	applying	apply	VERB
easat-2813	9	12	an	an	DET
easat-2813	9	13	advanced	advanced	ADJ
easat-2813	9	14	deep	deep	ADJ
easat-2813	9	15	-	-	PUNCT
easat-2813	9	16	learning	learn	VERB
easat-2813	9	17	algorithm	algorithm	NOUN
easat-2813	9	18	to	to	ADP
easat-2813	9	19	a	a	DET
easat-2813	9	20	dataset	dataset	NOUN
easat-2813	9	21	comprising	comprise	VERB
easat-2813	9	22	various	various	ADJ
easat-2813	9	23	pathological	pathological	ADJ
easat-2813	9	24	eye	eye	NOUN
easat-2813	9	25	conditions	condition	NOUN
easat-2813	9	26	.	.	PUNCT
easat-2813	10	1	training	training	NOUN
easat-2813	10	2	operations	operation	NOUN
easat-2813	10	3	for	for	ADP
easat-2813	10	4	the	the	DET
easat-2813	10	5	proposed	propose	VERB
easat-2813	10	6	algorithm	algorithm	NOUN
easat-2813	10	7	were	be	AUX
easat-2813	10	8	conducted	conduct	VERB
easat-2813	10	9	following	follow	VERB
easat-2813	10	10	the	the	DET
easat-2813	10	11	initialization	initialization	NOUN
easat-2813	10	12	phase	phase	NOUN
easat-2813	10	13	,	,	PUNCT
easat-2813	10	14	which	which	PRON
easat-2813	10	15	included	include	VERB
easat-2813	10	16	the	the	DET
easat-2813	10	17	extraction	extraction	NOUN
easat-2813	10	18	of	of	ADP
easat-2813	10	19	multi	multi	ADJ
easat-2813	10	20	-	-	NOUN
easat-2813	10	21	specification	specification	NOUN
easat-2813	10	22	features	feature	NOUN
easat-2813	10	23	.	.	PUNCT
easat-2813	11	1	this	this	PRON
easat-2813	11	2	enables	enable	VERB
easat-2813	11	3	the	the	DET
easat-2813	11	4	deep	deep	ADJ
easat-2813	11	5	learning	learning	NOUN
easat-2813	11	6	model	model	NOUN
easat-2813	11	7	to	to	PART
easat-2813	11	8	effectively	effectively	ADV
easat-2813	11	9	analyze	analyze	VERB
easat-2813	11	10	input	input	NOUN
easat-2813	11	11	eye	eye	NOUN
easat-2813	11	12	images	image	NOUN
easat-2813	11	13	and	and	CCONJ
easat-2813	11	14	accurately	accurately	ADV
easat-2813	11	15	diagnose	diagnose	VERB
easat-2813	11	16	conditions	condition	NOUN
easat-2813	11	17	.	.	PUNCT
easat-2813	12	1	our	our	PRON
easat-2813	12	2	results	result	NOUN
easat-2813	12	3	demonstrate	demonstrate	VERB
easat-2813	12	4	a	a	DET
easat-2813	12	5	diagnostic	diagnostic	ADJ
easat-2813	12	6	efficiency	efficiency	NOUN
easat-2813	12	7	of	of	ADP
easat-2813	12	8	99	99	NUM
easat-2813	12	9	%	%	NOUN
easat-2813	12	10	,	,	PUNCT
easat-2813	12	11	with	with	ADP
easat-2813	12	12	an	an	DET
easat-2813	12	13	error	error	NOUN
easat-2813	12	14	rate	rate	NOUN
easat-2813	12	15	not	not	PART
easat-2813	12	16	exceeding	exceed	VERB
easat-2813	12	17	0.015	0.015	NUM
easat-2813	12	18	%	%	NOUN
easat-2813	12	19	.	.	PUNCT
easat-2813	13	1	the	the	DET
easat-2813	13	2	findings	finding	NOUN
easat-2813	13	3	underscore	underscore	VERB
easat-2813	13	4	the	the	DET
easat-2813	13	5	high	high	ADJ
easat-2813	13	6	efficiency	efficiency	NOUN
easat-2813	13	7	and	and	CCONJ
easat-2813	13	8	accuracy	accuracy	NOUN
easat-2813	13	9	of	of	ADP
easat-2813	13	10	deep	deep	ADJ
easat-2813	13	11	learning	learning	NOUN
easat-2813	13	12	algorithms	algorithm	NOUN
easat-2813	13	13	in	in	ADP
easat-2813	13	14	classifying	classify	VERB
easat-2813	13	15	and	and	CCONJ
easat-2813	13	16	analyzing	analyze	VERB
easat-2813	13	17	image	image	NOUN
easat-2813	13	18	data	datum	NOUN
easat-2813	13	19	,	,	PUNCT
easat-2813	13	20	thereby	thereby	ADV
easat-2813	13	21	significantly	significantly	ADV
easat-2813	13	22	reducing	reduce	VERB
easat-2813	13	23	the	the	DET
easat-2813	13	24	workload	workload	NOUN
easat-2813	13	25	for	for	ADP
easat-2813	13	26	healthcare	healthcare	NOUN
easat-2813	13	27	professionals	professional	NOUN
easat-2813	13	28	.	.	PUNCT
easat-2813	14	1	keywords	keyword	NOUN
easat-2813	14	2	:	:	PUNCT
easat-2813	14	3	deep	deep	ADJ
easat-2813	14	4	learning	learning	NOUN
easat-2813	14	5	techniques	technique	NOUN
easat-2813	14	6	,	,	PUNCT
easat-2813	14	7	detect	detect	VERB
easat-2813	14	8	tire	tire	NOUN
easat-2813	14	9	defects	defect	NOUN
easat-2813	14	10	image	image	NOUN
easat-2813	14	11	classification	classification	NOUN
easat-2813	14	12	mechanisms	mechanism	NOUN
easat-2813	14	13	,	,	PUNCT
easat-2813	14	14	eye	eye	NOUN
easat-2813	14	15	diseases	disease	NOUN
easat-2813	14	16	,	,	PUNCT
easat-2813	14	17	fingerprint	fingerprint	NOUN
easat-2813	14	18	.	.	PUNCT
easat-2813	15	1	1	1	X
easat-2813	15	2	.	.	X
easat-2813	15	3	introduction	introduction	NOUN
easat-2813	15	4	machine	machine	NOUN
easat-2813	15	5	learning	learning	NOUN
easat-2813	15	6	and	and	CCONJ
easat-2813	15	7	profound	profound	ADJ
easat-2813	15	8	learning	learning	NOUN
easat-2813	15	9	are	be	AUX
easat-2813	15	10	parts	part	NOUN
easat-2813	15	11	of	of	ADP
easat-2813	15	12	artificial	artificial	ADJ
easat-2813	15	13	intelligence	intelligence	NOUN
easat-2813	15	14	strategies	strategy	NOUN
easat-2813	15	15	that	that	PRON
easat-2813	15	16	permit	permit	VERB
easat-2813	15	17	pc	pc	NOUN
easat-2813	15	18	systems	system	NOUN
easat-2813	15	19	to	to	PART
easat-2813	15	20	advance	advance	VERB
easat-2813	15	21	straightforwardly	straightforwardly	ADV
easat-2813	15	22	from	from	ADP
easat-2813	15	23	models	model	NOUN
easat-2813	15	24	,	,	PUNCT
easat-2813	15	25	data	datum	NOUN
easat-2813	15	26	,	,	PUNCT
easat-2813	15	27	and	and	CCONJ
easat-2813	15	28	experience	experience	NOUN
easat-2813	15	29	.	.	PUNCT
easat-2813	16	1	numerous	numerous	ADJ
easat-2813	16	2	algorithms	algorithm	NOUN
easat-2813	16	3	are	be	AUX
easat-2813	16	4	accessible	accessible	ADJ
easat-2813	16	5	and	and	CCONJ
easat-2813	16	6	sadly	sadly	ADV
easat-2813	16	7	likewise	likewise	ADV
easat-2813	16	8	unfit	unfit	ADJ
easat-2813	16	9	to	to	PART
easat-2813	16	10	determine	determine	VERB
easat-2813	16	11	the	the	DET
easat-2813	16	12	ideal	ideal	ADJ
easat-2813	16	13	algorithm	algorithm	NOUN
easat-2813	16	14	for	for	ADP
easat-2813	16	15	the	the	DET
easat-2813	16	16	issue	issue	NOUN
easat-2813	16	17	.	.	PUNCT
easat-2813	17	1	every	every	DET
easat-2813	17	2	algorithm	algorithm	NOUN
easat-2813	17	3	contrast	contrast	NOUN
easat-2813	17	4	in	in	ADP
easat-2813	17	5	the	the	DET
easat-2813	17	6	idea	idea	NOUN
easat-2813	17	7	of	of	ADP
easat-2813	17	8	its	its	PRON
easat-2813	17	9	design	design	NOUN
easat-2813	17	10	,	,	PUNCT
easat-2813	17	11	its	its	PRON
easat-2813	17	12	strategy	strategy	NOUN
easat-2813	17	13	for	for	ADP
easat-2813	17	14	activity	activity	NOUN
easat-2813	17	15	,	,	PUNCT
easat-2813	17	16	and	and	CCONJ
easat-2813	17	17	the	the	DET
easat-2813	17	18	kind	kind	NOUN
easat-2813	17	19	of	of	ADP
easat-2813	17	20	data	datum	NOUN
easat-2813	17	21	it	it	PRON
easat-2813	17	22	processes	process	VERB
easat-2813	17	23	.	.	PUNCT
easat-2813	18	1	this	this	DET
easat-2813	18	2	distinction	distinction	NOUN
easat-2813	18	3	is	be	AUX
easat-2813	18	4	because	because	SCONJ
easat-2813	18	5	of	of	ADP
easat-2813	18	6	the	the	DET
easat-2813	18	7	multiplicity	multiplicity	NOUN
easat-2813	18	8	and	and	CCONJ
easat-2813	18	9	variety	variety	NOUN
easat-2813	18	10	of	of	ADP
easat-2813	18	11	utilizations	utilization	NOUN
easat-2813	18	12	,	,	PUNCT
easat-2813	18	13	the	the	DET
easat-2813	18	14	fluctuation	fluctuation	NOUN
easat-2813	18	15	of	of	ADP
easat-2813	18	16	the	the	DET
easat-2813	18	17	data	datum	NOUN
easat-2813	18	18	,	,	PUNCT
easat-2813	18	19	and	and	CCONJ
easat-2813	18	20	its	its	PRON
easat-2813	18	21	huge	huge	ADJ
easat-2813	18	22	number	number	NOUN
easat-2813	18	23	.	.	PUNCT
easat-2813	19	1	machines	machine	NOUN
easat-2813	19	2	are	be	AUX
easat-2813	19	3	not	not	PART
easat-2813	19	4	inherently	inherently	ADV
easat-2813	19	5	astute	astute	ADJ
easat-2813	19	6	.	.	PUNCT
easat-2813	20	1	in	in	ADP
easat-2813	20	2	any	any	DET
easat-2813	20	3	case	case	NOUN
easat-2813	20	4	,	,	PUNCT
easat-2813	20	5	the	the	DET
easat-2813	20	6	machines	machine	NOUN
easat-2813	20	7	,	,	PUNCT
easat-2813	20	8	they	they	PRON
easat-2813	20	9	are	be	AUX
easat-2813	20	10	intended	intend	VERB
easat-2813	20	11	to	to	PART
easat-2813	20	12	perform	perform	VERB
easat-2813	20	13	unequivocal	unequivocal	ADJ
easat-2813	20	14	assignments	assignment	NOUN
easat-2813	20	15	,	,	PUNCT
easat-2813	20	16	similar	similar	ADJ
easat-2813	20	17	to	to	ADP
easat-2813	20	18	action	action	NOUN
easat-2813	20	19	rail	rail	NOUN
easat-2813	20	20	lines	line	NOUN
easat-2813	20	21	,	,	PUNCT
easat-2813	20	22	traffic	traffic	NOUN
easat-2813	20	23	stream	stream	NOUN
easat-2813	20	24	control	control	NOUN
easat-2813	20	25	,	,	PUNCT
easat-2813	20	26	profound	profound	ADJ
easat-2813	20	27	pit	pit	NOUN
easat-2813	20	28	exhuming	exhuming	NOUN
easat-2813	20	29	,	,	PUNCT
easat-2813	20	30	go	go	VERB
easat-2813	20	31	to	to	ADP
easat-2813	20	32	space	space	NOUN
easat-2813	20	33	and	and	CCONJ
easat-2813	20	34	shoot	shoot	VERB
easat-2813	20	35	moving	move	VERB
easat-2813	20	36	things	thing	NOUN
easat-2813	20	37	.	.	PUNCT
easat-2813	21	1	machines	machine	NOUN
easat-2813	21	2	play	play	VERB
easat-2813	21	3	out	out	ADP
easat-2813	21	4	their	their	PRON
easat-2813	21	5	undertakings	undertaking	NOUN
easat-2813	21	6	a	a	DET
easat-2813	21	7	ton	ton	NOUN
easat-2813	21	8	faster	fast	ADV
easat-2813	21	9	and	and	CCONJ
easat-2813	21	10	at	at	ADP
easat-2813	21	11	a	a	DET
easat-2813	21	12	more	more	ADV
easat-2813	21	13	elevated	elevated	ADJ
easat-2813	21	14	level	level	NOUN
easat-2813	21	15	exactness	exactness	NOUN
easat-2813	21	16	stood	stand	VERB
easat-2813	21	17	out	out	ADP
easat-2813	21	18	from	from	ADP
easat-2813	21	19	individuals	individual	NOUN
easat-2813	21	20	.	.	PUNCT
easat-2813	22	1	the	the	DET
easat-2813	22	2	fundamental	fundamental	ADJ
easat-2813	22	3	differentiation	differentiation	NOUN
easat-2813	22	4	among	among	ADP
easat-2813	22	5	individuals	individual	NOUN
easat-2813	22	6	and	and	CCONJ
easat-2813	22	7	machines	machine	NOUN
easat-2813	22	8	in	in	ADP
easat-2813	22	9	taking	take	VERB
easat-2813	22	10	consideration	consideration	NOUN
easat-2813	22	11	of	of	ADP
easat-2813	22	12	their	their	PRON
easat-2813	22	13	obligations	obligation	NOUN
easat-2813	22	14	is	be	AUX
easat-2813	22	15	information	information	NOUN
easat-2813	22	16	.	.	PUNCT
easat-2813	23	1	the	the	DET
easat-2813	23	2	human	human	ADJ
easat-2813	23	3	mind	mind	NOUN
easat-2813	23	4	it	it	PRON
easat-2813	23	5	gets	get	VERB
easat-2813	23	6	data	datum	NOUN
easat-2813	23	7	gathered	gather	VERB
easat-2813	23	8	by	by	ADP
easat-2813	23	9	the	the	DET
easat-2813	23	10	five	five	NUM
easat-2813	23	11	identifies	identifie	NOUN
easat-2813	23	12	:	:	PUNCT
easat-2813	23	13	sight	sight	NOUN
easat-2813	23	14	,	,	PUNCT
easat-2813	23	15	hearing	hearing	NOUN
easat-2813	23	16	,	,	PUNCT
easat-2813	23	17	smell	smell	NOUN
easat-2813	23	18	,	,	PUNCT
easat-2813	23	19	taste	taste	NOUN
easat-2813	23	20	and	and	CCONJ
easat-2813	23	21	contact	contact	NOUN
easat-2813	23	22	.	.	PUNCT
easat-2813	24	1	during	during	ADP
easat-2813	24	2	the	the	DET
easat-2813	24	3	time	time	NOUN
easat-2813	24	4	spent	spend	VERB
easat-2813	24	5	discernment	discernment	NOUN
easat-2813	24	6	,	,	PUNCT
easat-2813	24	7	data	datum	NOUN
easat-2813	24	8	are	be	AUX
easat-2813	24	9	coordinated	coordinate	VERB
easat-2813	24	10	,	,	PUNCT
easat-2813	24	11	saw	see	VERB
easat-2813	24	12	by	by	ADP
easat-2813	24	13	contrasting	contrast	VERB
easat-2813	24	14	them	they	PRON
easat-2813	24	15	and	and	CCONJ
easat-2813	24	16	past	past	ADJ
easat-2813	24	17	experiences	experience	NOUN
easat-2813	24	18	that	that	PRON
easat-2813	24	19	were	be	AUX
easat-2813	24	20	put	put	VERB
easat-2813	24	21	away	away	ADV
easat-2813	24	22	in	in	ADP
easat-2813	24	23	memory	memory	NOUN
easat-2813	24	24	and	and	CCONJ
easat-2813	24	25	unravelled	unravelled	ADJ
easat-2813	24	26	.	.	PUNCT
easat-2813	25	1	as	as	ADP
easat-2813	25	2	necessary	necessary	ADJ
easat-2813	25	3	,	,	PUNCT
easat-2813	25	4	the	the	DET
easat-2813	25	5	mind	mind	NOUN
easat-2813	25	6	pursues	pursue	VERB
easat-2813	25	7	the	the	DET
easat-2813	25	8	decision	decision	NOUN
easat-2813	25	9	and	and	CCONJ
easat-2813	25	10	guides	guide	VERB
easat-2813	25	11	the	the	DET
easat-2813	25	12	body	body	NOUN
easat-2813	25	13	parts	part	NOUN
easat-2813	25	14	to	to	PART
easat-2813	25	15	answer	answer	VERB
easat-2813	25	16	it	it	PRON
easat-2813	25	17	this	this	DET
easat-2813	25	18	work	work	NOUN
easat-2813	25	19	.	.	PUNCT
easat-2813	26	1	close	close	ADJ
easat-2813	26	2	to	to	ADP
easat-2813	26	3	the	the	DET
easat-2813	26	4	finish	finish	NOUN
easat-2813	26	5	of	of	ADP
easat-2813	26	6	the	the	DET
easat-2813	26	7	experience	experience	NOUN
easat-2813	26	8	,	,	PUNCT
easat-2813	26	9	it	it	PRON
easat-2813	26	10	may	may	AUX
easat-2813	26	11	be	be	AUX
easat-2813	26	12	put	put	VERB
easat-2813	26	13	away	away	ADV
easat-2813	26	14	in	in	ADP
easat-2813	26	15	memory	memory	NOUN
easat-2813	26	16	for	for	ADP
easat-2813	26	17	future	future	ADJ
easat-2813	26	18	benefits	benefit	NOUN
easat-2813	26	19	[	[	X
easat-2813	26	20	1	1	NUM
easat-2813	26	21	-	-	SYM
easat-2813	26	22	5	5	NUM
easat-2813	26	23	]	]	PUNCT
easat-2813	26	24	.	.	PUNCT
easat-2813	27	1	the	the	DET
easat-2813	27	2	innovations	innovation	NOUN
easat-2813	27	3	endeavour	endeavour	VERB
easat-2813	27	4	to	to	PART
easat-2813	27	5	address	address	VERB
easat-2813	27	6	and	and	CCONJ
easat-2813	27	7	re	re	VERB
easat-2813	27	8	-	-	VERB
easat-2813	27	9	enact	enact	VERB
easat-2813	27	10	the	the	DET
easat-2813	27	11	individual	individual	NOUN
easat-2813	27	12	's	's	PART
easat-2813	27	13	information	information	NOUN
easat-2813	27	14	and	and	CCONJ
easat-2813	27	15	human	human	ADJ
easat-2813	27	16	mental	mental	ADJ
easat-2813	27	17	view	view	NOUN
easat-2813	27	18	of	of	ADP
easat-2813	27	19	the	the	DET
easat-2813	27	20	individual	individual	NOUN
easat-2813	27	21	's	's	PART
easat-2813	27	22	look	look	NOUN
easat-2813	27	23	so	so	SCONJ
easat-2813	27	24	the	the	DET
easat-2813	27	25	impression	impression	NOUN
easat-2813	27	26	is	be	AUX
easat-2813	27	27	of	of	ADP
easat-2813	27	28	an	an	DET
easat-2813	27	29	outside	outside	NOUN
easat-2813	27	30	,	,	PUNCT
easat-2813	27	31	three	three	NUM
easat-2813	27	32	-	-	PUNCT
easat-2813	27	33	layered	layered	ADJ
easat-2813	27	34	nature	nature	NOUN
easat-2813	27	35	.	.	PUNCT
easat-2813	28	1	the	the	DET
easat-2813	28	2	intelligence	intelligence	NOUN
easat-2813	28	3	of	of	ADP
easat-2813	28	4	the	the	DET
easat-2813	28	5	individual	individual	ADJ
easat-2813	28	6	human	human	ADJ
easat-2813	28	7	mind	mind	NOUN
easat-2813	28	8	has	have	AUX
easat-2813	28	9	been	be	AUX
easat-2813	28	10	endeavoured	endeavour	VERB
easat-2813	28	11	for	for	ADP
easat-2813	28	12	a	a	DET
easat-2813	28	13	really	really	ADV
easat-2813	28	14	long	long	ADJ
easat-2813	28	15	time	time	NOUN
easat-2813	28	16	to	to	PART
easat-2813	28	17	perceive	perceive	VERB
easat-2813	28	18	and	and	CCONJ
easat-2813	28	19	3709	3709	NUM
easat-2813	28	20	edelweiss	edelweiss	PROPN
easat-2813	28	21	applied	apply	VERB
easat-2813	28	22	science	science	NOUN
easat-2813	28	23	and	and	CCONJ
easat-2813	28	24	technology	technology	NOUN
easat-2813	28	25	issn	issn	PROPN
easat-2813	28	26	:	:	PUNCT
easat-2813	28	27	2576	2576	NUM
easat-2813	28	28	-	-	SYM
easat-2813	28	29	8484	8484	NUM
easat-2813	28	30	vol	vol	NOUN
easat-2813	28	31	.	.	PROPN
easat-2813	29	1	8	8	NUM
easat-2813	29	2	,	,	PUNCT
easat-2813	29	3	no	no	INTJ
easat-2813	29	4	.	.	NOUN
easat-2813	30	1	6	6	NUM
easat-2813	30	2	:	:	SYM
easat-2813	30	3	3708	3708	NUM
easat-2813	30	4	-	-	SYM
easat-2813	30	5	3721	3721	NUM
easat-2813	30	6	,	,	PUNCT
easat-2813	30	7	2024	2024	NUM
easat-2813	30	8	doi	doi	NOUN
easat-2813	30	9	:	:	PUNCT
easat-2813	30	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	30	11	©	©	PROPN
easat-2813	30	12	2024	2024	NUM
easat-2813	30	13	by	by	ADP
easat-2813	30	14	the	the	DET
easat-2813	30	15	authors	author	NOUN
easat-2813	30	16	;	;	PUNCT
easat-2813	30	17	licensee	licensee	PROPN
easat-2813	30	18	learning	learning	PROPN
easat-2813	30	19	gate	gate	PROPN
easat-2813	30	20	control	control	PROPN
easat-2813	30	21	vision	vision	PROPN
easat-2813	30	22	caught	catch	VERB
easat-2813	30	23	through	through	ADP
easat-2813	30	24	natural	natural	ADJ
easat-2813	30	25	eyes	eye	NOUN
easat-2813	30	26	within	within	ADP
easat-2813	30	27	the	the	DET
easat-2813	30	28	human	human	ADJ
easat-2813	30	29	mind	mind	NOUN
easat-2813	30	30	.	.	PUNCT
easat-2813	31	1	these	these	DET
easat-2813	31	2	instincts	instinct	NOUN
easat-2813	31	3	act	act	VERB
easat-2813	31	4	as	as	ADP
easat-2813	31	5	the	the	DET
easat-2813	31	6	centre	centre	NOUN
easat-2813	31	7	of	of	ADP
easat-2813	31	8	growing	grow	VERB
easat-2813	31	9	new	new	ADJ
easat-2813	31	10	innovations	innovation	NOUN
easat-2813	31	11	.	.	PUNCT
easat-2813	32	1	rich	rich	ADJ
easat-2813	32	2	assets	asset	NOUN
easat-2813	32	3	presently	presently	ADV
easat-2813	32	4	accelerate	accelerate	VERB
easat-2813	32	5	crafted	craft	VERB
easat-2813	32	6	by	by	ADP
easat-2813	32	7	examiners	examiner	NOUN
easat-2813	32	8	to	to	PART
easat-2813	32	9	find	find	VERB
easat-2813	32	10	all	all	DET
easat-2813	32	11	the	the	DET
easat-2813	32	12	finer	fine	ADJ
easat-2813	32	13	subtleties	subtlety	NOUN
easat-2813	32	14	in	in	ADP
easat-2813	32	15	the	the	DET
easat-2813	32	16	design	design	NOUN
easat-2813	32	17	of	of	ADP
easat-2813	32	18	pictures	picture	NOUN
easat-2813	32	19	[	[	X
easat-2813	32	20	4,5	4,5	NUM
easat-2813	32	21	]	]	PUNCT
easat-2813	32	22	.	.	PUNCT
easat-2813	33	1	such	such	ADJ
easat-2813	33	2	upgrades	upgrade	NOUN
easat-2813	33	3	are	be	AUX
easat-2813	33	4	because	because	SCONJ
easat-2813	33	5	of	of	ADP
easat-2813	33	6	the	the	DET
easat-2813	33	7	abilities	ability	NOUN
easat-2813	33	8	of	of	ADP
easat-2813	33	9	representing	represent	VERB
easat-2813	33	10	the	the	DET
easat-2813	33	11	human	human	ADJ
easat-2813	33	12	mind	mind	NOUN
easat-2813	33	13	through	through	ADP
easat-2813	33	14	using	use	VERB
easat-2813	33	15	of	of	ADP
easat-2813	33	16	best	good	ADJ
easat-2813	33	17	systems	system	NOUN
easat-2813	33	18	and	and	CCONJ
easat-2813	33	19	profound	profound	ADJ
easat-2813	33	20	learning	learning	NOUN
easat-2813	33	21	procedures	procedure	NOUN
easat-2813	33	22	,	,	PUNCT
easat-2813	33	23	for	for	ADP
easat-2813	33	24	example	example	NOUN
easat-2813	33	25	,	,	PUNCT
easat-2813	33	26	neural	neural	ADJ
easat-2813	33	27	cloud	cloud	NOUN
easat-2813	33	28	networks	network	NOUN
easat-2813	33	29	like	like	ADP
easat-2813	33	30	cnn	cnn	PROPN
easat-2813	33	31	.	.	PUNCT
easat-2813	34	1	applications	application	NOUN
easat-2813	34	2	on	on	ADP
easat-2813	34	3	google	google	PROPN
easat-2813	34	4	,	,	PUNCT
easat-2813	34	5	facebook	facebook	PROPN
easat-2813	34	6	,	,	PUNCT
easat-2813	34	7	microsoft	microsoft	PROPN
easat-2813	34	8	,	,	PUNCT
easat-2813	34	9	as	as	ADV
easat-2813	34	10	well	well	ADV
easat-2813	34	11	as	as	ADP
easat-2813	34	12	snap	snap	VERB
easat-2813	34	13	/	/	SYM
easat-2813	34	14	talk	talk	NOUN
easat-2813	34	15	are	be	AUX
easat-2813	34	16	delayed	delay	VERB
easat-2813	34	17	consequences	consequence	NOUN
easat-2813	34	18	of	of	ADP
easat-2813	34	19	enormous	enormous	ADJ
easat-2813	34	20	enhancements	enhancement	NOUN
easat-2813	34	21	in	in	ADP
easat-2813	34	22	pc	pc	NOUN
easat-2813	34	23	vision	vision	NOUN
easat-2813	34	24	and	and	CCONJ
easat-2813	34	25	profound	profound	ADJ
easat-2813	34	26	learning	learning	NOUN
easat-2813	34	27	.	.	PUNCT
easat-2813	35	1	over	over	ADP
easat-2813	35	2	the	the	DET
easat-2813	35	3	long	long	ADJ
easat-2813	35	4	run	run	NOUN
easat-2813	35	5	,	,	PUNCT
easat-2813	35	6	the	the	DET
easat-2813	35	7	making	making	NOUN
easat-2813	35	8	of	of	ADP
easat-2813	35	9	a	a	DET
easat-2813	35	10	dream	dream	NOUN
easat-2813	35	11	in	in	ADP
easat-2813	35	12	light	light	NOUN
easat-2813	35	13	of	of	ADP
easat-2813	35	14	mental	mental	ADJ
easat-2813	35	15	discernment	discernment	NOUN
easat-2813	35	16	has	have	AUX
easat-2813	35	17	transformed	transform	VERB
easat-2813	35	18	into	into	ADP
easat-2813	35	19	a	a	DET
easat-2813	35	20	simple	simple	ADJ
easat-2813	35	21	heuristic	heuristic	ADJ
easat-2813	35	22	technique	technique	NOUN
easat-2813	35	23	into	into	ADP
easat-2813	35	24	insightful	insightful	ADJ
easat-2813	35	25	treatment	treatment	NOUN
easat-2813	35	26	systems	system	NOUN
easat-2813	35	27	that	that	PRON
easat-2813	35	28	could	could	AUX
easat-2813	35	29	explain	explain	VERB
easat-2813	35	30	this	this	DET
easat-2813	35	31	current	current	ADJ
easat-2813	35	32	reality	reality	NOUN
easat-2813	35	33	[	[	X
easat-2813	35	34	6	6	NUM
easat-2813	35	35	]	]	PUNCT
easat-2813	35	36	.	.	PUNCT
easat-2813	36	1	profound	profound	ADJ
easat-2813	36	2	learning	learning	NOUN
easat-2813	36	3	is	be	AUX
easat-2813	36	4	described	describe	VERB
easat-2813	36	5	as	as	ADP
easat-2813	36	6	a	a	DET
easat-2813	36	7	machine	machine	NOUN
easat-2813	36	8	learning	learning	NOUN
easat-2813	36	9	procedure	procedure	NOUN
easat-2813	36	10	,	,	PUNCT
easat-2813	36	11	where	where	SCONJ
easat-2813	36	12	many	many	ADJ
easat-2813	36	13	layers	layer	NOUN
easat-2813	36	14	of	of	ADP
easat-2813	36	15	data	datum	NOUN
easat-2813	36	16	processing	processing	NOUN
easat-2813	36	17	plants	plant	NOUN
easat-2813	36	18	are	be	AUX
easat-2813	36	19	used	use	VERB
easat-2813	36	20	,	,	PUNCT
easat-2813	36	21	through	through	ADP
easat-2813	36	22	classification	classification	NOUN
easat-2813	36	23	plans	plan	NOUN
easat-2813	36	24	and	and	CCONJ
easat-2813	36	25	their	their	PRON
easat-2813	36	26	characteristics	characteristic	NOUN
easat-2813	36	27	,	,	PUNCT
easat-2813	36	28	or	or	CCONJ
easat-2813	36	29	by	by	ADP
easat-2813	36	30	learning	learn	VERB
easat-2813	36	31	by	by	ADP
easat-2813	36	32	depiction	depiction	NOUN
easat-2813	36	33	.	.	PUNCT
easat-2813	37	1	profound	profound	ADJ
easat-2813	37	2	learning	learning	NOUN
easat-2813	37	3	is	be	AUX
easat-2813	37	4	completed	complete	VERB
easat-2813	37	5	by	by	ADP
easat-2813	37	6	neural	neural	ADJ
easat-2813	37	7	networks	network	NOUN
easat-2813	37	8	,	,	PUNCT
easat-2813	37	9	with	with	ADP
easat-2813	37	10	many	many	ADJ
easat-2813	37	11	layers	layer	NOUN
easat-2813	37	12	which	which	PRON
easat-2813	37	13	is	be	AUX
easat-2813	37	14	business	business	NOUN
easat-2813	37	15	as	as	ADP
easat-2813	37	16	usual	usual	ADJ
easat-2813	37	17	[	[	X
easat-2813	37	18	7,8	7,8	NUM
easat-2813	37	19	]	]	PUNCT
easat-2813	37	20	.	.	PUNCT
easat-2813	38	1	nonetheless	nonetheless	ADV
easat-2813	38	2	,	,	PUNCT
easat-2813	38	3	it	it	PRON
easat-2813	38	4	has	have	AUX
easat-2813	38	5	become	become	VERB
easat-2813	38	6	renowned	renowned	ADJ
easat-2813	38	7	lately	lately	ADV
easat-2813	38	8	,	,	PUNCT
easat-2813	38	9	on	on	ADP
easat-2813	38	10	account	account	NOUN
easat-2813	38	11	of	of	ADP
easat-2813	38	12	three	three	NUM
easat-2813	38	13	elements	element	NOUN
easat-2813	38	14	:	:	PUNCT
easat-2813	38	15	first	first	ADV
easat-2813	38	16	,	,	PUNCT
easat-2813	38	17	expanded	expand	VERB
easat-2813	38	18	abilities	ability	NOUN
easat-2813	38	19	to	to	PART
easat-2813	38	20	process	process	VERB
easat-2813	38	21	(	(	PUNCT
easat-2813	38	22	for	for	ADP
easat-2813	38	23	instance	instance	NOUN
easat-2813	38	24	video	video	NOUN
easat-2813	38	25	cards	card	NOUN
easat-2813	38	26	,	,	PUNCT
easat-2813	38	27	designs	design	VERB
easat-2813	38	28	processors	processor	NOUN
easat-2813	38	29	,	,	PUNCT
easat-2813	38	30	and	and	CCONJ
easat-2813	38	31	so	so	ADV
easat-2813	38	32	on	on	ADV
easat-2813	38	33	)	)	PUNCT
easat-2813	38	34	;	;	PUNCT
easat-2813	38	35	second	second	X
easat-2813	38	36	,	,	PUNCT
easat-2813	38	37	through	through	ADP
easat-2813	38	38	computers	computer	NOUN
easat-2813	38	39	;	;	PUNCT
easat-2813	38	40	third	third	ADV
easat-2813	38	41	,	,	PUNCT
easat-2813	38	42	in	in	ADP
easat-2813	38	43	light	light	NOUN
easat-2813	38	44	of	of	ADP
easat-2813	38	45	late	late	ADJ
easat-2813	38	46	advances	advance	NOUN
easat-2813	38	47	and	and	CCONJ
easat-2813	38	48	enhancements	enhancement	NOUN
easat-2813	38	49	in	in	ADP
easat-2813	38	50	profound	profound	ADJ
easat-2813	38	51	learning	learn	VERB
easat-2813	38	52	research	research	NOUN
easat-2813	38	53	.	.	PUNCT
easat-2813	39	1	profound	profound	ADJ
easat-2813	39	2	learning	learn	VERB
easat-2813	39	3	algorithms	algorithm	NOUN
easat-2813	39	4	can	can	AUX
easat-2813	39	5	be	be	AUX
easat-2813	39	6	set	set	VERB
easat-2813	39	7	up	up	ADP
easat-2813	39	8	into	into	ADP
easat-2813	39	9	three	three	NUM
easat-2813	39	10	subgroups	subgroup	NOUN
easat-2813	39	11	,	,	PUNCT
easat-2813	39	12	which	which	PRON
easat-2813	39	13	depend	depend	VERB
easat-2813	39	14	upon	upon	SCONJ
easat-2813	39	15	whether	whether	SCONJ
easat-2813	39	16	the	the	DET
easat-2813	39	17	algorithms	algorithm	NOUN
easat-2813	39	18	are	be	AUX
easat-2813	39	19	ready	ready	ADJ
easat-2813	39	20	to	to	PART
easat-2813	39	21	convey	convey	VERB
easat-2813	39	22	the	the	DET
easat-2813	39	23	results	result	NOUN
easat-2813	39	24	which	which	PRON
easat-2813	39	25	may	may	AUX
easat-2813	39	26	be	be	AUX
easat-2813	39	27	gotten	get	VERB
easat-2813	39	28	or	or	CCONJ
easat-2813	39	29	not	not	PART
easat-2813	39	30	.	.	PUNCT
easat-2813	40	1	the	the	DET
easat-2813	40	2	three	three	NUM
easat-2813	40	3	subgroups	subgroup	NOUN
easat-2813	40	4	are	be	AUX
easat-2813	40	5	requested	request	VERB
easat-2813	40	6	as	as	ADP
easat-2813	40	7	unsupervised	unsupervised	ADJ
easat-2813	40	8	,	,	PUNCT
easat-2813	40	9	administered	administer	VERB
easat-2813	40	10	,	,	PUNCT
easat-2813	40	11	and	and	CCONJ
easat-2813	40	12	hybrid	hybrid	ADJ
easat-2813	40	13	[	[	X
easat-2813	40	14	9	9	NUM
easat-2813	40	15	,	,	PUNCT
easat-2813	40	16	10	10	NUM
easat-2813	40	17	]	]	PUNCT
easat-2813	40	18	.	.	PUNCT
easat-2813	41	1	1.1	1.1	NUM
easat-2813	41	2	.	.	PUNCT
easat-2813	41	3	features	feature	VERB
easat-2813	41	4	extraction	extraction	NOUN
easat-2813	41	5	(	(	PUNCT
easat-2813	41	6	descriptor	descriptor	NOUN
easat-2813	41	7	)	)	PUNCT
easat-2813	41	8	a	a	DET
easat-2813	41	9	feature	feature	NOUN
easat-2813	41	10	descriptor	descriptor	NOUN
easat-2813	41	11	is	be	AUX
easat-2813	41	12	a	a	DET
easat-2813	41	13	method	method	NOUN
easat-2813	41	14	that	that	SCONJ
easat-2813	41	15	extracts	extract	NOUN
easat-2813	41	16	feature	feature	NOUN
easat-2813	41	17	descriptions	description	NOUN
easat-2813	41	18	for	for	ADP
easat-2813	41	19	a	a	DET
easat-2813	41	20	specific	specific	ADJ
easat-2813	41	21	point	point	NOUN
easat-2813	41	22	of	of	ADP
easat-2813	41	23	interest	interest	NOUN
easat-2813	41	24	(	(	PUNCT
easat-2813	41	25	or	or	CCONJ
easat-2813	41	26	the	the	DET
easat-2813	41	27	whole	whole	ADJ
easat-2813	41	28	image	image	NOUN
easat-2813	41	29	)	)	PUNCT
easat-2813	41	30	.	.	PUNCT
easat-2813	42	1	feature	feature	NOUN
easat-2813	42	2	descriptors	descriptor	NOUN
easat-2813	42	3	act	act	VERB
easat-2813	42	4	as	as	ADP
easat-2813	42	5	a	a	DET
easat-2813	42	6	kind	kind	NOUN
easat-2813	42	7	of	of	ADP
easat-2813	42	8	digital	digital	ADJ
easat-2813	42	9	“	"	PUNCT
easat-2813	42	10	fingerprint	fingerprint	NOUN
easat-2813	42	11	”	"	PUNCT
easat-2813	42	12	that	that	PRON
easat-2813	42	13	we	we	PRON
easat-2813	42	14	can	can	AUX
easat-2813	42	15	use	use	VERB
easat-2813	42	16	to	to	PART
easat-2813	42	17	distinguish	distinguish	VERB
easat-2813	42	18	one	one	NUM
easat-2813	42	19	feature	feature	NOUN
easat-2813	42	20	from	from	ADP
easat-2813	42	21	another	another	PRON
easat-2813	42	22	by	by	ADP
easat-2813	42	23	encoding	encode	VERB
easat-2813	42	24	information	information	NOUN
easat-2813	42	25	of	of	ADP
easat-2813	42	26	interest	interest	NOUN
easat-2813	42	27	into	into	ADP
easat-2813	42	28	a	a	DET
easat-2813	42	29	string	string	NOUN
easat-2813	42	30	of	of	ADP
easat-2813	42	31	numbers	number	NOUN
easat-2813	42	32	.	.	PUNCT
easat-2813	43	1	a	a	DET
easat-2813	43	2	feature	feature	NOUN
easat-2813	43	3	is	be	AUX
easat-2813	43	4	a	a	DET
easat-2813	43	5	piece	piece	NOUN
easat-2813	43	6	of	of	ADP
easat-2813	43	7	data	datum	NOUN
easat-2813	43	8	that	that	PRON
easat-2813	43	9	is	be	AUX
easat-2813	43	10	important	important	ADJ
easat-2813	43	11	to	to	PART
easat-2813	43	12	complete	complete	VERB
easat-2813	43	13	the	the	DET
easat-2813	43	14	calculations	calculation	NOUN
easat-2813	43	15	needed	need	VERB
easat-2813	43	16	for	for	ADP
easat-2813	43	17	a	a	DET
easat-2813	43	18	particular	particular	ADJ
easat-2813	43	19	application	application	NOUN
easat-2813	43	20	.	.	PUNCT
easat-2813	44	1	features	feature	NOUN
easat-2813	44	2	in	in	ADP
easat-2813	44	3	an	an	DET
easat-2813	44	4	image	image	NOUN
easat-2813	44	5	can	can	AUX
easat-2813	44	6	be	be	AUX
easat-2813	44	7	specific	specific	ADJ
easat-2813	44	8	elements	element	NOUN
easat-2813	44	9	such	such	ADJ
easat-2813	44	10	as	as	ADP
easat-2813	44	11	points	point	NOUN
easat-2813	44	12	,	,	PUNCT
easat-2813	44	13	edges	edge	NOUN
easat-2813	44	14	,	,	PUNCT
easat-2813	44	15	or	or	CCONJ
easat-2813	44	16	objects	object	NOUN
easat-2813	44	17	.	.	PUNCT
easat-2813	45	1	general	general	ADJ
easat-2813	45	2	scanning	scanning	NOUN
easat-2813	45	3	or	or	CCONJ
easat-2813	45	4	feature	feature	NOUN
easat-2813	45	5	detection	detection	NOUN
easat-2813	45	6	applied	apply	VERB
easat-2813	45	7	to	to	ADP
easat-2813	45	8	the	the	DET
easat-2813	45	9	image	image	NOUN
easat-2813	45	10	may	may	AUX
easat-2813	45	11	also	also	ADV
easat-2813	45	12	produce	produce	VERB
easat-2813	45	13	additional	additional	ADJ
easat-2813	45	14	features	feature	NOUN
easat-2813	45	15	that	that	PRON
easat-2813	45	16	help	help	VERB
easat-2813	45	17	in	in	ADP
easat-2813	45	18	fully	fully	ADV
easat-2813	45	19	analyzing	analyze	VERB
easat-2813	45	20	the	the	DET
easat-2813	45	21	image	image	NOUN
easat-2813	45	22	.	.	PUNCT
easat-2813	46	1	any	any	DET
easat-2813	46	2	point	point	NOUN
easat-2813	46	3	in	in	ADP
easat-2813	46	4	n	n	CCONJ
easat-2813	46	5	-	-	PUNCT
easat-2813	46	6	dimensional	dimensional	ADJ
easat-2813	46	7	space	space	NOUN
easat-2813	46	8	known	know	VERB
easat-2813	46	9	as	as	ADP
easat-2813	46	10	feature	feature	NOUN
easat-2813	46	11	space	space	NOUN
easat-2813	46	12	contains	contain	VERB
easat-2813	46	13	a	a	DET
easat-2813	46	14	feature	feature	NOUN
easat-2813	46	15	vector	vector	NOUN
easat-2813	46	16	.	.	PUNCT
easat-2813	47	1	for	for	ADP
easat-2813	47	2	instance	instance	NOUN
easat-2813	47	3	,	,	PUNCT
easat-2813	47	4	a	a	DET
easat-2813	47	5	2d	2d	NUM
easat-2813	47	6	feature	feature	NOUN
easat-2813	47	7	space	space	NOUN
easat-2813	47	8	will	will	AUX
easat-2813	47	9	have	have	VERB
easat-2813	47	10	two	two	NUM
easat-2813	47	11	inclination	inclination	NOUN
easat-2813	47	12	aspects	aspect	NOUN
easat-2813	47	13	.	.	PUNCT
easat-2813	48	1	then	then	ADV
easat-2813	48	2	,	,	PUNCT
easat-2813	48	3	we	we	PRON
easat-2813	48	4	could	could	AUX
easat-2813	48	5	put	put	VERB
easat-2813	48	6	either	either	DET
easat-2813	48	7	sets	set	NOUN
easat-2813	48	8	of	of	ADP
easat-2813	48	9	metrics	metric	NOUN
easat-2813	48	10	on	on	ADP
easat-2813	48	11	this	this	DET
easat-2813	48	12	two	two	NUM
easat-2813	48	13	-	-	PUNCT
easat-2813	48	14	dimensional	dimensional	ADJ
easat-2813	48	15	space	space	NOUN
easat-2813	48	16	.	.	PUNCT
easat-2813	49	1	subsequent	subsequent	ADJ
easat-2813	49	2	to	to	ADP
easat-2813	49	3	giving	give	VERB
easat-2813	49	4	each	each	DET
easat-2813	49	5	aspect	aspect	NOUN
easat-2813	49	6	an	an	DET
easat-2813	49	7	importance	importance	NOUN
easat-2813	49	8	,	,	PUNCT
easat-2813	49	9	we	we	PRON
easat-2813	49	10	transform	transform	VERB
easat-2813	49	11	this	this	DET
easat-2813	49	12	locale	locale	NOUN
easat-2813	49	13	into	into	ADP
easat-2813	49	14	a	a	DET
easat-2813	49	15	portrayal	portrayal	ADJ
easat-2813	49	16	space	space	NOUN
easat-2813	49	17	for	for	ADP
easat-2813	49	18	all	all	DET
easat-2813	49	19	possible	possible	ADJ
easat-2813	49	20	chains	chain	NOUN
easat-2813	49	21	of	of	ADP
easat-2813	49	22	implications	implication	NOUN
easat-2813	49	23	.	.	PUNCT
easat-2813	50	1	we	we	PRON
easat-2813	50	2	characterize	characterize	VERB
easat-2813	50	3	aspects	aspect	NOUN
easat-2813	50	4	as	as	ADP
easat-2813	50	5	the	the	DET
easat-2813	50	6	quantity	quantity	NOUN
easat-2813	50	7	of	of	ADP
easat-2813	50	8	data	datum	NOUN
easat-2813	50	9	columns	column	NOUN
easat-2813	50	10	used	use	VERB
easat-2813	50	11	to	to	PART
easat-2813	50	12	address	address	VERB
easat-2813	50	13	attributes	attribute	NOUN
easat-2813	50	14	like	like	ADP
easat-2813	50	15	location	location	NOUN
easat-2813	50	16	,	,	PUNCT
easat-2813	50	17	color	color	NOUN
easat-2813	50	18	,	,	PUNCT
easat-2813	50	19	density	density	NOUN
easat-2813	50	20	,	,	PUNCT
easat-2813	50	21	neighborhood	neighborhood	NOUN
easat-2813	50	22	,	,	PUNCT
easat-2813	50	23	and	and	CCONJ
easat-2813	50	24	so	so	ADV
easat-2813	50	25	forth	forth	ADV
easat-2813	50	26	.	.	PUNCT
easat-2813	51	1	we	we	PRON
easat-2813	51	2	should	should	AUX
easat-2813	51	3	pick	pick	VERB
easat-2813	51	4	which	which	DET
easat-2813	51	5	aspects	aspect	NOUN
easat-2813	51	6	and	and	CCONJ
easat-2813	51	7	columns	column	NOUN
easat-2813	51	8	to	to	PART
easat-2813	51	9	utilize	utilize	VERB
easat-2813	51	10	while	while	SCONJ
easat-2813	51	11	arranging	arrange	VERB
easat-2813	51	12	or	or	CCONJ
easat-2813	51	13	gathering	gather	VERB
easat-2813	51	14	data	datum	NOUN
easat-2813	51	15	to	to	PART
easat-2813	51	16	obtain	obtain	VERB
easat-2813	51	17	helpful	helpful	ADJ
easat-2813	51	18	data	datum	NOUN
easat-2813	51	19	.	.	PUNCT
easat-2813	52	1	the	the	DET
easat-2813	52	2	quantity	quantity	NOUN
easat-2813	52	3	of	of	ADP
easat-2813	52	4	aspects	aspect	NOUN
easat-2813	52	5	in	in	ADP
easat-2813	52	6	the	the	DET
easat-2813	52	7	feature	feature	NOUN
easat-2813	52	8	space	space	NOUN
easat-2813	52	9	increments	increment	NOUN
easat-2813	52	10	with	with	ADP
easat-2813	52	11	the	the	DET
easat-2813	52	12	degree	degree	NOUN
easat-2813	52	13	of	of	ADP
easat-2813	52	14	detail	detail	NOUN
easat-2813	52	15	required	require	VERB
easat-2813	52	16	to	to	PART
easat-2813	52	17	address	address	VERB
easat-2813	52	18	[	[	X
easat-2813	52	19	11	11	NUM
easat-2813	52	20	,	,	PUNCT
easat-2813	52	21	12	12	NUM
easat-2813	52	22	]	]	PUNCT
easat-2813	52	23	.	.	PUNCT
easat-2813	53	1	1.2	1.2	NUM
easat-2813	53	2	.	.	PUNCT
easat-2813	54	1	multi	multi	ADJ
easat-2813	54	2	-	-	ADJ
easat-2813	54	3	descriptor	descriptor	NOUN
easat-2813	54	4	features	feature	NOUN
easat-2813	54	5	extraction	extraction	VERB
easat-2813	54	6	the	the	DET
easat-2813	54	7	idea	idea	NOUN
easat-2813	54	8	of	of	ADP
easat-2813	54	9	a	a	DET
easat-2813	54	10	descriptor	descriptor	NOUN
easat-2813	54	11	is	be	AUX
easat-2813	54	12	generally	generally	ADV
easat-2813	54	13	to	to	PART
easat-2813	54	14	classify	classify	VERB
easat-2813	54	15	or	or	CCONJ
easat-2813	54	16	describe	describe	VERB
easat-2813	54	17	a	a	DET
easat-2813	54	18	specific	specific	ADJ
easat-2813	54	19	text	text	NOUN
easat-2813	54	20	or	or	CCONJ
easat-2813	54	21	topic	topic	NOUN
easat-2813	54	22	,	,	PUNCT
easat-2813	54	23	especially	especially	ADV
easat-2813	54	24	when	when	SCONJ
easat-2813	54	25	indexing	indexing	NOUN
easat-2813	54	26	or	or	CCONJ
easat-2813	54	27	in	in	ADP
easat-2813	54	28	an	an	DET
easat-2813	54	29	information	information	NOUN
easat-2813	54	30	retrieval	retrieval	NOUN
easat-2813	54	31	system	system	NOUN
easat-2813	54	32	.	.	PUNCT
easat-2813	55	1	in	in	ADP
easat-2813	55	2	terms	term	NOUN
easat-2813	55	3	of	of	ADP
easat-2813	55	4	computers	computer	NOUN
easat-2813	55	5	,	,	PUNCT
easat-2813	55	6	a	a	DET
easat-2813	55	7	descriptor	descriptor	NOUN
easat-2813	55	8	is	be	AUX
easat-2813	55	9	a	a	DET
easat-2813	55	10	data	data	NOUN
easat-2813	55	11	element	element	NOUN
easat-2813	55	12	that	that	PRON
easat-2813	55	13	stores	store	VERB
easat-2813	55	14	the	the	DET
easat-2813	55	15	attributes	attribute	NOUN
easat-2813	55	16	of	of	ADP
easat-2813	55	17	some	some	DET
easat-2813	55	18	other	other	ADJ
easat-2813	55	19	predicate	predicate	NOUN
easat-2813	55	20	and	and	CCONJ
easat-2813	55	21	is	be	AUX
easat-2813	55	22	called	call	VERB
easat-2813	55	23	a	a	DET
easat-2813	55	24	task	task	NOUN
easat-2813	55	25	descriptor	descriptor	NOUN
easat-2813	55	26	.	.	PUNCT
easat-2813	56	1	in	in	ADP
easat-2813	56	2	computer	computer	NOUN
easat-2813	56	3	vision	vision	NOUN
easat-2813	56	4	,	,	PUNCT
easat-2813	56	5	image	image	NOUN
easat-2813	56	6	descriptors	descriptor	NOUN
easat-2813	56	7	describe	describe	VERB
easat-2813	56	8	elementary	elementary	ADJ
easat-2813	56	9	characteristics	characteristic	NOUN
easat-2813	56	10	such	such	ADJ
easat-2813	56	11	as	as	ADP
easat-2813	56	12	shape	shape	NOUN
easat-2813	56	13	,	,	PUNCT
easat-2813	56	14	color	color	NOUN
easat-2813	56	15	,	,	PUNCT
easat-2813	56	16	texture	texture	NOUN
easat-2813	56	17	,	,	PUNCT
easat-2813	56	18	or	or	CCONJ
easat-2813	56	19	movement	movement	NOUN
easat-2813	56	20	of	of	ADP
easat-2813	56	21	images	image	NOUN
easat-2813	56	22	.	.	PUNCT
easat-2813	57	1	these	these	PRON
easat-2813	57	2	are	be	AUX
easat-2813	57	3	visual	visual	ADJ
easat-2813	57	4	features	feature	NOUN
easat-2813	57	5	of	of	ADP
easat-2813	57	6	images	image	NOUN
easat-2813	57	7	that	that	PRON
easat-2813	57	8	are	be	AUX
easat-2813	57	9	expressed	express	VERB
easat-2813	57	10	by	by	ADP
easat-2813	57	11	dividing	divide	VERB
easat-2813	57	12	the	the	DET
easat-2813	57	13	image	image	NOUN
easat-2813	57	14	into	into	ADP
easat-2813	57	15	small	small	ADJ
easat-2813	57	16	square	square	ADJ
easat-2813	57	17	pieces	piece	NOUN
easat-2813	57	18	(	(	PUNCT
easat-2813	57	19	pixels	pixel	NOUN
easat-2813	57	20	)	)	PUNCT
easat-2813	57	21	,	,	PUNCT
easat-2813	57	22	and	and	CCONJ
easat-2813	57	23	a	a	DET
easat-2813	57	24	number	number	NOUN
easat-2813	57	25	(	(	PUNCT
easat-2813	57	26	weight	weight	NOUN
easat-2813	57	27	)	)	PUNCT
easat-2813	57	28	is	be	AUX
easat-2813	57	29	assigned	assign	VERB
easat-2813	57	30	to	to	ADP
easat-2813	57	31	each	each	DET
easat-2813	57	32	piece	piece	NOUN
easat-2813	57	33	according	accord	VERB
easat-2813	57	34	to	to	ADP
easat-2813	57	35	the	the	DET
easat-2813	57	36	image	image	NOUN
easat-2813	57	37	specifications	specification	NOUN
easat-2813	57	38	,	,	PUNCT
easat-2813	57	39	i.e.	i.e.	X
easat-2813	57	40	,	,	PUNCT
easat-2813	57	41	based	base	VERB
easat-2813	57	42	on	on	ADP
easat-2813	57	43	"	"	PUNCT
easat-2813	57	44	on	on	ADP
easat-2813	57	45	size	size	NOUN
easat-2813	57	46	,	,	PUNCT
easat-2813	57	47	color	color	NOUN
easat-2813	57	48	,	,	PUNCT
easat-2813	57	49	shade	shade	NOUN
easat-2813	57	50	,	,	PUNCT
easat-2813	57	51	resolution	resolution	NOUN
easat-2813	57	52	,	,	PUNCT
easat-2813	57	53	depth	depth	NOUN
easat-2813	57	54	and	and	CCONJ
easat-2813	57	55	other	other	ADJ
easat-2813	57	56	image	image	NOUN
easat-2813	57	57	characteristics	characteristic	NOUN
easat-2813	57	58	.	.	PUNCT
easat-2813	58	1	figure	figure	NOUN
easat-2813	58	2	1	1	NUM
easat-2813	58	3	,	,	PUNCT
easat-2813	58	4	illustrates	illustrate	VERB
easat-2813	58	5	a	a	DET
easat-2813	58	6	mapping	mapping	NOUN
easat-2813	58	7	diagram	diagram	NOUN
easat-2813	58	8	of	of	ADP
easat-2813	58	9	the	the	DET
easat-2813	58	10	multi	multi	ADJ
easat-2813	58	11	-	-	ADJ
easat-2813	58	12	descriptor	descriptor	NOUN
easat-2813	58	13	technique	technique	NOUN
easat-2813	58	14	for	for	ADP
easat-2813	58	15	image	image	NOUN
easat-2813	58	16	features	feature	VERB
easat-2813	58	17	extraction	extraction	NOUN
easat-2813	58	18	[	[	X
easat-2813	58	19	10	10	NUM
easat-2813	58	20	-	-	SYM
easat-2813	58	21	15	15	NUM
easat-2813	58	22	]	]	PUNCT
easat-2813	58	23	.	.	PUNCT
easat-2813	59	1	3710	3710	NUM
easat-2813	59	2	edelweiss	edelweiss	PROPN
easat-2813	59	3	applied	apply	VERB
easat-2813	59	4	science	science	NOUN
easat-2813	59	5	and	and	CCONJ
easat-2813	59	6	technology	technology	NOUN
easat-2813	59	7	issn	issn	PROPN
easat-2813	59	8	:	:	PUNCT
easat-2813	59	9	2576	2576	NUM
easat-2813	59	10	-	-	SYM
easat-2813	59	11	8484	8484	NUM
easat-2813	59	12	vol	vol	NOUN
easat-2813	59	13	.	.	PROPN
easat-2813	60	1	8	8	NUM
easat-2813	60	2	,	,	PUNCT
easat-2813	60	3	no	no	INTJ
easat-2813	60	4	.	.	NOUN
easat-2813	61	1	6	6	NUM
easat-2813	61	2	:	:	SYM
easat-2813	61	3	3708	3708	NUM
easat-2813	61	4	-	-	SYM
easat-2813	61	5	3721	3721	NUM
easat-2813	61	6	,	,	PUNCT
easat-2813	61	7	2024	2024	NUM
easat-2813	61	8	doi	doi	NOUN
easat-2813	61	9	:	:	PUNCT
easat-2813	61	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	61	11	©	©	PROPN
easat-2813	61	12	2024	2024	NUM
easat-2813	61	13	by	by	ADP
easat-2813	61	14	the	the	DET
easat-2813	61	15	authors	author	NOUN
easat-2813	61	16	;	;	PUNCT
easat-2813	61	17	licensee	licensee	PROPN
easat-2813	61	18	learning	learn	VERB
easat-2813	61	19	gate	gate	NOUN
easat-2813	61	20	figure	figure	NOUN
easat-2813	61	21	1	1	NUM
easat-2813	61	22	.	.	PUNCT
easat-2813	62	1	image	image	NOUN
easat-2813	62	2	features	feature	VERB
easat-2813	62	3	extraction	extraction	NOUN
easat-2813	62	4	mapping	mapping	NOUN
easat-2813	62	5	chart	chart	NOUN
easat-2813	62	6	of	of	ADP
easat-2813	62	7	the	the	DET
easat-2813	62	8	multi	multi	ADJ
easat-2813	62	9	-	-	ADJ
easat-2813	62	10	descriptor	descriptor	ADJ
easat-2813	62	11	technique	technique	NOUN
easat-2813	62	12	[	[	X
easat-2813	62	13	10	10	NUM
easat-2813	62	14	-	-	SYM
easat-2813	62	15	15	15	NUM
easat-2813	62	16	]	]	PUNCT
easat-2813	62	17	.	.	PUNCT
easat-2813	63	1	in	in	ADP
easat-2813	63	2	computer	computer	NOUN
easat-2813	63	3	vision	vision	NOUN
easat-2813	63	4	,	,	PUNCT
easat-2813	63	5	visual	visual	ADJ
easat-2813	63	6	descriptors	descriptor	NOUN
easat-2813	63	7	or	or	CCONJ
easat-2813	63	8	image	image	NOUN
easat-2813	63	9	descriptors	descriptor	NOUN
easat-2813	63	10	are	be	AUX
easat-2813	63	11	descriptions	description	NOUN
easat-2813	63	12	of	of	ADP
easat-2813	63	13	visual	visual	ADJ
easat-2813	63	14	features	feature	NOUN
easat-2813	63	15	of	of	ADP
easat-2813	63	16	contents	content	NOUN
easat-2813	63	17	in	in	ADP
easat-2813	63	18	images	image	NOUN
easat-2813	63	19	or	or	CCONJ
easat-2813	63	20	videos	video	NOUN
easat-2813	63	21	,	,	PUNCT
easat-2813	63	22	or	or	CCONJ
easat-2813	63	23	algorithms	algorithm	NOUN
easat-2813	63	24	or	or	CCONJ
easat-2813	63	25	applications	application	NOUN
easat-2813	63	26	that	that	PRON
easat-2813	63	27	produce	produce	VERB
easat-2813	63	28	such	such	ADJ
easat-2813	63	29	descriptions	description	NOUN
easat-2813	63	30	.	.	PUNCT
easat-2813	64	1	they	they	PRON
easat-2813	64	2	describe	describe	VERB
easat-2813	64	3	elementary	elementary	ADJ
easat-2813	64	4	properties	property	NOUN
easat-2813	64	5	such	such	ADJ
easat-2813	64	6	as	as	ADP
easat-2813	64	7	shape	shape	NOUN
easat-2813	64	8	,	,	PUNCT
easat-2813	64	9	color	color	NOUN
easat-2813	64	10	,	,	PUNCT
easat-2813	64	11	texture	texture	NOUN
easat-2813	64	12	,	,	PUNCT
easat-2813	64	13	or	or	CCONJ
easat-2813	64	14	motion	motion	NOUN
easat-2813	64	15	,	,	PUNCT
easat-2813	64	16	among	among	ADP
easat-2813	64	17	others	other	NOUN
easat-2813	64	18	.	.	PUNCT
easat-2813	65	1	1.3	1.3	NUM
easat-2813	65	2	.	.	PUNCT
easat-2813	66	1	deep	deep	ADJ
easat-2813	66	2	convolutional	convolutional	ADJ
easat-2813	66	3	neural	neural	ADJ
easat-2813	66	4	networks	network	NOUN
easat-2813	66	5	(	(	PUNCT
easat-2813	66	6	cnns	cnns	PROPN
easat-2813	66	7	)	)	PUNCT
easat-2813	66	8	the	the	DET
easat-2813	66	9	cnn	cnn	PROPN
easat-2813	66	10	is	be	AUX
easat-2813	66	11	a	a	DET
easat-2813	66	12	deep	deep	ADJ
easat-2813	66	13	learning	learning	NOUN
easat-2813	66	14	algorithm	algorithm	NOUN
easat-2813	66	15	utilized	utilize	VERB
easat-2813	66	16	for	for	ADP
easat-2813	66	17	object	object	NOUN
easat-2813	66	18	recognition	recognition	NOUN
easat-2813	66	19	and	and	CCONJ
easat-2813	66	20	features	feature	VERB
easat-2813	66	21	detection	detection	NOUN
easat-2813	66	22	.	.	PUNCT
easat-2813	67	1	the	the	DET
easat-2813	67	2	idea	idea	NOUN
easat-2813	67	3	behind	behind	ADP
easat-2813	67	4	cnn	cnn	PROPN
easat-2813	67	5	is	be	AUX
easat-2813	67	6	to	to	PART
easat-2813	67	7	set	set	VERB
easat-2813	67	8	up	up	ADP
easat-2813	67	9	the	the	DET
easat-2813	67	10	system	system	NOUN
easat-2813	67	11	to	to	PART
easat-2813	67	12	mimic	mimic	VERB
easat-2813	67	13	human	human	ADJ
easat-2813	67	14	learning	learning	NOUN
easat-2813	67	15	.	.	PUNCT
easat-2813	68	1	the	the	DET
easat-2813	68	2	convolutional	convolutional	ADJ
easat-2813	68	3	neural	neural	ADJ
easat-2813	68	4	network	network	NOUN
easat-2813	68	5	algorithm	algorithm	NOUN
easat-2813	68	6	consists	consist	VERB
easat-2813	68	7	of	of	ADP
easat-2813	68	8	a	a	DET
easat-2813	68	9	group	group	NOUN
easat-2813	68	10	of	of	ADP
easat-2813	68	11	interconnected	interconnected	ADJ
easat-2813	68	12	layers	layer	NOUN
easat-2813	68	13	that	that	PRON
easat-2813	68	14	work	work	VERB
easat-2813	68	15	to	to	PART
easat-2813	68	16	simulate	simulate	VERB
easat-2813	68	17	the	the	DET
easat-2813	68	18	brain	brain	NOUN
easat-2813	68	19	’s	’s	PART
easat-2813	68	20	neural	neural	ADJ
easat-2813	68	21	network	network	NOUN
easat-2813	68	22	as	as	ADV
easat-2813	68	23	much	much	ADV
easat-2813	68	24	as	as	ADP
easat-2813	68	25	possible	possible	ADJ
easat-2813	68	26	.	.	PUNCT
easat-2813	69	1	a	a	DET
easat-2813	69	2	huge	huge	ADJ
easat-2813	69	3	dataset	dataset	NOUN
easat-2813	69	4	is	be	AUX
easat-2813	69	5	used	use	VERB
easat-2813	69	6	to	to	PART
easat-2813	69	7	train	train	VERB
easat-2813	69	8	a	a	DET
easat-2813	69	9	cnn	cnn	NOUN
easat-2813	69	10	based	base	VERB
easat-2813	69	11	on	on	ADP
easat-2813	69	12	this	this	DET
easat-2813	69	13	correlation	correlation	NOUN
easat-2813	69	14	.	.	PUNCT
easat-2813	70	1	the	the	DET
easat-2813	70	2	examples	example	NOUN
easat-2813	70	3	in	in	ADP
easat-2813	70	4	this	this	DET
easat-2813	70	5	dataset	dataset	NOUN
easat-2813	70	6	are	be	AUX
easat-2813	70	7	not	not	PART
easat-2813	70	8	only	only	ADV
easat-2813	70	9	the	the	DET
easat-2813	70	10	focus	focus	NOUN
easat-2813	70	11	of	of	ADP
easat-2813	70	12	accurate	accurate	ADJ
easat-2813	70	13	object	object	NOUN
easat-2813	70	14	detection	detection	NOUN
easat-2813	70	15	,	,	PUNCT
easat-2813	70	16	but	but	CCONJ
easat-2813	70	17	they	they	PRON
easat-2813	70	18	contain	contain	VERB
easat-2813	70	19	the	the	DET
easat-2813	70	20	object	object	NOUN
easat-2813	70	21	that	that	PRON
easat-2813	70	22	the	the	DET
easat-2813	70	23	cnn	cnn	PROPN
easat-2813	70	24	needs	need	VERB
easat-2813	70	25	to	to	PART
easat-2813	70	26	locate	locate	VERB
easat-2813	70	27	.	.	PUNCT
easat-2813	71	1	the	the	DET
easat-2813	71	2	layers	layer	NOUN
easat-2813	71	3	of	of	ADP
easat-2813	71	4	deep	deep	ADJ
easat-2813	71	5	learning	learning	NOUN
easat-2813	71	6	algorithms	algorithm	NOUN
easat-2813	71	7	consist	consist	VERB
easat-2813	71	8	of	of	ADP
easat-2813	71	9	stages	stage	NOUN
easat-2813	71	10	to	to	PART
easat-2813	71	11	extract	extract	VERB
easat-2813	71	12	features	feature	NOUN
easat-2813	71	13	in	in	ADP
easat-2813	71	14	each	each	DET
easat-2813	71	15	layer	layer	NOUN
easat-2813	71	16	and	and	CCONJ
easat-2813	71	17	are	be	AUX
easat-2813	71	18	very	very	ADV
easat-2813	71	19	accurate	accurate	ADJ
easat-2813	71	20	.	.	PUNCT
easat-2813	72	1	the	the	DET
easat-2813	72	2	complexity	complexity	NOUN
easat-2813	72	3	of	of	ADP
easat-2813	72	4	the	the	DET
easat-2813	72	5	image	image	NOUN
easat-2813	72	6	or	or	CCONJ
easat-2813	72	7	shapes	shape	NOUN
easat-2813	72	8	that	that	SCONJ
easat-2813	72	9	this	this	DET
easat-2813	72	10	technique	technique	NOUN
easat-2813	72	11	works	work	VERB
easat-2813	72	12	on	on	ADP
easat-2813	72	13	are	be	AUX
easat-2813	72	14	examples	example	NOUN
easat-2813	72	15	of	of	ADP
easat-2813	72	16	feature	feature	NOUN
easat-2813	72	17	extraction	extraction	NOUN
easat-2813	72	18	by	by	ADP
easat-2813	72	19	calculating	calculate	VERB
easat-2813	72	20	the	the	DET
easat-2813	72	21	light	light	ADJ
easat-2813	72	22	or	or	CCONJ
easat-2813	72	23	energy	energy	NOUN
easat-2813	72	24	level	level	NOUN
easat-2813	72	25	.	.	PUNCT
easat-2813	73	1	these	these	DET
easat-2813	73	2	layers	layer	NOUN
easat-2813	73	3	are	be	AUX
easat-2813	73	4	linked	link	VERB
easat-2813	73	5	together	together	ADV
easat-2813	73	6	in	in	ADP
easat-2813	73	7	order	order	NOUN
easat-2813	73	8	to	to	PART
easat-2813	73	9	combine	combine	VERB
easat-2813	73	10	all	all	DET
easat-2813	73	11	feature	feature	NOUN
easat-2813	73	12	extraction	extraction	NOUN
easat-2813	73	13	operations	operation	NOUN
easat-2813	73	14	through	through	ADP
easat-2813	73	15	the	the	DET
easat-2813	73	16	training	training	NOUN
easat-2813	73	17	phase	phase	NOUN
easat-2813	73	18	,	,	PUNCT
easat-2813	73	19	when	when	SCONJ
easat-2813	73	20	positive	positive	ADJ
easat-2813	73	21	features	feature	NOUN
easat-2813	73	22	are	be	AUX
easat-2813	73	23	present	present	ADJ
easat-2813	73	24	in	in	ADP
easat-2813	73	25	the	the	DET
easat-2813	73	26	images	image	NOUN
easat-2813	73	27	the	the	DET
easat-2813	73	28	cnn	cnn	PROPN
easat-2813	73	29	gives	give	VERB
easat-2813	73	30	these	these	DET
easat-2813	73	31	features	feature	NOUN
easat-2813	73	32	more	more	ADJ
easat-2813	73	33	weight	weight	NOUN
easat-2813	73	34	when	when	SCONJ
easat-2813	73	35	they	they	PRON
easat-2813	73	36	occur	occur	VERB
easat-2813	73	37	frequently	frequently	ADV
easat-2813	73	38	,	,	PUNCT
easat-2813	73	39	this	this	PRON
easat-2813	73	40	will	will	AUX
easat-2813	73	41	be	be	AUX
easat-2813	73	42	considered	consider	VERB
easat-2813	73	43	.	.	PUNCT
easat-2813	74	1	when	when	SCONJ
easat-2813	74	2	a	a	DET
easat-2813	74	3	cnn	cnn	NOUN
easat-2813	74	4	is	be	AUX
easat-2813	74	5	used	use	VERB
easat-2813	74	6	to	to	PART
easat-2813	74	7	classify	classify	VERB
easat-2813	74	8	a	a	DET
easat-2813	74	9	specific	specific	ADJ
easat-2813	74	10	image	image	NOUN
easat-2813	74	11	,	,	PUNCT
easat-2813	74	12	it	it	PRON
easat-2813	74	13	uses	use	VERB
easat-2813	74	14	feature	feature	NOUN
easat-2813	74	15	extraction	extraction	NOUN
easat-2813	74	16	,	,	PUNCT
easat-2813	74	17	calculating	calculate	VERB
easat-2813	74	18	weights	weight	NOUN
easat-2813	74	19	based	base	VERB
easat-2813	74	20	on	on	ADP
easat-2813	74	21	the	the	DET
easat-2813	74	22	training	training	NOUN
easat-2813	74	23	phase	phase	NOUN
easat-2813	74	24	,	,	PUNCT
easat-2813	74	25	and	and	CCONJ
easat-2813	74	26	finally	finally	ADV
easat-2813	74	27	compiling	compile	VERB
easat-2813	74	28	and	and	CCONJ
easat-2813	74	29	analyzing	analyze	VERB
easat-2813	74	30	the	the	DET
easat-2813	74	31	classification	classification	NOUN
easat-2813	74	32	results	result	NOUN
easat-2813	74	33	.	.	PUNCT
easat-2813	75	1	in	in	ADP
easat-2813	75	2	addition	addition	NOUN
easat-2813	75	3	,	,	PUNCT
easat-2813	75	4	since	since	SCONJ
easat-2813	75	5	some	some	DET
easat-2813	75	6	objects	object	NOUN
easat-2813	75	7	can	can	AUX
easat-2813	75	8	be	be	AUX
easat-2813	75	9	similar	similar	ADJ
easat-2813	75	10	,	,	PUNCT
easat-2813	75	11	images	image	NOUN
easat-2813	75	12	of	of	ADP
easat-2813	75	13	various	various	ADJ
easat-2813	75	14	objects	object	NOUN
easat-2813	75	15	must	must	AUX
easat-2813	75	16	also	also	ADV
easat-2813	75	17	be	be	AUX
easat-2813	75	18	provided	provide	VERB
easat-2813	75	19	for	for	ADP
easat-2813	75	20	training	training	NOUN
easat-2813	75	21	.	.	PUNCT
easat-2813	76	1	in	in	ADP
easat-2813	76	2	order	order	NOUN
easat-2813	76	3	to	to	PART
easat-2813	76	4	calculate	calculate	VERB
easat-2813	76	5	features	feature	NOUN
easat-2813	76	6	,	,	PUNCT
easat-2813	76	7	cnn	cnn	PROPN
easat-2813	76	8	performs	perform	VERB
easat-2813	76	9	calculations	calculation	NOUN
easat-2813	76	10	in	in	ADP
easat-2813	76	11	iterations	iteration	NOUN
easat-2813	76	12	because	because	SCONJ
easat-2813	76	13	the	the	DET
easat-2813	76	14	memory	memory	NOUN
easat-2813	76	15	sizes	size	NOUN
easat-2813	76	16	of	of	ADP
easat-2813	76	17	modern	modern	ADJ
easat-2813	76	18	computers	computer	NOUN
easat-2813	76	19	are	be	AUX
easat-2813	76	20	insufficient	insufficient	ADJ
easat-2813	76	21	to	to	PART
easat-2813	76	22	store	store	VERB
easat-2813	76	23	all	all	DET
easat-2813	76	24	images	image	NOUN
easat-2813	76	25	[	[	X
easat-2813	76	26	16	16	NUM
easat-2813	76	27	-	-	SYM
easat-2813	76	28	20	20	NUM
easat-2813	76	29	]	]	PUNCT
easat-2813	76	30	.	.	PUNCT
easat-2813	77	1	algorithms	algorithm	NOUN
easat-2813	77	2	for	for	ADP
easat-2813	77	3	cascaded	cascade	VERB
easat-2813	77	4	feature	feature	NOUN
easat-2813	77	5	detectors	detector	NOUN
easat-2813	77	6	are	be	AUX
easat-2813	77	7	based	base	VERB
easat-2813	77	8	on	on	ADP
easat-2813	77	9	feature	feature	NOUN
easat-2813	77	10	filters	filter	NOUN
easat-2813	77	11	,	,	PUNCT
easat-2813	77	12	which	which	PRON
easat-2813	77	13	are	be	AUX
easat-2813	77	14	straightforward	straightforward	ADJ
easat-2813	77	15	components	component	NOUN
easat-2813	77	16	that	that	PRON
easat-2813	77	17	can	can	AUX
easat-2813	77	18	be	be	AUX
easat-2813	77	19	used	use	VERB
easat-2813	77	20	to	to	PART
easat-2813	77	21	explain	explain	VERB
easat-2813	77	22	the	the	DET
easat-2813	77	23	alignment	alignment	NOUN
easat-2813	77	24	of	of	ADP
easat-2813	77	25	particular	particular	ADJ
easat-2813	77	26	pixels	pixel	NOUN
easat-2813	77	27	.	.	PUNCT
easat-2813	78	1	descriptive	descriptive	ADJ
easat-2813	78	2	analysis	analysis	NOUN
easat-2813	78	3	is	be	AUX
easat-2813	78	4	based	base	VERB
easat-2813	78	5	on	on	ADP
easat-2813	78	6	the	the	DET
easat-2813	78	7	component	component	NOUN
easat-2813	78	8	parts	part	NOUN
easat-2813	78	9	of	of	ADP
easat-2813	78	10	the	the	DET
easat-2813	78	11	image	image	NOUN
easat-2813	78	12	,	,	PUNCT
easat-2813	78	13	and	and	CCONJ
easat-2813	78	14	revolves	revolve	VERB
easat-2813	78	15	around	around	ADP
easat-2813	78	16	their	their	PRON
easat-2813	78	17	geometric	geometric	ADJ
easat-2813	78	18	positions	position	NOUN
easat-2813	78	19	in	in	ADP
easat-2813	78	20	relation	relation	NOUN
easat-2813	78	21	to	to	ADP
easat-2813	78	22	each	each	DET
easat-2813	78	23	other	other	ADJ
easat-2813	78	24	.	.	PUNCT
easat-2813	79	1	whenever	whenever	SCONJ
easat-2813	79	2	details	detail	NOUN
easat-2813	79	3	and	and	CCONJ
easat-2813	79	4	artifacts	artifact	NOUN
easat-2813	79	5	are	be	AUX
easat-2813	79	6	detected	detect	VERB
easat-2813	79	7	at	at	ADP
easat-2813	79	8	the	the	DET
easat-2813	79	9	appropriate	appropriate	ADJ
easat-2813	79	10	geometric	geometric	ADJ
easat-2813	79	11	level	level	NOUN
easat-2813	79	12	,	,	PUNCT
easat-2813	79	13	the	the	DET
easat-2813	79	14	model	model	NOUN
easat-2813	79	15	is	be	AUX
easat-2813	79	16	adaptive	adaptive	ADJ
easat-2813	79	17	because	because	SCONJ
easat-2813	79	18	the	the	DET
easat-2813	79	19	algorithm	algorithm	NOUN
easat-2813	79	20	may	may	AUX
easat-2813	79	21	pretend	pretend	VERB
easat-2813	79	22	that	that	SCONJ
easat-2813	79	23	a	a	DET
easat-2813	79	24	specific	specific	ADJ
easat-2813	79	25	feature	feature	NOUN
easat-2813	79	26	exists	exist	VERB
easat-2813	79	27	even	even	ADV
easat-2813	79	28	though	though	SCONJ
easat-2813	79	29	the	the	DET
easat-2813	79	30	data	data	NOUN
easat-2813	79	31	contains	contain	VERB
easat-2813	79	32	more	more	ADJ
easat-2813	79	33	detail	detail	NOUN
easat-2813	79	34	.	.	PUNCT
easat-2813	80	1	in	in	ADP
easat-2813	80	2	conclusion	conclusion	NOUN
easat-2813	80	3	,	,	PUNCT
easat-2813	80	4	neural	neural	ADJ
easat-2813	80	5	network	network	NOUN
easat-2813	80	6	-	-	PUNCT
easat-2813	80	7	based	base	VERB
easat-2813	80	8	feature	feature	NOUN
easat-2813	80	9	detectors	detector	NOUN
easat-2813	80	10	may	may	AUX
easat-2813	80	11	learn	learn	VERB
easat-2813	80	12	new	new	ADJ
easat-2813	80	13	patterns	pattern	NOUN
easat-2813	80	14	and	and	CCONJ
easat-2813	80	15	be	be	AUX
easat-2813	80	16	better	well	ADV
easat-2813	80	17	able	able	ADJ
easat-2813	80	18	to	to	PART
easat-2813	80	19	adapt	adapt	VERB
easat-2813	80	20	to	to	ADP
easat-2813	80	21	difficult	difficult	ADJ
easat-2813	80	22	environments	environment	NOUN
easat-2813	80	23	because	because	SCONJ
easat-2813	80	24	they	they	PRON
easat-2813	80	25	rely	rely	VERB
easat-2813	80	26	on	on	ADP
easat-2813	80	27	self	self	NOUN
easat-2813	80	28	-	-	PUNCT
easat-2813	80	29	learned	learn	VERB
easat-2813	80	30	features	feature	NOUN
easat-2813	80	31	[	[	X
easat-2813	80	32	21	21	NUM
easat-2813	80	33	-	-	SYM
easat-2813	80	34	24	24	NUM
easat-2813	80	35	]	]	PUNCT
easat-2813	80	36	.	.	PUNCT
easat-2813	81	1	cnn	cnn	PROPN
easat-2813	81	2	's	's	PART
easat-2813	81	3	primary	primary	ADJ
easat-2813	81	4	objective	objective	NOUN
easat-2813	81	5	is	be	AUX
easat-2813	81	6	to	to	PART
easat-2813	81	7	extract	extract	VERB
easat-2813	81	8	trouble	trouble	NOUN
easat-2813	81	9	-	-	PUNCT
easat-2813	81	10	free	free	ADJ
easat-2813	81	11	features	feature	NOUN
easat-2813	81	12	at	at	ADP
easat-2813	81	13	a	a	DET
easat-2813	81	14	high	high	ADJ
easat-2813	81	15	resolution	resolution	NOUN
easat-2813	81	16	and	and	CCONJ
easat-2813	81	17	transform	transform	VERB
easat-2813	81	18	them	they	PRON
easat-2813	81	19	into	into	ADP
easat-2813	81	20	more	more	ADJ
easat-2813	81	21	complex	complex	ADJ
easat-2813	81	22	features	feature	NOUN
easat-2813	81	23	at	at	ADP
easat-2813	81	24	a	a	DET
easat-2813	81	25	lower	low	ADJ
easat-2813	81	26	resolution	resolution	NOUN
easat-2813	81	27	by	by	ADP
easat-2813	81	28	subsampling	subsample	VERB
easat-2813	81	29	a	a	DET
easat-2813	81	30	layer	layer	NOUN
easat-2813	81	31	by	by	ADP
easat-2813	81	32	a	a	DET
easat-2813	81	33	factor	factor	NOUN
easat-2813	81	34	of	of	ADP
easat-2813	81	35	two	two	NUM
easat-2813	81	36	,	,	PUNCT
easat-2813	81	37	which	which	PRON
easat-2813	81	38	is	be	AUX
easat-2813	81	39	a	a	DET
easat-2813	81	40	function	function	NOUN
easat-2813	81	41	of	of	ADP
easat-2813	81	42	the	the	DET
easat-2813	81	43	convolution	convolution	NOUN
easat-2813	81	44	's	's	PART
easat-2813	81	45	kernel	kernel	NOUN
easat-2813	81	46	size	size	NOUN
easat-2813	81	47	.	.	PUNCT
easat-2813	82	1	cnns	cnns	PROPN
easat-2813	82	2	have	have	AUX
easat-2813	82	3	been	be	AUX
easat-2813	82	4	proposed	propose	VERB
easat-2813	82	5	for	for	ADP
easat-2813	82	6	a	a	DET
easat-2813	82	7	long	long	ADJ
easat-2813	82	8	time	time	NOUN
easat-2813	82	9	,	,	PUNCT
easat-2813	82	10	but	but	CCONJ
easat-2813	82	11	their	their	PRON
easat-2813	82	12	implementation	implementation	NOUN
easat-2813	82	13	complexities	complexity	NOUN
easat-2813	82	14	have	have	AUX
easat-2813	82	15	made	make	VERB
easat-2813	82	16	them	they	PRON
easat-2813	82	17	unpopular	unpopular	ADJ
easat-2813	82	18	in	in	ADP
easat-2813	82	19	the	the	DET
easat-2813	82	20	engineering	engineering	NOUN
easat-2813	82	21	community	community	NOUN
easat-2813	82	22	.	.	PUNCT
easat-2813	83	1	the	the	DET
easat-2813	83	2	constructed	construct	VERB
easat-2813	83	3	neural	neural	ADJ
easat-2813	83	4	network	network	NOUN
easat-2813	83	5	receives	receive	VERB
easat-2813	83	6	input	input	NOUN
easat-2813	83	7	from	from	ADP
easat-2813	83	8	the	the	DET
easat-2813	83	9	preferred	preferred	ADJ
easat-2813	83	10	facial	facial	ADJ
easat-2813	83	11	appearances	appearance	NOUN
easat-2813	83	12	to	to	ADP
easat-2813	83	13	3711	3711	NUM
easat-2813	83	14	edelweiss	edelweiss	PROPN
easat-2813	83	15	applied	apply	VERB
easat-2813	83	16	science	science	NOUN
easat-2813	83	17	and	and	CCONJ
easat-2813	83	18	technology	technology	NOUN
easat-2813	83	19	issn	issn	PROPN
easat-2813	83	20	:	:	PUNCT
easat-2813	83	21	2576	2576	NUM
easat-2813	83	22	-	-	SYM
easat-2813	83	23	8484	8484	NUM
easat-2813	83	24	vol	vol	NOUN
easat-2813	83	25	.	.	PROPN
easat-2813	83	26	8	8	NUM
easat-2813	83	27	,	,	PUNCT
easat-2813	83	28	no	no	INTJ
easat-2813	83	29	.	.	NOUN
easat-2813	84	1	6	6	NUM
easat-2813	84	2	:	:	SYM
easat-2813	84	3	3708	3708	NUM
easat-2813	84	4	-	-	SYM
easat-2813	84	5	3721	3721	NUM
easat-2813	84	6	,	,	PUNCT
easat-2813	84	7	2024	2024	NUM
easat-2813	84	8	doi	doi	NOUN
easat-2813	84	9	:	:	PUNCT
easat-2813	84	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	84	11	©	©	PROPN
easat-2813	84	12	2024	2024	NUM
easat-2813	84	13	by	by	ADP
easat-2813	84	14	the	the	DET
easat-2813	84	15	authors	author	NOUN
easat-2813	84	16	;	;	PUNCT
easat-2813	84	17	licensee	licensee	PROPN
easat-2813	84	18	learning	learn	VERB
easat-2813	84	19	gate	gate	NOUN
easat-2813	84	20	train	train	VERB
easat-2813	84	21	the	the	DET
easat-2813	84	22	identifier	identifier	NOUN
easat-2813	84	23	on	on	ADP
easat-2813	84	24	the	the	DET
easat-2813	84	25	seven	seven	NUM
easat-2813	84	26	common	common	ADJ
easat-2813	84	27	facial	facial	ADJ
easat-2813	84	28	expressions	expression	NOUN
easat-2813	84	29	.	.	PUNCT
easat-2813	85	1	the	the	DET
easat-2813	85	2	cnn	cnn	PROPN
easat-2813	85	3	's	's	PART
easat-2813	85	4	objective	objective	NOUN
easat-2813	85	5	is	be	AUX
easat-2813	85	6	to	to	PART
easat-2813	85	7	train	train	VERB
easat-2813	85	8	using	use	VERB
easat-2813	85	9	a	a	DET
easat-2813	85	10	back	back	ADJ
easat-2813	85	11	-	-	PUNCT
easat-2813	85	12	propagation	propagation	NOUN
easat-2813	85	13	algorithm	algorithm	NOUN
easat-2813	85	14	that	that	PRON
easat-2813	85	15	connects	connect	VERB
easat-2813	85	16	its	its	PRON
easat-2813	85	17	input	input	NOUN
easat-2813	85	18	and	and	CCONJ
easat-2813	85	19	output	output	NOUN
easat-2813	85	20	through	through	ADP
easat-2813	85	21	a	a	DET
easat-2813	85	22	narrow	narrow	ADJ
easat-2813	85	23	conduit	conduit	NOUN
easat-2813	85	24	made	make	VERB
easat-2813	85	25	of	of	ADP
easat-2813	85	26	an	an	DET
easat-2813	85	27	invisible	invisible	ADJ
easat-2813	85	28	unit	unit	NOUN
easat-2813	85	29	.	.	PUNCT
easat-2813	86	1	because	because	SCONJ
easat-2813	86	2	they	they	PRON
easat-2813	86	3	are	be	AUX
easat-2813	86	4	inextricably	inextricably	ADV
easat-2813	86	5	linked	link	VERB
easat-2813	86	6	to	to	ADP
easat-2813	86	7	the	the	DET
easat-2813	86	8	data	datum	NOUN
easat-2813	86	9	sources	source	NOUN
easat-2813	86	10	,	,	PUNCT
easat-2813	86	11	regularities	regularity	NOUN
easat-2813	86	12	can	can	AUX
easat-2813	86	13	not	not	PART
easat-2813	86	14	be	be	AUX
easat-2813	86	15	separated	separate	VERB
easat-2813	86	16	from	from	ADP
easat-2813	86	17	an	an	DET
easat-2813	86	18	unseen	unseen	ADJ
easat-2813	86	19	unit	unit	NOUN
easat-2813	86	20	.	.	PUNCT
easat-2813	87	1	each	each	DET
easat-2813	87	2	system	system	NOUN
easat-2813	87	3	was	be	AUX
easat-2813	87	4	designed	design	VERB
easat-2813	87	5	to	to	PART
easat-2813	87	6	provide	provide	VERB
easat-2813	87	7	a	a	DET
easat-2813	87	8	maximum	maximum	ADJ
easat-2813	87	9	score	score	NOUN
easat-2813	87	10	of	of	ADP
easat-2813	87	11	1	1	NUM
easat-2813	87	12	for	for	ADP
easat-2813	87	13	accurate	accurate	ADJ
easat-2813	87	14	facial	facial	ADJ
easat-2813	87	15	recognition	recognition	NOUN
easat-2813	87	16	and	and	CCONJ
easat-2813	87	17	a	a	DET
easat-2813	87	18	minimum	minimum	ADJ
easat-2813	87	19	score	score	NOUN
easat-2813	87	20	of	of	ADP
easat-2813	87	21	0	0	NUM
easat-2813	87	22	otherwise	otherwise	ADV
easat-2813	87	23	.	.	PUNCT
easat-2813	88	1	supposing	suppose	VERB
easat-2813	88	2	the	the	DET
easat-2813	88	3	inputs	input	NOUN
easat-2813	88	4	in	in	ADP
easat-2813	88	5	vectors	vector	NOUN
easat-2813	88	6	to	to	ADP
easat-2813	88	7	the	the	DET
easat-2813	88	8	network	network	NOUN
easat-2813	88	9	are	be	AUX
easat-2813	88	10	denoted	denote	VERB
easat-2813	88	11	by	by	ADP
easat-2813	88	12	;	;	PUNCT
easat-2813	88	13	=	=	SYM
easat-2813	88	14	[	[	X
easat-2813	88	15	𝑥1	𝑥1	NOUN
easat-2813	88	16	,	,	PUNCT
easat-2813	88	17	𝑥2	𝑥2	NOUN
easat-2813	88	18	,	,	PUNCT
easat-2813	88	19	…	…	PUNCT
easat-2813	88	20	,	,	PUNCT
easat-2813	88	21	𝑥𝑙]𝑇	𝑥𝑙]𝑇	NOUN
easat-2813	88	22	,	,	PUNCT
easat-2813	88	23	the	the	DET
easat-2813	88	24	output	output	NOUN
easat-2813	88	25	layers	layer	NOUN
easat-2813	88	26	represented	represent	VERB
easat-2813	88	27	by	by	ADP
easat-2813	88	28	;	;	PUNCT
easat-2813	88	29	𝑌	𝑌	PROPN
easat-2813	88	30	=	=	PUNCT
easat-2813	89	1	[	[	X
easat-2813	89	2	𝑦1	𝑦1	PROPN
easat-2813	89	3	,	,	PUNCT
easat-2813	89	4	𝑦2	𝑦2	NOUN
easat-2813	89	5	,	,	PUNCT
easat-2813	89	6	…	…	PUNCT
easat-2813	89	7	,	,	PUNCT
easat-2813	89	8	𝑦𝑘]𝑇	𝑦𝑘]𝑇	NOUN
easat-2813	89	9	with	with	ADP
easat-2813	89	10	the	the	DET
easat-2813	89	11	prototypical	prototypical	ADJ
easat-2813	89	12	for	for	ADP
easat-2813	89	13	the	the	DET
easat-2813	89	14	optimization	optimization	NOUN
easat-2813	89	15	formulated	formulate	VERB
easat-2813	89	16	as	as	ADP
easat-2813	89	17	;	;	PUNCT
easat-2813	89	18	𝑋	𝑋	PROPN
easat-2813	89	19	:	:	PUNCT
easat-2813	89	20	ℎ	ℎ	PROPN
easat-2813	89	21	→	→	SYM
easat-2813	89	22	𝑌.	𝑌.	PROPN
easat-2813	89	23	the	the	DET
easat-2813	89	24	target	target	NOUN
easat-2813	89	25	datasets	dataset	NOUN
easat-2813	89	26	and	and	CCONJ
easat-2813	89	27	its	its	PRON
easat-2813	89	28	addictive	addictive	ADJ
easat-2813	89	29	noise	noise	NOUN
easat-2813	89	30	might	might	AUX
easat-2813	89	31	respectively	respectively	ADV
easat-2813	89	32	being	be	AUX
easat-2813	89	33	represented	represent	VERB
easat-2813	89	34	as	as	ADP
easat-2813	89	35	;	;	PUNCT
easat-2813	89	36	[	[	X
easat-2813	89	37	𝑡1	𝑡1	NOUN
easat-2813	89	38	,	,	PUNCT
easat-2813	89	39	𝑡2	𝑡2	PROPN
easat-2813	89	40	,	,	PUNCT
easat-2813	89	41	…	…	PUNCT
easat-2813	89	42	,	,	PUNCT
easat-2813	89	43	𝑡𝑘	𝑡𝑘	ADV
easat-2813	89	44	]	]	X
easat-2813	89	45	,	,	PUNCT
easat-2813	89	46	with	with	ADP
easat-2813	89	47	𝑢	𝑢	PROPN
easat-2813	89	48	=	=	X
easat-2813	90	1	[	[	X
easat-2813	90	2	𝑒1	𝑒1	NOUN
easat-2813	90	3	,	,	PUNCT
easat-2813	90	4	𝑒2	𝑒2	PROPN
easat-2813	90	5	,	,	PUNCT
easat-2813	90	6	…	…	PUNCT
easat-2813	90	7	,	,	PUNCT
easat-2813	90	8	𝑒𝑘	𝑒𝑘	X
easat-2813	90	9	]	]	X
easat-2813	90	10	,	,	PUNCT
easat-2813	90	11	the	the	DET
easat-2813	90	12	eccentric	eccentric	ADJ
easat-2813	90	13	k	k	PROPN
easat-2813	90	14	denotes	denote	VERB
easat-2813	90	15	the	the	DET
easat-2813	90	16	overall	overall	ADJ
easat-2813	90	17	network	network	NOUN
easat-2813	90	18	patterns	pattern	NOUN
easat-2813	90	19	with	with	ADP
easat-2813	90	20	the	the	DET
easat-2813	90	21	associated	associated	ADJ
easat-2813	90	22	vectors	vector	NOUN
easat-2813	90	23	represented	represent	VERB
easat-2813	90	24	as	as	ADP
easat-2813	90	25	;	;	PUNCT
easat-2813	90	26	𝑉	𝑉	PROPN
easat-2813	90	27	=	=	SYM
easat-2813	91	1	[	[	X
easat-2813	91	2	𝑣1	𝑣1	NOUN
easat-2813	91	3	,	,	PUNCT
easat-2813	91	4	𝑣2	𝑣2	PROPN
easat-2813	91	5	,	,	PUNCT
easat-2813	91	6	…	…	PUNCT
easat-2813	91	7	,	,	PUNCT
easat-2813	91	8	𝑣𝑘−1	𝑣𝑘−1	PROPN
easat-2813	91	9	]	]	PUNCT
easat-2813	91	10	.	.	PUNCT
easat-2813	92	1	the	the	DET
easat-2813	92	2	training	training	NOUN
easat-2813	92	3	algorithm	algorithm	NOUN
easat-2813	92	4	is	be	AUX
easat-2813	92	5	modelled	model	VERB
easat-2813	92	6	with	with	ADP
easat-2813	92	7	the	the	DET
easat-2813	92	8	following	follow	VERB
easat-2813	92	9	constraints	constraint	NOUN
easat-2813	92	10	when	when	SCONJ
easat-2813	92	11	the	the	DET
easat-2813	92	12	training	training	NOUN
easat-2813	92	13	epochs	epoch	NOUN
easat-2813	92	14	are	be	AUX
easat-2813	92	15	set	set	VERB
easat-2813	92	16	to	to	ADP
easat-2813	92	17	1000	1000	NUM
easat-2813	92	18	and	and	CCONJ
easat-2813	92	19	the	the	DET
easat-2813	92	20	objective	objective	ADJ
easat-2813	92	21	error	error	NOUN
easat-2813	92	22	is	be	AUX
easat-2813	92	23	0.001	0.001	NUM
easat-2813	93	1	[	[	X
easat-2813	93	2	22	22	NUM
easat-2813	93	3	-	-	SYM
easat-2813	93	4	24	24	NUM
easat-2813	93	5	]	]	PUNCT
easat-2813	93	6	.	.	PUNCT
easat-2813	94	1	∑𝑘	∑𝑘	PROPN
easat-2813	94	2	𝑗=1	𝑗=1	PROPN
easat-2813	94	3	(	(	PUNCT
easat-2813	94	4	𝑡𝑗	𝑡𝑗	PROPN
easat-2813	94	5	−	−	PROPN
easat-2813	94	6	𝑦2	𝑦2	PROPN
easat-2813	94	7	𝑗	𝑗	INTJ
easat-2813	94	8	)	)	PUNCT
easat-2813	94	9	2	2	NUM
easat-2813	94	10	(	(	PUNCT
easat-2813	94	11	1	1	NUM
easat-2813	94	12	)	)	PUNCT
easat-2813	94	13	for	for	ADP
easat-2813	94	14	forward	forward	ADV
easat-2813	94	15	and	and	CCONJ
easat-2813	94	16	backward	backward	ADJ
easat-2813	94	17	propagation	propagation	NOUN
easat-2813	94	18	,	,	PUNCT
easat-2813	94	19	fully	fully	ADV
easat-2813	94	20	connected	connect	VERB
easat-2813	94	21	cnn	cnn	PROPN
easat-2813	94	22	employ	employ	VERB
easat-2813	94	23	the	the	DET
easat-2813	94	24	following	follow	VERB
easat-2813	94	25	formulations	formulation	NOUN
easat-2813	94	26	:	:	PUNCT
easat-2813	94	27	∑𝑖	∑𝑖	PROPN
easat-2813	94	28	𝑤𝑗,𝑖	𝑤𝑗,𝑖	PUNCT
easat-2813	94	29	𝑇+1𝑥𝑖	𝑇+1𝑥𝑖	NUM
easat-2813	94	30	𝑇	𝑇	PROPN
easat-2813	94	31	(	(	PUNCT
easat-2813	94	32	2	2	NUM
easat-2813	94	33	)	)	PUNCT
easat-2813	94	34	∑𝑖	∑𝑖	PROPN
easat-2813	94	35	𝑤𝑗,𝑖	𝑤𝑗,𝑖	PUNCT
easat-2813	94	36	𝑇+1𝑔𝑖	𝑇+1𝑔𝑖	NUM
easat-2813	94	37	𝑇	𝑇	PROPN
easat-2813	94	38	(	(	PUNCT
easat-2813	94	39	3	3	NUM
easat-2813	94	40	)	)	PUNCT
easat-2813	94	41	where	where	SCONJ
easat-2813	94	42	𝑤𝑗,𝑖	𝑤𝑗,𝑖	PUNCT
easat-2813	94	43	𝑇+1	𝑇+1	PUNCT
easat-2813	94	44	,	,	PUNCT
easat-2813	94	45	𝑔𝑗	𝑔𝑗	ADV
easat-2813	94	46	𝑇	𝑇	PROPN
easat-2813	94	47	and	and	CCONJ
easat-2813	94	48	𝑥𝑗	𝑥𝑗	PROPN
easat-2813	94	49	𝑇	𝑇	PROPN
easat-2813	94	50	,	,	PUNCT
easat-2813	94	51	are	be	AUX
easat-2813	94	52	respectively	respectively	ADV
easat-2813	94	53	,	,	PUNCT
easat-2813	94	54	the	the	DET
easat-2813	94	55	weight	weight	NOUN
easat-2813	94	56	connecting	connect	VERB
easat-2813	94	57	unit	unit	NOUN
easat-2813	94	58	i	i	PRON
easat-2813	94	59	at	at	ADP
easat-2813	94	60	layer	layer	NOUN
easat-2813	94	61	t	t	PROPN
easat-2813	94	62	to	to	AUX
easat-2813	94	63	unit	unit	PROPN
easat-2813	94	64	j	j	PROPN
easat-2813	94	65	at	at	ADP
easat-2813	94	66	layer	layer	NOUN
easat-2813	94	67	t+1	t+1	PROPN
easat-2813	94	68	and	and	CCONJ
easat-2813	94	69	the	the	DET
easat-2813	94	70	gradient	gradient	NOUN
easat-2813	94	71	and	and	CCONJ
easat-2813	94	72	activation	activation	NOUN
easat-2813	94	73	of	of	ADP
easat-2813	94	74	unit	unit	NOUN
easat-2813	94	75	i	i	PRON
easat-2813	94	76	at	at	ADP
easat-2813	94	77	layer	layer	NOUN
easat-2813	94	78	t.	t.	X
easat-2813	94	79	the	the	DET
easat-2813	94	80	formulations	formulation	NOUN
easat-2813	94	81	above	above	ADV
easat-2813	94	82	indicate	indicate	VERB
easat-2813	94	83	that	that	SCONJ
easat-2813	94	84	the	the	DET
easat-2813	94	85	activation	activation	NOUN
easat-2813	94	86	units	unit	NOUN
easat-2813	94	87	and	and	CCONJ
easat-2813	94	88	gradients	gradient	NOUN
easat-2813	94	89	are	be	AUX
easat-2813	94	90	pooled	pool	VERB
easat-2813	94	91	by	by	ADP
easat-2813	94	92	the	the	DET
easat-2813	94	93	lower	low	ADJ
easat-2813	94	94	layer	layer	NOUN
easat-2813	94	95	units	unit	NOUN
easat-2813	94	96	connected	connect	VERB
easat-2813	94	97	to	to	ADP
easat-2813	94	98	them	they	PRON
easat-2813	94	99	and	and	CCONJ
easat-2813	94	100	the	the	DET
easat-2813	94	101	higher	high	ADJ
easat-2813	94	102	layer	layer	NOUN
easat-2813	94	103	units	unit	NOUN
easat-2813	94	104	connected	connect	VERB
easat-2813	94	105	to	to	ADP
easat-2813	94	106	them	they	PRON
easat-2813	94	107	.	.	PUNCT
easat-2813	95	1	however	however	ADV
easat-2813	95	2	,	,	PUNCT
easat-2813	95	3	due	due	ADP
easat-2813	95	4	to	to	ADP
easat-2813	95	5	the	the	DET
easat-2813	95	6	fact	fact	NOUN
easat-2813	95	7	that	that	SCONJ
easat-2813	95	8	connections	connection	NOUN
easat-2813	95	9	leaving	leave	VERB
easat-2813	95	10	every	every	DET
easat-2813	95	11	piece	piece	NOUN
easat-2813	95	12	are	be	AUX
easat-2813	95	13	not	not	PART
easat-2813	95	14	constant	constant	ADJ
easat-2813	95	15	lane	lane	NOUN
easat-2813	95	16	of	of	ADP
easat-2813	95	17	border	border	NOUN
easat-2813	95	18	effects	effect	NOUN
easat-2813	95	19	,	,	PUNCT
easat-2813	95	20	the	the	DET
easat-2813	95	21	pooling	pooling	NOUN
easat-2813	95	22	strategy	strategy	NOUN
easat-2813	95	23	becomes	become	VERB
easat-2813	95	24	extremely	extremely	ADV
easat-2813	95	25	painful	painful	ADJ
easat-2813	95	26	and	and	CCONJ
easat-2813	95	27	difficult	difficult	ADJ
easat-2813	95	28	to	to	PART
easat-2813	95	29	implement	implement	VERB
easat-2813	95	30	whenever	whenever	SCONJ
easat-2813	95	31	calculating	calculate	VERB
easat-2813	95	32	the	the	DET
easat-2813	95	33	gradients	gradient	NOUN
easat-2813	95	34	of	of	ADP
easat-2813	95	35	the	the	DET
easat-2813	95	36	cnn	cnn	PROPN
easat-2813	95	37	.	.	PUNCT
easat-2813	96	1	by	by	ADP
easat-2813	96	2	dragging	drag	VERB
easat-2813	96	3	the	the	DET
easat-2813	96	4	incline	incline	NOUN
easat-2813	96	5	from	from	ADP
easat-2813	96	6	the	the	DET
easat-2813	96	7	upper	upper	ADJ
easat-2813	96	8	layer	layer	NOUN
easat-2813	96	9	,	,	PUNCT
easat-2813	96	10	our	our	PRON
easat-2813	96	11	model	model	NOUN
easat-2813	96	12	addresses	address	VERB
easat-2813	96	13	this	this	DET
easat-2813	96	14	issue	issue	NOUN
easat-2813	96	15	,	,	PUNCT
easat-2813	96	16	and	and	CCONJ
easat-2813	96	17	the	the	DET
easat-2813	96	18	cnn	cnn	PROPN
easat-2813	96	19	might	might	AUX
easat-2813	96	20	be	be	AUX
easat-2813	96	21	discriminately	discriminately	ADV
easat-2813	96	22	trained	train	VERB
easat-2813	96	23	using	use	VERB
easat-2813	96	24	the	the	DET
easat-2813	96	25	back	back	ADJ
easat-2813	96	26	propagation	propagation	NOUN
easat-2813	96	27	algorithm	algorithm	NOUN
easat-2813	96	28	.	.	PUNCT
easat-2813	97	1	a	a	DET
easat-2813	97	2	stochastic	stochastic	ADJ
easat-2813	97	3	gradient	gradient	NOUN
easat-2813	97	4	decline	decline	NOUN
easat-2813	97	5	might	might	AUX
easat-2813	97	6	be	be	AUX
easat-2813	97	7	utilized	utilize	VERB
easat-2813	97	8	to	to	PART
easat-2813	97	9	update	update	VERB
easat-2813	97	10	influences	influence	NOUN
easat-2813	97	11	,	,	PUNCT
easat-2813	97	12	as	as	ADP
easat-2813	97	13	our	our	PRON
easat-2813	97	14	formulation	formulation	NOUN
easat-2813	97	15	below	below	ADP
easat-2813	97	16	demonstrates	demonstrate	NOUN
easat-2813	97	17	;	;	PUNCT
easat-2813	97	18	𝑤𝑖,𝑗(𝑡	𝑤𝑖,𝑗(𝑡	NOUN
easat-2813	97	19	)	)	PUNCT
easat-2813	97	20	+	+	CCONJ
easat-2813	97	21	𝜇	𝜇	PRON
easat-2813	97	22	𝜕𝐶	𝜕𝐶	PRON
easat-2813	97	23	𝜕𝑤𝑖,𝑗	𝜕𝑤𝑖,𝑗	NOUN
easat-2813	97	24	(	(	PUNCT
easat-2813	97	25	4	4	NUM
easat-2813	97	26	)	)	PUNCT
easat-2813	97	27	the	the	DET
easat-2813	97	28	cost	cost	NOUN
easat-2813	97	29	function	function	NOUN
easat-2813	97	30	,	,	PUNCT
easat-2813	97	31	which	which	PRON
easat-2813	97	32	is	be	AUX
easat-2813	97	33	heavily	heavily	ADV
easat-2813	97	34	influenced	influence	VERB
easat-2813	97	35	by	by	ADP
easat-2813	97	36	factors	factor	NOUN
easat-2813	97	37	like	like	ADP
easat-2813	97	38	the	the	DET
easat-2813	97	39	learning	learning	NOUN
easat-2813	97	40	type	type	NOUN
easat-2813	97	41	and	and	CCONJ
easat-2813	97	42	the	the	DET
easat-2813	97	43	activation	activation	NOUN
easat-2813	97	44	function	function	NOUN
easat-2813	97	45	,	,	PUNCT
easat-2813	97	46	is	be	AUX
easat-2813	97	47	located	locate	VERB
easat-2813	97	48	between	between	ADP
easat-2813	97	49	c	c	PROPN
easat-2813	97	50	and	and	CCONJ
easat-2813	97	51	the	the	DET
easat-2813	97	52	learning	learning	NOUN
easat-2813	97	53	rate	rate	NOUN
easat-2813	97	54	.	.	PUNCT
easat-2813	98	1	the	the	DET
easat-2813	98	2	activation	activation	NOUN
easat-2813	98	3	function	function	NOUN
easat-2813	98	4	and	and	CCONJ
easat-2813	98	5	cost	cost	NOUN
easat-2813	98	6	function	function	NOUN
easat-2813	98	7	,	,	PUNCT
easat-2813	98	8	respectively	respectively	ADV
easat-2813	98	9	,	,	PUNCT
easat-2813	98	10	are	be	AUX
easat-2813	98	11	the	the	DET
easat-2813	98	12	softmax	softmax	NOUN
easat-2813	98	13	and	and	CCONJ
easat-2813	98	14	cross	cross	PROPN
easat-2813	98	15	entropy	entropy	PROPN
easat-2813	98	16	functions	function	NOUN
easat-2813	98	17	,	,	PUNCT
easat-2813	98	18	and	and	CCONJ
easat-2813	98	19	this	this	DET
easat-2813	98	20	study	study	NOUN
easat-2813	98	21	is	be	AUX
easat-2813	98	22	being	be	AUX
easat-2813	98	23	carried	carry	VERB
easat-2813	98	24	out	out	ADP
easat-2813	98	25	using	use	VERB
easat-2813	98	26	supervised	supervised	ADJ
easat-2813	98	27	learning	learning	NOUN
easat-2813	98	28	on	on	ADP
easat-2813	98	29	a	a	DET
easat-2813	98	30	multiclass	multiclass	ADJ
easat-2813	98	31	classification	classification	NOUN
easat-2813	98	32	problem	problem	NOUN
easat-2813	98	33	.	.	PUNCT
easat-2813	99	1	the	the	DET
easat-2813	99	2	following	follow	VERB
easat-2813	99	3	is	be	AUX
easat-2813	99	4	a	a	DET
easat-2813	99	5	definition	definition	NOUN
easat-2813	99	6	of	of	ADP
easat-2813	99	7	the	the	DET
easat-2813	99	8	softmax	softmax	NOUN
easat-2813	99	9	function	function	NOUN
easat-2813	99	10	:	:	PUNCT
easat-2813	99	11	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
easat-2813	99	12	(	(	PUNCT
easat-2813	99	13	𝑥𝑗	𝑥𝑗	PROPN
easat-2813	99	14	)	)	PUNCT
easat-2813	99	15	∑	∑	ADV
easat-2813	99	16	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
easat-2813	99	17	(	(	PUNCT
easat-2813	99	18	𝑥𝑘	𝑥𝑘	NOUN
easat-2813	99	19	)	)	PUNCT
easat-2813	99	20	(	(	PUNCT
easat-2813	99	21	5	5	X
easat-2813	99	22	)	)	PUNCT
easat-2813	99	23	the	the	DET
easat-2813	99	24	unit	unit	NOUN
easat-2813	99	25	j	j	PROPN
easat-2813	99	26	is	be	AUX
easat-2813	99	27	the	the	DET
easat-2813	99	28	output	output	NOUN
easat-2813	99	29	that	that	PRON
easat-2813	99	30	indicates	indicate	VERB
easat-2813	99	31	the	the	DET
easat-2813	99	32	class	class	NOUN
easat-2813	99	33	probability	probability	NOUN
easat-2813	99	34	,	,	PUNCT
easat-2813	99	35	and	and	CCONJ
easat-2813	99	36	the	the	DET
easat-2813	99	37	total	total	ADJ
easat-2813	99	38	inputs	input	NOUN
easat-2813	99	39	to	to	ADP
easat-2813	99	40	units	unit	NOUN
easat-2813	99	41	k	k	PROPN
easat-2813	99	42	and	and	CCONJ
easat-2813	99	43	j	j	PROPN
easat-2813	99	44	of	of	ADP
easat-2813	99	45	the	the	DET
easat-2813	99	46	same	same	ADJ
easat-2813	99	47	level	level	NOUN
easat-2813	99	48	are	be	AUX
easat-2813	99	49	presented	present	VERB
easat-2813	99	50	by	by	ADP
easat-2813	99	51	.	.	PUNCT
easat-2813	100	1	the	the	DET
easat-2813	100	2	problem	problem	NOUN
easat-2813	100	3	for	for	ADP
easat-2813	100	4	multiclass	multiclass	ADJ
easat-2813	100	5	classification	classification	NOUN
easat-2813	100	6	in	in	ADP
easat-2813	100	7	supervised	supervised	ADJ
easat-2813	100	8	learning	learning	NOUN
easat-2813	100	9	is	be	AUX
easat-2813	100	10	the	the	DET
easat-2813	100	11	cost	cost	NOUN
easat-2813	100	12	function	function	NOUN
easat-2813	100	13	,	,	PUNCT
easat-2813	100	14	which	which	PRON
easat-2813	100	15	is	be	AUX
easat-2813	100	16	well	well	ADV
easat-2813	100	17	-	-	PUNCT
easat-2813	100	18	defined	define	VERB
easat-2813	100	19	as	as	SCONJ
easat-2813	100	20	follows	follow	VERB
easat-2813	100	21	:	:	PUNCT
easat-2813	100	22	∑𝑗	∑𝑗	PROPN
easat-2813	100	23	𝑑𝑗	𝑑𝑗	PROPN
easat-2813	100	24	𝑙𝑜𝑔	𝑙𝑜𝑔	ADV
easat-2813	100	25	𝑙𝑜𝑔	𝑙𝑜𝑔	PROPN
easat-2813	100	26	(	(	PUNCT
easat-2813	100	27	𝑃𝑗	𝑃𝑗	NOUN
easat-2813	100	28	)	)	PUNCT
easat-2813	100	29	−	−	NOUN
easat-2813	100	30	𝑣𝑗	𝑣𝑗	ADP
easat-2813	100	31	(	(	PUNCT
easat-2813	100	32	6	6	NUM
easat-2813	100	33	)	)	PUNCT
easat-2813	100	34	the	the	DET
easat-2813	100	35	weight	weight	NOUN
easat-2813	100	36	is	be	AUX
easat-2813	100	37	then	then	ADV
easat-2813	100	38	linked	link	VERB
easat-2813	100	39	to	to	ADP
easat-2813	100	40	the	the	DET
easat-2813	100	41	preference	preference	NOUN
easat-2813	100	42	unit	unit	NOUN
easat-2813	100	43	in	in	ADP
easat-2813	100	44	the	the	DET
easat-2813	100	45	unseen	unseen	ADJ
easat-2813	100	46	layer	layer	NOUN
easat-2813	100	47	,	,	PUNCT
easat-2813	100	48	and	and	CCONJ
easat-2813	100	49	is	be	AUX
easat-2813	100	50	the	the	DET
easat-2813	100	51	target	target	NOUN
easat-2813	100	52	probability	probability	NOUN
easat-2813	100	53	for	for	ADP
easat-2813	100	54	the	the	DET
easat-2813	100	55	output	output	NOUN
easat-2813	100	56	j.	j.	PROPN
easat-2813	100	57	weight	weight	PROPN
easat-2813	100	58	is	be	AUX
easat-2813	100	59	used	use	VERB
easat-2813	100	60	to	to	PART
easat-2813	100	61	begin	begin	VERB
easat-2813	100	62	at	at	ADP
easat-2813	100	63	the	the	DET
easat-2813	100	64	output	output	NOUN
easat-2813	100	65	unit	unit	NOUN
easat-2813	100	66	,	,	PUNCT
easat-2813	100	67	and	and	CCONJ
easat-2813	100	68	error	error	NOUN
easat-2813	100	69	signals	signal	NOUN
easat-2813	100	70	are	be	AUX
easat-2813	100	71	transmitted	transmit	VERB
easat-2813	100	72	value	value	NOUN
easat-2813	100	73	the	the	DET
easat-2813	100	74	input	input	NOUN
easat-2813	100	75	layer	layer	NOUN
easat-2813	100	76	in	in	ADP
easat-2813	100	77	a	a	DET
easat-2813	100	78	recursive	recursive	ADJ
easat-2813	100	79	fashion	fashion	NOUN
easat-2813	100	80	.	.	PUNCT
easat-2813	101	1	as	as	ADP
easat-2813	101	2	a	a	DET
easat-2813	101	3	cost	cost	NOUN
easat-2813	101	4	function	function	NOUN
easat-2813	101	5	for	for	ADP
easat-2813	101	6	the	the	DET
easat-2813	101	7	estimated	estimate	VERB
easat-2813	101	8	error	error	NOUN
easat-2813	101	9	in	in	ADP
easat-2813	101	10	the	the	DET
easat-2813	101	11	network	network	NOUN
easat-2813	101	12	's	's	PART
easat-2813	101	13	targeted	target	VERB
easat-2813	101	14	function	function	NOUN
easat-2813	101	15	,	,	PUNCT
easat-2813	101	16	the	the	DET
easat-2813	101	17	detected	detect	VERB
easat-2813	101	18	output	output	NOUN
easat-2813	101	19	compares	compare	VERB
easat-2813	101	20	favorably	favorably	ADV
easat-2813	101	21	to	to	ADP
easat-2813	101	22	the	the	DET
easat-2813	101	23	target	target	NOUN
easat-2813	101	24	valued	value	VERB
easat-2813	101	25	,	,	PUNCT
easat-2813	101	26	which	which	PRON
easat-2813	101	27	was	be	AUX
easat-2813	101	28	the	the	DET
easat-2813	101	29	facial	facial	ADJ
easat-2813	101	30	image	image	NOUN
easat-2813	101	31	of	of	ADP
easat-2813	101	32	the	the	DET
easat-2813	101	33	entire	entire	ADJ
easat-2813	101	34	training	training	NOUN
easat-2813	101	35	set	set	NOUN
easat-2813	101	36	.	.	PUNCT
easat-2813	102	1	the	the	DET
easat-2813	102	2	required	require	VERB
easat-2813	102	3	minimization	minimization	NOUN
easat-2813	102	4	error	error	NOUN
easat-2813	102	5	is	be	AUX
easat-2813	102	6	as	as	SCONJ
easat-2813	102	7	follows	follow	VERB
easat-2813	102	8	:	:	PUNCT
easat-2813	102	9	∑	∑	PUNCT
easat-2813	103	1	𝐾	𝐾	PROPN
easat-2813	103	2	𝑘=1	𝑘=1	X
easat-2813	103	3	(	(	PUNCT
easat-2813	103	4	𝑡𝑘	𝑡𝑘	ADV
easat-2813	103	5	𝑇	𝑇	PROPN
easat-2813	103	6	−	−	PROPN
easat-2813	103	7	𝑔𝑘	𝑔𝑘	ADP
easat-2813	103	8	𝑇	𝑇	PROPN
easat-2813	103	9	)	)	PUNCT
easat-2813	103	10	2	2	NUM
easat-2813	103	11	(	(	PUNCT
easat-2813	103	12	7	7	NUM
easat-2813	103	13	)	)	PUNCT
easat-2813	103	14	such	such	ADJ
easat-2813	103	15	that	that	PRON
easat-2813	103	16	,	,	PUNCT
easat-2813	103	17	𝐸𝑇	𝐸𝑇	PROPN
easat-2813	103	18	is	be	AUX
easat-2813	103	19	the	the	DET
easat-2813	103	20	resulting	result	VERB
easat-2813	103	21	error	error	NOUN
easat-2813	103	22	,	,	PUNCT
easat-2813	103	23	𝑡𝑘	𝑡𝑘	ADV
easat-2813	103	24	𝑇	𝑇	PROPN
easat-2813	103	25	,	,	PUNCT
easat-2813	103	26	is	be	AUX
easat-2813	103	27	the	the	DET
easat-2813	103	28	matching	match	VERB
easat-2813	103	29	target	target	NOUN
easat-2813	103	30	value	value	NOUN
easat-2813	103	31	of	of	ADP
easat-2813	103	32	the	the	DET
easat-2813	103	33	detected	detect	VERB
easat-2813	103	34	output	output	NOUN
easat-2813	103	35	(	(	PUNCT
easat-2813	103	36	the	the	DET
easat-2813	103	37	activation	activation	NOUN
easat-2813	103	38	of	of	ADP
easat-2813	103	39	the	the	DET
easat-2813	103	40	kth	kth	PROPN
easat-2813	103	41	output	output	NOUN
easat-2813	103	42	unit	unit	NOUN
easat-2813	103	43	)	)	PUNCT
easat-2813	103	44	is	be	AUX
easat-2813	103	45	where	where	SCONJ
easat-2813	103	46	the	the	DET
easat-2813	103	47	error	error	NOUN
easat-2813	103	48	is	be	AUX
easat-2813	103	49	well	well	ADV
easat-2813	103	50	-	-	PUNCT
easat-2813	103	51	defined	define	VERB
easat-2813	103	52	,	,	PUNCT
easat-2813	103	53	𝑔𝑘	𝑔𝑘	ADP
easat-2813	103	54	𝑇	𝑇	PROPN
easat-2813	104	1	[	[	PUNCT
easat-2813	104	2	16	16	NUM
easat-2813	104	3	-	-	SYM
easat-2813	104	4	25	25	NUM
easat-2813	104	5	]	]	PUNCT
easat-2813	104	6	.	.	PUNCT
easat-2813	105	1	3712	3712	NUM
easat-2813	105	2	edelweiss	edelweiss	PROPN
easat-2813	105	3	applied	apply	VERB
easat-2813	105	4	science	science	NOUN
easat-2813	105	5	and	and	CCONJ
easat-2813	105	6	technology	technology	NOUN
easat-2813	105	7	issn	issn	PROPN
easat-2813	105	8	:	:	PUNCT
easat-2813	105	9	2576	2576	NUM
easat-2813	105	10	-	-	SYM
easat-2813	105	11	8484	8484	NUM
easat-2813	105	12	vol	vol	NOUN
easat-2813	105	13	.	.	PROPN
easat-2813	105	14	8	8	NUM
easat-2813	105	15	,	,	PUNCT
easat-2813	105	16	no	no	INTJ
easat-2813	105	17	.	.	NOUN
easat-2813	106	1	6	6	NUM
easat-2813	106	2	:	:	SYM
easat-2813	106	3	3708	3708	NUM
easat-2813	106	4	-	-	SYM
easat-2813	106	5	3721	3721	NUM
easat-2813	106	6	,	,	PUNCT
easat-2813	106	7	2024	2024	NUM
easat-2813	106	8	doi	doi	NOUN
easat-2813	106	9	:	:	PUNCT
easat-2813	106	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	106	11	©	©	PROPN
easat-2813	106	12	2024	2024	NUM
easat-2813	106	13	by	by	ADP
easat-2813	106	14	the	the	DET
easat-2813	106	15	authors	author	NOUN
easat-2813	106	16	;	;	PUNCT
easat-2813	106	17	licensee	licensee	PROPN
easat-2813	106	18	learning	learning	NOUN
easat-2813	106	19	gate	gate	NOUN
easat-2813	106	20	2	2	NUM
easat-2813	106	21	.	.	PUNCT
easat-2813	106	22	literature	literature	NOUN
easat-2813	106	23	review	review	NOUN
easat-2813	106	24	in	in	ADP
easat-2813	106	25	this	this	DET
easat-2813	106	26	part	part	NOUN
easat-2813	106	27	,	,	PUNCT
easat-2813	106	28	sources	source	NOUN
easat-2813	106	29	and	and	CCONJ
easat-2813	106	30	late	late	ADJ
easat-2813	106	31	examination	examination	NOUN
easat-2813	106	32	connected	connect	VERB
easat-2813	106	33	with	with	ADP
easat-2813	106	34	the	the	DET
easat-2813	106	35	subject	subject	NOUN
easat-2813	106	36	of	of	ADP
easat-2813	106	37	detecting	detect	VERB
easat-2813	106	38	counterfeit	counterfeit	ADJ
easat-2813	106	39	variety	variety	NOUN
easat-2813	106	40	pictures	picture	NOUN
easat-2813	106	41	in	in	ADP
easat-2813	106	42	cloud	cloud	NOUN
easat-2813	106	43	networks	network	NOUN
easat-2813	106	44	will	will	AUX
easat-2813	106	45	be	be	AUX
easat-2813	106	46	surveyed	survey	VERB
easat-2813	106	47	.	.	PUNCT
easat-2813	107	1	significant	significant	ADJ
easat-2813	107	2	important	important	ADJ
easat-2813	107	3	papers	paper	NOUN
easat-2813	107	4	will	will	AUX
easat-2813	107	5	be	be	AUX
easat-2813	107	6	assessed	assess	VERB
easat-2813	107	7	to	to	PART
easat-2813	107	8	determine	determine	VERB
easat-2813	107	9	the	the	DET
easat-2813	107	10	commitment	commitment	NOUN
easat-2813	107	11	of	of	ADP
easat-2813	107	12	analysts	analyst	NOUN
easat-2813	107	13	on	on	ADP
easat-2813	107	14	this	this	DET
easat-2813	107	15	subject	subject	NOUN
easat-2813	107	16	in	in	ADP
easat-2813	107	17	the	the	DET
easat-2813	107	18	modern	modern	ADJ
easat-2813	107	19	logical	logical	ADJ
easat-2813	107	20	structure	structure	NOUN
easat-2813	107	21	.	.	PUNCT
easat-2813	108	1	a	a	DET
easat-2813	108	2	couple	couple	NOUN
easat-2813	108	3	of	of	ADP
easat-2813	108	4	compelling	compelling	ADJ
easat-2813	108	5	structures	structure	NOUN
easat-2813	108	6	that	that	PRON
easat-2813	108	7	have	have	AUX
easat-2813	108	8	been	be	AUX
easat-2813	108	9	made	make	VERB
easat-2813	108	10	over	over	ADP
easat-2813	108	11	the	the	DET
easat-2813	108	12	latest	late	ADJ
easat-2813	108	13	two	two	NUM
easat-2813	108	14	or	or	CCONJ
easat-2813	108	15	three	three	NUM
easat-2813	108	16	years	year	NOUN
easat-2813	108	17	have	have	AUX
easat-2813	108	18	embraced	embrace	VERB
easat-2813	108	19	profound	profound	ADJ
easat-2813	108	20	neural	neural	ADJ
easat-2813	108	21	networks	network	NOUN
easat-2813	108	22	for	for	ADP
easat-2813	108	23	face	face	NOUN
easat-2813	108	24	detection	detection	NOUN
easat-2813	108	25	[	[	X
easat-2813	108	26	2	2	NUM
easat-2813	108	27	-	-	SYM
easat-2813	108	28	8	8	NUM
easat-2813	108	29	]	]	PUNCT
easat-2813	108	30	.	.	PUNCT
easat-2813	109	1	the	the	DET
easat-2813	109	2	face	face	NOUN
easat-2813	109	3	detection	detection	NOUN
easat-2813	109	4	systems	system	NOUN
easat-2813	109	5	in	in	ADP
easat-2813	109	6	view	view	NOUN
easat-2813	109	7	of	of	ADP
easat-2813	109	8	profound	profound	ADJ
easat-2813	109	9	neural	neural	ADJ
easat-2813	109	10	networks	network	NOUN
easat-2813	109	11	might	might	AUX
easat-2813	109	12	be	be	AUX
easat-2813	109	13	partitioned	partition	VERB
easat-2813	109	14	towards	towards	ADP
easat-2813	109	15	single	single	ADJ
easat-2813	109	16	-	-	PUNCT
easat-2813	109	17	stage	stage	NOUN
easat-2813	109	18	too	too	ADV
easat-2813	109	19	double	double	ADJ
easat-2813	109	20	stages	stage	NOUN
easat-2813	109	21	moves	move	NOUN
easat-2813	109	22	close	close	ADV
easat-2813	109	23	,	,	PUNCT
easat-2813	109	24	as	as	SCONJ
easat-2813	109	25	depicted	depict	VERB
easat-2813	109	26	as	as	ADP
easat-2813	109	27	succeed	succeed	VERB
easat-2813	109	28	:	:	PUNCT
easat-2813	109	29	lin	lin	PROPN
easat-2813	109	30	jiang	jiang	PROPN
easat-2813	109	31	2021	2021	NUM
easat-2813	110	1	[	[	X
easat-2813	110	2	15	15	NUM
easat-2813	110	3	]	]	PUNCT
easat-2813	110	4	,	,	PUNCT
easat-2813	110	5	the	the	DET
easat-2813	110	6	eventual	eventual	ADJ
easat-2813	110	7	outcomes	outcome	NOUN
easat-2813	110	8	of	of	ADP
easat-2813	110	9	relative	relative	ADJ
easat-2813	110	10	examinations	examination	NOUN
easat-2813	110	11	uncover	uncover	VERB
easat-2813	110	12	that	that	SCONJ
easat-2813	110	13	this	this	DET
easat-2813	110	14	innovation	innovation	NOUN
easat-2813	110	15	can	can	AUX
easat-2813	110	16	unequivocally	unequivocally	ADV
easat-2813	110	17	see	see	VERB
easat-2813	110	18	different	different	ADJ
easat-2813	110	19	faces	face	NOUN
easat-2813	110	20	as	as	ADV
easat-2813	110	21	well	well	ADV
easat-2813	110	22	as	as	ADP
easat-2813	110	23	outflanks	outflank	NOUN
easat-2813	110	24	speedy	speedy	VERB
easat-2813	110	25	r	r	PROPN
easat-2813	110	26	-	-	PUNCT
easat-2813	110	27	cnn	cnn	NOUN
easat-2813	110	28	to	to	ADP
easat-2813	110	29	the	the	DET
easat-2813	110	30	extent	extent	NOUN
easat-2813	110	31	that	that	SCONJ
easat-2813	110	32	execution	execution	NOUN
easat-2813	110	33	.	.	PUNCT
easat-2813	111	1	in	in	ADP
easat-2813	111	2	2021	2021	NUM
easat-2813	111	3	,	,	PUNCT
easat-2813	111	4	prathmesh	prathmesh	NOUN
easat-2813	111	5	deval	deval	NOUN
easat-2813	111	6	,	,	PUNCT
easat-2813	111	7	et	et	NOUN
easat-2813	111	8	.	.	PUNCT
easat-2813	112	1	al	al	PROPN
easat-2813	112	2	.	.	PROPN
easat-2813	112	3	,	,	PUNCT
easat-2813	113	1	[	[	X
easat-2813	113	2	16	16	NUM
easat-2813	113	3	]	]	PUNCT
easat-2813	113	4	,	,	PUNCT
easat-2813	113	5	fostering	foster	VERB
easat-2813	113	6	an	an	DET
easat-2813	113	7	area	area	NOUN
easat-2813	113	8	system	system	NOUN
easat-2813	113	9	of	of	ADP
easat-2813	113	10	face	face	NOUN
easat-2813	113	11	shroud	shroud	NOUN
easat-2813	113	12	related	relate	VERB
easat-2813	113	13	with	with	ADP
easat-2813	113	14	computerized	computerized	ADJ
easat-2813	113	15	clinical	clinical	ADJ
easat-2813	113	16	consideration	consideration	NOUN
easat-2813	113	17	administrations	administration	NOUN
easat-2813	113	18	.	.	PUNCT
easat-2813	114	1	by	by	ADP
easat-2813	114	2	used	use	VERB
easat-2813	114	3	opencv	opencv	PROPN
easat-2813	114	4	,	,	PUNCT
easat-2813	114	5	to	to	PART
easat-2813	114	6	obtain	obtain	VERB
easat-2813	114	7	induction	induction	NOUN
easat-2813	114	8	to	to	ADP
easat-2813	114	9	the	the	DET
easat-2813	114	10	live	live	ADJ
easat-2813	114	11	video	video	NOUN
easat-2813	114	12	move	move	NOUN
easat-2813	114	13	with	with	ADP
easat-2813	114	14	furthermore	furthermore	ADV
easat-2813	114	15	for	for	ADP
easat-2813	114	16	picture	picture	NOUN
easat-2813	114	17	pre	pre	NOUN
easat-2813	114	18	-	-	NOUN
easat-2813	114	19	handling	handling	NOUN
easat-2813	114	20	.	.	PUNCT
easat-2813	115	1	with	with	ADP
easat-2813	115	2	face	face	NOUN
easat-2813	115	3	detection	detection	NOUN
easat-2813	115	4	,	,	PUNCT
easat-2813	115	5	haar	haar	NOUN
easat-2813	115	6	-	-	PUNCT
easat-2813	115	7	outpouring	outpouring	NOUN
easat-2813	115	8	would	would	AUX
easat-2813	115	9	become	become	AUX
easat-2813	115	10	utilized	utilize	VERB
easat-2813	115	11	,	,	PUNCT
easat-2813	115	12	as	as	SCONJ
easat-2813	115	13	it	it	PRON
easat-2813	115	14	is	be	AUX
easat-2813	115	15	an	an	DET
easat-2813	115	16	outstandingly	outstandingly	ADV
easat-2813	115	17	strong	strong	ADJ
easat-2813	115	18	face	face	NOUN
easat-2813	115	19	disclosure	disclosure	NOUN
easat-2813	115	20	procedure	procedure	NOUN
easat-2813	115	21	.	.	PUNCT
easat-2813	116	1	in	in	ADP
easat-2813	116	2	2021	2021	NUM
easat-2813	116	3	,	,	PUNCT
easat-2813	116	4	s.shivaprasad	s.shivaprasad	PROPN
easat-2813	116	5	,	,	PUNCT
easat-2813	116	6	et	et	NOUN
easat-2813	116	7	.	.	PUNCT
easat-2813	117	1	al	al	PROPN
easat-2813	117	2	.	.	PROPN
easat-2813	117	3	,	,	PUNCT
easat-2813	118	1	[	[	X
easat-2813	118	2	17	17	NUM
easat-2813	118	3	]	]	PUNCT
easat-2813	118	4	profound	profound	ADJ
easat-2813	118	5	learning	learning	PROPN
easat-2813	118	6	,	,	PUNCT
easat-2813	118	7	opencv	opencv	PROPN
easat-2813	118	8	,	,	PUNCT
easat-2813	118	9	tenserflow	tenserflow	NOUN
easat-2813	118	10	,	,	PUNCT
easat-2813	118	11	additionally	additionally	ADV
easat-2813	118	12	keras	keras	PROPN
easat-2813	118	13	have	have	AUX
easat-2813	118	14	been	be	AUX
easat-2813	118	15	used	use	VERB
easat-2813	118	16	in	in	ADP
easat-2813	118	17	the	the	DET
easat-2813	118	18	audit	audit	NOUN
easat-2813	118	19	system	system	NOUN
easat-2813	118	20	to	to	PART
easat-2813	118	21	assist	assist	VERB
easat-2813	118	22	with	with	ADP
easat-2813	118	23	the	the	DET
easat-2813	118	24	face	face	NOUN
easat-2813	118	25	acknowledgment	acknowledgment	NOUN
easat-2813	118	26	utilizing	utilize	VERB
easat-2813	118	27	covers	cover	NOUN
easat-2813	118	28	.	.	PUNCT
easat-2813	119	1	through	through	ADP
easat-2813	119	2	assisting	assist	VERB
easat-2813	119	3	with	with	ADP
easat-2813	119	4	such	such	DET
easat-2813	119	5	a	a	DET
easat-2813	119	6	technique	technique	NOUN
easat-2813	119	7	,	,	PUNCT
easat-2813	119	8	security	security	NOUN
easat-2813	119	9	is	be	AUX
easat-2813	119	10	ensured	ensure	VERB
easat-2813	119	11	.	.	PUNCT
easat-2813	120	1	the	the	DET
easat-2813	120	2	technique	technique	NOUN
easat-2813	120	3	for	for	ADP
easat-2813	120	4	face	face	NOUN
easat-2813	120	5	area	area	NOUN
easat-2813	120	6	has	have	AUX
easat-2813	120	7	used	use	VERB
easat-2813	120	8	the	the	DET
easat-2813	120	9	mobilenetv2	mobilenetv2	PROPN
easat-2813	120	10	with	with	ADP
easat-2813	120	11	cnn	cnn	PROPN
easat-2813	120	12	framework	framework	NOUN
easat-2813	120	13	as	as	ADP
easat-2813	120	14	a	a	DET
easat-2813	120	15	classifier	classifier	NOUN
easat-2813	120	16	;	;	PUNCT
easat-2813	120	17	it	it	PRON
easat-2813	120	18	is	be	AUX
easat-2813	120	19	lightweight	lightweight	ADJ
easat-2813	120	20	,	,	PUNCT
easat-2813	120	21	which	which	PRON
easat-2813	120	22	provides	provide	VERB
easat-2813	120	23	less	less	ADJ
easat-2813	120	24	boundaries	boundary	NOUN
easat-2813	120	25	,	,	PUNCT
easat-2813	120	26	that	that	PRON
easat-2813	120	27	could	could	AUX
easat-2813	120	28	become	become	VERB
easat-2813	120	29	used	use	VERB
easat-2813	120	30	in	in	ADP
easat-2813	120	31	installed	instal	VERB
easat-2813	120	32	contraptions	contraption	NOUN
easat-2813	120	33	(	(	PUNCT
easat-2813	120	34	onion	onion	NOUN
easat-2813	120	35	omega2	omega2	NOUN
easat-2813	120	36	with	with	ADP
easat-2813	120	37	raspberry	raspberry	PROPN
easat-2813	120	38	pi	pi	NOUN
easat-2813	120	39	)	)	PUNCT
easat-2813	120	40	to	to	PART
easat-2813	120	41	perform	perform	VERB
easat-2813	120	42	genuine	genuine	ADJ
easat-2813	120	43	cover	cover	NOUN
easat-2813	120	44	unmistakable	unmistakable	ADJ
easat-2813	120	45	proof	proof	NOUN
easat-2813	120	46	.	.	PUNCT
easat-2813	121	1	the	the	DET
easat-2813	121	2	precision	precision	NOUN
easat-2813	121	3	of	of	ADP
easat-2813	121	4	the	the	DET
easat-2813	121	5	approach	approach	NOUN
easat-2813	121	6	utilized	utilize	VERB
easat-2813	121	7	with	with	ADP
easat-2813	121	8	such	such	ADJ
easat-2813	121	9	examination	examination	NOUN
easat-2813	121	10	is	be	AUX
easat-2813	121	11	0.96	0.96	NUM
easat-2813	121	12	;	;	PUNCT
easat-2813	121	13	with	with	ADP
easat-2813	121	14	the	the	DET
easat-2813	121	15	f1	f1	NOUN
easat-2813	121	16	-	-	PUNCT
easat-2813	121	17	score	score	NOUN
easat-2813	121	18	is	be	AUX
easat-2813	121	19	0.92	0.92	NUM
easat-2813	121	20	.	.	PUNCT
easat-2813	122	1	in	in	ADP
easat-2813	122	2	2021	2021	NUM
easat-2813	122	3	,	,	PUNCT
easat-2813	122	4	jansi	jansi	PROPN
easat-2813	122	5	rani	rani	PROPN
easat-2813	122	6	sella	sella	PROPN
easat-2813	122	7	veluswami	veluswami	PROPN
easat-2813	122	8	,	,	PUNCT
easat-2813	122	9	et	et	NOUN
easat-2813	122	10	.	.	PUNCT
easat-2813	123	1	al	al	PROPN
easat-2813	123	2	.	.	PROPN
easat-2813	123	3	,	,	PUNCT
easat-2813	124	1	[	[	X
easat-2813	124	2	18	18	NUM
easat-2813	124	3	]	]	PUNCT
easat-2813	124	4	,	,	PUNCT
easat-2813	124	5	introduced	introduce	VERB
easat-2813	124	6	a	a	DET
easat-2813	124	7	construction	construction	NOUN
easat-2813	124	8	that	that	PRON
easat-2813	124	9	was	be	AUX
easat-2813	124	10	ready	ready	ADJ
easat-2813	124	11	upon	upon	SCONJ
easat-2813	124	12	info	info	NOUN
easat-2813	124	13	of	of	ADP
easat-2813	124	14	more	more	ADJ
easat-2813	124	15	than	than	ADP
easat-2813	124	16	11,000	11,000	NUM
easat-2813	124	17	pictures	picture	NOUN
easat-2813	124	18	of	of	ADP
easat-2813	124	19	faces	face	NOUN
easat-2813	124	20	either	either	CCONJ
easat-2813	124	21	regardless	regardless	ADV
easat-2813	124	22	of	of	ADP
easat-2813	124	23	covers	cover	NOUN
easat-2813	124	24	,	,	PUNCT
easat-2813	124	25	utilizing	utilize	VERB
easat-2813	124	26	different	different	ADJ
easat-2813	124	27	profound	profound	ADJ
easat-2813	124	28	learning	learning	NOUN
easat-2813	124	29	strategies	strategy	NOUN
easat-2813	124	30	.	.	PUNCT
easat-2813	125	1	a	a	DET
easat-2813	125	2	ssdnet	ssdnet	NOUN
easat-2813	125	3	conspire	conspire	NOUN
easat-2813	125	4	is	be	AUX
easat-2813	125	5	sent	send	VERB
easat-2813	125	6	for	for	ADP
easat-2813	125	7	face	face	NOUN
easat-2813	125	8	identification	identification	NOUN
easat-2813	125	9	,	,	PUNCT
easat-2813	125	10	and	and	CCONJ
easat-2813	125	11	the	the	DET
easat-2813	125	12	outcome	outcome	NOUN
easat-2813	125	13	is	be	AUX
easat-2813	125	14	perceived	perceive	VERB
easat-2813	125	15	as	as	ADP
easat-2813	125	16	a	a	DET
easat-2813	125	17	uniquely	uniquely	ADV
easat-2813	125	18	designed	design	VERB
easat-2813	125	19	lightweight	lightweight	ADJ
easat-2813	125	20	cnn	cnn	PROPN
easat-2813	125	21	for	for	ADP
easat-2813	125	22	cover	cover	NOUN
easat-2813	125	23	area	area	NOUN
easat-2813	125	24	.	.	PUNCT
easat-2813	126	1	upon	upon	SCONJ
easat-2813	126	2	double	double	ADJ
easat-2813	126	3	unmistakable	unmistakable	ADJ
easat-2813	126	4	examining	examining	NOUN
easat-2813	126	5	information	information	NOUN
easat-2813	126	6	,	,	PUNCT
easat-2813	126	7	the	the	DET
easat-2813	126	8	design	design	NOUN
easat-2813	126	9	gets	get	VERB
easat-2813	126	10	a	a	DET
easat-2813	126	11	striking	striking	ADJ
easat-2813	126	12	precision	precision	NOUN
easat-2813	126	13	of	of	ADP
easat-2813	126	14	96	96	NUM
easat-2813	126	15	%	%	NOUN
easat-2813	126	16	with	with	ADP
easat-2813	126	17	96	96	NUM
easat-2813	126	18	%	%	NOUN
easat-2813	126	19	.	.	PUNCT
easat-2813	127	1	the	the	DET
easat-2813	127	2	plan	plan	NOUN
easat-2813	127	3	would	would	AUX
easat-2813	127	4	help	help	VERB
easat-2813	127	5	authority	authority	NOUN
easat-2813	127	6	organizations	organization	NOUN
easat-2813	127	7	with	with	ADP
easat-2813	127	8	prosperity	prosperity	NOUN
easat-2813	127	9	leaders	leader	NOUN
easat-2813	127	10	with	with	ADP
easat-2813	127	11	battling	battle	VERB
easat-2813	127	12	the	the	DET
easat-2813	127	13	worldwide	worldwide	ADJ
easat-2813	127	14	pandemic	pandemic	NOUN
easat-2813	127	15	.	.	PUNCT
easat-2813	128	1	in	in	ADP
easat-2813	128	2	2020	2020	NUM
easat-2813	128	3	,	,	PUNCT
easat-2813	128	4	guanhao	guanhao	PROPN
easat-2813	128	5	yang	yang	PROPN
easat-2813	128	6	,	,	PUNCT
easat-2813	128	7	et	et	PROPN
easat-2813	128	8	.	.	PUNCT
easat-2813	129	1	al	al	PROPN
easat-2813	129	2	.	.	PROPN
easat-2813	129	3	,	,	PUNCT
easat-2813	130	1	[	[	X
easat-2813	130	2	19	19	NUM
easat-2813	130	3	]	]	PUNCT
easat-2813	130	4	,	,	PUNCT
easat-2813	130	5	to	to	PART
easat-2813	130	6	apply	apply	VERB
easat-2813	130	7	yolov5	yolov5	NOUN
easat-2813	130	8	,	,	PUNCT
easat-2813	130	9	the	the	DET
easat-2813	130	10	best	good	ADJ
easat-2813	130	11	complaint	complaint	NOUN
easat-2813	130	12	revelation	revelation	NOUN
easat-2813	130	13	technique	technique	NOUN
easat-2813	130	14	at	at	ADP
easat-2813	130	15	the	the	DET
easat-2813	130	16	present	present	ADJ
easat-2813	130	17	time	time	NOUN
easat-2813	130	18	,	,	PUNCT
easat-2813	130	19	in	in	ADP
easat-2813	130	20	the	the	DET
easat-2813	130	21	genuine	genuine	ADJ
easat-2813	130	22	world	world	NOUN
easat-2813	130	23	,	,	PUNCT
easat-2813	130	24	particularly	particularly	ADV
easat-2813	130	25	toward	toward	ADP
easat-2813	130	26	wearing	wear	VERB
easat-2813	130	27	shroud	shroud	NOUN
easat-2813	130	28	in	in	ADP
easat-2813	130	29	jam	jam	NOUN
easat-2813	130	30	-	-	PUNCT
easat-2813	130	31	pressed	press	VERB
easat-2813	130	32	regions	region	NOUN
easat-2813	130	33	,	,	PUNCT
easat-2813	130	34	it	it	PRON
easat-2813	130	35	was	be	AUX
easat-2813	130	36	recommended	recommend	VERB
easat-2813	130	37	to	to	PART
easat-2813	130	38	substitute	substitute	VERB
easat-2813	130	39	manual	manual	ADJ
easat-2813	130	40	examination	examination	NOUN
easat-2813	130	41	with	with	ADP
easat-2813	130	42	simply	simply	ADV
easat-2813	130	43	a	a	DET
easat-2813	130	44	profound	profound	ADJ
easat-2813	130	45	learning	learning	NOUN
easat-2813	130	46	approach	approach	NOUN
easat-2813	130	47	likewise	likewise	ADV
easat-2813	130	48	use	use	VERB
easat-2813	130	49	yolov5	yolov5	NOUN
easat-2813	130	50	,	,	PUNCT
easat-2813	130	51	the	the	DET
easat-2813	130	52	most	most	ADV
easat-2813	130	53	impressive	impressive	ADJ
easat-2813	130	54	protest	protest	NOUN
easat-2813	130	55	identification	identification	NOUN
easat-2813	130	56	strategy	strategy	NOUN
easat-2813	130	57	at	at	ADP
easat-2813	130	58	the	the	DET
easat-2813	130	59	second	second	NOUN
easat-2813	130	60	.	.	PUNCT
easat-2813	131	1	whenever	whenever	SCONJ
easat-2813	131	2	visitors	visitor	NOUN
easat-2813	131	3	enter	enter	VERB
easat-2813	131	4	the	the	DET
easat-2813	131	5	shopping	shopping	NOUN
easat-2813	131	6	community	community	NOUN
easat-2813	131	7	,	,	PUNCT
easat-2813	131	8	they	they	PRON
easat-2813	131	9	will	will	AUX
easat-2813	131	10	get	get	VERB
easat-2813	131	11	pictures	picture	NOUN
easat-2813	131	12	against	against	ADP
easat-2813	131	13	the	the	DET
easat-2813	131	14	camera	camera	NOUN
easat-2813	131	15	,	,	PUNCT
easat-2813	131	16	which	which	PRON
easat-2813	131	17	would	would	AUX
easat-2813	131	18	straightaway	straightaway	VERB
easat-2813	131	19	,	,	PUNCT
easat-2813	131	20	the	the	DET
easat-2813	131	21	shopping	shopping	NOUN
easat-2813	131	22	community	community	NOUN
easat-2813	131	23	entryway	entryway	NOUN
easat-2813	131	24	would	would	AUX
easat-2813	131	25	be	be	AUX
easat-2813	131	26	opened	open	VERB
easat-2813	131	27	likewise	likewise	ADV
easat-2813	131	28	shown	show	VERB
easat-2813	131	29	to	to	PART
easat-2813	131	30	pass	pass	VERB
easat-2813	131	31	if	if	SCONJ
easat-2813	131	32	face	face	NOUN
easat-2813	131	33	identified	identify	VERB
easat-2813	131	34	inside	inside	ADP
easat-2813	131	35	2	2	NUM
easat-2813	131	36	sec	sec	PROPN
easat-2813	131	37	is	be	AUX
easat-2813	131	38	without	without	ADP
easat-2813	131	39	a	a	DET
easat-2813	131	40	doubt	doubt	NOUN
easat-2813	131	41	a	a	DET
easat-2813	131	42	face	face	NOUN
easat-2813	131	43	have	have	VERB
easat-2813	131	44	a	a	DET
easat-2813	131	45	cloak	cloak	NOUN
easat-2813	131	46	;	;	PUNCT
easat-2813	131	47	more	more	ADJ
easat-2813	131	48	,	,	PUNCT
easat-2813	131	49	it	it	PRON
easat-2813	131	50	would	would	AUX
easat-2813	131	51	become	become	AUX
easat-2813	131	52	returned	return	VERB
easat-2813	131	53	to	to	PART
easat-2813	131	54	face	face	VERB
easat-2813	131	55	cover	cover	VERB
easat-2813	131	56	unmistakable	unmistakable	ADJ
easat-2813	131	57	proof	proof	NOUN
easat-2813	131	58	even	even	ADV
easat-2813	131	59	advancement	advancement	NOUN
easat-2813	131	60	is	be	AUX
easat-2813	131	61	achieved	achieve	VERB
easat-2813	131	62	.	.	PUNCT
easat-2813	132	1	the	the	DET
easat-2813	132	2	test	test	NOUN
easat-2813	132	3	revelations	revelation	NOUN
easat-2813	132	4	suggest	suggest	VERB
easat-2813	132	5	that	that	SCONJ
easat-2813	132	6	the	the	DET
easat-2813	132	7	suggested	suggest	VERB
easat-2813	132	8	computation	computation	NOUN
easat-2813	132	9	could	could	AUX
easat-2813	132	10	actually	actually	ADV
easat-2813	132	11	see	see	VERB
easat-2813	132	12	face	face	NOUN
easat-2813	132	13	cover	cover	NOUN
easat-2813	132	14	and	and	CCONJ
easat-2813	132	15	additionally	additionally	ADV
easat-2813	132	16	enable	enable	ADJ
easat-2813	132	17	staff	staff	NOUN
easat-2813	132	18	perception	perception	NOUN
easat-2813	132	19	.	.	PUNCT
easat-2813	133	1	in	in	ADP
easat-2813	133	2	2020	2020	NUM
easat-2813	133	3	,	,	PUNCT
easat-2813	133	4	hongtao	hongtao	PROPN
easat-2813	133	5	,	,	PUNCT
easat-2813	133	6	w.	w.	PROPN
easat-2813	133	7	,	,	PUNCT
easat-2813	133	8	et	et	PROPN
easat-2813	133	9	.	.	PUNCT
easat-2813	134	1	al	al	PROPN
easat-2813	134	2	.	.	PROPN
easat-2813	134	3	,	,	PUNCT
easat-2813	135	1	[	[	X
easat-2813	135	2	20	20	NUM
easat-2813	135	3	]	]	PUNCT
easat-2813	135	4	,	,	PUNCT
easat-2813	135	5	redesigned	redesign	VERB
easat-2813	135	6	the	the	DET
easat-2813	135	7	estimation	estimation	NOUN
easat-2813	135	8	to	to	ADP
easat-2813	135	9	further	further	ADJ
easat-2813	135	10	foster	foster	ADJ
easat-2813	135	11	proficiency	proficiency	NOUN
easat-2813	135	12	of	of	ADP
easat-2813	135	13	thing	thing	NOUN
easat-2813	135	14	disclosure	disclosure	NOUN
easat-2813	135	15	as	as	ADP
easat-2813	135	16	the	the	DET
easat-2813	135	17	precision	precision	NOUN
easat-2813	135	18	of	of	ADP
easat-2813	135	19	the	the	DET
easat-2813	135	20	single	single	ADJ
easat-2813	135	21	-	-	PUNCT
easat-2813	135	22	stage	stage	NOUN
easat-2813	135	23	finder	finder	NOUN
easat-2813	135	24	much	much	ADJ
easat-2813	135	25	of	of	ADP
easat-2813	135	26	the	the	DET
easat-2813	135	27	time	time	NOUN
easat-2813	135	28	falls	fall	VERB
easat-2813	135	29	after	after	ADP
easat-2813	135	30	the	the	DET
easat-2813	135	31	double	double	ADJ
easat-2813	135	32	stage	stage	NOUN
easat-2813	135	33	indicator	indicator	NOUN
easat-2813	135	34	,	,	PUNCT
easat-2813	135	35	the	the	DET
easat-2813	135	36	construction	construction	NOUN
easat-2813	135	37	was	be	AUX
easat-2813	135	38	ready	ready	ADJ
easat-2813	135	39	upon	upon	SCONJ
easat-2813	135	40	voc	voc	NOUN
easat-2813	135	41	2007	2007	NUM
easat-2813	135	42	likewise	likewise	ADV
easat-2813	135	43	2012	2012	NUM
easat-2813	135	44	models	model	NOUN
easat-2813	135	45	against	against	ADP
easat-2813	135	46	all	all	PRON
easat-2813	135	47	out	out	ADP
easat-2813	135	48	for	for	ADP
easat-2813	135	49	16.551	16.551	NUM
easat-2813	135	50	pictures	picture	NOUN
easat-2813	135	51	,	,	PUNCT
easat-2813	135	52	of	of	ADP
easat-2813	135	53	upgrading	upgrade	VERB
easat-2813	135	54	a	a	DET
easat-2813	135	55	segment	segment	NOUN
easat-2813	135	56	of	of	ADP
easat-2813	135	57	the	the	DET
easat-2813	135	58	info	info	NOUN
easat-2813	135	59	upset	upset	VERB
easat-2813	135	60	right	right	ADV
easat-2813	135	61	as	as	ADV
easat-2813	135	62	well	well	ADV
easat-2813	135	63	however	however	ADV
easat-2813	135	64	left	leave	VERB
easat-2813	135	65	as	as	ADV
easat-2813	135	66	well	well	ADV
easat-2813	135	67	as	as	ADP
easat-2813	135	68	inconsistent	inconsistent	ADJ
easat-2813	135	69	testing	testing	NOUN
easat-2813	135	70	may	may	AUX
easat-2813	135	71	be	be	AUX
easat-2813	135	72	used	use	VERB
easat-2813	135	73	.	.	PUNCT
easat-2813	136	1	the	the	DET
easat-2813	136	2	results	result	NOUN
easat-2813	136	3	show	show	VERB
easat-2813	136	4	how	how	SCONJ
easat-2813	136	5	the	the	DET
easat-2813	136	6	single	single	ADJ
easat-2813	136	7	-	-	PUNCT
easat-2813	136	8	stage	stage	NOUN
easat-2813	136	9	identifier	identifier	NOUN
easat-2813	136	10	obtains	obtain	VERB
easat-2813	136	11	enormous	enormous	ADJ
easat-2813	136	12	accuracy	accuracy	NOUN
easat-2813	136	13	on	on	ADP
easat-2813	136	14	ssd	ssd	NOUN
easat-2813	136	15	.	.	PUNCT
easat-2813	137	1	in	in	ADP
easat-2813	137	2	2019	2019	NUM
easat-2813	137	3	,	,	PUNCT
easat-2813	137	4	zhi	zhi	PROPN
easat-2813	137	5	tian	tian	PROPN
easat-2813	137	6	,	,	PUNCT
easat-2813	137	7	et	et	PROPN
easat-2813	137	8	.	.	PUNCT
easat-2813	138	1	al	al	PROPN
easat-2813	138	2	.	.	PROPN
easat-2813	138	3	,	,	PUNCT
easat-2813	139	1	[	[	X
easat-2813	139	2	22	22	NUM
easat-2813	139	3	]	]	PUNCT
easat-2813	139	4	,	,	PUNCT
easat-2813	139	5	fcos	fcos	PROPN
easat-2813	139	6	is	be	AUX
easat-2813	139	7	a	a	DET
easat-2813	139	8	single	single	ADJ
easat-2813	139	9	-	-	PUNCT
easat-2813	139	10	stage	stage	NOUN
easat-2813	139	11	indicator	indicator	NOUN
easat-2813	139	12	that	that	PRON
easat-2813	139	13	is	be	AUX
easat-2813	139	14	without	without	ADP
easat-2813	139	15	support	support	NOUN
easat-2813	139	16	and	and	CCONJ
easat-2813	139	17	likewise	likewise	ADV
easat-2813	139	18	proposition	proposition	NOUN
easat-2813	139	19	free	free	ADJ
easat-2813	139	20	.	.	PUNCT
easat-2813	140	1	for	for	ADP
easat-2813	140	2	examinations	examination	NOUN
easat-2813	140	3	,	,	PUNCT
easat-2813	140	4	fcos	fcos	PROPN
easat-2813	140	5	outflanks	outflank	NOUN
easat-2813	140	6	ordinary	ordinary	ADJ
easat-2813	140	7	support	support	NOUN
easat-2813	140	8	-	-	PUNCT
easat-2813	140	9	according	accord	VERB
easat-2813	140	10	to	to	ADP
easat-2813	140	11	single	single	ADJ
easat-2813	140	12	-	-	PUNCT
easat-2813	140	13	stage	stage	NOUN
easat-2813	140	14	identifiers	identifier	NOUN
easat-2813	140	15	like	like	ADP
easat-2813	140	16	retinanet	retinanet	NOUN
easat-2813	140	17	,	,	PUNCT
easat-2813	140	18	only	only	ADV
easat-2813	140	19	pull	pull	VERB
easat-2813	140	20	out	out	ADP
easat-2813	140	21	all	all	DET
easat-2813	140	22	the	the	DET
easat-2813	140	23	stops	stop	NOUN
easat-2813	140	24	,	,	PUNCT
easat-2813	140	25	as	as	ADV
easat-2813	140	26	well	well	ADV
easat-2813	140	27	as	as	ADP
easat-2813	140	28	ssd	ssd	NOUN
easat-2813	140	29	,	,	PUNCT
easat-2813	140	30	yet	yet	ADV
easat-2813	140	31	with	with	ADP
easat-2813	140	32	obviously	obviously	ADV
easat-2813	140	33	less	less	ADJ
easat-2813	140	34	arrangement	arrangement	NOUN
easat-2813	140	35	disarray	disarray	NOUN
easat-2813	140	36	.	.	PUNCT
easat-2813	141	1	fcos	fcos	PROPN
easat-2813	141	2	altogether	altogether	ADV
easat-2813	141	3	avoids	avoid	VERB
easat-2813	141	4	all	all	DET
easat-2813	141	5	anchor	anchor	NOUN
easat-2813	141	6	box	box	NOUN
easat-2813	141	7	assessment	assessment	NOUN
easat-2813	141	8	furthermore	furthermore	ADV
easat-2813	141	9	hyperboundaries	hyperboundarie	NOUN
easat-2813	141	10	,	,	PUNCT
easat-2813	141	11	addressing	address	VERB
easat-2813	141	12	object	object	NOUN
easat-2813	141	13	revelation	revelation	NOUN
easat-2813	141	14	in	in	ADP
easat-2813	141	15	a	a	PRON
easat-2813	141	16	for	for	ADP
easat-2813	141	17	every	every	DET
easat-2813	141	18	pixel	pixel	PROPN
easat-2813	141	19	estimate	estimate	NOUN
easat-2813	141	20	way	way	NOUN
easat-2813	141	21	,	,	PUNCT
easat-2813	141	22	indistinguishable	indistinguishable	ADJ
easat-2813	141	23	along	along	ADP
easat-2813	141	24	those	those	DET
easat-2813	141	25	other	other	ADJ
easat-2813	141	26	thick	thick	ADJ
easat-2813	141	27	figure	figure	NOUN
easat-2813	141	28	issues	issue	NOUN
easat-2813	141	29	like	like	ADP
easat-2813	141	30	semantic	semantic	ADJ
easat-2813	141	31	division	division	NOUN
easat-2813	141	32	.	.	PUNCT
easat-2813	142	1	between	between	ADP
easat-2813	142	2	indicators	indicator	NOUN
easat-2813	142	3	,	,	PUNCT
easat-2813	142	4	fcos	fco	NOUN
easat-2813	142	5	also	also	ADV
easat-2813	142	6	shows	show	VERB
easat-2813	142	7	up	up	ADP
easat-2813	142	8	at	at	ADP
easat-2813	142	9	cuttingedge	cuttingedge	ADJ
easat-2813	142	10	adequacy	adequacy	NOUN
easat-2813	142	11	.	.	PUNCT
easat-2813	143	1	furthermore	furthermore	ADV
easat-2813	143	2	,	,	PUNCT
easat-2813	143	3	show	show	VERB
easat-2813	143	4	which	which	PRON
easat-2813	143	5	fcos	fco	NOUN
easat-2813	143	6	could	could	AUX
easat-2813	143	7	become	become	AUX
easat-2813	143	8	used	use	VERB
easat-2813	143	9	as	as	ADP
easat-2813	143	10	rpns	rpns	NOUN
easat-2813	143	11	in	in	ADP
easat-2813	143	12	the	the	DET
easat-2813	143	13	double	double	ADJ
easat-2813	143	14	stage	stage	NOUN
easat-2813	143	15	quicker	quick	ADJ
easat-2813	143	16	r	r	NOUN
easat-2813	143	17	-	-	PUNCT
easat-2813	143	18	cnn	cnn	PROPN
easat-2813	143	19	indicator	indicator	NOUN
easat-2813	143	20	likewise	likewise	ADV
easat-2813	143	21	surpasses	surpass	VERB
easat-2813	143	22	its	its	PRON
easat-2813	143	23	rpns	rpns	NOUN
easat-2813	143	24	by	by	ADP
easat-2813	143	25	means	mean	NOUN
easat-2813	143	26	of	of	ADP
easat-2813	143	27	an	an	DET
easat-2813	143	28	immense	immense	ADJ
easat-2813	143	29	degree	degree	NOUN
easat-2813	143	30	.	.	PUNCT
easat-2813	144	1	in	in	ADP
easat-2813	144	2	2018	2018	NUM
easat-2813	144	3	,	,	PUNCT
easat-2813	144	4	qihang	qihang	PROPN
easat-2813	144	5	wang	wang	PROPN
easat-2813	144	6	,	,	PUNCT
easat-2813	144	7	et	et	PROPN
easat-2813	144	8	.	.	PUNCT
easat-2813	145	1	al	al	PROPN
easat-2813	145	2	.	.	PROPN
easat-2813	145	3	,	,	PUNCT
easat-2813	146	1	[	[	X
easat-2813	146	2	21	21	NUM
easat-2813	146	3	]	]	PUNCT
easat-2813	146	4	,	,	PUNCT
easat-2813	146	5	suggested	suggest	VERB
easat-2813	146	6	face	face	NOUN
easat-2813	146	7	distinguishing	distinguish	VERB
easat-2813	146	8	proof	proof	ADJ
easat-2813	146	9	computation	computation	NOUN
easat-2813	146	10	depending	depend	VERB
easat-2813	146	11	on	on	ADP
easat-2813	146	12	quick	quick	ADJ
easat-2813	146	13	r	r	NOUN
easat-2813	146	14	-	-	PUNCT
easat-2813	146	15	cnn	cnn	PROPN
easat-2813	146	16	that	that	PRON
easat-2813	146	17	uses	use	VERB
easat-2813	146	18	3	3	NUM
easat-2813	146	19	estimations	estimation	NOUN
easat-2813	146	20	to	to	PART
easat-2813	146	21	find	find	VERB
easat-2813	146	22	the	the	DET
easat-2813	146	23	candidate	candidate	NOUN
easat-2813	146	24	space	space	NOUN
easat-2813	146	25	of	of	ADP
easat-2813	146	26	certain	certain	ADJ
easat-2813	146	27	faces	face	NOUN
easat-2813	146	28	which	which	PRON
easat-2813	146	29	could	could	AUX
easat-2813	146	30	exist	exist	VERB
easat-2813	146	31	in	in	ADP
easat-2813	146	32	the	the	DET
easat-2813	146	33	image	image	NOUN
easat-2813	146	34	(	(	PUNCT
easat-2813	146	35	cnn	cnn	PROPN
easat-2813	146	36	framework	framework	NOUN
easat-2813	146	37	,	,	PUNCT
easat-2813	146	38	haar	haar	PROPN
easat-2813	146	39	-	-	PUNCT
easat-2813	146	40	ada	ada	NOUN
easat-2813	146	41	-	-	PUNCT
easat-2813	146	42	support	support	NOUN
easat-2813	146	43	procedure	procedure	NOUN
easat-2813	146	44	,	,	PUNCT
easat-2813	146	45	as	as	ADV
easat-2813	146	46	well	well	ADV
easat-2813	146	47	as	as	ADP
easat-2813	146	48	up	up	ADV
easat-2813	146	49	-	-	PUNCT
easat-2813	146	50	as	as	ADV
easat-2813	146	51	well	well	ADV
easat-2813	146	52	as	as	ADP
easat-2813	146	53	-	-	PUNCT
easat-2813	146	54	comer	comer	ADJ
easat-2813	146	55	concentrate	concentrate	NOUN
easat-2813	146	56	on	on	ADP
easat-2813	146	57	heuristics	heuristic	NOUN
easat-2813	146	58	)	)	PUNCT
easat-2813	146	59	.	.	PUNCT
easat-2813	147	1	the	the	DET
easat-2813	147	2	contender	contender	NOUN
easat-2813	147	3	region	region	NOUN
easat-2813	147	4	is	be	AUX
easat-2813	147	5	dealt	deal	VERB
easat-2813	147	6	with	with	ADP
easat-2813	147	7	into	into	ADP
easat-2813	147	8	arranged	arrange	VERB
easat-2813	147	9	convolution	convolution	NOUN
easat-2813	147	10	neural	neural	ADJ
easat-2813	147	11	organization	organization	NOUN
easat-2813	147	12	,	,	PUNCT
easat-2813	147	13	which	which	PRON
easat-2813	147	14	makes	make	VERB
easat-2813	147	15	a	a	DET
easat-2813	147	16	last	last	ADJ
easat-2813	147	17	convolution	convolution	NOUN
easat-2813	147	18	quality	quality	NOUN
easat-2813	147	19	(	(	PUNCT
easat-2813	147	20	return	return	NOUN
easat-2813	147	21	for	for	ADP
easat-2813	147	22	money	money	NOUN
easat-2813	147	23	invested	invest	VERB
easat-2813	147	24	)	)	PUNCT
easat-2813	147	25	contingent	contingent	NOUN
easat-2813	147	26	upon	upon	SCONJ
easat-2813	147	27	quick	quick	ADJ
easat-2813	147	28	r	r	NOUN
easat-2813	147	29	-	-	PUNCT
easat-2813	147	30	cnn	cnn	PROPN
easat-2813	147	31	network	network	NOUN
easat-2813	147	32	plan	plan	NOUN
easat-2813	147	33	next	next	ADP
easat-2813	147	34	a	a	DET
easat-2813	147	35	progression	progression	NOUN
easat-2813	147	36	of	of	ADP
easat-2813	147	37	3713	3713	NUM
easat-2813	147	38	edelweiss	edelweiss	PROPN
easat-2813	147	39	applied	apply	VERB
easat-2813	147	40	science	science	NOUN
easat-2813	147	41	and	and	CCONJ
easat-2813	147	42	technology	technology	NOUN
easat-2813	147	43	issn	issn	PROPN
easat-2813	147	44	:	:	PUNCT
easat-2813	147	45	2576	2576	NUM
easat-2813	147	46	-	-	SYM
easat-2813	147	47	8484	8484	NUM
easat-2813	147	48	vol	vol	NOUN
easat-2813	147	49	.	.	PROPN
easat-2813	147	50	8	8	NUM
easat-2813	147	51	,	,	PUNCT
easat-2813	147	52	no	no	INTJ
easat-2813	147	53	.	.	NOUN
easat-2813	148	1	6	6	NUM
easat-2813	148	2	:	:	SYM
easat-2813	148	3	3708	3708	NUM
easat-2813	148	4	-	-	SYM
easat-2813	148	5	3721	3721	NUM
easat-2813	148	6	,	,	PUNCT
easat-2813	148	7	2024	2024	NUM
easat-2813	148	8	doi	doi	NOUN
easat-2813	148	9	:	:	PUNCT
easat-2813	148	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	148	11	©	©	PROPN
easat-2813	148	12	2024	2024	NUM
easat-2813	148	13	by	by	ADP
easat-2813	148	14	the	the	DET
easat-2813	148	15	authors	author	NOUN
easat-2813	148	16	;	;	PUNCT
easat-2813	148	17	licensee	licensee	PROPN
easat-2813	148	18	learning	learn	VERB
easat-2813	148	19	gate	gate	NOUN
easat-2813	148	20	convolution	convolution	NOUN
easat-2813	148	21	likewise	likewise	ADV
easat-2813	148	22	pooling	pool	VERB
easat-2813	148	23	systems	system	NOUN
easat-2813	148	24	.	.	PUNCT
easat-2813	149	1	in	in	ADP
easat-2813	149	2	2018	2018	NUM
easat-2813	149	3	,	,	PUNCT
easat-2813	149	4	wenqi	wenqi	PROPN
easat-2813	149	5	wu	wu	PROPN
easat-2813	149	6	,	,	PUNCT
easat-2813	149	7	et	et	PROPN
easat-2813	149	8	.	.	PUNCT
easat-2813	150	1	al	al	PROPN
easat-2813	150	2	.	.	PROPN
easat-2813	150	3	,	,	PUNCT
easat-2813	151	1	[	[	X
easat-2813	151	2	16	16	NUM
easat-2813	151	3	]	]	PUNCT
easat-2813	151	4	,	,	PUNCT
easat-2813	151	5	introduced	introduce	VERB
easat-2813	151	6	a	a	DET
easat-2813	151	7	face	face	NOUN
easat-2813	151	8	identifier	identifier	NOUN
easat-2813	151	9	using	use	VERB
easat-2813	151	10	fluctuating	fluctuate	VERB
easat-2813	151	11	records	record	NOUN
easat-2813	151	12	(	(	PUNCT
easat-2813	151	13	dsfd	dsfd	PROPN
easat-2813	151	14	)	)	PUNCT
easat-2813	151	15	depending	depend	VERB
easat-2813	151	16	upon	upon	SCONJ
easat-2813	151	17	quicker	quick	ADJ
easat-2813	151	18	rcnn	rcnn	NOUN
easat-2813	151	19	.	.	PUNCT
easat-2813	152	1	the	the	DET
easat-2813	152	2	original	original	ADJ
easat-2813	152	3	organization	organization	NOUN
easat-2813	152	4	could	could	AUX
easat-2813	152	5	further	far	ADV
easat-2813	152	6	develop	develop	VERB
easat-2813	152	7	facial	facial	ADJ
easat-2813	152	8	acknowledgment	acknowledgment	NOUN
easat-2813	152	9	accuracy	accuracy	NOUN
easat-2813	152	10	while	while	SCONJ
easat-2813	152	11	moreover	moreover	ADV
easat-2813	152	12	going	go	VERB
easat-2813	152	13	probably	probably	ADV
easat-2813	152	14	as	as	ADP
easat-2813	152	15	a	a	DET
easat-2813	152	16	continuous	continuous	ADJ
easat-2813	152	17	quicker	quicker	NOUN
easat-2813	152	18	r	r	NOUN
easat-2813	152	19	-	-	PUNCT
easat-2813	152	20	cnn	cnn	NOUN
easat-2813	152	21	.	.	PUNCT
easat-2813	153	1	all	all	ADV
easat-2813	153	2	through	through	ADP
easat-2813	153	3	fddb	fddb	ADJ
easat-2813	153	4	info	info	NOUN
easat-2813	153	5	,	,	PUNCT
easat-2813	153	6	500	500	NUM
easat-2813	153	7	pictures	picture	NOUN
easat-2813	153	8	were	be	AUX
easat-2813	153	9	created	create	VERB
easat-2813	153	10	heedlessly	heedlessly	ADV
easat-2813	153	11	,	,	PUNCT
easat-2813	153	12	the	the	DET
easat-2813	153	13	attempted	attempt	VERB
easat-2813	153	14	distinction	distinction	NOUN
easat-2813	153	15	dsfd	dsfd	NOUN
easat-2813	153	16	,	,	PUNCT
easat-2813	153	17	standard	standard	ADJ
easat-2813	153	18	methodology	methodology	NOUN
easat-2813	153	19	genuine	genuine	ADJ
easat-2813	153	20	speedy	speedy	ADJ
easat-2813	153	21	r	r	NOUN
easat-2813	153	22	-	-	PUNCT
easat-2813	153	23	cnn	cnn	PROPN
easat-2813	153	24	,	,	PUNCT
easat-2813	153	25	mxnet	mxnet	PROPN
easat-2813	153	26	,	,	PUNCT
easat-2813	153	27	with	with	ADP
easat-2813	153	28	unitbox	unitbox	NOUN
easat-2813	153	29	.	.	PUNCT
easat-2813	154	1	the	the	DET
easat-2813	154	2	introduced	introduce	VERB
easat-2813	154	3	system	system	NOUN
easat-2813	154	4	gets	get	VERB
easat-2813	154	5	a	a	DET
easat-2813	154	6	96.69	96.69	NUM
easat-2813	154	7	%	%	NOUN
easat-2813	154	8	survey	survey	NOUN
easat-2813	154	9	speed	speed	NOUN
easat-2813	154	10	of	of	ADP
easat-2813	154	11	130.0	130.0	NUM
easat-2813	154	12	ms	ms	NOUN
easat-2813	154	13	for	for	ADP
easat-2813	154	14	handling	handle	VERB
easat-2813	154	15	picture	picture	NOUN
easat-2813	154	16	outline	outline	NOUN
easat-2813	154	17	,	,	PUNCT
easat-2813	154	18	however	however	ADV
easat-2813	154	19	genuine	genuine	INTJ
easat-2813	154	20	all	all	DET
easat-2813	154	21	the	the	PRON
easat-2813	154	22	quicker	quick	ADJ
easat-2813	154	23	r	r	NOUN
easat-2813	154	24	-	-	PUNCT
easat-2813	154	25	cnn	cnn	PROPN
easat-2813	154	26	with	with	ADP
easat-2813	154	27	mxnetutilise	mxnetutilise	NOUN
easat-2813	154	28	140.0	140.0	NUM
easat-2813	154	29	ms	ms	NOUN
easat-2813	154	30	likewise	likewise	ADV
easat-2813	154	31	230.0	230.0	NUM
easat-2813	154	32	ms	ms	NOUN
easat-2813	154	33	,	,	PUNCT
easat-2813	154	34	particularly	particularly	ADV
easat-2813	154	35	,	,	PUNCT
easat-2813	154	36	under	under	ADP
easat-2813	154	37	the	the	DET
easat-2813	154	38	700	700	NUM
easat-2813	154	39	misleading	mislead	VERB
easat-2813	154	40	up	up	ADP
easat-2813	154	41	-	-	PUNCT
easat-2813	154	42	sides	side	NOUN
easat-2813	154	43	separate	separate	ADJ
easat-2813	154	44	degree	degree	NOUN
easat-2813	154	45	.	.	PUNCT
easat-2813	155	1	in	in	ADP
easat-2813	155	2	2019	2019	NUM
easat-2813	155	3	,	,	PUNCT
easat-2813	155	4	q.	q.	PROPN
easat-2813	155	5	wang	wang	PROPN
easat-2813	155	6	and	and	CCONJ
easat-2813	155	7	j.	j.	PROPN
easat-2813	155	8	zheng	zheng	PROPN
easat-2813	155	9	,	,	PUNCT
easat-2813	155	10	[	[	X
easat-2813	155	11	24	24	NUM
easat-2813	155	12	]	]	PUNCT
easat-2813	155	13	,	,	PUNCT
easat-2813	155	14	introduced	introduce	VERB
easat-2813	155	15	a	a	DET
easat-2813	155	16	face	face	NOUN
easat-2813	155	17	identifier	identifier	NOUN
easat-2813	155	18	using	use	VERB
easat-2813	155	19	fluctuating	fluctuate	VERB
easat-2813	155	20	metrics	metric	NOUN
easat-2813	155	21	(	(	PUNCT
easat-2813	155	22	dsfd	dsfd	NOUN
easat-2813	155	23	)	)	PUNCT
easat-2813	155	24	depending	depend	VERB
easat-2813	155	25	upon	upon	SCONJ
easat-2813	155	26	quicker	quick	ADJ
easat-2813	155	27	rcnn	rcnn	NOUN
easat-2813	155	28	.	.	PUNCT
easat-2813	156	1	the	the	DET
easat-2813	156	2	original	original	ADJ
easat-2813	156	3	organization	organization	NOUN
easat-2813	156	4	could	could	AUX
easat-2813	156	5	further	far	ADV
easat-2813	156	6	develop	develop	VERB
easat-2813	156	7	facial	facial	ADJ
easat-2813	156	8	acknowledgment	acknowledgment	NOUN
easat-2813	156	9	accuracy	accuracy	NOUN
easat-2813	156	10	while	while	SCONJ
easat-2813	156	11	moreover	moreover	ADV
easat-2813	156	12	going	go	VERB
easat-2813	156	13	probably	probably	ADV
easat-2813	156	14	as	as	ADP
easat-2813	156	15	a	a	DET
easat-2813	156	16	continuous	continuous	ADJ
easat-2813	156	17	quicker	quicker	NOUN
easat-2813	156	18	r	r	NOUN
easat-2813	156	19	-	-	PUNCT
easat-2813	156	20	cnn	cnn	NOUN
easat-2813	156	21	.	.	PUNCT
easat-2813	157	1	the	the	DET
easat-2813	157	2	support	support	NOUN
easat-2813	157	3	is	be	AUX
easat-2813	157	4	used	use	VERB
easat-2813	157	5	against	against	ADP
easat-2813	157	6	facial	facial	ADJ
easat-2813	157	7	achievements	achievement	NOUN
easat-2813	157	8	to	to	PART
easat-2813	157	9	infer	infer	VERB
easat-2813	157	10	a	a	DET
easat-2813	157	11	human	human	ADJ
easat-2813	157	12	face	face	NOUN
easat-2813	157	13	idea	idea	NOUN
easat-2813	157	14	.	.	PUNCT
easat-2813	158	1	then	then	ADV
easat-2813	158	2	,	,	PUNCT
easat-2813	158	3	by	by	ADP
easat-2813	158	4	then	then	ADV
easat-2813	158	5	,	,	PUNCT
easat-2813	158	6	contingent	contingent	ADJ
easat-2813	158	7	upon	upon	SCONJ
easat-2813	158	8	the	the	DET
easat-2813	158	9	proposition	proposition	NOUN
easat-2813	158	10	metric	metric	ADJ
easat-2813	158	11	,	,	PUNCT
easat-2813	158	12	a	a	DET
easat-2813	158	13	quick	quick	ADJ
easat-2813	158	14	r	r	NOUN
easat-2813	158	15	-	-	PUNCT
easat-2813	158	16	cnn	cnn	PROPN
easat-2813	158	17	for	for	ADP
easat-2813	158	18	an	an	DET
easat-2813	158	19	equivalent	equivalent	ADJ
easat-2813	158	20	sort	sort	NOUN
easat-2813	158	21	network	network	NOUN
easat-2813	158	22	is	be	AUX
easat-2813	158	23	introduced	introduce	VERB
easat-2813	158	24	.	.	PUNCT
easat-2813	159	1	by	by	ADP
easat-2813	159	2	fddb	fddb	ADJ
easat-2813	159	3	info	info	NOUN
easat-2813	159	4	,	,	PUNCT
easat-2813	159	5	500	500	NUM
easat-2813	159	6	pictures	picture	NOUN
easat-2813	159	7	were	be	AUX
easat-2813	159	8	created	create	VERB
easat-2813	159	9	aimlessly	aimlessly	ADV
easat-2813	159	10	,	,	PUNCT
easat-2813	159	11	the	the	DET
easat-2813	159	12	attempted	attempt	VERB
easat-2813	159	13	tests	test	NOUN
easat-2813	159	14	contrast	contrast	VERB
easat-2813	159	15	dsfd	dsfd	NOUN
easat-2813	159	16	,	,	PUNCT
easat-2813	159	17	standard	standard	ADJ
easat-2813	159	18	procedure	procedure	NOUN
easat-2813	159	19	genuine	genuine	ADJ
easat-2813	159	20	quicker	quick	ADJ
easat-2813	159	21	r	r	NOUN
easat-2813	159	22	-	-	PUNCT
easat-2813	159	23	cnn	cnn	PROPN
easat-2813	159	24	,	,	PUNCT
easat-2813	159	25	mxnet	mxnet	NOUN
easat-2813	159	26	,	,	PUNCT
easat-2813	159	27	and	and	CCONJ
easat-2813	159	28	likewise	likewise	ADV
easat-2813	159	29	unitbox	unitbox	ADJ
easat-2813	159	30	.	.	PUNCT
easat-2813	160	1	the	the	DET
easat-2813	160	2	introduced	introduce	VERB
easat-2813	160	3	procedure	procedure	NOUN
easat-2813	160	4	gets	get	VERB
easat-2813	160	5	a	a	DET
easat-2813	160	6	96.69	96.69	NUM
easat-2813	160	7	%	%	NOUN
easat-2813	160	8	survey	survey	NOUN
easat-2813	160	9	speed	speed	NOUN
easat-2813	160	10	against	against	ADP
easat-2813	160	11	130.0	130.0	NUM
easat-2813	160	12	ms	ms	NOUN
easat-2813	160	13	of	of	ADP
easat-2813	160	14	handling	handle	VERB
easat-2813	160	15	a	a	DET
easat-2813	160	16	picture	picture	NOUN
easat-2813	160	17	outline	outline	NOUN
easat-2813	160	18	,	,	PUNCT
easat-2813	160	19	however	however	ADV
easat-2813	160	20	genuine	genuine	ADJ
easat-2813	160	21	quicker	quick	ADJ
easat-2813	160	22	rcnn	rcnn	NOUN
easat-2813	160	23	likewise	likewise	ADV
easat-2813	160	24	mxnetutilise	mxnetutilise	VERB
easat-2813	160	25	140.0	140.0	NUM
easat-2813	160	26	ms	ms	NOUN
easat-2813	160	27	with	with	ADP
easat-2813	160	28	230.0	230.0	NUM
easat-2813	160	29	ms	ms	NOUN
easat-2813	160	30	,	,	PUNCT
easat-2813	160	31	particularly	particularly	ADV
easat-2813	160	32	,	,	PUNCT
easat-2813	160	33	under	under	ADP
easat-2813	160	34	the	the	DET
easat-2813	160	35	700	700	NUM
easat-2813	160	36	misleading	mislead	VERB
easat-2813	160	37	up	up	ADP
easat-2813	160	38	-	-	PUNCT
easat-2813	160	39	sides	side	NOUN
easat-2813	160	40	separate	separate	ADJ
easat-2813	160	41	degree	degree	NOUN
easat-2813	160	42	.	.	PUNCT
easat-2813	161	1	in	in	ADP
easat-2813	161	2	2019	2019	NUM
easat-2813	161	3	,	,	PUNCT
easat-2813	161	4	zhu	zhu	PROPN
easat-2813	161	5	,	,	PUNCT
easat-2813	161	6	k.	k.	PROPN
easat-2813	161	7	,	,	PUNCT
easat-2813	161	8	et	et	PROPN
easat-2813	161	9	.	.	PUNCT
easat-2813	162	1	al	al	PROPN
easat-2813	162	2	.	.	PROPN
easat-2813	162	3	,	,	PUNCT
easat-2813	163	1	[	[	X
easat-2813	163	2	23	23	NUM
easat-2813	163	3	]	]	PUNCT
easat-2813	163	4	,	,	PUNCT
easat-2813	163	5	recommended	recommend	VERB
easat-2813	163	6	contextually	contextually	ADV
easat-2813	163	7	multi	multi	ADJ
easat-2813	163	8	-	-	ADJ
easat-2813	163	9	scaled	scale	VERB
easat-2813	163	10	region	region	NOUN
easat-2813	163	11	-	-	PUNCT
easat-2813	163	12	focused	focus	VERB
easat-2813	163	13	convolutional	convolutional	ADJ
easat-2813	163	14	neural	neural	ADJ
easat-2813	163	15	networks	network	NOUN
easat-2813	163	16	(	(	PUNCT
easat-2813	163	17	cms	cms	NOUN
easat-2813	163	18	-	-	PUNCT
easat-2813	163	19	rcnns	rcnn	NOUN
easat-2813	163	20	)	)	PUNCT
easat-2813	163	21	to	to	PART
easat-2813	163	22	determine	determine	VERB
easat-2813	163	23	different	different	ADJ
easat-2813	163	24	troublesome	troublesome	ADJ
easat-2813	163	25	cases	case	NOUN
easat-2813	163	26	like	like	ADP
easat-2813	163	27	critical	critical	ADJ
easat-2813	163	28	facial	facial	ADJ
easat-2813	163	29	hindrances	hindrance	NOUN
easat-2813	163	30	,	,	PUNCT
easat-2813	163	31	staggeringly	staggeringly	ADV
easat-2813	163	32	lower	low	ADJ
easat-2813	163	33	objectives	objective	NOUN
easat-2813	163	34	,	,	PUNCT
easat-2813	163	35	extraordinary	extraordinary	ADJ
easat-2813	163	36	brightening	brightening	NOUN
easat-2813	163	37	,	,	PUNCT
easat-2813	163	38	especially	especially	ADV
easat-2813	163	39	present	present	ADJ
easat-2813	163	40	changes	change	NOUN
easat-2813	163	41	,	,	PUNCT
easat-2813	163	42	video	video	NOUN
easat-2813	163	43	or	or	CCONJ
easat-2813	163	44	picture	picture	NOUN
easat-2813	163	45	pressure	pressure	NOUN
easat-2813	163	46	goofs	goof	NOUN
easat-2813	163	47	.	.	PUNCT
easat-2813	164	1	recommended	recommend	VERB
easat-2813	164	2	networks	network	NOUN
easat-2813	164	3	,	,	PUNCT
easat-2813	164	4	like	like	ADP
easat-2813	164	5	region	region	NOUN
easat-2813	164	6	based	base	VERB
easat-2813	164	7	cnns	cnns	PROPN
easat-2813	164	8	,	,	PUNCT
easat-2813	164	9	have	have	VERB
easat-2813	164	10	a	a	DET
easat-2813	164	11	part	part	NOUN
easat-2813	164	12	of	of	ADP
easat-2813	164	13	nearby	nearby	ADJ
easat-2813	164	14	proposition	proposition	NOUN
easat-2813	164	15	with	with	ADP
easat-2813	164	16	a	a	DET
easat-2813	164	17	locale	locale	NOUN
easat-2813	164	18	of	of	ADP
easat-2813	164	19	interest	interest	NOUN
easat-2813	164	20	(	(	PUNCT
easat-2813	164	21	return	return	VERB
easat-2813	164	22	for	for	ADP
easat-2813	164	23	money	money	NOUN
easat-2813	164	24	invested	invest	VERB
easat-2813	164	25	)	)	PUNCT
easat-2813	164	26	distinguishing	distinguish	VERB
easat-2813	164	27	parts	part	NOUN
easat-2813	164	28	.	.	PUNCT
easat-2813	165	1	in	in	ADP
easat-2813	165	2	any	any	DET
easat-2813	165	3	case	case	NOUN
easat-2813	165	4	,	,	PUNCT
easat-2813	165	5	outside	outside	ADP
easat-2813	165	6	of	of	ADP
easat-2813	165	7	those	those	DET
easat-2813	165	8	networks	network	NOUN
easat-2813	165	9	,	,	PUNCT
easat-2813	165	10	two	two	NUM
easat-2813	165	11	huge	huge	ADJ
easat-2813	165	12	offers	offer	NOUN
easat-2813	165	13	for	for	ADP
easat-2813	165	14	further	far	ADV
easat-2813	165	15	developing	develop	VERB
easat-2813	165	16	top	top	ADJ
easat-2813	165	17	tier	tier	NOUN
easat-2813	165	18	facial	facial	ADJ
easat-2813	165	19	acknowledgment	acknowledgment	NOUN
easat-2813	165	20	execution	execution	NOUN
easat-2813	165	21	.	.	PUNCT
easat-2813	166	1	3	3	X
easat-2813	166	2	.	.	X
easat-2813	166	3	research	research	NOUN
easat-2813	166	4	methods	method	NOUN
easat-2813	166	5	to	to	PART
easat-2813	166	6	implement	implement	VERB
easat-2813	166	7	the	the	DET
easat-2813	166	8	proposed	propose	VERB
easat-2813	166	9	eye	eye	NOUN
easat-2813	166	10	disease	disease	NOUN
easat-2813	166	11	diagnosis	diagnosis	NOUN
easat-2813	166	12	and	and	CCONJ
easat-2813	166	13	detection	detection	NOUN
easat-2813	166	14	model	model	NOUN
easat-2813	166	15	,	,	PUNCT
easat-2813	166	16	a	a	DET
easat-2813	166	17	set	set	NOUN
easat-2813	166	18	of	of	ADP
easat-2813	166	19	data	datum	NOUN
easat-2813	166	20	is	be	AUX
easat-2813	166	21	used	use	VERB
easat-2813	166	22	for	for	ADP
easat-2813	166	23	eye	eye	NOUN
easat-2813	166	24	medical	medical	ADJ
easat-2813	166	25	diseases	disease	NOUN
easat-2813	166	26	.	.	PUNCT
easat-2813	167	1	the	the	DET
easat-2813	167	2	approved	approve	VERB
easat-2813	167	3	internet	internet	NOUN
easat-2813	167	4	sites	site	NOUN
easat-2813	167	5	provide	provide	VERB
easat-2813	167	6	many	many	ADJ
easat-2813	167	7	types	type	NOUN
easat-2813	167	8	of	of	ADP
easat-2813	167	9	required	required	ADJ
easat-2813	167	10	data	datum	NOUN
easat-2813	167	11	,	,	PUNCT
easat-2813	167	12	and	and	CCONJ
easat-2813	167	13	in	in	ADP
easat-2813	167	14	this	this	DET
easat-2813	167	15	research	research	NOUN
easat-2813	167	16	,	,	PUNCT
easat-2813	167	17	we	we	PRON
easat-2813	167	18	relied	rely	VERB
easat-2813	167	19	on	on	ADP
easat-2813	167	20	two	two	NUM
easat-2813	167	21	important	important	ADJ
easat-2813	167	22	destinations	destination	NOUN
easat-2813	167	23	for	for	ADP
easat-2813	167	24	data	data	NOUN
easat-2813	167	25	processing	processing	NOUN
easat-2813	167	26	,	,	PUNCT
easat-2813	167	27	namely	namely	ADV
easat-2813	167	28	(	(	PUNCT
easat-2813	167	29	kaggle.com	kaggle.com	X
easat-2813	167	30	and	and	CCONJ
easat-2813	167	31	github.com	github.com	NOUN
easat-2813	167	32	)	)	PUNCT
easat-2813	167	33	,	,	PUNCT
easat-2813	167	34	in	in	ADP
easat-2813	167	35	addition	addition	NOUN
easat-2813	167	36	to	to	PART
easat-2813	167	37	re	re	VERB
easat-2813	167	38	-	-	VERB
easat-2813	167	39	representing	represent	VERB
easat-2813	167	40	some	some	PRON
easat-2813	167	41	of	of	ADP
easat-2813	167	42	the	the	DET
easat-2813	167	43	data	datum	NOUN
easat-2813	167	44	using	use	VERB
easat-2813	167	45	the	the	DET
easat-2813	167	46	productive	productive	ADJ
easat-2813	167	47	elements	element	NOUN
easat-2813	167	48	of	of	ADP
easat-2813	167	49	the	the	DET
easat-2813	167	50	matlab	matlab	PROPN
easat-2813	167	51	program	program	NOUN
easat-2813	167	52	.	.	PUNCT
easat-2813	168	1	a	a	DET
easat-2813	168	2	deep	deep	ADJ
easat-2813	168	3	learning	learning	NOUN
easat-2813	168	4	algorithm	algorithm	NOUN
easat-2813	168	5	represented	represent	VERB
easat-2813	168	6	by	by	ADP
easat-2813	168	7	fast	fast	ADJ
easat-2813	168	8	convolutional	convolutional	ADJ
easat-2813	168	9	neural	neural	ADJ
easat-2813	168	10	networks	network	NOUN
easat-2813	168	11	(	(	PUNCT
easat-2813	168	12	fcnns	fcnn	NOUN
easat-2813	168	13	)	)	PUNCT
easat-2813	168	14	with	with	ADP
easat-2813	168	15	initialization	initialization	NOUN
easat-2813	168	16	techniques	technique	NOUN
easat-2813	168	17	and	and	CCONJ
easat-2813	168	18	feature	feature	NOUN
easat-2813	168	19	filtering	filtering	NOUN
easat-2813	168	20	and	and	CCONJ
easat-2813	168	21	specifications	specification	NOUN
easat-2813	168	22	has	have	AUX
easat-2813	168	23	been	be	AUX
easat-2813	168	24	proposed	propose	VERB
easat-2813	168	25	for	for	ADP
easat-2813	168	26	use	use	NOUN
easat-2813	168	27	as	as	ADP
easat-2813	168	28	a	a	DET
easat-2813	168	29	technique	technique	NOUN
easat-2813	168	30	for	for	ADP
easat-2813	168	31	analyzing	analyze	VERB
easat-2813	168	32	,	,	PUNCT
easat-2813	168	33	classifying	classify	VERB
easat-2813	168	34	and	and	CCONJ
easat-2813	168	35	detecting	detect	VERB
easat-2813	168	36	eye	eye	NOUN
easat-2813	168	37	diseases	disease	NOUN
easat-2813	168	38	.	.	PUNCT
easat-2813	169	1	the	the	DET
easat-2813	169	2	matlab	matlab	PROPN
easat-2813	169	3	environment	environment	NOUN
easat-2813	169	4	was	be	AUX
easat-2813	169	5	employed	employ	VERB
easat-2813	169	6	to	to	PART
easat-2813	169	7	design	design	VERB
easat-2813	169	8	and	and	CCONJ
easat-2813	169	9	test	test	VERB
easat-2813	169	10	the	the	DET
easat-2813	169	11	proposed	propose	VERB
easat-2813	169	12	technique	technique	NOUN
easat-2813	169	13	with	with	ADP
easat-2813	169	14	the	the	DET
easat-2813	169	15	input	input	NOUN
easat-2813	169	16	data	datum	NOUN
easat-2813	169	17	set	set	VERB
easat-2813	169	18	.	.	PUNCT
easat-2813	170	1	3.1	3.1	NUM
easat-2813	170	2	.	.	PUNCT
easat-2813	171	1	the	the	DET
easat-2813	171	2	implemented	implement	VERB
easat-2813	171	3	dataset	dataset	VERB
easat-2813	171	4	the	the	DET
easat-2813	171	5	approved	approve	VERB
easat-2813	171	6	websites	website	NOUN
easat-2813	171	7	provide	provide	VERB
easat-2813	171	8	several	several	ADJ
easat-2813	171	9	types	type	NOUN
easat-2813	171	10	of	of	ADP
easat-2813	171	11	required	require	VERB
easat-2813	171	12	medical	medical	ADJ
easat-2813	171	13	data	datum	NOUN
easat-2813	171	14	.	.	PUNCT
easat-2813	172	1	the	the	DET
easat-2813	172	2	two	two	NUM
easat-2813	172	3	well	well	ADV
easat-2813	172	4	-	-	PUNCT
easat-2813	172	5	known	know	VERB
easat-2813	172	6	websites	website	NOUN
easat-2813	172	7	were	be	AUX
easat-2813	172	8	approved	approve	VERB
easat-2813	172	9	in	in	ADP
easat-2813	172	10	this	this	DET
easat-2813	172	11	research	research	NOUN
easat-2813	172	12	to	to	PART
easat-2813	172	13	obtain	obtain	VERB
easat-2813	172	14	the	the	DET
easat-2813	172	15	required	require	VERB
easat-2813	172	16	data	datum	NOUN
easat-2813	172	17	,	,	PUNCT
easat-2813	172	18	namely	namely	ADV
easat-2813	172	19	(	(	PUNCT
easat-2813	172	20	kaggle.com	kaggle.com	X
easat-2813	172	21	and	and	CCONJ
easat-2813	172	22	github.com	github.com	X
easat-2813	172	23	)	)	PUNCT
easat-2813	172	24	,	,	PUNCT
easat-2813	172	25	where	where	SCONJ
easat-2813	172	26	a	a	DET
easat-2813	172	27	large	large	ADJ
easat-2813	172	28	number	number	NOUN
easat-2813	172	29	of	of	ADP
easat-2813	172	30	diseased	diseased	ADJ
easat-2813	172	31	eye	eye	NOUN
easat-2813	172	32	image	image	NOUN
easat-2813	172	33	data	datum	NOUN
easat-2813	172	34	were	be	AUX
easat-2813	172	35	prepared	prepare	VERB
easat-2813	172	36	with	with	ADP
easat-2813	172	37	various	various	ADJ
easat-2813	172	38	classifications	classification	NOUN
easat-2813	172	39	of	of	ADP
easat-2813	172	40	known	know	VERB
easat-2813	172	41	eye	eye	NOUN
easat-2813	172	42	diseases	disease	NOUN
easat-2813	172	43	.	.	PUNCT
easat-2813	173	1	figure	figure	NOUN
easat-2813	173	2	2	2	NUM
easat-2813	173	3	shows	show	VERB
easat-2813	173	4	samples	sample	NOUN
easat-2813	173	5	of	of	ADP
easat-2813	173	6	the	the	DET
easat-2813	173	7	dataset	dataset	NOUN
easat-2813	173	8	that	that	PRON
easat-2813	173	9	were	be	AUX
easat-2813	173	10	used	use	VERB
easat-2813	173	11	in	in	ADP
easat-2813	173	12	the	the	DET
easat-2813	173	13	simulation	simulation	NOUN
easat-2813	173	14	.	.	PUNCT
easat-2813	174	1	by	by	ADP
easat-2813	174	2	viewing	view	VERB
easat-2813	174	3	the	the	DET
easat-2813	174	4	data	data	NOUN
easat-2813	174	5	models	model	NOUN
easat-2813	174	6	used	use	VERB
easat-2813	174	7	,	,	PUNCT
easat-2813	174	8	it	it	PRON
easat-2813	174	9	can	can	AUX
easat-2813	174	10	be	be	AUX
easat-2813	174	11	seen	see	VERB
easat-2813	174	12	that	that	SCONJ
easat-2813	174	13	various	various	ADJ
easat-2813	174	14	types	type	NOUN
easat-2813	174	15	of	of	ADP
easat-2813	174	16	eye	eye	NOUN
easat-2813	174	17	diseases	disease	NOUN
easat-2813	174	18	are	be	AUX
easat-2813	174	19	combined	combine	VERB
easat-2813	174	20	in	in	ADP
easat-2813	174	21	the	the	DET
easat-2813	174	22	applied	apply	VERB
easat-2813	174	23	data	datum	NOUN
easat-2813	174	24	.	.	PUNCT
easat-2813	175	1	the	the	DET
easat-2813	175	2	data	datum	NOUN
easat-2813	175	3	set	set	VERB
easat-2813	175	4	is	be	AUX
easat-2813	175	5	uploaded	upload	VERB
easat-2813	175	6	by	by	ADP
easat-2813	175	7	the	the	DET
easat-2813	175	8	prepared	prepared	ADJ
easat-2813	175	9	program	program	NOUN
easat-2813	175	10	,	,	PUNCT
easat-2813	175	11	where	where	SCONJ
easat-2813	175	12	the	the	DET
easat-2813	175	13	images	image	NOUN
easat-2813	175	14	are	be	AUX
easat-2813	175	15	analyzed	analyze	VERB
easat-2813	175	16	into	into	ADP
easat-2813	175	17	a	a	DET
easat-2813	175	18	set	set	NOUN
easat-2813	175	19	of	of	ADP
easat-2813	175	20	characteristics	characteristic	NOUN
easat-2813	175	21	,	,	PUNCT
easat-2813	175	22	according	accord	VERB
easat-2813	175	23	to	to	ADP
easat-2813	175	24	the	the	DET
easat-2813	175	25	characteristics	characteristic	NOUN
easat-2813	175	26	of	of	ADP
easat-2813	175	27	each	each	DET
easat-2813	175	28	image	image	NOUN
easat-2813	175	29	,	,	PUNCT
easat-2813	175	30	which	which	PRON
easat-2813	175	31	represent	represent	VERB
easat-2813	175	32	a	a	DET
easat-2813	175	33	specific	specific	ADJ
easat-2813	175	34	eye	eye	NOUN
easat-2813	175	35	disease	disease	NOUN
easat-2813	175	36	.	.	PUNCT
easat-2813	176	1	the	the	DET
easat-2813	176	2	processes	process	NOUN
easat-2813	176	3	of	of	ADP
easat-2813	176	4	classification	classification	NOUN
easat-2813	176	5	and	and	CCONJ
easat-2813	176	6	image	image	NOUN
easat-2813	176	7	analysis	analysis	NOUN
easat-2813	176	8	of	of	ADP
easat-2813	176	9	the	the	DET
easat-2813	176	10	data	datum	NOUN
easat-2813	176	11	set	set	VERB
easat-2813	176	12	and	and	CCONJ
easat-2813	176	13	the	the	DET
easat-2813	176	14	characterization	characterization	NOUN
easat-2813	176	15	of	of	ADP
easat-2813	176	16	the	the	DET
easat-2813	176	17	characteristics	characteristic	NOUN
easat-2813	176	18	of	of	ADP
easat-2813	176	19	pathological	pathological	ADJ
easat-2813	176	20	cases	case	NOUN
easat-2813	176	21	will	will	AUX
easat-2813	176	22	be	be	AUX
easat-2813	176	23	clarified	clarify	VERB
easat-2813	176	24	through	through	ADP
easat-2813	176	25	the	the	DET
easat-2813	176	26	previous	previous	ADJ
easat-2813	176	27	configuration	configuration	NOUN
easat-2813	176	28	and	and	CCONJ
easat-2813	176	29	preparation	preparation	NOUN
easat-2813	176	30	processes	process	NOUN
easat-2813	176	31	of	of	ADP
easat-2813	176	32	the	the	DET
easat-2813	176	33	proposed	propose	VERB
easat-2813	176	34	deep	deep	ADJ
easat-2813	176	35	learning	learning	NOUN
easat-2813	176	36	technique	technique	NOUN
easat-2813	176	37	,	,	PUNCT
easat-2813	176	38	as	as	SCONJ
easat-2813	176	39	will	will	AUX
easat-2813	176	40	be	be	AUX
easat-2813	176	41	explained	explain	VERB
easat-2813	176	42	in	in	ADP
easat-2813	176	43	the	the	DET
easat-2813	176	44	next	next	ADJ
easat-2813	176	45	article	article	NOUN
easat-2813	176	46	.	.	PUNCT
easat-2813	177	1	3714	3714	NUM
easat-2813	177	2	edelweiss	edelweiss	PROPN
easat-2813	177	3	applied	apply	VERB
easat-2813	177	4	science	science	NOUN
easat-2813	177	5	and	and	CCONJ
easat-2813	177	6	technology	technology	NOUN
easat-2813	177	7	issn	issn	PROPN
easat-2813	177	8	:	:	PUNCT
easat-2813	177	9	2576	2576	NUM
easat-2813	177	10	-	-	SYM
easat-2813	177	11	8484	8484	NUM
easat-2813	177	12	vol	vol	NOUN
easat-2813	177	13	.	.	PROPN
easat-2813	177	14	8	8	NUM
easat-2813	177	15	,	,	PUNCT
easat-2813	177	16	no	no	INTJ
easat-2813	177	17	.	.	NOUN
easat-2813	178	1	6	6	NUM
easat-2813	178	2	:	:	SYM
easat-2813	178	3	3708	3708	NUM
easat-2813	178	4	-	-	SYM
easat-2813	178	5	3721	3721	NUM
easat-2813	178	6	,	,	PUNCT
easat-2813	178	7	2024	2024	NUM
easat-2813	178	8	doi	doi	NOUN
easat-2813	178	9	:	:	PUNCT
easat-2813	178	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	178	11	©	©	PROPN
easat-2813	178	12	2024	2024	NUM
easat-2813	178	13	by	by	ADP
easat-2813	178	14	the	the	DET
easat-2813	178	15	authors	author	NOUN
easat-2813	178	16	;	;	PUNCT
easat-2813	178	17	licensee	licensee	PROPN
easat-2813	178	18	learning	learn	VERB
easat-2813	178	19	gate	gate	NOUN
easat-2813	178	20	figure	figure	NOUN
easat-2813	178	21	2	2	NUM
easat-2813	178	22	.	.	PUNCT
easat-2813	179	1	samples	sample	NOUN
easat-2813	179	2	of	of	ADP
easat-2813	179	3	the	the	DET
easat-2813	179	4	dataset	dataset	NOUN
easat-2813	179	5	which	which	PRON
easat-2813	179	6	employed	employ	VERB
easat-2813	179	7	in	in	ADP
easat-2813	179	8	the	the	DET
easat-2813	179	9	simulation	simulation	NOUN
easat-2813	179	10	.	.	PUNCT
easat-2813	180	1	3.2	3.2	NUM
easat-2813	180	2	.	.	PUNCT
easat-2813	181	1	the	the	DET
easat-2813	181	2	suggested	suggest	VERB
easat-2813	181	3	eye	eye	NOUN
easat-2813	181	4	diseases	disease	NOUN
easat-2813	181	5	detection	detection	NOUN
easat-2813	181	6	model	model	NOUN
easat-2813	181	7	in	in	ADP
easat-2813	181	8	this	this	DET
easat-2813	181	9	segment	segment	NOUN
easat-2813	181	10	,	,	PUNCT
easat-2813	181	11	the	the	DET
easat-2813	181	12	suggested	suggest	VERB
easat-2813	181	13	model	model	NOUN
easat-2813	181	14	for	for	ADP
easat-2813	181	15	detecting	detect	VERB
easat-2813	181	16	eye	eye	NOUN
easat-2813	181	17	diseases	disease	NOUN
easat-2813	181	18	will	will	AUX
easat-2813	181	19	be	be	AUX
easat-2813	181	20	introduced	introduce	VERB
easat-2813	181	21	using	use	VERB
easat-2813	181	22	deep	deep	ADJ
easat-2813	181	23	learning	learning	NOUN
easat-2813	181	24	fcnn	fcnn	ADJ
easat-2813	181	25	algorithm	algorithm	NOUN
easat-2813	181	26	.	.	PUNCT
easat-2813	182	1	the	the	DET
easat-2813	182	2	flow	flow	NOUN
easat-2813	182	3	chart	chart	NOUN
easat-2813	182	4	of	of	ADP
easat-2813	182	5	this	this	DET
easat-2813	182	6	first	first	ADJ
easat-2813	182	7	simulated	simulate	VERB
easat-2813	182	8	f	f	PROPN
easat-2813	182	9	-	-	PUNCT
easat-2813	182	10	cnn	cnn	PROPN
easat-2813	182	11	algorithm	algorithm	NOUN
easat-2813	182	12	is	be	AUX
easat-2813	182	13	introduced	introduce	VERB
easat-2813	182	14	in	in	ADP
easat-2813	182	15	figure	figure	NOUN
easat-2813	182	16	3	3	NUM
easat-2813	182	17	(	(	PUNCT
easat-2813	182	18	a	a	NOUN
easat-2813	182	19	)	)	PUNCT
easat-2813	182	20	.	.	PUNCT
easat-2813	183	1	by	by	ADP
easat-2813	183	2	observing	observe	VERB
easat-2813	183	3	figure	figure	NOUN
easat-2813	183	4	3	3	NUM
easat-2813	183	5	(	(	PUNCT
easat-2813	183	6	b	b	NOUN
easat-2813	183	7	)	)	PUNCT
easat-2813	183	8	,	,	PUNCT
easat-2813	183	9	the	the	DET
easat-2813	183	10	stream	stream	NOUN
easat-2813	183	11	chart	chart	NOUN
easat-2813	183	12	of	of	ADP
easat-2813	183	13	the	the	DET
easat-2813	183	14	recommended	recommend	VERB
easat-2813	183	15	f	f	PROPN
easat-2813	183	16	-	-	PUNCT
easat-2813	183	17	cnn	cnn	PROPN
easat-2813	183	18	algorithm	algorithm	NOUN
easat-2813	183	19	,	,	PUNCT
easat-2813	183	20	clearly	clearly	ADV
easat-2813	183	21	the	the	DET
easat-2813	183	22	stream	stream	NOUN
easat-2813	183	23	chart	chart	NOUN
easat-2813	183	24	of	of	ADP
easat-2813	183	25	the	the	DET
easat-2813	183	26	f	f	PROPN
easat-2813	183	27	-	-	PUNCT
easat-2813	183	28	cnn	cnn	PROPN
easat-2813	183	29	algorithm	algorithm	NOUN
easat-2813	183	30	will	will	AUX
easat-2813	183	31	made	make	VERB
easat-2813	183	32	out	out	ADP
easat-2813	183	33	of	of	ADP
easat-2813	183	34	a	a	DET
easat-2813	183	35	few	few	ADJ
easat-2813	183	36	succeeded	succeed	VERB
easat-2813	183	37	layers	layer	NOUN
easat-2813	183	38	.	.	PUNCT
easat-2813	184	1	the	the	DET
easat-2813	184	2	entered	enter	VERB
easat-2813	184	3	picture	picture	NOUN
easat-2813	184	4	will	will	AUX
easat-2813	184	5	initially	initially	ADV
easat-2813	184	6	go	go	VERB
easat-2813	184	7	through	through	ADP
easat-2813	184	8	the	the	DET
easat-2813	184	9	convolutional	convolutional	ADJ
easat-2813	184	10	layer1	layer1	NOUN
easat-2813	184	11	that	that	PRON
easat-2813	184	12	will	will	AUX
easat-2813	184	13	apply	apply	VERB
easat-2813	184	14	the	the	DET
easat-2813	184	15	elements	element	NOUN
easat-2813	184	16	filtering	filter	VERB
easat-2813	184	17	and	and	CCONJ
easat-2813	184	18	mapping	mapping	NOUN
easat-2813	184	19	tasks	task	NOUN
easat-2813	184	20	.	.	PUNCT
easat-2813	185	1	then	then	ADV
easat-2813	185	2	,	,	PUNCT
easat-2813	185	3	the	the	DET
easat-2813	185	4	relu	relu	NOUN
easat-2813	185	5	function1	function1	PROPN
easat-2813	185	6	will	will	AUX
easat-2813	185	7	decrease	decrease	VERB
easat-2813	185	8	the	the	DET
easat-2813	185	9	weights	weight	NOUN
easat-2813	185	10	of	of	ADP
easat-2813	185	11	the	the	DET
easat-2813	185	12	data	datum	NOUN
easat-2813	185	13	extricated	extricate	VERB
easat-2813	185	14	from	from	ADP
easat-2813	185	15	the	the	DET
easat-2813	185	16	convolutional	convolutional	ADJ
easat-2813	185	17	layer1	layer1	NOUN
easat-2813	185	18	to	to	PART
easat-2813	185	19	improve	improve	VERB
easat-2813	185	20	the	the	DET
easat-2813	185	21	component	component	NOUN
easat-2813	185	22	separated	separate	VERB
easat-2813	185	23	and	and	CCONJ
easat-2813	185	24	planned	planned	ADJ
easat-2813	185	25	data	datum	NOUN
easat-2813	185	26	.	.	PUNCT
easat-2813	186	1	then	then	ADV
easat-2813	186	2	,	,	PUNCT
easat-2813	186	3	the	the	DET
easat-2813	186	4	resulting	result	VERB
easat-2813	186	5	data	datum	NOUN
easat-2813	186	6	will	will	AUX
easat-2813	186	7	be	be	AUX
easat-2813	186	8	gone	go	VERB
easat-2813	186	9	through	through	ADP
easat-2813	186	10	the	the	DET
easat-2813	186	11	convolutional	convolutional	ADJ
easat-2813	186	12	layer2	layer2	NOUN
easat-2813	186	13	for	for	ADP
easat-2813	186	14	further	further	ADJ
easat-2813	186	15	element	element	NOUN
easat-2813	186	16	filtering	filtering	NOUN
easat-2813	186	17	and	and	CCONJ
easat-2813	186	18	mapping	mapping	NOUN
easat-2813	186	19	.	.	PUNCT
easat-2813	187	1	from	from	ADP
easat-2813	187	2	that	that	DET
easat-2813	187	3	point	point	NOUN
easat-2813	187	4	forward	forward	ADV
easat-2813	187	5	,	,	PUNCT
easat-2813	187	6	apply	apply	VERB
easat-2813	187	7	the	the	DET
easat-2813	187	8	relu	relu	NOUN
easat-2813	187	9	function2	function2	NOUN
easat-2813	187	10	to	to	PART
easat-2813	187	11	increase	increase	VERB
easat-2813	187	12	the	the	DET
easat-2813	187	13	data	datum	NOUN
easat-2813	187	14	accuracy	accuracy	NOUN
easat-2813	187	15	.	.	PUNCT
easat-2813	188	1	the	the	DET
easat-2813	188	2	following	follow	VERB
easat-2813	188	3	layers	layer	NOUN
easat-2813	188	4	in	in	ADP
easat-2813	188	5	our	our	PRON
easat-2813	188	6	proposed	propose	VERB
easat-2813	188	7	f	f	PROPN
easat-2813	188	8	-	-	PUNCT
easat-2813	188	9	cnn	cnn	PROPN
easat-2813	188	10	algorithm	algorithm	NOUN
easat-2813	188	11	are	be	AUX
easat-2813	188	12	the	the	DET
easat-2813	188	13	elements	element	NOUN
easat-2813	188	14	classification1	classification1	NOUN
easat-2813	188	15	and	and	CCONJ
easat-2813	188	16	highlights	highlight	NOUN
easat-2813	188	17	classification2	classification2	NOUN
easat-2813	188	18	which	which	PRON
easat-2813	188	19	will	will	AUX
easat-2813	188	20	address	address	VERB
easat-2813	188	21	the	the	DET
easat-2813	188	22	regional	regional	ADJ
easat-2813	188	23	classification	classification	NOUN
easat-2813	188	24	of	of	ADP
easat-2813	188	25	the	the	DET
easat-2813	188	26	cnn	cnn	PROPN
easat-2813	188	27	dissected	dissect	VERB
easat-2813	188	28	data	datum	NOUN
easat-2813	188	29	.	.	PUNCT
easat-2813	189	1	the	the	DET
easat-2813	189	2	final	final	ADJ
easat-2813	189	3	stage	stage	NOUN
easat-2813	189	4	in	in	ADP
easat-2813	189	5	this	this	DET
easat-2813	189	6	proposed	propose	VERB
easat-2813	189	7	f	f	X
easat-2813	189	8	-	-	PUNCT
easat-2813	189	9	cnn	cnn	PROPN
easat-2813	189	10	algorithm	algorithm	NOUN
easat-2813	189	11	is	be	AUX
easat-2813	189	12	the	the	DET
easat-2813	189	13	softmax	softmax	NOUN
easat-2813	189	14	capability	capability	NOUN
easat-2813	189	15	which	which	PRON
easat-2813	189	16	will	will	AUX
easat-2813	189	17	apply	apply	VERB
easat-2813	189	18	the	the	DET
easat-2813	189	19	final	final	ADJ
easat-2813	189	20	softening	softening	NOUN
easat-2813	189	21	to	to	ADP
easat-2813	189	22	the	the	DET
easat-2813	189	23	resulting	result	VERB
easat-2813	189	24	data	datum	NOUN
easat-2813	189	25	.	.	PUNCT
easat-2813	190	1	the	the	DET
easat-2813	190	2	recently	recently	ADV
easat-2813	190	3	examined	examine	VERB
easat-2813	190	4	fcnn	fcnn	ADJ
easat-2813	190	5	proposed	propose	VERB
easat-2813	190	6	algorithm	algorithm	NOUN
easat-2813	190	7	will	will	AUX
easat-2813	190	8	be	be	AUX
easat-2813	190	9	trained	train	VERB
easat-2813	190	10	in	in	ADP
easat-2813	190	11	our	our	PRON
easat-2813	190	12	reenacted	reenacted	ADJ
easat-2813	190	13	program	program	NOUN
easat-2813	190	14	using	use	VERB
easat-2813	190	15	different	different	ADJ
easat-2813	190	16	training	training	NOUN
easat-2813	190	17	picture	picture	NOUN
easat-2813	190	18	data	data	NOUN
easat-2813	190	19	sets	set	NOUN
easat-2813	190	20	containing	contain	VERB
easat-2813	190	21	every	every	DET
easat-2813	190	22	one	one	NUM
easat-2813	190	23	of	of	ADP
easat-2813	190	24	the	the	DET
easat-2813	190	25	clinical	clinical	ADJ
easat-2813	190	26	pictures	picture	NOUN
easat-2813	190	27	of	of	ADP
easat-2813	190	28	natural	natural	ADJ
easat-2813	190	29	eye	eye	NOUN
easat-2813	190	30	illnesses	illness	NOUN
easat-2813	190	31	.	.	PUNCT
easat-2813	191	1	the	the	DET
easat-2813	191	2	data	datum	NOUN
easat-2813	191	3	set	set	NOUN
easat-2813	191	4	will	will	AUX
easat-2813	191	5	be	be	AUX
easat-2813	191	6	stacked	stack	VERB
easat-2813	191	7	from	from	ADP
easat-2813	191	8	github.com	github.com	X
easat-2813	191	9	and	and	CCONJ
easat-2813	191	10	kaggle.com	kaggle.com	X
easat-2813	191	11	websites	website	NOUN
easat-2813	191	12	with	with	ADP
easat-2813	191	13	many	many	ADJ
easat-2813	191	14	picture	picture	NOUN
easat-2813	191	15	tests	test	NOUN
easat-2813	191	16	.	.	PUNCT
easat-2813	192	1	besides	besides	SCONJ
easat-2813	192	2	,	,	PUNCT
easat-2813	192	3	the	the	DET
easat-2813	192	4	recommended	recommend	VERB
easat-2813	192	5	f	f	PROPN
easat-2813	192	6	-	-	PUNCT
easat-2813	192	7	cnn	cnn	PROPN
easat-2813	192	8	algorithm	algorithm	NOUN
easat-2813	192	9	mimicked	mimic	VERB
easat-2813	192	10	the	the	DET
easat-2813	192	11	model	model	NOUN
easat-2813	192	12	from	from	ADP
easat-2813	192	13	entering	enter	VERB
easat-2813	192	14	data	datum	NOUN
easat-2813	192	15	to	to	ADP
easat-2813	192	16	the	the	DET
easat-2813	192	17	result	result	NOUN
easat-2813	192	18	results	result	NOUN
easat-2813	192	19	have	have	AUX
easat-2813	192	20	displayed	display	VERB
easat-2813	192	21	in	in	ADP
easat-2813	192	22	figure	figure	NOUN
easat-2813	192	23	3	3	NUM
easat-2813	192	24	(	(	PUNCT
easat-2813	192	25	b	b	NOUN
easat-2813	192	26	)	)	PUNCT
easat-2813	192	27	,	,	PUNCT
easat-2813	192	28	underneath	underneath	NOUN
easat-2813	192	29	.	.	PUNCT
easat-2813	193	1	3715	3715	NUM
easat-2813	193	2	edelweiss	edelweiss	PROPN
easat-2813	193	3	applied	apply	VERB
easat-2813	193	4	science	science	NOUN
easat-2813	193	5	and	and	CCONJ
easat-2813	193	6	technology	technology	NOUN
easat-2813	193	7	issn	issn	PROPN
easat-2813	193	8	:	:	PUNCT
easat-2813	193	9	2576	2576	NUM
easat-2813	193	10	-	-	SYM
easat-2813	193	11	8484	8484	NUM
easat-2813	193	12	vol	vol	NOUN
easat-2813	193	13	.	.	PROPN
easat-2813	193	14	8	8	NUM
easat-2813	193	15	,	,	PUNCT
easat-2813	193	16	no	no	INTJ
easat-2813	193	17	.	.	NOUN
easat-2813	194	1	6	6	NUM
easat-2813	194	2	:	:	SYM
easat-2813	194	3	3708	3708	NUM
easat-2813	194	4	-	-	SYM
easat-2813	194	5	3721	3721	NUM
easat-2813	194	6	,	,	PUNCT
easat-2813	194	7	2024	2024	NUM
easat-2813	194	8	doi	doi	NOUN
easat-2813	194	9	:	:	PUNCT
easat-2813	194	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	194	11	©	©	PROPN
easat-2813	194	12	2024	2024	NUM
easat-2813	194	13	by	by	ADP
easat-2813	194	14	the	the	DET
easat-2813	194	15	authors	author	NOUN
easat-2813	194	16	;	;	PUNCT
easat-2813	194	17	licensee	licensee	PROPN
easat-2813	194	18	learning	learning	NOUN
easat-2813	194	19	gate	gate	NOUN
easat-2813	194	20	(	(	PUNCT
easat-2813	194	21	a	a	X
easat-2813	194	22	)	)	PUNCT
easat-2813	194	23	fr	fr	PROPN
easat-2813	194	24	-	-	PUNCT
easat-2813	194	25	cnn	cnn	PROPN
easat-2813	194	26	algorithm	algorithm	NOUN
easat-2813	194	27	(	(	PUNCT
easat-2813	194	28	b	b	NOUN
easat-2813	194	29	)	)	PUNCT
easat-2813	194	30	f	f	NOUN
easat-2813	194	31	-	-	PUNCT
easat-2813	194	32	cnn	cnn	PROPN
easat-2813	194	33	algorithm	algorithm	NOUN
easat-2813	194	34	figure	figure	NOUN
easat-2813	194	35	3	3	NUM
easat-2813	194	36	.	.	PUNCT
easat-2813	195	1	(	(	PUNCT
easat-2813	195	2	a	a	X
easat-2813	195	3	)	)	PUNCT
easat-2813	195	4	the	the	DET
easat-2813	195	5	flow	flow	NOUN
easat-2813	195	6	chart	chart	NOUN
easat-2813	195	7	of	of	ADP
easat-2813	195	8	the	the	DET
easat-2813	195	9	suggested	suggest	VERB
easat-2813	195	10	fr	fr	PROPN
easat-2813	195	11	-	-	PUNCT
easat-2813	195	12	cnn	cnn	PROPN
easat-2813	195	13	algorithm	algorithm	NOUN
easat-2813	195	14	utilized	utilize	VERB
easat-2813	195	15	for	for	ADP
easat-2813	195	16	image	image	NOUN
easat-2813	195	17	classification	classification	NOUN
easat-2813	195	18	model	model	NOUN
easat-2813	195	19	.	.	PUNCT
easat-2813	196	1	(	(	PUNCT
easat-2813	196	2	b	b	X
easat-2813	196	3	)	)	PUNCT
easat-2813	196	4	structure	structure	NOUN
easat-2813	196	5	of	of	ADP
easat-2813	196	6	matlab	matlab	PROPN
easat-2813	196	7	simulated	simulate	VERB
easat-2813	196	8	f	f	PROPN
easat-2813	196	9	-	-	PUNCT
easat-2813	196	10	cnn	cnn	PROPN
easat-2813	196	11	algorithm	algorithm	NOUN
easat-2813	196	12	.	.	PUNCT
easat-2813	197	1	in	in	ADP
easat-2813	197	2	figure	figure	NOUN
easat-2813	197	3	4	4	NUM
easat-2813	197	4	,	,	PUNCT
easat-2813	197	5	the	the	DET
easat-2813	197	6	introduced	introduce	VERB
easat-2813	197	7	nitty	nitty	PROPN
easat-2813	197	8	gritty	gritty	ADJ
easat-2813	197	9	design	design	NOUN
easat-2813	197	10	of	of	ADP
easat-2813	197	11	the	the	DET
easat-2813	197	12	proposed	propose	VERB
easat-2813	197	13	f	f	PROPN
easat-2813	197	14	-	-	PUNCT
easat-2813	197	15	cnn	cnn	PROPN
easat-2813	197	16	algorithm	algorithm	NOUN
easat-2813	197	17	reenacted	reenact	VERB
easat-2813	197	18	model	model	NOUN
easat-2813	197	19	will	will	AUX
easat-2813	197	20	develop	develop	VERB
easat-2813	197	21	from	from	ADP
easat-2813	197	22	strong	strong	ADJ
easat-2813	197	23	implicit	implicit	ADJ
easat-2813	197	24	capabilities	capability	NOUN
easat-2813	197	25	operating	operate	VERB
easat-2813	197	26	to	to	PART
easat-2813	197	27	play	play	VERB
easat-2813	197	28	out	out	ADP
easat-2813	197	29	the	the	DET
easat-2813	197	30	profound	profound	ADJ
easat-2813	197	31	learning	learning	NOUN
easat-2813	197	32	technique	technique	NOUN
easat-2813	197	33	to	to	ADP
easat-2813	197	34	the	the	DET
easat-2813	197	35	entered	enter	VERB
easat-2813	197	36	datasets	dataset	NOUN
easat-2813	197	37	.	.	PUNCT
easat-2813	198	1	every	every	DET
easat-2813	198	2	one	one	NUM
easat-2813	198	3	of	of	ADP
easat-2813	198	4	the	the	DET
easat-2813	198	5	vital	vital	ADJ
easat-2813	198	6	blocks	block	NOUN
easat-2813	198	7	,	,	PUNCT
easat-2813	198	8	for	for	ADP
easat-2813	198	9	example	example	NOUN
easat-2813	198	10	,	,	PUNCT
easat-2813	198	11	featuring	feature	VERB
easat-2813	198	12	channels	channel	NOUN
easat-2813	198	13	,	,	PUNCT
easat-2813	198	14	convolutional	convolutional	ADJ
easat-2813	198	15	layers	layer	NOUN
easat-2813	198	16	,	,	PUNCT
easat-2813	198	17	pooling	pool	VERB
easat-2813	198	18	capabilities	capability	NOUN
easat-2813	198	19	,	,	PUNCT
easat-2813	198	20	relu	relu	NOUN
easat-2813	198	21	capabilities	capability	NOUN
easat-2813	198	22	,	,	PUNCT
easat-2813	198	23	and	and	CCONJ
easat-2813	198	24	classification	classification	NOUN
easat-2813	198	25	utilities	utility	NOUN
easat-2813	198	26	are	be	AUX
easat-2813	198	27	accessible	accessible	ADJ
easat-2813	198	28	in	in	ADP
easat-2813	198	29	this	this	DET
easat-2813	198	30	venture	venture	NOUN
easat-2813	198	31	,	,	PUNCT
easat-2813	198	32	the	the	DET
easat-2813	198	33	proposed	propose	VERB
easat-2813	198	34	model	model	NOUN
easat-2813	198	35	of	of	ADP
easat-2813	198	36	the	the	DET
easat-2813	198	37	f	f	PROPN
easat-2813	198	38	-	-	PUNCT
easat-2813	198	39	cnn	cnn	PROPN
easat-2813	198	40	algorithm	algorithm	PROPN
easat-2813	198	41	model	model	NOUN
easat-2813	198	42	to	to	PART
easat-2813	198	43	play	play	VERB
easat-2813	198	44	out	out	ADP
easat-2813	198	45	the	the	DET
easat-2813	198	46	essential	essential	ADJ
easat-2813	198	47	eye	eye	NOUN
easat-2813	198	48	highlights	highlight	NOUN
easat-2813	198	49	detection	detection	NOUN
easat-2813	198	50	and	and	CCONJ
easat-2813	198	51	acknowledgment	acknowledgment	NOUN
easat-2813	198	52	undertakings	undertaking	NOUN
easat-2813	198	53	.	.	PUNCT
easat-2813	199	1	also	also	ADV
easat-2813	199	2	,	,	PUNCT
easat-2813	199	3	the	the	DET
easat-2813	199	4	detailed	detailed	ADJ
easat-2813	199	5	structure	structure	NOUN
easat-2813	199	6	of	of	ADP
easat-2813	199	7	the	the	DET
easat-2813	199	8	suggested	suggest	VERB
easat-2813	199	9	fcnn	fcnn	ADJ
easat-2813	199	10	layers	layer	NOUN
easat-2813	199	11	is	be	AUX
easat-2813	199	12	demonstrated	demonstrate	VERB
easat-2813	199	13	in	in	ADP
easat-2813	199	14	figure	figure	NOUN
easat-2813	199	15	4	4	NUM
easat-2813	199	16	.	.	NOUN
easat-2813	199	17	3716	3716	NUM
easat-2813	199	18	edelweiss	edelweiss	PROPN
easat-2813	199	19	applied	apply	VERB
easat-2813	199	20	science	science	NOUN
easat-2813	199	21	and	and	CCONJ
easat-2813	199	22	technology	technology	NOUN
easat-2813	199	23	issn	issn	PROPN
easat-2813	199	24	:	:	PUNCT
easat-2813	199	25	2576	2576	NUM
easat-2813	199	26	-	-	SYM
easat-2813	199	27	8484	8484	NUM
easat-2813	199	28	vol	vol	NOUN
easat-2813	199	29	.	.	PROPN
easat-2813	200	1	8	8	NUM
easat-2813	200	2	,	,	PUNCT
easat-2813	200	3	no	no	INTJ
easat-2813	200	4	.	.	NOUN
easat-2813	201	1	6	6	NUM
easat-2813	201	2	:	:	SYM
easat-2813	201	3	3708	3708	NUM
easat-2813	201	4	-	-	SYM
easat-2813	201	5	3721	3721	NUM
easat-2813	201	6	,	,	PUNCT
easat-2813	201	7	2024	2024	NUM
easat-2813	201	8	doi	doi	NOUN
easat-2813	201	9	:	:	PUNCT
easat-2813	201	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	201	11	©	©	PROPN
easat-2813	201	12	2024	2024	NUM
easat-2813	201	13	by	by	ADP
easat-2813	201	14	the	the	DET
easat-2813	201	15	authors	author	NOUN
easat-2813	201	16	;	;	PUNCT
easat-2813	201	17	licensee	licensee	PROPN
easat-2813	201	18	learning	learn	VERB
easat-2813	201	19	gate	gate	NOUN
easat-2813	201	20	figure	figure	NOUN
easat-2813	201	21	4	4	NUM
easat-2813	201	22	.	.	PUNCT
easat-2813	202	1	the	the	DET
easat-2813	202	2	detailed	detailed	ADJ
easat-2813	202	3	structure	structure	NOUN
easat-2813	202	4	of	of	ADP
easat-2813	202	5	the	the	DET
easat-2813	202	6	suggested	suggest	VERB
easat-2813	202	7	fcnn	fcnn	ADJ
easat-2813	202	8	layers	layer	NOUN
easat-2813	202	9	.	.	PUNCT
easat-2813	203	1	by	by	ADP
easat-2813	203	2	following	follow	VERB
easat-2813	203	3	the	the	DET
easat-2813	203	4	fig	fig	NOUN
easat-2813	203	5	.	.	PUNCT
easat-2813	204	1	above	above	ADV
easat-2813	204	2	,	,	PUNCT
easat-2813	204	3	we	we	PRON
easat-2813	204	4	notice	notice	VERB
easat-2813	204	5	the	the	DET
easat-2813	204	6	details	detail	NOUN
easat-2813	204	7	of	of	ADP
easat-2813	204	8	the	the	DET
easat-2813	204	9	layers	layer	NOUN
easat-2813	204	10	of	of	ADP
easat-2813	204	11	the	the	DET
easat-2813	204	12	smart	smart	ADJ
easat-2813	204	13	algorithm	algorithm	NOUN
easat-2813	204	14	.	.	PUNCT
easat-2813	205	1	it	it	PRON
easat-2813	205	2	consists	consist	VERB
easat-2813	205	3	of	of	ADP
easat-2813	205	4	an	an	DET
easat-2813	205	5	image	image	NOUN
easat-2813	205	6	input	input	NOUN
easat-2813	205	7	layer	layer	NOUN
easat-2813	205	8	with	with	ADP
easat-2813	205	9	a	a	DET
easat-2813	205	10	size	size	NOUN
easat-2813	205	11	of	of	ADP
easat-2813	205	12	28	28	NUM
easat-2813	205	13	x	x	SYM
easat-2813	205	14	28	28	NUM
easat-2813	205	15	x	x	SYM
easat-2813	205	16	3	3	NUM
easat-2813	205	17	images	image	NOUN
easat-2813	205	18	with	with	ADP
easat-2813	205	19	“	"	PUNCT
easat-2813	205	20	zero	zero	NUM
easat-2813	205	21	center	center	NOUN
easat-2813	205	22	”	"	PUNCT
easat-2813	205	23	normalization	normalization	NOUN
easat-2813	205	24	.	.	PUNCT
easat-2813	206	1	followed	follow	VERB
easat-2813	206	2	by	by	ADP
easat-2813	206	3	the	the	DET
easat-2813	206	4	'	'	PUNCT
easat-2813	206	5	conv_1	conv_1	NOUN
easat-2813	206	6	'	'	PUNCT
easat-2813	206	7	convolution	convolution	NOUN
easat-2813	206	8	layer	layer	NOUN
easat-2813	206	9	of	of	ADP
easat-2813	206	10	size	size	NOUN
easat-2813	206	11	32	32	NUM
easat-2813	206	12	3x3x3	3x3x3	NUM
easat-2813	206	13	with	with	ADP
easat-2813	206	14	step	step	NOUN
easat-2813	206	15	[	[	X
easat-2813	206	16	1	1	NUM
easat-2813	206	17	1	1	NUM
easat-2813	206	18	]	]	PUNCT
easat-2813	206	19	and	and	CCONJ
easat-2813	206	20	padding	padding	NOUN
easat-2813	206	21	'	'	PUNCT
easat-2813	206	22	same	same	ADJ
easat-2813	206	23	'	'	PUNCT
easat-2813	206	24	.	.	PUNCT
easat-2813	207	1	it	it	PRON
easat-2813	207	2	is	be	AUX
easat-2813	207	3	then	then	ADV
easat-2813	207	4	followed	follow	VERB
easat-2813	207	5	by	by	ADP
easat-2813	207	6	the	the	DET
easat-2813	207	7	function	function	NOUN
easat-2813	207	8	'	'	PUNCT
easat-2813	207	9	relu_1	relu_1	NOUN
easat-2813	207	10	'	'	PUNCT
easat-2813	207	11	relu	relu	NOUN
easat-2813	207	12	relu	relu	NOUN
easat-2813	207	13	followed	follow	VERB
easat-2813	207	14	by	by	ADP
easat-2813	207	15	'	'	PUNCT
easat-2813	207	16	conv_2	conv_2	NOUN
easat-2813	207	17	'	'	PART
easat-2813	207	18	convolution	convolution	NOUN
easat-2813	207	19	layer	layer	NOUN
easat-2813	207	20	with	with	ADP
easat-2813	207	21	size	size	NOUN
easat-2813	207	22	20	20	NUM
easat-2813	207	23	3x3x32	3x3x32	NUM
easat-2813	207	24	convolution	convolution	NOUN
easat-2813	207	25	with	with	ADP
easat-2813	207	26	step[1	step[1	ADP
easat-2813	207	27	1	1	NUM
easat-2813	207	28	]	]	PUNCT
easat-2813	207	29	and	and	CCONJ
easat-2813	207	30	padding	padding	NOUN
easat-2813	207	31	'	'	PUNCT
easat-2813	207	32	same	same	ADJ
easat-2813	207	33	'	'	PUNCT
easat-2813	207	34	and	and	CCONJ
easat-2813	207	35	then	then	ADV
easat-2813	207	36	function	function	VERB
easat-2813	207	37	'	'	PUNCT
easat-2813	207	38	relu_2	relu_2	PROPN
easat-2813	207	39	'	'	PUNCT
easat-2813	207	40	relu	relu	NOUN
easat-2813	207	41	relu	relu	NOUN
easat-2813	207	42	it	it	PRON
easat-2813	207	43	is	be	AUX
easat-2813	207	44	followed	follow	VERB
easat-2813	207	45	by	by	ADP
easat-2813	207	46	the	the	DET
easat-2813	207	47	'	'	PUNCT
easat-2813	207	48	fc_1	fc_1	NOUN
easat-2813	207	49	'	'	PUNCT
easat-2813	207	50	fully	fully	ADV
easat-2813	207	51	connected	connected	ADJ
easat-2813	207	52	layer	layer	NOUN
easat-2813	207	53	395	395	NUM
easat-2813	207	54	fully	fully	ADV
easat-2813	207	55	connected	connected	ADJ
easat-2813	207	56	layers	layer	NOUN
easat-2813	207	57	the	the	DET
easat-2813	207	58	'	'	PUNCT
easat-2813	207	59	fc_2	fc_2	NOUN
easat-2813	207	60	'	'	PUNCT
easat-2813	207	61	is	be	AUX
easat-2813	207	62	fully	fully	ADV
easat-2813	207	63	connected	connect	VERB
easat-2813	207	64	layer	layer	NOUN
easat-2813	207	65	2	2	NUM
easat-2813	207	66	fully	fully	ADV
easat-2813	207	67	connected	connect	VERB
easat-2813	207	68	to	to	PART
easat-2813	207	69	be	be	AUX
easat-2813	207	70	organized	organize	VERB
easat-2813	207	71	through	through	ADP
easat-2813	207	72	the	the	DET
easat-2813	207	73	"	"	PUNCT
easat-2813	207	74	softmax	softmax	ADJ
easat-2813	207	75	"	"	PUNCT
easat-2813	207	76	function	function	NOUN
easat-2813	207	77	,	,	PUNCT
easat-2813	207	78	softmaxsoftmax	softmaxsoftmax	PROPN
easat-2813	207	79	finally	finally	ADV
easat-2813	207	80	,	,	PUNCT
easat-2813	207	81	the	the	DET
easat-2813	207	82	“	"	PUNCT
easat-2813	207	83	classoutput	classoutput	NOUN
easat-2813	207	84	”	"	PUNCT
easat-2813	207	85	classifies	classify	VERB
easat-2813	207	86	the	the	DET
easat-2813	207	87	crossentropyex	crossentropyex	ADJ
easat-2813	207	88	output	output	NOUN
easat-2813	207	89	with	with	ADP
easat-2813	207	90	the	the	DET
easat-2813	207	91	classes	class	NOUN
easat-2813	207	92	“	"	PUNCT
easat-2813	207	93	no_tumor2	no_tumor2	PROPN
easat-2813	207	94	”	"	PUNCT
easat-2813	207	95	and	and	CCONJ
easat-2813	207	96	“	"	PUNCT
easat-2813	207	97	pituitary_tumor2	pituitary_tumor2	NOUN
easat-2813	207	98	”	"	PUNCT
easat-2813	207	99	.	.	PUNCT
easat-2813	208	1	moreover	moreover	ADV
easat-2813	208	2	,	,	PUNCT
easat-2813	208	3	the	the	DET
easat-2813	208	4	design	design	NOUN
easat-2813	208	5	parameters	parameter	NOUN
easat-2813	208	6	settings	setting	NOUN
easat-2813	208	7	necessary	necessary	ADJ
easat-2813	208	8	to	to	PART
easat-2813	208	9	adjust	adjust	VERB
easat-2813	208	10	and	and	CCONJ
easat-2813	208	11	control	control	VERB
easat-2813	208	12	the	the	DET
easat-2813	208	13	proposed	propose	VERB
easat-2813	208	14	fcnn	fcnn	ADJ
easat-2813	208	15	algorithm	algorithm	PROPN
easat-2813	208	16	have	have	AUX
easat-2813	208	17	been	be	AUX
easat-2813	208	18	outlined	outline	VERB
easat-2813	208	19	in	in	ADP
easat-2813	208	20	table	table	NOUN
easat-2813	208	21	1	1	NUM
easat-2813	208	22	.	.	PUNCT
easat-2813	208	23	table	table	NOUN
easat-2813	208	24	1	1	NUM
easat-2813	208	25	.	.	PUNCT
easat-2813	209	1	the	the	DET
easat-2813	209	2	design	design	NOUN
easat-2813	209	3	specifications	specification	NOUN
easat-2813	209	4	of	of	ADP
easat-2813	209	5	the	the	DET
easat-2813	209	6	suggested	suggest	VERB
easat-2813	209	7	fcnn	fcnn	PROPN
easat-2813	209	8	algorithm	algorithm	PROPN
easat-2813	209	9	model	model	PROPN
easat-2813	209	10	.	.	PUNCT
easat-2813	210	1	initial	initial	ADJ
easat-2813	210	2	learn	learn	NOUN
easat-2813	210	3	rate	rate	NOUN
easat-2813	210	4	1e-6	1e-6	PROPN
easat-2813	210	5	1e-7	1e-7	NUM
easat-2813	210	6	1e-9	1e-9	NUM
easat-2813	210	7	learn	learn	NOUN
easat-2813	210	8	rate	rate	NOUN
easat-2813	210	9	schedule	schedule	NOUN
easat-2813	210	10	piecewise	piecewise	NOUN
easat-2813	210	11	piecewise	piecewise	NOUN
easat-2813	210	12	piecewise	piecewise	NOUN
easat-2813	210	13	learn	learn	VERB
easat-2813	210	14	rate	rate	NOUN
easat-2813	210	15	drop	drop	NOUN
easat-2813	210	16	factor	factor	NOUN
easat-2813	210	17	0.1	0.1	NUM
easat-2813	210	18	0.15	0.15	NUM
easat-2813	210	19	0.2	0.2	NUM
easat-2813	210	20	learn	learn	NOUN
easat-2813	210	21	rate	rate	NOUN
easat-2813	210	22	drop	drop	NOUN
easat-2813	210	23	period	period	NOUN
easat-2813	210	24	10	10	NUM
easat-2813	210	25	15	15	NUM
easat-2813	210	26	20	20	NUM
easat-2813	210	27	l2	l2	NOUN
easat-2813	210	28	regularization	regularization	NOUN
easat-2813	210	29	1e-4	1e-4	NOUN
easat-2813	210	30	1e-5	1e-5	NUM
easat-2813	210	31	1e-6	1e-6	PROPN
easat-2813	210	32	max	max	PROPN
easat-2813	210	33	epochs	epoch	VERB
easat-2813	210	34	50	50	NUM
easat-2813	210	35	75	75	NUM
easat-2813	210	36	100	100	NUM
easat-2813	210	37	according	accord	VERB
easat-2813	210	38	to	to	ADP
easat-2813	210	39	the	the	DET
easat-2813	210	40	design	design	NOUN
easat-2813	210	41	specifications	specification	NOUN
easat-2813	210	42	illustrated	illustrate	VERB
easat-2813	210	43	in	in	ADP
easat-2813	210	44	table	table	NOUN
easat-2813	210	45	1	1	NUM
easat-2813	210	46	,	,	PUNCT
easat-2813	210	47	the	the	DET
easat-2813	210	48	proposed	propose	VERB
easat-2813	210	49	fcnn	fcnn	ADJ
easat-2813	210	50	algorithm	algorithm	PROPN
easat-2813	210	51	will	will	AUX
easat-2813	210	52	be	be	AUX
easat-2813	210	53	employed	employ	VERB
easat-2813	210	54	using	use	VERB
easat-2813	210	55	the	the	DET
easat-2813	210	56	matlab	matlab	PROPN
easat-2813	210	57	software	software	NOUN
easat-2813	210	58	which	which	PRON
easat-2813	210	59	will	will	AUX
easat-2813	210	60	be	be	AUX
easat-2813	210	61	implemented	implement	VERB
easat-2813	210	62	to	to	PART
easat-2813	210	63	simulate	simulate	VERB
easat-2813	210	64	the	the	DET
easat-2813	210	65	operation	operation	NOUN
easat-2813	210	66	of	of	ADP
easat-2813	210	67	the	the	DET
easat-2813	210	68	eye	eye	NOUN
easat-2813	210	69	diseases	disease	NOUN
easat-2813	210	70	features	feature	VERB
easat-2813	210	71	detection	detection	NOUN
easat-2813	210	72	model	model	NOUN
easat-2813	210	73	.	.	PUNCT
easat-2813	211	1	4	4	X
easat-2813	211	2	.	.	NOUN
easat-2813	211	3	results	result	NOUN
easat-2813	211	4	and	and	CCONJ
easat-2813	211	5	discussions	discussion	NOUN
easat-2813	211	6	in	in	ADP
easat-2813	211	7	this	this	DET
easat-2813	211	8	section	section	NOUN
easat-2813	211	9	,	,	PUNCT
easat-2813	211	10	we	we	PRON
easat-2813	211	11	present	present	VERB
easat-2813	211	12	the	the	DET
easat-2813	211	13	methodology	methodology	NOUN
easat-2813	211	14	for	for	ADP
easat-2813	211	15	detecting	detect	VERB
easat-2813	211	16	eye	eye	NOUN
easat-2813	211	17	diseases	disease	NOUN
easat-2813	211	18	and	and	CCONJ
easat-2813	211	19	identifying	identify	VERB
easat-2813	211	20	defect	defect	NOUN
easat-2813	211	21	areas	area	NOUN
easat-2813	211	22	in	in	ADP
easat-2813	211	23	input	input	NOUN
easat-2813	211	24	eye	eye	NOUN
easat-2813	211	25	images	image	NOUN
easat-2813	211	26	using	use	VERB
easat-2813	211	27	the	the	DET
easat-2813	211	28	proposed	propose	VERB
easat-2813	211	29	artificial	artificial	ADJ
easat-2813	211	30	intelligence	intelligence	NOUN
easat-2813	211	31	deep	deep	ADJ
easat-2813	211	32	learning	learning	NOUN
easat-2813	211	33	algorithms	algorithm	NOUN
easat-2813	211	34	,	,	PUNCT
easat-2813	211	35	specifically	specifically	ADV
easat-2813	211	36	fully	fully	ADV
easat-2813	211	37	convolutional	convolutional	ADJ
easat-2813	211	38	neural	neural	ADJ
easat-2813	211	39	networks	network	NOUN
easat-2813	211	40	(	(	PUNCT
easat-2813	211	41	fcnn	fcnn	PROPN
easat-2813	211	42	)	)	PUNCT
easat-2813	211	43	,	,	PUNCT
easat-2813	211	44	implemented	implement	VERB
easat-2813	211	45	with	with	ADP
easat-2813	211	46	matlab	matlab	PROPN
easat-2813	211	47	2020b	2020b	NUM
easat-2813	211	48	.	.	PUNCT
easat-2813	212	1	the	the	DET
easat-2813	212	2	data	datum	NOUN
easat-2813	212	3	was	be	AUX
easat-2813	212	4	initialized	initialize	VERB
easat-2813	212	5	,	,	PUNCT
easat-2813	212	6	and	and	CCONJ
easat-2813	212	7	its	its	PRON
easat-2813	212	8	characteristics	characteristic	NOUN
easat-2813	212	9	were	be	AUX
easat-2813	212	10	filtered	filter	VERB
easat-2813	212	11	through	through	ADP
easat-2813	212	12	layers	layer	NOUN
easat-2813	212	13	complementary	complementary	ADJ
easat-2813	212	14	to	to	ADP
easat-2813	212	15	the	the	DET
easat-2813	212	16	algorithm	algorithm	NOUN
easat-2813	212	17	.	.	PUNCT
easat-2813	213	1	training	training	NOUN
easat-2813	213	2	involved	involve	VERB
easat-2813	213	3	over	over	ADP
easat-2813	213	4	500	500	NUM
easat-2813	213	5	images	image	NOUN
easat-2813	213	6	of	of	ADP
easat-2813	213	7	diseased	diseased	ADJ
easat-2813	213	8	eyes	eye	NOUN
easat-2813	213	9	to	to	PART
easat-2813	213	10	enable	enable	VERB
easat-2813	213	11	the	the	DET
easat-2813	213	12	smart	smart	ADJ
easat-2813	213	13	network	network	NOUN
easat-2813	213	14	to	to	PART
easat-2813	213	15	recognize	recognize	VERB
easat-2813	213	16	disease	disease	NOUN
easat-2813	213	17	features	feature	NOUN
easat-2813	213	18	and	and	CCONJ
easat-2813	213	19	pinpoint	pinpoint	VERB
easat-2813	213	20	defect	defect	NOUN
easat-2813	213	21	areas	area	NOUN
easat-2813	213	22	within	within	ADP
easat-2813	213	23	the	the	DET
easat-2813	213	24	input	input	NOUN
easat-2813	213	25	images	image	NOUN
easat-2813	213	26	.	.	PUNCT
easat-2813	214	1	the	the	DET
easat-2813	214	2	program	program	NOUN
easat-2813	214	3	was	be	AUX
easat-2813	214	4	executed	execute	VERB
easat-2813	214	5	according	accord	VERB
easat-2813	214	6	to	to	ADP
easat-2813	214	7	the	the	DET
easat-2813	214	8	design	design	NOUN
easat-2813	214	9	specifications	specification	NOUN
easat-2813	214	10	outlined	outline	VERB
easat-2813	214	11	in	in	ADP
easat-2813	214	12	the	the	DET
easat-2813	214	13	methodology	methodology	NOUN
easat-2813	214	14	section	section	NOUN
easat-2813	214	15	,	,	PUNCT
easat-2813	214	16	incorporating	incorporate	VERB
easat-2813	214	17	data	datum	NOUN
easat-2813	214	18	images	image	NOUN
easat-2813	214	19	during	during	ADP
easat-2813	214	20	the	the	DET
easat-2813	214	21	training	training	NOUN
easat-2813	214	22	phase	phase	NOUN
easat-2813	214	23	of	of	ADP
easat-2813	214	24	the	the	DET
easat-2813	214	25	algorithm	algorithm	NOUN
easat-2813	214	26	.	.	PUNCT
easat-2813	215	1	figure	figure	NOUN
easat-2813	215	2	5	5	NUM
easat-2813	215	3	illustrates	illustrate	VERB
easat-2813	215	4	a	a	DET
easat-2813	215	5	sample	sample	NOUN
easat-2813	215	6	test	test	NOUN
easat-2813	215	7	image	image	NOUN
easat-2813	215	8	of	of	ADP
easat-2813	215	9	a	a	DET
easat-2813	215	10	human	human	ADJ
easat-2813	215	11	eye	eye	NOUN
easat-2813	215	12	exhibiting	exhibit	VERB
easat-2813	215	13	a	a	DET
easat-2813	215	14	pathological	pathological	ADJ
easat-2813	215	15	defect	defect	NOUN
easat-2813	215	16	,	,	PUNCT
easat-2813	215	17	which	which	PRON
easat-2813	215	18	is	be	AUX
easat-2813	215	19	analyzed	analyze	VERB
easat-2813	215	20	using	use	VERB
easat-2813	215	21	the	the	DET
easat-2813	215	22	proposed	propose	VERB
easat-2813	215	23	fcnn	fcnn	NOUN
easat-2813	215	24	technique	technique	NOUN
easat-2813	215	25	.	.	PUNCT
easat-2813	216	1	3717	3717	PROPN
easat-2813	216	2	edelweiss	edelweiss	PROPN
easat-2813	216	3	applied	apply	VERB
easat-2813	216	4	science	science	NOUN
easat-2813	216	5	and	and	CCONJ
easat-2813	216	6	technology	technology	NOUN
easat-2813	216	7	issn	issn	PROPN
easat-2813	216	8	:	:	PUNCT
easat-2813	216	9	2576	2576	NUM
easat-2813	216	10	-	-	SYM
easat-2813	216	11	8484	8484	NUM
easat-2813	216	12	vol	vol	NOUN
easat-2813	216	13	.	.	PROPN
easat-2813	216	14	8	8	NUM
easat-2813	216	15	,	,	PUNCT
easat-2813	216	16	no	no	INTJ
easat-2813	216	17	.	.	NOUN
easat-2813	217	1	6	6	NUM
easat-2813	217	2	:	:	SYM
easat-2813	217	3	3708	3708	NUM
easat-2813	217	4	-	-	SYM
easat-2813	217	5	3721	3721	NUM
easat-2813	217	6	,	,	PUNCT
easat-2813	217	7	2024	2024	NUM
easat-2813	217	8	doi	doi	NOUN
easat-2813	217	9	:	:	PUNCT
easat-2813	217	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	217	11	©	©	PROPN
easat-2813	217	12	2024	2024	NUM
easat-2813	217	13	by	by	ADP
easat-2813	217	14	the	the	DET
easat-2813	217	15	authors	author	NOUN
easat-2813	217	16	;	;	PUNCT
easat-2813	217	17	licensee	licensee	PROPN
easat-2813	217	18	learning	learn	VERB
easat-2813	217	19	gate	gate	PROPN
easat-2813	217	20	figure	figure	NOUN
easat-2813	217	21	5	5	NUM
easat-2813	217	22	.	.	PUNCT
easat-2813	218	1	the	the	DET
easat-2813	218	2	test	test	NOUN
easat-2813	218	3	image	image	NOUN
easat-2813	218	4	sample	sample	NOUN
easat-2813	218	5	of	of	ADP
easat-2813	218	6	a	a	DET
easat-2813	218	7	human	human	ADJ
easat-2813	218	8	eye	eye	NOUN
easat-2813	218	9	with	with	ADP
easat-2813	218	10	a	a	DET
easat-2813	218	11	pathological	pathological	ADJ
easat-2813	218	12	defect	defect	NOUN
easat-2813	218	13	examined	examine	VERB
easat-2813	218	14	through	through	ADP
easat-2813	218	15	the	the	DET
easat-2813	218	16	proposed	propose	VERB
easat-2813	218	17	fcnn	fcnn	NOUN
easat-2813	218	18	technique	technique	NOUN
easat-2813	218	19	.	.	PUNCT
easat-2813	219	1	the	the	DET
easat-2813	219	2	training	training	NOUN
easat-2813	219	3	progress	progress	NOUN
easat-2813	219	4	of	of	ADP
easat-2813	219	5	the	the	DET
easat-2813	219	6	suggested	suggest	VERB
easat-2813	219	7	fcnn	fcnn	PROPN
easat-2813	219	8	algorithm	algorithm	PROPN
easat-2813	219	9	is	be	AUX
easat-2813	219	10	detailed	detail	VERB
easat-2813	219	11	in	in	ADP
easat-2813	219	12	figure	figure	NOUN
easat-2813	219	13	6	6	NUM
easat-2813	219	14	,	,	PUNCT
easat-2813	219	15	which	which	PRON
easat-2813	219	16	showcases	showcase	VERB
easat-2813	219	17	the	the	DET
easat-2813	219	18	efficiency	efficiency	NOUN
easat-2813	219	19	levels	level	NOUN
easat-2813	219	20	relative	relative	ADJ
easat-2813	219	21	to	to	ADP
easat-2813	219	22	losses	loss	NOUN
easat-2813	219	23	during	during	ADP
easat-2813	219	24	both	both	DET
easat-2813	219	25	training	training	NOUN
easat-2813	219	26	and	and	CCONJ
easat-2813	219	27	testing	testing	NOUN
easat-2813	219	28	phases	phase	NOUN
easat-2813	219	29	.	.	PUNCT
easat-2813	220	1	the	the	DET
easat-2813	220	2	results	result	NOUN
easat-2813	220	3	indicate	indicate	VERB
easat-2813	220	4	high	high	ADJ
easat-2813	220	5	training	training	NOUN
easat-2813	220	6	efficiency	efficiency	NOUN
easat-2813	220	7	with	with	ADP
easat-2813	220	8	minimal	minimal	ADJ
easat-2813	220	9	loss	loss	NOUN
easat-2813	220	10	percentages	percentage	NOUN
easat-2813	220	11	.	.	PUNCT
easat-2813	221	1	the	the	DET
easat-2813	221	2	pathological	pathological	ADJ
easat-2813	221	3	defect	defect	NOUN
easat-2813	221	4	detections	detection	NOUN
easat-2813	221	5	resulting	result	VERB
easat-2813	221	6	from	from	ADP
easat-2813	221	7	the	the	DET
easat-2813	221	8	fcnn	fcnn	ADJ
easat-2813	221	9	algorithm	algorithm	NOUN
easat-2813	221	10	are	be	AUX
easat-2813	221	11	presented	present	VERB
easat-2813	221	12	in	in	ADP
easat-2813	221	13	figure	figure	NOUN
easat-2813	221	14	7	7	NUM
easat-2813	221	15	.	.	PUNCT
easat-2813	221	16	figure	figure	NOUN
easat-2813	221	17	6	6	NUM
easat-2813	221	18	.	.	PUNCT
easat-2813	222	1	the	the	DET
easat-2813	222	2	training	training	NOUN
easat-2813	222	3	progress	progress	NOUN
easat-2813	222	4	of	of	ADP
easat-2813	222	5	suggested	suggest	VERB
easat-2813	222	6	deep	deep	ADJ
easat-2813	222	7	learning	learning	NOUN
easat-2813	222	8	fcnn	fcnn	ADJ
easat-2813	222	9	algorithm	algorithm	NOUN
easat-2813	222	10	.	.	PUNCT
easat-2813	223	1	3718	3718	NUM
easat-2813	223	2	edelweiss	edelweiss	PROPN
easat-2813	223	3	applied	apply	VERB
easat-2813	223	4	science	science	NOUN
easat-2813	223	5	and	and	CCONJ
easat-2813	223	6	technology	technology	NOUN
easat-2813	223	7	issn	issn	PROPN
easat-2813	223	8	:	:	PUNCT
easat-2813	223	9	2576	2576	NUM
easat-2813	223	10	-	-	SYM
easat-2813	223	11	8484	8484	NUM
easat-2813	223	12	vol	vol	NOUN
easat-2813	223	13	.	.	PROPN
easat-2813	223	14	8	8	NUM
easat-2813	223	15	,	,	PUNCT
easat-2813	223	16	no	no	INTJ
easat-2813	223	17	.	.	NOUN
easat-2813	224	1	6	6	NUM
easat-2813	224	2	:	:	SYM
easat-2813	224	3	3708	3708	NUM
easat-2813	224	4	-	-	SYM
easat-2813	224	5	3721	3721	NUM
easat-2813	224	6	,	,	PUNCT
easat-2813	224	7	2024	2024	NUM
easat-2813	224	8	doi	doi	NOUN
easat-2813	224	9	:	:	PUNCT
easat-2813	224	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	224	11	©	©	PROPN
easat-2813	224	12	2024	2024	NUM
easat-2813	224	13	by	by	ADP
easat-2813	224	14	the	the	DET
easat-2813	224	15	authors	author	NOUN
easat-2813	224	16	;	;	PUNCT
easat-2813	224	17	licensee	licensee	PROPN
easat-2813	224	18	learning	learn	VERB
easat-2813	224	19	gate	gate	NOUN
easat-2813	224	20	figure	figure	NOUN
easat-2813	224	21	7	7	NUM
easat-2813	224	22	.	.	PUNCT
easat-2813	225	1	the	the	DET
easat-2813	225	2	resulting	result	VERB
easat-2813	225	3	pathological	pathological	ADJ
easat-2813	225	4	defect	defect	NOUN
easat-2813	225	5	detection	detection	NOUN
easat-2813	225	6	from	from	ADP
easat-2813	225	7	the	the	DET
easat-2813	225	8	deep	deep	ADJ
easat-2813	225	9	learning	learning	NOUN
easat-2813	225	10	fcnn	fcnn	ADJ
easat-2813	225	11	algorithm	algorithm	NOUN
easat-2813	225	12	,	,	PUNCT
easat-2813	225	13	(	(	PUNCT
easat-2813	225	14	a	a	X
easat-2813	225	15	)	)	PUNCT
easat-2813	225	16	first	first	ADJ
easat-2813	225	17	detection	detection	NOUN
easat-2813	225	18	,	,	PUNCT
easat-2813	225	19	(	(	PUNCT
easat-2813	225	20	b	b	NOUN
easat-2813	225	21	)	)	PUNCT
easat-2813	225	22	final	final	ADJ
easat-2813	225	23	recognition	recognition	NOUN
easat-2813	225	24	.	.	PUNCT
easat-2813	226	1	figure	figure	NOUN
easat-2813	226	2	7	7	NUM
easat-2813	226	3	confirms	confirm	VERB
easat-2813	226	4	the	the	DET
easat-2813	226	5	effectiveness	effectiveness	NOUN
easat-2813	226	6	of	of	ADP
easat-2813	226	7	the	the	DET
easat-2813	226	8	proposed	propose	VERB
easat-2813	226	9	technique	technique	NOUN
easat-2813	226	10	in	in	ADP
easat-2813	226	11	identifying	identify	VERB
easat-2813	226	12	tumor	tumor	NOUN
easat-2813	226	13	and	and	CCONJ
easat-2813	226	14	defect	defect	VERB
easat-2813	226	15	areas	area	NOUN
easat-2813	226	16	in	in	ADP
easat-2813	226	17	the	the	DET
easat-2813	226	18	input	input	NOUN
easat-2813	226	19	human	human	ADJ
easat-2813	226	20	eye	eye	NOUN
easat-2813	226	21	image	image	NOUN
easat-2813	226	22	,	,	PUNCT
easat-2813	226	23	with	with	ADP
easat-2813	226	24	rectangular	rectangular	ADJ
easat-2813	226	25	boxes	box	NOUN
easat-2813	226	26	highlighting	highlight	VERB
easat-2813	226	27	defect	defect	NOUN
easat-2813	226	28	locations	location	NOUN
easat-2813	226	29	and	and	CCONJ
easat-2813	226	30	focus	focus	NOUN
easat-2813	226	31	areas	area	NOUN
easat-2813	226	32	.	.	PUNCT
easat-2813	227	1	the	the	DET
easat-2813	227	2	training	training	NOUN
easat-2813	227	3	results	result	NOUN
easat-2813	227	4	reveal	reveal	VERB
easat-2813	227	5	an	an	DET
easat-2813	227	6	impressive	impressive	ADJ
easat-2813	227	7	detection	detection	NOUN
easat-2813	227	8	efficiency	efficiency	NOUN
easat-2813	227	9	of	of	ADP
easat-2813	227	10	99	99	NUM
easat-2813	227	11	-	-	SYM
easat-2813	227	12	100	100	NUM
easat-2813	227	13	%	%	NOUN
easat-2813	227	14	for	for	ADP
easat-2813	227	15	identifying	identify	VERB
easat-2813	227	16	eye	eye	NOUN
easat-2813	227	17	defects	defect	NOUN
easat-2813	227	18	in	in	ADP
easat-2813	227	19	the	the	DET
easat-2813	227	20	tested	test	VERB
easat-2813	227	21	images	image	NOUN
easat-2813	227	22	.	.	PUNCT
easat-2813	228	1	further	further	ADJ
easat-2813	228	2	tests	test	NOUN
easat-2813	228	3	on	on	ADP
easat-2813	228	4	additional	additional	ADJ
easat-2813	228	5	image	image	NOUN
easat-2813	228	6	models	model	NOUN
easat-2813	228	7	of	of	ADP
easat-2813	228	8	eye	eye	NOUN
easat-2813	228	9	defects	defect	NOUN
easat-2813	228	10	are	be	AUX
easat-2813	228	11	illustrated	illustrate	VERB
easat-2813	228	12	in	in	ADP
easat-2813	228	13	figure	figure	NOUN
easat-2813	228	14	8	8	NUM
easat-2813	228	15	.	.	PUNCT
easat-2813	229	1	figure	figure	NOUN
easat-2813	229	2	8	8	NUM
easat-2813	229	3	.	.	PUNCT
easat-2813	230	1	the	the	DET
easat-2813	230	2	second	second	ADJ
easat-2813	230	3	test	test	NOUN
easat-2813	230	4	image	image	NOUN
easat-2813	230	5	sample	sample	NOUN
easat-2813	230	6	of	of	ADP
easat-2813	230	7	a	a	DET
easat-2813	230	8	human	human	ADJ
easat-2813	230	9	eye	eye	NOUN
easat-2813	230	10	with	with	ADP
easat-2813	230	11	a	a	DET
easat-2813	230	12	pathological	pathological	ADJ
easat-2813	230	13	defect	defect	NOUN
easat-2813	230	14	examined	examine	VERB
easat-2813	230	15	through	through	ADP
easat-2813	230	16	the	the	DET
easat-2813	230	17	proposed	propose	VERB
easat-2813	230	18	fcnn	fcnn	NOUN
easat-2813	230	19	technique	technique	NOUN
easat-2813	230	20	.	.	PUNCT
easat-2813	231	1	training	training	NOUN
easat-2813	231	2	progress	progress	NOUN
easat-2813	231	3	for	for	ADP
easat-2813	231	4	the	the	DET
easat-2813	231	5	second	second	ADJ
easat-2813	231	6	tested	test	VERB
easat-2813	231	7	image	image	NOUN
easat-2813	231	8	is	be	AUX
easat-2813	231	9	displayed	display	VERB
easat-2813	231	10	in	in	ADP
easat-2813	231	11	figure	figure	NOUN
easat-2813	231	12	9	9	NUM
easat-2813	231	13	,	,	PUNCT
easat-2813	231	14	demonstrating	demonstrate	VERB
easat-2813	231	15	similar	similar	ADJ
easat-2813	231	16	trends	trend	NOUN
easat-2813	231	17	in	in	ADP
easat-2813	231	18	efficiency	efficiency	NOUN
easat-2813	231	19	levels	level	NOUN
easat-2813	231	20	against	against	ADP
easat-2813	231	21	losses	loss	NOUN
easat-2813	231	22	,	,	PUNCT
easat-2813	231	23	reaffirming	reaffirm	VERB
easat-2813	231	24	the	the	DET
easat-2813	231	25	high	high	ADJ
easat-2813	231	26	performance	performance	NOUN
easat-2813	231	27	of	of	ADP
easat-2813	231	28	the	the	DET
easat-2813	231	29	training	training	NOUN
easat-2813	231	30	process	process	NOUN
easat-2813	231	31	.	.	PUNCT
easat-2813	232	1	3719	3719	NUM
easat-2813	232	2	edelweiss	edelweiss	PROPN
easat-2813	232	3	applied	apply	VERB
easat-2813	232	4	science	science	NOUN
easat-2813	232	5	and	and	CCONJ
easat-2813	232	6	technology	technology	NOUN
easat-2813	232	7	issn	issn	PROPN
easat-2813	232	8	:	:	PUNCT
easat-2813	232	9	2576	2576	NUM
easat-2813	232	10	-	-	SYM
easat-2813	232	11	8484	8484	NUM
easat-2813	232	12	vol	vol	NOUN
easat-2813	232	13	.	.	PROPN
easat-2813	232	14	8	8	NUM
easat-2813	232	15	,	,	PUNCT
easat-2813	232	16	no	no	INTJ
easat-2813	232	17	.	.	NOUN
easat-2813	233	1	6	6	NUM
easat-2813	233	2	:	:	SYM
easat-2813	233	3	3708	3708	NUM
easat-2813	233	4	-	-	SYM
easat-2813	233	5	3721	3721	NUM
easat-2813	233	6	,	,	PUNCT
easat-2813	233	7	2024	2024	NUM
easat-2813	233	8	doi	doi	NOUN
easat-2813	233	9	:	:	PUNCT
easat-2813	233	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	233	11	©	©	PROPN
easat-2813	233	12	2024	2024	NUM
easat-2813	233	13	by	by	ADP
easat-2813	233	14	the	the	DET
easat-2813	233	15	authors	author	NOUN
easat-2813	233	16	;	;	PUNCT
easat-2813	233	17	licensee	licensee	PROPN
easat-2813	233	18	learning	learn	VERB
easat-2813	233	19	gate	gate	NOUN
easat-2813	233	20	figure	figure	NOUN
easat-2813	233	21	9	9	NUM
easat-2813	233	22	.	.	PUNCT
easat-2813	234	1	the	the	DET
easat-2813	234	2	training	training	NOUN
easat-2813	234	3	progress	progress	NOUN
easat-2813	234	4	of	of	ADP
easat-2813	234	5	the	the	DET
easat-2813	234	6	suggested	suggest	VERB
easat-2813	234	7	deep	deep	ADJ
easat-2813	234	8	learning	learning	NOUN
easat-2813	234	9	fcnn	fcnn	ADJ
easat-2813	234	10	algorithm	algorithm	NOUN
easat-2813	234	11	on	on	ADP
easat-2813	234	12	the	the	DET
easat-2813	234	13	second	second	ADJ
easat-2813	234	14	tested	test	VERB
easat-2813	234	15	image	image	NOUN
easat-2813	234	16	.	.	PUNCT
easat-2813	235	1	the	the	DET
easat-2813	235	2	resulting	result	VERB
easat-2813	235	3	pathological	pathological	ADJ
easat-2813	235	4	defect	defect	NOUN
easat-2813	235	5	detection	detection	NOUN
easat-2813	235	6	for	for	ADP
easat-2813	235	7	the	the	DET
easat-2813	235	8	second	second	ADJ
easat-2813	235	9	image	image	NOUN
easat-2813	235	10	is	be	AUX
easat-2813	235	11	shown	show	VERB
easat-2813	235	12	in	in	ADP
easat-2813	235	13	figure	figure	NOUN
easat-2813	235	14	10	10	NUM
easat-2813	235	15	.	.	PUNCT
easat-2813	236	1	figure	figure	NOUN
easat-2813	236	2	10	10	NUM
easat-2813	236	3	.	.	PUNCT
easat-2813	237	1	the	the	DET
easat-2813	237	2	resulting	result	VERB
easat-2813	237	3	pathological	pathological	ADJ
easat-2813	237	4	defect	defect	NOUN
easat-2813	237	5	detection	detection	NOUN
easat-2813	237	6	from	from	ADP
easat-2813	237	7	the	the	DET
easat-2813	237	8	deep	deep	ADJ
easat-2813	237	9	learning	learning	NOUN
easat-2813	237	10	fcnn	fcnn	ADJ
easat-2813	237	11	algorithm	algorithm	NOUN
easat-2813	237	12	for	for	ADP
easat-2813	237	13	the	the	DET
easat-2813	237	14	2nd	2nd	ADJ
easat-2813	237	15	tested	test	VERB
easat-2813	237	16	image	image	NOUN
easat-2813	237	17	,	,	PUNCT
easat-2813	237	18	(	(	PUNCT
easat-2813	237	19	a	a	X
easat-2813	237	20	)	)	PUNCT
easat-2813	237	21	first	first	ADJ
easat-2813	237	22	detection	detection	NOUN
easat-2813	237	23	,	,	PUNCT
easat-2813	237	24	(	(	PUNCT
easat-2813	237	25	b	b	NOUN
easat-2813	237	26	)	)	PUNCT
easat-2813	237	27	final	final	ADJ
easat-2813	237	28	recognition	recognition	NOUN
easat-2813	237	29	.	.	PUNCT
easat-2813	238	1	the	the	DET
easat-2813	238	2	outcomes	outcome	NOUN
easat-2813	238	3	in	in	ADP
easat-2813	238	4	figure	figure	NOUN
easat-2813	238	5	10	10	NUM
easat-2813	238	6	further	far	ADV
easat-2813	238	7	validate	validate	VERB
easat-2813	238	8	the	the	DET
easat-2813	238	9	proposed	propose	VERB
easat-2813	238	10	technique	technique	NOUN
easat-2813	238	11	's	's	PART
easat-2813	238	12	capability	capability	NOUN
easat-2813	238	13	to	to	PART
easat-2813	238	14	identify	identify	VERB
easat-2813	238	15	tumor	tumor	NOUN
easat-2813	238	16	and	and	CCONJ
easat-2813	238	17	defect	defect	VERB
easat-2813	238	18	areas	area	NOUN
easat-2813	238	19	,	,	PUNCT
easat-2813	238	20	marked	mark	VERB
easat-2813	238	21	by	by	ADP
easat-2813	238	22	rectangular	rectangular	ADJ
easat-2813	238	23	frames	frame	NOUN
easat-2813	238	24	that	that	PRON
easat-2813	238	25	indicate	indicate	VERB
easat-2813	238	26	the	the	DET
easat-2813	238	27	location	location	NOUN
easat-2813	238	28	and	and	CCONJ
easat-2813	238	29	level	level	NOUN
easat-2813	238	30	of	of	ADP
easat-2813	238	31	focus	focus	NOUN
easat-2813	238	32	.	.	PUNCT
easat-2813	239	1	the	the	DET
easat-2813	239	2	findings	finding	NOUN
easat-2813	239	3	consistently	consistently	ADV
easat-2813	239	4	demonstrate	demonstrate	VERB
easat-2813	239	5	efficiency	efficiency	NOUN
easat-2813	239	6	values	value	NOUN
easat-2813	239	7	ranging	range	VERB
easat-2813	239	8	from	from	ADP
easat-2813	239	9	99	99	NUM
easat-2813	239	10	%	%	NOUN
easat-2813	239	11	to	to	PART
easat-2813	239	12	100	100	NUM
easat-2813	239	13	%	%	NOUN
easat-2813	239	14	in	in	ADP
easat-2813	239	15	detecting	detect	VERB
easat-2813	239	16	eye	eye	NOUN
easat-2813	239	17	defects	defect	NOUN
easat-2813	239	18	across	across	ADP
easat-2813	239	19	various	various	ADJ
easat-2813	239	20	input	input	NOUN
easat-2813	239	21	images	image	NOUN
easat-2813	239	22	.	.	PUNCT
easat-2813	240	1	this	this	DET
easat-2813	240	2	study	study	NOUN
easat-2813	240	3	highlights	highlight	VERB
easat-2813	240	4	the	the	DET
easat-2813	240	5	successful	successful	ADJ
easat-2813	240	6	application	application	NOUN
easat-2813	240	7	of	of	ADP
easat-2813	240	8	fast	fast	ADJ
easat-2813	240	9	convolutional	convolutional	ADJ
easat-2813	240	10	neural	neural	ADJ
easat-2813	240	11	networks	network	NOUN
easat-2813	240	12	for	for	ADP
easat-2813	240	13	detecting	detect	VERB
easat-2813	240	14	human	human	ADJ
easat-2813	240	15	eye	eye	NOUN
easat-2813	240	16	defects	defect	NOUN
easat-2813	240	17	,	,	PUNCT
easat-2813	240	18	based	base	VERB
easat-2813	240	19	on	on	ADP
easat-2813	240	20	the	the	DET
easat-2813	240	21	fcnn	fcnn	ADJ
easat-2813	240	22	algorithm	algorithm	NOUN
easat-2813	240	23	.	.	PUNCT
easat-2813	241	1	the	the	DET
easat-2813	241	2	results	result	NOUN
easat-2813	241	3	indicate	indicate	VERB
easat-2813	241	4	optimal	optimal	ADJ
easat-2813	241	5	detection	detection	NOUN
easat-2813	241	6	performance	performance	NOUN
easat-2813	241	7	across	across	ADP
easat-2813	241	8	the	the	DET
easat-2813	241	9	tested	test	VERB
easat-2813	241	10	eye	eye	NOUN
easat-2813	241	11	image	image	NOUN
easat-2813	241	12	dataset	dataset	NOUN
easat-2813	241	13	.	.	PUNCT
easat-2813	242	1	the	the	DET
easat-2813	242	2	deep	deep	ADJ
easat-2813	242	3	learning	learning	NOUN
easat-2813	242	4	fcnn	fcnn	ADJ
easat-2813	242	5	approach	approach	NOUN
easat-2813	242	6	was	be	AUX
easat-2813	242	7	effectively	effectively	ADV
easat-2813	242	8	applied	apply	VERB
easat-2813	242	9	to	to	ADP
easat-2813	242	10	a	a	DET
easat-2813	242	11	wide	wide	ADJ
easat-2813	242	12	range	range	NOUN
easat-2813	242	13	of	of	ADP
easat-2813	242	14	input	input	NOUN
easat-2813	242	15	data	datum	NOUN
easat-2813	242	16	models	model	NOUN
easat-2813	242	17	,	,	PUNCT
easat-2813	242	18	encompassing	encompass	VERB
easat-2813	242	19	initialization	initialization	NOUN
easat-2813	242	20	,	,	PUNCT
easat-2813	242	21	analysis	analysis	NOUN
easat-2813	242	22	,	,	PUNCT
easat-2813	242	23	training	training	NOUN
easat-2813	242	24	,	,	PUNCT
easat-2813	242	25	and	and	CCONJ
easat-2813	242	26	testing	testing	NOUN
easat-2813	242	27	phases	phase	NOUN
easat-2813	242	28	.	.	PUNCT
easat-2813	243	1	consequently	consequently	ADV
easat-2813	243	2	,	,	PUNCT
easat-2813	243	3	the	the	DET
easat-2813	243	4	detection	detection	NOUN
easat-2813	243	5	efficiency	efficiency	NOUN
easat-2813	243	6	was	be	AUX
easat-2813	243	7	notably	notably	ADV
easat-2813	243	8	high	high	ADJ
easat-2813	243	9	,	,	PUNCT
easat-2813	243	10	achieving	achieve	VERB
easat-2813	243	11	accurate	accurate	ADJ
easat-2813	243	12	diagnoses	diagnosis	NOUN
easat-2813	243	13	of	of	ADP
easat-2813	243	14	defect	defect	ADJ
easat-2813	243	15	areas	area	NOUN
easat-2813	243	16	in	in	ADP
easat-2813	243	17	eye	eye	NOUN
easat-2813	243	18	images	image	NOUN
easat-2813	243	19	.	.	PUNCT
easat-2813	244	1	finally	finally	ADV
easat-2813	244	2	,	,	PUNCT
easat-2813	244	3	an	an	DET
easat-2813	244	4	evaluation	evaluation	NOUN
easat-2813	244	5	of	of	ADP
easat-2813	244	6	the	the	DET
easat-2813	244	7	fcnn	fcnn	PROPN
easat-2813	244	8	algorithm	algorithm	PROPN
easat-2813	244	9	's	's	PART
easat-2813	244	10	performance	performance	NOUN
easat-2813	244	11	metrics	metric	NOUN
easat-2813	244	12	,	,	PUNCT
easat-2813	244	13	as	as	SCONJ
easat-2813	244	14	detailed	detailed	ADJ
easat-2813	244	15	in	in	ADP
easat-2813	244	16	table	table	NOUN
easat-2813	244	17	2	2	NUM
easat-2813	244	18	,	,	PUNCT
easat-2813	244	19	reinforces	reinforce	VERB
easat-2813	244	20	the	the	DET
easat-2813	244	21	effectiveness	effectiveness	NOUN
easat-2813	244	22	of	of	ADP
easat-2813	244	23	the	the	DET
easat-2813	244	24	proposed	propose	VERB
easat-2813	244	25	methodology	methodology	NOUN
easat-2813	244	26	.	.	PUNCT
easat-2813	245	1	3720	3720	NUM
easat-2813	245	2	edelweiss	edelweiss	PROPN
easat-2813	245	3	applied	apply	VERB
easat-2813	245	4	science	science	NOUN
easat-2813	245	5	and	and	CCONJ
easat-2813	245	6	technology	technology	NOUN
easat-2813	245	7	issn	issn	PROPN
easat-2813	245	8	:	:	PUNCT
easat-2813	245	9	2576	2576	NUM
easat-2813	245	10	-	-	SYM
easat-2813	245	11	8484	8484	NUM
easat-2813	245	12	vol	vol	NOUN
easat-2813	245	13	.	.	PROPN
easat-2813	245	14	8	8	NUM
easat-2813	245	15	,	,	PUNCT
easat-2813	245	16	no	no	INTJ
easat-2813	245	17	.	.	NOUN
easat-2813	246	1	6	6	NUM
easat-2813	246	2	:	:	SYM
easat-2813	246	3	3708	3708	NUM
easat-2813	246	4	-	-	SYM
easat-2813	246	5	3721	3721	NUM
easat-2813	246	6	,	,	PUNCT
easat-2813	246	7	2024	2024	NUM
easat-2813	246	8	doi	doi	NOUN
easat-2813	246	9	:	:	PUNCT
easat-2813	246	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	246	11	©	©	PROPN
easat-2813	246	12	2024	2024	NUM
easat-2813	246	13	by	by	ADP
easat-2813	246	14	the	the	DET
easat-2813	246	15	authors	author	NOUN
easat-2813	246	16	;	;	PUNCT
easat-2813	246	17	licensee	licensee	PROPN
easat-2813	246	18	learning	learn	VERB
easat-2813	246	19	gate	gate	NOUN
easat-2813	246	20	table	table	NOUN
easat-2813	246	21	2	2	NUM
easat-2813	246	22	.	.	PUNCT
easat-2813	247	1	the	the	DET
easat-2813	247	2	obtained	obtain	VERB
easat-2813	247	3	fcnn	fcnn	ADJ
easat-2813	247	4	evaluation	evaluation	NOUN
easat-2813	247	5	metric	metric	ADJ
easat-2813	247	6	records	record	NOUN
easat-2813	247	7	.	.	PUNCT
easat-2813	248	1	metric	metric	ADJ
easat-2813	248	2	values	value	NOUN
easat-2813	248	3	tp	tp	ADP
easat-2813	248	4	tn	tn	PROPN
easat-2813	248	5	fp	fp	PROPN
easat-2813	248	6	fn	fn	PROPN
easat-2813	248	7	0.967	0.967	NUM
easat-2813	248	8	0.972	0.972	NUM
easat-2813	248	9	0.0125	0.0125	NUM
easat-2813	248	10	0.0113	0.0113	NUM
easat-2813	248	11	accuracy	accuracy	NOUN
easat-2813	248	12	97.125	97.125	NUM
easat-2813	248	13	%	%	NOUN
easat-2813	248	14	specificity	specificity	NOUN
easat-2813	248	15	98.5	98.5	NUM
easat-2813	248	16	%	%	NOUN
easat-2813	248	17	sensitivity	sensitivity	NOUN
easat-2813	248	18	98.125	98.125	NUM
easat-2813	248	19	%	%	NOUN
easat-2813	248	20	precision	precision	NOUN
easat-2813	248	21	96.875	96.875	NUM
easat-2813	248	22	f	f	NOUN
easat-2813	248	23	score	score	NOUN
easat-2813	248	24	97.248	97.248	NUM
easat-2813	248	25	%	%	NOUN
easat-2813	248	26	based	base	VERB
easat-2813	248	27	on	on	ADP
easat-2813	248	28	the	the	DET
easat-2813	248	29	results	result	NOUN
easat-2813	248	30	in	in	ADP
easat-2813	248	31	table	table	NOUN
easat-2813	248	32	2	2	NUM
easat-2813	248	33	,	,	PUNCT
easat-2813	248	34	it	it	PRON
easat-2813	248	35	is	be	AUX
easat-2813	248	36	concluded	conclude	VERB
easat-2813	248	37	that	that	SCONJ
easat-2813	248	38	the	the	DET
easat-2813	248	39	proposed	propose	VERB
easat-2813	248	40	fcnn	fcnn	ADJ
easat-2813	248	41	algorithm	algorithm	NOUN
easat-2813	248	42	for	for	ADP
easat-2813	248	43	detecting	detect	VERB
easat-2813	248	44	eye	eye	NOUN
easat-2813	248	45	defects	defect	NOUN
easat-2813	248	46	has	have	AUX
easat-2813	248	47	achieved	achieve	VERB
easat-2813	248	48	a	a	DET
easat-2813	248	49	remarkable	remarkable	ADJ
easat-2813	248	50	recognition	recognition	NOUN
easat-2813	248	51	efficiency	efficiency	NOUN
easat-2813	248	52	of	of	ADP
easat-2813	248	53	99	99	NUM
easat-2813	248	54	-	-	SYM
easat-2813	248	55	100	100	NUM
easat-2813	248	56	%	%	NOUN
easat-2813	248	57	across	across	ADP
easat-2813	248	58	50	50	NUM
easat-2813	248	59	examination	examination	NOUN
easat-2813	248	60	epochs	epoch	NOUN
easat-2813	248	61	.	.	PUNCT
easat-2813	249	1	5	5	X
easat-2813	249	2	.	.	X
easat-2813	249	3	conclusion	conclusion	NOUN
easat-2813	249	4	this	this	DET
easat-2813	249	5	research	research	NOUN
easat-2813	249	6	emphasizes	emphasize	VERB
easat-2813	249	7	the	the	DET
easat-2813	249	8	use	use	NOUN
easat-2813	249	9	of	of	ADP
easat-2813	249	10	advanced	advanced	ADJ
easat-2813	249	11	deep	deep	ADJ
easat-2813	249	12	learning	learning	NOUN
easat-2813	249	13	algorithms	algorithm	NOUN
easat-2813	249	14	,	,	PUNCT
easat-2813	249	15	specifically	specifically	ADV
easat-2813	249	16	fully	fully	ADV
easat-2813	249	17	convolutional	convolutional	ADJ
easat-2813	249	18	neural	neural	ADJ
easat-2813	249	19	networks	network	NOUN
easat-2813	249	20	(	(	PUNCT
easat-2813	249	21	fcnn	fcnn	ADJ
easat-2813	249	22	)	)	PUNCT
easat-2813	249	23	,	,	PUNCT
easat-2813	249	24	for	for	ADP
easat-2813	249	25	the	the	DET
easat-2813	249	26	classification	classification	NOUN
easat-2813	249	27	of	of	ADP
easat-2813	249	28	eye	eye	NOUN
easat-2813	249	29	diseases	disease	NOUN
easat-2813	249	30	within	within	ADP
easat-2813	249	31	a	a	DET
easat-2813	249	32	diverse	diverse	ADJ
easat-2813	249	33	dataset	dataset	NOUN
easat-2813	249	34	of	of	ADP
easat-2813	249	35	medical	medical	ADJ
easat-2813	249	36	images	image	NOUN
easat-2813	249	37	.	.	PUNCT
easat-2813	250	1	the	the	DET
easat-2813	250	2	training	training	NOUN
easat-2813	250	3	processes	process	NOUN
easat-2813	250	4	were	be	AUX
easat-2813	250	5	meticulously	meticulously	ADV
easat-2813	250	6	designed	design	VERB
easat-2813	250	7	,	,	PUNCT
easat-2813	250	8	incorporating	incorporate	VERB
easat-2813	250	9	initialization	initialization	NOUN
easat-2813	250	10	mechanisms	mechanism	NOUN
easat-2813	250	11	and	and	CCONJ
easat-2813	250	12	the	the	DET
easat-2813	250	13	extraction	extraction	NOUN
easat-2813	250	14	of	of	ADP
easat-2813	250	15	multi	multi	ADJ
easat-2813	250	16	-	-	ADJ
easat-2813	250	17	specific	specific	ADJ
easat-2813	250	18	features	feature	NOUN
easat-2813	250	19	,	,	PUNCT
easat-2813	250	20	which	which	PRON
easat-2813	250	21	empowered	empower	VERB
easat-2813	250	22	the	the	DET
easat-2813	250	23	algorithm	algorithm	NOUN
easat-2813	250	24	to	to	PART
easat-2813	250	25	effectively	effectively	ADV
easat-2813	250	26	analyze	analyze	VERB
easat-2813	250	27	input	input	NOUN
easat-2813	250	28	images	image	NOUN
easat-2813	250	29	,	,	PUNCT
easat-2813	250	30	identify	identify	VERB
easat-2813	250	31	areas	area	NOUN
easat-2813	250	32	of	of	ADP
easat-2813	250	33	concern	concern	NOUN
easat-2813	250	34	,	,	PUNCT
easat-2813	250	35	and	and	CCONJ
easat-2813	250	36	accurately	accurately	ADV
easat-2813	250	37	diagnose	diagnose	VERB
easat-2813	250	38	the	the	DET
easat-2813	250	39	locations	location	NOUN
easat-2813	250	40	of	of	ADP
easat-2813	250	41	various	various	ADJ
easat-2813	250	42	conditions	condition	NOUN
easat-2813	250	43	within	within	ADP
easat-2813	250	44	the	the	DET
easat-2813	250	45	eye	eye	NOUN
easat-2813	250	46	.	.	PUNCT
easat-2813	251	1	our	our	PRON
easat-2813	251	2	results	result	NOUN
easat-2813	251	3	demonstrate	demonstrate	VERB
easat-2813	251	4	a	a	DET
easat-2813	251	5	remarkable	remarkable	ADJ
easat-2813	251	6	diagnostic	diagnostic	ADJ
easat-2813	251	7	efficiency	efficiency	NOUN
easat-2813	251	8	of	of	ADP
easat-2813	251	9	99	99	NUM
easat-2813	251	10	%	%	NOUN
easat-2813	251	11	and	and	CCONJ
easat-2813	251	12	an	an	DET
easat-2813	251	13	error	error	NOUN
easat-2813	251	14	rate	rate	NOUN
easat-2813	251	15	of	of	ADP
easat-2813	251	16	no	no	DET
easat-2813	251	17	more	more	ADJ
easat-2813	251	18	than	than	ADP
easat-2813	251	19	0.015	0.015	NUM
easat-2813	251	20	%	%	NOUN
easat-2813	251	21	,	,	PUNCT
easat-2813	251	22	along	along	ADP
easat-2813	251	23	with	with	ADP
easat-2813	251	24	a	a	DET
easat-2813	251	25	training	training	NOUN
easat-2813	251	26	time	time	NOUN
easat-2813	251	27	of	of	ADP
easat-2813	251	28	less	less	ADJ
easat-2813	251	29	than	than	ADP
easat-2813	251	30	35	35	NUM
easat-2813	251	31	seconds	second	NOUN
easat-2813	251	32	.	.	PUNCT
easat-2813	252	1	these	these	DET
easat-2813	252	2	findings	finding	NOUN
easat-2813	252	3	highlight	highlight	VERB
easat-2813	252	4	the	the	DET
easat-2813	252	5	potential	potential	NOUN
easat-2813	252	6	of	of	ADP
easat-2813	252	7	deep	deep	ADJ
easat-2813	252	8	learning	learning	NOUN
easat-2813	252	9	techniques	technique	NOUN
easat-2813	252	10	to	to	PART
easat-2813	252	11	enhance	enhance	VERB
easat-2813	252	12	diagnostic	diagnostic	ADJ
easat-2813	252	13	accuracy	accuracy	NOUN
easat-2813	252	14	and	and	CCONJ
easat-2813	252	15	efficiency	efficiency	NOUN
easat-2813	252	16	in	in	ADP
easat-2813	252	17	ophthalmology	ophthalmology	NOUN
easat-2813	252	18	.	.	PUNCT
easat-2813	253	1	copyright	copyright	NOUN
easat-2813	253	2	:	:	PUNCT
easat-2813	253	3	©	©	PROPN
easat-2813	253	4	2024	2024	NUM
easat-2813	253	5	by	by	ADP
easat-2813	253	6	the	the	DET
easat-2813	253	7	authors	author	NOUN
easat-2813	253	8	.	.	PUNCT
easat-2813	254	1	this	this	DET
easat-2813	254	2	article	article	NOUN
easat-2813	254	3	is	be	AUX
easat-2813	254	4	an	an	DET
easat-2813	254	5	open	open	ADJ
easat-2813	254	6	access	access	NOUN
easat-2813	254	7	article	article	NOUN
easat-2813	254	8	distributed	distribute	VERB
easat-2813	254	9	under	under	ADP
easat-2813	254	10	the	the	DET
easat-2813	254	11	terms	term	NOUN
easat-2813	254	12	and	and	CCONJ
easat-2813	254	13	conditions	condition	NOUN
easat-2813	254	14	of	of	ADP
easat-2813	254	15	the	the	DET
easat-2813	254	16	creative	creative	ADJ
easat-2813	254	17	commons	common	NOUN
easat-2813	254	18	attribution	attribution	NOUN
easat-2813	254	19	(	(	PUNCT
easat-2813	254	20	cc	cc	NOUN
easat-2813	254	21	by	by	ADP
easat-2813	254	22	)	)	PUNCT
easat-2813	254	23	license	license	NOUN
easat-2813	254	24	(	(	PUNCT
easat-2813	254	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2813	254	26	)	)	PUNCT
easat-2813	254	27	.	.	PUNCT
easat-2813	255	1	references	reference	NOUN
easat-2813	255	2	[	[	X
easat-2813	255	3	1	1	NUM
easat-2813	255	4	]	]	X
easat-2813	255	5	georgette	georgette	NOUN
easat-2813	255	6	a	a	PROPN
easat-2813	255	7	,	,	PUNCT
easat-2813	255	8	yaakov	yaakov	PROPN
easat-2813	255	9	s	s	PROPN
easat-2813	255	10	,	,	PUNCT
easat-2813	255	11	christian	christian	PROPN
easat-2813	255	12	h.	h.	PROPN
easat-2813	255	13	age	age	NOUN
easat-2813	255	14	-	-	PUNCT
easat-2813	255	15	related	relate	VERB
easat-2813	255	16	disintegration	disintegration	NOUN
easat-2813	255	17	in	in	ADP
easat-2813	255	18	functional	functional	ADJ
easat-2813	255	19	connectivity	connectivity	NOUN
easat-2813	255	20	:	:	PUNCT
easat-2813	255	21	evidence	evidence	NOUN
easat-2813	255	22	from	from	ADP
easat-2813	255	23	reference	reference	NOUN
easat-2813	255	24	ability	ability	NOUN
easat-2813	255	25	neural	neural	ADJ
easat-2813	255	26	network	network	NOUN
easat-2813	255	27	(	(	PUNCT
easat-2813	255	28	rann	rann	PROPN
easat-2813	255	29	)	)	PUNCT
easat-2813	255	30	cohort	cohort	NOUN
easat-2813	255	31	.	.	PUNCT
easat-2813	256	1	neuropsychologia	neuropsychologia	PROPN
easat-2813	256	2	.	.	PUNCT
easat-2813	257	1	2021	2021	NUM
easat-2813	257	2	;	;	PUNCT
easat-2813	257	3	156:107856	156:107856	NUM
easat-2813	257	4	.	.	PUNCT
easat-2813	258	1	[	[	X
easat-2813	258	2	2	2	NUM
easat-2813	258	3	]	]	X
easat-2813	258	4	fujimoto	fujimoto	PROPN
easat-2813	258	5	,	,	PUNCT
easat-2813	258	6	s.	s.	PROPN
easat-2813	258	7	,	,	PUNCT
easat-2813	258	8	van	van	PROPN
easat-2813	258	9	hoof	hoof	NOUN
easat-2813	258	10	,	,	PUNCT
easat-2813	258	11	h.	h.	PROPN
easat-2813	258	12	,	,	PUNCT
easat-2813	258	13	meger	meger	NOUN
easat-2813	258	14	,	,	PUNCT
easat-2813	258	15	d.	d.	PROPN
easat-2813	258	16	,	,	PUNCT
easat-2813	258	17	2018	2018	NUM
easat-2813	258	18	.	.	PUNCT
easat-2813	259	1	addressing	address	VERB
easat-2813	259	2	function	function	NOUN
easat-2813	259	3	approximation	approximation	NOUN
easat-2813	259	4	error	error	NOUN
easat-2813	259	5	in	in	ADP
easat-2813	259	6	actor	actor	NOUN
easat-2813	259	7	-	-	PUNCT
easat-2813	259	8	critic	critic	NOUN
easat-2813	259	9	methods	method	NOUN
easat-2813	259	10	.	.	PUNCT
easat-2813	260	1	arxiv	arxiv	PROPN
easat-2813	260	2	preprint	preprint	PROPN
easat-2813	260	3	arxiv:1802.09477	arxiv:1802.09477	NOUN
easat-2813	260	4	.	.	PUNCT
easat-2813	261	1	[	[	X
easat-2813	261	2	3	3	NUM
easat-2813	261	3	]	]	X
easat-2813	261	4	haarnoja	haarnoja	NOUN
easat-2813	261	5	,	,	PUNCT
easat-2813	261	6	t.	t.	PROPN
easat-2813	261	7	,	,	PUNCT
easat-2813	261	8	zhou	zhou	PROPN
easat-2813	261	9	,	,	PUNCT
easat-2813	261	10	a.	a.	NOUN
easat-2813	261	11	,	,	PUNCT
easat-2813	261	12	abbeel	abbeel	NOUN
easat-2813	261	13	,	,	PUNCT
easat-2813	261	14	p.	p.	PROPN
easat-2813	261	15	,	,	PUNCT
easat-2813	261	16	levine	levine	PROPN
easat-2813	261	17	,	,	PUNCT
easat-2813	261	18	s.	s.	PROPN
easat-2813	261	19	,	,	PUNCT
easat-2813	261	20	2018	2018	NUM
easat-2813	261	21	.	.	PUNCT
easat-2813	262	1	soft	soft	ADJ
easat-2813	262	2	actor	actor	NOUN
easat-2813	262	3	-	-	PUNCT
easat-2813	262	4	critic	critic	NOUN
easat-2813	262	5	:	:	PUNCT
easat-2813	262	6	off	off	ADP
easat-2813	262	7	-	-	PUNCT
easat-2813	262	8	policy	policy	NOUN
easat-2813	262	9	maximum	maximum	ADJ
easat-2813	262	10	entropy	entropy	NOUN
easat-2813	262	11	deep	deep	ADJ
easat-2813	262	12	reinforcement	reinforcement	NOUN
easat-2813	262	13	learning	learning	NOUN
easat-2813	262	14	with	with	ADP
easat-2813	262	15	a	a	DET
easat-2813	262	16	stochastic	stochastic	ADJ
easat-2813	262	17	actor	actor	NOUN
easat-2813	262	18	.	.	PUNCT
easat-2813	263	1	arxiv	arxiv	PROPN
easat-2813	263	2	preprint	preprint	PROPN
easat-2813	263	3	arxiv:1801.01290	arxiv:1801.01290	PROPN
easat-2813	263	4	.	.	PUNCT
easat-2813	264	1	[	[	X
easat-2813	264	2	4	4	NUM
easat-2813	264	3	]	]	PUNCT
easat-2813	264	4	mohammed	mohammed	PROPN
easat-2813	264	5	jamal	jamal	PROPN
easat-2813	264	6	mohammed	mohammed	PROPN
easat-2813	264	7	,	,	PUNCT
easat-2813	264	8	jameel	jameel	PROPN
easat-2813	264	9	kadhim	kadhim	PROPN
easat-2813	264	10	abed	abed	PROPN
easat-2813	264	11	,	,	PUNCT
easat-2813	264	12	ali	ali	PROPN
easat-2813	264	13	jafer	jafer	PROPN
easat-2813	264	14	mahdi	mahdi	PROPN
easat-2813	264	15	,	,	PUNCT
easat-2813	264	16	basheer	basheer	PROPN
easat-2813	264	17	m.	m.	PROPN
easat-2813	264	18	hussein	hussein	PROPN
easat-2813	264	19	,	,	PUNCT
easat-2813	264	20	“	"	PUNCT
easat-2813	264	21	a	a	DET
easat-2813	264	22	tuning	tuning	NOUN
easat-2813	264	23	of	of	ADP
easat-2813	264	24	pid	pid	NOUN
easat-2813	264	25	power	power	NOUN
easat-2813	264	26	controller	controller	NOUN
easat-2813	264	27	using	use	VERB
easat-2813	264	28	particle	particle	NOUN
easat-2813	264	29	swarm	swarm	NOUN
easat-2813	264	30	optimization	optimization	NOUN
easat-2813	264	31	for	for	ADP
easat-2813	264	32	an	an	DET
easat-2813	264	33	electro	electro	ADJ
easat-2813	264	34	-	-	PUNCT
easat-2813	264	35	surgical	surgical	ADJ
easat-2813	264	36	unit	unit	NOUN
easat-2813	264	37	”	"	PUNCT
easat-2813	264	38	,	,	PUNCT
easat-2813	264	39	przegląd	przegląd	PROPN
easat-2813	264	40	elektrotechniczny	elektrotechniczny	PROPN
easat-2813	264	41	,	,	PUNCT
easat-2813	264	42	issn	issn	PROPN
easat-2813	264	43	0033	0033	NUM
easat-2813	264	44	-	-	SYM
easat-2813	264	45	2097	2097	NUM
easat-2813	264	46	,	,	PUNCT
easat-2813	264	47	r.	r.	PROPN
easat-2813	264	48	99	99	NUM
easat-2813	264	49	nr	nr	PROPN
easat-2813	264	50	10/2023	10/2023	NUM
easat-2813	264	51	.	.	PUNCT
easat-2813	265	1	[	[	X
easat-2813	265	2	5	5	X
easat-2813	265	3	]	]	X
easat-2813	265	4	huang	huang	PROPN
easat-2813	265	5	qd	qd	PROPN
easat-2813	265	6	,	,	PUNCT
easat-2813	265	7	dong	dong	PROPN
easat-2813	265	8	xy	xy	PROPN
easat-2813	265	9	,	,	PUNCT
easat-2813	265	10	chen	chen	PROPN
easat-2813	265	11	dd	dd	PROPN
easat-2813	265	12	,	,	PUNCT
easat-2813	265	13	zhou	zhou	PROPN
easat-2813	265	14	h	h	PROPN
easat-2813	265	15	,	,	PUNCT
easat-2813	265	16	zhang	zhang	PROPN
easat-2813	265	17	wm	wm	PROPN
easat-2813	265	18	,	,	PUNCT
easat-2813	265	19	yu	yu	PROPN
easat-2813	265	20	nh	nh	PROPN
easat-2813	265	21	.	.	PROPN
easat-2813	265	22	shape	shape	NOUN
easat-2813	265	23	-	-	PUNCT
easat-2813	265	24	invariant	invariant	ADJ
easat-2813	265	25	3d	3d	PROPN
easat-2813	265	26	adversarial	adversarial	ADJ
easat-2813	265	27	point	point	NOUN
easat-2813	265	28	clouds	cloud	NOUN
easat-2813	265	29	.	.	PUNCT
easat-2813	266	1	ieee	ieee	NOUN
easat-2813	266	2	conference	conference	NOUN
easat-2813	266	3	on	on	ADP
easat-2813	266	4	computer	computer	NOUN
easat-2813	266	5	vision	vision	NOUN
easat-2813	266	6	and	and	CCONJ
easat-2813	266	7	pattern	pattern	NOUN
easat-2813	266	8	recognition	recognition	NOUN
easat-2813	266	9	.	.	PUNCT
easat-2813	267	1	vol	vol	NOUN
easat-2813	267	2	.	.	PROPN
easat-2813	267	3	18	18	NUM
easat-2813	267	4	,	,	PUNCT
easat-2813	267	5	2022	2022	NUM
easat-2813	267	6	.	.	PUNCT
easat-2813	268	1	p.	p.	NOUN
easat-2813	268	2	15314–23	15314–23	NUM
easat-2813	268	3	.	.	PUNCT
easat-2813	269	1	[	[	X
easat-2813	269	2	6	6	NUM
easat-2813	269	3	]	]	PUNCT
easat-2813	269	4	ali	ali	PROPN
easat-2813	269	5	jafer	jafer	PROPN
easat-2813	269	6	mahdi	mahdi	PROPN
easat-2813	269	7	,	,	PUNCT
easat-2813	269	8	hussban	hussban	PROPN
easat-2813	269	9	abood	abood	PROPN
easat-2813	269	10	saber	saber	PROPN
easat-2813	269	11	,	,	PUNCT
easat-2813	269	12	ali	ali	PROPN
easat-2813	269	13	mohammed	mohammed	PROPN
easat-2813	269	14	ridha	ridha	PROPN
easat-2813	269	15	,	,	PUNCT
easat-2813	269	16	mohammed	mohammed	PROPN
easat-2813	269	17	jamal	jamal	PROPN
easat-2813	269	18	mohammed	mohammed	PROPN
easat-2813	269	19	,	,	PUNCT
easat-2813	269	20	“	"	PUNCT
easat-2813	269	21	comparative	comparative	ADJ
easat-2813	269	22	analysis	analysis	NOUN
easat-2813	269	23	of	of	ADP
easat-2813	269	24	different	different	ADJ
easat-2813	269	25	inverters	inverter	NOUN
easat-2813	269	26	and	and	CCONJ
easat-2813	269	27	controllers	controller	NOUN
easat-2813	269	28	to	to	PART
easat-2813	269	29	investigate	investigate	VERB
easat-2813	269	30	performance	performance	NOUN
easat-2813	269	31	of	of	ADP
easat-2813	269	32	electrosurgical	electrosurgical	ADJ
easat-2813	269	33	generators	generator	NOUN
easat-2813	269	34	under	under	ADP
easat-2813	269	35	variable	variable	ADJ
easat-2813	269	36	tissue	tissue	NOUN
easat-2813	269	37	impedance	impedance	NOUN
easat-2813	269	38	”	"	PUNCT
easat-2813	269	39	,	,	PUNCT
easat-2813	269	40	acta	acta	PROPN
easat-2813	269	41	innovations	innovation	NOUN
easat-2813	269	42	,	,	PUNCT
easat-2813	269	43	2023	2023	NUM
easat-2813	269	44	,	,	PUNCT
easat-2813	269	45	no	no	INTJ
easat-2813	269	46	.	.	NOUN
easat-2813	269	47	48	48	NUM
easat-2813	269	48	:	:	PUNCT
easat-2813	269	49	61	61	NUM
easat-2813	269	50	-	-	SYM
easat-2813	269	51	74	74	NUM
easat-2813	269	52	,	,	PUNCT
easat-2813	269	53	61	61	NUM
easat-2813	269	54	.	.	PUNCT
easat-2813	270	1	[	[	X
easat-2813	270	2	7	7	NUM
easat-2813	270	3	]	]	SYM
easat-2813	270	4	irpan	irpan	PROPN
easat-2813	270	5	,	,	PUNCT
easat-2813	270	6	a.	a.	NOUN
easat-2813	270	7	,	,	PUNCT
easat-2813	270	8	2018	2018	NUM
easat-2813	270	9	.	.	PUNCT
easat-2813	271	1	deep	deep	ADJ
easat-2813	271	2	reinforcement	reinforcement	NOUN
easat-2813	271	3	learning	learning	NOUN
easat-2813	271	4	does	do	AUX
easat-2813	271	5	n’t	not	PART
easat-2813	271	6	work	work	VERB
easat-2813	271	7	yet	yet	ADV
easat-2813	271	8	.	.	PUNCT
easat-2813	272	1	internet	internet	NOUN
easat-2813	272	2	:	:	PUNCT
easat-2813	273	1	https://www	https://www	PROPN
easat-2813	273	2	.	.	PUNCT
easat-2813	273	3	alexirpan	alexirpan	PROPN
easat-2813	273	4	.	.	PUNCT
easat-2813	274	1	com/2018/02/14	com/2018/02/14	PUNCT
easat-2813	274	2	/	/	SYM
easat-2813	274	3	rl	rl	NOUN
easat-2813	274	4	-	-	PUNCT
easat-2813	274	5	hard	hard	ADJ
easat-2813	274	6	.	.	PUNCT
easat-2813	275	1	html	html	NOUN
easat-2813	275	2	.	.	PUNCT
easat-2813	276	1	[	[	X
easat-2813	276	2	8	8	NUM
easat-2813	276	3	]	]	X
easat-2813	276	4	georgiou	georgiou	PROPN
easat-2813	276	5	t	t	PROPN
easat-2813	276	6	,	,	PUNCT
easat-2813	276	7	liu	liu	PROPN
easat-2813	276	8	y	y	PROPN
easat-2813	276	9	,	,	PUNCT
easat-2813	276	10	chen	chen	PROPN
easat-2813	276	11	w	w	PROPN
easat-2813	276	12	,	,	PUNCT
easat-2813	276	13	lew	lew	PROPN
easat-2813	276	14	m.	m.	NOUN
easat-2813	276	15	a	a	DET
easat-2813	276	16	survey	survey	NOUN
easat-2813	276	17	of	of	ADP
easat-2813	276	18	traditional	traditional	ADJ
easat-2813	276	19	and	and	CCONJ
easat-2813	276	20	deep	deep	ADJ
easat-2813	276	21	learning	learning	NOUN
easat-2813	276	22	-	-	PUNCT
easat-2813	276	23	based	base	VERB
easat-2813	276	24	feature	feature	NOUN
easat-2813	276	25	descriptors	descriptor	NOUN
easat-2813	276	26	for	for	ADP
easat-2813	276	27	high	high	ADJ
easat-2813	276	28	dimensional	dimensional	ADJ
easat-2813	276	29	data	datum	NOUN
easat-2813	276	30	in	in	ADP
easat-2813	276	31	computer	computer	NOUN
easat-2813	276	32	vision	vision	NOUN
easat-2813	276	33	.	.	PUNCT
easat-2813	277	1	int	int	PROPN
easat-2813	277	2	j	j	PROPN
easat-2813	277	3	multimed	multime	VERB
easat-2813	277	4	inf	inf	PROPN
easat-2813	277	5	retr	retr	NOUN
easat-2813	277	6	.	.	PUNCT
easat-2813	278	1	2019;9:135–70	2019;9:135–70	NUM
easat-2813	278	2	.	.	PUNCT
easat-2813	279	1	[	[	X
easat-2813	279	2	9	9	NUM
easat-2813	279	3	]	]	SYM
easat-2813	279	4	lee	lee	PROPN
easat-2813	279	5	,	,	PUNCT
easat-2813	279	6	j.	j.	PROPN
easat-2813	279	7	,	,	PUNCT
easat-2813	279	8	won	win	VERB
easat-2813	279	9	,	,	PUNCT
easat-2813	279	10	j.	j.	PROPN
easat-2813	279	11	,	,	PUNCT
easat-2813	279	12	lee	lee	PROPN
easat-2813	279	13	,	,	PUNCT
easat-2813	279	14	j.	j.	PROPN
easat-2813	279	15	,	,	PUNCT
easat-2813	279	16	.	.	PUNCT
easat-2813	280	1	crowd	crowd	NOUN
easat-2813	280	2	simulation	simulation	NOUN
easat-2813	280	3	by	by	ADP
easat-2813	280	4	deep	deep	ADJ
easat-2813	280	5	reinforcement	reinforcement	NOUN
easat-2813	280	6	learning	learning	NOUN
easat-2813	280	7	,	,	PUNCT
easat-2813	280	8	proceedings	proceeding	NOUN
easat-2813	280	9	of	of	ADP
easat-2813	280	10	the	the	DET
easat-2813	280	11	11th	11th	ADJ
easat-2813	280	12	annual	annual	ADJ
easat-2813	280	13	international	international	ADJ
easat-2813	280	14	conference	conference	NOUN
easat-2813	280	15	on	on	ADP
easat-2813	280	16	motion	motion	NOUN
easat-2813	280	17	,	,	PUNCT
easat-2813	280	18	interaction	interaction	NOUN
easat-2813	280	19	,	,	PUNCT
easat-2813	280	20	and	and	CCONJ
easat-2813	280	21	games	game	NOUN
easat-2813	280	22	.	.	PUNCT
easat-2813	281	1	acm	acm	PROPN
easat-2813	281	2	,	,	PUNCT
easat-2813	281	3	p.	p.	NOUN
easat-2813	281	4	2	2	NUM
easat-2813	281	5	(	(	PUNCT
easat-2813	281	6	2018	2018	NUM
easat-2813	281	7	)	)	PUNCT
easat-2813	281	8	.	.	PUNCT
easat-2813	282	1	[	[	X
easat-2813	282	2	10	10	NUM
easat-2813	282	3	]	]	X
easat-2813	282	4	li	li	PROPN
easat-2813	282	5	,	,	PUNCT
easat-2813	282	6	x.	x.	PROPN
easat-2813	282	7	,	,	PUNCT
easat-2813	282	8	li	li	PROPN
easat-2813	282	9	,	,	PUNCT
easat-2813	282	10	q.	q.	PROPN
easat-2813	282	11	,	,	PUNCT
easat-2813	282	12	xu	xu	PROPN
easat-2813	282	13	,	,	PUNCT
easat-2813	282	14	x.	x.	PROPN
easat-2813	282	15	,	,	PUNCT
easat-2813	282	16	xu	xu	PROPN
easat-2813	282	17	,	,	PUNCT
easat-2813	282	18	d.	d.	PROPN
easat-2813	282	19	,	,	PUNCT
easat-2813	282	20	zhang	zhang	PROPN
easat-2813	282	21	,	,	PUNCT
easat-2813	282	22	x.	x.	PROPN
easat-2813	282	23	,	,	PUNCT
easat-2813	282	24	2018	2018	NUM
easat-2813	282	25	.	.	PUNCT
easat-2813	283	1	a	a	DET
easat-2813	283	2	novel	novel	ADJ
easat-2813	283	3	approach	approach	NOUN
easat-2813	283	4	to	to	ADP
easat-2813	283	5	developing	develop	VERB
easat-2813	283	6	organized	organize	VERB
easat-2813	283	7	multi‐speed	multi‐speed	NOUN
easat-2813	283	8	evacuation	evacuation	NOUN
easat-2813	283	9	plans	plan	NOUN
easat-2813	283	10	.	.	PUNCT
easat-2813	284	1	transactions	transaction	NOUN
easat-2813	284	2	in	in	ADP
easat-2813	284	3	gis	gis	PROPN
easat-2813	284	4	22	22	NUM
easat-2813	284	5	,	,	PUNCT
easat-2813	284	6	1205	1205	NUM
easat-2813	284	7	-	-	SYM
easat-2813	284	8	1220	1220	NUM
easat-2813	284	9	.	.	PUNCT
easat-2813	285	1	[	[	X
easat-2813	285	2	11	11	NUM
easat-2813	285	3	]	]	X
easat-2813	285	4	long	long	ADV
easat-2813	285	5	,	,	PUNCT
easat-2813	285	6	p.	p.	NOUN
easat-2813	285	7	,	,	PUNCT
easat-2813	285	8	fanl	fanl	NOUN
easat-2813	285	9	,	,	PUNCT
easat-2813	285	10	t.	t.	PROPN
easat-2813	285	11	,	,	PUNCT
easat-2813	285	12	liao	liao	PROPN
easat-2813	285	13	,	,	PUNCT
easat-2813	285	14	x.	x.	PROPN
easat-2813	285	15	,	,	PUNCT
easat-2813	285	16	liu	liu	PROPN
easat-2813	285	17	,	,	PUNCT
easat-2813	285	18	w.	w.	PROPN
easat-2813	285	19	,	,	PUNCT
easat-2813	285	20	zhang	zhang	PROPN
easat-2813	285	21	,	,	PUNCT
easat-2813	285	22	h.	h.	PROPN
easat-2813	285	23	,	,	PUNCT
easat-2813	285	24	pan	pan	PROPN
easat-2813	285	25	,	,	PUNCT
easat-2813	285	26	j.	j.	PROPN
easat-2813	285	27	,	,	PUNCT
easat-2813	285	28	2018	2018	NUM
easat-2813	285	29	.	.	PUNCT
easat-2813	286	1	towards	towards	ADP
easat-2813	286	2	optimally	optimally	ADV
easat-2813	286	3	decentralized	decentralize	VERB
easat-2813	286	4	multi	multi	ADJ
easat-2813	286	5	-	-	ADJ
easat-2813	286	6	robot	robot	ADJ
easat-2813	286	7	collision	collision	NOUN
easat-2813	286	8	avoidance	avoidance	NOUN
easat-2813	286	9	via	via	ADP
easat-2813	286	10	deep	deep	ADJ
easat-2813	286	11	reinforcement	reinforcement	NOUN
easat-2813	286	12	learning	learning	NOUN
easat-2813	286	13	,	,	PUNCT
easat-2813	286	14	2018	2018	NUM
easat-2813	286	15	ieee	ieee	NOUN
easat-2813	286	16	international	international	ADJ
easat-2813	286	17	conference	conference	NOUN
easat-2813	286	18	on	on	ADP
easat-2813	286	19	robotics	robotic	NOUN
easat-2813	286	20	and	and	CCONJ
easat-2813	286	21	automation	automation	NOUN
easat-2813	286	22	(	(	PUNCT
easat-2813	286	23	icra	icra	PROPN
easat-2813	286	24	)	)	PUNCT
easat-2813	286	25	.	.	PUNCT
easat-2813	287	1	ieee	ieee	PROPN
easat-2813	287	2	,	,	PUNCT
easat-2813	287	3	pp	pp	ADP
easat-2813	287	4	.	.	PUNCT
easat-2813	287	5	6252	6252	NUM
easat-2813	287	6	-	-	SYM
easat-2813	287	7	6259	6259	NUM
easat-2813	287	8	.	.	PUNCT
easat-2813	288	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2813	288	2	3721	3721	PROPN
easat-2813	288	3	edelweiss	edelweiss	PROPN
easat-2813	288	4	applied	apply	VERB
easat-2813	288	5	science	science	NOUN
easat-2813	288	6	and	and	CCONJ
easat-2813	288	7	technology	technology	NOUN
easat-2813	288	8	issn	issn	PROPN
easat-2813	288	9	:	:	PUNCT
easat-2813	288	10	2576	2576	NUM
easat-2813	288	11	-	-	SYM
easat-2813	288	12	8484	8484	NUM
easat-2813	288	13	vol	vol	NOUN
easat-2813	288	14	.	.	PROPN
easat-2813	288	15	8	8	NUM
easat-2813	288	16	,	,	PUNCT
easat-2813	288	17	no	no	INTJ
easat-2813	288	18	.	.	NOUN
easat-2813	289	1	6	6	NUM
easat-2813	289	2	:	:	SYM
easat-2813	289	3	3708	3708	NUM
easat-2813	289	4	-	-	SYM
easat-2813	289	5	3721	3721	NUM
easat-2813	289	6	,	,	PUNCT
easat-2813	289	7	2024	2024	NUM
easat-2813	289	8	doi	doi	NOUN
easat-2813	289	9	:	:	PUNCT
easat-2813	289	10	10.55214/25768484.v8i6.2813	10.55214/25768484.v8i6.2813	NUM
easat-2813	289	11	©	©	PROPN
easat-2813	289	12	2024	2024	NUM
easat-2813	289	13	by	by	ADP
easat-2813	289	14	the	the	DET
easat-2813	289	15	authors	author	NOUN
easat-2813	289	16	;	;	PUNCT
easat-2813	289	17	licensee	licensee	PROPN
easat-2813	289	18	learning	learning	NOUN
easat-2813	289	19	gate	gate	NOUN
easat-2813	290	1	[	[	X
easat-2813	290	2	12	12	NUM
easat-2813	290	3	]	]	PUNCT
easat-2813	290	4	lopes	lope	NOUN
easat-2813	290	5	,	,	PUNCT
easat-2813	290	6	g.c	g.c	PROPN
easat-2813	290	7	.	.	PROPN
easat-2813	290	8	,	,	PUNCT
easat-2813	290	9	ferreira	ferreira	PROPN
easat-2813	290	10	,	,	PUNCT
easat-2813	290	11	m.	m.	NOUN
easat-2813	290	12	,	,	PUNCT
easat-2813	290	13	da	da	PROPN
easat-2813	290	14	silva	silva	PROPN
easat-2813	290	15	simões	simões	PROPN
easat-2813	290	16	,	,	PUNCT
easat-2813	290	17	a.	a.	NOUN
easat-2813	290	18	and	and	CCONJ
easat-2813	290	19	colombini	colombini	PROPN
easat-2813	290	20	,	,	PUNCT
easat-2813	290	21	e.l	e.l	PROPN
easat-2813	290	22	.	.	PROPN
easat-2813	290	23	,	,	PUNCT
easat-2813	290	24	2018	2018	NUM
easat-2813	290	25	,	,	PUNCT
easat-2813	290	26	november	november	PROPN
easat-2813	290	27	.	.	PUNCT
easat-2813	291	1	intelligent	intelligent	ADJ
easat-2813	291	2	control	control	NOUN
easat-2813	291	3	of	of	ADP
easat-2813	291	4	a	a	DET
easat-2813	291	5	quadrotor	quadrotor	NOUN
easat-2813	291	6	with	with	ADP
easat-2813	291	7	proximal	proximal	ADJ
easat-2813	291	8	policy	policy	NOUN
easat-2813	291	9	optimization	optimization	NOUN
easat-2813	291	10	reinforcement	reinforcement	NOUN
easat-2813	291	11	learning	learning	NOUN
easat-2813	291	12	.	.	PUNCT
easat-2813	292	1	in	in	ADP
easat-2813	292	2	2018	2018	NUM
easat-2813	292	3	latin	latin	ADJ
easat-2813	292	4	american	american	ADJ
easat-2813	292	5	robotic	robotic	ADJ
easat-2813	292	6	symposium	symposium	NOUN
easat-2813	292	7	,	,	PUNCT
easat-2813	292	8	2018	2018	NUM
easat-2813	292	9	brazilian	brazilian	ADJ
easat-2813	292	10	symposium	symposium	NOUN
easat-2813	292	11	on	on	ADP
easat-2813	292	12	robotics	robotic	NOUN
easat-2813	292	13	(	(	PUNCT
easat-2813	292	14	sbr	sbr	NOUN
easat-2813	292	15	)	)	PUNCT
easat-2813	292	16	and	and	CCONJ
easat-2813	292	17	2018	2018	NUM
easat-2813	292	18	workshop	workshop	NOUN
easat-2813	292	19	on	on	ADP
easat-2813	292	20	robotics	robotic	NOUN
easat-2813	292	21	in	in	ADP
easat-2813	292	22	education	education	NOUN
easat-2813	292	23	(	(	PUNCT
easat-2813	292	24	wre	wre	PROPN
easat-2813	292	25	)	)	PUNCT
easat-2813	292	26	,	,	PUNCT
easat-2813	292	27	pp	pp	PROPN
easat-2813	292	28	.	.	PUNCT
easat-2813	293	1	503	503	NUM
easat-2813	293	2	-	-	NUM
easat-2813	293	3	508	508	NUM
easat-2813	293	4	.	.	PUNCT
easat-2813	294	1	[	[	X
easat-2813	294	2	13	13	NUM
easat-2813	294	3	]	]	PUNCT
easat-2813	294	4	paszke	paszke	NOUN
easat-2813	294	5	,	,	PUNCT
easat-2813	294	6	a.	a.	NOUN
easat-2813	294	7	,	,	PUNCT
easat-2813	294	8	gross	gross	ADJ
easat-2813	294	9	,	,	PUNCT
easat-2813	294	10	s.	s.	PROPN
easat-2813	294	11	,	,	PUNCT
easat-2813	294	12	massa	massa	PROPN
easat-2813	294	13	,	,	PUNCT
easat-2813	294	14	f.	f.	PROPN
easat-2813	294	15	,	,	PUNCT
easat-2813	294	16	lerer	lerer	PROPN
easat-2813	294	17	,	,	PUNCT
easat-2813	294	18	a.	a.	PROPN
easat-2813	294	19	,	,	PUNCT
easat-2813	294	20	bradbury	bradbury	PROPN
easat-2813	294	21	,	,	PUNCT
easat-2813	294	22	j.	j.	PROPN
easat-2813	294	23	,	,	PUNCT
easat-2813	294	24	chanan	chanan	PROPN
easat-2813	294	25	,	,	PUNCT
easat-2813	294	26	g.	g.	PROPN
easat-2813	294	27	,	,	PUNCT
easat-2813	294	28	killeen	killeen	PROPN
easat-2813	294	29	,	,	PUNCT
easat-2813	294	30	t.	t.	PROPN
easat-2813	294	31	,	,	PUNCT
easat-2813	294	32	lin	lin	PROPN
easat-2813	294	33	,	,	PUNCT
easat-2813	294	34	z.	z.	PROPN
easat-2813	294	35	,	,	PUNCT
easat-2813	294	36	gimelshein	gimelshein	PROPN
easat-2813	294	37	,	,	PUNCT
easat-2813	294	38	n.	n.	NOUN
easat-2813	294	39	,	,	PUNCT
easat-2813	294	40	antiga	antiga	PROPN
easat-2813	294	41	,	,	PUNCT
easat-2813	294	42	l.	l.	PROPN
easat-2813	294	43	and	and	CCONJ
easat-2813	294	44	desmaison	desmaison	PROPN
easat-2813	294	45	,	,	PUNCT
easat-2813	294	46	a.	a.	NOUN
easat-2813	294	47	,	,	PUNCT
easat-2813	294	48	2019	2019	NUM
easat-2813	294	49	.	.	PUNCT
easat-2813	295	1	pytorch	pytorch	NOUN
easat-2813	295	2	:	:	PUNCT
easat-2813	295	3	an	an	DET
easat-2813	295	4	imperative	imperative	ADJ
easat-2813	295	5	style	style	NOUN
easat-2813	295	6	,	,	PUNCT
easat-2813	295	7	high	high	ADJ
easat-2813	295	8	-	-	PUNCT
easat-2813	295	9	performance	performance	NOUN
easat-2813	295	10	deep	deep	ADJ
easat-2813	295	11	learning	learning	NOUN
easat-2813	295	12	library	library	NOUN
easat-2813	295	13	.	.	PUNCT
easat-2813	296	1	in	in	ADP
easat-2813	296	2	advances	advance	NOUN
easat-2813	296	3	in	in	ADP
easat-2813	296	4	neural	neural	ADJ
easat-2813	296	5	information	information	NOUN
easat-2813	296	6	processing	processing	NOUN
easat-2813	296	7	systems	system	NOUN
easat-2813	296	8	(	(	PUNCT
easat-2813	296	9	pp	pp	ADJ
easat-2813	296	10	.	.	PUNCT
easat-2813	296	11	8024	8024	NUM
easat-2813	296	12	-	-	SYM
easat-2813	296	13	8035	8035	NUM
easat-2813	296	14	)	)	PUNCT
easat-2813	296	15	.	.	PUNCT
easat-2813	297	1	[	[	X
easat-2813	297	2	14	14	NUM
easat-2813	297	3	]	]	X
easat-2813	297	4	ali	ali	PROPN
easat-2813	297	5	mohammed	mohammed	PROPN
easat-2813	297	6	ridha	ridha	PROPN
easat-2813	297	7	,	,	PUNCT
easat-2813	297	8	ali	ali	PROPN
easat-2813	297	9	jafer	jafer	PROPN
easat-2813	297	10	mahdi	mahdi	PROPN
easat-2813	297	11	,	,	PUNCT
easat-2813	297	12	jameel	jameel	PROPN
easat-2813	297	13	kadhim	kadhim	PROPN
easat-2813	297	14	abed	abe	VERB
easat-2813	297	15	,	,	PUNCT
easat-2813	297	16	shah	shah	PROPN
easat-2813	297	17	fahad	fahad	PROPN
easat-2813	297	18	,	,	PUNCT
easat-2813	297	19	“	"	PUNCT
easat-2813	297	20	pid	pid	X
easat-2813	297	21	fuzzy	fuzzy	ADJ
easat-2813	297	22	control	control	NOUN
easat-2813	297	23	applied	apply	VERB
easat-2813	297	24	to	to	ADP
easat-2813	297	25	an	an	DET
easat-2813	297	26	electrosurgical	electrosurgical	ADJ
easat-2813	297	27	unit	unit	NOUN
easat-2813	297	28	for	for	ADP
easat-2813	297	29	power	power	NOUN
easat-2813	297	30	regulation	regulation	NOUN
easat-2813	297	31	“	"	PUNCT
easat-2813	297	32	,	,	PUNCT
easat-2813	297	33	j	j	PROPN
easat-2813	297	34	electr	electr	PROPN
easat-2813	297	35	bioimp	bioimp	PROPN
easat-2813	297	36	,	,	PUNCT
easat-2813	297	37	vol	vol	NOUN
easat-2813	297	38	.	.	PROPN
easat-2813	297	39	11	11	NUM
easat-2813	297	40	,	,	PUNCT
easat-2813	297	41	pp	pp	ADJ
easat-2813	297	42	.	.	PUNCT
easat-2813	297	43	72	72	NUM
easat-2813	297	44	-	-	SYM
easat-2813	297	45	80	80	NUM
easat-2813	297	46	,	,	PUNCT
easat-2813	297	47	2020	2020	NUM
easat-2813	297	48	received	receive	VERB
easat-2813	297	49	28	28	NUM
easat-2813	297	50	jul	jul	PROPN
easat-2813	297	51	2020	2020	NUM
easat-2813	297	52	/	/	SYM
easat-2813	297	53	published	publish	VERB
easat-2813	297	54	15	15	NUM
easat-2813	297	55	oct	oct	NOUN
easat-2813	297	56	2020	2020	NUM
easat-2813	297	57	https://doi.org/10.2478/joeb-2020-0011	https://doi.org/10.2478/joeb-2020-0011	PROPN
easat-2813	298	1	[	[	X
easat-2813	298	2	15	15	NUM
easat-2813	298	3	]	]	X
easat-2813	298	4	l.	l.	PROPN
easat-2813	298	5	jiang	jiang	PROPN
easat-2813	298	6	,	,	PUNCT
easat-2813	298	7	j.	j.	PROPN
easat-2813	298	8	chen	chen	PROPN
easat-2813	298	9	,	,	PUNCT
easat-2813	298	10	h.	h.	PROPN
easat-2813	298	11	todo	todo	PROPN
easat-2813	298	12	,	,	PUNCT
easat-2813	298	13	z.	z.	PROPN
easat-2813	298	14	tang	tang	PROPN
easat-2813	298	15	,	,	PUNCT
easat-2813	298	16	s.	s.	PROPN
easat-2813	298	17	liu	liu	PROPN
easat-2813	298	18	and	and	CCONJ
easat-2813	298	19	y.	y.	PROPN
easat-2813	298	20	li	li	PROPN
easat-2813	298	21	,	,	PUNCT
easat-2813	298	22	application	application	NOUN
easat-2813	298	23	of	of	ADP
easat-2813	298	24	a	a	DET
easat-2813	298	25	fast	fast	ADJ
easat-2813	298	26	rcnn	rcnn	NOUN
easat-2813	298	27	based	base	VERB
easat-2813	298	28	on	on	ADP
easat-2813	298	29	upper	upper	ADJ
easat-2813	298	30	and	and	CCONJ
easat-2813	298	31	lower	low	ADJ
easat-2813	298	32	layers	layer	NOUN
easat-2813	298	33	in	in	ADP
easat-2813	298	34	face	face	NOUN
easat-2813	298	35	recognition	recognition	NOUN
easat-2813	298	36	,	,	PUNCT
easat-2813	298	37	comput	comput	NOUN
easat-2813	298	38	.	.	PUNCT
easat-2813	299	1	intell	intell	PROPN
easat-2813	299	2	.	.	PUNCT
easat-2813	300	1	neurosci	neurosci	PROPN
easat-2813	300	2	.	.	PUNCT
easat-2813	301	1	2021	2021	NUM
easat-2813	301	2	(	(	PUNCT
easat-2813	301	3	2021	2021	NUM
easat-2813	301	4	)	)	PUNCT
easat-2813	301	5	.	.	PUNCT
easat-2813	302	1	[	[	X
easat-2813	302	2	16	16	NUM
easat-2813	302	3	]	]	X
easat-2813	302	4	p.	p.	NOUN
easat-2813	302	5	deval	deval	PROPN
easat-2813	302	6	,	,	PUNCT
easat-2813	302	7	a.	a.	NOUN
easat-2813	302	8	chaudhari	chaudhari	PROPN
easat-2813	302	9	,	,	PUNCT
easat-2813	302	10	r.	r.	PROPN
easat-2813	302	11	wagh	wagh	PROPN
easat-2813	302	12	,	,	PUNCT
easat-2813	302	13	a.	a.	PROPN
easat-2813	302	14	auti	auti	PROPN
easat-2813	302	15	and	and	CCONJ
easat-2813	302	16	m.	m.	NOUN
easat-2813	302	17	parma	parma	PROPN
easat-2813	302	18	,	,	PUNCT
easat-2813	302	19	cnn	cnn	PROPN
easat-2813	302	20	based	base	VERB
easat-2813	302	21	face	face	NOUN
easat-2813	302	22	mask	mask	NOUN
easat-2813	302	23	detection	detection	NOUN
easat-2813	302	24	integrated	integrate	VERB
easat-2813	302	25	with	with	ADP
easat-2813	302	26	digital	digital	ADJ
easat-2813	302	27	hospital	hospital	NOUN
easat-2813	302	28	facilities	facility	NOUN
easat-2813	302	29	,	,	PUNCT
easat-2813	302	30	int	int	NOUN
easat-2813	302	31	.	.	PUNCT
easat-2813	303	1	j.	j.	PROPN
easat-2813	303	2	adv	adv	PROPN
easat-2813	303	3	.	.	PUNCT
easat-2813	304	1	res	res	PROPN
easat-2813	304	2	.	.	PUNCT
easat-2813	305	1	sci	sci	PROPN
easat-2813	305	2	.	.	PROPN
easat-2813	305	3	,	,	PUNCT
easat-2813	305	4	commun	commun	PROPN
easat-2813	305	5	.	.	PUNCT
easat-2813	306	1	tech	tech	NOUN
easat-2813	306	2	.	.	PUNCT
easat-2813	307	1	4(2	4(2	NUM
easat-2813	307	2	)	)	PUNCT
easat-2813	307	3	(	(	PUNCT
easat-2813	307	4	2021	2021	NUM
easat-2813	307	5	)	)	PUNCT
easat-2813	308	1	492–497	492–497	NUM
easat-2813	308	2	.	.	PUNCT
easat-2813	309	1	[	[	X
easat-2813	309	2	17	17	NUM
easat-2813	309	3	]	]	X
easat-2813	309	4	s.	s.	PROPN
easat-2813	309	5	shivaprasad	shivaprasad	PROPN
easat-2813	309	6	,	,	PUNCT
easat-2813	309	7	m.d	m.d	PROPN
easat-2813	309	8	.	.	PROPN
easat-2813	309	9	sai	sai	PROPN
easat-2813	309	10	,	,	PUNCT
easat-2813	309	11	u.	u.	PROPN
easat-2813	309	12	vignasahithi	vignasahithi	PROPN
easat-2813	309	13	,	,	PUNCT
easat-2813	309	14	g.	g.	PROPN
easat-2813	309	15	keerthi	keerthi	PROPN
easat-2813	309	16	,	,	PUNCT
easat-2813	309	17	s.	s.	PROPN
easat-2813	309	18	rishi	rishi	PROPN
easat-2813	309	19	and	and	CCONJ
easat-2813	309	20	p.	p.	PROPN
easat-2813	309	21	jayanth	jayanth	PROPN
easat-2813	309	22	,	,	PUNCT
easat-2813	309	23	real	real	ADJ
easat-2813	309	24	time	time	NOUN
easat-2813	309	25	cnn	cnn	PROPN
easat-2813	309	26	based	base	VERB
easat-2813	309	27	detection	detection	NOUN
easat-2813	309	28	of	of	ADP
easat-2813	309	29	face	face	NOUN
easat-2813	309	30	mask	mask	NOUN
easat-2813	309	31	using	use	VERB
easat-2813	309	32	mobilenetv2	mobilenetv2	PROPN
easat-2813	309	33	to	to	PART
easat-2813	309	34	prevent	prevent	VERB
easat-2813	309	35	covid-19	covid-19	PROPN
easat-2813	309	36	,	,	PUNCT
easat-2813	309	37	ann	ann	PROPN
easat-2813	309	38	.	.	PROPN
easat-2813	309	39	roman	roman	PROPN
easat-2813	309	40	.	.	PUNCT
easat-2813	310	1	soc	soc	PROPN
easat-2813	310	2	.	.	PUNCT
easat-2813	311	1	cell	cell	PROPN
easat-2813	311	2	bio	bio	PROPN
easat-2813	311	3	.	.	PUNCT
easat-2813	312	1	25(6	25(6	NUM
easat-2813	312	2	)	)	PUNCT
easat-2813	312	3	(	(	PUNCT
easat-2813	312	4	2021	2021	NUM
easat-2813	312	5	)	)	PUNCT
easat-2813	312	6	12958–12969	12958–12969	NUM
easat-2813	312	7	.	.	PUNCT
easat-2813	313	1	[	[	X
easat-2813	313	2	18	18	NUM
easat-2813	313	3	]	]	X
easat-2813	313	4	j.r	j.r	PROPN
easat-2813	313	5	.	.	PROPN
easat-2813	313	6	sella	sella	PROPN
easat-2813	313	7	veluswami	veluswami	NOUN
easat-2813	313	8	,	,	PUNCT
easat-2813	313	9	s.	s.	PROPN
easat-2813	313	10	prakash	prakash	PROPN
easat-2813	313	11	and	and	CCONJ
easat-2813	313	12	n.	n.	PROPN
easat-2813	313	13	parekh	parekh	PROPN
easat-2813	313	14	,	,	PUNCT
easat-2813	313	15	face	face	NOUN
easat-2813	313	16	mask	mask	NOUN
easat-2813	313	17	detection	detection	NOUN
easat-2813	313	18	using	use	VERB
easat-2813	313	19	ssdnet	ssdnet	PROPN
easat-2813	313	20	and	and	CCONJ
easat-2813	313	21	lightweight	lightweight	ADJ
easat-2813	313	22	custom	custom	PROPN
easat-2813	313	23	cnn	cnn	PROPN
easat-2813	313	24	,	,	PUNCT
easat-2813	313	25	proc	proc	PROPN
easat-2813	313	26	.	.	PUNCT
easat-2813	314	1	int	int	NOUN
easat-2813	314	2	.	.	PUNCT
easat-2813	314	3	conf	conf	PROPN
easat-2813	314	4	.	.	PUNCT
easat-2813	315	1	iot	iot	PROPN
easat-2813	315	2	based	base	VERB
easat-2813	315	3	control	control	NOUN
easat-2813	315	4	networks	network	NOUN
easat-2813	315	5	and	and	CCONJ
easat-2813	315	6	intelligent	intelligent	ADJ
easat-2813	315	7	systems	system	NOUN
easat-2813	315	8	-	-	PUNCT
easat-2813	315	9	icicnis	icicnis	NOUN
easat-2813	315	10	2021	2021	NUM
easat-2813	315	11	,	,	PUNCT
easat-2813	315	12	(	(	PUNCT
easat-2813	315	13	2021	2021	NUM
easat-2813	315	14	)	)	PUNCT
easat-2813	315	15	.	.	PUNCT
easat-2813	316	1	[	[	X
easat-2813	316	2	19	19	NUM
easat-2813	316	3	]	]	X
easat-2813	316	4	ning	ning	NOUN
easat-2813	316	5	wang1	wang1	PROPN
easat-2813	316	6	,	,	PUNCT
easat-2813	316	7	yang	yang	PROPN
easat-2813	316	8	gao1	gao1	PROPN
easat-2813	316	9	,	,	PUNCT
easat-2813	316	10	hao	hao	PROPN
easat-2813	316	11	chen2	chen2	PROPN
easat-2813	316	12	,	,	PUNCT
easat-2813	316	13	peng	peng	PROPN
easat-2813	316	14	wang1	wang1	PROPN
easat-2813	316	15	,	,	PUNCT
easat-2813	316	16	zhi	zhi	PROPN
easat-2813	316	17	tian2	tian2	PROPN
easat-2813	316	18	,	,	PUNCT
easat-2813	316	19	chunhua	chunhua	PROPN
easat-2813	316	20	shen2	shen2	PROPN
easat-2813	316	21	,	,	PUNCT
easat-2813	316	22	yanning	yanne	VERB
easat-2813	316	23	zhang1	zhang1	NOUN
easat-2813	316	24	,	,	PUNCT
easat-2813	316	25	“	"	PUNCT
easat-2813	316	26	nas	nas	ADJ
easat-2813	316	27	-	-	PUNCT
easat-2813	316	28	fcos	fcos	ADJ
easat-2813	316	29	:	:	PUNCT
easat-2813	316	30	fast	fast	ADJ
easat-2813	316	31	neural	neural	ADJ
easat-2813	316	32	architecture	architecture	NOUN
easat-2813	316	33	search	search	NOUN
easat-2813	316	34	for	for	ADP
easat-2813	316	35	object	object	NOUN
easat-2813	316	36	detection	detection	NOUN
easat-2813	316	37	”	"	PUNCT
easat-2813	316	38	,	,	PUNCT
easat-2813	316	39	arxiv:1906.04423v4	arxiv:1906.04423v4	PROPN
easat-2813	317	1	[	[	X
easat-2813	317	2	cs.cv	cs.cv	X
easat-2813	317	3	]	]	X
easat-2813	317	4	25	25	NUM
easat-2813	317	5	feb	feb	NOUN
easat-2813	317	6	2020	2020	NUM
easat-2813	317	7	[	[	X
easat-2813	317	8	20	20	NUM
easat-2813	317	9	]	]	PUNCT
easat-2813	317	10	w.	w.	PROPN
easat-2813	317	11	hongtao	hongtao	PROPN
easat-2813	317	12	and	and	CCONJ
easat-2813	317	13	y.	y.	PROPN
easat-2813	317	14	xi	xi	PROPN
easat-2813	317	15	,	,	PUNCT
easat-2813	317	16	object	object	VERB
easat-2813	317	17	detection	detection	NOUN
easat-2813	317	18	method	method	NOUN
easat-2813	317	19	based	base	VERB
easat-2813	317	20	on	on	ADP
easat-2813	317	21	improved	improve	VERB
easat-2813	317	22	one	one	NUM
easat-2813	317	23	-	-	PUNCT
easat-2813	317	24	stage	stage	NOUN
easat-2813	317	25	detector	detector	NOUN
easat-2813	317	26	,	,	PUNCT
easat-2813	317	27	5th	5th	ADJ
easat-2813	317	28	int	int	NOUN
easat-2813	317	29	.	.	PUNCT
easat-2813	318	1	conf	conf	NOUN
easat-2813	318	2	.	.	PUNCT
easat-2813	319	1	smart	smart	ADJ
easat-2813	319	2	grid	grid	NOUN
easat-2813	319	3	electric	electric	PROPN
easat-2813	319	4	.	.	PUNCT
easat-2813	320	1	autom	autom	PROPN
easat-2813	320	2	.	.	PUNCT
easat-2813	321	1	(	(	PUNCT
easat-2813	321	2	icsgea	icsgea	NOUN
easat-2813	321	3	)	)	PUNCT
easat-2813	321	4	,	,	PUNCT
easat-2813	321	5	ieee	ieee	NOUN
easat-2813	321	6	,	,	PUNCT
easat-2813	321	7	2020	2020	NUM
easat-2813	321	8	,	,	PUNCT
easat-2813	321	9	pp	pp	ADV
easat-2813	321	10	.	.	PUNCT
easat-2813	322	1	209–212	209–212	NUM
easat-2813	322	2	.	.	PUNCT
easat-2813	323	1	[	[	X
easat-2813	323	2	21	21	NUM
easat-2813	323	3	]	]	X
easat-2813	323	4	w.	w.	PROPN
easat-2813	323	5	wu	wu	PROPN
easat-2813	323	6	,	,	PUNCT
easat-2813	323	7	y.	y.	PROPN
easat-2813	323	8	yin	yin	PROPN
easat-2813	323	9	,	,	PUNCT
easat-2813	323	10	x.	x.	PROPN
easat-2813	323	11	wang	wang	PROPN
easat-2813	323	12	and	and	CCONJ
easat-2813	323	13	d.	d.	PROPN
easat-2813	323	14	xu	xu	PROPN
easat-2813	323	15	,	,	PUNCT
easat-2813	323	16	face	face	VERB
easat-2813	323	17	detection	detection	NOUN
easat-2813	323	18	with	with	ADP
easat-2813	323	19	different	different	ADJ
easat-2813	323	20	scales	scale	NOUN
easat-2813	323	21	based	base	VERB
easat-2813	323	22	on	on	ADP
easat-2813	323	23	faster	fast	ADJ
easat-2813	323	24	r	r	NOUN
easat-2813	323	25	-	-	PUNCT
easat-2813	323	26	cnn	cnn	PROPN
easat-2813	323	27	,	,	PUNCT
easat-2813	323	28	ieee	ieee	PROPN
easat-2813	323	29	trans	trans	PROPN
easat-2813	323	30	.	.	PUNCT
easat-2813	324	1	cyber	cyber	PROPN
easat-2813	324	2	.	.	PUNCT
easat-2813	325	1	49(11	49(11	NUM
easat-2813	325	2	)	)	PUNCT
easat-2813	325	3	(	(	PUNCT
easat-2813	325	4	2018	2018	NUM
easat-2813	325	5	)	)	PUNCT
easat-2813	325	6	4017–4028	4017–4028	NOUN
easat-2813	325	7	.	.	PUNCT
easat-2813	326	1	[	[	X
easat-2813	326	2	22	22	NUM
easat-2813	326	3	]	]	PUNCT
easat-2813	326	4	z.	z.	PROPN
easat-2813	326	5	tian	tian	PROPN
easat-2813	326	6	,	,	PUNCT
easat-2813	326	7	c.	c.	PROPN
easat-2813	326	8	shen	shen	PROPN
easat-2813	326	9	,	,	PUNCT
easat-2813	326	10	h.	h.	PROPN
easat-2813	326	11	chen	chen	PROPN
easat-2813	326	12	and	and	CCONJ
easat-2813	326	13	t.	t.	PROPN
easat-2813	326	14	he	he	PRON
easat-2813	326	15	,	,	PUNCT
easat-2813	326	16	fcos	fcos	PROPN
easat-2813	326	17	:	:	PUNCT
easat-2813	326	18	fully	fully	ADV
easat-2813	326	19	convolutional	convolutional	ADJ
easat-2813	326	20	one	one	NUM
easat-2813	326	21	-	-	PUNCT
easat-2813	326	22	stage	stage	NOUN
easat-2813	326	23	object	object	NOUN
easat-2813	326	24	detection	detection	NOUN
easat-2813	326	25	,	,	PUNCT
easat-2813	326	26	proc	proc	NOUN
easat-2813	326	27	.	.	PUNCT
easat-2813	326	28	ieee	ieee	PROPN
easat-2813	326	29	/	/	SYM
easat-2813	326	30	cvf	cvf	NOUN
easat-2813	326	31	int	int	NOUN
easat-2813	326	32	.	.	PUNCT
easat-2813	327	1	conf	conf	PROPN
easat-2813	327	2	.	.	PUNCT
easat-2813	328	1	comput	comput	NOUN
easat-2813	328	2	.	.	PUNCT
easat-2813	329	1	vision	vision	NOUN
easat-2813	329	2	2019	2019	NUM
easat-2813	329	3	,	,	PUNCT
easat-2813	329	4	pp	pp	ADJ
easat-2813	329	5	.	.	PUNCT
easat-2813	330	1	9627–9636	9627–9636	NUM
easat-2813	330	2	.	.	PUNCT
easat-2813	331	1	[	[	X
easat-2813	331	2	23	23	NUM
easat-2813	331	3	]	]	X
easat-2813	331	4	liu	liu	PROPN
easat-2813	331	5	,	,	PUNCT
easat-2813	331	6	j.	j.	PROPN
easat-2813	331	7	;	;	PUNCT
easat-2813	331	8	zhu	zhu	PROPN
easat-2813	331	9	,	,	PUNCT
easat-2813	331	10	k.	k.	PROPN
easat-2813	331	11	;	;	PUNCT
easat-2813	331	12	lu	lu	PROPN
easat-2813	331	13	,	,	PUNCT
easat-2813	331	14	w.	w.	PROPN
easat-2813	331	15	;	;	PUNCT
easat-2813	331	16	luo	luo	PROPN
easat-2813	331	17	,	,	PUNCT
easat-2813	331	18	x.	x.	PROPN
easat-2813	331	19	;	;	PUNCT
easat-2813	331	20	zhao	zhao	X
easat-2813	331	21	,	,	PUNCT
easat-2813	331	22	x.	x.	NOUN
easat-2813	332	1	a	a	DET
easat-2813	332	2	lightweight	lightweight	ADJ
easat-2813	332	3	3d	3d	PROPN
easat-2813	332	4	convolutional	convolutional	ADJ
easat-2813	332	5	neural	neural	ADJ
easat-2813	332	6	network	network	NOUN
easat-2813	332	7	for	for	ADP
easat-2813	332	8	deepfake	deepfake	NOUN
easat-2813	332	9	detection	detection	NOUN
easat-2813	332	10	.	.	PUNCT
easat-2813	333	1	int	int	NOUN
easat-2813	333	2	.	.	PUNCT
easat-2813	334	1	j.	j.	PROPN
easat-2813	334	2	intell	intell	PROPN
easat-2813	334	3	.	.	PUNCT
easat-2813	335	1	syst	syst	PROPN
easat-2813	335	2	.	.	PUNCT
easat-2813	335	3	2021	2021	NUM
easat-2813	335	4	,	,	PUNCT
easat-2813	335	5	36	36	NUM
easat-2813	335	6	,	,	PUNCT
easat-2813	335	7	4990–5004	4990–5004	NUM
easat-2813	335	8	.	.	PUNCT
easat-2813	336	1	[	[	X
easat-2813	336	2	crossref	crossref	X
easat-2813	336	3	]	]	X
easat-2813	336	4	[	[	X
easat-2813	336	5	24	24	NUM
easat-2813	336	6	]	]	X
easat-2813	336	7	wang	wang	PROPN
easat-2813	336	8	,	,	PUNCT
easat-2813	336	9	qihang	qihang	PROPN
easat-2813	336	10	,	,	PUNCT
easat-2813	336	11	and	and	CCONJ
easat-2813	336	12	junbao	junbao	PROPN
easat-2813	336	13	zheng	zheng	PROPN
easat-2813	336	14	.	.	PUNCT
easat-2813	337	1	"	"	PUNCT
easat-2813	337	2	research	research	NOUN
easat-2813	337	3	on	on	ADP
easat-2813	337	4	face	face	NOUN
easat-2813	337	5	detection	detection	NOUN
easat-2813	337	6	based	base	VERB
easat-2813	337	7	on	on	ADP
easat-2813	337	8	fast	fast	ADJ
easat-2813	337	9	r	r	NOUN
easat-2813	337	10	-	-	PUNCT
easat-2813	337	11	cnn	cnn	NOUN
easat-2813	337	12	.	.	PUNCT
easat-2813	337	13	"	"	PUNCT
easat-2813	338	1	recent	recent	ADJ
easat-2813	338	2	developments	development	NOUN
easat-2813	338	3	in	in	ADP
easat-2813	338	4	intelligent	intelligent	ADJ
easat-2813	338	5	computing	computing	NOUN
easat-2813	338	6	,	,	PUNCT
easat-2813	338	7	communication	communication	NOUN
easat-2813	338	8	and	and	CCONJ
easat-2813	338	9	devices	device	NOUN
easat-2813	338	10	:	:	PUNCT
easat-2813	338	11	proceedings	proceeding	NOUN
easat-2813	338	12	of	of	ADP
easat-2813	338	13	iccd	iccd	PROPN
easat-2813	338	14	2017	2017	NUM
easat-2813	338	15	.	.	PUNCT
easat-2813	339	1	springer	springer	PROPN
easat-2813	339	2	singapore	singapore	PROPN
easat-2813	339	3	,	,	PUNCT
easat-2813	339	4	2019	2019	NUM
easat-2813	339	5	.	.	PUNCT
easat-2813	340	1	[	[	X
easat-2813	340	2	25	25	NUM
easat-2813	340	3	]	]	PUNCT
easat-2813	340	4	k.	k.	PROPN
easat-2813	340	5	lin	lin	PROPN
easat-2813	340	6	,	,	PUNCT
easat-2813	340	7	h.	h.	PROPN
easat-2813	340	8	zhao	zhao	PROPN
easat-2813	340	9	,	,	PUNCT
easat-2813	340	10	j.	j.	PROPN
easat-2813	340	11	lv	lv	PROPN
easat-2813	340	12	,	,	PUNCT
easat-2813	340	13	c.	c.	PROPN
easat-2813	340	14	li	li	PROPN
easat-2813	340	15	,	,	PUNCT
easat-2813	340	16	x.	x.	PROPN
easat-2813	340	17	liu	liu	PROPN
easat-2813	340	18	,	,	PUNCT
easat-2813	340	19	r.	r.	PROPN
easat-2813	340	20	chen	chen	PROPN
easat-2813	340	21	and	and	CCONJ
easat-2813	340	22	r.	r.	PROPN
easat-2813	340	23	zhao	zhao	PROPN
easat-2813	340	24	,	,	PUNCT
easat-2813	340	25	face	face	VERB
easat-2813	340	26	detection	detection	NOUN
easat-2813	340	27	and	and	CCONJ
easat-2813	340	28	segmentation	segmentation	NOUN
easat-2813	340	29	based	base	VERB
easat-2813	340	30	on	on	ADP
easat-2813	340	31	improved	improved	ADJ
easat-2813	340	32	mask	mask	NOUN
easat-2813	340	33	r	r	NOUN
easat-2813	340	34	-	-	PUNCT
easat-2813	340	35	cnn	cnn	PROPN
easat-2813	340	36	,	,	PUNCT
easat-2813	340	37	discrete	discrete	ADJ
easat-2813	340	38	dyn	dyn	NOUN
easat-2813	340	39	.	.	PUNCT
easat-2813	341	1	nature	nature	PROPN
easat-2813	341	2	soc	soc	PROPN
easat-2813	341	3	.	.	PUNCT
easat-2813	342	1	2020	2020	NUM
easat-2813	342	2	(	(	PUNCT
easat-2813	342	3	2020	2020	NUM
easat-2813	342	4	)	)	PUNCT
easat-2813	342	5	.	.	PUNCT