id	sid	tid	token	lemma	pos
easat-1711	1	1	edelweiss	edelweiss	PROPN
easat-1711	1	2	applied	apply	VERB
easat-1711	1	3	science	science	NOUN
easat-1711	1	4	and	and	CCONJ
easat-1711	1	5	technology	technology	NOUN
easat-1711	1	6	issn	issn	PROPN
easat-1711	1	7	:	:	PUNCT
easat-1711	1	8	2576	2576	NUM
easat-1711	1	9	-	-	SYM
easat-1711	1	10	8484	8484	NUM
easat-1711	1	11	vol	vol	NOUN
easat-1711	1	12	.	.	PROPN
easat-1711	1	13	8	8	NUM
easat-1711	1	14	,	,	PUNCT
easat-1711	1	15	no	no	INTJ
easat-1711	1	16	.	.	NOUN
easat-1711	1	17	5	5	NUM
easat-1711	1	18	,	,	PUNCT
easat-1711	1	19	478	478	NUM
easat-1711	1	20	-	-	SYM
easat-1711	1	21	497	497	NUM
easat-1711	1	22	2024	2024	NUM
easat-1711	1	23	publisher	publisher	NOUN
easat-1711	1	24	:	:	PUNCT
easat-1711	1	25	learning	learn	VERB
easat-1711	1	26	gate	gate	NOUN
easat-1711	1	27	doi	doi	PROPN
easat-1711	1	28	:	:	PUNCT
easat-1711	1	29	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	1	30	©	©	PROPN
easat-1711	1	31	2024	2024	NUM
easat-1711	1	32	by	by	ADP
easat-1711	1	33	the	the	DET
easat-1711	1	34	authors	author	NOUN
easat-1711	1	35	;	;	PUNCT
easat-1711	1	36	licensee	licensee	PROPN
easat-1711	1	37	learning	learning	NOUN
easat-1711	1	38	gate	gate	NOUN
easat-1711	1	39	©	©	PROPN
easat-1711	1	40	2024	2024	NUM
easat-1711	1	41	by	by	ADP
easat-1711	1	42	the	the	DET
easat-1711	1	43	authors	author	NOUN
easat-1711	1	44	;	;	PUNCT
easat-1711	1	45	licensee	licensee	PROPN
easat-1711	1	46	learning	learn	VERB
easat-1711	1	47	gate	gate	NOUN
easat-1711	1	48	*	*	PUNCT
easat-1711	1	49	correspondence	correspondence	NOUN
easat-1711	1	50	:	:	PUNCT
easat-1711	1	51	priyankastephen1702@gmail.com	priyankastephen1702@gmail.com	PROPN
easat-1711	1	52	optimized	optimize	VERB
easat-1711	1	53	compact	compact	ADJ
easat-1711	1	54	fortified	fortify	VERB
easat-1711	1	55	weight	weight	NOUN
easat-1711	1	56	-	-	PUNCT
easat-1711	1	57	prioritized	prioritize	VERB
easat-1711	1	58	convolutional	convolutional	ADJ
easat-1711	1	59	network	network	NOUN
easat-1711	1	60	for	for	ADP
easat-1711	1	61	swift	swift	ADJ
easat-1711	1	62	skin	skin	NOUN
easat-1711	1	63	lesion	lesion	NOUN
easat-1711	1	64	identification	identification	NOUN
easat-1711	1	65	using	use	VERB
easat-1711	1	66	dermoscopic	dermoscopic	ADJ
easat-1711	1	67	images	image	NOUN
easat-1711	1	68	r	r	NOUN
easat-1711	1	69	priyanka	priyanka	NOUN
easat-1711	1	70	pramila1	pramila1	PROPN
easat-1711	1	71	*	*	PUNCT
easat-1711	1	72	,	,	PUNCT
easat-1711	1	73	r	r	NOUN
easat-1711	1	74	subhashini2	subhashini2	ADJ
easat-1711	1	75	1research	1research	NUM
easat-1711	1	76	scholar	scholar	NOUN
easat-1711	1	77	,	,	PUNCT
easat-1711	1	78	school	school	NOUN
easat-1711	1	79	of	of	ADP
easat-1711	1	80	computing	computing	NOUN
easat-1711	1	81	,	,	PUNCT
easat-1711	1	82	sathyabama	sathyabama	PROPN
easat-1711	1	83	institute	institute	PROPN
easat-1711	1	84	of	of	ADP
easat-1711	1	85	science	science	NOUN
easat-1711	1	86	and	and	CCONJ
easat-1711	1	87	technology	technology	NOUN
easat-1711	1	88	,	,	PUNCT
easat-1711	1	89	chennai	chennai	PROPN
easat-1711	1	90	,	,	PUNCT
easat-1711	1	91	india	india	PROPN
easat-1711	1	92	.	.	PUNCT
easat-1711	1	93	priyankastephen1702@gmail.com	priyankastephen1702@gmail.com	PROPN
easat-1711	1	94	;	;	PUNCT
easat-1711	2	1	myresearchsub@gmail.com	myresearchsub@gmail.com	X
easat-1711	2	2	(	(	PUNCT
easat-1711	2	3	r.p.p	r.p.p	PROPN
easat-1711	2	4	.	.	PUNCT
easat-1711	2	5	)	)	PUNCT
easat-1711	3	1	2department	2department	NUM
easat-1711	3	2	of	of	ADP
easat-1711	3	3	computer	computer	NOUN
easat-1711	3	4	science	science	NOUN
easat-1711	3	5	engineering	engineering	NOUN
easat-1711	3	6	,	,	PUNCT
easat-1711	3	7	srm	srm	PROPN
easat-1711	3	8	institute	institute	PROPN
easat-1711	3	9	of	of	ADP
easat-1711	3	10	science	science	NOUN
easat-1711	3	11	and	and	CCONJ
easat-1711	3	12	technology	technology	NOUN
easat-1711	3	13	,	,	PUNCT
easat-1711	3	14	ramapuram	ramapuram	NOUN
easat-1711	3	15	,	,	PUNCT
easat-1711	3	16	chennai-89	chennai-89	PROPN
easat-1711	3	17	,	,	PUNCT
easat-1711	3	18	india	india	PROPN
easat-1711	3	19	;	;	PUNCT
easat-1711	3	20	subhaagopi@gmail.com	subhaagopi@gmail.com	X
easat-1711	3	21	(	(	PUNCT
easat-1711	3	22	r.s	r.s	PROPN
easat-1711	3	23	.	.	PUNCT
easat-1711	3	24	)	)	PUNCT
easat-1711	4	1	abstract	abstract	ADJ
easat-1711	4	2	:	:	PUNCT
easat-1711	4	3	skin	skin	NOUN
easat-1711	4	4	cancer	cancer	NOUN
easat-1711	4	5	is	be	AUX
easat-1711	4	6	a	a	DET
easat-1711	4	7	leading	lead	VERB
easat-1711	4	8	cause	cause	NOUN
easat-1711	4	9	of	of	ADP
easat-1711	4	10	cancer	cancer	NOUN
easat-1711	4	11	-	-	PUNCT
easat-1711	4	12	related	relate	VERB
easat-1711	4	13	mortality	mortality	NOUN
easat-1711	4	14	,	,	PUNCT
easat-1711	4	15	posing	pose	VERB
easat-1711	4	16	a	a	DET
easat-1711	4	17	significant	significant	ADJ
easat-1711	4	18	global	global	ADJ
easat-1711	4	19	health	health	NOUN
easat-1711	4	20	challenge	challenge	NOUN
easat-1711	4	21	.	.	PUNCT
easat-1711	5	1	early	early	ADJ
easat-1711	5	2	detection	detection	NOUN
easat-1711	5	3	and	and	CCONJ
easat-1711	5	4	treatment	treatment	NOUN
easat-1711	5	5	are	be	AUX
easat-1711	5	6	crucial	crucial	ADJ
easat-1711	5	7	for	for	ADP
easat-1711	5	8	survival	survival	NOUN
easat-1711	5	9	rates	rate	NOUN
easat-1711	5	10	.	.	PUNCT
easat-1711	6	1	while	while	SCONJ
easat-1711	6	2	dermoscopy	dermoscopy	NOUN
easat-1711	6	3	is	be	AUX
easat-1711	6	4	a	a	DET
easat-1711	6	5	valuable	valuable	ADJ
easat-1711	6	6	non	non	ADJ
easat-1711	6	7	-	-	ADJ
easat-1711	6	8	invasive	invasive	ADJ
easat-1711	6	9	imaging	imaging	NOUN
easat-1711	6	10	tool	tool	NOUN
easat-1711	6	11	for	for	ADP
easat-1711	6	12	diagnosing	diagnose	VERB
easat-1711	6	13	skin	skin	NOUN
easat-1711	6	14	lesions	lesion	NOUN
easat-1711	6	15	,	,	PUNCT
easat-1711	6	16	its	its	PRON
easat-1711	6	17	reliance	reliance	NOUN
easat-1711	6	18	on	on	ADP
easat-1711	6	19	the	the	DET
easat-1711	6	20	expertise	expertise	NOUN
easat-1711	6	21	of	of	ADP
easat-1711	6	22	dermatologists	dermatologists	PROPN
easat-1711	6	23	introduces	introduce	NOUN
easat-1711	6	24	variability	variability	NOUN
easat-1711	6	25	,	,	PUNCT
easat-1711	6	26	affecting	affect	VERB
easat-1711	6	27	diagnostic	diagnostic	ADJ
easat-1711	6	28	reliability	reliability	NOUN
easat-1711	6	29	.	.	PUNCT
easat-1711	7	1	existing	exist	VERB
easat-1711	7	2	deep	deep	ADJ
easat-1711	7	3	learning	learning	NOUN
easat-1711	7	4	models	model	NOUN
easat-1711	7	5	for	for	ADP
easat-1711	7	6	skin	skin	NOUN
easat-1711	7	7	lesion	lesion	NOUN
easat-1711	7	8	analysis	analysis	NOUN
easat-1711	7	9	often	often	ADV
easat-1711	7	10	prioritize	prioritize	VERB
easat-1711	7	11	accuracy	accuracy	NOUN
easat-1711	7	12	over	over	ADP
easat-1711	7	13	computational	computational	ADJ
easat-1711	7	14	efficiency	efficiency	NOUN
easat-1711	7	15	,	,	PUNCT
easat-1711	7	16	limiting	limit	VERB
easat-1711	7	17	their	their	PRON
easat-1711	7	18	practical	practical	ADJ
easat-1711	7	19	application	application	NOUN
easat-1711	7	20	in	in	ADP
easat-1711	7	21	clinical	clinical	ADJ
easat-1711	7	22	settings	setting	NOUN
easat-1711	7	23	where	where	SCONJ
easat-1711	7	24	both	both	DET
easat-1711	7	25	rapidity	rapidity	NOUN
easat-1711	7	26	and	and	CCONJ
easat-1711	7	27	precision	precision	NOUN
easat-1711	7	28	are	be	AUX
easat-1711	7	29	crucial	crucial	ADJ
easat-1711	7	30	.	.	PUNCT
easat-1711	8	1	to	to	PART
easat-1711	8	2	address	address	VERB
easat-1711	8	3	these	these	DET
easat-1711	8	4	limitations	limitation	NOUN
easat-1711	8	5	,	,	PUNCT
easat-1711	8	6	this	this	DET
easat-1711	8	7	study	study	NOUN
easat-1711	8	8	proposes	propose	VERB
easat-1711	8	9	a	a	DET
easat-1711	8	10	novel	novel	ADJ
easat-1711	8	11	model	model	NOUN
easat-1711	8	12	called	call	VERB
easat-1711	8	13	the	the	DET
easat-1711	8	14	compact	compact	ADJ
easat-1711	8	15	fortified	fortify	VERB
easat-1711	8	16	weight	weight	NOUN
easat-1711	8	17	-	-	PUNCT
easat-1711	8	18	prioritized	prioritize	VERB
easat-1711	8	19	convolutional	convolutional	ADJ
easat-1711	8	20	network	network	NOUN
easat-1711	8	21	(	(	PUNCT
easat-1711	8	22	cwcn	cwcn	ADV
easat-1711	8	23	)	)	PUNCT
easat-1711	8	24	,	,	PUNCT
easat-1711	8	25	optimized	optimize	VERB
easat-1711	8	26	using	use	VERB
easat-1711	8	27	the	the	DET
easat-1711	8	28	harbor	harbor	NOUN
easat-1711	8	29	seal	seal	NOUN
easat-1711	8	30	whiskers	whisker	NOUN
easat-1711	8	31	optimization	optimization	NOUN
easat-1711	8	32	(	(	PUNCT
easat-1711	8	33	hoa	hoa	NOUN
easat-1711	8	34	)	)	PUNCT
easat-1711	8	35	algorithm	algorithm	NOUN
easat-1711	8	36	(	(	PUNCT
easat-1711	8	37	cwcn	cwcn	NOUN
easat-1711	8	38	-	-	PUNCT
easat-1711	8	39	hoasld	hoasld	NOUN
easat-1711	8	40	-	-	PUNCT
easat-1711	8	41	di	di	NOUN
easat-1711	8	42	)	)	PUNCT
easat-1711	8	43	.	.	PUNCT
easat-1711	9	1	the	the	DET
easat-1711	9	2	cwcn	cwcn	NOUN
easat-1711	9	3	is	be	AUX
easat-1711	9	4	designed	design	VERB
easat-1711	9	5	to	to	PART
easat-1711	9	6	offer	offer	VERB
easat-1711	9	7	a	a	DET
easat-1711	9	8	balance	balance	NOUN
easat-1711	9	9	between	between	ADP
easat-1711	9	10	high	high	ADJ
easat-1711	9	11	performance	performance	NOUN
easat-1711	9	12	and	and	CCONJ
easat-1711	9	13	computational	computational	ADJ
easat-1711	9	14	efficiency	efficiency	NOUN
easat-1711	9	15	.	.	PUNCT
easat-1711	10	1	initially	initially	ADV
easat-1711	10	2	,	,	PUNCT
easat-1711	10	3	dermoscopic	dermoscopic	VERB
easat-1711	10	4	images	image	NOUN
easat-1711	10	5	from	from	ADP
easat-1711	10	6	the	the	DET
easat-1711	10	7	isic	isic	PROPN
easat-1711	10	8	archive	archive	NOUN
easat-1711	10	9	dataset	dataset	NOUN
easat-1711	10	10	are	be	AUX
easat-1711	10	11	collected	collect	VERB
easat-1711	10	12	and	and	CCONJ
easat-1711	10	13	subjected	subject	VERB
easat-1711	10	14	to	to	ADP
easat-1711	10	15	a	a	DET
easat-1711	10	16	series	series	NOUN
easat-1711	10	17	of	of	ADP
easat-1711	10	18	preprocessing	preprocesse	VERB
easat-1711	10	19	steps	step	NOUN
easat-1711	10	20	,	,	PUNCT
easat-1711	10	21	including	include	VERB
easat-1711	10	22	image	image	NOUN
easat-1711	10	23	augmentation	augmentation	NOUN
easat-1711	10	24	to	to	PART
easat-1711	10	25	enhance	enhance	VERB
easat-1711	10	26	robustness	robustness	NOUN
easat-1711	10	27	,	,	PUNCT
easat-1711	10	28	normalization	normalization	NOUN
easat-1711	10	29	using	use	VERB
easat-1711	10	30	log	log	NOUN
easat-1711	10	31	-	-	PUNCT
easat-1711	10	32	sinh	sinh	NOUN
easat-1711	10	33	with	with	ADP
easat-1711	10	34	adaptive	adaptive	PROPN
easat-1711	10	35	box	box	NOUN
easat-1711	10	36	-	-	PUNCT
easat-1711	10	37	cox	cox	NOUN
easat-1711	10	38	transformation	transformation	NOUN
easat-1711	10	39	,	,	PUNCT
easat-1711	10	40	and	and	CCONJ
easat-1711	10	41	noise	noise	NOUN
easat-1711	10	42	removal	removal	NOUN
easat-1711	10	43	employing	employ	VERB
easat-1711	10	44	guided	guide	VERB
easat-1711	10	45	box	box	NOUN
easat-1711	10	46	filtering	filtering	NOUN
easat-1711	10	47	(	(	PUNCT
easat-1711	10	48	gbf	gbf	PROPN
easat-1711	10	49	)	)	PUNCT
easat-1711	10	50	and	and	CCONJ
easat-1711	10	51	guided	guide	VERB
easat-1711	10	52	image	image	NOUN
easat-1711	10	53	filtering	filtering	NOUN
easat-1711	10	54	(	(	PUNCT
easat-1711	10	55	gif	gif	PROPN
easat-1711	10	56	)	)	PUNCT
easat-1711	10	57	.	.	PUNCT
easat-1711	11	1	the	the	DET
easat-1711	11	2	cwcn	cwcn	PROPN
easat-1711	11	3	-	-	PUNCT
easat-1711	11	4	hoa	hoa	NOUN
easat-1711	11	5	framework	framework	NOUN
easat-1711	11	6	is	be	AUX
easat-1711	11	7	then	then	ADV
easat-1711	11	8	utilized	utilize	VERB
easat-1711	11	9	to	to	PART
easat-1711	11	10	classify	classify	VERB
easat-1711	11	11	skin	skin	NOUN
easat-1711	11	12	lesions	lesion	NOUN
easat-1711	11	13	into	into	ADP
easat-1711	11	14	categories	category	NOUN
easat-1711	11	15	such	such	ADJ
easat-1711	11	16	as	as	ADP
easat-1711	11	17	malignant	malignant	ADJ
easat-1711	11	18	,	,	PUNCT
easat-1711	11	19	melanocytic	melanocytic	ADJ
easat-1711	11	20	nevus	nevus	NOUN
easat-1711	11	21	,	,	PUNCT
easat-1711	11	22	basal	basal	ADJ
easat-1711	11	23	cell	cell	NOUN
easat-1711	11	24	carcinoma	carcinoma	NOUN
easat-1711	11	25	,	,	PUNCT
easat-1711	11	26	actinic	actinic	ADJ
easat-1711	11	27	keratosis	keratosis	NOUN
easat-1711	11	28	,	,	PUNCT
easat-1711	11	29	benign	benign	ADJ
easat-1711	11	30	keratosis	keratosis	NOUN
easat-1711	11	31	,	,	PUNCT
easat-1711	11	32	dermatofibroma	dermatofibroma	ADJ
easat-1711	11	33	,	,	PUNCT
easat-1711	11	34	and	and	CCONJ
easat-1711	11	35	vascular	vascular	ADJ
easat-1711	11	36	lesion	lesion	NOUN
easat-1711	11	37	.	.	PUNCT
easat-1711	12	1	the	the	DET
easat-1711	12	2	proposed	propose	VERB
easat-1711	12	3	cwcn	cwcn	PROPN
easat-1711	12	4	-	-	PUNCT
easat-1711	12	5	hoa	hoa	PROPN
easat-1711	12	6	-	-	PUNCT
easat-1711	12	7	sld	sld	NOUN
easat-1711	12	8	-	-	PUNCT
easat-1711	12	9	di	di	NOUN
easat-1711	12	10	model	model	NOUN
easat-1711	12	11	is	be	AUX
easat-1711	12	12	implemented	implement	VERB
easat-1711	12	13	in	in	ADP
easat-1711	12	14	python	python	PROPN
easat-1711	12	15	,	,	PUNCT
easat-1711	12	16	and	and	CCONJ
easat-1711	12	17	its	its	PRON
easat-1711	12	18	performance	performance	NOUN
easat-1711	12	19	is	be	AUX
easat-1711	12	20	evaluated	evaluate	VERB
easat-1711	12	21	against	against	ADP
easat-1711	12	22	current	current	ADJ
easat-1711	12	23	methods	method	NOUN
easat-1711	12	24	.	.	PUNCT
easat-1711	13	1	the	the	DET
easat-1711	13	2	results	result	NOUN
easat-1711	13	3	indicate	indicate	VERB
easat-1711	13	4	that	that	SCONJ
easat-1711	13	5	the	the	DET
easat-1711	13	6	cwcn	cwcn	NOUN
easat-1711	13	7	-	-	PUNCT
easat-1711	13	8	hoa	hoa	NOUN
easat-1711	13	9	approach	approach	NOUN
easat-1711	13	10	achieves	achieve	VERB
easat-1711	13	11	significant	significant	ADJ
easat-1711	13	12	improvements	improvement	NOUN
easat-1711	13	13	in	in	ADP
easat-1711	13	14	both	both	DET
easat-1711	13	15	classification	classification	NOUN
easat-1711	13	16	accuracy	accuracy	NOUN
easat-1711	13	17	as	as	ADP
easat-1711	13	18	99.98	99.98	NUM
easat-1711	13	19	%	%	NOUN
easat-1711	13	20	and	and	CCONJ
easat-1711	13	21	computational	computational	ADJ
easat-1711	13	22	efficiency	efficiency	NOUN
easat-1711	13	23	as	as	ADP
easat-1711	13	24	92ms	92ms	NOUN
easat-1711	13	25	.	.	PUNCT
easat-1711	14	1	by	by	ADP
easat-1711	14	2	offering	offer	VERB
easat-1711	14	3	a	a	DET
easat-1711	14	4	combination	combination	NOUN
easat-1711	14	5	of	of	ADP
easat-1711	14	6	high	high	ADJ
easat-1711	14	7	performance	performance	NOUN
easat-1711	14	8	and	and	CCONJ
easat-1711	14	9	computational	computational	ADJ
easat-1711	14	10	efficiency	efficiency	NOUN
easat-1711	14	11	,	,	PUNCT
easat-1711	14	12	the	the	DET
easat-1711	14	13	cwcn	cwcn	NOUN
easat-1711	14	14	-	-	PUNCT
easat-1711	14	15	hoa	hoa	NOUN
easat-1711	14	16	model	model	NOUN
easat-1711	14	17	represents	represent	VERB
easat-1711	14	18	a	a	DET
easat-1711	14	19	promising	promising	ADJ
easat-1711	14	20	solution	solution	NOUN
easat-1711	14	21	for	for	ADP
easat-1711	14	22	accurate	accurate	ADJ
easat-1711	14	23	and	and	CCONJ
easat-1711	14	24	efficient	efficient	ADJ
easat-1711	14	25	skin	skin	NOUN
easat-1711	14	26	cancer	cancer	NOUN
easat-1711	14	27	detection	detection	NOUN
easat-1711	14	28	.	.	PUNCT
easat-1711	15	1	its	its	PRON
easat-1711	15	2	potential	potential	NOUN
easat-1711	15	3	to	to	PART
easat-1711	15	4	improve	improve	VERB
easat-1711	15	5	the	the	DET
easat-1711	15	6	diagnostic	diagnostic	ADJ
easat-1711	15	7	capabilities	capability	NOUN
easat-1711	15	8	of	of	ADP
easat-1711	15	9	dermatologists	dermatologist	NOUN
easat-1711	15	10	and	and	CCONJ
easat-1711	15	11	enhance	enhance	VERB
easat-1711	15	12	patient	patient	ADJ
easat-1711	15	13	outcomes	outcome	NOUN
easat-1711	15	14	underscores	underscore	VERB
easat-1711	15	15	its	its	PRON
easat-1711	15	16	significance	significance	NOUN
easat-1711	15	17	in	in	ADP
easat-1711	15	18	addressing	address	VERB
easat-1711	15	19	this	this	DET
easat-1711	15	20	critical	critical	ADJ
easat-1711	15	21	global	global	ADJ
easat-1711	15	22	health	health	NOUN
easat-1711	15	23	issue	issue	NOUN
easat-1711	15	24	.	.	PUNCT
easat-1711	16	1	keywords	keyword	NOUN
easat-1711	16	2	:	:	PUNCT
easat-1711	16	3	compact	compact	ADJ
easat-1711	16	4	fortified	fortify	VERB
easat-1711	16	5	weight	weight	NOUN
easat-1711	16	6	-	-	PUNCT
easat-1711	16	7	prioritized	prioritize	VERB
easat-1711	16	8	convolutional	convolutional	ADJ
easat-1711	16	9	network	network	NOUN
easat-1711	16	10	,	,	PUNCT
easat-1711	16	11	dermoscopic	dermoscopic	NOUN
easat-1711	16	12	images	image	NOUN
easat-1711	16	13	,	,	PUNCT
easat-1711	16	14	guided	guide	VERB
easat-1711	16	15	box	box	NOUN
easat-1711	16	16	filtering	filtering	NOUN
easat-1711	16	17	(	(	PUNCT
easat-1711	16	18	gbf	gbf	PROPN
easat-1711	16	19	)	)	PUNCT
easat-1711	16	20	,	,	PUNCT
easat-1711	16	21	guided	guide	VERB
easat-1711	16	22	image	image	NOUN
easat-1711	16	23	filtering	filtering	NOUN
easat-1711	16	24	(	(	PUNCT
easat-1711	16	25	gif	gif	PROPN
easat-1711	16	26	)	)	PUNCT
easat-1711	16	27	,	,	PUNCT
easat-1711	16	28	harbor	harbor	NOUN
easat-1711	16	29	seal	seal	NOUN
easat-1711	16	30	whiskers	whisker	NOUN
easat-1711	16	31	optimization	optimization	NOUN
easat-1711	16	32	(	(	PUNCT
easat-1711	16	33	hoa	hoa	NOUN
easat-1711	16	34	)	)	PUNCT
easat-1711	16	35	algorithm	algorithm	NOUN
easat-1711	16	36	,	,	PUNCT
easat-1711	16	37	log	log	NOUN
easat-1711	16	38	-	-	PUNCT
easat-1711	16	39	sinh	sinh	NOUN
easat-1711	16	40	with	with	ADP
easat-1711	16	41	adaptive	adaptive	PROPN
easat-1711	16	42	box	box	NOUN
easat-1711	16	43	-	-	PUNCT
easat-1711	16	44	cox	cox	PROPN
easat-1711	16	45	transformation	transformation	NOUN
easat-1711	16	46	,	,	PUNCT
easat-1711	16	47	skin	skin	NOUN
easat-1711	16	48	cancer	cancer	NOUN
easat-1711	16	49	,	,	PUNCT
easat-1711	16	50	skin	skin	NOUN
easat-1711	16	51	lesion	lesion	NOUN
easat-1711	16	52	classification	classification	NOUN
easat-1711	16	53	.	.	PUNCT
easat-1711	17	1	1	1	X
easat-1711	17	2	.	.	X
easat-1711	17	3	introduction	introduction	NOUN
easat-1711	17	4	skin	skin	NOUN
easat-1711	17	5	cancer	cancer	NOUN
easat-1711	17	6	is	be	AUX
easat-1711	17	7	a	a	DET
easat-1711	17	8	leading	lead	VERB
easat-1711	17	9	cause	cause	NOUN
easat-1711	17	10	of	of	ADP
easat-1711	17	11	cancer	cancer	NOUN
easat-1711	17	12	-	-	PUNCT
easat-1711	17	13	related	relate	VERB
easat-1711	17	14	mortality	mortality	NOUN
easat-1711	17	15	and	and	CCONJ
easat-1711	17	16	poses	pose	VERB
easat-1711	17	17	a	a	DET
easat-1711	17	18	significant	significant	ADJ
easat-1711	17	19	global	global	ADJ
easat-1711	17	20	health	health	NOUN
easat-1711	17	21	challenge	challenge	NOUN
easat-1711	17	22	[	[	X
easat-1711	17	23	1	1	NUM
easat-1711	17	24	-	-	SYM
easat-1711	17	25	3	3	NUM
easat-1711	17	26	]	]	PUNCT
easat-1711	17	27	.	.	PUNCT
easat-1711	18	1	according	accord	VERB
easat-1711	18	2	to	to	ADP
easat-1711	18	3	the	the	DET
easat-1711	18	4	american	american	ADJ
easat-1711	18	5	cancer	cancer	NOUN
easat-1711	18	6	society	society	NOUN
easat-1711	18	7	,	,	PUNCT
easat-1711	18	8	skin	skin	NOUN
easat-1711	18	9	cancer	cancer	NOUN
easat-1711	18	10	mortality	mortality	NOUN
easat-1711	18	11	rates	rate	NOUN
easat-1711	18	12	can	can	AUX
easat-1711	18	13	reach	reach	VERB
easat-1711	18	14	as	as	ADV
easat-1711	18	15	high	high	ADJ
easat-1711	18	16	as	as	ADP
easat-1711	18	17	75	75	NUM
easat-1711	18	18	%	%	NOUN
easat-1711	18	19	,	,	PUNCT
easat-1711	18	20	with	with	ADP
easat-1711	18	21	melanoma	melanoma	NOUN
easat-1711	18	22	showing	show	VERB
easat-1711	18	23	the	the	DET
easat-1711	18	24	most	most	ADV
easat-1711	18	25	alarming	alarming	ADJ
easat-1711	18	26	increase	increase	NOUN
easat-1711	18	27	in	in	ADP
easat-1711	18	28	incidence	incidence	NOUN
easat-1711	18	29	at	at	ADP
easat-1711	18	30	14	14	NUM
easat-1711	18	31	%	%	NOUN
easat-1711	18	32	[	[	X
easat-1711	18	33	4	4	NUM
easat-1711	18	34	]	]	PUNCT
easat-1711	18	35	.	.	PUNCT
easat-1711	19	1	early	early	ADJ
easat-1711	19	2	detection	detection	NOUN
easat-1711	19	3	and	and	CCONJ
easat-1711	19	4	treatment	treatment	NOUN
easat-1711	19	5	are	be	AUX
easat-1711	19	6	crucial	crucial	ADJ
easat-1711	19	7	,	,	PUNCT
easat-1711	19	8	as	as	SCONJ
easat-1711	19	9	they	they	PRON
easat-1711	19	10	significantly	significantly	ADV
easat-1711	19	11	enhance	enhance	VERB
easat-1711	19	12	survival	survival	NOUN
easat-1711	19	13	rates	rate	NOUN
easat-1711	19	14	[	[	X
easat-1711	19	15	5	5	NUM
easat-1711	19	16	]	]	PUNCT
easat-1711	19	17	.	.	PUNCT
easat-1711	20	1	dermoscopy	dermoscopy	PROPN
easat-1711	20	2	,	,	PUNCT
easat-1711	20	3	a	a	DET
easat-1711	20	4	non	non	ADJ
easat-1711	20	5	-	-	ADJ
easat-1711	20	6	invasive	invasive	ADJ
easat-1711	20	7	imaging	imaging	NOUN
easat-1711	20	8	technique	technique	NOUN
easat-1711	20	9	,	,	PUNCT
easat-1711	20	10	is	be	AUX
easat-1711	20	11	widely	widely	ADV
easat-1711	20	12	used	use	VERB
easat-1711	20	13	in	in	ADP
easat-1711	20	14	melanoma	melanoma	ADJ
easat-1711	20	15	diagnosis	diagnosis	NOUN
easat-1711	20	16	[	[	X
easat-1711	20	17	6	6	NUM
easat-1711	20	18	-	-	SYM
easat-1711	20	19	9	9	NUM
easat-1711	20	20	]	]	PUNCT
easat-1711	20	21	.	.	PUNCT
easat-1711	21	1	although	although	SCONJ
easat-1711	21	2	it	it	PRON
easat-1711	21	3	is	be	AUX
easat-1711	21	4	superior	superior	ADJ
easat-1711	21	5	to	to	ADP
easat-1711	21	6	naked	naked	ADJ
easat-1711	21	7	-	-	PUNCT
easat-1711	21	8	eye	eye	NOUN
easat-1711	21	9	examination	examination	NOUN
easat-1711	21	10	,	,	PUNCT
easat-1711	21	11	its	its	PRON
easat-1711	21	12	accuracy	accuracy	NOUN
easat-1711	21	13	heavily	heavily	ADV
easat-1711	21	14	depends	depend	VERB
easat-1711	21	15	on	on	ADP
easat-1711	21	16	the	the	DET
easat-1711	21	17	expertise	expertise	NOUN
easat-1711	21	18	and	and	CCONJ
easat-1711	21	19	experience	experience	NOUN
easat-1711	21	20	of	of	ADP
easat-1711	21	21	dermatologists	dermatologist	NOUN
easat-1711	21	22	[	[	X
easat-1711	21	23	10	10	NUM
easat-1711	21	24	-	-	SYM
easat-1711	21	25	13	13	NUM
easat-1711	21	26	]	]	PUNCT
easat-1711	21	27	.	.	PUNCT
easat-1711	22	1	the	the	DET
easat-1711	22	2	inter	inter	ADJ
easat-1711	22	3	-	-	ADJ
easat-1711	22	4	observer	observer	ADJ
easat-1711	22	5	variability	variability	NOUN
easat-1711	22	6	and	and	CCONJ
easat-1711	22	7	diagnostic	diagnostic	ADJ
easat-1711	22	8	accuracy	accuracy	NOUN
easat-1711	22	9	rates	rate	NOUN
easat-1711	22	10	ranging	range	VERB
easat-1711	22	11	from	from	ADP
easat-1711	22	12	75	75	NUM
easat-1711	22	13	%	%	NOUN
easat-1711	22	14	to	to	PART
easat-1711	22	15	84	84	NUM
easat-1711	22	16	%	%	NOUN
easat-1711	22	17	underscore	underscore	VERB
easat-1711	22	18	the	the	DET
easat-1711	22	19	need	need	NOUN
easat-1711	22	20	for	for	ADP
easat-1711	22	21	supplementary	supplementary	ADJ
easat-1711	22	22	diagnostic	diagnostic	ADJ
easat-1711	22	23	tools	tool	NOUN
easat-1711	22	24	[	[	X
easat-1711	22	25	14	14	NUM
easat-1711	22	26	-	-	SYM
easat-1711	22	27	16	16	NUM
easat-1711	22	28	]	]	PUNCT
easat-1711	22	29	.	.	PUNCT
easat-1711	23	1	leveraging	leverage	VERB
easat-1711	23	2	artificial	artificial	ADJ
easat-1711	23	3	intelligence	intelligence	NOUN
easat-1711	23	4	(	(	PUNCT
easat-1711	23	5	ai	ai	PROPN
easat-1711	23	6	)	)	PUNCT
easat-1711	23	7	479	479	PROPN
easat-1711	23	8	edelweiss	edelweiss	PROPN
easat-1711	23	9	applied	apply	VERB
easat-1711	23	10	science	science	NOUN
easat-1711	23	11	and	and	CCONJ
easat-1711	23	12	technology	technology	NOUN
easat-1711	23	13	issn	issn	PROPN
easat-1711	23	14	:	:	PUNCT
easat-1711	23	15	2576	2576	NUM
easat-1711	23	16	-	-	SYM
easat-1711	23	17	8484	8484	NUM
easat-1711	23	18	vol	vol	NOUN
easat-1711	23	19	.	.	PROPN
easat-1711	23	20	8	8	NUM
easat-1711	23	21	,	,	PUNCT
easat-1711	23	22	no	no	INTJ
easat-1711	23	23	.	.	NOUN
easat-1711	23	24	5	5	NUM
easat-1711	23	25	:	:	SYM
easat-1711	23	26	478	478	NUM
easat-1711	23	27	-	-	SYM
easat-1711	23	28	497	497	NUM
easat-1711	23	29	,	,	PUNCT
easat-1711	23	30	2024	2024	NUM
easat-1711	23	31	doi	doi	NOUN
easat-1711	23	32	:	:	PUNCT
easat-1711	23	33	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	23	34	©	©	PROPN
easat-1711	23	35	2024	2024	NUM
easat-1711	23	36	by	by	ADP
easat-1711	23	37	the	the	DET
easat-1711	23	38	authors	author	NOUN
easat-1711	23	39	;	;	PUNCT
easat-1711	23	40	licensee	licensee	NOUN
easat-1711	23	41	learning	learning	NOUN
easat-1711	23	42	gate	gate	NOUN
easat-1711	23	43	for	for	ADP
easat-1711	23	44	automated	automate	VERB
easat-1711	23	45	,	,	PUNCT
easat-1711	23	46	non	non	ADJ
easat-1711	23	47	-	-	ADJ
easat-1711	23	48	contact	contact	ADJ
easat-1711	23	49	melanoma	melanoma	NOUN
easat-1711	23	50	diagnosis	diagnosis	NOUN
easat-1711	23	51	offers	offer	VERB
easat-1711	23	52	a	a	DET
easat-1711	23	53	promising	promising	ADJ
easat-1711	23	54	solution	solution	NOUN
easat-1711	23	55	[	[	X
easat-1711	23	56	17	17	NUM
easat-1711	23	57	-	-	SYM
easat-1711	23	58	18	18	NUM
easat-1711	23	59	]	]	PUNCT
easat-1711	23	60	.	.	PUNCT
easat-1711	24	1	however	however	ADV
easat-1711	24	2	,	,	PUNCT
easat-1711	24	3	challenges	challenge	NOUN
easat-1711	24	4	persist	persist	VERB
easat-1711	24	5	due	due	ADP
easat-1711	24	6	to	to	ADP
easat-1711	24	7	image	image	NOUN
easat-1711	24	8	interference	interference	NOUN
easat-1711	24	9	factors	factor	NOUN
easat-1711	24	10	,	,	PUNCT
easat-1711	24	11	such	such	ADJ
easat-1711	24	12	as	as	ADP
easat-1711	24	13	hair	hair	NOUN
easat-1711	24	14	,	,	PUNCT
easat-1711	24	15	skin	skin	NOUN
easat-1711	24	16	preparation	preparation	NOUN
easat-1711	24	17	solutions	solution	NOUN
easat-1711	24	18	,	,	PUNCT
easat-1711	24	19	and	and	CCONJ
easat-1711	24	20	auxiliary	auxiliary	ADJ
easat-1711	24	21	identification	identification	NOUN
easat-1711	24	22	discs	disc	NOUN
easat-1711	24	23	[	[	X
easat-1711	24	24	19	19	NUM
easat-1711	24	25	-	-	SYM
easat-1711	24	26	20	20	NUM
easat-1711	24	27	]	]	PUNCT
easat-1711	24	28	.	.	PUNCT
easat-1711	25	1	accurate	accurate	ADJ
easat-1711	25	2	and	and	CCONJ
easat-1711	25	3	timely	timely	ADJ
easat-1711	25	4	identification	identification	NOUN
easat-1711	25	5	of	of	ADP
easat-1711	25	6	skin	skin	NOUN
easat-1711	25	7	diseases	disease	NOUN
easat-1711	25	8	is	be	AUX
easat-1711	25	9	essential	essential	ADJ
easat-1711	25	10	for	for	ADP
easat-1711	25	11	effective	effective	ADJ
easat-1711	25	12	dermatological	dermatological	ADJ
easat-1711	25	13	management	management	NOUN
easat-1711	26	1	[	[	X
easat-1711	26	2	21	21	NUM
easat-1711	26	3	]	]	PUNCT
easat-1711	26	4	.	.	PUNCT
easat-1711	27	1	previous	previous	ADJ
easat-1711	27	2	research	research	NOUN
easat-1711	27	3	has	have	AUX
easat-1711	27	4	explored	explore	VERB
easat-1711	27	5	automated	automated	ADJ
easat-1711	27	6	skin	skin	NOUN
easat-1711	27	7	lesion	lesion	NOUN
easat-1711	27	8	detection	detection	NOUN
easat-1711	27	9	and	and	CCONJ
easat-1711	27	10	classification	classification	NOUN
easat-1711	27	11	using	use	VERB
easat-1711	27	12	deep	deep	ADJ
easat-1711	27	13	convolutional	convolutional	ADJ
easat-1711	27	14	neural	neural	ADJ
easat-1711	27	15	networks	network	NOUN
easat-1711	27	16	(	(	PUNCT
easat-1711	27	17	cnns	cnns	PROPN
easat-1711	27	18	)	)	PUNCT
easat-1711	27	19	like	like	ADP
easat-1711	27	20	vgg19	vgg19	PROPN
easat-1711	27	21	and	and	CCONJ
easat-1711	27	22	resnet152	resnet152	PROPN
easat-1711	27	23	on	on	ADP
easat-1711	27	24	dermoscopic	dermoscopic	ADJ
easat-1711	27	25	images	image	NOUN
easat-1711	27	26	[	[	X
easat-1711	27	27	22	22	NUM
easat-1711	27	28	-	-	SYM
easat-1711	27	29	23	23	NUM
easat-1711	27	30	]	]	PUNCT
easat-1711	27	31	.	.	PUNCT
easat-1711	28	1	while	while	SCONJ
easat-1711	28	2	these	these	DET
easat-1711	28	3	approaches	approach	NOUN
easat-1711	28	4	are	be	AUX
easat-1711	28	5	innovative	innovative	ADJ
easat-1711	28	6	,	,	PUNCT
easat-1711	28	7	they	they	PRON
easat-1711	28	8	face	face	VERB
easat-1711	28	9	challenges	challenge	NOUN
easat-1711	28	10	related	relate	VERB
easat-1711	28	11	to	to	ADP
easat-1711	28	12	computational	computational	ADJ
easat-1711	28	13	efficiency	efficiency	NOUN
easat-1711	28	14	,	,	PUNCT
easat-1711	28	15	accuracy	accuracy	NOUN
easat-1711	28	16	,	,	PUNCT
easat-1711	28	17	and	and	CCONJ
easat-1711	28	18	explainability	explainability	NOUN
easat-1711	28	19	[	[	X
easat-1711	28	20	24	24	NUM
easat-1711	28	21	-	-	SYM
easat-1711	28	22	26	26	NUM
easat-1711	28	23	]	]	PUNCT
easat-1711	28	24	.	.	PUNCT
easat-1711	29	1	balancing	balance	VERB
easat-1711	29	2	these	these	DET
easat-1711	29	3	aspects	aspect	NOUN
easat-1711	29	4	remains	remain	VERB
easat-1711	29	5	a	a	DET
easat-1711	29	6	significant	significant	ADJ
easat-1711	29	7	hurdle	hurdle	NOUN
easat-1711	29	8	,	,	PUNCT
easat-1711	29	9	often	often	ADV
easat-1711	29	10	preventing	prevent	VERB
easat-1711	29	11	current	current	ADJ
easat-1711	29	12	methods	method	NOUN
easat-1711	29	13	from	from	ADP
easat-1711	29	14	meeting	meet	VERB
easat-1711	29	15	real	real	ADJ
easat-1711	29	16	-	-	PUNCT
easat-1711	29	17	time	time	NOUN
easat-1711	29	18	clinical	clinical	ADJ
easat-1711	29	19	requirements	requirement	NOUN
easat-1711	29	20	[	[	X
easat-1711	29	21	27	27	NUM
easat-1711	29	22	]	]	PUNCT
easat-1711	29	23	.	.	PUNCT
easat-1711	30	1	to	to	PART
easat-1711	30	2	address	address	VERB
easat-1711	30	3	these	these	DET
easat-1711	30	4	challenges	challenge	NOUN
easat-1711	30	5	,	,	PUNCT
easat-1711	30	6	a	a	DET
easat-1711	30	7	compact	compact	ADJ
easat-1711	30	8	fortified	fortify	VERB
easat-1711	30	9	weight	weight	NOUN
easat-1711	30	10	-	-	PUNCT
easat-1711	30	11	prioritized	prioritize	VERB
easat-1711	30	12	convolutional	convolutional	ADJ
easat-1711	30	13	network	network	NOUN
easat-1711	30	14	(	(	PUNCT
easat-1711	30	15	cwcn	cwcn	ADV
easat-1711	30	16	)	)	PUNCT
easat-1711	30	17	optimized	optimize	VERB
easat-1711	30	18	through	through	ADP
easat-1711	30	19	the	the	DET
easat-1711	30	20	harbor	harbor	NOUN
easat-1711	30	21	seal	seal	NOUN
easat-1711	30	22	whiskers	whisker	NOUN
easat-1711	30	23	optimization	optimization	NOUN
easat-1711	30	24	(	(	PUNCT
easat-1711	30	25	hoa	hoa	NOUN
easat-1711	30	26	)	)	PUNCT
easat-1711	30	27	algorithm	algorithm	NOUN
easat-1711	30	28	is	be	AUX
easat-1711	30	29	proposed	propose	VERB
easat-1711	30	30	.	.	PUNCT
easat-1711	31	1	this	this	DET
easat-1711	31	2	model	model	NOUN
easat-1711	31	3	prioritizes	prioritize	VERB
easat-1711	31	4	computational	computational	ADJ
easat-1711	31	5	efficiency	efficiency	NOUN
easat-1711	31	6	without	without	ADP
easat-1711	31	7	compromising	compromise	VERB
easat-1711	31	8	accuracy	accuracy	NOUN
easat-1711	31	9	.	.	PUNCT
easat-1711	32	1	here	here	ADV
easat-1711	32	2	compact	compact	ADJ
easat-1711	32	3	fortified	fortify	VERB
easat-1711	32	4	weight	weight	NOUN
easat-1711	32	5	-	-	PUNCT
easat-1711	32	6	prioritized	prioritize	VERB
easat-1711	32	7	convolutional	convolutional	ADJ
easat-1711	32	8	network	network	NOUN
easat-1711	32	9	(	(	PUNCT
easat-1711	32	10	cwcn	cwcn	ADV
easat-1711	32	11	)	)	PUNCT
easat-1711	32	12	are	be	AUX
easat-1711	32	13	designed	design	VERB
easat-1711	32	14	to	to	PART
easat-1711	32	15	efficiently	efficiently	ADV
easat-1711	32	16	extract	extract	VERB
easat-1711	32	17	relevant	relevant	ADJ
easat-1711	32	18	features	feature	NOUN
easat-1711	32	19	from	from	ADP
easat-1711	32	20	input	input	NOUN
easat-1711	32	21	data	datum	NOUN
easat-1711	32	22	without	without	ADP
easat-1711	32	23	requiring	require	VERB
easat-1711	32	24	explicit	explicit	ADJ
easat-1711	32	25	segmentation	segmentation	NOUN
easat-1711	32	26	and	and	CCONJ
easat-1711	32	27	feature	feature	NOUN
easat-1711	32	28	extraction	extraction	NOUN
easat-1711	32	29	process	process	NOUN
easat-1711	32	30	.	.	PUNCT
easat-1711	33	1	this	this	PRON
easat-1711	33	2	is	be	AUX
easat-1711	33	3	achieved	achieve	VERB
easat-1711	33	4	through	through	ADP
easat-1711	33	5	their	their	PRON
easat-1711	33	6	inherent	inherent	ADJ
easat-1711	33	7	architecture	architecture	NOUN
easat-1711	33	8	and	and	CCONJ
easat-1711	33	9	training	training	NOUN
easat-1711	33	10	process	process	NOUN
easat-1711	33	11	.	.	PUNCT
easat-1711	34	1	unlike	unlike	ADP
easat-1711	34	2	traditional	traditional	ADJ
easat-1711	34	3	machine	machine	NOUN
easat-1711	34	4	learning	learning	NOUN
easat-1711	34	5	methods	method	NOUN
easat-1711	34	6	,	,	PUNCT
easat-1711	34	7	which	which	PRON
easat-1711	34	8	rely	rely	VERB
easat-1711	34	9	on	on	ADP
easat-1711	34	10	handcrafted	handcraft	VERB
easat-1711	34	11	features	feature	NOUN
easat-1711	34	12	,	,	PUNCT
easat-1711	34	13	deep	deep	ADJ
easat-1711	34	14	learning	learning	NOUN
easat-1711	34	15	models	model	NOUN
easat-1711	34	16	learn	learn	VERB
easat-1711	34	17	these	these	DET
easat-1711	34	18	features	feature	NOUN
easat-1711	34	19	automatically	automatically	ADV
easat-1711	34	20	,	,	PUNCT
easat-1711	34	21	reducing	reduce	VERB
easat-1711	34	22	the	the	DET
easat-1711	34	23	need	need	NOUN
easat-1711	34	24	for	for	ADP
easat-1711	34	25	human	human	ADJ
easat-1711	34	26	intervention	intervention	NOUN
easat-1711	34	27	.	.	PUNCT
easat-1711	35	1	this	this	PRON
easat-1711	35	2	not	not	PART
easat-1711	35	3	only	only	ADV
easat-1711	35	4	simplifies	simplify	VERB
easat-1711	35	5	the	the	DET
easat-1711	35	6	modeling	modeling	NOUN
easat-1711	35	7	process	process	NOUN
easat-1711	35	8	but	but	CCONJ
easat-1711	35	9	also	also	ADV
easat-1711	35	10	improves	improve	VERB
easat-1711	35	11	computational	computational	ADJ
easat-1711	35	12	efficiency	efficiency	NOUN
easat-1711	35	13	,	,	PUNCT
easat-1711	35	14	making	make	VERB
easat-1711	35	15	lightweight	lightweight	ADJ
easat-1711	35	16	cwcn	cwcn	NOUN
easat-1711	35	17	models	model	VERB
easat-1711	35	18	suitable	suitable	ADJ
easat-1711	35	19	for	for	ADP
easat-1711	35	20	resource	resource	NOUN
easat-1711	35	21	-	-	PUNCT
easat-1711	35	22	constrained	constrain	VERB
easat-1711	35	23	environments	environment	NOUN
easat-1711	35	24	and	and	CCONJ
easat-1711	35	25	real	real	ADJ
easat-1711	35	26	-	-	PUNCT
easat-1711	35	27	time	time	NOUN
easat-1711	35	28	applications	application	NOUN
easat-1711	35	29	.	.	PUNCT
easat-1711	36	1	the	the	DET
easat-1711	36	2	hoa	hoa	NOUN
easat-1711	36	3	enhances	enhance	VERB
easat-1711	36	4	feature	feature	NOUN
easat-1711	36	5	extraction	extraction	NOUN
easat-1711	36	6	and	and	CCONJ
easat-1711	36	7	classification	classification	NOUN
easat-1711	36	8	,	,	PUNCT
easat-1711	36	9	addressing	address	VERB
easat-1711	36	10	the	the	DET
easat-1711	36	11	limitations	limitation	NOUN
easat-1711	36	12	of	of	ADP
easat-1711	36	13	existing	exist	VERB
easat-1711	36	14	models	model	NOUN
easat-1711	36	15	by	by	ADP
easat-1711	36	16	offering	offer	VERB
easat-1711	36	17	a	a	DET
easat-1711	36	18	balance	balance	NOUN
easat-1711	36	19	of	of	ADP
easat-1711	36	20	accuracy	accuracy	NOUN
easat-1711	36	21	,	,	PUNCT
easat-1711	36	22	speed	speed	NOUN
easat-1711	36	23	,	,	PUNCT
easat-1711	36	24	and	and	CCONJ
easat-1711	36	25	real	real	ADJ
easat-1711	36	26	-	-	PUNCT
easat-1711	36	27	world	world	NOUN
easat-1711	36	28	applicability	applicability	NOUN
easat-1711	36	29	.	.	PUNCT
easat-1711	37	1	the	the	DET
easat-1711	37	2	goal	goal	NOUN
easat-1711	37	3	is	be	AUX
easat-1711	37	4	to	to	PART
easat-1711	37	5	develop	develop	VERB
easat-1711	37	6	a	a	DET
easat-1711	37	7	highly	highly	ADV
easat-1711	37	8	efficient	efficient	ADJ
easat-1711	37	9	and	and	CCONJ
easat-1711	37	10	accurate	accurate	ADJ
easat-1711	37	11	skin	skin	NOUN
easat-1711	37	12	disease	disease	NOUN
easat-1711	37	13	detection	detection	NOUN
easat-1711	37	14	system	system	NOUN
easat-1711	37	15	.	.	PUNCT
easat-1711	38	1	by	by	ADP
easat-1711	38	2	combining	combine	VERB
easat-1711	38	3	a	a	DET
easat-1711	38	4	compact	compact	ADJ
easat-1711	38	5	architecture	architecture	NOUN
easat-1711	38	6	,	,	PUNCT
easat-1711	38	7	weight	weight	NOUN
easat-1711	38	8	prioritization	prioritization	NOUN
easat-1711	38	9	,	,	PUNCT
easat-1711	38	10	and	and	CCONJ
easat-1711	38	11	advanced	advanced	ADJ
easat-1711	38	12	optimization	optimization	NOUN
easat-1711	38	13	,	,	PUNCT
easat-1711	38	14	the	the	DET
easat-1711	38	15	proposed	propose	VERB
easat-1711	38	16	method	method	NOUN
easat-1711	38	17	aims	aim	VERB
easat-1711	38	18	to	to	PART
easat-1711	38	19	surpass	surpass	VERB
easat-1711	38	20	current	current	ADJ
easat-1711	38	21	solutions	solution	NOUN
easat-1711	38	22	,	,	PUNCT
easat-1711	38	23	providing	provide	VERB
easat-1711	38	24	a	a	DET
easat-1711	38	25	practical	practical	ADJ
easat-1711	38	26	tool	tool	NOUN
easat-1711	38	27	for	for	ADP
easat-1711	38	28	dermatologists	dermatologist	NOUN
easat-1711	38	29	.	.	PUNCT
easat-1711	39	1	the	the	DET
easat-1711	39	2	main	main	ADJ
easat-1711	39	3	contributions	contribution	NOUN
easat-1711	39	4	of	of	ADP
easat-1711	39	5	this	this	DET
easat-1711	39	6	work	work	NOUN
easat-1711	39	7	are	be	AUX
easat-1711	39	8	given	give	VERB
easat-1711	39	9	below	below	ADP
easat-1711	39	10	,	,	PUNCT
easat-1711	39	11	•	•	ADP
easat-1711	39	12	it	it	PRON
easat-1711	39	13	proposes	propose	VERB
easat-1711	39	14	a	a	DET
easat-1711	39	15	novel	novel	ADJ
easat-1711	39	16	architecture	architecture	NOUN
easat-1711	39	17	called	call	VERB
easat-1711	39	18	compact	compact	ADJ
easat-1711	39	19	fortified	fortify	VERB
easat-1711	39	20	weight	weight	NOUN
easat-1711	39	21	-	-	PUNCT
easat-1711	39	22	prioritized	prioritize	VERB
easat-1711	39	23	convolutional	convolutional	ADJ
easat-1711	39	24	network	network	NOUN
easat-1711	39	25	(	(	PUNCT
easat-1711	39	26	cwcn	cwcn	ADV
easat-1711	39	27	)	)	PUNCT
easat-1711	39	28	for	for	ADP
easat-1711	39	29	efficient	efficient	ADJ
easat-1711	39	30	and	and	CCONJ
easat-1711	39	31	accurate	accurate	ADJ
easat-1711	39	32	skin	skin	NOUN
easat-1711	39	33	lesion	lesion	NOUN
easat-1711	39	34	classification	classification	NOUN
easat-1711	39	35	.	.	PUNCT
easat-1711	40	1	•	•	NUM
easat-1711	40	2	also	also	ADV
easat-1711	40	3	,	,	PUNCT
easat-1711	40	4	it	it	PRON
easat-1711	40	5	employes	employe	NOUN
easat-1711	40	6	harbor	harbor	NOUN
easat-1711	40	7	seal	seal	NOUN
easat-1711	40	8	whiskers	whisker	NOUN
easat-1711	40	9	optimization	optimization	NOUN
easat-1711	40	10	(	(	PUNCT
easat-1711	40	11	hoa	hoa	NOUN
easat-1711	40	12	)	)	PUNCT
easat-1711	40	13	to	to	PART
easat-1711	40	14	enhance	enhance	VERB
easat-1711	40	15	feature	feature	NOUN
easat-1711	40	16	extraction	extraction	NOUN
easat-1711	40	17	and	and	CCONJ
easat-1711	40	18	classification	classification	NOUN
easat-1711	40	19	.	.	PUNCT
easat-1711	41	1	•	•	NUM
easat-1711	41	2	it	it	PRON
easat-1711	41	3	addresses	address	VERB
easat-1711	41	4	the	the	DET
easat-1711	41	5	computational	computational	ADJ
easat-1711	41	6	constraints	constraint	NOUN
easat-1711	41	7	by	by	ADP
easat-1711	41	8	developing	develop	VERB
easat-1711	41	9	a	a	DET
easat-1711	41	10	lightweight	lightweight	ADJ
easat-1711	41	11	model	model	NOUN
easat-1711	41	12	suitable	suitable	ADJ
easat-1711	41	13	for	for	ADP
easat-1711	41	14	realtime	realtime	NOUN
easat-1711	41	15	applications	application	NOUN
easat-1711	41	16	in	in	ADP
easat-1711	41	17	dermatological	dermatological	ADJ
easat-1711	41	18	settings	setting	NOUN
easat-1711	41	19	.	.	PUNCT
easat-1711	42	1	•	•	INTJ
easat-1711	42	2	it	it	PRON
easat-1711	42	3	improves	improve	VERB
easat-1711	42	4	the	the	DET
easat-1711	42	5	diagnostic	diagnostic	ADJ
easat-1711	42	6	accuracy	accuracy	NOUN
easat-1711	42	7	by	by	ADP
easat-1711	42	8	enhancing	enhance	VERB
easat-1711	42	9	the	the	DET
easat-1711	42	10	precision	precision	NOUN
easat-1711	42	11	and	and	CCONJ
easat-1711	42	12	recall	recall	NOUN
easat-1711	42	13	of	of	ADP
easat-1711	42	14	skin	skin	NOUN
easat-1711	42	15	cancer	cancer	NOUN
easat-1711	42	16	detection	detection	NOUN
easat-1711	42	17	compared	compare	VERB
easat-1711	42	18	to	to	ADP
easat-1711	42	19	existing	exist	VERB
easat-1711	42	20	methods	method	NOUN
easat-1711	42	21	.	.	PUNCT
easat-1711	43	1	•	•	NOUN
easat-1711	43	2	it	it	PRON
easat-1711	43	3	provides	provide	VERB
easat-1711	43	4	a	a	DET
easat-1711	43	5	valuable	valuable	ADJ
easat-1711	43	6	tool	tool	NOUN
easat-1711	43	7	for	for	ADP
easat-1711	43	8	dermatologists	dermatologist	NOUN
easat-1711	43	9	to	to	PART
easat-1711	43	10	improve	improve	VERB
easat-1711	43	11	patient	patient	ADJ
easat-1711	43	12	outcomes	outcome	NOUN
easat-1711	43	13	.	.	PUNCT
easat-1711	44	1	the	the	DET
easat-1711	44	2	subsequent	subsequent	ADJ
easat-1711	44	3	sections	section	NOUN
easat-1711	44	4	of	of	ADP
easat-1711	44	5	this	this	DET
easat-1711	44	6	manuscript	manuscript	NOUN
easat-1711	44	7	present	present	VERB
easat-1711	44	8	a	a	DET
easat-1711	44	9	comprehensive	comprehensive	ADJ
easat-1711	44	10	exploration	exploration	NOUN
easat-1711	44	11	of	of	ADP
easat-1711	44	12	the	the	DET
easat-1711	44	13	proposed	propose	VERB
easat-1711	44	14	cwcn	cwcn	NOUN
easat-1711	44	15	-	-	PUNCT
easat-1711	44	16	hoa	hoa	NOUN
easat-1711	44	17	model	model	NOUN
easat-1711	44	18	.	.	PUNCT
easat-1711	45	1	section	section	NOUN
easat-1711	45	2	2	2	NUM
easat-1711	45	3	provides	provide	VERB
easat-1711	45	4	a	a	DET
easat-1711	45	5	systematic	systematic	ADJ
easat-1711	45	6	review	review	NOUN
easat-1711	45	7	of	of	ADP
easat-1711	45	8	existing	exist	VERB
easat-1711	45	9	skin	skin	NOUN
easat-1711	45	10	lesion	lesion	NOUN
easat-1711	45	11	detection	detection	NOUN
easat-1711	45	12	methods	method	NOUN
easat-1711	45	13	,	,	PUNCT
easat-1711	45	14	highlighting	highlight	VERB
easat-1711	45	15	their	their	PRON
easat-1711	45	16	strengths	strength	NOUN
easat-1711	45	17	and	and	CCONJ
easat-1711	45	18	weaknesses	weakness	NOUN
easat-1711	45	19	.	.	PUNCT
easat-1711	46	1	section	section	NOUN
easat-1711	46	2	3	3	NUM
easat-1711	46	3	delves	delf	NOUN
easat-1711	46	4	into	into	ADP
easat-1711	46	5	the	the	DET
easat-1711	46	6	methodological	methodological	ADJ
easat-1711	46	7	details	detail	NOUN
easat-1711	46	8	of	of	ADP
easat-1711	46	9	the	the	DET
easat-1711	46	10	cwcn	cwcn	NOUN
easat-1711	46	11	-	-	PUNCT
easat-1711	46	12	hoa	hoa	NOUN
easat-1711	46	13	model	model	NOUN
easat-1711	46	14	,	,	PUNCT
easat-1711	46	15	elucidating	elucidate	VERB
easat-1711	46	16	its	its	PRON
easat-1711	46	17	architecture	architecture	NOUN
easat-1711	46	18	and	and	CCONJ
easat-1711	46	19	optimization	optimization	NOUN
easat-1711	46	20	process	process	NOUN
easat-1711	46	21	.	.	PUNCT
easat-1711	47	1	section	section	NOUN
easat-1711	47	2	4	4	NUM
easat-1711	47	3	offers	offer	VERB
easat-1711	47	4	a	a	DET
easat-1711	47	5	rigorous	rigorous	ADJ
easat-1711	47	6	evaluation	evaluation	NOUN
easat-1711	47	7	of	of	ADP
easat-1711	47	8	the	the	DET
easat-1711	47	9	model	model	NOUN
easat-1711	47	10	's	's	PART
easat-1711	47	11	performance	performance	NOUN
easat-1711	47	12	,	,	PUNCT
easat-1711	47	13	comparing	compare	VERB
easat-1711	47	14	it	it	PRON
easat-1711	47	15	to	to	ADP
easat-1711	47	16	state	state	NOUN
easat-1711	47	17	-	-	PUNCT
easat-1711	47	18	of	of	ADP
easat-1711	47	19	-	-	PUNCT
easat-1711	47	20	the	the	DET
easat-1711	47	21	-	-	PUNCT
easat-1711	47	22	art	art	NOUN
easat-1711	47	23	techniques	technique	NOUN
easat-1711	47	24	.	.	PUNCT
easat-1711	48	1	finally	finally	ADV
easat-1711	48	2	,	,	PUNCT
easat-1711	48	3	section	section	NOUN
easat-1711	48	4	5	5	NUM
easat-1711	48	5	provides	provide	VERB
easat-1711	48	6	a	a	DET
easat-1711	48	7	comprehensive	comprehensive	ADJ
easat-1711	48	8	discussion	discussion	NOUN
easat-1711	48	9	of	of	ADP
easat-1711	48	10	the	the	DET
easat-1711	48	11	results	result	NOUN
easat-1711	48	12	,	,	PUNCT
easat-1711	48	13	addressing	address	VERB
easat-1711	48	14	limitations	limitation	NOUN
easat-1711	48	15	,	,	PUNCT
easat-1711	48	16	and	and	CCONJ
easat-1711	48	17	outlining	outline	VERB
easat-1711	48	18	potential	potential	ADJ
easat-1711	48	19	future	future	ADJ
easat-1711	48	20	research	research	NOUN
easat-1711	48	21	directions	direction	NOUN
easat-1711	48	22	.	.	PUNCT
easat-1711	49	1	2	2	X
easat-1711	49	2	.	.	X
easat-1711	49	3	literature	literature	NOUN
easat-1711	49	4	survey	survey	VERB
easat-1711	49	5	this	this	DET
easat-1711	49	6	section	section	NOUN
easat-1711	49	7	reviews	review	VERB
easat-1711	49	8	recent	recent	ADJ
easat-1711	49	9	advancements	advancement	NOUN
easat-1711	49	10	in	in	ADP
easat-1711	49	11	deep	deep	ADJ
easat-1711	49	12	learning	learning	NOUN
easat-1711	49	13	approaches	approach	NOUN
easat-1711	49	14	for	for	ADP
easat-1711	49	15	automated	automate	VERB
easat-1711	49	16	skin	skin	NOUN
easat-1711	49	17	lesion	lesion	NOUN
easat-1711	49	18	classification	classification	NOUN
easat-1711	49	19	.	.	PUNCT
easat-1711	50	1	some	some	PRON
easat-1711	50	2	of	of	ADP
easat-1711	50	3	the	the	DET
easat-1711	50	4	recent	recent	ADJ
easat-1711	50	5	related	related	ADJ
easat-1711	50	6	works	work	NOUN
easat-1711	50	7	are	be	AUX
easat-1711	50	8	given	give	VERB
easat-1711	50	9	below	below	ADP
easat-1711	50	10	,	,	PUNCT
easat-1711	50	11	in	in	ADP
easat-1711	50	12	2023	2023	NUM
easat-1711	50	13	,	,	PUNCT
easat-1711	50	14	priyanka	priyanka	NOUN
easat-1711	50	15	pramila	pramila	PROPN
easat-1711	50	16	,	,	PUNCT
easat-1711	50	17	r.	r.	PROPN
easat-1711	50	18	and	and	CCONJ
easat-1711	50	19	subhashini	subhashini	PROPN
easat-1711	50	20	,	,	PUNCT
easat-1711	50	21	r.	r.	PROPN
easat-1711	50	22	,	,	PUNCT
easat-1711	51	1	[	[	X
easat-1711	51	2	21	21	NUM
easat-1711	51	3	]	]	PUNCT
easat-1711	51	4	introduced	introduce	VERB
easat-1711	51	5	a	a	DET
easat-1711	51	6	fused	fuse	VERB
easat-1711	51	7	deep	deep	ADJ
easat-1711	51	8	convolutional	convolutional	ADJ
easat-1711	51	9	neural	neural	ADJ
easat-1711	51	10	network	network	NOUN
easat-1711	51	11	for	for	ADP
easat-1711	51	12	automated	automate	VERB
easat-1711	51	13	skin	skin	NOUN
easat-1711	51	14	lesion	lesion	NOUN
easat-1711	51	15	detection	detection	NOUN
easat-1711	51	16	and	and	CCONJ
easat-1711	51	17	classification	classification	NOUN
easat-1711	51	18	using	use	VERB
easat-1711	51	19	dermoscopic	dermoscopic	ADJ
easat-1711	51	20	images	image	NOUN
easat-1711	51	21	(	(	PUNCT
easat-1711	51	22	fdcnnvgg19	fdcnnvgg19	NOUN
easat-1711	51	23	-	-	PUNCT
easat-1711	51	24	resnet152	resnet152	PROPN
easat-1711	51	25	-	-	PUNCT
easat-1711	51	26	sld	sld	PROPN
easat-1711	51	27	-	-	PUNCT
easat-1711	51	28	di	di	NOUN
easat-1711	51	29	)	)	PUNCT
easat-1711	51	30	.	.	PUNCT
easat-1711	52	1	the	the	DET
easat-1711	52	2	process	process	NOUN
easat-1711	52	3	involved	involve	VERB
easat-1711	52	4	preprocessing	preprocessing	NOUN
easat-1711	52	5	images	image	NOUN
easat-1711	52	6	,	,	PUNCT
easat-1711	52	7	followed	follow	VERB
easat-1711	52	8	by	by	ADP
easat-1711	52	9	feature	feature	NOUN
easat-1711	52	10	extraction	extraction	NOUN
easat-1711	52	11	using	use	VERB
easat-1711	52	12	vgg19	vgg19	PROPN
easat-1711	52	13	and	and	CCONJ
easat-1711	52	14	resnet152	resnet152	PROPN
easat-1711	52	15	models	model	NOUN
easat-1711	52	16	.	.	PUNCT
easat-1711	53	1	the	the	DET
easat-1711	53	2	extracted	extract	VERB
easat-1711	53	3	features	feature	NOUN
easat-1711	53	4	were	be	AUX
easat-1711	53	5	subsequently	subsequently	ADV
easat-1711	53	6	fed	feed	VERB
easat-1711	53	7	into	into	ADP
easat-1711	53	8	a	a	DET
easat-1711	53	9	480	480	NUM
easat-1711	53	10	edelweiss	edelweiss	PROPN
easat-1711	53	11	applied	apply	VERB
easat-1711	53	12	science	science	NOUN
easat-1711	53	13	and	and	CCONJ
easat-1711	53	14	technology	technology	NOUN
easat-1711	53	15	issn	issn	PROPN
easat-1711	53	16	:	:	PUNCT
easat-1711	53	17	2576	2576	NUM
easat-1711	53	18	-	-	SYM
easat-1711	53	19	8484	8484	NUM
easat-1711	53	20	vol	vol	NOUN
easat-1711	53	21	.	.	PROPN
easat-1711	54	1	8	8	NUM
easat-1711	54	2	,	,	PUNCT
easat-1711	54	3	no	no	INTJ
easat-1711	54	4	.	.	NOUN
easat-1711	54	5	5	5	NUM
easat-1711	54	6	:	:	SYM
easat-1711	54	7	478	478	NUM
easat-1711	54	8	-	-	SYM
easat-1711	54	9	497	497	NUM
easat-1711	54	10	,	,	PUNCT
easat-1711	54	11	2024	2024	NUM
easat-1711	54	12	doi	doi	NOUN
easat-1711	54	13	:	:	PUNCT
easat-1711	54	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	54	15	©	©	PROPN
easat-1711	54	16	2024	2024	NUM
easat-1711	54	17	by	by	ADP
easat-1711	54	18	the	the	DET
easat-1711	54	19	authors	author	NOUN
easat-1711	54	20	;	;	PUNCT
easat-1711	54	21	licensee	licensee	PROPN
easat-1711	54	22	learning	learn	VERB
easat-1711	54	23	gate	gate	NOUN
easat-1711	54	24	fused	fuse	VERB
easat-1711	54	25	deep	deep	ADJ
easat-1711	54	26	convolutional	convolutional	ADJ
easat-1711	54	27	neural	neural	ADJ
easat-1711	54	28	network	network	NOUN
easat-1711	54	29	for	for	ADP
easat-1711	54	30	classification	classification	NOUN
easat-1711	54	31	.	.	PUNCT
easat-1711	55	1	while	while	SCONJ
easat-1711	55	2	achieving	achieve	VERB
easat-1711	55	3	notable	notable	ADJ
easat-1711	55	4	accuracy	accuracy	NOUN
easat-1711	55	5	,	,	PUNCT
easat-1711	55	6	the	the	DET
easat-1711	55	7	model	model	NOUN
easat-1711	55	8	's	's	PART
easat-1711	55	9	computational	computational	ADJ
easat-1711	55	10	intensity	intensity	NOUN
easat-1711	55	11	limited	limit	VERB
easat-1711	55	12	its	its	PRON
easat-1711	55	13	applicability	applicability	NOUN
easat-1711	55	14	in	in	ADP
easat-1711	55	15	real	real	ADJ
easat-1711	55	16	-	-	PUNCT
easat-1711	55	17	time	time	NOUN
easat-1711	55	18	scenarios	scenario	NOUN
easat-1711	55	19	.	.	PUNCT
easat-1711	56	1	in	in	ADP
easat-1711	56	2	2024	2024	NUM
easat-1711	56	3	,	,	PUNCT
easat-1711	56	4	anand	anand	PROPN
easat-1711	56	5	,	,	PUNCT
easat-1711	56	6	s.	s.	PROPN
easat-1711	56	7	,	,	PUNCT
easat-1711	56	8	et.al	et.al	VERB
easat-1711	56	9	[	[	X
easat-1711	56	10	22	22	NUM
easat-1711	56	11	]	]	PUNCT
easat-1711	56	12	introduced	introduce	VERB
easat-1711	56	13	an	an	DET
easat-1711	56	14	approach	approach	NOUN
easat-1711	56	15	for	for	ADP
easat-1711	56	16	classifying	classify	VERB
easat-1711	56	17	benign	benign	ADJ
easat-1711	56	18	and	and	CCONJ
easat-1711	56	19	malignant	malignant	ADJ
easat-1711	56	20	skin	skin	NOUN
easat-1711	56	21	lesions	lesion	NOUN
easat-1711	56	22	based	base	VERB
easat-1711	56	23	on	on	ADP
easat-1711	56	24	dermoscopy	dermoscopy	NOUN
easat-1711	56	25	images	image	NOUN
easat-1711	56	26	using	use	VERB
easat-1711	56	27	a	a	DET
easat-1711	56	28	deep	deep	ADJ
easat-1711	56	29	learning	learning	NOUN
easat-1711	56	30	(	(	PUNCT
easat-1711	56	31	dl	dl	NOUN
easat-1711	56	32	)	)	PUNCT
easat-1711	56	33	framework	framework	NOUN
easat-1711	56	34	(	(	PUNCT
easat-1711	56	35	ddnn	ddnn	NOUN
easat-1711	56	36	-	-	PUNCT
easat-1711	56	37	lacd	lacd	NOUN
easat-1711	56	38	-	-	PUNCT
easat-1711	56	39	sld	sld	NOUN
easat-1711	56	40	-	-	PUNCT
easat-1711	56	41	di	di	NOUN
easat-1711	56	42	)	)	PUNCT
easat-1711	56	43	.	.	PUNCT
easat-1711	57	1	it	it	PRON
easat-1711	57	2	proposed	propose	VERB
easat-1711	57	3	a	a	DET
easat-1711	57	4	dual	dual	ADJ
easat-1711	57	5	deep	deep	ADJ
easat-1711	57	6	neural	neural	ADJ
easat-1711	57	7	network	network	NOUN
easat-1711	57	8	(	(	PUNCT
easat-1711	57	9	ddnn	ddnn	NOUN
easat-1711	57	10	)	)	PUNCT
easat-1711	57	11	to	to	PART
easat-1711	57	12	address	address	VERB
easat-1711	57	13	the	the	DET
easat-1711	57	14	issue	issue	NOUN
easat-1711	57	15	of	of	ADP
easat-1711	57	16	varying	vary	VERB
easat-1711	57	17	classification	classification	NOUN
easat-1711	57	18	accuracy	accuracy	NOUN
easat-1711	57	19	across	across	ADP
easat-1711	57	20	different	different	ADJ
easat-1711	57	21	classes	class	NOUN
easat-1711	57	22	.	.	PUNCT
easat-1711	58	1	the	the	DET
easat-1711	58	2	ddnn	ddnn	NOUN
easat-1711	58	3	comprised	comprise	VERB
easat-1711	58	4	two	two	NUM
easat-1711	58	5	distinct	distinct	ADJ
easat-1711	58	6	neural	neural	ADJ
easat-1711	58	7	networks	network	NOUN
easat-1711	58	8	,	,	PUNCT
easat-1711	58	9	each	each	PRON
easat-1711	58	10	utilizing	utilize	VERB
easat-1711	58	11	specific	specific	ADJ
easat-1711	58	12	handcrafted	handcraft	VERB
easat-1711	58	13	feature	feature	NOUN
easat-1711	58	14	sets	set	NOUN
easat-1711	58	15	called	call	VERB
easat-1711	58	16	phase	phase	NOUN
easat-1711	58	17	congruency	congruency	NOUN
easat-1711	58	18	(	(	PUNCT
easat-1711	58	19	pc	pc	NOUN
easat-1711	58	20	)	)	PUNCT
easat-1711	58	21	and	and	CCONJ
easat-1711	58	22	gabor	gabor	PROPN
easat-1711	58	23	(	(	PUNCT
easat-1711	58	24	ga	ga	NOUN
easat-1711	58	25	)	)	PUNCT
easat-1711	58	26	features	feature	NOUN
easat-1711	58	27	.	.	PUNCT
easat-1711	59	1	the	the	DET
easat-1711	59	2	outputs	output	NOUN
easat-1711	59	3	of	of	ADP
easat-1711	59	4	these	these	DET
easat-1711	59	5	networks	network	NOUN
easat-1711	59	6	were	be	AUX
easat-1711	59	7	combined	combine	VERB
easat-1711	59	8	using	use	VERB
easat-1711	59	9	a	a	DET
easat-1711	59	10	likelihood	likelihood	NOUN
easat-1711	59	11	-	-	PUNCT
easat-1711	59	12	based	base	VERB
easat-1711	59	13	add	add	VERB
easat-1711	59	14	-	-	PUNCT
easat-1711	59	15	and	and	CCONJ
easat-1711	59	16	-	-	PUNCT
easat-1711	59	17	compare	compare	NOUN
easat-1711	59	18	decision	decision	NOUN
easat-1711	59	19	(	(	PUNCT
easat-1711	59	20	lacd	lacd	NOUN
easat-1711	59	21	)	)	PUNCT
easat-1711	59	22	to	to	PART
easat-1711	59	23	enhance	enhance	VERB
easat-1711	59	24	classification	classification	NOUN
easat-1711	59	25	performance	performance	NOUN
easat-1711	59	26	.	.	PUNCT
easat-1711	60	1	while	while	SCONJ
easat-1711	60	2	achieving	achieve	VERB
easat-1711	60	3	commendable	commendable	ADJ
easat-1711	60	4	accuracy	accuracy	NOUN
easat-1711	60	5	,	,	PUNCT
easat-1711	60	6	the	the	DET
easat-1711	60	7	method	method	NOUN
easat-1711	60	8	incurred	incur	VERB
easat-1711	60	9	high	high	ADJ
easat-1711	60	10	computational	computational	ADJ
easat-1711	60	11	time	time	NOUN
easat-1711	60	12	.	.	PUNCT
easat-1711	61	1	in	in	ADP
easat-1711	61	2	2022	2022	NUM
easat-1711	61	3	,	,	PUNCT
easat-1711	61	4	liu	liu	PROPN
easat-1711	61	5	,	,	PUNCT
easat-1711	61	6	z.	z.	PROPN
easat-1711	61	7	,	,	PUNCT
easat-1711	61	8	et.al	et.al	VERB
easat-1711	61	9	[	[	X
easat-1711	61	10	23	23	NUM
easat-1711	61	11	]	]	PUNCT
easat-1711	61	12	introduced	introduce	VERB
easat-1711	61	13	the	the	DET
easat-1711	61	14	clinical	clinical	ADJ
easat-1711	61	15	-	-	PUNCT
easat-1711	61	16	inspired	inspire	VERB
easat-1711	61	17	network	network	NOUN
easat-1711	61	18	(	(	PUNCT
easat-1711	61	19	ci	ci	NOUN
easat-1711	61	20	-	-	NOUN
easat-1711	61	21	net	net	NOUN
easat-1711	61	22	)	)	PUNCT
easat-1711	61	23	for	for	ADP
easat-1711	61	24	automated	automate	VERB
easat-1711	61	25	skin	skin	NOUN
easat-1711	61	26	lesion	lesion	NOUN
easat-1711	61	27	recognition	recognition	NOUN
easat-1711	61	28	(	(	PUNCT
easat-1711	61	29	ci	ci	NOUN
easat-1711	61	30	-	-	ADJ
easat-1711	61	31	net	net	ADJ
easat-1711	61	32	-	-	PUNCT
easat-1711	61	33	sld	sld	NOUN
easat-1711	61	34	-	-	PUNCT
easat-1711	61	35	di	di	NOUN
easat-1711	61	36	)	)	PUNCT
easat-1711	61	37	.	.	PUNCT
easat-1711	62	1	this	this	DET
easat-1711	62	2	approach	approach	NOUN
easat-1711	62	3	aimed	aim	VERB
easat-1711	62	4	to	to	PART
easat-1711	62	5	mimic	mimic	VERB
easat-1711	62	6	the	the	DET
easat-1711	62	7	diagnostic	diagnostic	ADJ
easat-1711	62	8	process	process	NOUN
easat-1711	62	9	of	of	ADP
easat-1711	62	10	human	human	ADJ
easat-1711	62	11	experts	expert	NOUN
easat-1711	62	12	by	by	ADP
easat-1711	62	13	incorporating	incorporate	VERB
easat-1711	62	14	three	three	NUM
easat-1711	62	15	key	key	ADJ
easat-1711	62	16	modules	module	NOUN
easat-1711	62	17	like	like	ADP
easat-1711	62	18	a	a	DET
easat-1711	62	19	lesion	lesion	NOUN
easat-1711	62	20	area	area	NOUN
easat-1711	62	21	attention	attention	NOUN
easat-1711	62	22	module	module	NOUN
easat-1711	62	23	,	,	PUNCT
easat-1711	62	24	a	a	DET
easat-1711	62	25	feature	feature	NOUN
easat-1711	62	26	extraction	extraction	NOUN
easat-1711	62	27	module	module	NOUN
easat-1711	62	28	,	,	PUNCT
easat-1711	62	29	and	and	CCONJ
easat-1711	62	30	a	a	DET
easat-1711	62	31	lesion	lesion	NOUN
easat-1711	62	32	feature	feature	NOUN
easat-1711	62	33	attention	attention	NOUN
easat-1711	62	34	module	module	NOUN
easat-1711	62	35	.	.	PUNCT
easat-1711	63	1	to	to	PART
easat-1711	63	2	further	far	ADV
easat-1711	63	3	enhance	enhance	VERB
easat-1711	63	4	discrimination	discrimination	NOUN
easat-1711	63	5	,	,	PUNCT
easat-1711	63	6	a	a	DET
easat-1711	63	7	distinguish	distinguish	ADJ
easat-1711	63	8	module	module	NOUN
easat-1711	63	9	was	be	AUX
easat-1711	63	10	added	add	VERB
easat-1711	63	11	.	.	PUNCT
easat-1711	64	1	evaluated	evaluate	VERB
easat-1711	64	2	on	on	ADP
easat-1711	64	3	multiple	multiple	ADJ
easat-1711	64	4	challenging	challenging	ADJ
easat-1711	64	5	datasets	dataset	NOUN
easat-1711	64	6	such	such	ADJ
easat-1711	64	7	as	as	ADP
easat-1711	64	8	six	six	NUM
easat-1711	64	9	challenging	challenging	ADJ
easat-1711	64	10	datasets	dataset	NOUN
easat-1711	64	11	,	,	PUNCT
easat-1711	64	12	including	include	VERB
easat-1711	64	13	isic	isic	PROPN
easat-1711	64	14	2016	2016	NUM
easat-1711	64	15	,	,	PUNCT
easat-1711	64	16	isic	isic	PROPN
easat-1711	64	17	2017	2017	NUM
easat-1711	64	18	,	,	PUNCT
easat-1711	64	19	isic	isic	PROPN
easat-1711	64	20	2018	2018	NUM
easat-1711	64	21	,	,	PUNCT
easat-1711	64	22	isic	isic	PROPN
easat-1711	64	23	2019	2019	NUM
easat-1711	64	24	,	,	PUNCT
easat-1711	64	25	isic	isic	PROPN
easat-1711	64	26	2020	2020	NUM
easat-1711	64	27	and	and	CCONJ
easat-1711	64	28	ph2	ph2	NOUN
easat-1711	64	29	datasets	dataset	NOUN
easat-1711	64	30	,	,	PUNCT
easat-1711	64	31	ci	ci	NOUN
easat-1711	64	32	-	-	ADJ
easat-1711	64	33	net	net	NOUN
easat-1711	64	34	demonstrated	demonstrate	VERB
easat-1711	64	35	superior	superior	ADJ
easat-1711	64	36	precision	precision	NOUN
easat-1711	64	37	performance	performance	NOUN
easat-1711	64	38	.	.	PUNCT
easat-1711	65	1	however	however	ADV
easat-1711	65	2	,	,	PUNCT
easat-1711	65	3	the	the	DET
easat-1711	65	4	model	model	NOUN
easat-1711	65	5	's	's	PART
easat-1711	65	6	computational	computational	ADJ
easat-1711	65	7	complexity	complexity	NOUN
easat-1711	65	8	presented	present	VERB
easat-1711	65	9	a	a	DET
easat-1711	65	10	limitation	limitation	NOUN
easat-1711	65	11	for	for	ADP
easat-1711	65	12	practical	practical	ADJ
easat-1711	65	13	applications	application	NOUN
easat-1711	65	14	.	.	PUNCT
easat-1711	66	1	in	in	ADP
easat-1711	66	2	2022	2022	NUM
easat-1711	66	3	,	,	PUNCT
easat-1711	66	4	salma	salma	PROPN
easat-1711	66	5	,	,	PUNCT
easat-1711	66	6	w.	w.	PROPN
easat-1711	66	7	and	and	CCONJ
easat-1711	66	8	eltrass	eltrass	VERB
easat-1711	66	9	,	,	PUNCT
easat-1711	66	10	a.s	a.s	PROPN
easat-1711	66	11	.	.	PROPN
easat-1711	66	12	,	,	PUNCT
easat-1711	66	13	et.al	et.al	VERB
easat-1711	66	14	[	[	X
easat-1711	66	15	24	24	NUM
easat-1711	66	16	]	]	PUNCT
easat-1711	66	17	introduces	introduce	VERB
easat-1711	66	18	computer	computer	NOUN
easat-1711	66	19	-	-	PUNCT
easat-1711	66	20	aided	aid	VERB
easat-1711	66	21	diagnosis	diagnosis	NOUN
easat-1711	66	22	(	(	PUNCT
easat-1711	66	23	cad	cad	NOUN
easat-1711	66	24	)	)	PUNCT
easat-1711	66	25	system	system	NOUN
easat-1711	66	26	for	for	ADP
easat-1711	66	27	accurately	accurately	ADV
easat-1711	66	28	and	and	CCONJ
easat-1711	66	29	efficiently	efficiently	ADV
easat-1711	66	30	classifying	classify	VERB
easat-1711	66	31	skin	skin	NOUN
easat-1711	66	32	lesions	lesion	NOUN
easat-1711	66	33	.	.	PUNCT
easat-1711	67	1	the	the	DET
easat-1711	67	2	proposed	propose	VERB
easat-1711	67	3	framework	framework	NOUN
easat-1711	67	4	incorporated	incorporate	VERB
easat-1711	67	5	image	image	NOUN
easat-1711	67	6	preprocessing	preprocessing	NOUN
easat-1711	67	7	using	use	VERB
easat-1711	67	8	morphological	morphological	ADJ
easat-1711	67	9	filtering	filtering	NOUN
easat-1711	67	10	to	to	PART
easat-1711	67	11	remove	remove	VERB
easat-1711	67	12	artifacts	artifact	NOUN
easat-1711	67	13	.	.	PUNCT
easat-1711	68	1	skin	skin	NOUN
easat-1711	68	2	lesions	lesion	NOUN
easat-1711	68	3	were	be	AUX
easat-1711	68	4	segmented	segment	VERB
easat-1711	68	5	via	via	ADP
easat-1711	68	6	the	the	DET
easat-1711	68	7	grabcut	grabcut	NOUN
easat-1711	68	8	algorithm	algorithm	NOUN
easat-1711	68	9	in	in	ADP
easat-1711	68	10	the	the	DET
easat-1711	68	11	hsv	hsv	NOUN
easat-1711	68	12	color	color	NOUN
easat-1711	68	13	space	space	NOUN
easat-1711	68	14	.	.	PUNCT
easat-1711	69	1	to	to	PART
easat-1711	69	2	mimic	mimic	VERB
easat-1711	69	3	human	human	ADJ
easat-1711	69	4	diagnostic	diagnostic	ADJ
easat-1711	69	5	processes	process	NOUN
easat-1711	69	6	,	,	PUNCT
easat-1711	69	7	an	an	DET
easat-1711	69	8	automated	automate	VERB
easat-1711	69	9	asymmetry	asymmetry	NOUN
easat-1711	69	10	,	,	PUNCT
easat-1711	69	11	border	border	NOUN
easat-1711	69	12	irregularity	irregularity	NOUN
easat-1711	69	13	,	,	PUNCT
easat-1711	69	14	color	color	NOUN
easat-1711	69	15	and	and	CCONJ
easat-1711	69	16	dermoscopic	dermoscopic	NOUN
easat-1711	69	17	patterns	pattern	NOUN
easat-1711	69	18	(	(	PUNCT
easat-1711	69	19	abcd	abcd	NOUN
easat-1711	69	20	)	)	PUNCT
easat-1711	69	21	rule	rule	NOUN
easat-1711	69	22	implementation	implementation	NOUN
easat-1711	69	23	was	be	AUX
easat-1711	69	24	integrated	integrate	VERB
easat-1711	69	25	.	.	PUNCT
easat-1711	70	1	various	various	ADJ
easat-1711	70	2	pre	pre	ADJ
easat-1711	70	3	-	-	ADJ
easat-1711	70	4	trained	train	VERB
easat-1711	70	5	cnns	cnn	NOUN
easat-1711	70	6	were	be	AUX
easat-1711	70	7	evaluated	evaluate	VERB
easat-1711	70	8	,	,	PUNCT
easat-1711	70	9	with	with	ADP
easat-1711	70	10	resnet50	resnet50	NOUN
easat-1711	70	11	combined	combine	VERB
easat-1711	70	12	with	with	ADP
easat-1711	70	13	svm	svm	ADJ
easat-1711	70	14	demonstrating	demonstrate	VERB
easat-1711	70	15	optimal	optimal	ADJ
easat-1711	70	16	performance	performance	NOUN
easat-1711	70	17	.	.	PUNCT
easat-1711	71	1	data	datum	NOUN
easat-1711	71	2	augmentation	augmentation	NOUN
easat-1711	71	3	improved	improve	VERB
easat-1711	71	4	accuracy	accuracy	NOUN
easat-1711	71	5	.	.	PUNCT
easat-1711	72	1	while	while	SCONJ
easat-1711	72	2	the	the	DET
easat-1711	72	3	system	system	NOUN
easat-1711	72	4	achieved	achieve	VERB
easat-1711	72	5	promising	promising	ADJ
easat-1711	72	6	results	result	NOUN
easat-1711	72	7	,	,	PUNCT
easat-1711	72	8	its	its	PRON
easat-1711	72	9	computational	computational	ADJ
easat-1711	72	10	efficiency	efficiency	NOUN
easat-1711	72	11	remains	remain	VERB
easat-1711	72	12	a	a	DET
easat-1711	72	13	challenge	challenge	NOUN
easat-1711	72	14	.	.	PUNCT
easat-1711	73	1	in	in	ADP
easat-1711	73	2	2023	2023	NUM
easat-1711	73	3	,	,	PUNCT
easat-1711	73	4	hameed	hameed	NOUN
easat-1711	73	5	,	,	PUNCT
easat-1711	73	6	a.	a.	NOUN
easat-1711	73	7	,	,	PUNCT
easat-1711	73	8	et.al	et.al	VERB
easat-1711	74	1	[	[	X
easat-1711	74	2	25	25	NUM
easat-1711	74	3	]	]	PUNCT
easat-1711	74	4	investigated	investigate	VERB
easat-1711	74	5	automatic	automatic	ADJ
easat-1711	74	6	diagnosis	diagnosis	NOUN
easat-1711	74	7	and	and	CCONJ
easat-1711	74	8	classification	classification	NOUN
easat-1711	74	9	of	of	ADP
easat-1711	74	10	skin	skin	NOUN
easat-1711	74	11	lesions	lesion	NOUN
easat-1711	74	12	.	.	PUNCT
easat-1711	75	1	this	this	DET
easat-1711	75	2	task	task	NOUN
easat-1711	75	3	is	be	AUX
easat-1711	75	4	challenging	challenge	VERB
easat-1711	75	5	due	due	ADJ
easat-1711	75	6	to	to	ADP
easat-1711	75	7	factors	factor	NOUN
easat-1711	75	8	like	like	ADP
easat-1711	75	9	image	image	NOUN
easat-1711	75	10	variation	variation	NOUN
easat-1711	75	11	,	,	PUNCT
easat-1711	75	12	low	low	ADJ
easat-1711	75	13	contrast	contrast	NOUN
easat-1711	75	14	,	,	PUNCT
easat-1711	75	15	and	and	CCONJ
easat-1711	75	16	diverse	diverse	ADJ
easat-1711	75	17	lesion	lesion	NOUN
easat-1711	75	18	characteristics	characteristic	NOUN
easat-1711	75	19	.	.	PUNCT
easat-1711	76	1	the	the	DET
easat-1711	76	2	study	study	NOUN
easat-1711	76	3	initially	initially	ADV
easat-1711	76	4	focused	focus	VERB
easat-1711	76	5	on	on	ADP
easat-1711	76	6	a	a	DET
easat-1711	76	7	binary	binary	ADJ
easat-1711	76	8	classification	classification	NOUN
easat-1711	76	9	,	,	PUNCT
easat-1711	76	10	differentiating	differentiate	VERB
easat-1711	76	11	melanocytic	melanocytic	ADJ
easat-1711	76	12	lesions	lesion	NOUN
easat-1711	76	13	from	from	ADP
easat-1711	76	14	normal	normal	ADJ
easat-1711	76	15	skin	skin	NOUN
easat-1711	76	16	.	.	PUNCT
easat-1711	77	1	subsequently	subsequently	ADV
easat-1711	77	2	,	,	PUNCT
easat-1711	77	3	it	it	PRON
easat-1711	77	4	tackled	tackle	VERB
easat-1711	77	5	a	a	DET
easat-1711	77	6	more	more	ADV
easat-1711	77	7	complex	complex	ADJ
easat-1711	77	8	problem	problem	NOUN
easat-1711	77	9	using	use	VERB
easat-1711	77	10	the	the	DET
easat-1711	77	11	mnist	mnist	PROPN
easat-1711	77	12	ham10000	ham10000	PROPN
easat-1711	77	13	dataset	dataset	PROPN
easat-1711	77	14	,	,	PUNCT
easat-1711	77	15	encompassing	encompass	VERB
easat-1711	77	16	seven	seven	NUM
easat-1711	77	17	distinct	distinct	ADJ
easat-1711	77	18	skin	skin	NOUN
easat-1711	77	19	cancer	cancer	NOUN
easat-1711	77	20	classes	class	NOUN
easat-1711	77	21	.	.	PUNCT
easat-1711	78	1	to	to	PART
easat-1711	78	2	achieve	achieve	VERB
easat-1711	78	3	this	this	PRON
easat-1711	78	4	,	,	PUNCT
easat-1711	78	5	it	it	PRON
easat-1711	78	6	developed	develop	VERB
easat-1711	78	7	a	a	DET
easat-1711	78	8	stacked	stack	VERB
easat-1711	78	9	convolutional	convolutional	ADJ
easat-1711	78	10	neural	neural	ADJ
easat-1711	78	11	network	network	NOUN
easat-1711	78	12	(	(	PUNCT
easat-1711	78	13	cnn	cnn	PROPN
easat-1711	78	14	)	)	PUNCT
easat-1711	78	15	model	model	NOUN
easat-1711	78	16	.	.	PUNCT
easat-1711	79	1	by	by	ADP
easat-1711	79	2	incorporating	incorporate	VERB
easat-1711	79	3	data	datum	NOUN
easat-1711	79	4	augmentation	augmentation	NOUN
easat-1711	79	5	and	and	CCONJ
easat-1711	79	6	image	image	NOUN
easat-1711	79	7	preprocessing	preprocessing	NOUN
easat-1711	79	8	techniques	technique	NOUN
easat-1711	79	9	,	,	PUNCT
easat-1711	79	10	it	it	PRON
easat-1711	79	11	achieves	achieve	VERB
easat-1711	79	12	a	a	DET
easat-1711	79	13	classification	classification	NOUN
easat-1711	79	14	accuracy	accuracy	NOUN
easat-1711	79	15	of	of	ADP
easat-1711	79	16	95.2	95.2	NUM
easat-1711	79	17	%	%	NOUN
easat-1711	79	18	.	.	PUNCT
easat-1711	80	1	however	however	ADV
easat-1711	80	2	,	,	PUNCT
easat-1711	80	3	a	a	DET
easat-1711	80	4	high	high	ADJ
easat-1711	80	5	false	false	ADJ
easat-1711	80	6	-	-	PUNCT
easat-1711	80	7	positive	positive	ADJ
easat-1711	80	8	rate	rate	NOUN
easat-1711	80	9	remains	remain	VERB
easat-1711	80	10	a	a	DET
easat-1711	80	11	concern	concern	NOUN
easat-1711	80	12	.	.	PUNCT
easat-1711	81	1	in	in	ADP
easat-1711	81	2	2023	2023	NUM
easat-1711	81	3	,	,	PUNCT
easat-1711	81	4	bozkurt	bozkurt	PROPN
easat-1711	81	5	,	,	PUNCT
easat-1711	81	6	f.	f.	PROPN
easat-1711	81	7	,	,	PUNCT
easat-1711	81	8	et.al	et.al	VERB
easat-1711	82	1	[	[	X
easat-1711	82	2	26	26	NUM
easat-1711	82	3	]	]	PUNCT
easat-1711	82	4	proposes	propose	VERB
easat-1711	82	5	skin	skin	NOUN
easat-1711	82	6	lesion	lesion	NOUN
easat-1711	82	7	classification	classification	NOUN
easat-1711	82	8	combining	combine	VERB
easat-1711	82	9	effective	effective	ADJ
easat-1711	82	10	data	datum	NOUN
easat-1711	82	11	augmentation	augmentation	NOUN
easat-1711	82	12	with	with	ADP
easat-1711	82	13	a	a	DET
easat-1711	82	14	pre	pre	ADJ
easat-1711	82	15	-	-	ADJ
easat-1711	82	16	trained	train	VERB
easat-1711	82	17	inception	inception	NOUN
easat-1711	82	18	-	-	PUNCT
easat-1711	82	19	resnet	resnet	NOUN
easat-1711	82	20	-	-	PUNCT
easat-1711	82	21	v2	v2	NOUN
easat-1711	82	22	deep	deep	ADJ
easat-1711	82	23	learning	learning	NOUN
easat-1711	82	24	model	model	NOUN
easat-1711	82	25	.	.	PUNCT
easat-1711	83	1	the	the	DET
easat-1711	83	2	primary	primary	ADJ
easat-1711	83	3	objective	objective	NOUN
easat-1711	83	4	was	be	AUX
easat-1711	83	5	to	to	PART
easat-1711	83	6	enhance	enhance	VERB
easat-1711	83	7	skin	skin	NOUN
easat-1711	83	8	cancer	cancer	NOUN
easat-1711	83	9	classification	classification	NOUN
easat-1711	83	10	performance	performance	NOUN
easat-1711	83	11	by	by	ADP
easat-1711	83	12	augmenting	augment	VERB
easat-1711	83	13	the	the	DET
easat-1711	83	14	dataset	dataset	NOUN
easat-1711	83	15	using	use	VERB
easat-1711	83	16	affine	affine	NOUN
easat-1711	83	17	transformations	transformation	NOUN
easat-1711	83	18	and	and	CCONJ
easat-1711	83	19	assessing	assess	VERB
easat-1711	83	20	its	its	PRON
easat-1711	83	21	impact	impact	NOUN
easat-1711	83	22	.	.	PUNCT
easat-1711	84	1	after	after	ADP
easat-1711	84	2	this	this	PRON
easat-1711	84	3	,	,	PUNCT
easat-1711	84	4	it	it	PRON
easat-1711	84	5	developed	develop	VERB
easat-1711	84	6	a	a	DET
easat-1711	84	7	inception	inception	NOUN
easat-1711	84	8	-	-	PUNCT
easat-1711	84	9	resnet	resnet	NOUN
easat-1711	84	10	-	-	PUNCT
easat-1711	84	11	v2	v2	NOUN
easat-1711	84	12	model	model	NOUN
easat-1711	84	13	for	for	ADP
easat-1711	84	14	skin	skin	NOUN
easat-1711	84	15	lesion	lesion	NOUN
easat-1711	84	16	identification	identification	NOUN
easat-1711	84	17	.	.	PUNCT
easat-1711	85	1	results	result	NOUN
easat-1711	85	2	indicate	indicate	VERB
easat-1711	85	3	a	a	DET
easat-1711	85	4	significant	significant	ADJ
easat-1711	85	5	improvement	improvement	NOUN
easat-1711	85	6	in	in	ADP
easat-1711	85	7	classification	classification	NOUN
easat-1711	85	8	accuracy	accuracy	NOUN
easat-1711	85	9	from	from	ADP
easat-1711	85	10	83.59	83.59	NUM
easat-1711	85	11	%	%	NOUN
easat-1711	85	12	with	with	ADP
easat-1711	85	13	the	the	DET
easat-1711	85	14	original	original	ADJ
easat-1711	85	15	dataset	dataset	NOUN
easat-1711	85	16	to	to	ADP
easat-1711	85	17	95.09	95.09	NUM
easat-1711	85	18	%	%	NOUN
easat-1711	85	19	when	when	SCONJ
easat-1711	85	20	employing	employ	VERB
easat-1711	85	21	the	the	DET
easat-1711	85	22	augmented	augment	VERB
easat-1711	85	23	dataset	dataset	NOUN
easat-1711	85	24	and	and	CCONJ
easat-1711	85	25	the	the	DET
easat-1711	85	26	inception	inception	NOUN
easat-1711	85	27	-	-	PUNCT
easat-1711	85	28	resnetv2	resnetv2	NOUN
easat-1711	85	29	model	model	NOUN
easat-1711	85	30	.	.	PUNCT
easat-1711	86	1	however	however	ADV
easat-1711	86	2	,	,	PUNCT
easat-1711	86	3	it	it	PRON
easat-1711	86	4	has	have	VERB
easat-1711	86	5	low	low	ADJ
easat-1711	86	6	precision	precision	NOUN
easat-1711	86	7	.	.	PUNCT
easat-1711	87	1	in	in	ADP
easat-1711	87	2	2022	2022	NUM
easat-1711	87	3	,	,	PUNCT
easat-1711	87	4	nawaz	nawaz	NOUN
easat-1711	87	5	,	,	PUNCT
easat-1711	87	6	m.	m.	NOUN
easat-1711	87	7	,	,	PUNCT
easat-1711	87	8	et.al	et.al	PROPN
easat-1711	87	9	[	[	X
easat-1711	87	10	27	27	NUM
easat-1711	87	11	]	]	PUNCT
easat-1711	87	12	proposed	propose	VERB
easat-1711	87	13	a	a	DET
easat-1711	87	14	fully	fully	ADV
easat-1711	87	15	automated	automate	VERB
easat-1711	87	16	method	method	NOUN
easat-1711	87	17	for	for	ADP
easat-1711	87	18	early	early	ADJ
easat-1711	87	19	-	-	PUNCT
easat-1711	87	20	stage	stage	NOUN
easat-1711	87	21	skin	skin	NOUN
easat-1711	87	22	melanoma	melanoma	NOUN
easat-1711	87	23	segmentation	segmentation	NOUN
easat-1711	87	24	using	use	VERB
easat-1711	87	25	a	a	DET
easat-1711	87	26	deep	deep	ADJ
easat-1711	87	27	learning	learning	NOUN
easat-1711	87	28	approach	approach	NOUN
easat-1711	87	29	.	.	PUNCT
easat-1711	88	1	a	a	DET
easat-1711	88	2	faster	fast	ADJ
easat-1711	88	3	region	region	NOUN
easat-1711	88	4	-	-	PUNCT
easat-1711	88	5	based	base	VERB
easat-1711	88	6	convolutional	convolutional	ADJ
easat-1711	88	7	neural	neural	ADJ
easat-1711	88	8	network	network	NOUN
easat-1711	88	9	(	(	PUNCT
easat-1711	88	10	r	r	NOUN
easat-1711	88	11	-	-	PUNCT
easat-1711	88	12	cnn	cnn	NOUN
easat-1711	88	13	)	)	PUNCT
easat-1711	88	14	combined	combine	VERB
easat-1711	88	15	with	with	ADP
easat-1711	88	16	fuzzy	fuzzy	ADJ
easat-1711	88	17	k	k	ADJ
easat-1711	88	18	-	-	PUNCT
easat-1711	88	19	means	means	NOUN
easat-1711	88	20	clustering	clustering	NOUN
easat-1711	88	21	(	(	PUNCT
easat-1711	88	22	fkm	fkm	PROPN
easat-1711	88	23	)	)	PUNCT
easat-1711	88	24	is	be	AUX
easat-1711	88	25	employed	employ	VERB
easat-1711	88	26	to	to	PART
easat-1711	88	27	process	process	VERB
easat-1711	88	28	clinical	clinical	ADJ
easat-1711	88	29	images	image	NOUN
easat-1711	88	30	.	.	PUNCT
easat-1711	89	1	preprocessing	preprocesse	VERB
easat-1711	89	2	steps	step	NOUN
easat-1711	89	3	for	for	ADP
easat-1711	89	4	noise	noise	NOUN
easat-1711	89	5	removal	removal	NOUN
easat-1711	89	6	,	,	PUNCT
easat-1711	89	7	illumination	illumination	NOUN
easat-1711	89	8	correction	correction	NOUN
easat-1711	89	9	,	,	PUNCT
easat-1711	89	10	and	and	CCONJ
easat-1711	89	11	visual	visual	ADJ
easat-1711	89	12	enhancement	enhancement	NOUN
easat-1711	89	13	precede	precede	VERB
easat-1711	89	14	feature	feature	NOUN
easat-1711	89	15	extraction	extraction	NOUN
easat-1711	89	16	using	use	VERB
easat-1711	89	17	faster	fast	ADJ
easat-1711	89	18	r	r	NOUN
easat-1711	89	19	-	-	PUNCT
easat-1711	89	20	cnn	cnn	NOUN
easat-1711	89	21	.	.	PUNCT
easat-1711	90	1	subsequently	subsequently	ADV
easat-1711	90	2	,	,	PUNCT
easat-1711	90	3	fkm	fkm	PROPN
easat-1711	90	4	is	be	AUX
easat-1711	90	5	applied	apply	VERB
easat-1711	90	6	to	to	AUX
easat-1711	90	7	segment	segment	VERB
easat-1711	90	8	melanoma	melanoma	NOUN
easat-1711	90	9	regions	region	NOUN
easat-1711	90	10	with	with	ADP
easat-1711	90	11	varying	vary	VERB
easat-1711	90	12	sizes	size	NOUN
easat-1711	90	13	and	and	CCONJ
easat-1711	90	14	boundaries	boundary	NOUN
easat-1711	90	15	.	.	PUNCT
easat-1711	91	1	evaluation	evaluation	NOUN
easat-1711	91	2	on	on	ADP
easat-1711	91	3	isbi-2016	isbi-2016	NOUN
easat-1711	91	4	,	,	PUNCT
easat-1711	91	5	isic-2017	isic-2017	NOUN
easat-1711	91	6	,	,	PUNCT
easat-1711	91	7	and	and	CCONJ
easat-1711	91	8	ph2	ph2	NOUN
easat-1711	91	9	datasets	dataset	NOUN
easat-1711	91	10	demonstrates	demonstrate	VERB
easat-1711	91	11	superior	superior	ADJ
easat-1711	91	12	performance	performance	NOUN
easat-1711	91	13	compared	compare	VERB
easat-1711	91	14	to	to	ADP
easat-1711	91	15	state	state	NOUN
easat-1711	91	16	-	-	PUNCT
easat-1711	91	17	of	of	ADP
easat-1711	91	18	-	-	PUNCT
easat-1711	91	19	the	the	DET
easat-1711	91	20	-	-	PUNCT
easat-1711	91	21	art	art	NOUN
easat-1711	91	22	methods	method	NOUN
easat-1711	91	23	,	,	PUNCT
easat-1711	91	24	achieving	achieve	VERB
easat-1711	91	25	average	average	ADJ
easat-1711	91	26	accuracies	accuracy	NOUN
easat-1711	91	27	of	of	ADP
easat-1711	91	28	95.40	95.40	NUM
easat-1711	91	29	%	%	NOUN
easat-1711	91	30	,	,	PUNCT
easat-1711	91	31	93.1	93.1	NUM
easat-1711	91	32	%	%	NOUN
easat-1711	91	33	,	,	PUNCT
easat-1711	91	34	and	and	CCONJ
easat-1711	91	35	95.6	95.6	NUM
easat-1711	91	36	%	%	NOUN
easat-1711	91	37	,	,	PUNCT
easat-1711	91	38	respectively	respectively	ADV
easat-1711	91	39	.	.	PUNCT
easat-1711	92	1	however	however	ADV
easat-1711	92	2	,	,	PUNCT
easat-1711	92	3	it	it	PRON
easat-1711	92	4	has	have	VERB
easat-1711	92	5	high	high	ADJ
easat-1711	92	6	false	false	ADJ
easat-1711	92	7	negative	negative	ADJ
easat-1711	92	8	rate	rate	NOUN
easat-1711	92	9	.	.	PUNCT
easat-1711	93	1	481	481	NUM
easat-1711	93	2	edelweiss	edelweiss	PROPN
easat-1711	93	3	applied	apply	VERB
easat-1711	93	4	science	science	NOUN
easat-1711	93	5	and	and	CCONJ
easat-1711	93	6	technology	technology	NOUN
easat-1711	93	7	issn	issn	PROPN
easat-1711	93	8	:	:	PUNCT
easat-1711	93	9	2576	2576	NUM
easat-1711	93	10	-	-	SYM
easat-1711	93	11	8484	8484	NUM
easat-1711	93	12	vol	vol	NOUN
easat-1711	93	13	.	.	PROPN
easat-1711	93	14	8	8	NUM
easat-1711	93	15	,	,	PUNCT
easat-1711	93	16	no	no	INTJ
easat-1711	93	17	.	.	NOUN
easat-1711	93	18	5	5	NUM
easat-1711	93	19	:	:	SYM
easat-1711	93	20	478	478	NUM
easat-1711	93	21	-	-	SYM
easat-1711	93	22	497	497	NUM
easat-1711	93	23	,	,	PUNCT
easat-1711	93	24	2024	2024	NUM
easat-1711	93	25	doi	doi	NOUN
easat-1711	93	26	:	:	PUNCT
easat-1711	93	27	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	93	28	©	©	PROPN
easat-1711	93	29	2024	2024	NUM
easat-1711	93	30	by	by	ADP
easat-1711	93	31	the	the	DET
easat-1711	93	32	authors	author	NOUN
easat-1711	93	33	;	;	PUNCT
easat-1711	93	34	licensee	licensee	PROPN
easat-1711	93	35	learning	learning	NOUN
easat-1711	93	36	gate	gate	NOUN
easat-1711	93	37	2.1	2.1	NUM
easat-1711	93	38	.	.	PUNCT
easat-1711	94	1	problem	problem	NOUN
easat-1711	94	2	statement	statement	NOUN
easat-1711	94	3	and	and	CCONJ
easat-1711	94	4	motivation	motivation	NOUN
easat-1711	94	5	accurate	accurate	ADJ
easat-1711	94	6	and	and	CCONJ
easat-1711	94	7	timely	timely	ADJ
easat-1711	94	8	skin	skin	NOUN
easat-1711	94	9	disease	disease	NOUN
easat-1711	94	10	detection	detection	NOUN
easat-1711	94	11	is	be	AUX
easat-1711	94	12	crucial	crucial	ADJ
easat-1711	94	13	for	for	ADP
easat-1711	94	14	effective	effective	ADJ
easat-1711	94	15	treatment	treatment	NOUN
easat-1711	94	16	outcomes	outcome	NOUN
easat-1711	94	17	.	.	PUNCT
easat-1711	95	1	while	while	SCONJ
easat-1711	95	2	dermoscopy	dermoscopy	NOUN
easat-1711	95	3	is	be	AUX
easat-1711	95	4	a	a	DET
easat-1711	95	5	valuable	valuable	ADJ
easat-1711	95	6	tool	tool	NOUN
easat-1711	95	7	,	,	PUNCT
easat-1711	95	8	its	its	PRON
easat-1711	95	9	reliance	reliance	NOUN
easat-1711	95	10	on	on	ADP
easat-1711	95	11	dermatologist	dermatologist	NOUN
easat-1711	95	12	expertise	expertise	NOUN
easat-1711	95	13	and	and	CCONJ
easat-1711	95	14	the	the	DET
easat-1711	95	15	inherent	inherent	ADJ
easat-1711	95	16	variability	variability	NOUN
easat-1711	95	17	between	between	ADP
easat-1711	95	18	doctors	doctor	NOUN
easat-1711	95	19	hinder	hinder	VERB
easat-1711	95	20	reliable	reliable	ADJ
easat-1711	95	21	diagnosis	diagnosis	NOUN
easat-1711	95	22	.	.	PUNCT
easat-1711	96	1	existing	exist	VERB
easat-1711	96	2	deep	deep	ADJ
easat-1711	96	3	learning	learning	NOUN
easat-1711	96	4	models	model	NOUN
easat-1711	96	5	for	for	ADP
easat-1711	96	6	skin	skin	NOUN
easat-1711	96	7	lesion	lesion	NOUN
easat-1711	96	8	analysis	analysis	NOUN
easat-1711	96	9	often	often	ADV
easat-1711	96	10	prioritize	prioritize	VERB
easat-1711	96	11	accuracy	accuracy	NOUN
easat-1711	96	12	over	over	ADP
easat-1711	96	13	computational	computational	ADJ
easat-1711	96	14	efficiency	efficiency	NOUN
easat-1711	96	15	,	,	PUNCT
easat-1711	96	16	limiting	limit	VERB
easat-1711	96	17	their	their	PRON
easat-1711	96	18	applicability	applicability	NOUN
easat-1711	96	19	in	in	ADP
easat-1711	96	20	real	real	ADJ
easat-1711	96	21	-	-	PUNCT
easat-1711	96	22	world	world	NOUN
easat-1711	96	23	clinical	clinical	ADJ
easat-1711	96	24	settings	setting	NOUN
easat-1711	96	25	[	[	X
easat-1711	96	26	21	21	NUM
easat-1711	96	27	-	-	SYM
easat-1711	96	28	27	27	NUM
easat-1711	96	29	]	]	PUNCT
easat-1711	96	30	.	.	PUNCT
easat-1711	97	1	this	this	DET
easat-1711	97	2	study	study	NOUN
easat-1711	97	3	addresses	address	VERB
easat-1711	97	4	the	the	DET
easat-1711	97	5	need	need	NOUN
easat-1711	97	6	for	for	ADP
easat-1711	97	7	a	a	DET
easat-1711	97	8	lightweight	lightweight	ADJ
easat-1711	97	9	,	,	PUNCT
easat-1711	97	10	high	high	ADJ
easat-1711	97	11	-	-	PUNCT
easat-1711	97	12	performance	performance	NOUN
easat-1711	97	13	model	model	NOUN
easat-1711	97	14	capable	capable	ADJ
easat-1711	97	15	of	of	ADP
easat-1711	97	16	accurate	accurate	ADJ
easat-1711	97	17	and	and	CCONJ
easat-1711	97	18	rapid	rapid	ADJ
easat-1711	97	19	skin	skin	NOUN
easat-1711	97	20	disease	disease	NOUN
easat-1711	97	21	detection	detection	NOUN
easat-1711	97	22	,	,	PUNCT
easat-1711	97	23	thereby	thereby	ADV
easat-1711	97	24	supporting	support	VERB
easat-1711	97	25	dermatologists	dermatologist	NOUN
easat-1711	97	26	in	in	ADP
easat-1711	97	27	providing	provide	VERB
easat-1711	97	28	timely	timely	ADJ
easat-1711	97	29	and	and	CCONJ
easat-1711	97	30	effective	effective	ADJ
easat-1711	97	31	patient	patient	ADJ
easat-1711	97	32	care	care	NOUN
easat-1711	97	33	.	.	PUNCT
easat-1711	98	1	3	3	X
easat-1711	98	2	.	.	NUM
easat-1711	98	3	proposed	propose	VERB
easat-1711	98	4	methodology	methodology	NOUN
easat-1711	98	5	for	for	ADP
easat-1711	98	6	swift	swift	ADJ
easat-1711	98	7	skin	skin	NOUN
easat-1711	98	8	lesion	lesion	NOUN
easat-1711	98	9	identification	identification	NOUN
easat-1711	98	10	this	this	DET
easat-1711	98	11	section	section	NOUN
easat-1711	98	12	presents	present	VERB
easat-1711	98	13	the	the	DET
easat-1711	98	14	compact	compact	ADJ
easat-1711	98	15	fortified	fortify	VERB
easat-1711	98	16	weight	weight	NOUN
easat-1711	98	17	-	-	PUNCT
easat-1711	98	18	prioritized	prioritize	VERB
easat-1711	98	19	convolutional	convolutional	ADJ
easat-1711	98	20	network	network	NOUN
easat-1711	98	21	(	(	PUNCT
easat-1711	98	22	cwcn	cwcn	NOUN
easat-1711	98	23	)	)	PUNCT
easat-1711	98	24	optimized	optimize	VERB
easat-1711	98	25	by	by	ADP
easat-1711	98	26	the	the	DET
easat-1711	98	27	harbor	harbor	NOUN
easat-1711	98	28	seal	seal	NOUN
easat-1711	98	29	whiskers	whisker	NOUN
easat-1711	98	30	optimization	optimization	NOUN
easat-1711	98	31	(	(	PUNCT
easat-1711	98	32	hoa	hoa	NOUN
easat-1711	98	33	)	)	PUNCT
easat-1711	98	34	algorithm	algorithm	NOUN
easat-1711	98	35	for	for	ADP
easat-1711	98	36	swift	swift	ADJ
easat-1711	98	37	skin	skin	NOUN
easat-1711	98	38	lesion	lesion	NOUN
easat-1711	98	39	identification	identification	NOUN
easat-1711	98	40	using	use	VERB
easat-1711	98	41	dermoscopic	dermoscopic	ADJ
easat-1711	98	42	images	image	NOUN
easat-1711	98	43	(	(	PUNCT
easat-1711	98	44	cwcn	cwcn	NOUN
easat-1711	98	45	-	-	PUNCT
easat-1711	98	46	hoa	hoa	NOUN
easat-1711	98	47	-	-	PUNCT
easat-1711	98	48	sld	sld	NOUN
easat-1711	98	49	-	-	PUNCT
easat-1711	98	50	di	di	NOUN
easat-1711	98	51	)	)	PUNCT
easat-1711	98	52	.	.	PUNCT
easat-1711	99	1	a	a	DET
easat-1711	99	2	visual	visual	ADJ
easat-1711	99	3	representation	representation	NOUN
easat-1711	99	4	of	of	ADP
easat-1711	99	5	the	the	DET
easat-1711	99	6	cwcn	cwcn	NOUN
easat-1711	99	7	-	-	PUNCT
easat-1711	99	8	hoa	hoa	NOUN
easat-1711	99	9	-	-	PUNCT
easat-1711	99	10	sld	sld	NOUN
easat-1711	99	11	-	-	PUNCT
easat-1711	99	12	di	di	NOUN
easat-1711	99	13	methodology	methodology	NOUN
easat-1711	99	14	is	be	AUX
easat-1711	99	15	provided	provide	VERB
easat-1711	99	16	in	in	ADP
easat-1711	99	17	figure	figure	NOUN
easat-1711	99	18	1	1	NUM
easat-1711	99	19	.	.	PUNCT
easat-1711	99	20	subsequent	subsequent	ADJ
easat-1711	99	21	sections	section	NOUN
easat-1711	99	22	offer	offer	VERB
easat-1711	99	23	a	a	DET
easat-1711	99	24	detailed	detailed	ADJ
easat-1711	99	25	examination	examination	NOUN
easat-1711	99	26	of	of	ADP
easat-1711	99	27	the	the	DET
easat-1711	99	28	constituent	constituent	ADJ
easat-1711	99	29	components	component	NOUN
easat-1711	99	30	of	of	ADP
easat-1711	99	31	each	each	DET
easat-1711	99	32	stage	stage	NOUN
easat-1711	99	33	.	.	PUNCT
easat-1711	100	1	3.1	3.1	NUM
easat-1711	100	2	.	.	PUNCT
easat-1711	100	3	dataset	dataset	ADJ
easat-1711	100	4	description	description	NOUN
easat-1711	100	5	this	this	DET
easat-1711	100	6	section	section	NOUN
easat-1711	100	7	introduces	introduce	VERB
easat-1711	100	8	the	the	DET
easat-1711	100	9	isic	isic	PROPN
easat-1711	100	10	archive	archive	NOUN
easat-1711	100	11	,	,	PUNCT
easat-1711	100	12	which	which	PRON
easat-1711	100	13	serve	serve	VERB
easat-1711	100	14	as	as	ADP
easat-1711	100	15	the	the	DET
easat-1711	100	16	foundation	foundation	NOUN
easat-1711	100	17	for	for	ADP
easat-1711	100	18	developing	develop	VERB
easat-1711	100	19	and	and	CCONJ
easat-1711	100	20	evaluating	evaluate	VERB
easat-1711	100	21	the	the	DET
easat-1711	100	22	cwcn	cwcn	NOUN
easat-1711	100	23	-	-	PUNCT
easat-1711	100	24	hoa	hoa	NOUN
easat-1711	100	25	-	-	PUNCT
easat-1711	100	26	sld	sld	NOUN
easat-1711	100	27	-	-	PUNCT
easat-1711	100	28	di	di	NOUN
easat-1711	100	29	models	model	NOUN
easat-1711	100	30	for	for	ADP
easat-1711	100	31	swift	swift	ADJ
easat-1711	100	32	skin	skin	NOUN
easat-1711	100	33	lesion	lesion	NOUN
easat-1711	100	34	identification	identification	NOUN
easat-1711	100	35	using	use	VERB
easat-1711	100	36	dermoscopic	dermoscopic	ADJ
easat-1711	100	37	images	image	NOUN
easat-1711	100	38	.	.	PUNCT
easat-1711	101	1	this	this	DET
easat-1711	101	2	isic	isic	PROPN
easat-1711	101	3	archive	archive	NOUN
easat-1711	101	4	has	have	VERB
easat-1711	101	5	extensive	extensive	ADJ
easat-1711	101	6	collection	collection	NOUN
easat-1711	101	7	of	of	ADP
easat-1711	101	8	over	over	ADP
easat-1711	101	9	100,000	100,000	NUM
easat-1711	101	10	high	high	ADJ
easat-1711	101	11	-	-	PUNCT
easat-1711	101	12	quality	quality	NOUN
easat-1711	101	13	dermoscopic	dermoscopic	NOUN
easat-1711	101	14	images	image	NOUN
easat-1711	101	15	.	.	PUNCT
easat-1711	102	1	it	it	PRON
easat-1711	102	2	offers	offer	VERB
easat-1711	102	3	a	a	DET
easat-1711	102	4	vast	vast	ADJ
easat-1711	102	5	collection	collection	NOUN
easat-1711	102	6	of	of	ADP
easat-1711	102	7	images	image	NOUN
easat-1711	102	8	,	,	PUNCT
easat-1711	102	9	accurate	accurate	ADJ
easat-1711	102	10	ground	ground	NOUN
easat-1711	102	11	truth	truth	NOUN
easat-1711	102	12	annotations	annotation	NOUN
easat-1711	102	13	,	,	PUNCT
easat-1711	102	14	a	a	DET
easat-1711	102	15	diverse	diverse	ADJ
easat-1711	102	16	range	range	NOUN
easat-1711	102	17	of	of	ADP
easat-1711	102	18	skin	skin	NOUN
easat-1711	102	19	lesion	lesion	NOUN
easat-1711	102	20	types	type	NOUN
easat-1711	102	21	,	,	PUNCT
easat-1711	102	22	and	and	CCONJ
easat-1711	102	23	regular	regular	ADJ
easat-1711	102	24	updates	update	NOUN
easat-1711	102	25	,	,	PUNCT
easat-1711	102	26	provides	provide	VERB
easat-1711	102	27	a	a	DET
easat-1711	102	28	valuable	valuable	ADJ
easat-1711	102	29	resource	resource	NOUN
easat-1711	102	30	for	for	ADP
easat-1711	102	31	developing	develop	VERB
easat-1711	102	32	and	and	CCONJ
easat-1711	102	33	refining	refining	NOUN
easat-1711	102	34	models	model	NOUN
easat-1711	102	35	capable	capable	ADJ
easat-1711	102	36	of	of	ADP
easat-1711	102	37	accurately	accurately	ADV
easat-1711	102	38	identifying	identify	VERB
easat-1711	102	39	and	and	CCONJ
easat-1711	102	40	classifying	classify	VERB
easat-1711	102	41	various	various	ADJ
easat-1711	102	42	skin	skin	NOUN
easat-1711	102	43	lesions	lesion	NOUN
easat-1711	102	44	[	[	X
easat-1711	102	45	28	28	NUM
easat-1711	102	46	]	]	PUNCT
easat-1711	102	47	.	.	PUNCT
easat-1711	103	1	the	the	DET
easat-1711	103	2	dataset	dataset	NOUN
easat-1711	103	3	includes	include	VERB
easat-1711	103	4	a	a	DET
easat-1711	103	5	wide	wide	ADJ
easat-1711	103	6	range	range	NOUN
easat-1711	103	7	of	of	ADP
easat-1711	103	8	skin	skin	NOUN
easat-1711	103	9	lesions	lesion	NOUN
easat-1711	103	10	,	,	PUNCT
easat-1711	103	11	such	such	ADJ
easat-1711	103	12	as	as	ADP
easat-1711	103	13	melanoma	melanoma	NOUN
easat-1711	103	14	,	,	PUNCT
easat-1711	103	15	melanocytic	melanocytic	ADJ
easat-1711	103	16	nevi	nevi	NOUN
easat-1711	103	17	,	,	PUNCT
easat-1711	103	18	basal	basal	ADJ
easat-1711	103	19	cell	cell	NOUN
easat-1711	103	20	carcinoma	carcinoma	NOUN
easat-1711	103	21	,	,	PUNCT
easat-1711	103	22	actinic	actinic	ADJ
easat-1711	103	23	keratosis	keratosis	NOUN
easat-1711	103	24	,	,	PUNCT
easat-1711	103	25	benign	benign	ADJ
easat-1711	103	26	keratosis	keratosis	NOUN
easat-1711	103	27	,	,	PUNCT
easat-1711	103	28	dermatofibroma	dermatofibroma	ADJ
easat-1711	103	29	,	,	PUNCT
easat-1711	103	30	and	and	CCONJ
easat-1711	103	31	vascular	vascular	ADJ
easat-1711	103	32	lesions	lesion	NOUN
easat-1711	103	33	.	.	PUNCT
easat-1711	104	1	data	datum	NOUN
easat-1711	104	2	preprocessing	preprocesse	VERB
easat-1711	104	3	•	•	NUM
easat-1711	104	4	dermoscopic	dermoscopic	NOUN
easat-1711	104	5	image	image	NOUN
easat-1711	104	6	augmentation	augmentation	NOUN
easat-1711	104	7	.	.	PUNCT
easat-1711	105	1	•	•	NOUN
easat-1711	105	2	normalization	normalization	NOUN
easat-1711	105	3	using	use	VERB
easat-1711	105	4	log	log	NOUN
easat-1711	105	5	-	-	PUNCT
easat-1711	105	6	sinh	sinh	NOUN
easat-1711	105	7	with	with	ADP
easat-1711	105	8	adaptive	adaptive	PROPN
easat-1711	105	9	box	box	NOUN
easat-1711	105	10	-	-	PUNCT
easat-1711	105	11	cox	cox	PROPN
easat-1711	105	12	transformation	transformation	NOUN
easat-1711	105	13	.	.	PUNCT
easat-1711	106	1	•	•	NOUN
easat-1711	106	2	noise	noise	NOUN
easat-1711	106	3	removal	removal	NOUN
easat-1711	106	4	techniques	technique	NOUN
easat-1711	106	5	using	use	VERB
easat-1711	106	6	guided	guide	VERB
easat-1711	106	7	box	box	NOUN
easat-1711	106	8	filtering	filtering	NOUN
easat-1711	106	9	(	(	PUNCT
easat-1711	106	10	gbf	gbf	PROPN
easat-1711	106	11	)	)	PUNCT
easat-1711	106	12	and	and	CCONJ
easat-1711	106	13	guided	guide	VERB
easat-1711	106	14	image	image	NOUN
easat-1711	106	15	filtering	filtering	NOUN
easat-1711	106	16	(	(	PUNCT
easat-1711	106	17	gif	gif	PROPN
easat-1711	106	18	)	)	PUNCT
easat-1711	106	19	.	.	PUNCT
easat-1711	107	1	data	data	PROPN
easat-1711	107	2	acquisition	acquisition	PROPN
easat-1711	107	3	isic	isic	PROPN
easat-1711	107	4	archive	archive	PROPN
easat-1711	107	5	swift	swift	ADJ
easat-1711	107	6	skin	skin	NOUN
easat-1711	107	7	lesion	lesion	NOUN
easat-1711	107	8	identification	identification	NOUN
easat-1711	107	9	using	use	VERB
easat-1711	107	10	compact	compact	ADJ
easat-1711	107	11	fortified	fortify	VERB
easat-1711	107	12	weight	weight	NOUN
easat-1711	107	13	-	-	PUNCT
easat-1711	107	14	prioritized	prioritize	VERB
easat-1711	107	15	convolutional	convolutional	ADJ
easat-1711	107	16	network	network	NOUN
easat-1711	107	17	(	(	PUNCT
easat-1711	107	18	cwcn	cwcn	NOUN
easat-1711	107	19	)	)	PUNCT
easat-1711	107	20	hyper	hyper	ADJ
easat-1711	107	21	parameter	parameter	NOUN
easat-1711	107	22	tuned	tune	VERB
easat-1711	107	23	using	use	VERB
easat-1711	107	24	harbor	harbor	NOUN
easat-1711	107	25	seal	seal	NOUN
easat-1711	107	26	whiskers	whisker	NOUN
easat-1711	107	27	optimization	optimization	NOUN
easat-1711	107	28	(	(	PUNCT
easat-1711	107	29	hoa	hoa	NOUN
easat-1711	107	30	)	)	PUNCT
easat-1711	107	31	algorithm	algorithm	NOUN
easat-1711	107	32	malignant	malignant	ADJ
easat-1711	107	33	melanocytic	melanocytic	ADJ
easat-1711	107	34	nevus	nevus	ADJ
easat-1711	107	35	basal	basal	PROPN
easat-1711	107	36	cell	cell	NOUN
easat-1711	107	37	carcinoma	carcinoma	NOUN
easat-1711	107	38	actinic	actinic	ADJ
easat-1711	107	39	keratosis	keratosis	NOUN
easat-1711	107	40	benign	benign	ADJ
easat-1711	107	41	keratosis	keratosis	NOUN
easat-1711	107	42	dermatofibroma	dermatofibroma	ADJ
easat-1711	107	43	vascular	vascular	ADJ
easat-1711	107	44	lesion	lesion	NOUN
easat-1711	107	45	figure	figure	NOUN
easat-1711	107	46	1	1	NUM
easat-1711	107	47	.	.	PUNCT
easat-1711	107	48	visual	visual	ADJ
easat-1711	107	49	representation	representation	NOUN
easat-1711	107	50	of	of	ADP
easat-1711	107	51	the	the	DET
easat-1711	107	52	cwcn	cwcn	NOUN
easat-1711	107	53	-	-	PUNCT
easat-1711	107	54	hoa	hoa	NOUN
easat-1711	107	55	-	-	PUNCT
easat-1711	107	56	sld	sld	NOUN
easat-1711	107	57	-	-	PUNCT
easat-1711	107	58	di	di	NOUN
easat-1711	107	59	methodology	methodology	NOUN
easat-1711	107	60	.	.	PUNCT
easat-1711	108	1	482	482	NUM
easat-1711	108	2	edelweiss	edelweiss	PROPN
easat-1711	108	3	applied	apply	VERB
easat-1711	108	4	science	science	NOUN
easat-1711	108	5	and	and	CCONJ
easat-1711	108	6	technology	technology	NOUN
easat-1711	108	7	issn	issn	PROPN
easat-1711	108	8	:	:	PUNCT
easat-1711	108	9	2576	2576	NUM
easat-1711	108	10	-	-	SYM
easat-1711	108	11	8484	8484	NUM
easat-1711	108	12	vol	vol	NOUN
easat-1711	108	13	.	.	PROPN
easat-1711	108	14	8	8	NUM
easat-1711	108	15	,	,	PUNCT
easat-1711	108	16	no	no	INTJ
easat-1711	108	17	.	.	NOUN
easat-1711	108	18	5	5	NUM
easat-1711	108	19	:	:	SYM
easat-1711	108	20	478	478	NUM
easat-1711	108	21	-	-	SYM
easat-1711	108	22	497	497	NUM
easat-1711	108	23	,	,	PUNCT
easat-1711	108	24	2024	2024	NUM
easat-1711	108	25	doi	doi	NOUN
easat-1711	108	26	:	:	PUNCT
easat-1711	108	27	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	108	28	©	©	PROPN
easat-1711	108	29	2024	2024	NUM
easat-1711	108	30	by	by	ADP
easat-1711	108	31	the	the	DET
easat-1711	108	32	authors	author	NOUN
easat-1711	108	33	;	;	PUNCT
easat-1711	108	34	licensee	licensee	PROPN
easat-1711	108	35	learning	learning	NOUN
easat-1711	108	36	gate	gate	PROPN
easat-1711	108	37	3.1	3.1	NUM
easat-1711	108	38	.	.	PUNCT
easat-1711	109	1	dataset	dataset	ADJ
easat-1711	109	2	description	description	NOUN
easat-1711	109	3	this	this	DET
easat-1711	109	4	section	section	NOUN
easat-1711	109	5	introduces	introduce	VERB
easat-1711	109	6	the	the	DET
easat-1711	109	7	isic	isic	PROPN
easat-1711	109	8	archive	archive	NOUN
easat-1711	109	9	,	,	PUNCT
easat-1711	109	10	which	which	PRON
easat-1711	109	11	serve	serve	VERB
easat-1711	109	12	as	as	ADP
easat-1711	109	13	the	the	DET
easat-1711	109	14	foundation	foundation	NOUN
easat-1711	109	15	for	for	ADP
easat-1711	109	16	developing	develop	VERB
easat-1711	109	17	and	and	CCONJ
easat-1711	109	18	evaluating	evaluate	VERB
easat-1711	109	19	the	the	DET
easat-1711	109	20	cwcn	cwcn	NOUN
easat-1711	109	21	-	-	PUNCT
easat-1711	109	22	hoa	hoa	NOUN
easat-1711	109	23	-	-	PUNCT
easat-1711	109	24	sld	sld	NOUN
easat-1711	109	25	-	-	PUNCT
easat-1711	109	26	di	di	NOUN
easat-1711	109	27	models	model	NOUN
easat-1711	109	28	for	for	ADP
easat-1711	109	29	swift	swift	ADJ
easat-1711	109	30	skin	skin	NOUN
easat-1711	109	31	lesion	lesion	NOUN
easat-1711	109	32	identification	identification	NOUN
easat-1711	109	33	using	use	VERB
easat-1711	109	34	dermoscopic	dermoscopic	ADJ
easat-1711	109	35	images	image	NOUN
easat-1711	109	36	.	.	PUNCT
easat-1711	110	1	this	this	DET
easat-1711	110	2	isic	isic	PROPN
easat-1711	110	3	archive	archive	NOUN
easat-1711	110	4	has	have	VERB
easat-1711	110	5	extensive	extensive	ADJ
easat-1711	110	6	collection	collection	NOUN
easat-1711	110	7	of	of	ADP
easat-1711	110	8	over	over	ADP
easat-1711	110	9	100,000	100,000	NUM
easat-1711	110	10	high	high	ADJ
easat-1711	110	11	-	-	PUNCT
easat-1711	110	12	quality	quality	NOUN
easat-1711	110	13	dermoscopic	dermoscopic	NOUN
easat-1711	110	14	images	image	NOUN
easat-1711	110	15	.	.	PUNCT
easat-1711	111	1	it	it	PRON
easat-1711	111	2	offers	offer	VERB
easat-1711	111	3	a	a	DET
easat-1711	111	4	vast	vast	ADJ
easat-1711	111	5	collection	collection	NOUN
easat-1711	111	6	of	of	ADP
easat-1711	111	7	images	image	NOUN
easat-1711	111	8	,	,	PUNCT
easat-1711	111	9	accurate	accurate	ADJ
easat-1711	111	10	ground	ground	NOUN
easat-1711	111	11	truth	truth	NOUN
easat-1711	111	12	annotations	annotation	NOUN
easat-1711	111	13	,	,	PUNCT
easat-1711	111	14	a	a	DET
easat-1711	111	15	diverse	diverse	ADJ
easat-1711	111	16	range	range	NOUN
easat-1711	111	17	of	of	ADP
easat-1711	111	18	skin	skin	NOUN
easat-1711	111	19	lesion	lesion	NOUN
easat-1711	111	20	types	type	NOUN
easat-1711	111	21	,	,	PUNCT
easat-1711	111	22	and	and	CCONJ
easat-1711	111	23	regular	regular	ADJ
easat-1711	111	24	updates	update	NOUN
easat-1711	111	25	,	,	PUNCT
easat-1711	111	26	provides	provide	VERB
easat-1711	111	27	a	a	DET
easat-1711	111	28	valuable	valuable	ADJ
easat-1711	111	29	resource	resource	NOUN
easat-1711	111	30	for	for	ADP
easat-1711	111	31	developing	develop	VERB
easat-1711	111	32	and	and	CCONJ
easat-1711	111	33	refining	refining	NOUN
easat-1711	111	34	models	model	NOUN
easat-1711	111	35	capable	capable	ADJ
easat-1711	111	36	of	of	ADP
easat-1711	111	37	accurately	accurately	ADV
easat-1711	111	38	identifying	identify	VERB
easat-1711	111	39	and	and	CCONJ
easat-1711	111	40	classifying	classify	VERB
easat-1711	111	41	various	various	ADJ
easat-1711	111	42	skin	skin	NOUN
easat-1711	111	43	lesions	lesion	NOUN
easat-1711	111	44	[	[	X
easat-1711	111	45	28	28	NUM
easat-1711	111	46	]	]	PUNCT
easat-1711	111	47	.	.	PUNCT
easat-1711	112	1	the	the	DET
easat-1711	112	2	dataset	dataset	NOUN
easat-1711	112	3	includes	include	VERB
easat-1711	112	4	a	a	DET
easat-1711	112	5	wide	wide	ADJ
easat-1711	112	6	range	range	NOUN
easat-1711	112	7	of	of	ADP
easat-1711	112	8	skin	skin	NOUN
easat-1711	112	9	lesions	lesion	NOUN
easat-1711	112	10	,	,	PUNCT
easat-1711	112	11	such	such	ADJ
easat-1711	112	12	as	as	ADP
easat-1711	112	13	melanoma	melanoma	NOUN
easat-1711	112	14	,	,	PUNCT
easat-1711	112	15	melanocytic	melanocytic	ADJ
easat-1711	112	16	nevi	nevi	NOUN
easat-1711	112	17	,	,	PUNCT
easat-1711	112	18	basal	basal	ADJ
easat-1711	112	19	cell	cell	NOUN
easat-1711	112	20	carcinoma	carcinoma	NOUN
easat-1711	112	21	,	,	PUNCT
easat-1711	112	22	actinic	actinic	ADJ
easat-1711	112	23	keratosis	keratosis	NOUN
easat-1711	112	24	,	,	PUNCT
easat-1711	112	25	benign	benign	ADJ
easat-1711	112	26	keratosis	keratosis	NOUN
easat-1711	112	27	,	,	PUNCT
easat-1711	112	28	dermatofibroma	dermatofibroma	ADJ
easat-1711	112	29	,	,	PUNCT
easat-1711	112	30	and	and	CCONJ
easat-1711	112	31	vascular	vascular	ADJ
easat-1711	112	32	lesions	lesion	NOUN
easat-1711	112	33	.	.	PUNCT
easat-1711	113	1	3.2	3.2	NUM
easat-1711	113	2	.	.	PUNCT
easat-1711	114	1	pre	pre	ADJ
easat-1711	114	2	-	-	ADJ
easat-1711	114	3	processing	processing	ADJ
easat-1711	114	4	process	process	NOUN
easat-1711	114	5	generally	generally	ADV
easat-1711	114	6	,	,	PUNCT
easat-1711	114	7	pre	pre	ADJ
easat-1711	114	8	-	-	ADJ
easat-1711	114	9	processing	processing	NOUN
easat-1711	114	10	is	be	AUX
easat-1711	114	11	a	a	DET
easat-1711	114	12	crucial	crucial	ADJ
easat-1711	114	13	step	step	NOUN
easat-1711	114	14	in	in	ADP
easat-1711	114	15	skin	skin	NOUN
easat-1711	114	16	lesion	lesion	NOUN
easat-1711	114	17	identification	identification	NOUN
easat-1711	114	18	.	.	PUNCT
easat-1711	115	1	it	it	PRON
easat-1711	115	2	ensures	ensure	VERB
easat-1711	115	3	dermoscopic	dermoscopic	ADJ
easat-1711	115	4	image	image	NOUN
easat-1711	115	5	consistency	consistency	NOUN
easat-1711	115	6	,	,	PUNCT
easat-1711	115	7	improves	improve	VERB
easat-1711	115	8	image	image	NOUN
easat-1711	115	9	quality	quality	NOUN
easat-1711	115	10	,	,	PUNCT
easat-1711	115	11	enhances	enhance	VERB
easat-1711	115	12	feature	feature	NOUN
easat-1711	115	13	extraction	extraction	NOUN
easat-1711	115	14	,	,	PUNCT
easat-1711	115	15	and	and	CCONJ
easat-1711	115	16	optimizes	optimize	VERB
easat-1711	115	17	model	model	NOUN
easat-1711	115	18	performance	performance	NOUN
easat-1711	115	19	.	.	PUNCT
easat-1711	116	1	techniques	technique	NOUN
easat-1711	116	2	like	like	ADP
easat-1711	116	3	normalization	normalization	NOUN
easat-1711	116	4	,	,	PUNCT
easat-1711	116	5	noise	noise	NOUN
easat-1711	116	6	reduction	reduction	NOUN
easat-1711	116	7	,	,	PUNCT
easat-1711	116	8	and	and	CCONJ
easat-1711	116	9	dermoscopic	dermoscopic	NOUN
easat-1711	116	10	image	image	NOUN
easat-1711	116	11	augmentation	augmentation	NOUN
easat-1711	116	12	are	be	AUX
easat-1711	116	13	essential	essential	ADJ
easat-1711	116	14	for	for	ADP
easat-1711	116	15	preparing	prepare	VERB
easat-1711	116	16	dermoscopic	dermoscopic	NOUN
easat-1711	116	17	images	image	NOUN
easat-1711	116	18	for	for	ADP
easat-1711	116	19	effective	effective	ADJ
easat-1711	116	20	analysis	analysis	NOUN
easat-1711	116	21	.	.	PUNCT
easat-1711	117	1	initially	initially	ADV
easat-1711	117	2	,	,	PUNCT
easat-1711	117	3	the	the	DET
easat-1711	117	4	dermoscopic	dermoscopic	ADJ
easat-1711	117	5	image	image	NOUN
easat-1711	117	6	augmentation	augmentation	NOUN
easat-1711	117	7	is	be	AUX
easat-1711	117	8	an	an	DET
easat-1711	117	9	essential	essential	ADJ
easat-1711	117	10	technique	technique	NOUN
easat-1711	117	11	for	for	ADP
easat-1711	117	12	enhancing	enhance	VERB
easat-1711	117	13	the	the	DET
easat-1711	117	14	robustness	robustness	NOUN
easat-1711	117	15	and	and	CCONJ
easat-1711	117	16	generalization	generalization	NOUN
easat-1711	117	17	capabilities	capability	NOUN
easat-1711	117	18	of	of	ADP
easat-1711	117	19	skin	skin	NOUN
easat-1711	117	20	lesion	lesion	NOUN
easat-1711	117	21	identification	identification	NOUN
easat-1711	117	22	models	model	NOUN
easat-1711	117	23	.	.	PUNCT
easat-1711	118	1	by	by	ADP
easat-1711	118	2	artificially	artificially	ADV
easat-1711	118	3	increasing	increase	VERB
easat-1711	118	4	the	the	DET
easat-1711	118	5	diversity	diversity	NOUN
easat-1711	118	6	of	of	ADP
easat-1711	118	7	the	the	DET
easat-1711	118	8	training	training	NOUN
easat-1711	118	9	dataset	dataset	NOUN
easat-1711	118	10	,	,	PUNCT
easat-1711	118	11	augmentation	augmentation	NOUN
easat-1711	118	12	helps	help	VERB
easat-1711	118	13	models	model	NOUN
easat-1711	118	14	learn	learn	VERB
easat-1711	118	15	to	to	PART
easat-1711	118	16	recognize	recognize	VERB
easat-1711	118	17	skin	skin	NOUN
easat-1711	118	18	lesions	lesion	NOUN
easat-1711	118	19	under	under	ADP
easat-1711	118	20	various	various	ADJ
easat-1711	118	21	conditions	condition	NOUN
easat-1711	118	22	.	.	PUNCT
easat-1711	119	1	key	key	ADJ
easat-1711	119	2	augmentation	augmentation	NOUN
easat-1711	119	3	techniques	technique	NOUN
easat-1711	119	4	include	include	VERB
easat-1711	119	5	rotation	rotation	NOUN
easat-1711	119	6	to	to	AUX
easat-1711	119	7	simulates	simulate	NOUN
easat-1711	119	8	different	different	ADJ
easat-1711	119	9	lesion	lesion	NOUN
easat-1711	119	10	orientations	orientation	NOUN
easat-1711	119	11	;	;	PUNCT
easat-1711	119	12	flipping	flip	VERB
easat-1711	119	13	for	for	ADP
easat-1711	119	14	recognizing	recognize	VERB
easat-1711	119	15	lesions	lesion	NOUN
easat-1711	119	16	from	from	ADP
easat-1711	119	17	different	different	ADJ
easat-1711	119	18	perspectives	perspective	NOUN
easat-1711	119	19	;	;	PUNCT
easat-1711	119	20	scaling	scale	VERB
easat-1711	119	21	to	to	PART
easat-1711	119	22	handles	handle	VERB
easat-1711	119	23	variations	variation	NOUN
easat-1711	119	24	in	in	ADP
easat-1711	119	25	lesion	lesion	NOUN
easat-1711	119	26	size	size	NOUN
easat-1711	119	27	;	;	PUNCT
easat-1711	119	28	cropping	crop	VERB
easat-1711	119	29	and	and	CCONJ
easat-1711	119	30	zooming	zoom	VERB
easat-1711	119	31	to	to	PART
easat-1711	119	32	focuses	focus	VERB
easat-1711	119	33	on	on	ADP
easat-1711	119	34	specific	specific	ADJ
easat-1711	119	35	lesion	lesion	NOUN
easat-1711	119	36	areas	area	NOUN
easat-1711	119	37	;	;	PUNCT
easat-1711	119	38	color	color	NOUN
easat-1711	119	39	adjustments	adjustment	NOUN
easat-1711	119	40	to	to	AUX
easat-1711	119	41	accounts	account	NOUN
easat-1711	119	42	for	for	ADP
easat-1711	119	43	different	different	ADJ
easat-1711	119	44	lighting	lighting	NOUN
easat-1711	119	45	conditions	condition	NOUN
easat-1711	119	46	;	;	PUNCT
easat-1711	119	47	noise	noise	VERB
easat-1711	119	48	injection	injection	NOUN
easat-1711	119	49	to	to	PART
easat-1711	119	50	increases	increase	VERB
easat-1711	119	51	resilience	resilience	NOUN
easat-1711	119	52	to	to	ADP
easat-1711	119	53	image	image	NOUN
easat-1711	119	54	artifacts	artifact	NOUN
easat-1711	119	55	and	and	CCONJ
easat-1711	119	56	elastic	elastic	ADJ
easat-1711	119	57	deformations	deformation	NOUN
easat-1711	119	58	to	to	PART
easat-1711	119	59	recognizes	recognize	VERB
easat-1711	119	60	lesions	lesion	NOUN
easat-1711	119	61	under	under	ADP
easat-1711	119	62	slight	slight	ADJ
easat-1711	119	63	skin	skin	NOUN
easat-1711	119	64	surface	surface	NOUN
easat-1711	119	65	changes	change	NOUN
easat-1711	119	66	.	.	PUNCT
easat-1711	120	1	these	these	DET
easat-1711	120	2	techniques	technique	NOUN
easat-1711	120	3	collectively	collectively	ADV
easat-1711	120	4	enrich	enrich	VERB
easat-1711	120	5	the	the	DET
easat-1711	120	6	training	training	NOUN
easat-1711	120	7	dataset	dataset	NOUN
easat-1711	120	8	,	,	PUNCT
easat-1711	120	9	enabling	enable	VERB
easat-1711	120	10	the	the	DET
easat-1711	120	11	cwcn	cwcn	NOUN
easat-1711	120	12	-	-	PUNCT
easat-1711	120	13	hoa	hoa	NOUN
easat-1711	120	14	-	-	PUNCT
easat-1711	120	15	sld	sld	NOUN
easat-1711	120	16	-	-	PUNCT
easat-1711	120	17	di	di	NOUN
easat-1711	120	18	model	model	NOUN
easat-1711	120	19	to	to	ADP
easat-1711	120	20	more	more	ADV
easat-1711	120	21	accurately	accurately	ADV
easat-1711	120	22	and	and	CCONJ
easat-1711	120	23	reliably	reliably	ADV
easat-1711	120	24	identify	identify	VERB
easat-1711	120	25	skin	skin	NOUN
easat-1711	120	26	lesions	lesion	NOUN
easat-1711	120	27	across	across	ADP
easat-1711	120	28	diverse	diverse	ADJ
easat-1711	120	29	conditions	condition	NOUN
easat-1711	120	30	.	.	PUNCT
easat-1711	121	1	after	after	ADP
easat-1711	121	2	this	this	PRON
easat-1711	121	3	,	,	PUNCT
easat-1711	121	4	normalization	normalization	NOUN
easat-1711	121	5	is	be	AUX
easat-1711	121	6	a	a	DET
easat-1711	121	7	crucial	crucial	ADJ
easat-1711	121	8	preprocessing	preprocessing	NOUN
easat-1711	121	9	step	step	NOUN
easat-1711	121	10	in	in	ADP
easat-1711	121	11	dermoscopic	dermoscopic	ADJ
easat-1711	121	12	image	image	NOUN
easat-1711	121	13	analysis	analysis	NOUN
easat-1711	121	14	.	.	PUNCT
easat-1711	122	1	it	it	PRON
easat-1711	122	2	ensures	ensure	VERB
easat-1711	122	3	standardized	standardized	ADJ
easat-1711	122	4	dermoscopic	dermoscopic	ADJ
easat-1711	122	5	image	image	NOUN
easat-1711	122	6	,	,	PUNCT
easat-1711	122	7	effectively	effectively	ADV
easat-1711	122	8	manages	manage	VERB
easat-1711	122	9	outliers	outlier	NOUN
easat-1711	122	10	,	,	PUNCT
easat-1711	122	11	maintains	maintain	VERB
easat-1711	122	12	consistent	consistent	ADJ
easat-1711	122	13	feature	feature	NOUN
easat-1711	122	14	scaling	scaling	NOUN
easat-1711	122	15	,	,	PUNCT
easat-1711	122	16	and	and	CCONJ
easat-1711	122	17	enhances	enhance	VERB
easat-1711	122	18	model	model	NOUN
easat-1711	122	19	performance	performance	NOUN
easat-1711	122	20	.	.	PUNCT
easat-1711	123	1	the	the	DET
easat-1711	123	2	log	log	NOUN
easat-1711	123	3	-	-	PUNCT
easat-1711	123	4	sinh	sinh	NOUN
easat-1711	123	5	with	with	ADP
easat-1711	123	6	adaptive	adaptive	PROPN
easat-1711	123	7	box	box	PROPN
easat-1711	123	8	-	-	PUNCT
easat-1711	123	9	cox	cox	PROPN
easat-1711	123	10	transformation	transformation	NOUN
easat-1711	123	11	is	be	AUX
easat-1711	123	12	particularly	particularly	ADV
easat-1711	123	13	wellsuited	wellsuite	VERB
easat-1711	123	14	for	for	ADP
easat-1711	123	15	this	this	DET
easat-1711	123	16	purpose	purpose	NOUN
easat-1711	123	17	,	,	PUNCT
easat-1711	123	18	as	as	SCONJ
easat-1711	123	19	it	it	PRON
easat-1711	123	20	efficiently	efficiently	ADV
easat-1711	123	21	handles	handle	VERB
easat-1711	123	22	outliers	outlier	NOUN
easat-1711	123	23	,	,	PUNCT
easat-1711	123	24	establishes	establish	VERB
easat-1711	123	25	a	a	DET
easat-1711	123	26	uniform	uniform	ADJ
easat-1711	123	27	distribution	distribution	NOUN
easat-1711	123	28	,	,	PUNCT
easat-1711	123	29	and	and	CCONJ
easat-1711	123	30	preserves	preserve	VERB
easat-1711	123	31	essential	essential	ADJ
easat-1711	123	32	image	image	NOUN
easat-1711	123	33	characteristics	characteristic	NOUN
easat-1711	123	34	.	.	PUNCT
easat-1711	124	1	here	here	ADV
easat-1711	124	2	,	,	PUNCT
easat-1711	124	3	the	the	DET
easat-1711	124	4	log	log	NOUN
easat-1711	124	5	-	-	PUNCT
easat-1711	124	6	sinh	sinh	NOUN
easat-1711	124	7	transformation	transformation	NOUN
easat-1711	124	8	is	be	AUX
easat-1711	124	9	specifically	specifically	ADV
easat-1711	124	10	designed	design	VERB
easat-1711	124	11	to	to	PART
easat-1711	124	12	handle	handle	VERB
easat-1711	124	13	zero	zero	NUM
easat-1711	124	14	values	value	NOUN
easat-1711	124	15	in	in	ADP
easat-1711	124	16	image	image	NOUN
easat-1711	124	17	datasets	dataset	NOUN
easat-1711	124	18	,	,	PUNCT
easat-1711	124	19	where	where	SCONJ
easat-1711	124	20	pixel	pixel	PROPN
easat-1711	124	21	values	value	NOUN
easat-1711	124	22	typically	typically	ADV
easat-1711	124	23	range	range	VERB
easat-1711	124	24	from	from	ADP
easat-1711	124	25	0	0	NUM
easat-1711	124	26	to	to	ADP
easat-1711	124	27	255	255	NUM
easat-1711	124	28	.	.	PUNCT
easat-1711	125	1	this	this	DET
easat-1711	125	2	transformation	transformation	NOUN
easat-1711	125	3	is	be	AUX
easat-1711	125	4	defined	define	VERB
easat-1711	125	5	in	in	ADP
easat-1711	125	6	equation	equation	NOUN
easat-1711	125	7	(	(	PUNCT
easat-1711	125	8	1	1	NUM
easat-1711	125	9	)	)	PUNCT
easat-1711	125	10	a𝐷𝐼	a𝐷𝐼	NOUN
easat-1711	126	1	=	=	PUNCT
easat-1711	126	2	𝑙𝑜𝑔[𝑠𝑖𝑛ℎ(𝐷𝐼	𝑙𝑜𝑔[𝑠𝑖𝑛ℎ(𝐷𝐼	NOUN
easat-1711	126	3	+	+	CCONJ
easat-1711	126	4	𝜀	𝜀	NOUN
easat-1711	126	5	)	)	PUNCT
easat-1711	126	6	]	]	PUNCT
easat-1711	126	7	(	(	PUNCT
easat-1711	126	8	1	1	X
easat-1711	126	9	)	)	PUNCT
easat-1711	126	10	where	where	SCONJ
easat-1711	126	11	𝐷𝐼	𝐷𝐼	PROPN
easat-1711	126	12	is	be	AUX
easat-1711	126	13	the	the	DET
easat-1711	126	14	original	original	ADJ
easat-1711	126	15	dermoscopic	dermoscopic	ADJ
easat-1711	126	16	image	image	NOUN
easat-1711	126	17	value	value	NOUN
easat-1711	126	18	and	and	CCONJ
easat-1711	126	19	𝜀	𝜀	PROPN
easat-1711	126	20	is	be	AUX
easat-1711	126	21	a	a	DET
easat-1711	126	22	small	small	ADJ
easat-1711	126	23	constant	constant	NOUN
easat-1711	126	24	added	add	VERB
easat-1711	126	25	to	to	PART
easat-1711	126	26	prevent	prevent	VERB
easat-1711	126	27	taking	take	VERB
easat-1711	126	28	the	the	DET
easat-1711	126	29	logarithm	logarithm	NOUN
easat-1711	126	30	of	of	ADP
easat-1711	126	31	zero	zero	NUM
easat-1711	126	32	.	.	PUNCT
easat-1711	127	1	subsequently	subsequently	ADV
easat-1711	127	2	,	,	PUNCT
easat-1711	127	3	the	the	DET
easat-1711	127	4	adaptive	adaptive	ADJ
easat-1711	127	5	box	box	NOUN
easat-1711	127	6	-	-	PUNCT
easat-1711	127	7	cox	cox	PROPN
easat-1711	127	8	transformation	transformation	NOUN
easat-1711	127	9	is	be	AUX
easat-1711	127	10	applied	apply	VERB
easat-1711	127	11	to	to	ADP
easat-1711	127	12	the	the	DET
easat-1711	127	13	log	log	NOUN
easat-1711	127	14	-	-	PUNCT
easat-1711	127	15	sinh	sinh	NOUN
easat-1711	127	16	transformed	transform	VERB
easat-1711	127	17	dermoscopic	dermoscopic	ADJ
easat-1711	127	18	image	image	NOUN
easat-1711	127	19	[	[	X
easat-1711	127	20	29	29	NUM
easat-1711	127	21	]	]	PUNCT
easat-1711	127	22	.	.	PUNCT
easat-1711	128	1	this	this	DET
easat-1711	128	2	transformation	transformation	NOUN
easat-1711	128	3	is	be	AUX
easat-1711	128	4	defined	define	VERB
easat-1711	128	5	in	in	ADP
easat-1711	128	6	equation	equation	NOUN
easat-1711	128	7	(	(	PUNCT
easat-1711	128	8	2	2	X
easat-1711	128	9	)	)	PUNCT
easat-1711	128	10	normalization𝐷𝐼	normalization𝐷𝐼	NOUN
easat-1711	128	11	=	=	PUNCT
easat-1711	128	12	{	{	PUNCT
easat-1711	129	1	𝑙𝑛(a𝐷𝐼	𝑙𝑛(a𝐷𝐼	INTJ
easat-1711	129	2	+	+	NUM
easat-1711	129	3	𝜀	𝜀	NOUN
easat-1711	129	4	)	)	PUNCT
easat-1711	129	5	;	;	PUNCT
easat-1711	129	6	𝑖𝑓	𝑖𝑓	ADP
easat-1711	129	7	𝜆	𝜆	X
easat-1711	129	8	=	=	SYM
easat-1711	129	9	0	0	PUNCT
easat-1711	129	10	(	(	PUNCT
easat-1711	129	11	a𝐷𝐼	a𝐷𝐼	INTJ
easat-1711	129	12	𝜆−1	𝜆−1	PROPN
easat-1711	129	13	)	)	PUNCT
easat-1711	129	14	𝜆	𝜆	NOUN
easat-1711	129	15	;	;	PUNCT
easat-1711	129	16	𝑖𝑓	𝑖𝑓	ADP
easat-1711	129	17	𝜆	𝜆	DET
easat-1711	129	18	≠	≠	PROPN
easat-1711	129	19	0	0	NUM
easat-1711	129	20	(	(	PUNCT
easat-1711	129	21	2	2	NUM
easat-1711	129	22	)	)	PUNCT
easat-1711	129	23	in	in	ADP
easat-1711	129	24	this	this	DET
easat-1711	129	25	context	context	NOUN
easat-1711	129	26	,	,	PUNCT
easat-1711	129	27	a𝐷𝐼	a𝐷𝐼	PROPN
easat-1711	129	28	is	be	AUX
easat-1711	129	29	the	the	DET
easat-1711	129	30	normalized	normalize	VERB
easat-1711	129	31	dermoscopic	dermoscopic	ADJ
easat-1711	129	32	image	image	NOUN
easat-1711	129	33	,	,	PUNCT
easat-1711	129	34	normalization𝐷𝐼	normalization𝐷𝐼	PROPN
easat-1711	129	35	is	be	AUX
easat-1711	129	36	the	the	DET
easat-1711	129	37	log	log	NOUN
easat-1711	129	38	-	-	PUNCT
easat-1711	129	39	sinh	sinh	NOUN
easat-1711	129	40	transformed	transform	VERB
easat-1711	129	41	dermoscopic	dermoscopic	NOUN
easat-1711	129	42	image	image	NOUN
easat-1711	129	43	,	,	PUNCT
easat-1711	129	44	and	and	CCONJ
easat-1711	129	45	𝜆	𝜆	PRON
easat-1711	129	46	is	be	AUX
easat-1711	129	47	the	the	DET
easat-1711	129	48	transformation	transformation	NOUN
easat-1711	129	49	parameter	parameter	NOUN
easat-1711	129	50	adaptively	adaptively	ADV
easat-1711	129	51	estimated	estimate	VERB
easat-1711	129	52	for	for	SCONJ
easat-1711	129	53	each	each	DET
easat-1711	129	54	feature	feature	NOUN
easat-1711	129	55	to	to	PART
easat-1711	129	56	achieve	achieve	VERB
easat-1711	129	57	optimal	optimal	ADJ
easat-1711	129	58	normalization	normalization	NOUN
easat-1711	129	59	.	.	PUNCT
easat-1711	130	1	this	this	DET
easat-1711	130	2	two	two	NUM
easat-1711	130	3	-	-	PUNCT
easat-1711	130	4	step	step	NOUN
easat-1711	130	5	process	process	NOUN
easat-1711	130	6	effectively	effectively	ADV
easat-1711	130	7	normalizes	normalize	VERB
easat-1711	130	8	the	the	DET
easat-1711	130	9	dermoscopic	dermoscopic	ADJ
easat-1711	130	10	image	image	NOUN
easat-1711	130	11	,	,	PUNCT
easat-1711	130	12	ensuring	ensure	VERB
easat-1711	130	13	it	it	PRON
easat-1711	130	14	is	be	AUX
easat-1711	130	15	prepared	prepare	VERB
easat-1711	130	16	for	for	ADP
easat-1711	130	17	robust	robust	ADJ
easat-1711	130	18	analysis	analysis	NOUN
easat-1711	130	19	while	while	SCONJ
easat-1711	130	20	preserving	preserve	VERB
easat-1711	130	21	the	the	DET
easat-1711	130	22	inherent	inherent	ADJ
easat-1711	130	23	characteristics	characteristic	NOUN
easat-1711	130	24	of	of	ADP
easat-1711	130	25	dermoscopic	dermoscopic	ADJ
easat-1711	130	26	images	image	NOUN
easat-1711	130	27	,	,	PUNCT
easat-1711	130	28	leading	lead	VERB
easat-1711	130	29	to	to	ADP
easat-1711	130	30	reliable	reliable	ADJ
easat-1711	130	31	and	and	CCONJ
easat-1711	130	32	meaningful	meaningful	ADJ
easat-1711	130	33	insights	insight	NOUN
easat-1711	130	34	for	for	ADP
easat-1711	130	35	skin	skin	NOUN
easat-1711	130	36	lesion	lesion	NOUN
easat-1711	130	37	detection	detection	NOUN
easat-1711	130	38	models	model	NOUN
easat-1711	130	39	.	.	PUNCT
easat-1711	131	1	finally	finally	ADV
easat-1711	131	2	,	,	PUNCT
easat-1711	131	3	a	a	DET
easat-1711	131	4	series	series	NOUN
easat-1711	131	5	of	of	ADP
easat-1711	131	6	noise	noise	NOUN
easat-1711	131	7	removal	removal	NOUN
easat-1711	131	8	techniques	technique	NOUN
easat-1711	131	9	were	be	AUX
easat-1711	131	10	applied	apply	VERB
easat-1711	131	11	to	to	ADP
easat-1711	131	12	the	the	DET
easat-1711	131	13	dermoscopic	dermoscopic	ADJ
easat-1711	131	14	images	image	NOUN
easat-1711	131	15	to	to	PART
easat-1711	131	16	enhance	enhance	VERB
easat-1711	131	17	image	image	NOUN
easat-1711	131	18	quality	quality	NOUN
easat-1711	131	19	and	and	CCONJ
easat-1711	131	20	consistency	consistency	NOUN
easat-1711	131	21	.	.	PUNCT
easat-1711	132	1	for	for	ADP
easat-1711	132	2	that	that	PRON
easat-1711	132	3	,	,	PUNCT
easat-1711	132	4	guided	guide	VERB
easat-1711	132	5	box	box	NOUN
easat-1711	132	6	filtering	filtering	NOUN
easat-1711	132	7	(	(	PUNCT
easat-1711	132	8	gbf	gbf	PROPN
easat-1711	132	9	)	)	PUNCT
easat-1711	132	10	was	be	AUX
easat-1711	132	11	employed	employ	VERB
easat-1711	132	12	to	to	PART
easat-1711	132	13	smooth	smooth	VERB
easat-1711	132	14	the	the	DET
easat-1711	132	15	images	image	NOUN
easat-1711	132	16	while	while	SCONJ
easat-1711	132	17	preserving	preserve	VERB
easat-1711	132	18	critical	critical	ADJ
easat-1711	132	19	edge	edge	NOUN
easat-1711	132	20	details	detail	NOUN
easat-1711	132	21	.	.	PUNCT
easat-1711	133	1	the	the	DET
easat-1711	133	2	cumulative	cumulative	ADJ
easat-1711	133	3	sums	sum	NOUN
easat-1711	133	4	over	over	ADP
easat-1711	133	5	the	the	DET
easat-1711	133	6	y	y	NOUN
easat-1711	133	7	-	-	PUNCT
easat-1711	133	8	axis	axis	NOUN
easat-1711	133	9	and	and	CCONJ
easat-1711	133	10	a	a	DET
easat-1711	133	11	-	-	PUNCT
easat-1711	133	12	axis	axis	NOUN
easat-1711	133	13	were	be	AUX
easat-1711	133	14	calculated	calculate	VERB
easat-1711	133	15	using	use	VERB
easat-1711	133	16	the	the	DET
easat-1711	133	17	following	follow	VERB
easat-1711	133	18	equations	equation	NOUN
easat-1711	133	19	(	(	PUNCT
easat-1711	133	20	3	3	NUM
easat-1711	133	21	-	-	SYM
easat-1711	133	22	4	4	NUM
easat-1711	133	23	)	)	PUNCT
easat-1711	133	24	483	483	NUM
easat-1711	133	25	edelweiss	edelweiss	PROPN
easat-1711	133	26	applied	apply	VERB
easat-1711	133	27	science	science	NOUN
easat-1711	133	28	and	and	CCONJ
easat-1711	133	29	technology	technology	NOUN
easat-1711	133	30	issn	issn	PROPN
easat-1711	133	31	:	:	PUNCT
easat-1711	133	32	2576	2576	NUM
easat-1711	133	33	-	-	SYM
easat-1711	133	34	8484	8484	NUM
easat-1711	133	35	vol	vol	NOUN
easat-1711	133	36	.	.	PROPN
easat-1711	134	1	8	8	NUM
easat-1711	134	2	,	,	PUNCT
easat-1711	134	3	no	no	INTJ
easat-1711	134	4	.	.	NOUN
easat-1711	134	5	5	5	NUM
easat-1711	134	6	:	:	SYM
easat-1711	134	7	478	478	NUM
easat-1711	134	8	-	-	SYM
easat-1711	134	9	497	497	NUM
easat-1711	134	10	,	,	PUNCT
easat-1711	134	11	2024	2024	NUM
easat-1711	134	12	doi	doi	NOUN
easat-1711	134	13	:	:	PUNCT
easat-1711	134	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	134	15	©	©	PROPN
easat-1711	134	16	2024	2024	NUM
easat-1711	134	17	by	by	ADP
easat-1711	134	18	the	the	DET
easat-1711	134	19	authors	author	NOUN
easat-1711	134	20	;	;	PUNCT
easat-1711	134	21	licensee	licensee	PROPN
easat-1711	134	22	learning	learn	VERB
easat-1711	134	23	gate	gate	PROPN
easat-1711	134	24	𝐶(𝑦	𝐶(𝑦	PROPN
easat-1711	134	25	,	,	PUNCT
easat-1711	134	26	𝑥	𝑥	NOUN
easat-1711	134	27	)	)	PUNCT
easat-1711	134	28	=	=	SYM
easat-1711	135	1	𝐶(𝑦	𝐶(𝑦	X
easat-1711	135	2	−	−	NOUN
easat-1711	135	3	1	1	NUM
easat-1711	135	4	,	,	PUNCT
easat-1711	135	5	𝑥	𝑥	NOUN
easat-1711	135	6	)	)	PUNCT
easat-1711	136	1	+	+	NUM
easat-1711	136	2	𝐼𝑡𝑛𝑠𝑖𝑡𝑦(𝑦	𝐼𝑡𝑛𝑠𝑖𝑡𝑦(𝑦	NOUN
easat-1711	136	3	+	+	CCONJ
easat-1711	136	4	𝑅𝑎𝑑𝑖𝑢𝑠	𝑅𝑎𝑑𝑖𝑢𝑠	PROPN
easat-1711	136	5	)	)	PUNCT
easat-1711	136	6	−	−	PROPN
easat-1711	136	7	𝐼𝑡𝑛𝑠𝑖𝑡𝑦(𝑦	𝐼𝑡𝑛𝑠𝑖𝑡𝑦(𝑦	NOUN
easat-1711	136	8	−	−	NOUN
easat-1711	136	9	𝑅𝑎𝑑𝑖𝑢𝑠	𝑅𝑎𝑑𝑖𝑢𝑠	PROPN
easat-1711	136	10	−	−	ADP
easat-1711	136	11	1	1	NUM
easat-1711	136	12	,	,	PUNCT
easat-1711	136	13	𝑥	𝑥	NOUN
easat-1711	136	14	)	)	PUNCT
easat-1711	136	15	(	(	PUNCT
easat-1711	136	16	3	3	X
easat-1711	136	17	)	)	PUNCT
easat-1711	136	18	𝐷(𝑦	𝐷(𝑦	NUM
easat-1711	136	19	,	,	PUNCT
easat-1711	136	20	𝑥	𝑥	NOUN
easat-1711	136	21	)	)	PUNCT
easat-1711	136	22	=	=	SYM
easat-1711	137	1	𝐷(𝑦	𝐷(𝑦	PROPN
easat-1711	137	2	,	,	PUNCT
easat-1711	137	3	𝑥	𝑥	PRON
easat-1711	137	4	−	−	PROPN
easat-1711	137	5	1	1	NUM
easat-1711	137	6	)	)	PUNCT
easat-1711	137	7	+	+	CCONJ
easat-1711	137	8	𝐶(𝑦	𝐶(𝑦	X
easat-1711	137	9	,	,	PUNCT
easat-1711	137	10	𝑥	𝑥	X
easat-1711	137	11	+	+	CCONJ
easat-1711	137	12	𝑅𝑎𝑑𝑖𝑢𝑠	𝑅𝑎𝑑𝑖𝑢𝑠	PROPN
easat-1711	137	13	)	)	PUNCT
easat-1711	137	14	−	−	PROPN
easat-1711	138	1	𝐶(𝑦	𝐶(𝑦	INTJ
easat-1711	138	2	,	,	PUNCT
easat-1711	138	3	𝑥	𝑥	PRON
easat-1711	138	4	−	−	X
easat-1711	138	5	𝑅𝑎𝑑𝑖𝑢𝑠	𝑅𝑎𝑑𝑖𝑢𝑠	PROPN
easat-1711	138	6	−	−	NOUN
easat-1711	138	7	1	1	NUM
easat-1711	138	8	)	)	PUNCT
easat-1711	138	9	(	(	PUNCT
easat-1711	138	10	4	4	X
easat-1711	138	11	)	)	PUNCT
easat-1711	138	12	in	in	ADP
easat-1711	138	13	this	this	DET
easat-1711	138	14	context	context	NOUN
easat-1711	138	15	,	,	PUNCT
easat-1711	138	16	𝐶(𝑦	𝐶(𝑦	NOUN
easat-1711	138	17	,	,	PUNCT
easat-1711	138	18	𝑥	𝑥	NOUN
easat-1711	138	19	)	)	PUNCT
easat-1711	138	20	and	and	CCONJ
easat-1711	138	21	𝐷(𝑦	𝐷(𝑦	PRON
easat-1711	138	22	,	,	PUNCT
easat-1711	138	23	𝑥	𝑥	NOUN
easat-1711	138	24	)	)	PUNCT
easat-1711	138	25	represent	represent	VERB
easat-1711	138	26	the	the	DET
easat-1711	138	27	cumulative	cumulative	ADJ
easat-1711	138	28	sums	sum	NOUN
easat-1711	138	29	;	;	PUNCT
easat-1711	138	30	𝐼𝑡𝑛𝑠𝑖𝑡𝑦	𝐼𝑡𝑛𝑠𝑖𝑡𝑦	PROPN
easat-1711	138	31	denotes	denote	VERB
easat-1711	138	32	pixel	pixel	PROPN
easat-1711	138	33	intensity	intensity	NOUN
easat-1711	138	34	,	,	PUNCT
easat-1711	138	35	and	and	CCONJ
easat-1711	138	36	𝑅𝑎𝑑𝑖𝑢𝑠	𝑅𝑎𝑑𝑖𝑢𝑠	PROPN
easat-1711	138	37	is	be	AUX
easat-1711	138	38	the	the	DET
easat-1711	138	39	filter	filter	NOUN
easat-1711	138	40	radius	radius	NOUN
easat-1711	138	41	.	.	PUNCT
easat-1711	139	1	the	the	DET
easat-1711	139	2	box	box	PROPN
easat-1711	139	3	filter	filter	NOUN
easat-1711	139	4	output	output	PROPN
easat-1711	139	5	box	box	PROPN
easat-1711	139	6	filter	filter	NOUN
easat-1711	139	7	(	(	PUNCT
easat-1711	139	8	y	y	NOUN
easat-1711	139	9	,	,	PUNCT
easat-1711	139	10	x	x	PRON
easat-1711	139	11	)	)	PUNCT
easat-1711	139	12	was	be	AUX
easat-1711	139	13	calculated	calculate	VERB
easat-1711	139	14	using	use	VERB
easat-1711	139	15	equation	equation	NOUN
easat-1711	139	16	(	(	PUNCT
easat-1711	139	17	5	5	NUM
easat-1711	139	18	)	)	PUNCT
easat-1711	139	19	box	box	NOUN
easat-1711	139	20	filter	filter	NOUN
easat-1711	139	21	(	(	PUNCT
easat-1711	139	22	y	y	NOUN
easat-1711	139	23	,	,	PUNCT
easat-1711	139	24	x	x	NOUN
easat-1711	139	25	)	)	PUNCT
easat-1711	139	26	=	=	SYM
easat-1711	139	27	1	1	NUM
easat-1711	139	28	(	(	PUNCT
easat-1711	139	29	2𝑅𝑎𝑑𝑖𝑢𝑠+1)2	2𝑅𝑎𝑑𝑖𝑢𝑠+1)2	NUM
easat-1711	139	30	×	×	NOUN
easat-1711	139	31	𝐷(𝑦	𝐷(𝑦	NUM
easat-1711	139	32	,	,	PUNCT
easat-1711	139	33	𝑥	𝑥	NOUN
easat-1711	139	34	)	)	PUNCT
easat-1711	139	35	(	(	PUNCT
easat-1711	139	36	5	5	NUM
easat-1711	139	37	)	)	PUNCT
easat-1711	139	38	after	after	ADP
easat-1711	139	39	this	this	PRON
easat-1711	139	40	,	,	PUNCT
easat-1711	139	41	guided	guide	VERB
easat-1711	139	42	image	image	NOUN
easat-1711	139	43	filtering	filtering	NOUN
easat-1711	139	44	(	(	PUNCT
easat-1711	139	45	gif	gif	NOUN
easat-1711	139	46	)	)	PUNCT
easat-1711	139	47	was	be	AUX
easat-1711	139	48	applied	apply	VERB
easat-1711	139	49	to	to	PART
easat-1711	139	50	further	far	ADV
easat-1711	139	51	refine	refine	VERB
easat-1711	139	52	the	the	DET
easat-1711	139	53	image	image	NOUN
easat-1711	139	54	,	,	PUNCT
easat-1711	139	55	focusing	focus	VERB
easat-1711	139	56	on	on	ADP
easat-1711	139	57	enhancing	enhance	VERB
easat-1711	139	58	edge	edge	NOUN
easat-1711	139	59	regions	region	NOUN
easat-1711	139	60	[	[	X
easat-1711	139	61	30	30	NUM
easat-1711	139	62	]	]	PUNCT
easat-1711	139	63	.	.	PUNCT
easat-1711	140	1	the	the	DET
easat-1711	140	2	output	output	NOUN
easat-1711	140	3	of	of	ADP
easat-1711	140	4	gif	gif	PROPN
easat-1711	140	5	was	be	AUX
easat-1711	140	6	calculated	calculate	VERB
easat-1711	140	7	using	use	VERB
easat-1711	140	8	equation	equation	NOUN
easat-1711	140	9	(	(	PUNCT
easat-1711	140	10	6	6	NUM
easat-1711	140	11	)	)	PUNCT
easat-1711	140	12	gif	gif	NOUN
easat-1711	140	13	=	=	SYM
easat-1711	140	14	�	�	PROPN
easat-1711	140	15	̃	̃	PROPN
easat-1711	140	16	�	�	PROPN
easat-1711	140	17	𝑇	𝑇	PROPN
easat-1711	140	18	×	×	NOUN
easat-1711	140	19	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑖	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑖	PROPN
easat-1711	140	20	+	+	NUM
easat-1711	140	21	�	�	PROPN
easat-1711	140	22	̃	̃	PROPN
easat-1711	140	23	�	�	PROPN
easat-1711	140	24	(	(	PUNCT
easat-1711	140	25	6	6	NUM
easat-1711	140	26	)	)	PUNCT
easat-1711	140	27	in	in	ADP
easat-1711	140	28	this	this	DET
easat-1711	140	29	context	context	NOUN
easat-1711	140	30	,	,	PUNCT
easat-1711	140	31	�	�	PROPN
easat-1711	140	32	̃	̃	PROPN
easat-1711	140	33	�	�	PROPN
easat-1711	140	34	and	and	CCONJ
easat-1711	140	35	�	�	PROPN
easat-1711	140	36	̃	̃	PROPN
easat-1711	140	37	�	�	NOUN
easat-1711	140	38	are	be	AUX
easat-1711	140	39	averaged	average	VERB
easat-1711	140	40	linear	linear	ADJ
easat-1711	140	41	coefficients	coefficient	NOUN
easat-1711	140	42	calculated	calculate	VERB
easat-1711	140	43	using	use	VERB
easat-1711	140	44	the	the	DET
easat-1711	140	45	following	follow	VERB
easat-1711	140	46	equations	equation	NOUN
easat-1711	140	47	(	(	PUNCT
easat-1711	140	48	7	7	NUM
easat-1711	140	49	-	-	SYM
easat-1711	140	50	8)	8)	NUM
easat-1711	140	51	.	.	PUNCT
easat-1711	140	52	�	�	PROPN
easat-1711	140	53	̃	̃	PROPN
easat-1711	140	54	�	�	NOUN
easat-1711	140	55	=	=	SYM
easat-1711	140	56	1	1	NUM
easat-1711	140	57	|𝑊𝑖𝑛𝑑𝑜𝑤|	|𝑊𝑖𝑛𝑑𝑜𝑤|	NOUN
easat-1711	140	58	×	×	NOUN
easat-1711	140	59	∑	∑	PUNCT
easat-1711	140	60	𝛼𝑠𝑠∈𝑊𝑖𝑛𝑑𝑜𝑤	𝛼𝑠𝑠∈𝑊𝑖𝑛𝑑𝑜𝑤	PROPN
easat-1711	140	61	(	(	PUNCT
easat-1711	140	62	7	7	NUM
easat-1711	140	63	)	)	PUNCT
easat-1711	140	64	�	�	PROPN
easat-1711	140	65	̃	̃	PROPN
easat-1711	141	1	�	�	NOUN
easat-1711	141	2	=	=	SYM
easat-1711	141	3	1	1	NUM
easat-1711	141	4	|𝑊𝑖𝑛𝑑𝑜𝑤|	|𝑊𝑖𝑛𝑑𝑜𝑤|	NOUN
easat-1711	141	5	×	×	NOUN
easat-1711	141	6	∑	∑	PUNCT
easat-1711	141	7	𝛽𝑠𝑠∈𝑊𝑖𝑛𝑑𝑜𝑤	𝛽𝑠𝑠∈𝑊𝑖𝑛𝑑𝑜𝑤	PROPN
easat-1711	141	8	(	(	PUNCT
easat-1711	141	9	8)	8)	NUM
easat-1711	141	10	in	in	ADP
easat-1711	141	11	this	this	DET
easat-1711	141	12	context	context	NOUN
easat-1711	141	13	,	,	PUNCT
easat-1711	141	14	𝛼𝑠	𝛼𝑠	NOUN
easat-1711	141	15	and	and	CCONJ
easat-1711	141	16	𝛽𝑠	𝛽𝑠	PROPN
easat-1711	141	17	are	be	AUX
easat-1711	141	18	linear	linear	ADJ
easat-1711	141	19	coefficients	coefficient	NOUN
easat-1711	141	20	calculated	calculate	VERB
easat-1711	141	21	using	use	VERB
easat-1711	141	22	the	the	DET
easat-1711	141	23	following	follow	VERB
easat-1711	141	24	equations	equation	NOUN
easat-1711	141	25	(	(	PUNCT
easat-1711	141	26	9	9	NUM
easat-1711	141	27	-	-	SYM
easat-1711	141	28	10	10	NUM
easat-1711	141	29	)	)	PUNCT
easat-1711	141	30	.	.	PUNCT
easat-1711	142	1	𝛼𝑠	𝛼𝑠	NOUN
easat-1711	142	2	=	=	SYM
easat-1711	142	3	(	(	PUNCT
easat-1711	142	4	∑	∑	INTJ
easat-1711	142	5	+	+	ADP
easat-1711	142	6	𝜉	𝜉	X
easat-1711	142	7	×	×	PROPN
easat-1711	142	8	𝐼𝑑𝑀𝑠	𝐼𝑑𝑀𝑠	PROPN
easat-1711	142	9	)	)	PUNCT
easat-1711	142	10	−1	−1	NOUN
easat-1711	142	11	×	×	NOUN
easat-1711	142	12	(	(	PUNCT
easat-1711	142	13	1	1	NUM
easat-1711	142	14	|𝑊𝑖𝑛𝑑𝑜𝑤|	|𝑊𝑖𝑛𝑑𝑜𝑤|	NOUN
easat-1711	142	15	×	×	NOUN
easat-1711	142	16	∑	∑	PUNCT
easat-1711	142	17	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑖𝑖∈𝑊𝑖𝑛𝑑𝑜𝑤𝑠	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑖𝑖∈𝑊𝑖𝑛𝑑𝑜𝑤𝑠	NOUN
easat-1711	142	18	×	×	PROPN
easat-1711	142	19	𝐼𝑑𝑀𝑖	𝐼𝑑𝑀𝑖	PROPN
easat-1711	142	20	−	−	PROPN
easat-1711	142	21	𝜅𝑠	𝜅𝑠	ADP
easat-1711	142	22	×	×	PROPN
easat-1711	142	23	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑠	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑠	PROPN
easat-1711	142	24	̃	̃	PROPN
easat-1711	142	25	)	)	PUNCT
easat-1711	142	26	(	(	PUNCT
easat-1711	142	27	9	9	X
easat-1711	142	28	)	)	PUNCT
easat-1711	142	29	𝛽𝑠	𝛽𝑠	NOUN
easat-1711	142	30	=	=	SYM
easat-1711	142	31	(	(	PUNCT
easat-1711	142	32	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑠	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑠	NOUN
easat-1711	142	33	̃	̃	NOUN
easat-1711	142	34	−	−	NOUN
easat-1711	142	35	𝛼𝑠	𝛼𝑠	NOUN
easat-1711	142	36	𝑇	𝑇	PROPN
easat-1711	142	37	×	×	NOUN
easat-1711	142	38	𝜅𝑠	𝜅𝑠	NOUN
easat-1711	142	39	)	)	PUNCT
easat-1711	142	40	(	(	PUNCT
easat-1711	142	41	10	10	NUM
easat-1711	142	42	)	)	PUNCT
easat-1711	142	43	in	in	ADP
easat-1711	142	44	this	this	DET
easat-1711	142	45	context	context	NOUN
easat-1711	142	46	,	,	PUNCT
easat-1711	142	47	𝐼𝑑𝑀	𝐼𝑑𝑀	PROPN
easat-1711	142	48	represents	represent	VERB
easat-1711	142	49	the	the	DET
easat-1711	142	50	identity	identity	NOUN
easat-1711	142	51	matrix	matrix	NOUN
easat-1711	142	52	.	.	PUNCT
easat-1711	143	1	𝜉	𝜉	PROPN
easat-1711	143	2	represents	represent	VERB
easat-1711	143	3	the	the	DET
easat-1711	143	4	controlling	control	VERB
easat-1711	143	5	parameter	parameter	NOUN
easat-1711	143	6	.	.	PUNCT
easat-1711	144	1	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑠	𝐴𝑣𝑒𝑟𝑎𝑔𝑒𝑠	NOUN
easat-1711	144	2	̃	̃	PROPN
easat-1711	144	3	represents	represent	VERB
easat-1711	144	4	the	the	DET
easat-1711	144	5	average	average	NOUN
easat-1711	144	6	of	of	ADP
easat-1711	144	7	the	the	DET
easat-1711	144	8	input	input	NOUN
easat-1711	144	9	dermoscopic	dermoscopic	NOUN
easat-1711	144	10	images	image	NOUN
easat-1711	144	11	.	.	PUNCT
easat-1711	145	1	𝜅𝑠	𝜅𝑠	NOUN
easat-1711	145	2	represents	represent	VERB
easat-1711	145	3	the	the	DET
easat-1711	145	4	average	average	NOUN
easat-1711	145	5	of	of	ADP
easat-1711	145	6	the	the	DET
easat-1711	145	7	guidance	guidance	NOUN
easat-1711	145	8	image	image	NOUN
easat-1711	145	9	.	.	PUNCT
easat-1711	146	1	by	by	ADP
easat-1711	146	2	combining	combine	VERB
easat-1711	146	3	box	box	NOUN
easat-1711	146	4	and	and	CCONJ
easat-1711	146	5	guided	guide	VERB
easat-1711	146	6	filtering	filtering	NOUN
easat-1711	146	7	,	,	PUNCT
easat-1711	146	8	the	the	DET
easat-1711	146	9	preprocessing	preprocessing	NOUN
easat-1711	146	10	effectively	effectively	ADV
easat-1711	146	11	removed	remove	VERB
easat-1711	146	12	noise	noise	NOUN
easat-1711	146	13	while	while	SCONJ
easat-1711	146	14	preserving	preserve	VERB
easat-1711	146	15	essential	essential	ADJ
easat-1711	146	16	structural	structural	ADJ
easat-1711	146	17	information	information	NOUN
easat-1711	146	18	,	,	PUNCT
easat-1711	146	19	improving	improve	VERB
easat-1711	146	20	image	image	NOUN
easat-1711	146	21	quality	quality	NOUN
easat-1711	146	22	,	,	PUNCT
easat-1711	146	23	and	and	CCONJ
easat-1711	146	24	preparing	prepare	VERB
easat-1711	146	25	the	the	DET
easat-1711	146	26	dermoscopic	dermoscopic	ADJ
easat-1711	146	27	images	image	NOUN
easat-1711	146	28	for	for	ADP
easat-1711	146	29	subsequent	subsequent	ADJ
easat-1711	146	30	deep	deep	ADJ
easat-1711	146	31	learning	learning	NOUN
easat-1711	146	32	analysis	analysis	NOUN
easat-1711	146	33	.	.	PUNCT
easat-1711	147	1	3.3	3.3	NUM
easat-1711	147	2	.	.	PUNCT
easat-1711	148	1	swift	swift	ADJ
easat-1711	148	2	skin	skin	NOUN
easat-1711	148	3	lesion	lesion	NOUN
easat-1711	148	4	identification	identification	NOUN
easat-1711	148	5	using	use	VERB
easat-1711	148	6	cwcn	cwcn	NOUN
easat-1711	148	7	-	-	PUNCT
easat-1711	148	8	hoa	hoa	NOUN
easat-1711	148	9	after	after	ADP
easat-1711	148	10	the	the	DET
easat-1711	148	11	pre	pre	ADJ
easat-1711	148	12	-	-	ADJ
easat-1711	148	13	processed	processed	ADJ
easat-1711	148	14	output	output	NOUN
easat-1711	148	15	,	,	PUNCT
easat-1711	148	16	the	the	DET
easat-1711	148	17	next	next	ADJ
easat-1711	148	18	step	step	NOUN
easat-1711	148	19	is	be	AUX
easat-1711	148	20	to	to	PART
easat-1711	148	21	utilize	utilize	VERB
easat-1711	148	22	these	these	DET
easat-1711	148	23	cwcn	cwcn	NOUN
easat-1711	148	24	-	-	PUNCT
easat-1711	148	25	hoa	hoa	NOUN
easat-1711	148	26	model	model	NOUN
easat-1711	148	27	for	for	ADP
easat-1711	148	28	the	the	DET
easat-1711	148	29	swift	swift	ADJ
easat-1711	148	30	identification	identification	NOUN
easat-1711	148	31	of	of	ADP
easat-1711	148	32	skin	skin	NOUN
easat-1711	148	33	lesion	lesion	NOUN
easat-1711	148	34	such	such	ADJ
easat-1711	148	35	as	as	ADP
easat-1711	148	36	malignant	malignant	ADJ
easat-1711	148	37	,	,	PUNCT
easat-1711	148	38	melanocytic	melanocytic	ADJ
easat-1711	148	39	nevus	nevus	NOUN
easat-1711	148	40	,	,	PUNCT
easat-1711	148	41	basal	basal	ADJ
easat-1711	148	42	cell	cell	NOUN
easat-1711	148	43	carcinoma	carcinoma	NOUN
easat-1711	148	44	,	,	PUNCT
easat-1711	148	45	actinic	actinic	ADJ
easat-1711	148	46	keratosis	keratosis	NOUN
easat-1711	148	47	,	,	PUNCT
easat-1711	148	48	benign	benign	ADJ
easat-1711	148	49	keratosis	keratosis	NOUN
easat-1711	148	50	,	,	PUNCT
easat-1711	148	51	dermatofibroma	dermatofibroma	ADJ
easat-1711	148	52	and	and	CCONJ
easat-1711	148	53	vascular	vascular	ADJ
easat-1711	148	54	lesion	lesion	NOUN
easat-1711	148	55	.	.	PUNCT
easat-1711	149	1	this	this	DET
easat-1711	149	2	section	section	NOUN
easat-1711	149	3	outlines	outline	VERB
easat-1711	149	4	the	the	DET
easat-1711	149	5	architecture	architecture	NOUN
easat-1711	149	6	and	and	CCONJ
easat-1711	149	7	implementation	implementation	NOUN
easat-1711	149	8	details	detail	NOUN
easat-1711	149	9	of	of	ADP
easat-1711	149	10	the	the	DET
easat-1711	149	11	model	model	NOUN
easat-1711	149	12	,	,	PUNCT
easat-1711	149	13	as	as	ADV
easat-1711	149	14	well	well	ADV
easat-1711	149	15	as	as	ADP
easat-1711	149	16	the	the	DET
easat-1711	149	17	training	training	NOUN
easat-1711	149	18	and	and	CCONJ
easat-1711	149	19	evaluation	evaluation	NOUN
easat-1711	149	20	processes	process	NOUN
easat-1711	149	21	.	.	PUNCT
easat-1711	150	1	the	the	DET
easat-1711	150	2	proposed	propose	VERB
easat-1711	150	3	cwcn	cwcn	NOUN
easat-1711	150	4	framework	framework	NOUN
easat-1711	150	5	for	for	ADP
easat-1711	150	6	swift	swift	ADJ
easat-1711	150	7	skin	skin	NOUN
easat-1711	150	8	lesion	lesion	NOUN
easat-1711	150	9	identification	identification	NOUN
easat-1711	150	10	consists	consist	VERB
easat-1711	150	11	of	of	ADP
easat-1711	150	12	three	three	NUM
easat-1711	150	13	prime	prime	ADJ
easat-1711	150	14	units	unit	NOUN
easat-1711	150	15	such	such	ADJ
easat-1711	150	16	as	as	ADP
easat-1711	150	17	a	a	DET
easat-1711	150	18	dermoscopic	dermoscopic	ADJ
easat-1711	150	19	feature	feature	NOUN
easat-1711	150	20	extractor	extractor	NOUN
easat-1711	150	21	for	for	ADP
easat-1711	150	22	feature	feature	NOUN
easat-1711	150	23	extraction	extraction	NOUN
easat-1711	150	24	from	from	ADP
easat-1711	150	25	dermoscopic	dermoscopic	ADJ
easat-1711	150	26	images	image	NOUN
easat-1711	150	27	,	,	PUNCT
easat-1711	150	28	a	a	DET
easat-1711	150	29	deep	deep	ADJ
easat-1711	150	30	global	global	ADJ
easat-1711	150	31	feature	feature	NOUN
easat-1711	150	32	aggregation	aggregation	NOUN
easat-1711	150	33	module	module	NOUN
easat-1711	150	34	for	for	ADP
easat-1711	150	35	apprehending	apprehend	VERB
easat-1711	150	36	contextual	contextual	ADJ
easat-1711	150	37	features	feature	NOUN
easat-1711	150	38	,	,	PUNCT
easat-1711	150	39	and	and	CCONJ
easat-1711	150	40	a	a	DET
easat-1711	150	41	decoder	decoder	NOUN
easat-1711	150	42	with	with	ADP
easat-1711	150	43	attention	attention	NOUN
easat-1711	150	44	mechanism	mechanism	NOUN
easat-1711	150	45	.	.	PUNCT
easat-1711	151	1	skip	skip	ADJ
easat-1711	151	2	networks	network	NOUN
easat-1711	151	3	are	be	AUX
easat-1711	151	4	unified	unify	VERB
easat-1711	151	5	amongst	amongst	ADP
easat-1711	151	6	the	the	DET
easat-1711	151	7	dermoscopic	dermoscopic	ADJ
easat-1711	151	8	feature	feature	NOUN
easat-1711	151	9	extractor	extractor	NOUN
easat-1711	151	10	and	and	CCONJ
easat-1711	151	11	decoder	decoder	NOUN
easat-1711	151	12	with	with	ADP
easat-1711	151	13	attention	attention	NOUN
easat-1711	151	14	mechanism	mechanism	NOUN
easat-1711	151	15	to	to	PART
easat-1711	151	16	reserve	reserve	VERB
easat-1711	151	17	local	local	ADJ
easat-1711	151	18	features	feature	NOUN
easat-1711	151	19	from	from	ADP
easat-1711	151	20	dermoscopic	dermoscopic	ADJ
easat-1711	151	21	images	image	NOUN
easat-1711	151	22	.	.	PUNCT
easat-1711	152	1	the	the	DET
easat-1711	152	2	architecture	architecture	NOUN
easat-1711	152	3	of	of	ADP
easat-1711	152	4	cwcn	cwcn	NOUN
easat-1711	152	5	framework	framework	NOUN
easat-1711	152	6	is	be	AUX
easat-1711	152	7	given	give	VERB
easat-1711	152	8	in	in	ADP
easat-1711	152	9	figure	figure	NOUN
easat-1711	152	10	2	2	NUM
easat-1711	152	11	.	.	X
easat-1711	153	1	3.3.1	3.3.1	NUM
easat-1711	153	2	.	.	NOUN
easat-1711	153	3	dermoscopic	dermoscopic	ADJ
easat-1711	153	4	feature	feature	NOUN
easat-1711	153	5	extractor	extractor	NOUN
easat-1711	153	6	convolutional	convolutional	ADJ
easat-1711	153	7	neural	neural	ADJ
easat-1711	153	8	networks	network	NOUN
easat-1711	153	9	(	(	PUNCT
easat-1711	153	10	cnns	cnns	PROPN
easat-1711	153	11	)	)	PUNCT
easat-1711	153	12	have	have	AUX
easat-1711	153	13	consistently	consistently	ADV
easat-1711	153	14	outperformed	outperform	VERB
easat-1711	153	15	traditional	traditional	ADJ
easat-1711	153	16	image	image	NOUN
easat-1711	153	17	analysis	analysis	NOUN
easat-1711	153	18	methods	method	NOUN
easat-1711	153	19	,	,	PUNCT
easat-1711	153	20	which	which	PRON
easat-1711	153	21	are	be	AUX
easat-1711	153	22	normally	normally	ADV
easat-1711	153	23	relied	rely	VERB
easat-1711	153	24	on	on	ADP
easat-1711	153	25	manual	manual	ADJ
easat-1711	153	26	engineered	engineer	VERB
easat-1711	153	27	features	feature	NOUN
easat-1711	153	28	,	,	PUNCT
easat-1711	153	29	specifically	specifically	ADV
easat-1711	153	30	when	when	SCONJ
easat-1711	153	31	applied	apply	VERB
easat-1711	153	32	to	to	ADP
easat-1711	153	33	the	the	DET
easat-1711	153	34	challenging	challenging	ADJ
easat-1711	153	35	task	task	NOUN
easat-1711	153	36	of	of	ADP
easat-1711	153	37	skin	skin	NOUN
easat-1711	153	38	lesion	lesion	NOUN
easat-1711	153	39	identification	identification	NOUN
easat-1711	153	40	using	use	VERB
easat-1711	153	41	dermoscopic	dermoscopic	ADJ
easat-1711	153	42	images	image	NOUN
easat-1711	153	43	.	.	PUNCT
easat-1711	154	1	in	in	ADP
easat-1711	154	2	this	this	DET
easat-1711	154	3	work	work	NOUN
easat-1711	154	4	,	,	PUNCT
easat-1711	154	5	the	the	DET
easat-1711	154	6	proposed	propose	VERB
easat-1711	154	7	cwcn	cwcn	NOUN
easat-1711	154	8	dermoscopic	dermoscopic	VERB
easat-1711	154	9	feature	feature	NOUN
easat-1711	154	10	extractor	extractor	NOUN
easat-1711	154	11	is	be	AUX
easat-1711	154	12	inspired	inspire	VERB
easat-1711	154	13	by	by	ADP
easat-1711	154	14	the	the	DET
easat-1711	154	15	segnet	segnet	NOUN
easat-1711	154	16	architecture	architecture	NOUN
easat-1711	154	17	.	.	PUNCT
easat-1711	155	1	it	it	PRON
easat-1711	155	2	is	be	AUX
easat-1711	155	3	adapted	adapt	VERB
easat-1711	155	4	to	to	PART
easat-1711	155	5	decrease	decrease	VERB
easat-1711	155	6	the	the	DET
easat-1711	155	7	parameter	parameter	NOUN
easat-1711	155	8	count	count	NOUN
easat-1711	155	9	from	from	ADP
easat-1711	155	10	a	a	DET
easat-1711	155	11	substantial	substantial	ADJ
easat-1711	155	12	14.7	14.7	NUM
easat-1711	155	13	million	million	NUM
easat-1711	155	14	to	to	ADP
easat-1711	155	15	a	a	DET
easat-1711	155	16	more	more	ADV
easat-1711	155	17	efficient	efficient	ADJ
easat-1711	155	18	583,070	583,070	NUM
easat-1711	155	19	for	for	ADP
easat-1711	155	20	the	the	DET
easat-1711	155	21	improved	improved	ADJ
easat-1711	155	22	484	484	NUM
easat-1711	155	23	edelweiss	edelweiss	PROPN
easat-1711	155	24	applied	apply	VERB
easat-1711	155	25	science	science	NOUN
easat-1711	155	26	and	and	CCONJ
easat-1711	155	27	technology	technology	NOUN
easat-1711	155	28	issn	issn	PROPN
easat-1711	155	29	:	:	PUNCT
easat-1711	155	30	2576	2576	NUM
easat-1711	155	31	-	-	SYM
easat-1711	155	32	8484	8484	NUM
easat-1711	155	33	vol	vol	NOUN
easat-1711	155	34	.	.	PROPN
easat-1711	156	1	8	8	NUM
easat-1711	156	2	,	,	PUNCT
easat-1711	156	3	no	no	INTJ
easat-1711	156	4	.	.	NOUN
easat-1711	156	5	5	5	NUM
easat-1711	156	6	:	:	SYM
easat-1711	156	7	478	478	NUM
easat-1711	156	8	-	-	SYM
easat-1711	156	9	497	497	NUM
easat-1711	156	10	,	,	PUNCT
easat-1711	156	11	2024	2024	NUM
easat-1711	156	12	doi	doi	NOUN
easat-1711	156	13	:	:	PUNCT
easat-1711	156	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	156	15	©	©	PROPN
easat-1711	156	16	2024	2024	NUM
easat-1711	156	17	by	by	ADP
easat-1711	156	18	the	the	DET
easat-1711	156	19	authors	author	NOUN
easat-1711	156	20	;	;	PUNCT
easat-1711	157	1	licensee	licensee	PROPN
easat-1711	157	2	learning	learn	VERB
easat-1711	157	3	gate	gate	NOUN
easat-1711	157	4	computational	computational	ADJ
easat-1711	157	5	performance	performance	NOUN
easat-1711	157	6	.	.	PUNCT
easat-1711	158	1	the	the	DET
easat-1711	158	2	dermoscopic	dermoscopic	ADJ
easat-1711	158	3	feature	feature	NOUN
easat-1711	158	4	extractor	extractor	NOUN
easat-1711	158	5	encompasses	encompass	VERB
easat-1711	158	6	four	four	NUM
easat-1711	158	7	processing	processing	NOUN
easat-1711	158	8	units	unit	NOUN
easat-1711	158	9	.	.	PUNCT
easat-1711	159	1	each	each	DET
easat-1711	159	2	unit	unit	NOUN
easat-1711	159	3	comprises	comprise	VERB
easat-1711	159	4	a	a	DET
easat-1711	159	5	series	series	NOUN
easat-1711	159	6	of	of	ADP
easat-1711	159	7	convolutional	convolutional	ADJ
easat-1711	159	8	layers	layer	NOUN
easat-1711	159	9	,	,	PUNCT
easat-1711	159	10	a	a	DET
easat-1711	159	11	downsampling	downsample	VERB
easat-1711	159	12	layer	layer	NOUN
easat-1711	159	13	,	,	PUNCT
easat-1711	159	14	and	and	CCONJ
easat-1711	159	15	a	a	DET
easat-1711	159	16	dropblock	dropblock	ADJ
easat-1711	159	17	regularization	regularization	NOUN
easat-1711	159	18	module	module	NOUN
easat-1711	159	19	.	.	PUNCT
easat-1711	160	1	to	to	PART
easat-1711	160	2	align	align	VERB
easat-1711	160	3	with	with	ADP
easat-1711	160	4	the	the	DET
easat-1711	160	5	decoder	decoder	NOUN
easat-1711	160	6	's	's	PART
easat-1711	160	7	dimensions	dimension	NOUN
easat-1711	160	8	,	,	PUNCT
easat-1711	160	9	the	the	DET
easat-1711	160	10	last	last	ADJ
easat-1711	160	11	unit	unit	NOUN
easat-1711	160	12	eliminates	eliminate	VERB
easat-1711	160	13	the	the	DET
easat-1711	160	14	downsampling	downsample	VERB
easat-1711	160	15	operation	operation	NOUN
easat-1711	160	16	.	.	PUNCT
easat-1711	161	1	the	the	DET
easat-1711	161	2	dermoscopic	dermoscopic	ADJ
easat-1711	161	3	feature	feature	NOUN
easat-1711	161	4	extractor	extractor	NOUN
easat-1711	161	5	's	's	PART
easat-1711	161	6	convolutional	convolutional	ADJ
easat-1711	161	7	layers	layer	NOUN
easat-1711	161	8	adopt	adopt	VERB
easat-1711	161	9	the	the	DET
easat-1711	161	10	vgg	vgg	ADJ
easat-1711	161	11	architecture	architecture	NOUN
easat-1711	161	12	's	's	PART
easat-1711	161	13	configuration	configuration	NOUN
easat-1711	161	14	so	so	SCONJ
easat-1711	161	15	it	it	PRON
easat-1711	161	16	follows	follow	VERB
easat-1711	161	17	3	3	NUM
easat-1711	161	18	×	×	NOUN
easat-1711	161	19	3	3	NUM
easat-1711	161	20	filters	filter	NOUN
easat-1711	161	21	with	with	ADP
easat-1711	161	22	a	a	DET
easat-1711	161	23	stride	stride	NOUN
easat-1711	161	24	of	of	ADP
easat-1711	161	25	1	1	NUM
easat-1711	161	26	for	for	ADP
easat-1711	161	27	each	each	DET
easat-1711	161	28	layer	layer	NOUN
easat-1711	161	29	.	.	PUNCT
easat-1711	162	1	to	to	PART
easat-1711	162	2	enhance	enhance	VERB
easat-1711	162	3	the	the	DET
easat-1711	162	4	capture	capture	NOUN
easat-1711	162	5	of	of	ADP
easat-1711	162	6	lowlevel	lowlevel	VERB
easat-1711	162	7	features	feature	NOUN
easat-1711	162	8	from	from	ADP
easat-1711	162	9	dermoscopic	dermoscopic	ADJ
easat-1711	162	10	images	image	NOUN
easat-1711	162	11	,	,	PUNCT
easat-1711	162	12	each	each	DET
easat-1711	162	13	convolution	convolution	NOUN
easat-1711	162	14	stack	stack	NOUN
easat-1711	162	15	encompasses	encompass	VERB
easat-1711	162	16	two	two	NUM
easat-1711	162	17	convolutional	convolutional	ADJ
easat-1711	162	18	layers	layer	NOUN
easat-1711	162	19	,	,	PUNCT
easat-1711	162	20	followed	follow	VERB
easat-1711	162	21	by	by	ADP
easat-1711	162	22	batch	batch	NOUN
easat-1711	162	23	normalization	normalization	NOUN
easat-1711	162	24	and	and	CCONJ
easat-1711	162	25	relu	relu	NOUN
easat-1711	162	26	activation	activation	NOUN
easat-1711	162	27	.	.	PUNCT
easat-1711	163	1	it	it	PRON
easat-1711	163	2	is	be	AUX
easat-1711	163	3	expressed	express	VERB
easat-1711	163	4	mathematically	mathematically	ADV
easat-1711	163	5	as	as	SCONJ
easat-1711	163	6	shown	show	VERB
easat-1711	163	7	in	in	ADP
easat-1711	163	8	equation	equation	NOUN
easat-1711	163	9	(	(	PUNCT
easat-1711	163	10	11	11	NUM
easat-1711	163	11	)	)	PUNCT
easat-1711	163	12	.	.	PUNCT
easat-1711	164	1	𝜚(𝑎𝑦,𝐶𝐷	𝜚(𝑎𝑦,𝐶𝐷	NOUN
easat-1711	164	2	𝑙	𝑙	X
easat-1711	164	3	)	)	PUNCT
easat-1711	164	4	=	=	SYM
easat-1711	164	5	max	max	PROPN
easat-1711	164	6	(	(	PUNCT
easat-1711	164	7	0	0	NUM
easat-1711	164	8	,	,	PUNCT
easat-1711	164	9	𝑎𝑦,𝐶𝐷	𝑎𝑦,𝐶𝐷	NOUN
easat-1711	164	10	𝑙	𝑙	X
easat-1711	164	11	)	)	PUNCT
easat-1711	164	12	(	(	PUNCT
easat-1711	164	13	11	11	NUM
easat-1711	164	14	)	)	PUNCT
easat-1711	164	15	in	in	ADP
easat-1711	164	16	this	this	DET
easat-1711	164	17	context	context	NOUN
easat-1711	164	18	,	,	PUNCT
easat-1711	164	19	𝑎𝑙	𝑎𝑙	NOUN
easat-1711	164	20	represents	represent	VERB
easat-1711	164	21	the	the	DET
easat-1711	164	22	feature	feature	NOUN
easat-1711	164	23	map	map	NOUN
easat-1711	164	24	at	at	ADP
easat-1711	164	25	layer	layer	NOUN
easat-1711	164	26	𝑙	𝑙	NOUN
easat-1711	164	27	,	,	PUNCT
easat-1711	164	28	𝐶𝐷	𝐶𝐷	PROPN
easat-1711	164	29	signifies	signify	VERB
easat-1711	164	30	the	the	DET
easat-1711	164	31	channel	channel	NOUN
easat-1711	164	32	depth	depth	NOUN
easat-1711	164	33	,	,	PUNCT
easat-1711	164	34	while	while	SCONJ
easat-1711	164	35	𝑦	𝑦	PRON
easat-1711	164	36	represents	represent	VERB
easat-1711	164	37	the	the	DET
easat-1711	164	38	spatial	spatial	ADJ
easat-1711	164	39	dimensions	dimension	NOUN
easat-1711	164	40	.	.	PUNCT
easat-1711	165	1	the	the	DET
easat-1711	165	2	relu	relu	NOUN
easat-1711	165	3	activation	activation	NOUN
easat-1711	165	4	function	function	VERB
easat-1711	165	5	𝜚	𝜚	NOUN
easat-1711	165	6	introduces	introduce	VERB
easat-1711	165	7	non	non	ADJ
easat-1711	165	8	-	-	ADJ
easat-1711	165	9	linearity	linearity	ADJ
easat-1711	165	10	,	,	PUNCT
easat-1711	165	11	enhancing	enhance	VERB
easat-1711	165	12	the	the	DET
easat-1711	165	13	network	network	NOUN
easat-1711	165	14	's	's	PART
easat-1711	165	15	ability	ability	NOUN
easat-1711	165	16	to	to	PART
easat-1711	165	17	learn	learn	VERB
easat-1711	165	18	complex	complex	ADJ
easat-1711	165	19	patterns	pattern	NOUN
easat-1711	165	20	.	.	PUNCT
easat-1711	166	1	each	each	DET
easat-1711	166	2	convolutional	convolutional	ADJ
easat-1711	166	3	layer	layer	NOUN
easat-1711	166	4	𝑙	𝑙	PRON
easat-1711	166	5	generates	generate	VERB
easat-1711	166	6	an	an	DET
easat-1711	166	7	output	output	NOUN
easat-1711	166	8	feature	feature	NOUN
easat-1711	166	9	map	map	NOUN
easat-1711	166	10	𝑎𝑦	𝑎𝑦	VERB
easat-1711	166	11	𝑙	𝑙	NOUN
easat-1711	166	12	by	by	ADP
easat-1711	166	13	convolving	convolve	VERB
easat-1711	166	14	the	the	DET
easat-1711	166	15	previous	previous	ADJ
easat-1711	166	16	layer	layer	NOUN
easat-1711	166	17	's	's	PART
easat-1711	166	18	feature	feature	NOUN
easat-1711	166	19	maps	map	NOUN
easat-1711	166	20	𝐹𝑚𝑙	𝐹𝑚𝑙	PROPN
easat-1711	166	21	with	with	ADP
easat-1711	166	22	corresponding	correspond	VERB
easat-1711	166	23	kernels	kernel	NOUN
easat-1711	166	24	𝐾	𝐾	PROPN
easat-1711	166	25	and	and	CCONJ
easat-1711	166	26	applying	apply	VERB
easat-1711	166	27	the	the	DET
easat-1711	166	28	activation	activation	NOUN
easat-1711	166	29	function	function	NOUN
easat-1711	166	30	𝜚1	𝜚1	NOUN
easat-1711	166	31	using	use	VERB
easat-1711	166	32	equation	equation	NOUN
easat-1711	166	33	(	(	PUNCT
easat-1711	166	34	12	12	NUM
easat-1711	166	35	)	)	PUNCT
easat-1711	166	36	𝑎𝑦	𝑎𝑦	NOUN
easat-1711	167	1	𝑙	𝑙	NOUN
easat-1711	167	2	=	=	PUNCT
easat-1711	167	3	𝜚1	𝜚1	NOUN
easat-1711	167	4	×	×	NOUN
easat-1711	167	5	[	[	X
easat-1711	167	6	∑	∑	INTJ
easat-1711	167	7	𝑎𝐶𝐷∗	𝑎𝐶𝐷∗	PUNCT
easat-1711	167	8	𝑙−1	𝑙−1	NOUN
easat-1711	167	9	×	×	NOUN
easat-1711	167	10	𝐾𝐶𝐷∗,𝐶𝐷𝐶𝐷∗𝜖𝐹𝑚𝑙	𝐾𝐶𝐷∗,𝐶𝐷𝐶𝐷∗𝜖𝐹𝑚𝑙	X
easat-1711	167	11	]	]	PUNCT
easat-1711	167	12	(	(	PUNCT
easat-1711	167	13	12	12	NUM
easat-1711	167	14	)	)	PUNCT
easat-1711	167	15	subsequently	subsequently	ADV
easat-1711	167	16	to	to	PART
easat-1711	167	17	prevent	prevent	VERB
easat-1711	167	18	overfitting	overfitting	NOUN
easat-1711	167	19	,	,	PUNCT
easat-1711	167	20	dropblock	dropblock	ADJ
easat-1711	167	21	layer	layer	NOUN
easat-1711	167	22	is	be	AUX
easat-1711	167	23	introduced	introduce	VERB
easat-1711	167	24	to	to	PART
easat-1711	167	25	regularize	regularize	VERB
easat-1711	167	26	the	the	DET
easat-1711	167	27	network	network	NOUN
easat-1711	167	28	by	by	ADP
easat-1711	167	29	randomly	randomly	ADV
easat-1711	167	30	masking	mask	VERB
easat-1711	167	31	contiguous	contiguous	ADJ
easat-1711	167	32	regions	region	NOUN
easat-1711	167	33	within	within	ADP
easat-1711	167	34	feature	feature	NOUN
easat-1711	167	35	maps	map	NOUN
easat-1711	167	36	[	[	X
easat-1711	167	37	31	31	NUM
easat-1711	167	38	]	]	PUNCT
easat-1711	167	39	.	.	PUNCT
easat-1711	168	1	to	to	PART
easat-1711	168	2	manage	manage	VERB
easat-1711	168	3	the	the	DET
easat-1711	168	4	substantial	substantial	ADJ
easat-1711	168	5	size	size	NOUN
easat-1711	168	6	of	of	ADP
easat-1711	168	7	dermoscopic	dermoscopic	ADJ
easat-1711	168	8	images	image	NOUN
easat-1711	168	9	,	,	PUNCT
easat-1711	168	10	max	max	PROPN
easat-1711	168	11	-	-	PUNCT
easat-1711	168	12	pooling	pooling	NOUN
easat-1711	168	13	is	be	AUX
easat-1711	168	14	applied	apply	VERB
easat-1711	168	15	to	to	ADP
easat-1711	168	16	downsample	downsample	PROPN
easat-1711	168	17	feature	feature	NOUN
easat-1711	168	18	maps	map	NOUN
easat-1711	168	19	to	to	PART
easat-1711	168	20	reminisce	reminisce	VERB
easat-1711	168	21	crucial	crucial	ADJ
easat-1711	168	22	features	feature	NOUN
easat-1711	168	23	.	.	PUNCT
easat-1711	169	1	485	485	NUM
easat-1711	169	2	edelweiss	edelweiss	PROPN
easat-1711	169	3	applied	apply	VERB
easat-1711	169	4	science	science	NOUN
easat-1711	169	5	and	and	CCONJ
easat-1711	169	6	technology	technology	NOUN
easat-1711	169	7	issn	issn	PROPN
easat-1711	169	8	:	:	PUNCT
easat-1711	169	9	2576	2576	NUM
easat-1711	169	10	-	-	SYM
easat-1711	169	11	8484	8484	NUM
easat-1711	169	12	vol	vol	NOUN
easat-1711	169	13	.	.	PROPN
easat-1711	170	1	8	8	NUM
easat-1711	170	2	,	,	PUNCT
easat-1711	170	3	no	no	INTJ
easat-1711	170	4	.	.	NOUN
easat-1711	170	5	5	5	NUM
easat-1711	170	6	:	:	SYM
easat-1711	170	7	478	478	NUM
easat-1711	170	8	-	-	SYM
easat-1711	170	9	497	497	NUM
easat-1711	170	10	,	,	PUNCT
easat-1711	170	11	2024	2024	NUM
easat-1711	170	12	doi	doi	NOUN
easat-1711	170	13	:	:	PUNCT
easat-1711	170	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	170	15	©	©	PROPN
easat-1711	170	16	2024	2024	NUM
easat-1711	170	17	by	by	ADP
easat-1711	170	18	the	the	DET
easat-1711	170	19	authors	author	NOUN
easat-1711	170	20	;	;	PUNCT
easat-1711	171	1	licensee	licensee	PROPN
easat-1711	171	2	learning	learning	PROPN
easat-1711	171	3	gate	gate	PROPN
easat-1711	171	4	der	der	PROPN
easat-1711	171	5	moscopic	moscopic	PROPN
easat-1711	171	6	fea	fea	PROPN
easat-1711	171	7	t	t	PROPN
easat-1711	171	8	ur	ur	VERB
easat-1711	172	1	e	e	X
easat-1711	172	2	ex	ex	X
easat-1711	172	3	t	t	PROPN
easat-1711	172	4	r	r	NOUN
easat-1711	172	5	a	a	PRON
easat-1711	172	6	ct	ct	NUM
easat-1711	172	7	or	or	CCONJ
easat-1711	172	8	preprocessed	preprocesse	VERB
easat-1711	172	9	dermoscopic	dermoscopic	NOUN
easat-1711	172	10	images	image	NOUN
easat-1711	172	11	atrous	atrous	ADJ
easat-1711	172	12	convolution	convolution	NOUN
easat-1711	172	13	layer	layer	NOUN
easat-1711	172	14	1	1	NUM
easat-1711	172	15	(	(	PUNCT
easat-1711	172	16	rate	rate	NOUN
easat-1711	172	17	=	=	SYM
easat-1711	172	18	1	1	X
easat-1711	172	19	)	)	PUNCT
easat-1711	172	20	deep	deep	ADJ
easat-1711	172	21	gl	gl	X
easat-1711	172	22	oba	oba	PROPN
easat-1711	172	23	l	l	PROPN
easat-1711	172	24	fea	fea	PROPN
easat-1711	172	25	t	t	PROPN
easat-1711	172	26	ur	ur	PROPN
easat-1711	172	27	e	e	PROPN
easat-1711	172	28	aggr	aggr	PROPN
easat-1711	172	29	ega	ega	PROPN
easat-1711	172	30	t	t	PROPN
easat-1711	172	31	ion	ion	NOUN
easat-1711	172	32	modul	modul	PROPN
easat-1711	172	33	e	e	NOUN
easat-1711	172	34	atrous	atrous	ADJ
easat-1711	172	35	convolution	convolution	NOUN
easat-1711	172	36	layer	layer	NOUN
easat-1711	172	37	4	4	NUM
easat-1711	172	38	(	(	PUNCT
easat-1711	172	39	rate	rate	NOUN
easat-1711	172	40	=	=	SYM
easat-1711	172	41	8)	8)	NUM
easat-1711	172	42	d	d	NOUN
easat-1711	172	43	r	r	NOUN
easat-1711	172	44	o	o	X
easat-1711	172	45	p	p	X
easat-1711	172	46	b	b	PROPN
easat-1711	172	47	lo	lo	NOUN
easat-1711	172	48	c	c	NOUN
easat-1711	172	49	k	k	PROPN
easat-1711	172	50	l	l	PROPN
easat-1711	172	51	a	a	X
easat-1711	172	52	y	y	NOUN
easat-1711	172	53	e	e	NOUN
easat-1711	172	54	r	r	NOUN
easat-1711	172	55	convolutional	convolutional	ADJ
easat-1711	172	56	block	block	NOUN
easat-1711	172	57	1	1	NUM
easat-1711	172	58	r	r	NOUN
easat-1711	172	59	e	e	NOUN
easat-1711	172	60	l	l	NOUN
easat-1711	172	61	u	u	NOUN
easat-1711	172	62	a	a	DET
easat-1711	172	63	c	c	NOUN
easat-1711	172	64	t	t	NOUN
easat-1711	172	65	iv	iv	NUM
easat-1711	172	66	a	a	DET
easat-1711	172	67	t	t	NOUN
easat-1711	172	68	io	io	X
easat-1711	172	69	n	n	PROPN
easat-1711	172	70	f	f	PROPN
easat-1711	172	71	u	u	PROPN
easat-1711	172	72	n	n	ADP
easat-1711	172	73	c	c	PROPN
easat-1711	172	74	t	t	X
easat-1711	172	75	io	io	PROPN
easat-1711	172	76	n	n	PROPN
easat-1711	172	77	s	s	PART
easat-1711	172	78	atrous	atrous	ADJ
easat-1711	172	79	convolution	convolution	NOUN
easat-1711	172	80	layer	layer	NOUN
easat-1711	172	81	3	3	NUM
easat-1711	172	82	(	(	PUNCT
easat-1711	172	83	rate	rate	NOUN
easat-1711	172	84	=	=	NOUN
easat-1711	172	85	4	4	NUM
easat-1711	172	86	)	)	PUNCT
easat-1711	172	87	atrous	atrous	ADJ
easat-1711	172	88	convolution	convolution	NOUN
easat-1711	172	89	layer	layer	NOUN
easat-1711	172	90	2	2	NUM
easat-1711	172	91	(	(	PUNCT
easat-1711	172	92	rate	rate	NOUN
easat-1711	172	93	=	=	SYM
easat-1711	172	94	2	2	NUM
easat-1711	172	95	)	)	PUNCT
easat-1711	172	96	decoder	decoder	NOUN
easat-1711	172	97	wit	wit	NOUN
easat-1711	172	98	h	h	PROPN
easat-1711	172	99	at	at	ADP
easat-1711	172	100	t	t	PROPN
easat-1711	172	101	ent	ent	NOUN
easat-1711	172	102	ion	ion	NOUN
easat-1711	172	103	mecha	mecha	NOUN
easat-1711	172	104	nism	nism	PROPN
easat-1711	172	105	b	b	PROPN
easat-1711	172	106	a	a	DET
easat-1711	172	107	t	t	NOUN
easat-1711	172	108	c	c	NOUN
easat-1711	172	109	h	h	NOUN
easat-1711	172	110	n	n	ADV
easat-1711	172	111	o	o	NOUN
easat-1711	173	1	r	r	NOUN
easat-1711	173	2	m	m	VERB
easat-1711	173	3	a	a	DET
easat-1711	173	4	li	li	PROPN
easat-1711	173	5	z	z	PROPN
easat-1711	173	6	a	a	PROPN
easat-1711	173	7	t	t	X
easat-1711	173	8	io	io	X
easat-1711	173	9	n	n	ADP
easat-1711	173	10	l	l	PROPN
easat-1711	173	11	a	a	X
easat-1711	173	12	y	y	NOUN
easat-1711	173	13	e	e	NOUN
easat-1711	173	14	r	r	NOUN
easat-1711	173	15	s	s	X
easat-1711	173	16	c	c	NOUN
easat-1711	173	17	o	o	NOUN
easat-1711	173	18	n	n	INTJ
easat-1711	173	19	v	v	INTJ
easat-1711	173	20	o	o	X
easat-1711	173	21	lu	lu	NOUN
easat-1711	173	22	t	t	PROPN
easat-1711	173	23	io	io	PROPN
easat-1711	173	24	n	n	PROPN
easat-1711	173	25	3	3	NUM
easat-1711	173	26	x	x	SYM
easat-1711	173	27	3	3	NUM
easat-1711	173	28	m	m	NOUN
easat-1711	173	29	a	a	PRON
easat-1711	173	30	x	x	X
easat-1711	173	31	p	p	X
easat-1711	174	1	o	o	X
easat-1711	174	2	o	o	X
easat-1711	174	3	li	li	PROPN
easat-1711	174	4	n	n	ADP
easat-1711	174	5	g	g	PROPN
easat-1711	174	6	l	l	PROPN
easat-1711	174	7	a	a	X
easat-1711	174	8	y	y	NOUN
easat-1711	174	9	e	e	NOUN
easat-1711	174	10	r	r	NOUN
easat-1711	174	11	c	c	NOUN
easat-1711	174	12	o	o	NOUN
easat-1711	174	13	n	n	INTJ
easat-1711	174	14	v	v	INTJ
easat-1711	174	15	o	o	X
easat-1711	174	16	lu	lu	NOUN
easat-1711	174	17	t	t	PROPN
easat-1711	174	18	io	io	PROPN
easat-1711	174	19	n	n	PROPN
easat-1711	174	20	3	3	NUM
easat-1711	174	21	x	x	SYM
easat-1711	174	22	3	3	NUM
easat-1711	174	23	b	b	PROPN
easat-1711	174	24	a	a	DET
easat-1711	174	25	t	t	NOUN
easat-1711	174	26	c	c	NOUN
easat-1711	174	27	h	h	NOUN
easat-1711	174	28	n	n	ADV
easat-1711	174	29	o	o	NOUN
easat-1711	174	30	r	r	NOUN
easat-1711	174	31	m	m	VERB
easat-1711	174	32	a	a	DET
easat-1711	174	33	li	li	PROPN
easat-1711	174	34	z	z	PROPN
easat-1711	174	35	a	a	PROPN
easat-1711	174	36	t	t	X
easat-1711	174	37	io	io	X
easat-1711	174	38	n	n	ADP
easat-1711	174	39	l	l	PROPN
easat-1711	174	40	a	a	X
easat-1711	174	41	y	y	NOUN
easat-1711	174	42	e	e	NOUN
easat-1711	175	1	r	r	NOUN
easat-1711	175	2	s	s	NOUN
easat-1711	175	3	d	d	NOUN
easat-1711	175	4	r	r	NOUN
easat-1711	175	5	o	o	X
easat-1711	175	6	p	p	X
easat-1711	175	7	b	b	PROPN
easat-1711	175	8	lo	lo	NOUN
easat-1711	175	9	c	c	NOUN
easat-1711	176	1	k	k	PROPN
easat-1711	176	2	l	l	PROPN
easat-1711	176	3	a	a	X
easat-1711	176	4	y	y	NOUN
easat-1711	176	5	e	e	NOUN
easat-1711	176	6	r	r	NOUN
easat-1711	176	7	convolutional	convolutional	ADJ
easat-1711	176	8	block	block	NOUN
easat-1711	176	9	2	2	NUM
easat-1711	176	10	r	r	NOUN
easat-1711	176	11	e	e	NOUN
easat-1711	176	12	l	l	NOUN
easat-1711	176	13	u	u	NOUN
easat-1711	176	14	a	a	DET
easat-1711	176	15	c	c	NOUN
easat-1711	176	16	t	t	NOUN
easat-1711	176	17	iv	iv	NUM
easat-1711	176	18	a	a	DET
easat-1711	176	19	t	t	NOUN
easat-1711	176	20	io	io	X
easat-1711	176	21	n	n	PROPN
easat-1711	176	22	f	f	PROPN
easat-1711	176	23	u	u	PROPN
easat-1711	176	24	n	n	ADP
easat-1711	176	25	c	c	PROPN
easat-1711	176	26	t	t	X
easat-1711	176	27	io	io	X
easat-1711	176	28	n	n	PROPN
easat-1711	176	29	s	s	PROPN
easat-1711	176	30	b	b	PROPN
easat-1711	176	31	a	a	DET
easat-1711	176	32	t	t	NOUN
easat-1711	176	33	c	c	NOUN
easat-1711	176	34	h	h	NOUN
easat-1711	176	35	n	n	ADV
easat-1711	176	36	o	o	NOUN
easat-1711	177	1	r	r	NOUN
easat-1711	177	2	m	m	VERB
easat-1711	177	3	a	a	DET
easat-1711	177	4	li	li	PROPN
easat-1711	177	5	z	z	PROPN
easat-1711	177	6	a	a	PROPN
easat-1711	177	7	t	t	X
easat-1711	177	8	io	io	X
easat-1711	177	9	n	n	ADP
easat-1711	177	10	l	l	PROPN
easat-1711	177	11	a	a	X
easat-1711	177	12	y	y	NOUN
easat-1711	177	13	e	e	NOUN
easat-1711	177	14	r	r	NOUN
easat-1711	177	15	s	s	X
easat-1711	177	16	c	c	NOUN
easat-1711	177	17	o	o	NOUN
easat-1711	177	18	n	n	INTJ
easat-1711	177	19	v	v	INTJ
easat-1711	177	20	o	o	X
easat-1711	177	21	lu	lu	NOUN
easat-1711	177	22	t	t	PROPN
easat-1711	177	23	io	io	PROPN
easat-1711	177	24	n	n	PROPN
easat-1711	177	25	3	3	NUM
easat-1711	177	26	x	x	SYM
easat-1711	177	27	3	3	NUM
easat-1711	177	28	m	m	NOUN
easat-1711	177	29	a	a	PRON
easat-1711	177	30	x	x	X
easat-1711	177	31	p	p	X
easat-1711	178	1	o	o	X
easat-1711	178	2	o	o	X
easat-1711	178	3	li	li	PROPN
easat-1711	178	4	n	n	ADP
easat-1711	178	5	g	g	PROPN
easat-1711	178	6	l	l	PROPN
easat-1711	178	7	a	a	X
easat-1711	178	8	y	y	NOUN
easat-1711	178	9	e	e	NOUN
easat-1711	178	10	r	r	NOUN
easat-1711	178	11	c	c	NOUN
easat-1711	178	12	o	o	NOUN
easat-1711	178	13	n	n	INTJ
easat-1711	178	14	v	v	INTJ
easat-1711	178	15	o	o	X
easat-1711	178	16	lu	lu	NOUN
easat-1711	178	17	t	t	PROPN
easat-1711	178	18	io	io	PROPN
easat-1711	178	19	n	n	PROPN
easat-1711	178	20	3	3	NUM
easat-1711	178	21	x	x	SYM
easat-1711	178	22	3	3	NUM
easat-1711	178	23	b	b	PROPN
easat-1711	178	24	a	a	DET
easat-1711	178	25	t	t	NOUN
easat-1711	178	26	c	c	NOUN
easat-1711	178	27	h	h	NOUN
easat-1711	178	28	n	n	ADV
easat-1711	178	29	o	o	NOUN
easat-1711	178	30	r	r	NOUN
easat-1711	178	31	m	m	VERB
easat-1711	178	32	a	a	DET
easat-1711	178	33	li	li	PROPN
easat-1711	178	34	z	z	PROPN
easat-1711	178	35	a	a	PROPN
easat-1711	178	36	t	t	X
easat-1711	178	37	io	io	X
easat-1711	178	38	n	n	ADP
easat-1711	178	39	l	l	PROPN
easat-1711	178	40	a	a	X
easat-1711	178	41	y	y	NOUN
easat-1711	178	42	e	e	NOUN
easat-1711	179	1	r	r	NOUN
easat-1711	179	2	s	s	NOUN
easat-1711	179	3	d	d	NOUN
easat-1711	179	4	r	r	NOUN
easat-1711	179	5	o	o	X
easat-1711	179	6	p	p	X
easat-1711	179	7	b	b	PROPN
easat-1711	179	8	lo	lo	NOUN
easat-1711	179	9	c	c	NOUN
easat-1711	180	1	k	k	PROPN
easat-1711	180	2	l	l	PROPN
easat-1711	180	3	a	a	X
easat-1711	180	4	y	y	NOUN
easat-1711	180	5	e	e	NOUN
easat-1711	180	6	r	r	NOUN
easat-1711	180	7	convolutional	convolutional	ADJ
easat-1711	180	8	block	block	NOUN
easat-1711	181	1	3	3	NUM
easat-1711	181	2	r	r	NOUN
easat-1711	181	3	e	e	NOUN
easat-1711	181	4	l	l	NOUN
easat-1711	181	5	u	u	NOUN
easat-1711	181	6	a	a	DET
easat-1711	181	7	c	c	NOUN
easat-1711	181	8	t	t	NOUN
easat-1711	181	9	iv	iv	NUM
easat-1711	181	10	a	a	DET
easat-1711	181	11	t	t	NOUN
easat-1711	181	12	io	io	X
easat-1711	181	13	n	n	PROPN
easat-1711	181	14	f	f	PROPN
easat-1711	181	15	u	u	PROPN
easat-1711	181	16	n	n	ADP
easat-1711	181	17	c	c	PROPN
easat-1711	181	18	t	t	X
easat-1711	181	19	io	io	X
easat-1711	181	20	n	n	PROPN
easat-1711	181	21	s	s	PROPN
easat-1711	181	22	b	b	PROPN
easat-1711	181	23	a	a	DET
easat-1711	181	24	t	t	NOUN
easat-1711	181	25	c	c	NOUN
easat-1711	181	26	h	h	NOUN
easat-1711	181	27	n	n	ADV
easat-1711	181	28	o	o	NOUN
easat-1711	182	1	r	r	NOUN
easat-1711	182	2	m	m	VERB
easat-1711	182	3	a	a	DET
easat-1711	182	4	li	li	PROPN
easat-1711	182	5	z	z	PROPN
easat-1711	182	6	a	a	PROPN
easat-1711	182	7	t	t	X
easat-1711	182	8	io	io	X
easat-1711	182	9	n	n	ADP
easat-1711	182	10	l	l	PROPN
easat-1711	182	11	a	a	X
easat-1711	182	12	y	y	NOUN
easat-1711	182	13	e	e	NOUN
easat-1711	182	14	r	r	NOUN
easat-1711	182	15	s	s	X
easat-1711	182	16	c	c	NOUN
easat-1711	182	17	o	o	NOUN
easat-1711	182	18	n	n	INTJ
easat-1711	182	19	v	v	INTJ
easat-1711	182	20	o	o	X
easat-1711	182	21	lu	lu	NOUN
easat-1711	182	22	t	t	PROPN
easat-1711	182	23	io	io	PROPN
easat-1711	182	24	n	n	PROPN
easat-1711	182	25	3	3	NUM
easat-1711	182	26	x	x	SYM
easat-1711	182	27	3	3	NUM
easat-1711	182	28	m	m	NOUN
easat-1711	182	29	a	a	PRON
easat-1711	182	30	x	x	X
easat-1711	182	31	p	p	X
easat-1711	183	1	o	o	X
easat-1711	183	2	o	o	X
easat-1711	183	3	li	li	PROPN
easat-1711	183	4	n	n	ADP
easat-1711	183	5	g	g	PROPN
easat-1711	183	6	l	l	PROPN
easat-1711	183	7	a	a	X
easat-1711	183	8	y	y	NOUN
easat-1711	183	9	e	e	NOUN
easat-1711	183	10	r	r	NOUN
easat-1711	183	11	c	c	NOUN
easat-1711	183	12	o	o	NOUN
easat-1711	183	13	n	n	INTJ
easat-1711	183	14	v	v	INTJ
easat-1711	183	15	o	o	X
easat-1711	183	16	lu	lu	NOUN
easat-1711	183	17	t	t	PROPN
easat-1711	183	18	io	io	PROPN
easat-1711	183	19	n	n	PROPN
easat-1711	183	20	3	3	NUM
easat-1711	183	21	x	x	SYM
easat-1711	183	22	3	3	NUM
easat-1711	183	23	b	b	PROPN
easat-1711	183	24	a	a	DET
easat-1711	183	25	t	t	NOUN
easat-1711	183	26	c	c	NOUN
easat-1711	183	27	h	h	NOUN
easat-1711	183	28	n	n	ADV
easat-1711	183	29	o	o	NOUN
easat-1711	183	30	r	r	NOUN
easat-1711	183	31	m	m	VERB
easat-1711	183	32	a	a	DET
easat-1711	183	33	li	li	PROPN
easat-1711	183	34	z	z	PROPN
easat-1711	183	35	a	a	PROPN
easat-1711	183	36	t	t	X
easat-1711	183	37	io	io	X
easat-1711	183	38	n	n	ADP
easat-1711	183	39	l	l	PROPN
easat-1711	183	40	a	a	X
easat-1711	183	41	y	y	NOUN
easat-1711	183	42	e	e	NOUN
easat-1711	184	1	r	r	NOUN
easat-1711	184	2	s	s	NOUN
easat-1711	184	3	d	d	NOUN
easat-1711	184	4	r	r	NOUN
easat-1711	184	5	o	o	X
easat-1711	184	6	p	p	X
easat-1711	184	7	b	b	PROPN
easat-1711	184	8	lo	lo	NOUN
easat-1711	184	9	c	c	NOUN
easat-1711	185	1	k	k	PROPN
easat-1711	185	2	l	l	PROPN
easat-1711	185	3	a	a	X
easat-1711	185	4	y	y	NOUN
easat-1711	185	5	e	e	NOUN
easat-1711	185	6	r	r	NOUN
easat-1711	185	7	convolutional	convolutional	ADJ
easat-1711	185	8	block	block	NOUN
easat-1711	185	9	4	4	NUM
easat-1711	185	10	r	r	NOUN
easat-1711	185	11	e	e	NOUN
easat-1711	185	12	l	l	NOUN
easat-1711	185	13	u	u	NOUN
easat-1711	185	14	a	a	DET
easat-1711	185	15	c	c	NOUN
easat-1711	185	16	t	t	NOUN
easat-1711	185	17	iv	iv	NUM
easat-1711	185	18	a	a	DET
easat-1711	185	19	t	t	NOUN
easat-1711	185	20	io	io	X
easat-1711	185	21	n	n	PROPN
easat-1711	185	22	f	f	PROPN
easat-1711	185	23	u	u	PROPN
easat-1711	185	24	n	n	ADP
easat-1711	185	25	c	c	PROPN
easat-1711	185	26	t	t	X
easat-1711	185	27	io	io	X
easat-1711	185	28	n	n	PROPN
easat-1711	185	29	s	s	PROPN
easat-1711	185	30	b	b	PROPN
easat-1711	185	31	a	a	DET
easat-1711	185	32	t	t	NOUN
easat-1711	185	33	c	c	NOUN
easat-1711	185	34	h	h	NOUN
easat-1711	185	35	n	n	ADV
easat-1711	185	36	o	o	NOUN
easat-1711	186	1	r	r	NOUN
easat-1711	186	2	m	m	VERB
easat-1711	186	3	a	a	DET
easat-1711	186	4	li	li	PROPN
easat-1711	186	5	z	z	PROPN
easat-1711	186	6	a	a	PROPN
easat-1711	186	7	t	t	X
easat-1711	186	8	io	io	X
easat-1711	186	9	n	n	ADP
easat-1711	186	10	l	l	PROPN
easat-1711	186	11	a	a	X
easat-1711	186	12	y	y	NOUN
easat-1711	186	13	e	e	NOUN
easat-1711	186	14	r	r	NOUN
easat-1711	186	15	s	s	X
easat-1711	186	16	c	c	NOUN
easat-1711	186	17	o	o	NOUN
easat-1711	186	18	n	n	INTJ
easat-1711	186	19	v	v	INTJ
easat-1711	186	20	o	o	X
easat-1711	186	21	lu	lu	NOUN
easat-1711	186	22	t	t	PROPN
easat-1711	186	23	io	io	PROPN
easat-1711	186	24	n	n	PROPN
easat-1711	186	25	3	3	NUM
easat-1711	186	26	x	x	SYM
easat-1711	186	27	3	3	NUM
easat-1711	186	28	m	m	NOUN
easat-1711	186	29	a	a	PRON
easat-1711	186	30	x	x	X
easat-1711	186	31	p	p	X
easat-1711	187	1	o	o	X
easat-1711	187	2	o	o	X
easat-1711	187	3	li	li	PROPN
easat-1711	187	4	n	n	ADP
easat-1711	187	5	g	g	PROPN
easat-1711	187	6	l	l	PROPN
easat-1711	187	7	a	a	X
easat-1711	187	8	y	y	NOUN
easat-1711	187	9	e	e	NOUN
easat-1711	187	10	r	r	NOUN
easat-1711	187	11	c	c	NOUN
easat-1711	187	12	o	o	NOUN
easat-1711	187	13	n	n	INTJ
easat-1711	187	14	v	v	INTJ
easat-1711	187	15	o	o	X
easat-1711	187	16	lu	lu	NOUN
easat-1711	187	17	t	t	PROPN
easat-1711	187	18	io	io	PROPN
easat-1711	187	19	n	n	PROPN
easat-1711	187	20	3	3	NUM
easat-1711	187	21	x	x	SYM
easat-1711	187	22	3	3	NUM
easat-1711	187	23	b	b	PROPN
easat-1711	187	24	a	a	DET
easat-1711	187	25	t	t	NOUN
easat-1711	187	26	c	c	NOUN
easat-1711	187	27	h	h	NOUN
easat-1711	187	28	n	n	ADV
easat-1711	187	29	o	o	NOUN
easat-1711	187	30	r	r	NOUN
easat-1711	187	31	m	m	VERB
easat-1711	187	32	a	a	DET
easat-1711	187	33	li	li	PROPN
easat-1711	187	34	z	z	PROPN
easat-1711	187	35	a	a	PROPN
easat-1711	187	36	t	t	X
easat-1711	187	37	io	io	X
easat-1711	187	38	n	n	ADP
easat-1711	187	39	l	l	PROPN
easat-1711	187	40	a	a	X
easat-1711	188	1	y	y	NOUN
easat-1711	188	2	e	e	NOUN
easat-1711	188	3	r	r	NOUN
easat-1711	188	4	s	s	PRON
easat-1711	188	5	atrous	atrous	ADJ
easat-1711	188	6	convolution	convolution	NOUN
easat-1711	188	7	layer	layer	NOUN
easat-1711	188	8	5	5	NUM
easat-1711	188	9	(	(	PUNCT
easat-1711	188	10	rate	rate	NOUN
easat-1711	188	11	=	=	SYM
easat-1711	188	12	16	16	NUM
easat-1711	188	13	)	)	PUNCT
easat-1711	188	14	atrous	atrous	ADJ
easat-1711	188	15	convolution	convolution	NOUN
easat-1711	188	16	layer	layer	NOUN
easat-1711	188	17	6	6	NUM
easat-1711	188	18	(	(	PUNCT
easat-1711	188	19	rate	rate	NOUN
easat-1711	188	20	=	=	SYM
easat-1711	188	21	32	32	NUM
easat-1711	188	22	)	)	PUNCT
easat-1711	188	23	concatenate	concatenate	ADJ
easat-1711	188	24	atrous	atrous	ADJ
easat-1711	188	25	convolution	convolution	NOUN
easat-1711	188	26	layer	layer	NOUN
easat-1711	188	27	convolutional	convolutional	ADJ
easat-1711	188	28	block	block	NOUN
easat-1711	188	29	3	3	NUM
easat-1711	188	30	r	r	NOUN
easat-1711	188	31	e	e	NOUN
easat-1711	188	32	l	l	NOUN
easat-1711	188	33	u	u	NOUN
easat-1711	188	34	a	a	DET
easat-1711	188	35	c	c	NOUN
easat-1711	188	36	t	t	NOUN
easat-1711	188	37	iv	iv	NUM
easat-1711	188	38	a	a	DET
easat-1711	188	39	t	t	NOUN
easat-1711	188	40	io	io	X
easat-1711	188	41	n	n	PROPN
easat-1711	188	42	f	f	PROPN
easat-1711	188	43	u	u	PROPN
easat-1711	188	44	n	n	ADP
easat-1711	188	45	c	c	PROPN
easat-1711	188	46	t	t	X
easat-1711	188	47	io	io	X
easat-1711	188	48	n	n	PROPN
easat-1711	188	49	s	s	PROPN
easat-1711	188	50	b	b	PROPN
easat-1711	188	51	a	a	DET
easat-1711	188	52	t	t	NOUN
easat-1711	188	53	c	c	NOUN
easat-1711	188	54	h	h	NOUN
easat-1711	188	55	n	n	ADV
easat-1711	188	56	o	o	NOUN
easat-1711	189	1	r	r	NOUN
easat-1711	189	2	m	m	VERB
easat-1711	189	3	a	a	DET
easat-1711	189	4	li	li	PROPN
easat-1711	189	5	z	z	PROPN
easat-1711	189	6	a	a	PROPN
easat-1711	189	7	t	t	X
easat-1711	189	8	io	io	X
easat-1711	189	9	n	n	ADP
easat-1711	189	10	l	l	PROPN
easat-1711	189	11	a	a	X
easat-1711	189	12	y	y	NOUN
easat-1711	189	13	e	e	NOUN
easat-1711	189	14	r	r	NOUN
easat-1711	189	15	s	s	NOUN
easat-1711	189	16	r	r	NOUN
easat-1711	189	17	e	e	NOUN
easat-1711	189	18	l	l	NOUN
easat-1711	189	19	u	u	NOUN
easat-1711	189	20	a	a	DET
easat-1711	189	21	c	c	NOUN
easat-1711	189	22	t	t	NOUN
easat-1711	189	23	iv	iv	NUM
easat-1711	189	24	a	a	DET
easat-1711	189	25	t	t	NOUN
easat-1711	189	26	io	io	X
easat-1711	189	27	n	n	PROPN
easat-1711	189	28	f	f	PROPN
easat-1711	189	29	u	u	PROPN
easat-1711	189	30	n	n	ADP
easat-1711	189	31	c	c	PROPN
easat-1711	189	32	t	t	X
easat-1711	189	33	io	io	X
easat-1711	189	34	n	n	PROPN
easat-1711	189	35	s	s	PROPN
easat-1711	189	36	c	c	NOUN
easat-1711	189	37	o	o	NOUN
easat-1711	189	38	n	n	INTJ
easat-1711	189	39	v	v	INTJ
easat-1711	189	40	o	o	X
easat-1711	189	41	lu	lu	NOUN
easat-1711	189	42	t	t	PROPN
easat-1711	189	43	io	io	PROPN
easat-1711	189	44	n	n	PROPN
easat-1711	189	45	3	3	NUM
easat-1711	189	46	x	x	SYM
easat-1711	189	47	3	3	NUM
easat-1711	189	48	b	b	PROPN
easat-1711	189	49	a	a	DET
easat-1711	189	50	t	t	NOUN
easat-1711	189	51	c	c	NOUN
easat-1711	189	52	h	h	NOUN
easat-1711	189	53	n	n	ADV
easat-1711	189	54	o	o	NOUN
easat-1711	190	1	r	r	NOUN
easat-1711	190	2	m	m	VERB
easat-1711	190	3	a	a	DET
easat-1711	190	4	li	li	PROPN
easat-1711	190	5	z	z	PROPN
easat-1711	190	6	a	a	PROPN
easat-1711	190	7	t	t	X
easat-1711	190	8	io	io	X
easat-1711	190	9	n	n	ADP
easat-1711	190	10	l	l	PROPN
easat-1711	190	11	a	a	X
easat-1711	190	12	y	y	NOUN
easat-1711	190	13	e	e	NOUN
easat-1711	190	14	r	r	NOUN
easat-1711	190	15	s	s	AUX
easat-1711	190	16	u	u	NOUN
easat-1711	190	17	p	p	NOUN
easat-1711	190	18	s	s	PROPN
easat-1711	190	19	a	a	DET
easat-1711	190	20	m	m	NOUN
easat-1711	190	21	p	p	NOUN
easat-1711	190	22	li	li	PROPN
easat-1711	191	1	n	n	PRON
easat-1711	191	2	g	g	NOUN
easat-1711	191	3	c	c	NOUN
easat-1711	191	4	o	o	NOUN
easat-1711	191	5	n	n	INTJ
easat-1711	191	6	v	v	INTJ
easat-1711	191	7	o	o	X
easat-1711	191	8	lu	lu	NOUN
easat-1711	191	9	t	t	PROPN
easat-1711	191	10	io	io	PROPN
easat-1711	191	11	n	n	PROPN
easat-1711	191	12	1	1	NUM
easat-1711	191	13	x	x	SYM
easat-1711	191	14	1	1	NUM
easat-1711	191	15	convolutional	convolutional	ADJ
easat-1711	191	16	block	block	NOUN
easat-1711	191	17	2	2	NUM
easat-1711	191	18	r	r	NOUN
easat-1711	191	19	e	e	NOUN
easat-1711	191	20	l	l	NOUN
easat-1711	191	21	u	u	NOUN
easat-1711	191	22	a	a	DET
easat-1711	191	23	c	c	NOUN
easat-1711	191	24	t	t	NOUN
easat-1711	191	25	iv	iv	NUM
easat-1711	191	26	a	a	DET
easat-1711	191	27	t	t	NOUN
easat-1711	191	28	io	io	X
easat-1711	191	29	n	n	PROPN
easat-1711	191	30	f	f	PROPN
easat-1711	191	31	u	u	PROPN
easat-1711	191	32	n	n	ADP
easat-1711	191	33	c	c	PROPN
easat-1711	191	34	t	t	X
easat-1711	191	35	io	io	X
easat-1711	191	36	n	n	PROPN
easat-1711	191	37	s	s	PROPN
easat-1711	191	38	b	b	PROPN
easat-1711	191	39	a	a	DET
easat-1711	191	40	t	t	NOUN
easat-1711	192	1	c	c	NOUN
easat-1711	192	2	h	h	NOUN
easat-1711	192	3	n	n	ADV
easat-1711	192	4	o	o	NOUN
easat-1711	193	1	r	r	NOUN
easat-1711	193	2	m	m	VERB
easat-1711	193	3	a	a	DET
easat-1711	193	4	li	li	PROPN
easat-1711	193	5	z	z	PROPN
easat-1711	193	6	a	a	PROPN
easat-1711	193	7	t	t	X
easat-1711	193	8	io	io	X
easat-1711	193	9	n	n	ADP
easat-1711	193	10	l	l	PROPN
easat-1711	193	11	a	a	X
easat-1711	193	12	y	y	NOUN
easat-1711	193	13	e	e	NOUN
easat-1711	193	14	r	r	NOUN
easat-1711	193	15	s	s	NOUN
easat-1711	193	16	r	r	NOUN
easat-1711	193	17	e	e	NOUN
easat-1711	193	18	l	l	NOUN
easat-1711	193	19	u	u	NOUN
easat-1711	193	20	a	a	DET
easat-1711	193	21	c	c	NOUN
easat-1711	193	22	t	t	NOUN
easat-1711	193	23	iv	iv	NUM
easat-1711	193	24	a	a	DET
easat-1711	193	25	t	t	NOUN
easat-1711	193	26	io	io	X
easat-1711	193	27	n	n	PROPN
easat-1711	193	28	f	f	PROPN
easat-1711	193	29	u	u	PROPN
easat-1711	193	30	n	n	ADP
easat-1711	193	31	c	c	PROPN
easat-1711	193	32	t	t	X
easat-1711	193	33	io	io	X
easat-1711	193	34	n	n	PROPN
easat-1711	193	35	s	s	PROPN
easat-1711	193	36	c	c	NOUN
easat-1711	193	37	o	o	NOUN
easat-1711	193	38	n	n	INTJ
easat-1711	193	39	v	v	INTJ
easat-1711	193	40	o	o	X
easat-1711	193	41	lu	lu	NOUN
easat-1711	193	42	t	t	PROPN
easat-1711	193	43	io	io	PROPN
easat-1711	193	44	n	n	PROPN
easat-1711	193	45	3	3	NUM
easat-1711	193	46	x	x	SYM
easat-1711	193	47	3	3	NUM
easat-1711	193	48	b	b	PROPN
easat-1711	193	49	a	a	DET
easat-1711	193	50	t	t	NOUN
easat-1711	193	51	c	c	NOUN
easat-1711	193	52	h	h	NOUN
easat-1711	193	53	n	n	ADV
easat-1711	193	54	o	o	NOUN
easat-1711	194	1	r	r	NOUN
easat-1711	194	2	m	m	VERB
easat-1711	194	3	a	a	DET
easat-1711	194	4	li	li	PROPN
easat-1711	194	5	z	z	PROPN
easat-1711	194	6	a	a	PROPN
easat-1711	194	7	t	t	X
easat-1711	194	8	io	io	X
easat-1711	194	9	n	n	ADP
easat-1711	194	10	l	l	PROPN
easat-1711	194	11	a	a	X
easat-1711	194	12	y	y	NOUN
easat-1711	194	13	e	e	NOUN
easat-1711	194	14	r	r	NOUN
easat-1711	194	15	s	s	AUX
easat-1711	194	16	u	u	NOUN
easat-1711	194	17	p	p	NOUN
easat-1711	194	18	s	s	PROPN
easat-1711	194	19	a	a	DET
easat-1711	194	20	m	m	NOUN
easat-1711	194	21	p	p	NOUN
easat-1711	194	22	li	li	PROPN
easat-1711	194	23	n	n	CCONJ
easat-1711	194	24	g	g	PROPN
easat-1711	194	25	convolutional	convolutional	ADJ
easat-1711	194	26	block	block	NOUN
easat-1711	194	27	1	1	NUM
easat-1711	194	28	r	r	NOUN
easat-1711	194	29	e	e	NOUN
easat-1711	194	30	l	l	NOUN
easat-1711	194	31	u	u	NOUN
easat-1711	194	32	a	a	DET
easat-1711	194	33	c	c	NOUN
easat-1711	194	34	t	t	NOUN
easat-1711	194	35	iv	iv	NUM
easat-1711	194	36	a	a	DET
easat-1711	194	37	t	t	NOUN
easat-1711	194	38	io	io	X
easat-1711	194	39	n	n	PROPN
easat-1711	194	40	f	f	PROPN
easat-1711	194	41	u	u	PROPN
easat-1711	194	42	n	n	ADP
easat-1711	194	43	c	c	PROPN
easat-1711	194	44	t	t	X
easat-1711	194	45	io	io	X
easat-1711	194	46	n	n	PROPN
easat-1711	194	47	s	s	PROPN
easat-1711	194	48	b	b	PROPN
easat-1711	194	49	a	a	DET
easat-1711	194	50	t	t	NOUN
easat-1711	194	51	c	c	NOUN
easat-1711	194	52	h	h	NOUN
easat-1711	195	1	n	n	ADV
easat-1711	195	2	o	o	NOUN
easat-1711	196	1	r	r	NOUN
easat-1711	196	2	m	m	VERB
easat-1711	196	3	a	a	DET
easat-1711	196	4	li	li	PROPN
easat-1711	196	5	z	z	PROPN
easat-1711	196	6	a	a	PROPN
easat-1711	196	7	t	t	X
easat-1711	196	8	io	io	X
easat-1711	196	9	n	n	ADP
easat-1711	196	10	l	l	PROPN
easat-1711	196	11	a	a	X
easat-1711	196	12	y	y	NOUN
easat-1711	196	13	e	e	NOUN
easat-1711	196	14	r	r	NOUN
easat-1711	196	15	s	s	NOUN
easat-1711	196	16	r	r	NOUN
easat-1711	196	17	e	e	NOUN
easat-1711	196	18	l	l	NOUN
easat-1711	196	19	u	u	NOUN
easat-1711	196	20	a	a	DET
easat-1711	196	21	c	c	NOUN
easat-1711	196	22	t	t	NOUN
easat-1711	196	23	iv	iv	NUM
easat-1711	196	24	a	a	DET
easat-1711	196	25	t	t	NOUN
easat-1711	196	26	io	io	X
easat-1711	196	27	n	n	PROPN
easat-1711	196	28	f	f	PROPN
easat-1711	196	29	u	u	PROPN
easat-1711	196	30	n	n	ADP
easat-1711	196	31	c	c	PROPN
easat-1711	196	32	t	t	X
easat-1711	196	33	io	io	X
easat-1711	196	34	n	n	PROPN
easat-1711	196	35	s	s	PROPN
easat-1711	196	36	c	c	NOUN
easat-1711	196	37	o	o	NOUN
easat-1711	196	38	n	n	INTJ
easat-1711	196	39	v	v	INTJ
easat-1711	196	40	o	o	X
easat-1711	196	41	lu	lu	NOUN
easat-1711	196	42	t	t	PROPN
easat-1711	196	43	io	io	PROPN
easat-1711	196	44	n	n	PROPN
easat-1711	196	45	3	3	NUM
easat-1711	196	46	x	x	SYM
easat-1711	196	47	3	3	NUM
easat-1711	196	48	b	b	PROPN
easat-1711	196	49	a	a	DET
easat-1711	196	50	t	t	NOUN
easat-1711	196	51	c	c	NOUN
easat-1711	196	52	h	h	NOUN
easat-1711	196	53	n	n	ADV
easat-1711	196	54	o	o	NOUN
easat-1711	197	1	r	r	NOUN
easat-1711	197	2	m	m	VERB
easat-1711	197	3	a	a	DET
easat-1711	197	4	li	li	PROPN
easat-1711	197	5	z	z	PROPN
easat-1711	197	6	a	a	PROPN
easat-1711	197	7	t	t	X
easat-1711	197	8	io	io	X
easat-1711	197	9	n	n	ADP
easat-1711	197	10	l	l	PROPN
easat-1711	197	11	a	a	X
easat-1711	197	12	y	y	NOUN
easat-1711	197	13	e	e	NOUN
easat-1711	197	14	r	r	NOUN
easat-1711	197	15	s	s	AUX
easat-1711	197	16	u	u	NOUN
easat-1711	197	17	p	p	NOUN
easat-1711	197	18	s	s	PROPN
easat-1711	197	19	a	a	DET
easat-1711	197	20	m	m	NOUN
easat-1711	197	21	p	p	NOUN
easat-1711	197	22	li	li	PROPN
easat-1711	197	23	n	n	CCONJ
easat-1711	197	24	g	g	PROPN
easat-1711	197	25	skip	skip	ADJ
easat-1711	197	26	connections	connection	NOUN
easat-1711	197	27	skip	skip	ADJ
easat-1711	197	28	connections	connection	NOUN
easat-1711	197	29	skip	skip	ADJ
easat-1711	197	30	connections	connection	NOUN
easat-1711	197	31	malignant	malignant	ADJ
easat-1711	197	32	swif	swif	VERB
easat-1711	197	33	t	t	PROPN
easat-1711	197	34	sk	sk	NOUN
easat-1711	197	35	in	in	ADP
easat-1711	197	36	lesion	lesion	NOUN
easat-1711	197	37	ident	ident	NOUN
easat-1711	197	38	if	if	SCONJ
easat-1711	197	39	ica	ica	PROPN
easat-1711	197	40	t	t	PROPN
easat-1711	197	41	ion	ion	NOUN
easat-1711	197	42	actinic	actinic	ADJ
easat-1711	197	43	keratosis	keratosis	NOUN
easat-1711	197	44	basal	basal	NOUN
easat-1711	197	45	cell	cell	NOUN
easat-1711	197	46	carcinoma	carcinoma	NOUN
easat-1711	197	47	melanocytic	melanocytic	ADJ
easat-1711	197	48	nevus	nevus	ADJ
easat-1711	197	49	benign	benign	ADJ
easat-1711	197	50	keratosis	keratosis	NOUN
easat-1711	197	51	vascular	vascular	ADJ
easat-1711	197	52	lesion	lesion	NOUN
easat-1711	197	53	dermatofibro	dermatofibro	NOUN
easat-1711	197	54	ma	ma	PROPN
easat-1711	197	55	figure	figure	NOUN
easat-1711	197	56	2	2	NUM
easat-1711	197	57	.	.	PUNCT
easat-1711	198	1	cwcn	cwcn	NOUN
easat-1711	198	2	architecture	architecture	NOUN
easat-1711	198	3	.	.	PUNCT
easat-1711	199	1	3.3.2	3.3.2	X
easat-1711	199	2	.	.	X
easat-1711	200	1	deep	deep	ADJ
easat-1711	200	2	global	global	ADJ
easat-1711	200	3	feature	feature	NOUN
easat-1711	200	4	aggregation	aggregation	NOUN
easat-1711	200	5	module	module	NOUN
easat-1711	200	6	to	to	PART
easat-1711	200	7	counteract	counteract	VERB
easat-1711	200	8	spatial	spatial	ADJ
easat-1711	200	9	information	information	NOUN
easat-1711	200	10	loss	loss	NOUN
easat-1711	200	11	incurred	incur	VERB
easat-1711	200	12	by	by	ADP
easat-1711	200	13	max	max	PROPN
easat-1711	200	14	-	-	PUNCT
easat-1711	200	15	pooling	pool	VERB
easat-1711	200	16	and	and	CCONJ
easat-1711	200	17	strided	strided	ADJ
easat-1711	200	18	convolutions	convolution	NOUN
easat-1711	200	19	,	,	PUNCT
easat-1711	200	20	the	the	DET
easat-1711	200	21	cwcn	cwcn	NOUN
easat-1711	200	22	incorporates	incorporate	VERB
easat-1711	200	23	a	a	DET
easat-1711	200	24	deep	deep	ADJ
easat-1711	200	25	global	global	ADJ
easat-1711	200	26	feature	feature	NOUN
easat-1711	200	27	aggregation	aggregation	NOUN
easat-1711	200	28	module	module	NOUN
easat-1711	200	29	.	.	PUNCT
easat-1711	201	1	this	this	DET
easat-1711	201	2	module	module	NOUN
easat-1711	201	3	utilizes	utilize	VERB
easat-1711	201	4	atrous	atrous	ADJ
easat-1711	201	5	convolutions	convolution	NOUN
easat-1711	201	6	to	to	PART
easat-1711	201	7	expand	expand	VERB
easat-1711	201	8	the	the	DET
easat-1711	201	9	receptive	receptive	ADJ
easat-1711	201	10	field	field	NOUN
easat-1711	201	11	without	without	ADP
easat-1711	201	12	increasing	increase	VERB
easat-1711	201	13	computational	computational	ADJ
easat-1711	201	14	overhead	overhead	NOUN
easat-1711	201	15	.	.	PUNCT
easat-1711	202	1	the	the	DET
easat-1711	202	2	atrous	atrous	ADJ
easat-1711	202	3	convolution	convolution	NOUN
easat-1711	202	4	operation	operation	NOUN
easat-1711	202	5	defined	define	VERB
easat-1711	202	6	as	as	ADP
easat-1711	202	7	equation	equation	NOUN
easat-1711	202	8	(	(	PUNCT
easat-1711	202	9	13	13	NUM
easat-1711	202	10	)	)	PUNCT
easat-1711	202	11	𝑏	𝑏	NOUN
easat-1711	203	1	[	[	X
easat-1711	203	2	𝑥	𝑥	X
easat-1711	203	3	]	]	X
easat-1711	203	4	=	=	PUNCT
easat-1711	203	5	∑	∑	PUNCT
easat-1711	203	6	𝑎[𝑥	𝑎[𝑥	NOUN
easat-1711	203	7	+	+	SYM
easat-1711	203	8	𝑟𝑎𝑡𝑒	𝑟𝑎𝑡𝑒	ADP
easat-1711	203	9	×	×	PROPN
easat-1711	203	10	𝐾	𝐾	PROPN
easat-1711	203	11	]	]	X
easat-1711	203	12	×	×	NOUN
easat-1711	203	13	𝑤𝑒𝑖𝑔ℎ𝑡[𝐾]𝐺	𝑤𝑒𝑖𝑔ℎ𝑡[𝐾]𝐺	PROPN
easat-1711	203	14	𝐾=1	𝐾=1	PUNCT
easat-1711	203	15	(	(	PUNCT
easat-1711	203	16	13	13	NUM
easat-1711	203	17	)	)	PUNCT
easat-1711	203	18	in	in	ADP
easat-1711	203	19	this	this	DET
easat-1711	203	20	context	context	NOUN
easat-1711	203	21	,	,	PUNCT
easat-1711	203	22	a	a	DET
easat-1711	203	23	rate	rate	NOUN
easat-1711	203	24	parameter	parameter	NOUN
easat-1711	203	25	𝑟𝑎𝑡𝑒	𝑟𝑎𝑡𝑒	NOUN
easat-1711	203	26	is	be	AUX
easat-1711	203	27	employed	employ	VERB
easat-1711	203	28	to	to	PART
easat-1711	203	29	control	control	VERB
easat-1711	203	30	the	the	DET
easat-1711	203	31	dilation	dilation	NOUN
easat-1711	203	32	or	or	CCONJ
easat-1711	203	33	stride	stride	NOUN
easat-1711	203	34	of	of	ADP
easat-1711	203	35	the	the	DET
easat-1711	203	36	convolution	convolution	NOUN
easat-1711	203	37	kernel	kernel	NOUN
easat-1711	203	38	𝑤𝑒𝑖𝑔ℎ𝑡.	𝑤𝑒𝑖𝑔ℎ𝑡.	ADJ
easat-1711	203	39	this	this	DET
easat-1711	203	40	mechanism	mechanism	NOUN
easat-1711	203	41	effectively	effectively	ADV
easat-1711	203	42	expands	expand	VERB
easat-1711	203	43	the	the	DET
easat-1711	203	44	kernel	kernel	NOUN
easat-1711	203	45	's	's	PART
easat-1711	203	46	receptive	receptive	ADJ
easat-1711	203	47	field	field	NOUN
easat-1711	203	48	without	without	ADP
easat-1711	203	49	increasing	increase	VERB
easat-1711	203	50	its	its	PRON
easat-1711	203	51	size	size	NOUN
easat-1711	203	52	𝐺	𝐺	PROPN
easat-1711	203	53	×	×	PROPN
easat-1711	203	54	𝐺	𝐺	PROPN
easat-1711	203	55	,	,	PUNCT
easat-1711	203	56	calculated	calculate	VERB
easat-1711	203	57	as	as	ADP
easat-1711	203	58	𝐺𝑑	𝐺𝑑	PROPN
easat-1711	203	59	=	=	SYM
easat-1711	203	60	𝐾	𝐾	PROPN
easat-1711	203	61	+	+	CCONJ
easat-1711	203	62	(	(	PUNCT
easat-1711	203	63	𝐾	𝐾	PROPN
easat-1711	204	1	−	−	PROPN
easat-1711	204	2	1)(𝑟𝑎𝑡𝑒	1)(𝑟𝑎𝑡𝑒	NUM
easat-1711	204	3	−	−	NOUN
easat-1711	204	4	1	1	NUM
easat-1711	204	5	)	)	PUNCT
easat-1711	204	6	.	.	PUNCT
easat-1711	205	1	within	within	ADP
easat-1711	205	2	the	the	DET
easat-1711	205	3	cwcn	cwcn	NOUN
easat-1711	205	4	architecture	architecture	NOUN
easat-1711	205	5	,	,	PUNCT
easat-1711	205	6	the	the	DET
easat-1711	205	7	deep	deep	ADJ
easat-1711	205	8	global	global	ADJ
easat-1711	205	9	feature	feature	NOUN
easat-1711	205	10	aggregation	aggregation	NOUN
easat-1711	205	11	module	module	NOUN
easat-1711	205	12	incorporates	incorporate	VERB
easat-1711	205	13	six	six	NUM
easat-1711	205	14	layers	layer	NOUN
easat-1711	205	15	with	with	ADP
easat-1711	205	16	dilation	dilation	NOUN
easat-1711	205	17	rates	rate	NOUN
easat-1711	205	18	ranging	range	VERB
easat-1711	205	19	from	from	ADP
easat-1711	205	20	𝑟𝑎𝑡𝑒	𝑟𝑎𝑡𝑒	NOUN
easat-1711	205	21	=	=	SYM
easat-1711	205	22	1	1	NUM
easat-1711	205	23	𝑡𝑜	𝑡𝑜	NOUN
easat-1711	205	24	32	32	NUM
easat-1711	205	25	.	.	PUNCT
easat-1711	206	1	this	this	DET
easat-1711	206	2	conformation	conformation	NOUN
easat-1711	206	3	empowers	empower	VERB
easat-1711	206	4	the	the	DET
easat-1711	206	5	abstraction	abstraction	NOUN
easat-1711	206	6	of	of	ADP
easat-1711	206	7	deep	deep	ADJ
easat-1711	206	8	-	-	PUNCT
easat-1711	206	9	level	level	NOUN
easat-1711	206	10	features	feature	NOUN
easat-1711	206	11	while	while	SCONJ
easat-1711	206	12	conserving	conserve	VERB
easat-1711	206	13	spatial	spatial	ADJ
easat-1711	206	14	resolution	resolution	NOUN
easat-1711	206	15	,	,	PUNCT
easat-1711	206	16	decisive	decisive	ADJ
easat-1711	206	17	for	for	ADP
easat-1711	206	18	precise	precise	ADJ
easat-1711	206	19	skin	skin	NOUN
easat-1711	206	20	lesion	lesion	NOUN
easat-1711	206	21	detection	detection	NOUN
easat-1711	206	22	in	in	ADP
easat-1711	206	23	dermoscopic	dermoscopic	ADJ
easat-1711	206	24	images	image	NOUN
easat-1711	206	25	.	.	PUNCT
easat-1711	207	1	486	486	NUM
easat-1711	207	2	edelweiss	edelweiss	PROPN
easat-1711	207	3	applied	apply	VERB
easat-1711	207	4	science	science	NOUN
easat-1711	207	5	and	and	CCONJ
easat-1711	207	6	technology	technology	NOUN
easat-1711	207	7	issn	issn	PROPN
easat-1711	207	8	:	:	PUNCT
easat-1711	207	9	2576	2576	NUM
easat-1711	207	10	-	-	SYM
easat-1711	207	11	8484	8484	NUM
easat-1711	207	12	vol	vol	NOUN
easat-1711	207	13	.	.	PROPN
easat-1711	208	1	8	8	NUM
easat-1711	208	2	,	,	PUNCT
easat-1711	208	3	no	no	INTJ
easat-1711	208	4	.	.	NOUN
easat-1711	208	5	5	5	NUM
easat-1711	208	6	:	:	SYM
easat-1711	208	7	478	478	NUM
easat-1711	208	8	-	-	SYM
easat-1711	208	9	497	497	NUM
easat-1711	208	10	,	,	PUNCT
easat-1711	208	11	2024	2024	NUM
easat-1711	208	12	doi	doi	NOUN
easat-1711	208	13	:	:	PUNCT
easat-1711	208	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	208	15	©	©	PROPN
easat-1711	208	16	2024	2024	NUM
easat-1711	208	17	by	by	ADP
easat-1711	208	18	the	the	DET
easat-1711	208	19	authors	author	NOUN
easat-1711	208	20	;	;	PUNCT
easat-1711	209	1	licensee	licensee	PROPN
easat-1711	209	2	learning	learn	VERB
easat-1711	209	3	gate	gate	NOUN
easat-1711	209	4	3.3.3	3.3.3	PROPN
easat-1711	209	5	.	.	PUNCT
easat-1711	210	1	decoder	decoder	NOUN
easat-1711	210	2	with	with	ADP
easat-1711	210	3	attention	attention	NOUN
easat-1711	210	4	mechanism	mechanism	NOUN
easat-1711	210	5	the	the	DET
easat-1711	210	6	cwcn	cwcn	NOUN
easat-1711	210	7	's	's	PART
easat-1711	210	8	decoder	decoder	NOUN
easat-1711	210	9	with	with	ADP
easat-1711	210	10	attention	attention	NOUN
easat-1711	210	11	mechanism	mechanism	NOUN
easat-1711	210	12	enhances	enhance	VERB
easat-1711	210	13	feature	feature	NOUN
easat-1711	210	14	localization	localization	NOUN
easat-1711	210	15	and	and	CCONJ
easat-1711	210	16	suppresses	suppress	VERB
easat-1711	210	17	false	false	ADJ
easat-1711	210	18	positives	positive	NOUN
easat-1711	210	19	by	by	ADP
easat-1711	210	20	incorporating	incorporate	VERB
easat-1711	210	21	an	an	DET
easat-1711	210	22	additive	additive	ADJ
easat-1711	210	23	attention	attention	NOUN
easat-1711	210	24	mechanism	mechanism	NOUN
easat-1711	210	25	.	.	PUNCT
easat-1711	211	1	this	this	DET
easat-1711	211	2	mechanism	mechanism	NOUN
easat-1711	211	3	transfers	transfer	VERB
easat-1711	211	4	information	information	NOUN
easat-1711	211	5	from	from	ADP
easat-1711	211	6	the	the	DET
easat-1711	211	7	encoder	encoder	NOUN
easat-1711	211	8	to	to	ADP
easat-1711	211	9	the	the	DET
easat-1711	211	10	decoder	decoder	NOUN
easat-1711	211	11	,	,	PUNCT
easat-1711	211	12	selectively	selectively	ADV
easat-1711	211	13	focusing	focus	VERB
easat-1711	211	14	on	on	ADP
easat-1711	211	15	salient	salient	ADJ
easat-1711	211	16	image	image	NOUN
easat-1711	211	17	regions	region	NOUN
easat-1711	211	18	.	.	PUNCT
easat-1711	212	1	the	the	DET
easat-1711	212	2	attention	attention	NOUN
easat-1711	212	3	coefficient	coefficient	NOUN
easat-1711	212	4	𝜇𝑥	𝜇𝑥	VERB
easat-1711	212	5	within	within	ADP
easat-1711	212	6	the	the	DET
easat-1711	212	7	range	range	NOUN
easat-1711	212	8	of	of	ADP
easat-1711	212	9	0	0	NUM
easat-1711	212	10	to	to	PART
easat-1711	212	11	1	1	NUM
easat-1711	212	12	modulates	modulate	NOUN
easat-1711	212	13	the	the	DET
easat-1711	212	14	input	input	NOUN
easat-1711	212	15	feature	feature	NOUN
easat-1711	212	16	maps	map	NOUN
easat-1711	212	17	using	use	VERB
easat-1711	212	18	equation	equation	NOUN
easat-1711	212	19	(	(	PUNCT
easat-1711	212	20	14	14	NUM
easat-1711	212	21	)	)	PUNCT
easat-1711	212	22	𝑎𝑥,𝐶𝐷	𝑎𝑥,𝐶𝐷	X
easat-1711	212	23	�	�	PROPN
easat-1711	212	24	̂	̂	PROPN
easat-1711	212	25	�	�	NOUN
easat-1711	212	26	=	=	SYM
easat-1711	212	27	𝑎𝑥,𝐶𝐷	𝑎𝑥,𝐶𝐷	VERB
easat-1711	212	28	𝑙	𝑙	NOUN
easat-1711	212	29	∗	∗	NOUN
easat-1711	212	30	𝜇𝑥	𝜇𝑥	VERB
easat-1711	212	31	𝑙	𝑙	X
easat-1711	212	32	(	(	PUNCT
easat-1711	212	33	14	14	NUM
easat-1711	212	34	)	)	PUNCT
easat-1711	212	35	the	the	DET
easat-1711	212	36	attention	attention	NOUN
easat-1711	212	37	coefficient	coefficient	NOUN
easat-1711	212	38	𝜇𝑥	𝜇𝑥	NOUN
easat-1711	212	39	𝑙	𝑙	PROPN
easat-1711	212	40	is	be	AUX
easat-1711	212	41	determined	determine	VERB
easat-1711	212	42	by	by	ADP
easat-1711	212	43	combining	combine	VERB
easat-1711	212	44	encoder	encoder	NOUN
easat-1711	212	45	states	state	NOUN
easat-1711	212	46	with	with	ADP
easat-1711	212	47	a	a	DET
easat-1711	212	48	gating	gating	NOUN
easat-1711	212	49	is	be	AUX
easat-1711	212	50	applied	apply	VERB
easat-1711	212	51	prior	prior	ADV
easat-1711	212	52	to	to	ADP
easat-1711	212	53	concatenation	concatenation	NOUN
easat-1711	212	54	to	to	PART
easat-1711	212	55	selectively	selectively	ADV
easat-1711	212	56	incorporate	incorporate	VERB
easat-1711	212	57	pertinent	pertinent	ADJ
easat-1711	212	58	activations	activation	NOUN
easat-1711	212	59	.	.	PUNCT
easat-1711	213	1	each	each	DET
easat-1711	213	2	pixel	pixel	NOUN
easat-1711	213	3	of	of	ADP
easat-1711	213	4	dermoscopic	dermoscopic	ADJ
easat-1711	213	5	images	image	NOUN
easat-1711	213	6	is	be	AUX
easat-1711	213	7	represented	represent	VERB
easat-1711	213	8	by	by	ADP
easat-1711	213	9	a	a	DET
easat-1711	213	10	feature	feature	NOUN
easat-1711	213	11	vector	vector	NOUN
easat-1711	213	12	𝑎𝑥	𝑎𝑥	NOUN
easat-1711	213	13	𝑙	𝑙	NOUN
easat-1711	213	14	.	.	PUNCT
easat-1711	214	1	a	a	DET
easat-1711	214	2	single	single	ADJ
easat-1711	214	3	scalar	scalar	ADJ
easat-1711	214	4	attention	attention	NOUN
easat-1711	214	5	weight	weight	NOUN
easat-1711	214	6	is	be	AUX
easat-1711	214	7	calculated	calculate	VERB
easat-1711	214	8	for	for	ADP
easat-1711	214	9	each	each	DET
easat-1711	214	10	pixel	pixel	NOUN
easat-1711	214	11	of	of	ADP
easat-1711	214	12	dermoscopic	dermoscopic	ADJ
easat-1711	214	13	images	image	NOUN
easat-1711	214	14	.	.	PUNCT
easat-1711	215	1	to	to	PART
easat-1711	215	2	capture	capture	VERB
easat-1711	215	3	the	the	DET
easat-1711	215	4	semantic	semantic	ADJ
easat-1711	215	5	context	context	NOUN
easat-1711	215	6	within	within	ADP
easat-1711	215	7	dermoscopic	dermoscopic	ADJ
easat-1711	215	8	images	image	NOUN
easat-1711	215	9	,	,	PUNCT
easat-1711	215	10	multidimensional	multidimensional	ADJ
easat-1711	215	11	attention	attention	NOUN
easat-1711	215	12	weights	weight	NOUN
easat-1711	215	13	is	be	AUX
easat-1711	215	14	employed	employ	VERB
easat-1711	215	15	.	.	PUNCT
easat-1711	216	1	these	these	DET
easat-1711	216	2	weights	weight	NOUN
easat-1711	216	3	,	,	PUNCT
easat-1711	216	4	guided	guide	VERB
easat-1711	216	5	by	by	ADP
easat-1711	216	6	an	an	DET
easat-1711	216	7	input	input	NOUN
easat-1711	216	8	vector	vector	NOUN
easat-1711	216	9	𝑔𝑢𝑖𝑥	𝑔𝑢𝑖𝑥	ADJ
easat-1711	216	10	determine	determine	VERB
easat-1711	216	11	the	the	DET
easat-1711	216	12	focus	focus	NOUN
easat-1711	216	13	region	region	NOUN
easat-1711	216	14	for	for	ADP
easat-1711	216	15	each	each	DET
easat-1711	216	16	pixel	pixel	NOUN
easat-1711	216	17	of	of	ADP
easat-1711	216	18	dermoscopic	dermoscopic	ADJ
easat-1711	216	19	images	image	NOUN
easat-1711	216	20	.	.	PUNCT
easat-1711	217	1	the	the	DET
easat-1711	217	2	additive	additive	ADJ
easat-1711	217	3	attention	attention	NOUN
easat-1711	217	4	calculation	calculation	NOUN
easat-1711	217	5	is	be	AUX
easat-1711	217	6	detailed	detail	VERB
easat-1711	217	7	in	in	ADP
easat-1711	217	8	equation	equation	NOUN
easat-1711	217	9	(	(	PUNCT
easat-1711	217	10	15	15	NUM
easat-1711	217	11	-	-	SYM
easat-1711	217	12	16	16	NUM
easat-1711	217	13	)	)	PUNCT
easat-1711	217	14	.	.	PUNCT
easat-1711	218	1	𝓆𝑎𝑡𝑛	𝓆𝑎𝑡𝑛	PROPN
easat-1711	218	2	𝑙	𝑙	PROPN
easat-1711	218	3	=	=	PUNCT
easat-1711	218	4	𝛾𝑇	𝛾𝑇	PUNCT
easat-1711	219	1	[	[	X
easat-1711	219	2	𝜚[𝑊𝑎	𝜚[𝑊𝑎	PUNCT
easat-1711	219	3	𝑇	𝑇	PROPN
easat-1711	219	4	×	×	PROPN
easat-1711	219	5	𝑎𝑥	𝑎𝑥	NOUN
easat-1711	219	6	𝑙	𝑙	PROPN
easat-1711	219	7	+	+	CCONJ
easat-1711	219	8	𝑊𝑔𝑢𝑖	𝑊𝑔𝑢𝑖	PROPN
easat-1711	219	9	𝑇	𝑇	PROPN
easat-1711	219	10	×	×	NOUN
easat-1711	219	11	𝑔𝑢𝑖𝑥	𝑔𝑢𝑖𝑥	ADJ
easat-1711	219	12	+	+	X
easat-1711	219	13	𝑏𝑖𝑎𝑠𝑔𝑢𝑖	𝑏𝑖𝑎𝑠𝑔𝑢𝑖	NOUN
easat-1711	219	14	]	]	X
easat-1711	219	15	]	]	PUNCT
easat-1711	220	1	+	+	CCONJ
easat-1711	220	2	𝑏𝑖𝑎𝑠𝛾	𝑏𝑖𝑎𝑠𝛾	ADJ
easat-1711	220	3	(	(	PUNCT
easat-1711	220	4	15	15	NUM
easat-1711	220	5	)	)	PUNCT
easat-1711	220	6	𝜇𝑥	𝜇𝑥	NOUN
easat-1711	220	7	𝑙	𝑙	NOUN
easat-1711	220	8	=	=	SYM
easat-1711	220	9	𝜚2[𝓆𝑎𝑡𝑛	𝜚2[𝓆𝑎𝑡𝑛	PROPN
easat-1711	220	10	𝑙	𝑙	X
easat-1711	220	11	(	(	PUNCT
easat-1711	220	12	𝑎𝑥	𝑎𝑥	PROPN
easat-1711	220	13	𝑙	𝑙	NUM
easat-1711	220	14	,	,	PUNCT
easat-1711	220	15	𝑔𝑢𝑖𝑥	𝑔𝑢𝑖𝑥	PROPN
easat-1711	220	16	;	;	PUNCT
easat-1711	220	17	θ𝑎𝑡𝑛	θ𝑎𝑡𝑛	NOUN
easat-1711	220	18	)	)	PUNCT
easat-1711	220	19	]	]	PUNCT
easat-1711	221	1	(	(	PUNCT
easat-1711	221	2	16	16	NUM
easat-1711	221	3	)	)	PUNCT
easat-1711	221	4	where	where	SCONJ
easat-1711	221	5	𝑊𝑎	𝑊𝑎	PROPN
easat-1711	221	6	,	,	PUNCT
easat-1711	221	7	𝑊𝑔𝑢𝑖	𝑊𝑔𝑢𝑖	PROPN
easat-1711	221	8	,	,	PUNCT
easat-1711	221	9	𝑏𝑖𝑎𝑠𝑔𝑢𝑖	𝑏𝑖𝑎𝑠𝑔𝑢𝑖	NOUN
easat-1711	221	10	,	,	PUNCT
easat-1711	221	11	and	and	CCONJ
easat-1711	221	12	θ𝑎𝑡𝑛	θ𝑎𝑡𝑛	NOUN
easat-1711	221	13	are	be	AUX
easat-1711	221	14	learnable	learnable	ADJ
easat-1711	221	15	parameters	parameter	NOUN
easat-1711	221	16	,	,	PUNCT
easat-1711	221	17	𝑔𝑢𝑖𝑥	𝑔𝑢𝑖𝑥	ADJ
easat-1711	221	18	is	be	AUX
easat-1711	221	19	a	a	DET
easat-1711	221	20	feature	feature	NOUN
easat-1711	221	21	vector	vector	NOUN
easat-1711	221	22	from	from	ADP
easat-1711	221	23	a	a	DET
easat-1711	221	24	lower	low	ADJ
easat-1711	221	25	layer	layer	NOUN
easat-1711	221	26	,	,	PUNCT
easat-1711	221	27	and	and	CCONJ
easat-1711	221	28	sigmoid	sigmoid	NOUN
easat-1711	221	29	activation	activation	NOUN
easat-1711	221	30	function	function	NOUN
easat-1711	221	31	is	be	AUX
easat-1711	221	32	represented	represent	VERB
easat-1711	221	33	as	as	ADP
easat-1711	221	34	𝜚2	𝜚2	ADV
easat-1711	221	35	=	=	SYM
easat-1711	221	36	1	1	NUM
easat-1711	221	37	1+𝑒𝑥𝑝(−	1+𝑒𝑥𝑝(−	NOUN
easat-1711	221	38	𝑎𝑥,𝐶𝐷	𝑎𝑥,𝐶𝐷	NOUN
easat-1711	221	39	)	)	PUNCT
easat-1711	221	40	.	.	PUNCT
easat-1711	222	1	the	the	DET
easat-1711	222	2	vector	vector	PROPN
easat-1711	222	3	𝑔𝑢𝑖	𝑔𝑢𝑖	PROPN
easat-1711	222	4	originates	originate	NOUN
easat-1711	222	5	from	from	ADP
easat-1711	222	6	the	the	DET
easat-1711	222	7	network	network	NOUN
easat-1711	222	8	's	's	PART
easat-1711	222	9	lowest	low	ADJ
easat-1711	222	10	layer	layer	NOUN
easat-1711	222	11	.	.	PUNCT
easat-1711	223	1	this	this	DET
easat-1711	223	2	additive	additive	ADJ
easat-1711	223	3	attention	attention	NOUN
easat-1711	223	4	mechanism	mechanism	NOUN
easat-1711	223	5	enhances	enhance	VERB
easat-1711	223	6	feature	feature	NOUN
easat-1711	223	7	representation	representation	NOUN
easat-1711	223	8	and	and	CCONJ
easat-1711	223	9	localization	localization	NOUN
easat-1711	223	10	by	by	ADP
easat-1711	223	11	selectively	selectively	ADV
easat-1711	223	12	suppressing	suppress	VERB
easat-1711	223	13	responses	response	NOUN
easat-1711	223	14	in	in	ADP
easat-1711	223	15	irrelevant	irrelevant	ADJ
easat-1711	223	16	image	image	NOUN
easat-1711	223	17	areas	area	NOUN
easat-1711	223	18	,	,	PUNCT
easat-1711	223	19	which	which	PRON
easat-1711	223	20	is	be	AUX
easat-1711	223	21	crucial	crucial	ADJ
easat-1711	223	22	for	for	ADP
easat-1711	223	23	precise	precise	ADJ
easat-1711	223	24	lesion	lesion	NOUN
easat-1711	223	25	identification	identification	NOUN
easat-1711	223	26	.	.	PUNCT
easat-1711	224	1	a	a	DET
easat-1711	224	2	fully	fully	ADV
easat-1711	224	3	connected	connect	VERB
easat-1711	224	4	layer	layer	NOUN
easat-1711	224	5	follows	follow	VERB
easat-1711	224	6	the	the	DET
easat-1711	224	7	decoder	decoder	NOUN
easat-1711	224	8	,	,	PUNCT
easat-1711	224	9	classifying	classify	VERB
easat-1711	224	10	each	each	DET
easat-1711	224	11	pixel	pixel	NOUN
easat-1711	224	12	within	within	ADP
easat-1711	224	13	the	the	DET
easat-1711	224	14	feature	feature	NOUN
easat-1711	224	15	map	map	NOUN
easat-1711	224	16	.	.	PUNCT
easat-1711	225	1	the	the	DET
easat-1711	225	2	cross	cross	ADJ
easat-1711	225	3	-	-	ADJ
easat-1711	225	4	entropy	entropy	ADJ
easat-1711	225	5	loss	loss	NOUN
easat-1711	225	6	between	between	ADP
easat-1711	225	7	the	the	DET
easat-1711	225	8	predicted	predict	VERB
easat-1711	225	9	and	and	CCONJ
easat-1711	225	10	ground	ground	NOUN
easat-1711	225	11	truth	truth	NOUN
easat-1711	225	12	pixel	pixel	ADJ
easat-1711	225	13	-	-	ADJ
easat-1711	225	14	wise	wise	ADJ
easat-1711	225	15	classifications	classification	NOUN
easat-1711	225	16	is	be	AUX
easat-1711	225	17	computed	compute	VERB
easat-1711	225	18	during	during	ADP
easat-1711	225	19	training	training	NOUN
easat-1711	225	20	using	use	VERB
easat-1711	225	21	equation	equation	NOUN
easat-1711	225	22	(	(	PUNCT
easat-1711	225	23	17	17	NUM
easat-1711	225	24	)	)	PUNCT
easat-1711	226	1	𝐿𝑜𝑠𝑠	𝐿𝑜𝑠𝑠	PROPN
easat-1711	226	2	=	=	PUNCT
easat-1711	226	3	−	−	PROPN
easat-1711	226	4	1	1	NUM
easat-1711	226	5	𝑃𝑖𝑥𝑒𝑙	𝑃𝑖𝑥𝑒𝑙	PROPN
easat-1711	226	6	∑	∑	DET
easat-1711	226	7	∑	∑	PUNCT
easat-1711	226	8	𝑏𝐶𝐷,𝑥	𝑏𝐶𝐷,𝑥	PROPN
easat-1711	226	9	×	×	PROPN
easat-1711	226	10	ln(𝑏𝐶𝐷,	ln(𝑏𝐶𝐷,	PROPN
easat-1711	226	11	�	�	PROPN
easat-1711	226	12	̂	̂	NUM
easat-1711	226	13	�	�	PROPN
easat-1711	226	14	)𝐶𝐷=1	)𝐶𝐷=1	ADP
easat-1711	226	15	𝑈	𝑈	PROPN
easat-1711	226	16	𝑥=1	𝑥=1	PROPN
easat-1711	226	17	𝑃𝑖𝑥𝑒𝑙	𝑃𝑖𝑥𝑒𝑙	PROPN
easat-1711	226	18	(	(	PUNCT
easat-1711	226	19	17	17	NUM
easat-1711	226	20	)	)	PUNCT
easat-1711	226	21	where	where	SCONJ
easat-1711	226	22	𝑃𝑖𝑥𝑒𝑙	𝑃𝑖𝑥𝑒𝑙	PROPN
easat-1711	226	23	is	be	AUX
easat-1711	226	24	the	the	DET
easat-1711	226	25	number	number	NOUN
easat-1711	226	26	of	of	ADP
easat-1711	226	27	pixels	pixel	NOUN
easat-1711	227	1	,	,	PUNCT
easat-1711	227	2	𝑈	𝑈	PROPN
easat-1711	227	3	is	be	AUX
easat-1711	227	4	the	the	DET
easat-1711	227	5	number	number	NOUN
easat-1711	227	6	of	of	ADP
easat-1711	227	7	skin	skin	NOUN
easat-1711	227	8	lesion	lesion	NOUN
easat-1711	227	9	types	type	NOUN
easat-1711	227	10	such	such	ADJ
easat-1711	227	11	as	as	ADP
easat-1711	227	12	malignant	malignant	ADJ
easat-1711	227	13	,	,	PUNCT
easat-1711	227	14	melanocytic	melanocytic	ADJ
easat-1711	227	15	nevus	nevus	NOUN
easat-1711	227	16	,	,	PUNCT
easat-1711	227	17	basal	basal	ADJ
easat-1711	227	18	cell	cell	NOUN
easat-1711	227	19	carcinoma	carcinoma	NOUN
easat-1711	227	20	,	,	PUNCT
easat-1711	227	21	actinic	actinic	ADJ
easat-1711	227	22	keratosis	keratosis	NOUN
easat-1711	227	23	,	,	PUNCT
easat-1711	227	24	benign	benign	ADJ
easat-1711	227	25	keratosis	keratosis	NOUN
easat-1711	227	26	,	,	PUNCT
easat-1711	227	27	dermatofibroma	dermatofibroma	ADJ
easat-1711	227	28	and	and	CCONJ
easat-1711	227	29	vascular	vascular	ADJ
easat-1711	227	30	lesion	lesion	NOUN
easat-1711	227	31	,	,	PUNCT
easat-1711	227	32	𝑏𝐶𝐷,𝑥	𝑏𝐶𝐷,𝑥	PROPN
easat-1711	227	33	is	be	AUX
easat-1711	227	34	the	the	DET
easat-1711	227	35	ground	ground	NOUN
easat-1711	227	36	truth	truth	NOUN
easat-1711	227	37	,	,	PUNCT
easat-1711	227	38	and	and	CCONJ
easat-1711	227	39	𝑏𝐶𝐷,	𝑏𝐶𝐷,	PROPN
easat-1711	227	40	�	�	PROPN
easat-1711	227	41	̂	̂	VERB
easat-1711	227	42	�	�	NOUN
easat-1711	227	43	is	be	AUX
easat-1711	227	44	the	the	DET
easat-1711	227	45	predicted	predict	VERB
easat-1711	227	46	probability	probability	NOUN
easat-1711	227	47	.	.	PUNCT
easat-1711	228	1	the	the	DET
easat-1711	228	2	cwcn	cwcn	PROPN
easat-1711	228	3	network	network	NOUN
easat-1711	228	4	parameters	parameter	NOUN
easat-1711	228	5	are	be	AUX
easat-1711	228	6	optimized	optimize	VERB
easat-1711	228	7	through	through	ADP
easat-1711	228	8	end	end	NOUN
easat-1711	228	9	-	-	PUNCT
easat-1711	228	10	to	to	ADP
easat-1711	228	11	-	-	PUNCT
easat-1711	228	12	end	end	NOUN
easat-1711	228	13	training	training	NOUN
easat-1711	228	14	using	use	VERB
easat-1711	228	15	backpropagation	backpropagation	NOUN
easat-1711	228	16	.	.	PUNCT
easat-1711	229	1	the	the	DET
easat-1711	229	2	cwcn	cwcn	PROPN
easat-1711	229	3	network	network	NOUN
easat-1711	229	4	's	's	PART
easat-1711	229	5	parameters	parameter	NOUN
easat-1711	229	6	require	require	VERB
easat-1711	229	7	optimization	optimization	NOUN
easat-1711	229	8	to	to	PART
easat-1711	229	9	enhance	enhance	VERB
easat-1711	229	10	its	its	PRON
easat-1711	229	11	performance	performance	NOUN
easat-1711	229	12	in	in	ADP
easat-1711	229	13	skin	skin	NOUN
easat-1711	229	14	lesion	lesion	NOUN
easat-1711	229	15	identification	identification	NOUN
easat-1711	229	16	.	.	PUNCT
easat-1711	230	1	fine	fine	ADJ
easat-1711	230	2	-	-	PUNCT
easat-1711	230	3	tuning	tune	VERB
easat-1711	230	4	these	these	DET
easat-1711	230	5	parameters	parameter	NOUN
easat-1711	230	6	improves	improve	VERB
easat-1711	230	7	the	the	DET
easat-1711	230	8	network	network	NOUN
easat-1711	230	9	's	's	PART
easat-1711	230	10	accuracy	accuracy	NOUN
easat-1711	230	11	in	in	ADP
easat-1711	230	12	classifying	classify	VERB
easat-1711	230	13	dermoscopic	dermoscopic	NOUN
easat-1711	230	14	images	image	NOUN
easat-1711	230	15	,	,	PUNCT
easat-1711	230	16	leading	lead	VERB
easat-1711	230	17	to	to	ADP
easat-1711	230	18	more	more	ADV
easat-1711	230	19	reliable	reliable	ADJ
easat-1711	230	20	and	and	CCONJ
easat-1711	230	21	effective	effective	ADJ
easat-1711	230	22	diagnosis	diagnosis	NOUN
easat-1711	230	23	.	.	PUNCT
easat-1711	231	1	the	the	DET
easat-1711	231	2	harbor	harbor	NOUN
easat-1711	231	3	seal	seal	NOUN
easat-1711	231	4	whiskers	whisker	NOUN
easat-1711	231	5	optimization	optimization	NOUN
easat-1711	231	6	algorithm	algorithm	NOUN
easat-1711	231	7	(	(	PUNCT
easat-1711	231	8	hoa	hoa	NOUN
easat-1711	231	9	)	)	PUNCT
easat-1711	231	10	is	be	AUX
easat-1711	231	11	a	a	DET
easat-1711	231	12	suitable	suitable	ADJ
easat-1711	231	13	choice	choice	NOUN
easat-1711	231	14	for	for	ADP
easat-1711	231	15	this	this	DET
easat-1711	231	16	task	task	NOUN
easat-1711	231	17	due	due	ADP
easat-1711	231	18	to	to	ADP
easat-1711	231	19	its	its	PRON
easat-1711	231	20	ability	ability	NOUN
easat-1711	231	21	to	to	PART
easat-1711	231	22	efficiently	efficiently	ADV
easat-1711	231	23	search	search	VERB
easat-1711	231	24	the	the	DET
easat-1711	231	25	parameter	parameter	NOUN
easat-1711	231	26	space	space	NOUN
easat-1711	231	27	and	and	CCONJ
easat-1711	231	28	find	find	VERB
easat-1711	231	29	optimal	optimal	ADJ
easat-1711	231	30	solutions	solution	NOUN
easat-1711	231	31	,	,	PUNCT
easat-1711	231	32	thereby	thereby	ADV
easat-1711	231	33	maximizing	maximize	VERB
easat-1711	231	34	the	the	DET
easat-1711	231	35	cwcn	cwcn	NOUN
easat-1711	231	36	network	network	NOUN
easat-1711	231	37	's	's	PART
easat-1711	231	38	performance	performance	NOUN
easat-1711	231	39	.	.	PUNCT
easat-1711	232	1	3.4	3.4	NUM
easat-1711	232	2	.	.	PUNCT
easat-1711	233	1	harbor	harbor	NOUN
easat-1711	233	2	seal	seal	NOUN
easat-1711	233	3	whiskers	whisker	NOUN
easat-1711	233	4	optimization	optimization	NOUN
easat-1711	233	5	algorithm	algorithm	NOUN
easat-1711	233	6	for	for	ADP
easat-1711	233	7	optimizing	optimize	VERB
easat-1711	233	8	cwcn	cwcn	PROPN
easat-1711	233	9	network	network	NOUN
easat-1711	233	10	's	's	PART
easat-1711	233	11	parameters	parameter	NOUN
easat-1711	233	12	the	the	DET
easat-1711	233	13	harbor	harbor	NOUN
easat-1711	233	14	seal	seal	NOUN
easat-1711	233	15	whiskers	whisker	NOUN
easat-1711	233	16	optimization	optimization	NOUN
easat-1711	233	17	algorithm	algorithm	NOUN
easat-1711	233	18	(	(	PUNCT
easat-1711	233	19	hoa	hoa	NOUN
easat-1711	233	20	)	)	PUNCT
easat-1711	233	21	is	be	AUX
easat-1711	233	22	a	a	DET
easat-1711	233	23	metaheuristic	metaheuristic	ADJ
easat-1711	233	24	inspired	inspire	VERB
easat-1711	233	25	by	by	ADP
easat-1711	233	26	the	the	DET
easat-1711	233	27	sensory	sensory	ADJ
easat-1711	233	28	capabilities	capability	NOUN
easat-1711	233	29	of	of	ADP
easat-1711	233	30	seal	seal	NOUN
easat-1711	233	31	whiskers	whisker	NOUN
easat-1711	233	32	.	.	PUNCT
easat-1711	234	1	the	the	DET
easat-1711	234	2	hoa	hoa	NOUN
easat-1711	234	3	algorithm	algorithm	NOUN
easat-1711	234	4	offers	offer	VERB
easat-1711	234	5	several	several	ADJ
easat-1711	234	6	advantages	advantage	NOUN
easat-1711	234	7	,	,	PUNCT
easat-1711	234	8	including	include	VERB
easat-1711	234	9	its	its	PRON
easat-1711	234	10	ability	ability	NOUN
easat-1711	234	11	to	to	PART
easat-1711	234	12	effectively	effectively	ADV
easat-1711	234	13	explore	explore	VERB
easat-1711	234	14	the	the	DET
easat-1711	234	15	search	search	NOUN
easat-1711	234	16	space	space	NOUN
easat-1711	234	17	,	,	PUNCT
easat-1711	234	18	its	its	PRON
easat-1711	234	19	computational	computational	ADJ
easat-1711	234	20	efficiency	efficiency	NOUN
easat-1711	234	21	,	,	PUNCT
easat-1711	234	22	and	and	CCONJ
easat-1711	234	23	its	its	PRON
easat-1711	234	24	robustness	robustness	NOUN
easat-1711	234	25	to	to	PART
easat-1711	234	26	noise	noise	NOUN
easat-1711	234	27	and	and	CCONJ
easat-1711	234	28	local	local	ADJ
easat-1711	234	29	optima	optima	NOUN
easat-1711	234	30	.	.	PUNCT
easat-1711	235	1	these	these	DET
easat-1711	235	2	characteristics	characteristic	NOUN
easat-1711	235	3	make	make	VERB
easat-1711	235	4	it	it	PRON
easat-1711	235	5	a	a	DET
easat-1711	235	6	suitable	suitable	ADJ
easat-1711	235	7	optimization	optimization	NOUN
easat-1711	235	8	method	method	NOUN
easat-1711	235	9	for	for	ADP
easat-1711	235	10	various	various	ADJ
easat-1711	235	11	applications	application	NOUN
easat-1711	235	12	,	,	PUNCT
easat-1711	235	13	including	include	VERB
easat-1711	235	14	the	the	DET
easat-1711	235	15	optimization	optimization	NOUN
easat-1711	235	16	of	of	ADP
easat-1711	235	17	the	the	DET
easat-1711	235	18	cwcn	cwcn	NOUN
easat-1711	235	19	network	network	NOUN
easat-1711	235	20	's	's	PART
easat-1711	235	21	parameters	parameter	NOUN
easat-1711	235	22	.	.	PUNCT
easat-1711	236	1	the	the	DET
easat-1711	236	2	hoa	hoa	NOUN
easat-1711	236	3	algorithm	algorithm	NOUN
easat-1711	236	4	models	model	VERB
easat-1711	236	5	the	the	DET
easat-1711	236	6	seal	seal	NOUN
easat-1711	236	7	's	's	PART
easat-1711	236	8	preytracking	preytracke	VERB
easat-1711	236	9	behavior	behavior	NOUN
easat-1711	236	10	to	to	PART
easat-1711	236	11	optimize	optimize	VERB
easat-1711	236	12	the	the	DET
easat-1711	236	13	cwcn	cwcn	NOUN
easat-1711	236	14	network	network	NOUN
easat-1711	236	15	's	's	PART
easat-1711	236	16	parameters	parameter	NOUN
easat-1711	236	17	.	.	PUNCT
easat-1711	237	1	the	the	DET
easat-1711	237	2	hoa	hoa	NOUN
easat-1711	237	3	algorithm	algorithm	NOUN
easat-1711	237	4	consists	consist	VERB
easat-1711	237	5	of	of	ADP
easat-1711	237	6	the	the	DET
easat-1711	237	7	following	follow	VERB
easat-1711	237	8	steps	step	NOUN
easat-1711	237	9	,	,	PUNCT
easat-1711	237	10	487	487	NUM
easat-1711	237	11	edelweiss	edelweiss	PROPN
easat-1711	237	12	applied	apply	VERB
easat-1711	237	13	science	science	NOUN
easat-1711	237	14	and	and	CCONJ
easat-1711	237	15	technology	technology	NOUN
easat-1711	237	16	issn	issn	PROPN
easat-1711	237	17	:	:	PUNCT
easat-1711	237	18	2576	2576	NUM
easat-1711	237	19	-	-	SYM
easat-1711	237	20	8484	8484	NUM
easat-1711	237	21	vol	vol	NOUN
easat-1711	237	22	.	.	PROPN
easat-1711	238	1	8	8	NUM
easat-1711	238	2	,	,	PUNCT
easat-1711	238	3	no	no	INTJ
easat-1711	238	4	.	.	NOUN
easat-1711	238	5	5	5	NUM
easat-1711	238	6	:	:	SYM
easat-1711	238	7	478	478	NUM
easat-1711	238	8	-	-	SYM
easat-1711	238	9	497	497	NUM
easat-1711	238	10	,	,	PUNCT
easat-1711	238	11	2024	2024	NUM
easat-1711	238	12	doi	doi	NOUN
easat-1711	238	13	:	:	PUNCT
easat-1711	238	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	238	15	©	©	PROPN
easat-1711	238	16	2024	2024	NUM
easat-1711	238	17	by	by	ADP
easat-1711	238	18	the	the	DET
easat-1711	238	19	authors	author	NOUN
easat-1711	238	20	;	;	PUNCT
easat-1711	238	21	licensee	licensee	PROPN
easat-1711	238	22	learning	learn	VERB
easat-1711	238	23	gate	gate	PROPN
easat-1711	238	24	step	step	NOUN
easat-1711	238	25	1	1	NUM
easat-1711	238	26	:	:	PUNCT
easat-1711	238	27	initialization	initialization	NOUN
easat-1711	238	28	in	in	ADP
easat-1711	238	29	population	population	NOUN
easat-1711	238	30	initialization	initialization	NOUN
easat-1711	238	31	,	,	PUNCT
easat-1711	238	32	arbitrarily	arbitrarily	ADV
easat-1711	238	33	create	create	VERB
easat-1711	238	34	an	an	DET
easat-1711	238	35	initial	initial	ADJ
easat-1711	238	36	population	population	NOUN
easat-1711	238	37	𝑃𝑜𝑝𝑢	𝑃𝑜𝑝𝑢	PROPN
easat-1711	238	38	of	of	ADP
easat-1711	238	39	𝑀	𝑀	PROPN
easat-1711	238	40	potential	potential	ADJ
easat-1711	238	41	cwcn	cwcn	NOUN
easat-1711	238	42	parameter	parameter	NOUN
easat-1711	238	43	sets	set	NOUN
easat-1711	238	44	,	,	PUNCT
easat-1711	238	45	where	where	SCONJ
easat-1711	238	46	each	each	DET
easat-1711	238	47	cwcn	cwcn	PRON
easat-1711	238	48	parameter	parameter	NOUN
easat-1711	238	49	set	set	VERB
easat-1711	238	50	𝑅𝑖	𝑅𝑖	PROPN
easat-1711	238	51	represents	represent	VERB
easat-1711	238	52	a	a	DET
easat-1711	238	53	candidate	candidate	NOUN
easat-1711	238	54	solution	solution	NOUN
easat-1711	238	55	.	.	PUNCT
easat-1711	239	1	step	step	NOUN
easat-1711	239	2	2	2	NUM
easat-1711	239	3	:	:	PUNCT
easat-1711	239	4	fitness	fitness	NOUN
easat-1711	239	5	evaluation	evaluation	NOUN
easat-1711	239	6	in	in	ADP
easat-1711	239	7	this	this	DET
easat-1711	239	8	step	step	NOUN
easat-1711	239	9	,	,	PUNCT
easat-1711	239	10	fitness	fitness	NOUN
easat-1711	239	11	function	function	NOUN
easat-1711	240	1	𝐹𝑖𝑡𝑛𝑒𝑠𝑠	𝐹𝑖𝑡𝑛𝑒𝑠𝑠	PROPN
easat-1711	240	2	𝐹𝑢𝑛𝑐𝑡𝑖𝑜𝑛	𝐹𝑢𝑛𝑐𝑡𝑖𝑜𝑛	PROPN
easat-1711	240	3	(	(	PUNCT
easat-1711	240	4	𝑅𝑖	𝑅𝑖	PROPN
easat-1711	240	5	)	)	PUNCT
easat-1711	240	6	is	be	AUX
easat-1711	240	7	defined	define	VERB
easat-1711	240	8	to	to	PART
easat-1711	240	9	evaluate	evaluate	VERB
easat-1711	240	10	the	the	DET
easat-1711	240	11	quality	quality	NOUN
easat-1711	240	12	of	of	ADP
easat-1711	240	13	each	each	DET
easat-1711	240	14	cwcn	cwcn	NOUN
easat-1711	240	15	parameter	parameter	NOUN
easat-1711	240	16	set	set	VERB
easat-1711	240	17	𝑅𝑖	𝑅𝑖	PROPN
easat-1711	240	18	that	that	PRON
easat-1711	240	19	considers	consider	VERB
easat-1711	240	20	the	the	DET
easat-1711	240	21	cwcn	cwcn	NOUN
easat-1711	240	22	network	network	NOUN
easat-1711	240	23	's	's	PART
easat-1711	240	24	performance	performance	NOUN
easat-1711	240	25	on	on	ADP
easat-1711	240	26	a	a	DET
easat-1711	240	27	validation	validation	NOUN
easat-1711	240	28	dataset	dataset	NOUN
easat-1711	240	29	.	.	PUNCT
easat-1711	241	1	step	step	NOUN
easat-1711	241	2	3	3	NUM
easat-1711	241	3	:	:	PUNCT
easat-1711	241	4	sensing	sense	VERB
easat-1711	241	5	velocity	velocity	NOUN
easat-1711	241	6	calculation	calculation	NOUN
easat-1711	241	7	in	in	ADP
easat-1711	241	8	this	this	PRON
easat-1711	241	9	,	,	PUNCT
easat-1711	241	10	the	the	DET
easat-1711	241	11	sensing	sense	VERB
easat-1711	241	12	velocity	velocity	NOUN
easat-1711	241	13	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	PROPN
easat-1711	241	14	for	for	ADP
easat-1711	241	15	each	each	DET
easat-1711	241	16	cwcn	cwcn	PRON
easat-1711	241	17	parameter	parameter	NOUN
easat-1711	241	18	set	set	NOUN
easat-1711	241	19	is	be	AUX
easat-1711	241	20	calculated	calculate	VERB
easat-1711	241	21	using	use	VERB
easat-1711	241	22	the	the	DET
easat-1711	241	23	following	follow	VERB
easat-1711	241	24	equation	equation	NOUN
easat-1711	241	25	(	(	PUNCT
easat-1711	241	26	18	18	NUM
easat-1711	241	27	)	)	PUNCT
easat-1711	241	28	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	PROPN
easat-1711	241	29	=	=	SYM
easat-1711	241	30	𝑆𝐹	𝑆𝐹	PROPN
easat-1711	241	31	2𝜋	2𝜋	NUM
easat-1711	241	32	×	×	NOUN
easat-1711	241	33	(	(	PUNCT
easat-1711	241	34	2𝑃𝑜𝑠𝑖	2𝑃𝑜𝑠𝑖	NUM
easat-1711	241	35	2−𝐷𝑖𝑠𝑡2	2−𝐷𝑖𝑠𝑡2	NUM
easat-1711	241	36	)	)	PUNCT
easat-1711	241	37	(	(	PUNCT
easat-1711	241	38	𝑃𝑜𝑠𝑖	𝑃𝑜𝑠𝑖	PROPN
easat-1711	241	39	2+𝐷𝑖𝑠𝑡2	2+𝐷𝑖𝑠𝑡2	NUM
easat-1711	241	40	)	)	PUNCT
easat-1711	241	41	5	5	NUM
easat-1711	241	42	2	2	NUM
easat-1711	241	43	(	(	PUNCT
easat-1711	241	44	18	18	NUM
easat-1711	241	45	)	)	PUNCT
easat-1711	241	46	in	in	ADP
easat-1711	241	47	this	this	DET
easat-1711	241	48	context	context	NOUN
easat-1711	241	49	,	,	PUNCT
easat-1711	241	50	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	PROPN
easat-1711	241	51	is	be	AUX
easat-1711	241	52	the	the	DET
easat-1711	241	53	sensing	sense	VERB
easat-1711	241	54	velocity	velocity	NOUN
easat-1711	241	55	of	of	ADP
easat-1711	241	56	cwcn	cwcn	NOUN
easat-1711	241	57	parameter	parameter	NOUN
easat-1711	241	58	set	set	VERB
easat-1711	241	59	𝑅𝑖	𝑅𝑖	PROPN
easat-1711	241	60	,	,	PUNCT
easat-1711	241	61	𝑃𝑜𝑠𝑗	𝑃𝑜𝑠𝑗	PROPN
easat-1711	241	62	is	be	AUX
easat-1711	241	63	the	the	DET
easat-1711	241	64	seal	seal	NOUN
easat-1711	241	65	's	's	PART
easat-1711	241	66	position	position	NOUN
easat-1711	241	67	,	,	PUNCT
easat-1711	241	68	𝐷𝑖𝑠𝑡	𝐷𝑖𝑠𝑡	PROPN
easat-1711	241	69	is	be	AUX
easat-1711	241	70	the	the	DET
easat-1711	241	71	distance	distance	NOUN
easat-1711	241	72	to	to	PART
easat-1711	241	73	prey	prey	VERB
easat-1711	241	74	,	,	PUNCT
easat-1711	241	75	𝑆𝐹	𝑆𝐹	PROPN
easat-1711	241	76	is	be	AUX
easat-1711	241	77	a	a	DET
easat-1711	241	78	scaling	scale	VERB
easat-1711	241	79	factor	factor	NOUN
easat-1711	241	80	using	use	VERB
easat-1711	241	81	equation	equation	NOUN
easat-1711	241	82	(	(	PUNCT
easat-1711	241	83	19	19	NUM
easat-1711	241	84	)	)	PUNCT
easat-1711	242	1	𝑆𝐹	𝑆𝐹	PROPN
easat-1711	242	2	=	=	SYM
easat-1711	242	3	2𝜋	2𝜋	NUM
easat-1711	242	4	×	×	NOUN
easat-1711	242	5	𝜔	𝜔	PRON
easat-1711	242	6	×	×	NOUN
easat-1711	242	7	𝐴𝑚𝑝	𝐴𝑚𝑝	VERB
easat-1711	242	8	×	×	NOUN
easat-1711	242	9	𝑂𝑠𝑐	𝑂𝑠𝑐	PROPN
easat-1711	242	10	×	×	NOUN
easat-1711	243	1	𝑇𝑖	𝑇𝑖	PROPN
easat-1711	243	2	(	(	PUNCT
easat-1711	243	3	19	19	NUM
easat-1711	243	4	)	)	PUNCT
easat-1711	243	5	where	where	SCONJ
easat-1711	243	6	𝜔	𝜔	NOUN
easat-1711	243	7	is	be	AUX
easat-1711	243	8	angular	angular	ADJ
easat-1711	243	9	frequency	frequency	NOUN
easat-1711	243	10	,	,	PUNCT
easat-1711	243	11	𝐴𝑚𝑝	𝐴𝑚𝑝	PROPN
easat-1711	243	12	is	be	AUX
easat-1711	243	13	displacement	displacement	ADJ
easat-1711	243	14	amplitude	amplitude	NOUN
easat-1711	243	15	,	,	PUNCT
easat-1711	243	16	𝑂𝑠𝑐	𝑂𝑠𝑐	PROPN
easat-1711	243	17	is	be	AUX
easat-1711	243	18	oscillating	oscillate	VERB
easat-1711	243	19	sphere	sphere	NOUN
easat-1711	243	20	diameter	diameter	NOUN
easat-1711	243	21	,	,	PUNCT
easat-1711	243	22	and	and	CCONJ
easat-1711	243	23	𝑇𝑖	𝑇𝑖	PROPN
easat-1711	243	24	is	be	AUX
easat-1711	243	25	time	time	NOUN
easat-1711	243	26	.	.	PUNCT
easat-1711	244	1	step	step	NOUN
easat-1711	244	2	4	4	NUM
easat-1711	244	3	:	:	PUNCT
easat-1711	244	4	sensing	sense	VERB
easat-1711	244	5	velocity	velocity	NOUN
easat-1711	244	6	update	update	NOUN
easat-1711	244	7	in	in	ADP
easat-1711	244	8	this	this	PRON
easat-1711	244	9	,	,	PUNCT
easat-1711	244	10	the	the	DET
easat-1711	244	11	sensing	sense	VERB
easat-1711	244	12	velocity	velocity	NOUN
easat-1711	244	13	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	PROPN
easat-1711	244	14	based	base	VERB
easat-1711	244	15	on	on	ADP
easat-1711	244	16	the	the	DET
easat-1711	244	17	cwcn	cwcn	NOUN
easat-1711	244	18	parameter	parameter	NOUN
easat-1711	244	19	set	set	PROPN
easat-1711	244	20	's	's	PART
easat-1711	244	21	fitness	fitness	NOUN
easat-1711	244	22	is	be	AUX
easat-1711	244	23	updated	update	VERB
easat-1711	244	24	using	use	VERB
easat-1711	244	25	equation	equation	NOUN
easat-1711	244	26	(	(	PUNCT
easat-1711	244	27	20	20	NUM
easat-1711	244	28	)	)	PUNCT
easat-1711	244	29	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	VERB
easat-1711	244	30	𝑙+1	𝑙+1	PUNCT
easat-1711	244	31	=	=	PUNCT
easat-1711	244	32	𝐸𝑙𝑙𝑖𝑝𝑠𝑒	𝐸𝑙𝑙𝑖𝑝𝑠𝑒	PROPN
easat-1711	244	33	×	×	NOUN
easat-1711	244	34	𝑅1	𝑅1	NOUN
easat-1711	244	35	×	×	PROPN
easat-1711	244	36	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	PROPN
easat-1711	244	37	𝑙	𝑙	PROPN
easat-1711	245	1	+	+	CCONJ
easat-1711	245	2	𝑣	𝑣	DET
easat-1711	245	3	×	×	NOUN
easat-1711	245	4	𝜗	𝜗	X
easat-1711	245	5	×	×	NOUN
easat-1711	245	6	𝑅2[𝐺𝑙𝑜𝑏𝑎𝑙	𝑅2[𝐺𝑙𝑜𝑏𝑎𝑙	PROPN
easat-1711	245	7	𝑃𝐼𝑑𝑒𝑎𝑙	𝑃𝐼𝑑𝑒𝑎𝑙	PROPN
easat-1711	245	8	−	−	PROPN
easat-1711	245	9	𝑃𝑜𝑠𝑖	𝑃𝑜𝑠𝑖	PROPN
easat-1711	245	10	𝑙	𝑙	X
easat-1711	245	11	]	]	X
easat-1711	246	1	+	+	NUM
easat-1711	246	2	𝑢	𝑢	PRON
easat-1711	246	3	×	×	NOUN
easat-1711	246	4	𝜗	𝜗	PROPN
easat-1711	246	5	×	×	NOUN
easat-1711	246	6	𝑅3[𝐿𝑜𝑐𝑎𝑙	𝑅3[𝐿𝑜𝑐𝑎𝑙	PUNCT
easat-1711	246	7	𝑃𝐼𝑑𝑒𝑎𝑙,𝑖	𝑃𝐼𝑑𝑒𝑎𝑙,𝑖	PROPN
easat-1711	246	8	−	−	PROPN
easat-1711	246	9	𝑃𝑜𝑠𝑖	𝑃𝑜𝑠𝑖	PROPN
easat-1711	246	10	𝑙	𝑙	X
easat-1711	246	11	]	]	X
easat-1711	246	12	(	(	PUNCT
easat-1711	246	13	20	20	NUM
easat-1711	246	14	)	)	PUNCT
easat-1711	246	15	in	in	ADP
easat-1711	246	16	this	this	DET
easat-1711	246	17	context	context	NOUN
easat-1711	246	18	,	,	PUNCT
easat-1711	246	19	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	PROPN
easat-1711	246	20	𝑙+1	𝑙+1	PROPN
easat-1711	246	21	is	be	AUX
easat-1711	246	22	the	the	DET
easat-1711	246	23	updated	update	VERB
easat-1711	246	24	sensing	sense	VERB
easat-1711	246	25	velocity	velocity	NOUN
easat-1711	246	26	,	,	PUNCT
easat-1711	246	27	𝐸𝑙𝑙𝑖𝑝𝑠𝑒	𝐸𝑙𝑙𝑖𝑝𝑠𝑒	PROPN
easat-1711	246	28	is	be	AUX
easat-1711	246	29	the	the	DET
easat-1711	246	30	ellipse	ellipse	NOUN
easat-1711	246	31	diameter	diameter	NOUN
easat-1711	246	32	using	use	VERB
easat-1711	246	33	equation	equation	NOUN
easat-1711	246	34	(	(	PUNCT
easat-1711	246	35	21	21	NUM
easat-1711	246	36	)	)	PUNCT
easat-1711	247	1	𝐸𝑙𝑙𝑖𝑝𝑠𝑒	𝐸𝑙𝑙𝑖𝑝𝑠𝑒	NOUN
easat-1711	247	2	=	=	PUNCT
easat-1711	247	3	𝑢𝑣	𝑢𝑣	NOUN
easat-1711	247	4	∗	∗	NOUN
easat-1711	247	5	1	1	NUM
easat-1711	247	6	√𝑣2×𝑠𝑖𝑛2×𝜗+𝑢2×𝑐𝑜𝑠2×𝜗	√𝑣2×𝑠𝑖𝑛2×𝜗+𝑢2×𝑐𝑜𝑠2×𝜗	X
easat-1711	247	7	(	(	PUNCT
easat-1711	247	8	21	21	NUM
easat-1711	247	9	)	)	PUNCT
easat-1711	247	10	in	in	ADP
easat-1711	247	11	this	this	DET
easat-1711	247	12	context	context	NOUN
easat-1711	247	13	,	,	PUNCT
easat-1711	247	14	𝑅1	𝑅1	PROPN
easat-1711	247	15	,	,	PUNCT
easat-1711	247	16	𝑅2	𝑅2	ADP
easat-1711	247	17	,	,	PUNCT
easat-1711	247	18	and	and	CCONJ
easat-1711	247	19	𝑅3	𝑅3	PROPN
easat-1711	247	20	are	be	AUX
easat-1711	247	21	random	random	ADJ
easat-1711	247	22	numbers	number	NOUN
easat-1711	247	23	,	,	PUNCT
easat-1711	247	24	𝐺𝑙𝑜𝑏𝑎𝑙	𝐺𝑙𝑜𝑏𝑎𝑙	PROPN
easat-1711	247	25	𝑃𝐼𝑑𝑒𝑎𝑙	𝑃𝐼𝑑𝑒𝑎𝑙	PROPN
easat-1711	247	26	and	and	CCONJ
easat-1711	247	27	𝐿𝑜𝑐𝑎𝑙	𝐿𝑜𝑐𝑎𝑙	PROPN
easat-1711	247	28	𝑃𝐼𝑑𝑒𝑎𝑙,𝑖	𝑃𝐼𝑑𝑒𝑎𝑙,𝑖	NOUN
easat-1711	247	29	represent	represent	VERB
easat-1711	247	30	global	global	ADJ
easat-1711	247	31	and	and	CCONJ
easat-1711	247	32	local	local	ADJ
easat-1711	247	33	best	good	ADJ
easat-1711	247	34	positions	position	NOUN
easat-1711	247	35	,	,	PUNCT
easat-1711	247	36	𝜗	𝜗	PROPN
easat-1711	247	37	is	be	AUX
easat-1711	247	38	the	the	DET
easat-1711	247	39	water	water	NOUN
easat-1711	247	40	flow	flow	NOUN
easat-1711	247	41	attack	attack	NOUN
easat-1711	247	42	angle	angle	NOUN
easat-1711	247	43	,	,	PUNCT
easat-1711	247	44	𝑢	𝑢	NOUN
easat-1711	247	45	and	and	CCONJ
easat-1711	247	46	𝑣	𝑣	PROPN
easat-1711	247	47	are	be	AUX
easat-1711	247	48	ellipse	ellipse	NOUN
easat-1711	247	49	axis	axis	NOUN
easat-1711	247	50	lengths	length	NOUN
easat-1711	247	51	using	use	VERB
easat-1711	247	52	equation	equation	NOUN
easat-1711	247	53	(	(	PUNCT
easat-1711	247	54	22	22	NUM
easat-1711	247	55	-	-	SYM
easat-1711	247	56	23	23	NUM
easat-1711	247	57	)	)	PUNCT
easat-1711	247	58	𝑢	𝑢	NOUN
easat-1711	247	59	=	=	SYM
easat-1711	247	60	0.14	0.14	NUM
easat-1711	247	61	×	×	NOUN
easat-1711	247	62	𝑠𝑖𝑛(0.92	𝑠𝑖𝑛(0.92	NUM
easat-1711	247	63	×	×	NOUN
easat-1711	247	64	𝑛𝑏𝑟	𝑛𝑏𝑟	NOUN
easat-1711	247	65	+	+	NOUN
easat-1711	247	66	1.5	1.5	NUM
easat-1711	247	67	×	×	NOUN
easat-1711	247	68	𝜋	𝜋	NOUN
easat-1711	247	69	)	)	PUNCT
easat-1711	247	70	+	+	CCONJ
easat-1711	247	71	1	1	NUM
easat-1711	247	72	(	(	PUNCT
easat-1711	247	73	22	22	NUM
easat-1711	247	74	)	)	PUNCT
easat-1711	247	75	𝑣	𝑣	NOUN
easat-1711	247	76	=	=	PUNCT
easat-1711	247	77	0.067	0.067	NUM
easat-1711	247	78	×	×	PROPN
easat-1711	247	79	𝑠𝑖𝑛(0.91	𝑠𝑖𝑛(0.91	NUM
easat-1711	247	80	×	×	NOUN
easat-1711	247	81	𝑛𝑏𝑟	𝑛𝑏𝑟	NOUN
easat-1711	247	82	+	+	CCONJ
easat-1711	247	83	𝜋	𝜋	X
easat-1711	247	84	)	)	PUNCT
easat-1711	247	85	−	−	PROPN
easat-1711	247	86	0.0041	0.0041	NUM
easat-1711	247	87	×	×	NOUN
easat-1711	247	88	𝑛𝑏𝑟	𝑛𝑏𝑟	NOUN
easat-1711	247	89	+	+	NOUN
easat-1711	247	90	0.64	0.64	NUM
easat-1711	247	91	(	(	PUNCT
easat-1711	247	92	23	23	NUM
easat-1711	247	93	)	)	PUNCT
easat-1711	247	94	in	in	ADP
easat-1711	247	95	this	this	DET
easat-1711	247	96	context	context	NOUN
easat-1711	247	97	,	,	PUNCT
easat-1711	247	98	𝑛𝑏𝑟	𝑛𝑏𝑟	NOUN
easat-1711	247	99	is	be	AUX
easat-1711	247	100	the	the	DET
easat-1711	247	101	number	number	NOUN
easat-1711	247	102	of	of	ADP
easat-1711	247	103	whisker	whisker	NOUN
easat-1711	247	104	cross	cross	NOUN
easat-1711	247	105	-	-	NOUN
easat-1711	247	106	sections	section	NOUN
easat-1711	247	107	[	[	X
easat-1711	247	108	32	32	NUM
easat-1711	247	109	]	]	PUNCT
easat-1711	247	110	.	.	PUNCT
easat-1711	248	1	step	step	NOUN
easat-1711	248	2	5	5	NUM
easat-1711	248	3	:	:	PUNCT
easat-1711	248	4	position	position	NOUN
easat-1711	248	5	update	update	NOUN
easat-1711	248	6	in	in	ADP
easat-1711	248	7	this	this	PRON
easat-1711	248	8	,	,	PUNCT
easat-1711	248	9	the	the	DET
easat-1711	248	10	cwcn	cwcn	NOUN
easat-1711	248	11	parameter	parameter	NOUN
easat-1711	248	12	set	set	VERB
easat-1711	248	13	𝑅𝑖	𝑅𝑖	PROPN
easat-1711	248	14	based	base	VERB
easat-1711	248	15	on	on	ADP
easat-1711	248	16	its	its	PRON
easat-1711	248	17	sensing	sense	VERB
easat-1711	248	18	velocity	velocity	NOUN
easat-1711	248	19	is	be	AUX
easat-1711	248	20	updated	update	VERB
easat-1711	248	21	using	use	VERB
easat-1711	248	22	equation	equation	NOUN
easat-1711	248	23	(	(	PUNCT
easat-1711	248	24	24	24	NUM
easat-1711	248	25	)	)	PUNCT
easat-1711	248	26	𝑃𝑜𝑠𝑖	𝑃𝑜𝑠𝑖	NOUN
easat-1711	248	27	𝑙+1	𝑙+1	PROPN
easat-1711	248	28	=	=	SYM
easat-1711	248	29	𝑃𝑜𝑠𝑖	𝑃𝑜𝑠𝑖	PROPN
easat-1711	248	30	𝑙	𝑙	PROPN
easat-1711	249	1	+	+	CCONJ
easat-1711	249	2	𝑉𝑒𝑙𝑖	𝑉𝑒𝑙𝑖	PROPN
easat-1711	249	3	𝑙+1	𝑙+1	PROPN
easat-1711	249	4	(	(	PUNCT
easat-1711	249	5	24	24	NUM
easat-1711	249	6	)	)	PUNCT
easat-1711	249	7	in	in	ADP
easat-1711	249	8	this	this	DET
easat-1711	249	9	context	context	NOUN
easat-1711	249	10	,	,	PUNCT
easat-1711	249	11	𝑃𝑜𝑠𝑖	𝑃𝑜𝑠𝑖	PROPN
easat-1711	249	12	𝑙+1	𝑙+1	PROPN
easat-1711	249	13	is	be	AUX
easat-1711	249	14	the	the	DET
easat-1711	249	15	updated	update	VERB
easat-1711	249	16	position	position	NOUN
easat-1711	249	17	of	of	ADP
easat-1711	249	18	the	the	DET
easat-1711	249	19	cwcn	cwcn	NOUN
easat-1711	249	20	parameter	parameter	NOUN
easat-1711	249	21	set	set	VERB
easat-1711	249	22	𝑅𝑖.	𝑅𝑖.	PROPN
easat-1711	249	23	488	488	NUM
easat-1711	249	24	edelweiss	edelweiss	PROPN
easat-1711	249	25	applied	apply	VERB
easat-1711	249	26	science	science	NOUN
easat-1711	249	27	and	and	CCONJ
easat-1711	249	28	technology	technology	NOUN
easat-1711	249	29	issn	issn	PROPN
easat-1711	249	30	:	:	PUNCT
easat-1711	249	31	2576	2576	NUM
easat-1711	249	32	-	-	SYM
easat-1711	249	33	8484	8484	NUM
easat-1711	249	34	vol	vol	NOUN
easat-1711	249	35	.	.	PROPN
easat-1711	249	36	8	8	NUM
easat-1711	249	37	,	,	PUNCT
easat-1711	249	38	no	no	INTJ
easat-1711	249	39	.	.	NOUN
easat-1711	250	1	5	5	NUM
easat-1711	250	2	:	:	SYM
easat-1711	250	3	478	478	NUM
easat-1711	250	4	-	-	SYM
easat-1711	250	5	497	497	NUM
easat-1711	250	6	,	,	PUNCT
easat-1711	250	7	2024	2024	NUM
easat-1711	250	8	doi	doi	NOUN
easat-1711	250	9	:	:	PUNCT
easat-1711	250	10	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	250	11	©	©	PROPN
easat-1711	250	12	2024	2024	NUM
easat-1711	250	13	by	by	ADP
easat-1711	250	14	the	the	DET
easat-1711	250	15	authors	author	NOUN
easat-1711	250	16	;	;	PUNCT
easat-1711	250	17	licensee	licensee	PROPN
easat-1711	250	18	learning	learn	VERB
easat-1711	250	19	gate	gate	PROPN
easat-1711	250	20	step	step	NOUN
easat-1711	250	21	6	6	NUM
easat-1711	250	22	:	:	PUNCT
easat-1711	250	23	termination	termination	VERB
easat-1711	250	24	the	the	DET
easat-1711	250	25	hoa	hoa	NOUN
easat-1711	250	26	algorithm	algorithm	NOUN
easat-1711	250	27	terminates	terminate	VERB
easat-1711	250	28	when	when	SCONJ
easat-1711	250	29	a	a	DET
easat-1711	250	30	stopping	stop	VERB
easat-1711	250	31	criterion	criterion	NOUN
easat-1711	250	32	is	be	AUX
easat-1711	250	33	met	meet	VERB
easat-1711	250	34	,	,	PUNCT
easat-1711	250	35	such	such	ADJ
easat-1711	250	36	as	as	ADP
easat-1711	250	37	a	a	DET
easat-1711	250	38	maximum	maximum	ADJ
easat-1711	250	39	number	number	NOUN
easat-1711	250	40	of	of	ADP
easat-1711	250	41	iterations	iteration	NOUN
easat-1711	250	42	or	or	CCONJ
easat-1711	250	43	a	a	DET
easat-1711	250	44	satisfactory	satisfactory	ADJ
easat-1711	250	45	fitness	fitness	NOUN
easat-1711	250	46	value	value	NOUN
easat-1711	250	47	.	.	PUNCT
easat-1711	251	1	the	the	DET
easat-1711	251	2	pseudocode	pseudocode	PROPN
easat-1711	251	3	of	of	ADP
easat-1711	251	4	hoa	hoa	PROPN
easat-1711	251	5	algorithm	algorithm	NOUN
easat-1711	251	6	is	be	AUX
easat-1711	251	7	given	give	VERB
easat-1711	251	8	in	in	ADP
easat-1711	251	9	algorithm	algorithm	NOUN
easat-1711	251	10	1	1	NUM
easat-1711	251	11	.	.	PUNCT
easat-1711	251	12	algorithm	algorithm	NOUN
easat-1711	251	13	1	1	NUM
easat-1711	251	14	:	:	PUNCT
easat-1711	251	15	pseudocode	pseudocode	PROPN
easat-1711	251	16	of	of	ADP
easat-1711	251	17	hoa	hoa	PROPN
easat-1711	251	18	algorithm	algorithm	NOUN
easat-1711	251	19	for	for	ADP
easat-1711	251	20	cwcn	cwcn	NOUN
easat-1711	251	21	network	network	NOUN
easat-1711	251	22	's	's	PART
easat-1711	251	23	parameters	parameter	NOUN
easat-1711	251	24	randomly	randomly	ADV
easat-1711	251	25	generate	generate	VERB
easat-1711	251	26	an	an	DET
easat-1711	251	27	initial	initial	ADJ
easat-1711	251	28	population	population	NOUN
easat-1711	251	29	of	of	ADP
easat-1711	251	30	potential	potential	ADJ
easat-1711	251	31	cwcn	cwcn	NOUN
easat-1711	251	32	parameter	parameter	NOUN
easat-1711	251	33	sets	set	NOUN
easat-1711	251	34	.	.	PUNCT
easat-1711	252	1	evaluate	evaluate	VERB
easat-1711	252	2	the	the	DET
easat-1711	252	3	quality	quality	NOUN
easat-1711	252	4	of	of	ADP
easat-1711	252	5	each	each	DET
easat-1711	252	6	cwcn	cwcn	NOUN
easat-1711	252	7	parameter	parameter	NOUN
easat-1711	252	8	set	set	VERB
easat-1711	252	9	using	use	VERB
easat-1711	252	10	a	a	DET
easat-1711	252	11	fitness	fitness	NOUN
easat-1711	252	12	function	function	NOUN
easat-1711	252	13	that	that	PRON
easat-1711	252	14	considers	consider	VERB
easat-1711	252	15	the	the	DET
easat-1711	252	16	cwcn	cwcn	NOUN
easat-1711	252	17	network	network	NOUN
easat-1711	252	18	's	's	PART
easat-1711	252	19	performance	performance	NOUN
easat-1711	252	20	on	on	ADP
easat-1711	252	21	a	a	DET
easat-1711	252	22	validation	validation	NOUN
easat-1711	252	23	dataset	dataset	NOUN
easat-1711	252	24	.	.	PUNCT
easat-1711	253	1	assign	assign	VERB
easat-1711	253	2	a	a	DET
easat-1711	253	3	sensing	sense	VERB
easat-1711	253	4	velocity	velocity	NOUN
easat-1711	253	5	to	to	ADP
easat-1711	253	6	each	each	DET
easat-1711	253	7	cwcn	cwcn	NOUN
easat-1711	253	8	parameter	parameter	NOUN
easat-1711	253	9	set	set	VERB
easat-1711	253	10	using	use	VERB
easat-1711	253	11	equation	equation	NOUN
easat-1711	253	12	(	(	PUNCT
easat-1711	253	13	18	18	NUM
easat-1711	253	14	-	-	SYM
easat-1711	253	15	19	19	NUM
easat-1711	253	16	)	)	PUNCT
easat-1711	253	17	.	.	PUNCT
easat-1711	254	1	update	update	VERB
easat-1711	254	2	the	the	DET
easat-1711	254	3	sensing	sense	VERB
easat-1711	254	4	velocity	velocity	NOUN
easat-1711	254	5	of	of	ADP
easat-1711	254	6	each	each	DET
easat-1711	254	7	cwcn	cwcn	NOUN
easat-1711	254	8	parameter	parameter	NOUN
easat-1711	254	9	set	set	NOUN
easat-1711	254	10	based	base	VERB
easat-1711	254	11	on	on	ADP
easat-1711	254	12	its	its	PRON
easat-1711	254	13	performance	performance	NOUN
easat-1711	254	14	using	use	VERB
easat-1711	254	15	equation	equation	NOUN
easat-1711	254	16	(	(	PUNCT
easat-1711	254	17	2023	2023	NUM
easat-1711	254	18	)	)	PUNCT
easat-1711	254	19	update	update	NOUN
easat-1711	254	20	the	the	DET
easat-1711	254	21	cwcn	cwcn	NOUN
easat-1711	254	22	parameter	parameter	NOUN
easat-1711	254	23	set	set	NOUN
easat-1711	254	24	positions	position	NOUN
easat-1711	254	25	based	base	VERB
easat-1711	254	26	on	on	ADP
easat-1711	254	27	the	the	DET
easat-1711	254	28	new	new	ADJ
easat-1711	254	29	sensing	sense	VERB
easat-1711	254	30	velocity	velocity	NOUN
easat-1711	254	31	using	use	VERB
easat-1711	254	32	equation	equation	NOUN
easat-1711	254	33	(	(	PUNCT
easat-1711	254	34	24	24	NUM
easat-1711	254	35	)	)	PUNCT
easat-1711	254	36	iteratively	iteratively	ADV
easat-1711	254	37	refine	refine	VERB
easat-1711	254	38	cwcn	cwcn	ADV
easat-1711	254	39	parameter	parameter	NOUN
easat-1711	254	40	sets	set	NOUN
easat-1711	254	41	until	until	SCONJ
easat-1711	254	42	the	the	DET
easat-1711	254	43	termination	termination	NOUN
easat-1711	254	44	criteria	criterion	NOUN
easat-1711	254	45	are	be	AUX
easat-1711	254	46	met	meet	VERB
easat-1711	254	47	.	.	PUNCT
easat-1711	255	1	4	4	X
easat-1711	255	2	.	.	NOUN
easat-1711	255	3	results	result	NOUN
easat-1711	255	4	and	and	CCONJ
easat-1711	255	5	discussion	discussion	NOUN
easat-1711	255	6	in	in	ADP
easat-1711	255	7	this	this	PRON
easat-1711	255	8	,	,	PUNCT
easat-1711	255	9	performance	performance	NOUN
easat-1711	255	10	of	of	ADP
easat-1711	255	11	the	the	DET
easat-1711	255	12	compact	compact	ADJ
easat-1711	255	13	fortified	fortify	VERB
easat-1711	255	14	weight	weight	NOUN
easat-1711	255	15	-	-	PUNCT
easat-1711	255	16	prioritized	prioritize	VERB
easat-1711	255	17	convolutional	convolutional	ADJ
easat-1711	255	18	network	network	NOUN
easat-1711	255	19	optimized	optimize	VERB
easat-1711	255	20	with	with	ADP
easat-1711	255	21	harbor	harbor	NOUN
easat-1711	255	22	seal	seal	NOUN
easat-1711	255	23	whiskers	whisker	NOUN
easat-1711	255	24	optimization	optimization	NOUN
easat-1711	255	25	algorithm	algorithm	NOUN
easat-1711	255	26	for	for	ADP
easat-1711	255	27	swift	swift	ADJ
easat-1711	255	28	skin	skin	NOUN
easat-1711	255	29	lesion	lesion	NOUN
easat-1711	255	30	identification	identification	NOUN
easat-1711	255	31	using	use	VERB
easat-1711	255	32	dermoscopic	dermoscopic	ADJ
easat-1711	255	33	images	image	NOUN
easat-1711	255	34	is	be	AUX
easat-1711	255	35	estimated	estimate	VERB
easat-1711	255	36	(	(	PUNCT
easat-1711	255	37	cwcn	cwcn	NOUN
easat-1711	255	38	-	-	PUNCT
easat-1711	255	39	hoa	hoa	NOUN
easat-1711	255	40	-	-	PUNCT
easat-1711	255	41	sld	sld	NOUN
easat-1711	255	42	-	-	PUNCT
easat-1711	255	43	di	di	NOUN
easat-1711	255	44	)	)	PUNCT
easat-1711	255	45	in	in	ADP
easat-1711	255	46	this	this	DET
easat-1711	255	47	section	section	NOUN
easat-1711	255	48	.	.	PUNCT
easat-1711	256	1	here	here	ADV
easat-1711	256	2	skin	skin	NOUN
easat-1711	256	3	dermatography	dermatography	NOUN
easat-1711	256	4	image	image	NOUN
easat-1711	256	5	is	be	AUX
easat-1711	256	6	segmentated	segmentate	VERB
easat-1711	256	7	into	into	ADP
easat-1711	256	8	3:1:1	3:1:1	NUM
easat-1711	256	9	distribution	distribution	NOUN
easat-1711	256	10	for	for	ADP
easat-1711	256	11	training	training	NOUN
easat-1711	256	12	,	,	PUNCT
easat-1711	256	13	validation	validation	NOUN
easat-1711	256	14	,	,	PUNCT
easat-1711	256	15	and	and	CCONJ
easat-1711	256	16	testing	testing	NOUN
easat-1711	256	17	.	.	PUNCT
easat-1711	257	1	the	the	DET
easat-1711	257	2	experimental	experimental	ADJ
easat-1711	257	3	setup	setup	NOUN
easat-1711	257	4	encompassed	encompass	VERB
easat-1711	257	5	an	an	DET
easat-1711	257	6	intel	intel	PROPN
easat-1711	257	7	core	core	NOUN
easat-1711	257	8	i7	i7	NOUN
easat-1711	257	9	processor	processor	NOUN
easat-1711	257	10	with	with	ADP
easat-1711	257	11	2.50	2.50	NUM
easat-1711	257	12	ghz	ghz	NOUN
easat-1711	257	13	,	,	PUNCT
easat-1711	257	14	8	8	NUM
easat-1711	257	15	gb	gb	NOUN
easat-1711	257	16	ram	ram	NOUN
easat-1711	257	17	,	,	PUNCT
easat-1711	257	18	windows	window	VERB
easat-1711	257	19	10	10	NUM
easat-1711	257	20	operating	operating	NOUN
easat-1711	257	21	system	system	NOUN
easat-1711	257	22	.	.	PUNCT
easat-1711	258	1	the	the	DET
easat-1711	258	2	cwcn	cwcn	PROPN
easat-1711	258	3	-	-	PUNCT
easat-1711	258	4	hoa	hoa	NOUN
easat-1711	258	5	-	-	PUNCT
easat-1711	258	6	sld	sld	NOUN
easat-1711	258	7	-	-	PUNCT
easat-1711	258	8	di	di	NOUN
easat-1711	258	9	method	method	NOUN
easat-1711	258	10	is	be	AUX
easat-1711	258	11	implemented	implement	VERB
easat-1711	258	12	in	in	ADP
easat-1711	258	13	python	python	NOUN
easat-1711	258	14	programming	programming	NOUN
easat-1711	258	15	environment	environment	NOUN
easat-1711	258	16	.	.	PUNCT
easat-1711	259	1	this	this	DET
easat-1711	259	2	section	section	NOUN
easat-1711	259	3	presents	present	VERB
easat-1711	259	4	a	a	DET
easat-1711	259	5	comprehensive	comprehensive	ADJ
easat-1711	259	6	evaluation	evaluation	NOUN
easat-1711	259	7	and	and	CCONJ
easat-1711	259	8	comparison	comparison	NOUN
easat-1711	259	9	of	of	ADP
easat-1711	259	10	the	the	DET
easat-1711	259	11	proposed	propose	VERB
easat-1711	259	12	cwcn	cwcn	NOUN
easat-1711	259	13	-	-	PUNCT
easat-1711	259	14	hoa	hoa	PROPN
easat-1711	259	15	-	-	PUNCT
easat-1711	259	16	sld	sld	NOUN
easat-1711	259	17	-	-	PUNCT
easat-1711	259	18	di	di	NOUN
easat-1711	259	19	framework	framework	NOUN
easat-1711	259	20	against	against	ADP
easat-1711	259	21	conventional	conventional	ADJ
easat-1711	259	22	approaches	approach	NOUN
easat-1711	259	23	fdcnn	fdcnn	PROPN
easat-1711	259	24	-	-	PUNCT
easat-1711	259	25	vgg19	vgg19	NOUN
easat-1711	259	26	-	-	PUNCT
easat-1711	259	27	resnet152	resnet152	PROPN
easat-1711	259	28	-	-	PUNCT
easat-1711	259	29	sld	sld	PROPN
easat-1711	259	30	-	-	PUNCT
easat-1711	259	31	di	di	NOUN
easat-1711	259	32	[	[	X
easat-1711	259	33	21	21	NUM
easat-1711	259	34	]	]	PUNCT
easat-1711	259	35	,	,	PUNCT
easat-1711	259	36	ddnnlacd	ddnnlacd	NOUN
easat-1711	259	37	-	-	PUNCT
easat-1711	259	38	sld	sld	PROPN
easat-1711	259	39	-	-	PUNCT
easat-1711	259	40	di	di	NOUN
easat-1711	260	1	[	[	NOUN
easat-1711	260	2	22	22	NUM
easat-1711	260	3	]	]	PUNCT
easat-1711	260	4	and	and	CCONJ
easat-1711	260	5	ci	ci	NOUN
easat-1711	260	6	-	-	ADJ
easat-1711	260	7	net	net	ADJ
easat-1711	260	8	-	-	PUNCT
easat-1711	260	9	sld	sld	NOUN
easat-1711	260	10	-	-	PUNCT
easat-1711	260	11	di	di	NOUN
easat-1711	260	12	[	[	X
easat-1711	260	13	23	23	NUM
easat-1711	260	14	]	]	PUNCT
easat-1711	260	15	respectively	respectively	ADV
easat-1711	260	16	.	.	PUNCT
easat-1711	261	1	the	the	DET
easat-1711	261	2	output	output	NOUN
easat-1711	261	3	result	result	NOUN
easat-1711	261	4	of	of	ADP
easat-1711	261	5	cwcn	cwcn	NOUN
easat-1711	261	6	-	-	PUNCT
easat-1711	261	7	hoa	hoa	NOUN
easat-1711	261	8	-	-	PUNCT
easat-1711	261	9	slddi	slddi	NOUN
easat-1711	261	10	method	method	NOUN
easat-1711	261	11	is	be	AUX
easat-1711	261	12	given	give	VERB
easat-1711	261	13	in	in	ADP
easat-1711	261	14	figure	figure	NOUN
easat-1711	261	15	3	3	NUM
easat-1711	261	16	.	.	PROPN
easat-1711	261	17	4.1	4.1	NUM
easat-1711	261	18	.	.	PUNCT
easat-1711	262	1	performance	performance	NOUN
easat-1711	262	2	metrics	metric	NOUN
easat-1711	262	3	here	here	ADV
easat-1711	262	4	the	the	DET
easat-1711	262	5	various	various	ADJ
easat-1711	262	6	performance	performance	NOUN
easat-1711	262	7	metrics	metric	NOUN
easat-1711	262	8	are	be	AUX
easat-1711	262	9	given	give	VERB
easat-1711	262	10	below	below	ADV
easat-1711	262	11	into	into	ADP
easat-1711	262	12	the	the	DET
easat-1711	262	13	following	follow	VERB
easat-1711	262	14	section	section	NOUN
easat-1711	262	15	,	,	PUNCT
easat-1711	262	16	4.1.1	4.1.1	NUM
easat-1711	262	17	.	.	PUNCT
easat-1711	263	1	accuracy	accuracy	NOUN
easat-1711	263	2	it	it	PRON
easat-1711	263	3	represents	represent	VERB
easat-1711	263	4	the	the	DET
easat-1711	263	5	ratio	ratio	NOUN
easat-1711	263	6	of	of	ADP
easat-1711	263	7	correct	correct	ADJ
easat-1711	263	8	predictions	prediction	NOUN
easat-1711	263	9	to	to	ADP
easat-1711	263	10	total	total	ADJ
easat-1711	263	11	predictions	prediction	NOUN
easat-1711	263	12	.	.	PUNCT
easat-1711	264	1	it	it	PRON
easat-1711	264	2	is	be	AUX
easat-1711	264	3	premeditated	premeditate	VERB
easat-1711	264	4	through	through	ADP
easat-1711	264	5	equation	equation	NOUN
easat-1711	264	6	(	(	PUNCT
easat-1711	264	7	25	25	NUM
easat-1711	264	8	)	)	PUNCT
easat-1711	264	9	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
easat-1711	264	10	=	=	X
easat-1711	264	11	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	ADJ
easat-1711	264	12	𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	PROPN
easat-1711	264	13	(	(	PUNCT
easat-1711	264	14	25	25	NUM
easat-1711	264	15	)	)	PUNCT
easat-1711	264	16	where	where	SCONJ
easat-1711	264	17	true	true	ADJ
easat-1711	264	18	positive	positive	ADJ
easat-1711	264	19	(	(	PUNCT
easat-1711	264	20	tp	tp	NOUN
easat-1711	264	21	)	)	PUNCT
easat-1711	264	22	denote	denote	VERB
easat-1711	264	23	accurate	accurate	ADJ
easat-1711	264	24	positive	positive	ADJ
easat-1711	264	25	predictions	prediction	NOUN
easat-1711	264	26	;	;	PUNCT
easat-1711	264	27	true	true	ADJ
easat-1711	264	28	negative	negative	ADJ
easat-1711	264	29	(	(	PUNCT
easat-1711	264	30	tn	tn	NOUN
easat-1711	264	31	)	)	PUNCT
easat-1711	264	32	specify	specify	VERB
easat-1711	264	33	accurate	accurate	ADJ
easat-1711	264	34	negative	negative	ADJ
easat-1711	264	35	predictions	prediction	NOUN
easat-1711	264	36	;	;	PUNCT
easat-1711	264	37	false	false	ADJ
easat-1711	264	38	positive	positive	ADJ
easat-1711	264	39	(	(	PUNCT
easat-1711	264	40	fp	fp	X
easat-1711	264	41	)	)	PUNCT
easat-1711	264	42	epitomize	epitomize	VERB
easat-1711	264	43	incorrect	incorrect	ADJ
easat-1711	264	44	positive	positive	ADJ
easat-1711	264	45	predictions	prediction	NOUN
easat-1711	264	46	;	;	PUNCT
easat-1711	264	47	false	false	ADJ
easat-1711	264	48	negative	negative	ADJ
easat-1711	264	49	(	(	PUNCT
easat-1711	264	50	fn	fn	NOUN
easat-1711	264	51	)	)	PUNCT
easat-1711	264	52	imply	imply	VERB
easat-1711	264	53	incorrect	incorrect	ADJ
easat-1711	264	54	negative	negative	ADJ
easat-1711	264	55	predictions	prediction	NOUN
easat-1711	264	56	.	.	PUNCT
easat-1711	265	1	4.1.2	4.1.2	NUM
easat-1711	265	2	.	.	X
easat-1711	265	3	precision	precision	NOUN
easat-1711	265	4	it	it	PRON
easat-1711	265	5	indicates	indicate	VERB
easat-1711	265	6	the	the	DET
easat-1711	265	7	proportion	proportion	NOUN
easat-1711	265	8	of	of	ADP
easat-1711	265	9	positive	positive	ADJ
easat-1711	265	10	predictions	prediction	NOUN
easat-1711	265	11	that	that	PRON
easat-1711	265	12	were	be	AUX
easat-1711	265	13	correct	correct	ADJ
easat-1711	265	14	.	.	PUNCT
easat-1711	266	1	it	it	PRON
easat-1711	266	2	is	be	AUX
easat-1711	266	3	premeditated	premeditate	VERB
easat-1711	266	4	through	through	ADP
easat-1711	266	5	equation	equation	NOUN
easat-1711	266	6	(	(	PUNCT
easat-1711	266	7	26	26	NUM
easat-1711	266	8	)	)	PUNCT
easat-1711	266	9	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
easat-1711	266	10	=	=	SYM
easat-1711	266	11	𝑇𝑃	𝑇𝑃	PROPN
easat-1711	266	12	(	(	PUNCT
easat-1711	266	13	𝑇𝑃+𝐹𝑃	𝑇𝑃+𝐹𝑃	NOUN
easat-1711	266	14	)	)	PUNCT
easat-1711	266	15	(	(	PUNCT
easat-1711	266	16	26	26	NUM
easat-1711	266	17	)	)	PUNCT
easat-1711	266	18	4.1.2	4.1.2	NUM
easat-1711	266	19	.	.	PUNCT
easat-1711	266	20	recall	recall	VERB
easat-1711	266	21	it	it	PRON
easat-1711	266	22	measures	measure	VERB
easat-1711	266	23	the	the	DET
easat-1711	266	24	proportion	proportion	NOUN
easat-1711	266	25	of	of	ADP
easat-1711	266	26	actual	actual	ADJ
easat-1711	266	27	positives	positive	NOUN
easat-1711	266	28	identified	identify	VERB
easat-1711	266	29	correctly	correctly	ADV
easat-1711	266	30	.	.	PUNCT
easat-1711	267	1	it	it	PRON
easat-1711	267	2	is	be	AUX
easat-1711	267	3	premeditated	premeditate	VERB
easat-1711	267	4	through	through	ADP
easat-1711	267	5	equation	equation	NOUN
easat-1711	267	6	(	(	PUNCT
easat-1711	267	7	27	27	NUM
easat-1711	267	8	)	)	PUNCT
easat-1711	267	9	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-1711	267	10	=	=	SYM
easat-1711	267	11	𝑇𝑃	𝑇𝑃	PROPN
easat-1711	267	12	(	(	PUNCT
easat-1711	267	13	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
easat-1711	267	14	)	)	PUNCT
easat-1711	267	15	(	(	PUNCT
easat-1711	267	16	27	27	NUM
easat-1711	267	17	)	)	PUNCT
easat-1711	267	18	489	489	NUM
easat-1711	267	19	edelweiss	edelweiss	PROPN
easat-1711	267	20	applied	apply	VERB
easat-1711	267	21	science	science	NOUN
easat-1711	267	22	and	and	CCONJ
easat-1711	267	23	technology	technology	NOUN
easat-1711	267	24	issn	issn	PROPN
easat-1711	267	25	:	:	PUNCT
easat-1711	267	26	2576	2576	NUM
easat-1711	267	27	-	-	SYM
easat-1711	267	28	8484	8484	NUM
easat-1711	267	29	vol	vol	NOUN
easat-1711	267	30	.	.	PROPN
easat-1711	268	1	8	8	NUM
easat-1711	268	2	,	,	PUNCT
easat-1711	268	3	no	no	INTJ
easat-1711	268	4	.	.	NOUN
easat-1711	268	5	5	5	NUM
easat-1711	268	6	:	:	SYM
easat-1711	268	7	478	478	NUM
easat-1711	268	8	-	-	SYM
easat-1711	268	9	497	497	NUM
easat-1711	268	10	,	,	PUNCT
easat-1711	268	11	2024	2024	NUM
easat-1711	268	12	doi	doi	NOUN
easat-1711	268	13	:	:	PUNCT
easat-1711	268	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	268	15	©	©	PROPN
easat-1711	268	16	2024	2024	NUM
easat-1711	268	17	by	by	ADP
easat-1711	268	18	the	the	DET
easat-1711	268	19	authors	author	NOUN
easat-1711	268	20	;	;	PUNCT
easat-1711	268	21	licensee	licensee	PROPN
easat-1711	268	22	learning	learning	NOUN
easat-1711	268	23	gate	gate	NOUN
easat-1711	268	24	4.1.3	4.1.3	PROPN
easat-1711	268	25	.	.	PUNCT
easat-1711	269	1	f1	f1	PROPN
easat-1711	269	2	score	score	NOUN
easat-1711	269	3	it	it	PRON
easat-1711	269	4	represents	represent	VERB
easat-1711	269	5	the	the	DET
easat-1711	269	6	harmonic	harmonic	ADJ
easat-1711	269	7	mean	mean	NOUN
easat-1711	269	8	of	of	ADP
easat-1711	269	9	precision	precision	NOUN
easat-1711	269	10	and	and	CCONJ
easat-1711	269	11	recall	recall	NOUN
easat-1711	269	12	.	.	PUNCT
easat-1711	270	1	it	it	PRON
easat-1711	270	2	is	be	AUX
easat-1711	270	3	premeditated	premeditate	VERB
easat-1711	270	4	through	through	ADP
easat-1711	270	5	equation	equation	NOUN
easat-1711	270	6	(	(	PUNCT
easat-1711	270	7	28	28	NUM
easat-1711	270	8	)	)	PUNCT
easat-1711	270	9	𝐹1	𝐹1	PROPN
easat-1711	270	10	𝑆𝑐𝑜𝑟𝑒	𝑆𝑐𝑜𝑟𝑒	PROPN
easat-1711	270	11	=	=	PUNCT
easat-1711	270	12	2×(𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛×𝑅𝑒𝑐𝑎𝑙𝑙	2×(𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛×𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-1711	270	13	)	)	PUNCT
easat-1711	270	14	(	(	PUNCT
easat-1711	270	15	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-1711	270	16	)	)	PUNCT
easat-1711	270	17	(	(	PUNCT
easat-1711	270	18	28	28	NUM
easat-1711	270	19	)	)	PUNCT
easat-1711	270	20	malignant	malignant	ADJ
easat-1711	270	21	melanocytic	melanocytic	ADJ
easat-1711	270	22	nevus	nevus	ADJ
easat-1711	270	23	basal	basal	PROPN
easat-1711	270	24	cell	cell	NOUN
easat-1711	270	25	carcinoma	carcinoma	NOUN
easat-1711	270	26	actinic	actinic	ADJ
easat-1711	270	27	keratosis	keratosis	NOUN
easat-1711	270	28	benign	benign	ADJ
easat-1711	270	29	keratosis	keratosis	NOUN
easat-1711	270	30	dermatofibroma	dermatofibroma	ADJ
easat-1711	270	31	vascular	vascular	ADJ
easat-1711	270	32	lesion	lesion	NOUN
easat-1711	270	33	classification	classification	NOUN
easat-1711	270	34	output	output	NOUN
easat-1711	270	35	pre	pre	ADJ
easat-1711	270	36	-	-	ADJ
easat-1711	270	37	processing	processing	ADJ
easat-1711	270	38	output	output	NOUN
easat-1711	270	39	input	input	NOUN
easat-1711	270	40	image	image	NOUN
easat-1711	270	41	figure	figure	NOUN
easat-1711	270	42	3	3	NUM
easat-1711	270	43	.	.	PUNCT
easat-1711	270	44	output	output	NOUN
easat-1711	270	45	result	result	NOUN
easat-1711	270	46	of	of	ADP
easat-1711	270	47	cwcn	cwcn	NOUN
easat-1711	270	48	-	-	PUNCT
easat-1711	270	49	hoa	hoa	NOUN
easat-1711	270	50	-	-	PUNCT
easat-1711	270	51	sld	sld	NOUN
easat-1711	270	52	-	-	PUNCT
easat-1711	270	53	di	di	NOUN
easat-1711	270	54	method	method	NOUN
easat-1711	270	55	.	.	PUNCT
easat-1711	271	1	4.1.4	4.1.4	X
easat-1711	271	2	.	.	PUNCT
easat-1711	272	1	false	false	ADJ
easat-1711	272	2	positive	positive	ADJ
easat-1711	272	3	rate	rate	NOUN
easat-1711	272	4	(	(	PUNCT
easat-1711	272	5	fpr	fpr	NOUN
easat-1711	272	6	)	)	PUNCT
easat-1711	272	7	it	it	PRON
easat-1711	272	8	indicates	indicate	VERB
easat-1711	272	9	the	the	DET
easat-1711	272	10	proportion	proportion	NOUN
easat-1711	272	11	of	of	ADP
easat-1711	272	12	negative	negative	ADJ
easat-1711	272	13	instances	instance	NOUN
easat-1711	272	14	incorrectly	incorrectly	ADV
easat-1711	272	15	classified	classify	VERB
easat-1711	272	16	as	as	ADP
easat-1711	272	17	positive	positive	ADJ
easat-1711	272	18	.	.	PUNCT
easat-1711	273	1	it	it	PRON
easat-1711	273	2	is	be	AUX
easat-1711	273	3	premeditated	premeditate	VERB
easat-1711	273	4	through	through	ADP
easat-1711	273	5	equation	equation	NOUN
easat-1711	273	6	(	(	PUNCT
easat-1711	273	7	29	29	NUM
easat-1711	273	8	)	)	PUNCT
easat-1711	273	9	𝐹𝑃𝑅	𝐹𝑃𝑅	PROPN
easat-1711	273	10	=	=	SYM
easat-1711	273	11	𝐹𝑃	𝐹𝑃	PROPN
easat-1711	273	12	(	(	PUNCT
easat-1711	273	13	𝐹𝑃+𝑇𝑁	𝐹𝑃+𝑇𝑁	X
easat-1711	273	14	)	)	PUNCT
easat-1711	273	15	(	(	PUNCT
easat-1711	273	16	29	29	NUM
easat-1711	273	17	)	)	PUNCT
easat-1711	273	18	4.1.5	4.1.5	NUM
easat-1711	273	19	.	.	PUNCT
easat-1711	274	1	false	false	ADJ
easat-1711	274	2	negative	negative	ADJ
easat-1711	274	3	rate	rate	NOUN
easat-1711	274	4	(	(	PUNCT
easat-1711	274	5	fnr	fnr	PROPN
easat-1711	274	6	)	)	PUNCT
easat-1711	274	7	it	it	PRON
easat-1711	274	8	indicates	indicate	VERB
easat-1711	274	9	the	the	DET
easat-1711	274	10	proportion	proportion	NOUN
easat-1711	274	11	of	of	ADP
easat-1711	274	12	positive	positive	ADJ
easat-1711	274	13	instances	instance	NOUN
easat-1711	274	14	incorrectly	incorrectly	ADV
easat-1711	274	15	classified	classify	VERB
easat-1711	274	16	as	as	ADP
easat-1711	274	17	negative	negative	ADJ
easat-1711	274	18	.	.	PUNCT
easat-1711	275	1	it	it	PRON
easat-1711	275	2	is	be	AUX
easat-1711	275	3	premeditated	premeditate	VERB
easat-1711	275	4	through	through	ADP
easat-1711	275	5	equation	equation	NOUN
easat-1711	275	6	(	(	PUNCT
easat-1711	275	7	30	30	NUM
easat-1711	275	8	)	)	PUNCT
easat-1711	275	9	𝐹𝑁𝑅	𝐹𝑁𝑅	NOUN
easat-1711	275	10	=	=	SYM
easat-1711	276	1	𝐹𝑁	𝐹𝑁	PROPN
easat-1711	276	2	(	(	PUNCT
easat-1711	276	3	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
easat-1711	276	4	)	)	PUNCT
easat-1711	276	5	(	(	PUNCT
easat-1711	276	6	30	30	NUM
easat-1711	276	7	)	)	PUNCT
easat-1711	276	8	4.1.6	4.1.6	PROPN
easat-1711	276	9	.	.	PUNCT
easat-1711	276	10	specificity	specificity	NOUN
easat-1711	276	11	it	it	PRON
easat-1711	276	12	measures	measure	VERB
easat-1711	276	13	the	the	DET
easat-1711	276	14	proportion	proportion	NOUN
easat-1711	276	15	of	of	ADP
easat-1711	276	16	actual	actual	ADJ
easat-1711	276	17	negatives	negative	NOUN
easat-1711	276	18	correctly	correctly	ADV
easat-1711	276	19	identified	identify	VERB
easat-1711	276	20	.	.	PUNCT
easat-1711	277	1	it	it	PRON
easat-1711	277	2	is	be	AUX
easat-1711	277	3	premeditated	premeditate	VERB
easat-1711	277	4	through	through	ADP
easat-1711	277	5	equation	equation	NOUN
easat-1711	277	6	(	(	PUNCT
easat-1711	277	7	31	31	NUM
easat-1711	277	8	)	)	PUNCT
easat-1711	277	9	specificity	specificity	NOUN
easat-1711	277	10	=	=	SYM
easat-1711	277	11	𝑇𝑁	𝑇𝑁	PROPN
easat-1711	277	12	(	(	PUNCT
easat-1711	277	13	𝑇𝑁+𝐹𝑃	𝑇𝑁+𝐹𝑃	NOUN
easat-1711	277	14	)	)	PUNCT
easat-1711	277	15	(	(	PUNCT
easat-1711	277	16	31	31	NUM
easat-1711	277	17	)	)	PUNCT
easat-1711	277	18	490	490	NUM
easat-1711	277	19	edelweiss	edelweiss	PROPN
easat-1711	277	20	applied	apply	VERB
easat-1711	277	21	science	science	NOUN
easat-1711	277	22	and	and	CCONJ
easat-1711	277	23	technology	technology	NOUN
easat-1711	277	24	issn	issn	PROPN
easat-1711	277	25	:	:	PUNCT
easat-1711	277	26	2576	2576	NUM
easat-1711	277	27	-	-	SYM
easat-1711	277	28	8484	8484	NUM
easat-1711	277	29	vol	vol	NOUN
easat-1711	277	30	.	.	PROPN
easat-1711	278	1	8	8	NUM
easat-1711	278	2	,	,	PUNCT
easat-1711	278	3	no	no	INTJ
easat-1711	278	4	.	.	NOUN
easat-1711	278	5	5	5	NUM
easat-1711	278	6	:	:	SYM
easat-1711	278	7	478	478	NUM
easat-1711	278	8	-	-	SYM
easat-1711	278	9	497	497	NUM
easat-1711	278	10	,	,	PUNCT
easat-1711	278	11	2024	2024	NUM
easat-1711	278	12	doi	doi	NOUN
easat-1711	278	13	:	:	PUNCT
easat-1711	278	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	278	15	©	©	PROPN
easat-1711	278	16	2024	2024	NUM
easat-1711	278	17	by	by	ADP
easat-1711	278	18	the	the	DET
easat-1711	278	19	authors	author	NOUN
easat-1711	278	20	;	;	PUNCT
easat-1711	278	21	licensee	licensee	PROPN
easat-1711	278	22	learning	learn	VERB
easat-1711	278	23	gate	gate	NOUN
easat-1711	278	24	4.1.7	4.1.7	NUM
easat-1711	278	25	.	.	PUNCT
easat-1711	279	1	execution	execution	NOUN
easat-1711	279	2	time	time	NOUN
easat-1711	279	3	it	it	PRON
easat-1711	279	4	represents	represent	VERB
easat-1711	279	5	the	the	DET
easat-1711	279	6	computational	computational	ADJ
easat-1711	279	7	resource	resource	NOUN
easat-1711	279	8	consumption	consumption	NOUN
easat-1711	279	9	of	of	ADP
easat-1711	279	10	the	the	DET
easat-1711	279	11	model	model	NOUN
easat-1711	279	12	.	.	PUNCT
easat-1711	280	1	typically	typically	ADV
easat-1711	280	2	measured	measure	VERB
easat-1711	280	3	in	in	ADP
easat-1711	280	4	seconds	second	NOUN
easat-1711	280	5	or	or	CCONJ
easat-1711	280	6	milliseconds	millisecond	NOUN
easat-1711	280	7	.	.	PUNCT
easat-1711	281	1	4.2	4.2	NUM
easat-1711	281	2	.	.	PUNCT
easat-1711	282	1	performance	performance	NOUN
easat-1711	282	2	analysis	analysis	NOUN
easat-1711	282	3	the	the	DET
easat-1711	282	4	figure	figure	NOUN
easat-1711	282	5	4	4	NUM
easat-1711	282	6	-	-	SYM
easat-1711	282	7	11	11	NUM
easat-1711	282	8	offers	offer	VERB
easat-1711	282	9	a	a	DET
easat-1711	282	10	comparative	comparative	ADJ
easat-1711	282	11	analysis	analysis	NOUN
easat-1711	282	12	of	of	ADP
easat-1711	282	13	the	the	DET
easat-1711	282	14	proposed	propose	VERB
easat-1711	282	15	cwcn	cwcn	NOUN
easat-1711	282	16	-	-	PUNCT
easat-1711	282	17	hoa	hoa	PROPN
easat-1711	282	18	-	-	PUNCT
easat-1711	282	19	sld	sld	NOUN
easat-1711	282	20	-	-	PUNCT
easat-1711	282	21	di	di	NOUN
easat-1711	282	22	framework	framework	NOUN
easat-1711	282	23	against	against	ADP
easat-1711	282	24	conventional	conventional	ADJ
easat-1711	282	25	approaches	approach	NOUN
easat-1711	282	26	fdcnn	fdcnn	PROPN
easat-1711	282	27	-	-	PUNCT
easat-1711	282	28	vgg19	vgg19	NOUN
easat-1711	282	29	-	-	PUNCT
easat-1711	282	30	resnet152	resnet152	PROPN
easat-1711	282	31	-	-	PUNCT
easat-1711	282	32	sld	sld	PROPN
easat-1711	282	33	-	-	PUNCT
easat-1711	282	34	di	di	NOUN
easat-1711	282	35	[	[	X
easat-1711	282	36	21	21	NUM
easat-1711	282	37	]	]	PUNCT
easat-1711	282	38	,	,	PUNCT
easat-1711	282	39	ddnn	ddnn	NOUN
easat-1711	282	40	-	-	PUNCT
easat-1711	282	41	lacd	lacd	NOUN
easat-1711	282	42	-	-	PUNCT
easat-1711	282	43	sld	sld	NOUN
easat-1711	282	44	-	-	PUNCT
easat-1711	282	45	di	di	NOUN
easat-1711	283	1	[	[	NOUN
easat-1711	283	2	22	22	NUM
easat-1711	283	3	]	]	PUNCT
easat-1711	283	4	and	and	CCONJ
easat-1711	283	5	ci	ci	NOUN
easat-1711	283	6	-	-	ADJ
easat-1711	283	7	net	net	ADJ
easat-1711	283	8	-	-	PUNCT
easat-1711	283	9	sld	sld	NOUN
easat-1711	283	10	-	-	PUNCT
easat-1711	283	11	di	di	NOUN
easat-1711	283	12	[	[	X
easat-1711	283	13	23	23	NUM
easat-1711	283	14	]	]	PUNCT
easat-1711	283	15	respectively	respectively	ADV
easat-1711	283	16	.	.	PUNCT
easat-1711	284	1	figure	figure	VERB
easat-1711	284	2	4	4	NUM
easat-1711	284	3	.	.	PUNCT
easat-1711	284	4	accuracy	accuracy	NOUN
easat-1711	284	5	analysis	analysis	NOUN
easat-1711	284	6	.	.	PUNCT
easat-1711	285	1	figure	figure	VERB
easat-1711	285	2	4	4	NUM
easat-1711	285	3	presents	present	VERB
easat-1711	285	4	the	the	DET
easat-1711	285	5	accuracy	accuracy	NOUN
easat-1711	285	6	analysis	analysis	NOUN
easat-1711	285	7	for	for	ADP
easat-1711	285	8	diverse	diverse	ADJ
easat-1711	285	9	types	type	NOUN
easat-1711	285	10	of	of	ADP
easat-1711	285	11	skin	skin	NOUN
easat-1711	285	12	lesion	lesion	NOUN
easat-1711	285	13	using	use	VERB
easat-1711	285	14	the	the	DET
easat-1711	285	15	proposed	propose	VERB
easat-1711	285	16	cwcnhoa	cwcnhoa	NOUN
easat-1711	285	17	-	-	PUNCT
easat-1711	285	18	sld	sld	NOUN
easat-1711	285	19	-	-	PUNCT
easat-1711	285	20	di	di	NOUN
easat-1711	285	21	method	method	NOUN
easat-1711	285	22	.	.	PUNCT
easat-1711	286	1	the	the	DET
easat-1711	286	2	proposed	propose	VERB
easat-1711	286	3	cwcn	cwcn	PROPN
easat-1711	286	4	-	-	PUNCT
easat-1711	286	5	hoa	hoa	PROPN
easat-1711	286	6	-	-	PUNCT
easat-1711	286	7	sld	sld	NOUN
easat-1711	286	8	-	-	PUNCT
easat-1711	286	9	di	di	NOUN
easat-1711	286	10	method	method	NOUN
easat-1711	286	11	attains	attain	VERB
easat-1711	286	12	11.03	11.03	NUM
easat-1711	286	13	%	%	NOUN
easat-1711	286	14	,	,	PUNCT
easat-1711	286	15	37.99	37.99	NUM
easat-1711	286	16	%	%	NOUN
easat-1711	286	17	and	and	CCONJ
easat-1711	286	18	18.95	18.95	NUM
easat-1711	286	19	%	%	NOUN
easat-1711	286	20	higher	high	ADJ
easat-1711	286	21	accuracy	accuracy	NOUN
easat-1711	286	22	for	for	ADP
easat-1711	286	23	melanoma	melanoma	NOUN
easat-1711	286	24	analysis	analysis	NOUN
easat-1711	286	25	against	against	ADP
easat-1711	286	26	conventional	conventional	ADJ
easat-1711	286	27	approaches	approach	NOUN
easat-1711	286	28	like	like	ADP
easat-1711	286	29	fdcnn	fdcnn	NOUN
easat-1711	286	30	-	-	PUNCT
easat-1711	286	31	vgg19resnet152	vgg19resnet152	ADJ
easat-1711	286	32	-	-	PUNCT
easat-1711	286	33	sld	sld	NOUN
easat-1711	286	34	-	-	PUNCT
easat-1711	286	35	di	di	NOUN
easat-1711	286	36	,	,	PUNCT
easat-1711	286	37	ddnn	ddnn	NOUN
easat-1711	286	38	-	-	PUNCT
easat-1711	286	39	lacd	lacd	NOUN
easat-1711	286	40	-	-	PUNCT
easat-1711	286	41	sld	sld	NOUN
easat-1711	286	42	-	-	PUNCT
easat-1711	286	43	di	di	NOUN
easat-1711	286	44	,	,	PUNCT
easat-1711	286	45	and	and	CCONJ
easat-1711	286	46	ci	ci	NOUN
easat-1711	286	47	-	-	ADJ
easat-1711	286	48	net	net	ADJ
easat-1711	286	49	-	-	PUNCT
easat-1711	286	50	sld	sld	NOUN
easat-1711	286	51	-	-	PUNCT
easat-1711	286	52	di	di	NOUN
easat-1711	286	53	respectively	respectively	ADV
easat-1711	286	54	.	.	PUNCT
easat-1711	287	1	for	for	ADP
easat-1711	287	2	melanocytic	melanocytic	ADJ
easat-1711	287	3	nevus	nevus	ADJ
easat-1711	287	4	analysis	analysis	NOUN
easat-1711	287	5	,	,	PUNCT
easat-1711	287	6	it	it	PRON
easat-1711	287	7	attains	attain	VERB
easat-1711	287	8	10.68	10.68	NUM
easat-1711	287	9	%	%	NOUN
easat-1711	287	10	,	,	PUNCT
easat-1711	287	11	28.06	28.06	NUM
easat-1711	287	12	%	%	NOUN
easat-1711	287	13	and	and	CCONJ
easat-1711	287	14	18.24	18.24	NUM
easat-1711	287	15	%	%	NOUN
easat-1711	287	16	higher	high	ADJ
easat-1711	287	17	accuracy	accuracy	NOUN
easat-1711	287	18	in	in	ADP
easat-1711	287	19	comparison	comparison	NOUN
easat-1711	287	20	with	with	ADP
easat-1711	287	21	the	the	DET
easat-1711	287	22	same	same	ADJ
easat-1711	287	23	conventional	conventional	ADJ
easat-1711	287	24	approaches	approach	NOUN
easat-1711	287	25	.	.	PUNCT
easat-1711	288	1	basal	basal	PROPN
easat-1711	288	2	cell	cell	NOUN
easat-1711	288	3	carcinoma	carcinoma	NOUN
easat-1711	288	4	analysis	analysis	NOUN
easat-1711	288	5	expresses	express	VERB
easat-1711	288	6	an	an	DET
easat-1711	288	7	accuracy	accuracy	NOUN
easat-1711	288	8	increase	increase	NOUN
easat-1711	288	9	of	of	ADP
easat-1711	288	10	9.61	9.61	NUM
easat-1711	288	11	%	%	NOUN
easat-1711	288	12	,	,	PUNCT
easat-1711	288	13	28.6	28.6	NUM
easat-1711	288	14	%	%	NOUN
easat-1711	288	15	and	and	CCONJ
easat-1711	288	16	18.41	18.41	NUM
easat-1711	288	17	%	%	NOUN
easat-1711	288	18	over	over	ADP
easat-1711	288	19	the	the	DET
easat-1711	288	20	same	same	ADJ
easat-1711	288	21	conventional	conventional	ADJ
easat-1711	288	22	approaches	approach	NOUN
easat-1711	288	23	.	.	PUNCT
easat-1711	289	1	the	the	DET
easat-1711	289	2	accuracy	accuracy	NOUN
easat-1711	289	3	for	for	ADP
easat-1711	289	4	actinic	actinic	ADJ
easat-1711	289	5	keratosis	keratosis	NOUN
easat-1711	289	6	analysis	analysis	NOUN
easat-1711	289	7	improves	improve	VERB
easat-1711	289	8	by	by	ADP
easat-1711	289	9	8.26	8.26	NUM
easat-1711	289	10	%	%	NOUN
easat-1711	289	11	,	,	PUNCT
easat-1711	289	12	32.94	32.94	NUM
easat-1711	289	13	%	%	NOUN
easat-1711	289	14	and	and	CCONJ
easat-1711	289	15	17.73	17.73	NUM
easat-1711	289	16	%	%	NOUN
easat-1711	289	17	contrary	contrary	ADJ
easat-1711	289	18	to	to	ADP
easat-1711	289	19	the	the	DET
easat-1711	289	20	methods	method	NOUN
easat-1711	289	21	fdcnn	fdcnn	PROPN
easat-1711	289	22	-	-	PUNCT
easat-1711	289	23	vgg19	vgg19	NOUN
easat-1711	289	24	-	-	PUNCT
easat-1711	289	25	resnet152	resnet152	PROPN
easat-1711	289	26	-	-	PUNCT
easat-1711	289	27	sld	sld	PROPN
easat-1711	289	28	-	-	PUNCT
easat-1711	289	29	di	di	NOUN
easat-1711	289	30	,	,	PUNCT
easat-1711	289	31	ddnn	ddnn	NOUN
easat-1711	289	32	-	-	PUNCT
easat-1711	289	33	lacd	lacd	NOUN
easat-1711	289	34	-	-	PUNCT
easat-1711	289	35	sld	sld	NOUN
easat-1711	289	36	-	-	PUNCT
easat-1711	289	37	di	di	NOUN
easat-1711	289	38	,	,	PUNCT
easat-1711	289	39	and	and	CCONJ
easat-1711	289	40	ci	ci	NOUN
easat-1711	289	41	-	-	ADJ
easat-1711	289	42	net	net	ADJ
easat-1711	289	43	-	-	PUNCT
easat-1711	289	44	sld	sld	NOUN
easat-1711	289	45	-	-	PUNCT
easat-1711	289	46	di	di	NOUN
easat-1711	289	47	respectively	respectively	ADV
easat-1711	289	48	.	.	PUNCT
easat-1711	290	1	for	for	ADP
easat-1711	290	2	benign	benign	ADJ
easat-1711	290	3	keratosis	keratosis	NOUN
easat-1711	290	4	analysis	analysis	NOUN
easat-1711	290	5	,	,	PUNCT
easat-1711	290	6	it	it	PRON
easat-1711	290	7	attains	attain	VERB
easat-1711	290	8	11.18	11.18	NUM
easat-1711	290	9	%	%	NOUN
easat-1711	290	10	,	,	PUNCT
easat-1711	290	11	34.16	34.16	NUM
easat-1711	290	12	%	%	NOUN
easat-1711	290	13	and	and	CCONJ
easat-1711	290	14	18.27	18.27	NUM
easat-1711	290	15	%	%	NOUN
easat-1711	290	16	higher	high	ADJ
easat-1711	290	17	accuracy	accuracy	NOUN
easat-1711	290	18	in	in	ADP
easat-1711	290	19	comparison	comparison	NOUN
easat-1711	290	20	with	with	ADP
easat-1711	290	21	the	the	DET
easat-1711	290	22	same	same	ADJ
easat-1711	290	23	conventional	conventional	ADJ
easat-1711	290	24	approaches	approach	NOUN
easat-1711	290	25	.	.	PUNCT
easat-1711	291	1	dermatofibroma	dermatofibroma	ADJ
easat-1711	291	2	analysis	analysis	NOUN
easat-1711	291	3	expresses	express	VERB
easat-1711	291	4	an	an	DET
easat-1711	291	5	accuracy	accuracy	NOUN
easat-1711	291	6	increase	increase	NOUN
easat-1711	291	7	of	of	ADP
easat-1711	291	8	10.55	10.55	NUM
easat-1711	291	9	%	%	NOUN
easat-1711	291	10	,	,	PUNCT
easat-1711	291	11	23.27	23.27	NUM
easat-1711	291	12	%	%	NOUN
easat-1711	291	13	and	and	CCONJ
easat-1711	291	14	19.16	19.16	NUM
easat-1711	291	15	%	%	NOUN
easat-1711	291	16	over	over	ADP
easat-1711	291	17	the	the	DET
easat-1711	291	18	same	same	ADJ
easat-1711	291	19	conventional	conventional	ADJ
easat-1711	291	20	approaches	approach	NOUN
easat-1711	291	21	.	.	PUNCT
easat-1711	292	1	lastly	lastly	ADV
easat-1711	292	2	,	,	PUNCT
easat-1711	292	3	for	for	ADP
easat-1711	292	4	vascular	vascular	ADJ
easat-1711	292	5	lesion	lesion	NOUN
easat-1711	292	6	analysis	analysis	NOUN
easat-1711	292	7	,	,	PUNCT
easat-1711	292	8	the	the	DET
easat-1711	292	9	method	method	NOUN
easat-1711	292	10	attains	attain	VERB
easat-1711	292	11	an	an	DET
easat-1711	292	12	accuracy	accuracy	NOUN
easat-1711	292	13	enhancement	enhancement	NOUN
easat-1711	292	14	of	of	ADP
easat-1711	292	15	9.72	9.72	NUM
easat-1711	292	16	%	%	NOUN
easat-1711	292	17	,	,	PUNCT
easat-1711	292	18	42.64	42.64	NUM
easat-1711	292	19	%	%	NOUN
easat-1711	292	20	and	and	CCONJ
easat-1711	292	21	20.42	20.42	NUM
easat-1711	292	22	%	%	NOUN
easat-1711	292	23	when	when	SCONJ
easat-1711	292	24	compared	compare	VERB
easat-1711	292	25	to	to	ADP
easat-1711	292	26	the	the	DET
easat-1711	292	27	conventional	conventional	ADJ
easat-1711	292	28	approaches	approach	NOUN
easat-1711	292	29	.	.	PUNCT
easat-1711	293	1	this	this	DET
easat-1711	293	2	extensive	extensive	ADJ
easat-1711	293	3	accuracy	accuracy	NOUN
easat-1711	293	4	analysis	analysis	NOUN
easat-1711	293	5	validates	validate	VERB
easat-1711	293	6	the	the	DET
easat-1711	293	7	superior	superior	ADJ
easat-1711	293	8	performance	performance	NOUN
easat-1711	293	9	of	of	ADP
easat-1711	293	10	the	the	DET
easat-1711	293	11	proposed	propose	VERB
easat-1711	293	12	cwcn	cwcn	NOUN
easat-1711	293	13	-	-	PUNCT
easat-1711	293	14	hoa	hoa	PROPN
easat-1711	293	15	-	-	PUNCT
easat-1711	293	16	sld	sld	NOUN
easat-1711	293	17	-	-	PUNCT
easat-1711	293	18	di	di	NOUN
easat-1711	293	19	method	method	NOUN
easat-1711	293	20	across	across	ADP
easat-1711	293	21	all	all	DET
easat-1711	293	22	types	type	NOUN
easat-1711	293	23	of	of	ADP
easat-1711	293	24	skin	skin	NOUN
easat-1711	293	25	lesion	lesion	NOUN
easat-1711	293	26	identification	identification	NOUN
easat-1711	293	27	.	.	PUNCT
easat-1711	294	1	491	491	NUM
easat-1711	294	2	edelweiss	edelweiss	PROPN
easat-1711	294	3	applied	apply	VERB
easat-1711	294	4	science	science	NOUN
easat-1711	294	5	and	and	CCONJ
easat-1711	294	6	technology	technology	NOUN
easat-1711	294	7	issn	issn	PROPN
easat-1711	294	8	:	:	PUNCT
easat-1711	294	9	2576	2576	NUM
easat-1711	294	10	-	-	SYM
easat-1711	294	11	8484	8484	NUM
easat-1711	294	12	vol	vol	NOUN
easat-1711	294	13	.	.	PROPN
easat-1711	295	1	8	8	NUM
easat-1711	295	2	,	,	PUNCT
easat-1711	295	3	no	no	INTJ
easat-1711	295	4	.	.	NOUN
easat-1711	295	5	5	5	NUM
easat-1711	295	6	:	:	SYM
easat-1711	295	7	478	478	NUM
easat-1711	295	8	-	-	SYM
easat-1711	295	9	497	497	NUM
easat-1711	295	10	,	,	PUNCT
easat-1711	295	11	2024	2024	NUM
easat-1711	295	12	doi	doi	NOUN
easat-1711	295	13	:	:	PUNCT
easat-1711	295	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	295	15	©	©	PROPN
easat-1711	295	16	2024	2024	NUM
easat-1711	295	17	by	by	ADP
easat-1711	295	18	the	the	DET
easat-1711	295	19	authors	author	NOUN
easat-1711	295	20	;	;	PUNCT
easat-1711	295	21	licensee	licensee	PROPN
easat-1711	295	22	learning	learn	VERB
easat-1711	295	23	gate	gate	PROPN
easat-1711	295	24	figure	figure	NOUN
easat-1711	295	25	5	5	NUM
easat-1711	295	26	.	.	PUNCT
easat-1711	295	27	f1	f1	ADJ
easat-1711	295	28	-	-	PUNCT
easat-1711	295	29	score	score	NOUN
easat-1711	295	30	analysis	analysis	NOUN
easat-1711	295	31	.	.	PUNCT
easat-1711	296	1	figure	figure	NOUN
easat-1711	296	2	5	5	NUM
easat-1711	296	3	presents	present	VERB
easat-1711	296	4	the	the	DET
easat-1711	296	5	f1	f1	NOUN
easat-1711	296	6	-	-	PUNCT
easat-1711	296	7	score	score	NOUN
easat-1711	296	8	analysis	analysis	NOUN
easat-1711	296	9	for	for	ADP
easat-1711	296	10	diverse	diverse	ADJ
easat-1711	296	11	types	type	NOUN
easat-1711	296	12	of	of	ADP
easat-1711	296	13	skin	skin	NOUN
easat-1711	296	14	lesion	lesion	NOUN
easat-1711	296	15	using	use	VERB
easat-1711	296	16	the	the	DET
easat-1711	296	17	proposed	propose	VERB
easat-1711	296	18	cwcnhoa	cwcnhoa	NOUN
easat-1711	296	19	-	-	PUNCT
easat-1711	296	20	sld	sld	NOUN
easat-1711	296	21	-	-	PUNCT
easat-1711	296	22	di	di	NOUN
easat-1711	296	23	method	method	NOUN
easat-1711	296	24	.	.	PUNCT
easat-1711	297	1	the	the	DET
easat-1711	297	2	proposed	propose	VERB
easat-1711	297	3	cwcn	cwcn	PROPN
easat-1711	297	4	-	-	PUNCT
easat-1711	297	5	hoa	hoa	PROPN
easat-1711	297	6	-	-	PUNCT
easat-1711	297	7	sld	sld	NOUN
easat-1711	297	8	-	-	PUNCT
easat-1711	297	9	di	di	NOUN
easat-1711	297	10	method	method	NOUN
easat-1711	297	11	attains	attain	VERB
easat-1711	297	12	8.77	8.77	NUM
easat-1711	297	13	%	%	NOUN
easat-1711	297	14	,	,	PUNCT
easat-1711	297	15	50.01	50.01	NUM
easat-1711	297	16	%	%	NOUN
easat-1711	297	17	and	and	CCONJ
easat-1711	297	18	22.59	22.59	NUM
easat-1711	297	19	%	%	NOUN
easat-1711	297	20	higher	high	ADJ
easat-1711	297	21	f1	f1	NOUN
easat-1711	297	22	-	-	PUNCT
easat-1711	297	23	score	score	NOUN
easat-1711	297	24	for	for	ADP
easat-1711	297	25	melanoma	melanoma	NOUN
easat-1711	297	26	analysis	analysis	NOUN
easat-1711	297	27	against	against	ADP
easat-1711	297	28	conventional	conventional	ADJ
easat-1711	297	29	approaches	approach	NOUN
easat-1711	297	30	like	like	ADP
easat-1711	297	31	fdcnn	fdcnn	NOUN
easat-1711	297	32	-	-	PUNCT
easat-1711	297	33	vgg19resnet152	vgg19resnet152	ADJ
easat-1711	297	34	-	-	PUNCT
easat-1711	297	35	sld	sld	NOUN
easat-1711	297	36	-	-	PUNCT
easat-1711	297	37	di	di	NOUN
easat-1711	297	38	,	,	PUNCT
easat-1711	297	39	ddnn	ddnn	NOUN
easat-1711	297	40	-	-	PUNCT
easat-1711	297	41	lacd	lacd	NOUN
easat-1711	297	42	-	-	PUNCT
easat-1711	297	43	sld	sld	NOUN
easat-1711	297	44	-	-	PUNCT
easat-1711	297	45	di	di	NOUN
easat-1711	297	46	,	,	PUNCT
easat-1711	297	47	and	and	CCONJ
easat-1711	297	48	ci	ci	NOUN
easat-1711	297	49	-	-	ADJ
easat-1711	297	50	net	net	ADJ
easat-1711	297	51	-	-	PUNCT
easat-1711	297	52	sld	sld	NOUN
easat-1711	297	53	-	-	PUNCT
easat-1711	297	54	di	di	NOUN
easat-1711	297	55	respectively	respectively	ADV
easat-1711	297	56	.	.	PUNCT
easat-1711	298	1	for	for	ADP
easat-1711	298	2	melanocytic	melanocytic	ADJ
easat-1711	298	3	nevus	nevus	ADJ
easat-1711	298	4	analysis	analysis	NOUN
easat-1711	298	5	,	,	PUNCT
easat-1711	298	6	it	it	PRON
easat-1711	298	7	attains	attain	VERB
easat-1711	298	8	11.02	11.02	NUM
easat-1711	298	9	%	%	NOUN
easat-1711	298	10	,	,	PUNCT
easat-1711	298	11	42.71	42.71	NUM
easat-1711	298	12	%	%	NOUN
easat-1711	298	13	and	and	CCONJ
easat-1711	298	14	23.02	23.02	NUM
easat-1711	298	15	%	%	NOUN
easat-1711	298	16	higher	high	ADJ
easat-1711	298	17	f1	f1	NOUN
easat-1711	298	18	-	-	PUNCT
easat-1711	298	19	score	score	NOUN
easat-1711	298	20	in	in	ADP
easat-1711	298	21	comparison	comparison	NOUN
easat-1711	298	22	with	with	ADP
easat-1711	298	23	the	the	DET
easat-1711	298	24	same	same	ADJ
easat-1711	298	25	conventional	conventional	ADJ
easat-1711	298	26	approaches	approach	NOUN
easat-1711	298	27	.	.	PUNCT
easat-1711	299	1	basal	basal	PROPN
easat-1711	299	2	cell	cell	NOUN
easat-1711	299	3	carcinoma	carcinoma	NOUN
easat-1711	299	4	analysis	analysis	NOUN
easat-1711	299	5	expresses	express	VERB
easat-1711	299	6	an	an	DET
easat-1711	299	7	f1	f1	ADJ
easat-1711	299	8	-	-	PUNCT
easat-1711	299	9	score	score	NOUN
easat-1711	299	10	increase	increase	NOUN
easat-1711	299	11	of	of	ADP
easat-1711	299	12	8.82	8.82	NUM
easat-1711	299	13	%	%	NOUN
easat-1711	299	14	,	,	PUNCT
easat-1711	299	15	37.506	37.506	NUM
easat-1711	299	16	%	%	NOUN
easat-1711	299	17	and	and	CCONJ
easat-1711	299	18	23.59	23.59	NUM
easat-1711	299	19	%	%	NOUN
easat-1711	299	20	over	over	ADP
easat-1711	299	21	the	the	DET
easat-1711	299	22	same	same	ADJ
easat-1711	299	23	conventional	conventional	ADJ
easat-1711	299	24	approaches	approach	NOUN
easat-1711	299	25	.	.	PUNCT
easat-1711	300	1	the	the	DET
easat-1711	300	2	f1	f1	NOUN
easat-1711	300	3	-	-	PUNCT
easat-1711	300	4	score	score	NOUN
easat-1711	300	5	for	for	ADP
easat-1711	300	6	actinic	actinic	ADJ
easat-1711	300	7	keratosis	keratosis	NOUN
easat-1711	300	8	analysis	analysis	NOUN
easat-1711	300	9	improves	improve	VERB
easat-1711	300	10	by	by	ADP
easat-1711	300	11	9.74	9.74	NUM
easat-1711	300	12	%	%	NOUN
easat-1711	300	13	,	,	PUNCT
easat-1711	300	14	37.33	37.33	NUM
easat-1711	300	15	%	%	NOUN
easat-1711	300	16	and	and	CCONJ
easat-1711	300	17	21.45	21.45	NUM
easat-1711	300	18	%	%	NOUN
easat-1711	300	19	contrary	contrary	ADJ
easat-1711	300	20	to	to	ADP
easat-1711	300	21	the	the	DET
easat-1711	300	22	methods	method	NOUN
easat-1711	300	23	fdcnn	fdcnn	PROPN
easat-1711	300	24	-	-	PUNCT
easat-1711	300	25	vgg19	vgg19	NOUN
easat-1711	300	26	-	-	PUNCT
easat-1711	300	27	resnet152sld	resnet152sld	NOUN
easat-1711	300	28	-	-	PUNCT
easat-1711	300	29	di	di	NOUN
easat-1711	300	30	,	,	PUNCT
easat-1711	300	31	ddnn	ddnn	NOUN
easat-1711	300	32	-	-	PUNCT
easat-1711	300	33	lacd	lacd	NOUN
easat-1711	300	34	-	-	PUNCT
easat-1711	300	35	sld	sld	NOUN
easat-1711	300	36	-	-	PUNCT
easat-1711	300	37	di	di	NOUN
easat-1711	300	38	,	,	PUNCT
easat-1711	300	39	and	and	CCONJ
easat-1711	300	40	ci	ci	NOUN
easat-1711	300	41	-	-	ADJ
easat-1711	300	42	net	net	ADJ
easat-1711	300	43	-	-	PUNCT
easat-1711	300	44	sld	sld	NOUN
easat-1711	300	45	-	-	PUNCT
easat-1711	300	46	di	di	NOUN
easat-1711	300	47	respectively	respectively	ADV
easat-1711	300	48	.	.	PUNCT
easat-1711	301	1	for	for	ADP
easat-1711	301	2	benign	benign	ADJ
easat-1711	301	3	keratosis	keratosis	NOUN
easat-1711	301	4	analysis	analysis	NOUN
easat-1711	301	5	,	,	PUNCT
easat-1711	301	6	it	it	PRON
easat-1711	301	7	attains	attain	VERB
easat-1711	301	8	9.35	9.35	NUM
easat-1711	301	9	%	%	NOUN
easat-1711	301	10	,	,	PUNCT
easat-1711	301	11	36.608	36.608	NUM
easat-1711	301	12	%	%	NOUN
easat-1711	301	13	and	and	CCONJ
easat-1711	301	14	19.61	19.61	NUM
easat-1711	301	15	%	%	NOUN
easat-1711	301	16	higher	high	ADJ
easat-1711	301	17	f1	f1	NOUN
easat-1711	301	18	-	-	PUNCT
easat-1711	301	19	score	score	NOUN
easat-1711	301	20	in	in	ADP
easat-1711	301	21	comparison	comparison	NOUN
easat-1711	301	22	with	with	ADP
easat-1711	301	23	the	the	DET
easat-1711	301	24	same	same	ADJ
easat-1711	301	25	conventional	conventional	ADJ
easat-1711	301	26	approaches	approach	NOUN
easat-1711	301	27	.	.	PUNCT
easat-1711	302	1	dermatofibroma	dermatofibroma	ADJ
easat-1711	302	2	analysis	analysis	NOUN
easat-1711	302	3	expresses	express	VERB
easat-1711	302	4	an	an	DET
easat-1711	302	5	f1	f1	ADJ
easat-1711	302	6	-	-	PUNCT
easat-1711	302	7	score	score	NOUN
easat-1711	302	8	increase	increase	NOUN
easat-1711	302	9	of	of	ADP
easat-1711	302	10	9.52	9.52	NUM
easat-1711	302	11	%	%	NOUN
easat-1711	302	12	,	,	PUNCT
easat-1711	302	13	40.56	40.56	NUM
easat-1711	302	14	%	%	NOUN
easat-1711	302	15	and	and	CCONJ
easat-1711	302	16	22.005	22.005	NUM
easat-1711	302	17	%	%	NOUN
easat-1711	302	18	over	over	ADP
easat-1711	302	19	the	the	DET
easat-1711	302	20	same	same	ADJ
easat-1711	302	21	conventional	conventional	ADJ
easat-1711	302	22	approaches	approach	NOUN
easat-1711	302	23	.	.	PUNCT
easat-1711	303	1	lastly	lastly	ADV
easat-1711	303	2	,	,	PUNCT
easat-1711	303	3	for	for	ADP
easat-1711	303	4	vascular	vascular	ADJ
easat-1711	303	5	lesion	lesion	NOUN
easat-1711	303	6	analysis	analysis	NOUN
easat-1711	303	7	,	,	PUNCT
easat-1711	303	8	the	the	DET
easat-1711	303	9	method	method	NOUN
easat-1711	303	10	attains	attain	VERB
easat-1711	303	11	an	an	DET
easat-1711	303	12	f1score	f1score	NOUN
easat-1711	303	13	enhancement	enhancement	NOUN
easat-1711	303	14	of	of	ADP
easat-1711	303	15	9.88	9.88	NUM
easat-1711	303	16	%	%	NOUN
easat-1711	303	17	,	,	PUNCT
easat-1711	303	18	37.07	37.07	NUM
easat-1711	303	19	%	%	NOUN
easat-1711	303	20	and	and	CCONJ
easat-1711	303	21	20.62	20.62	NUM
easat-1711	303	22	%	%	NOUN
easat-1711	303	23	when	when	SCONJ
easat-1711	303	24	compared	compare	VERB
easat-1711	303	25	to	to	ADP
easat-1711	303	26	the	the	DET
easat-1711	303	27	conventional	conventional	ADJ
easat-1711	303	28	approaches	approach	NOUN
easat-1711	303	29	.	.	PUNCT
easat-1711	304	1	these	these	DET
easat-1711	304	2	results	result	NOUN
easat-1711	304	3	underscore	underscore	VERB
easat-1711	304	4	the	the	DET
easat-1711	304	5	superior	superior	ADJ
easat-1711	304	6	performance	performance	NOUN
easat-1711	304	7	of	of	ADP
easat-1711	304	8	the	the	DET
easat-1711	304	9	cwcn	cwcn	NOUN
easat-1711	304	10	-	-	PUNCT
easat-1711	304	11	hoa	hoa	NOUN
easat-1711	304	12	-	-	PUNCT
easat-1711	304	13	sld	sld	NOUN
easat-1711	304	14	-	-	PUNCT
easat-1711	304	15	di	di	NOUN
easat-1711	304	16	method	method	NOUN
easat-1711	304	17	in	in	ADP
easat-1711	304	18	accurately	accurately	ADV
easat-1711	304	19	identifying	identify	VERB
easat-1711	304	20	and	and	CCONJ
easat-1711	304	21	classifying	classify	VERB
easat-1711	304	22	various	various	ADJ
easat-1711	304	23	skin	skin	NOUN
easat-1711	304	24	lesions	lesion	NOUN
easat-1711	304	25	.	.	PUNCT
easat-1711	305	1	figure	figure	VERB
easat-1711	305	2	6	6	NUM
easat-1711	305	3	.	.	PUNCT
easat-1711	306	1	sensitivity	sensitivity	NOUN
easat-1711	306	2	analysis	analysis	NOUN
easat-1711	306	3	.	.	PUNCT
easat-1711	307	1	492	492	NUM
easat-1711	307	2	edelweiss	edelweiss	PROPN
easat-1711	307	3	applied	apply	VERB
easat-1711	307	4	science	science	NOUN
easat-1711	307	5	and	and	CCONJ
easat-1711	307	6	technology	technology	NOUN
easat-1711	307	7	issn	issn	PROPN
easat-1711	307	8	:	:	PUNCT
easat-1711	307	9	2576	2576	NUM
easat-1711	307	10	-	-	SYM
easat-1711	307	11	8484	8484	NUM
easat-1711	307	12	vol	vol	NOUN
easat-1711	307	13	.	.	PROPN
easat-1711	307	14	8	8	NUM
easat-1711	307	15	,	,	PUNCT
easat-1711	307	16	no	no	INTJ
easat-1711	307	17	.	.	NOUN
easat-1711	307	18	5	5	NUM
easat-1711	307	19	:	:	SYM
easat-1711	307	20	478	478	NUM
easat-1711	307	21	-	-	SYM
easat-1711	307	22	497	497	NUM
easat-1711	307	23	,	,	PUNCT
easat-1711	307	24	2024	2024	NUM
easat-1711	307	25	doi	doi	NOUN
easat-1711	307	26	:	:	PUNCT
easat-1711	307	27	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	307	28	©	©	PROPN
easat-1711	307	29	2024	2024	NUM
easat-1711	307	30	by	by	ADP
easat-1711	307	31	the	the	DET
easat-1711	307	32	authors	author	NOUN
easat-1711	307	33	;	;	PUNCT
easat-1711	307	34	licensee	licensee	PROPN
easat-1711	307	35	learning	learn	VERB
easat-1711	307	36	gate	gate	PROPN
easat-1711	307	37	figure	figure	NOUN
easat-1711	307	38	6	6	NUM
easat-1711	307	39	presents	present	VERB
easat-1711	307	40	a	a	DET
easat-1711	307	41	sensitivity	sensitivity	NOUN
easat-1711	307	42	analysis	analysis	NOUN
easat-1711	307	43	of	of	ADP
easat-1711	307	44	diverse	diverse	ADJ
easat-1711	307	45	skin	skin	NOUN
easat-1711	307	46	lesion	lesion	NOUN
easat-1711	307	47	types	type	NOUN
easat-1711	307	48	using	use	VERB
easat-1711	307	49	the	the	DET
easat-1711	307	50	proposed	propose	VERB
easat-1711	307	51	cwcnhoa	cwcnhoa	NOUN
easat-1711	307	52	-	-	PUNCT
easat-1711	307	53	sld	sld	NOUN
easat-1711	307	54	-	-	PUNCT
easat-1711	307	55	di	di	NOUN
easat-1711	307	56	method	method	NOUN
easat-1711	307	57	.	.	PUNCT
easat-1711	308	1	compared	compare	VERB
easat-1711	308	2	to	to	ADP
easat-1711	308	3	conventional	conventional	ADJ
easat-1711	308	4	approaches	approach	NOUN
easat-1711	308	5	such	such	ADJ
easat-1711	308	6	as	as	ADP
easat-1711	308	7	fdcnn	fdcnn	NOUN
easat-1711	308	8	-	-	PUNCT
easat-1711	308	9	vgg19	vgg19	NOUN
easat-1711	308	10	-	-	PUNCT
easat-1711	308	11	resnet152sld	resnet152sld	NOUN
easat-1711	308	12	-	-	PUNCT
easat-1711	308	13	di	di	NOUN
easat-1711	308	14	,	,	PUNCT
easat-1711	308	15	ddnn	ddnn	NOUN
easat-1711	308	16	-	-	PUNCT
easat-1711	308	17	lacd	lacd	NOUN
easat-1711	308	18	-	-	PUNCT
easat-1711	308	19	sld	sld	NOUN
easat-1711	308	20	-	-	PUNCT
easat-1711	308	21	di	di	NOUN
easat-1711	308	22	,	,	PUNCT
easat-1711	308	23	and	and	CCONJ
easat-1711	308	24	ci	ci	NOUN
easat-1711	308	25	-	-	ADJ
easat-1711	308	26	net	net	ADJ
easat-1711	308	27	-	-	PUNCT
easat-1711	308	28	sld	sld	NOUN
easat-1711	308	29	-	-	PUNCT
easat-1711	308	30	di	di	NOUN
easat-1711	308	31	,	,	PUNCT
easat-1711	308	32	the	the	DET
easat-1711	308	33	cwcn	cwcn	NOUN
easat-1711	308	34	-	-	PUNCT
easat-1711	308	35	hoa	hoa	NOUN
easat-1711	308	36	-	-	PUNCT
easat-1711	308	37	sld	sld	NOUN
easat-1711	308	38	-	-	PUNCT
easat-1711	308	39	di	di	NOUN
easat-1711	308	40	method	method	NOUN
easat-1711	308	41	demonstrates	demonstrate	VERB
easat-1711	308	42	superior	superior	ADJ
easat-1711	308	43	sensitivity	sensitivity	NOUN
easat-1711	308	44	in	in	ADP
easat-1711	308	45	identifying	identify	VERB
easat-1711	308	46	skin	skin	NOUN
easat-1711	308	47	lesions	lesion	NOUN
easat-1711	308	48	.	.	PUNCT
easat-1711	309	1	specifically	specifically	ADV
easat-1711	309	2	,	,	PUNCT
easat-1711	309	3	the	the	DET
easat-1711	309	4	proposed	propose	VERB
easat-1711	309	5	method	method	NOUN
easat-1711	309	6	achieves	achieve	VERB
easat-1711	309	7	high	high	ADJ
easat-1711	309	8	sensitivity	sensitivity	NOUN
easat-1711	309	9	rates	rate	NOUN
easat-1711	309	10	of	of	ADP
easat-1711	309	11	10.03	10.03	NUM
easat-1711	309	12	%	%	NOUN
easat-1711	309	13	,	,	PUNCT
easat-1711	309	14	40.55	40.55	NUM
easat-1711	309	15	%	%	NOUN
easat-1711	309	16	,	,	PUNCT
easat-1711	309	17	and	and	CCONJ
easat-1711	309	18	20.36	20.36	NUM
easat-1711	309	19	%	%	NOUN
easat-1711	309	20	for	for	ADP
easat-1711	309	21	melanoma	melanoma	NOUN
easat-1711	309	22	;	;	PUNCT
easat-1711	309	23	9.69	9.69	NUM
easat-1711	309	24	%	%	NOUN
easat-1711	309	25	,	,	PUNCT
easat-1711	309	26	38.15	38.15	NUM
easat-1711	309	27	%	%	NOUN
easat-1711	309	28	,	,	PUNCT
easat-1711	309	29	and	and	CCONJ
easat-1711	309	30	23.04	23.04	NUM
easat-1711	309	31	%	%	NOUN
easat-1711	309	32	for	for	ADP
easat-1711	309	33	melanocytic	melanocytic	ADJ
easat-1711	309	34	nevus	nevu	NOUN
easat-1711	309	35	;	;	PUNCT
easat-1711	309	36	7.78	7.78	NUM
easat-1711	309	37	%	%	NOUN
easat-1711	309	38	,	,	PUNCT
easat-1711	309	39	34.99	34.99	NUM
easat-1711	309	40	%	%	NOUN
easat-1711	309	41	,	,	PUNCT
easat-1711	309	42	and	and	CCONJ
easat-1711	309	43	20.48	20.48	NUM
easat-1711	309	44	%	%	NOUN
easat-1711	309	45	for	for	ADP
easat-1711	309	46	basal	basal	ADJ
easat-1711	309	47	cell	cell	NOUN
easat-1711	309	48	carcinoma	carcinoma	NOUN
easat-1711	309	49	;	;	PUNCT
easat-1711	309	50	10.805	10.805	NUM
easat-1711	309	51	%	%	NOUN
easat-1711	309	52	,	,	PUNCT
easat-1711	309	53	36.37	36.37	NUM
easat-1711	309	54	%	%	NOUN
easat-1711	309	55	,	,	PUNCT
easat-1711	309	56	and	and	CCONJ
easat-1711	309	57	21.57	21.57	NUM
easat-1711	309	58	%	%	NOUN
easat-1711	309	59	for	for	ADP
easat-1711	309	60	actinic	actinic	ADJ
easat-1711	309	61	keratosis	keratosis	NOUN
easat-1711	309	62	;	;	PUNCT
easat-1711	309	63	8.42	8.42	NUM
easat-1711	309	64	%	%	NOUN
easat-1711	309	65	,	,	PUNCT
easat-1711	309	66	38.44	38.44	NUM
easat-1711	309	67	%	%	NOUN
easat-1711	309	68	,	,	PUNCT
easat-1711	309	69	and	and	CCONJ
easat-1711	309	70	21.99	21.99	NUM
easat-1711	309	71	%	%	NOUN
easat-1711	309	72	for	for	ADP
easat-1711	309	73	benign	benign	ADJ
easat-1711	309	74	keratosis	keratosis	NOUN
easat-1711	309	75	;	;	PUNCT
easat-1711	309	76	9.32	9.32	NUM
easat-1711	309	77	%	%	NOUN
easat-1711	309	78	,	,	PUNCT
easat-1711	309	79	37.66	37.66	NUM
easat-1711	309	80	%	%	NOUN
easat-1711	309	81	,	,	PUNCT
easat-1711	309	82	and	and	CCONJ
easat-1711	309	83	21.47	21.47	NUM
easat-1711	309	84	%	%	NOUN
easat-1711	309	85	for	for	ADP
easat-1711	309	86	dermatofibroma	dermatofibroma	NOUN
easat-1711	309	87	;	;	PUNCT
easat-1711	309	88	and	and	CCONJ
easat-1711	309	89	10.16	10.16	NUM
easat-1711	309	90	%	%	NOUN
easat-1711	309	91	,	,	PUNCT
easat-1711	309	92	42.59	42.59	NUM
easat-1711	309	93	%	%	NOUN
easat-1711	309	94	,	,	PUNCT
easat-1711	309	95	and	and	CCONJ
easat-1711	309	96	19.82	19.82	NUM
easat-1711	309	97	%	%	NOUN
easat-1711	309	98	for	for	ADP
easat-1711	309	99	vascular	vascular	ADJ
easat-1711	309	100	lesion	lesion	NOUN
easat-1711	309	101	.	.	PUNCT
easat-1711	310	1	these	these	DET
easat-1711	310	2	findings	finding	NOUN
easat-1711	310	3	underscore	underscore	VERB
easat-1711	310	4	the	the	DET
easat-1711	310	5	cwcn	cwcn	NOUN
easat-1711	310	6	-	-	PUNCT
easat-1711	310	7	hoa	hoa	NOUN
easat-1711	310	8	-	-	PUNCT
easat-1711	310	9	sld	sld	NOUN
easat-1711	310	10	-	-	PUNCT
easat-1711	310	11	di	di	NOUN
easat-1711	310	12	method	method	NOUN
easat-1711	310	13	's	's	PART
easat-1711	310	14	efficacy	efficacy	NOUN
easat-1711	310	15	in	in	ADP
easat-1711	310	16	accurately	accurately	ADV
easat-1711	310	17	detecting	detect	VERB
easat-1711	310	18	various	various	ADJ
easat-1711	310	19	skin	skin	NOUN
easat-1711	310	20	lesions	lesion	NOUN
easat-1711	310	21	across	across	ADP
easat-1711	310	22	different	different	ADJ
easat-1711	310	23	levels	level	NOUN
easat-1711	310	24	of	of	ADP
easat-1711	310	25	severity	severity	NOUN
easat-1711	310	26	.	.	PUNCT
easat-1711	311	1	figure	figure	VERB
easat-1711	311	2	7	7	NUM
easat-1711	311	3	presents	present	VERB
easat-1711	311	4	a	a	DET
easat-1711	311	5	precision	precision	NOUN
easat-1711	311	6	analysis	analysis	NOUN
easat-1711	311	7	of	of	ADP
easat-1711	311	8	diverse	diverse	ADJ
easat-1711	311	9	skin	skin	NOUN
easat-1711	311	10	lesion	lesion	NOUN
easat-1711	311	11	types	type	NOUN
easat-1711	311	12	using	use	VERB
easat-1711	311	13	the	the	DET
easat-1711	311	14	proposed	propose	VERB
easat-1711	311	15	cwcn	cwcn	NOUN
easat-1711	311	16	-	-	PUNCT
easat-1711	311	17	hoasld	hoasld	NOUN
easat-1711	311	18	-	-	PUNCT
easat-1711	311	19	di	di	NOUN
easat-1711	311	20	method	method	NOUN
easat-1711	311	21	.	.	PUNCT
easat-1711	312	1	compared	compare	VERB
easat-1711	312	2	to	to	ADP
easat-1711	312	3	conventional	conventional	ADJ
easat-1711	312	4	approaches	approach	NOUN
easat-1711	312	5	such	such	ADJ
easat-1711	312	6	as	as	ADP
easat-1711	312	7	fdcnn	fdcnn	PROPN
easat-1711	312	8	-	-	PUNCT
easat-1711	312	9	vgg19	vgg19	NOUN
easat-1711	312	10	-	-	PUNCT
easat-1711	312	11	resnet152	resnet152	PROPN
easat-1711	312	12	-	-	PUNCT
easat-1711	312	13	sld	sld	PROPN
easat-1711	312	14	-	-	PUNCT
easat-1711	312	15	di	di	NOUN
easat-1711	312	16	,	,	PUNCT
easat-1711	312	17	ddnn	ddnn	NOUN
easat-1711	312	18	-	-	PUNCT
easat-1711	312	19	lacd	lacd	NOUN
easat-1711	312	20	-	-	PUNCT
easat-1711	312	21	sld	sld	NOUN
easat-1711	312	22	-	-	PUNCT
easat-1711	312	23	di	di	NOUN
easat-1711	312	24	,	,	PUNCT
easat-1711	312	25	and	and	CCONJ
easat-1711	312	26	ci	ci	NOUN
easat-1711	312	27	-	-	ADJ
easat-1711	312	28	net	net	ADJ
easat-1711	312	29	-	-	PUNCT
easat-1711	312	30	sld	sld	NOUN
easat-1711	312	31	-	-	PUNCT
easat-1711	312	32	di	di	NOUN
easat-1711	312	33	,	,	PUNCT
easat-1711	312	34	the	the	DET
easat-1711	312	35	cwcn	cwcn	NOUN
easat-1711	312	36	-	-	PUNCT
easat-1711	312	37	hoa	hoa	NOUN
easat-1711	312	38	-	-	PUNCT
easat-1711	312	39	sld	sld	NOUN
easat-1711	312	40	-	-	PUNCT
easat-1711	312	41	di	di	NOUN
easat-1711	312	42	method	method	NOUN
easat-1711	312	43	demonstrates	demonstrate	VERB
easat-1711	312	44	superior	superior	ADJ
easat-1711	312	45	performance	performance	NOUN
easat-1711	312	46	in	in	ADP
easat-1711	312	47	accurately	accurately	ADV
easat-1711	312	48	identifying	identify	VERB
easat-1711	312	49	skin	skin	NOUN
easat-1711	312	50	lesions	lesion	NOUN
easat-1711	312	51	across	across	ADP
easat-1711	312	52	varying	vary	VERB
easat-1711	312	53	severities	severity	NOUN
easat-1711	312	54	.	.	PUNCT
easat-1711	313	1	the	the	DET
easat-1711	313	2	proposed	propose	VERB
easat-1711	313	3	cwcn	cwcn	PROPN
easat-1711	313	4	-	-	PUNCT
easat-1711	313	5	hoa	hoa	PROPN
easat-1711	313	6	-	-	PUNCT
easat-1711	313	7	sld	sld	NOUN
easat-1711	313	8	-	-	PUNCT
easat-1711	313	9	di	di	NOUN
easat-1711	313	10	method	method	NOUN
easat-1711	313	11	attains	attain	VERB
easat-1711	313	12	7.51	7.51	NUM
easat-1711	313	13	%	%	NOUN
easat-1711	313	14	,	,	PUNCT
easat-1711	313	15	59.47	59.47	NUM
easat-1711	313	16	%	%	NOUN
easat-1711	313	17	and	and	CCONJ
easat-1711	313	18	24.83	24.83	NUM
easat-1711	313	19	%	%	NOUN
easat-1711	313	20	high	high	ADJ
easat-1711	313	21	precision	precision	NOUN
easat-1711	313	22	for	for	ADP
easat-1711	313	23	melanoma	melanoma	NOUN
easat-1711	313	24	analysis	analysis	NOUN
easat-1711	313	25	;	;	PUNCT
easat-1711	313	26	12.35	12.35	NUM
easat-1711	313	27	%	%	NOUN
easat-1711	313	28	,	,	PUNCT
easat-1711	313	29	47.27	47.27	NUM
easat-1711	313	30	%	%	NOUN
easat-1711	313	31	and	and	CCONJ
easat-1711	313	32	23.001	23.001	NUM
easat-1711	313	33	%	%	NOUN
easat-1711	313	34	high	high	ADJ
easat-1711	313	35	precision	precision	NOUN
easat-1711	313	36	for	for	ADP
easat-1711	313	37	melanocytic	melanocytic	ADJ
easat-1711	313	38	nevus	nevus	ADJ
easat-1711	313	39	analysis	analysis	NOUN
easat-1711	313	40	;	;	PUNCT
easat-1711	313	41	9.85	9.85	NUM
easat-1711	313	42	%	%	NOUN
easat-1711	313	43	,	,	PUNCT
easat-1711	313	44	40.01	40.01	NUM
easat-1711	313	45	%	%	NOUN
easat-1711	313	46	and	and	CCONJ
easat-1711	313	47	26.704	26.704	NUM
easat-1711	313	48	%	%	NOUN
easat-1711	313	49	high	high	ADJ
easat-1711	313	50	precision	precision	NOUN
easat-1711	313	51	for	for	ADP
easat-1711	313	52	basal	basal	ADJ
easat-1711	313	53	cell	cell	NOUN
easat-1711	313	54	carcinoma	carcinoma	NOUN
easat-1711	313	55	analysis	analysis	NOUN
easat-1711	313	56	;	;	PUNCT
easat-1711	313	57	8.68	8.68	NUM
easat-1711	313	58	%	%	NOUN
easat-1711	313	59	,	,	PUNCT
easat-1711	313	60	38.29	38.29	NUM
easat-1711	313	61	%	%	NOUN
easat-1711	313	62	and	and	CCONJ
easat-1711	313	63	21.34	21.34	NUM
easat-1711	313	64	%	%	NOUN
easat-1711	313	65	high	high	ADJ
easat-1711	313	66	precision	precision	NOUN
easat-1711	313	67	for	for	ADP
easat-1711	313	68	actinic	actinic	ADJ
easat-1711	313	69	keratosis	keratosis	NOUN
easat-1711	313	70	analysis	analysis	NOUN
easat-1711	313	71	;	;	PUNCT
easat-1711	313	72	10.29	10.29	NUM
easat-1711	313	73	%	%	NOUN
easat-1711	313	74	,	,	PUNCT
easat-1711	313	75	34.77	34.77	NUM
easat-1711	313	76	%	%	NOUN
easat-1711	313	77	and	and	CCONJ
easat-1711	313	78	17.23	17.23	NUM
easat-1711	313	79	%	%	NOUN
easat-1711	313	80	high	high	ADJ
easat-1711	313	81	precision	precision	NOUN
easat-1711	313	82	for	for	ADP
easat-1711	313	83	benign	benign	ADJ
easat-1711	313	84	keratosis	keratosis	NOUN
easat-1711	313	85	;	;	PUNCT
easat-1711	313	86	9.71	9.71	NUM
easat-1711	313	87	%	%	NOUN
easat-1711	313	88	,	,	PUNCT
easat-1711	313	89	43.45	43.45	NUM
easat-1711	313	90	%	%	NOUN
easat-1711	313	91	and	and	CCONJ
easat-1711	313	92	22.53	22.53	NUM
easat-1711	313	93	%	%	NOUN
easat-1711	313	94	high	high	ADJ
easat-1711	313	95	precision	precision	NOUN
easat-1711	313	96	for	for	ADP
easat-1711	313	97	dermatofibroma	dermatofibroma	ADJ
easat-1711	313	98	analysis	analysis	NOUN
easat-1711	313	99	;	;	PUNCT
easat-1711	313	100	9.59	9.59	NUM
easat-1711	313	101	%	%	NOUN
easat-1711	313	102	,	,	PUNCT
easat-1711	313	103	31.55	31.55	NUM
easat-1711	313	104	%	%	NOUN
easat-1711	313	105	and	and	CCONJ
easat-1711	313	106	21.42	21.42	NUM
easat-1711	313	107	%	%	NOUN
easat-1711	313	108	high	high	ADJ
easat-1711	313	109	precision	precision	NOUN
easat-1711	313	110	for	for	ADP
easat-1711	313	111	vascular	vascular	ADJ
easat-1711	313	112	lesion	lesion	NOUN
easat-1711	313	113	analysis	analysis	NOUN
easat-1711	313	114	;	;	PUNCT
easat-1711	313	115	when	when	SCONJ
easat-1711	313	116	compared	compare	VERB
easat-1711	313	117	to	to	ADP
easat-1711	313	118	the	the	DET
easat-1711	313	119	conventional	conventional	ADJ
easat-1711	313	120	approaches	approach	NOUN
easat-1711	313	121	like	like	ADP
easat-1711	313	122	fdcnnvgg19	fdcnnvgg19	NOUN
easat-1711	313	123	-	-	PUNCT
easat-1711	313	124	resnet152	resnet152	PROPN
easat-1711	313	125	-	-	PUNCT
easat-1711	313	126	sld	sld	PROPN
easat-1711	313	127	-	-	PUNCT
easat-1711	313	128	di	di	NOUN
easat-1711	313	129	,	,	PUNCT
easat-1711	313	130	ddnn	ddnn	NOUN
easat-1711	313	131	-	-	PUNCT
easat-1711	313	132	lacd	lacd	NOUN
easat-1711	313	133	-	-	PUNCT
easat-1711	313	134	sld	sld	NOUN
easat-1711	313	135	-	-	PUNCT
easat-1711	313	136	di	di	NOUN
easat-1711	313	137	,	,	PUNCT
easat-1711	313	138	and	and	CCONJ
easat-1711	313	139	ci	ci	NOUN
easat-1711	313	140	-	-	ADJ
easat-1711	313	141	net	net	ADJ
easat-1711	313	142	-	-	PUNCT
easat-1711	313	143	sld	sld	NOUN
easat-1711	313	144	-	-	PUNCT
easat-1711	313	145	di	di	NOUN
easat-1711	313	146	respectively	respectively	ADV
easat-1711	313	147	.	.	PUNCT
easat-1711	314	1	these	these	DET
easat-1711	314	2	results	result	NOUN
easat-1711	314	3	highlight	highlight	VERB
easat-1711	314	4	the	the	DET
easat-1711	314	5	cwcn	cwcn	NOUN
easat-1711	314	6	-	-	PUNCT
easat-1711	314	7	hoa	hoa	NOUN
easat-1711	314	8	-	-	PUNCT
easat-1711	314	9	sld	sld	NOUN
easat-1711	314	10	-	-	PUNCT
easat-1711	314	11	di	di	NOUN
easat-1711	314	12	method	method	NOUN
easat-1711	314	13	's	's	PART
easat-1711	314	14	effectiveness	effectiveness	NOUN
easat-1711	314	15	in	in	ADP
easat-1711	314	16	distinguishing	distinguish	VERB
easat-1711	314	17	between	between	ADP
easat-1711	314	18	different	different	ADJ
easat-1711	314	19	skin	skin	NOUN
easat-1711	314	20	lesion	lesion	NOUN
easat-1711	314	21	types	type	NOUN
easat-1711	314	22	with	with	ADP
easat-1711	314	23	precision	precision	NOUN
easat-1711	314	24	.	.	PUNCT
easat-1711	315	1	figure	figure	VERB
easat-1711	315	2	7	7	NUM
easat-1711	315	3	.	.	PUNCT
easat-1711	315	4	precision	precision	NOUN
easat-1711	315	5	analysis	analysis	NOUN
easat-1711	315	6	.	.	PUNCT
easat-1711	316	1	figure	figure	NOUN
easat-1711	316	2	8	8	NUM
easat-1711	316	3	presents	present	VERB
easat-1711	316	4	the	the	DET
easat-1711	316	5	specificity	specificity	NOUN
easat-1711	316	6	analysis	analysis	NOUN
easat-1711	316	7	for	for	ADP
easat-1711	316	8	diverse	diverse	ADJ
easat-1711	316	9	types	type	NOUN
easat-1711	316	10	of	of	ADP
easat-1711	316	11	skin	skin	NOUN
easat-1711	316	12	lesion	lesion	NOUN
easat-1711	316	13	using	use	VERB
easat-1711	316	14	the	the	DET
easat-1711	316	15	proposed	propose	VERB
easat-1711	316	16	cwcn	cwcn	NOUN
easat-1711	316	17	-	-	PUNCT
easat-1711	316	18	hoa	hoa	PROPN
easat-1711	316	19	-	-	PUNCT
easat-1711	316	20	sld	sld	NOUN
easat-1711	316	21	-	-	PUNCT
easat-1711	316	22	di	di	NOUN
easat-1711	316	23	method	method	NOUN
easat-1711	316	24	.	.	PUNCT
easat-1711	317	1	the	the	DET
easat-1711	317	2	proposed	propose	VERB
easat-1711	317	3	cwcn	cwcn	PROPN
easat-1711	317	4	-	-	PUNCT
easat-1711	317	5	hoa	hoa	PROPN
easat-1711	317	6	-	-	PUNCT
easat-1711	317	7	sld	sld	NOUN
easat-1711	317	8	-	-	PUNCT
easat-1711	317	9	di	di	NOUN
easat-1711	317	10	method	method	NOUN
easat-1711	317	11	attains	attain	VERB
easat-1711	317	12	22.52	22.52	NUM
easat-1711	317	13	%	%	NOUN
easat-1711	317	14	,	,	PUNCT
easat-1711	317	15	49.22	49.22	NUM
easat-1711	317	16	%	%	NOUN
easat-1711	317	17	and	and	CCONJ
easat-1711	317	18	23.43	23.43	NUM
easat-1711	317	19	%	%	NOUN
easat-1711	317	20	high	high	ADJ
easat-1711	317	21	specificity	specificity	NOUN
easat-1711	317	22	for	for	ADP
easat-1711	317	23	melanoma	melanoma	NOUN
easat-1711	317	24	analysis	analysis	NOUN
easat-1711	317	25	;	;	PUNCT
easat-1711	317	26	21.95	21.95	NUM
easat-1711	317	27	%	%	NOUN
easat-1711	317	28	,	,	PUNCT
easat-1711	317	29	44.92	44.92	NUM
easat-1711	317	30	%	%	NOUN
easat-1711	317	31	and	and	CCONJ
easat-1711	317	32	20.48	20.48	NUM
easat-1711	317	33	%	%	NOUN
easat-1711	317	34	high	high	ADJ
easat-1711	317	35	specificity	specificity	NOUN
easat-1711	317	36	for	for	ADP
easat-1711	317	37	melanocytic	melanocytic	ADJ
easat-1711	317	38	nevus	nevus	ADJ
easat-1711	317	39	analysis	analysis	NOUN
easat-1711	317	40	;	;	PUNCT
easat-1711	317	41	14.908	14.908	NUM
easat-1711	317	42	%	%	NOUN
easat-1711	317	43	,	,	PUNCT
easat-1711	317	44	35.09	35.09	NUM
easat-1711	317	45	%	%	NOUN
easat-1711	317	46	and	and	CCONJ
easat-1711	317	47	26.54	26.54	NUM
easat-1711	317	48	%	%	NOUN
easat-1711	317	49	high	high	ADJ
easat-1711	317	50	specificity	specificity	NOUN
easat-1711	317	51	for	for	ADP
easat-1711	317	52	basal	basal	ADJ
easat-1711	317	53	cell	cell	NOUN
easat-1711	317	54	carcinoma	carcinoma	NOUN
easat-1711	317	55	analysis	analysis	NOUN
easat-1711	317	56	;	;	PUNCT
easat-1711	317	57	26.56	26.56	NUM
easat-1711	317	58	%	%	NOUN
easat-1711	317	59	,	,	PUNCT
easat-1711	317	60	36.97	36.97	NUM
easat-1711	317	61	%	%	NOUN
easat-1711	317	62	and	and	CCONJ
easat-1711	317	63	19.03	19.03	NUM
easat-1711	317	64	%	%	NOUN
easat-1711	317	65	high	high	ADJ
easat-1711	317	66	specificity	specificity	NOUN
easat-1711	317	67	for	for	ADP
easat-1711	317	68	actinic	actinic	ADJ
easat-1711	317	69	keratosis	keratosis	NOUN
easat-1711	317	70	analysis	analysis	NOUN
easat-1711	317	71	;	;	PUNCT
easat-1711	317	72	21.93	21.93	NUM
easat-1711	317	73	%	%	NOUN
easat-1711	317	74	,	,	PUNCT
easat-1711	317	75	38.87	38.87	NUM
easat-1711	317	76	%	%	NOUN
easat-1711	317	77	and	and	CCONJ
easat-1711	317	78	20.46	20.46	NUM
easat-1711	317	79	%	%	NOUN
easat-1711	317	80	high	high	ADJ
easat-1711	317	81	specificity	specificity	NOUN
easat-1711	317	82	for	for	ADP
easat-1711	317	83	benign	benign	ADJ
easat-1711	317	84	keratosis	keratosis	NOUN
easat-1711	317	85	;	;	PUNCT
easat-1711	317	86	21.46	21.46	NUM
easat-1711	317	87	%	%	NOUN
easat-1711	317	88	,	,	PUNCT
easat-1711	317	89	40.82	40.82	NUM
easat-1711	317	90	%	%	NOUN
easat-1711	317	91	and	and	CCONJ
easat-1711	317	92	21.93	21.93	NUM
easat-1711	317	93	%	%	NOUN
easat-1711	317	94	high	high	ADJ
easat-1711	317	95	specificity	specificity	NOUN
easat-1711	317	96	for	for	ADP
easat-1711	317	97	dermatofibroma	dermatofibroma	ADJ
easat-1711	317	98	analysis	analysis	NOUN
easat-1711	317	99	;	;	PUNCT
easat-1711	317	100	24.92	24.92	NUM
easat-1711	317	101	%	%	NOUN
easat-1711	317	102	,	,	PUNCT
easat-1711	317	103	38.88	38.88	NUM
easat-1711	317	104	%	%	NOUN
easat-1711	317	105	and	and	CCONJ
easat-1711	317	106	25	25	NUM
easat-1711	317	107	%	%	NOUN
easat-1711	317	108	high	high	ADJ
easat-1711	317	109	specificity	specificity	NOUN
easat-1711	317	110	for	for	ADP
easat-1711	317	111	vascular	vascular	ADJ
easat-1711	317	112	lesion	lesion	NOUN
easat-1711	317	113	analysis	analysis	NOUN
easat-1711	317	114	compared	compare	VERB
easat-1711	317	115	to	to	ADP
easat-1711	317	116	the	the	DET
easat-1711	317	117	conventional	conventional	ADJ
easat-1711	317	118	approaches	approach	NOUN
easat-1711	317	119	like	like	ADP
easat-1711	317	120	fdcnn	fdcnn	PROPN
easat-1711	317	121	-	-	PUNCT
easat-1711	317	122	vgg19	vgg19	NOUN
easat-1711	317	123	-	-	PUNCT
easat-1711	317	124	resnet152	resnet152	PROPN
easat-1711	317	125	-	-	PUNCT
easat-1711	317	126	sld	sld	PROPN
easat-1711	317	127	-	-	PUNCT
easat-1711	317	128	di	di	NOUN
easat-1711	317	129	,	,	PUNCT
easat-1711	317	130	ddnn	ddnn	ADJ
easat-1711	317	131	-	-	PUNCT
easat-1711	317	132	lacdsld	lacdsld	NOUN
easat-1711	317	133	-	-	PUNCT
easat-1711	317	134	di	di	NOUN
easat-1711	317	135	,	,	PUNCT
easat-1711	317	136	and	and	CCONJ
easat-1711	317	137	ci	ci	NOUN
easat-1711	317	138	-	-	ADJ
easat-1711	317	139	net	net	ADJ
easat-1711	317	140	-	-	PUNCT
easat-1711	317	141	sld	sld	NOUN
easat-1711	317	142	-	-	PUNCT
easat-1711	317	143	di	di	NOUN
easat-1711	317	144	respectively	respectively	ADV
easat-1711	317	145	.	.	PUNCT
easat-1711	318	1	these	these	DET
easat-1711	318	2	results	result	NOUN
easat-1711	318	3	highlight	highlight	VERB
easat-1711	318	4	the	the	DET
easat-1711	318	5	cwcn	cwcn	NOUN
easat-1711	318	6	-	-	PUNCT
easat-1711	318	7	hoa	hoa	NOUN
easat-1711	318	8	-	-	PUNCT
easat-1711	318	9	sld	sld	NOUN
easat-1711	318	10	-	-	PUNCT
easat-1711	318	11	di	di	NOUN
easat-1711	318	12	method	method	NOUN
easat-1711	318	13	's	's	PART
easat-1711	318	14	ability	ability	NOUN
easat-1711	318	15	to	to	PART
easat-1711	318	16	accurately	accurately	ADV
easat-1711	318	17	identify	identify	VERB
easat-1711	318	18	true	true	ADJ
easat-1711	318	19	negative	negative	ADJ
easat-1711	318	20	cases	case	NOUN
easat-1711	318	21	across	across	ADP
easat-1711	318	22	various	various	ADJ
easat-1711	318	23	skin	skin	NOUN
easat-1711	318	24	lesion	lesion	NOUN
easat-1711	318	25	categories	category	NOUN
easat-1711	318	26	.	.	PUNCT
easat-1711	319	1	493	493	NUM
easat-1711	319	2	edelweiss	edelweiss	PROPN
easat-1711	319	3	applied	apply	VERB
easat-1711	319	4	science	science	NOUN
easat-1711	319	5	and	and	CCONJ
easat-1711	319	6	technology	technology	NOUN
easat-1711	319	7	issn	issn	PROPN
easat-1711	319	8	:	:	PUNCT
easat-1711	319	9	2576	2576	NUM
easat-1711	319	10	-	-	SYM
easat-1711	319	11	8484	8484	NUM
easat-1711	319	12	vol	vol	NOUN
easat-1711	319	13	.	.	PROPN
easat-1711	320	1	8	8	NUM
easat-1711	320	2	,	,	PUNCT
easat-1711	320	3	no	no	INTJ
easat-1711	320	4	.	.	NOUN
easat-1711	320	5	5	5	NUM
easat-1711	320	6	:	:	SYM
easat-1711	320	7	478	478	NUM
easat-1711	320	8	-	-	SYM
easat-1711	320	9	497	497	NUM
easat-1711	320	10	,	,	PUNCT
easat-1711	320	11	2024	2024	NUM
easat-1711	320	12	doi	doi	NOUN
easat-1711	320	13	:	:	PUNCT
easat-1711	320	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	320	15	©	©	PROPN
easat-1711	320	16	2024	2024	NUM
easat-1711	320	17	by	by	ADP
easat-1711	320	18	the	the	DET
easat-1711	320	19	authors	author	NOUN
easat-1711	320	20	;	;	PUNCT
easat-1711	320	21	licensee	licensee	PROPN
easat-1711	320	22	learning	learn	VERB
easat-1711	320	23	gate	gate	PROPN
easat-1711	320	24	figure	figure	NOUN
easat-1711	320	25	8	8	NUM
easat-1711	320	26	.	.	PUNCT
easat-1711	321	1	specificity	specificity	NOUN
easat-1711	321	2	analysis	analysis	NOUN
easat-1711	321	3	.	.	PUNCT
easat-1711	322	1	figure	figure	NOUN
easat-1711	322	2	9	9	NUM
easat-1711	322	3	illustrates	illustrate	VERB
easat-1711	322	4	the	the	DET
easat-1711	322	5	false	false	ADJ
easat-1711	322	6	positive	positive	ADJ
easat-1711	322	7	rate	rate	NOUN
easat-1711	322	8	(	(	PUNCT
easat-1711	322	9	fpr	fpr	NOUN
easat-1711	322	10	)	)	PUNCT
easat-1711	322	11	associated	associate	VERB
easat-1711	322	12	with	with	ADP
easat-1711	322	13	the	the	DET
easat-1711	322	14	proposed	propose	VERB
easat-1711	322	15	cwcn	cwcn	NOUN
easat-1711	322	16	-	-	PUNCT
easat-1711	322	17	hoa	hoa	NOUN
easat-1711	322	18	-	-	PUNCT
easat-1711	322	19	slddi	slddi	NOUN
easat-1711	322	20	model	model	NOUN
easat-1711	322	21	in	in	ADP
easat-1711	322	22	the	the	DET
easat-1711	322	23	context	context	NOUN
easat-1711	322	24	of	of	ADP
easat-1711	322	25	skin	skin	NOUN
easat-1711	322	26	lesion	lesion	NOUN
easat-1711	322	27	classification	classification	NOUN
easat-1711	322	28	.	.	PUNCT
easat-1711	323	1	in	in	ADP
easat-1711	323	2	comparison	comparison	NOUN
easat-1711	323	3	to	to	ADP
easat-1711	323	4	conventional	conventional	ADJ
easat-1711	323	5	approaches	approach	NOUN
easat-1711	323	6	such	such	ADJ
easat-1711	323	7	as	as	ADP
easat-1711	323	8	fdcnn	fdcnn	PROPN
easat-1711	323	9	-	-	PUNCT
easat-1711	323	10	vgg19	vgg19	NOUN
easat-1711	323	11	-	-	PUNCT
easat-1711	323	12	resnet152	resnet152	PROPN
easat-1711	323	13	-	-	PUNCT
easat-1711	323	14	sld	sld	PROPN
easat-1711	323	15	-	-	PUNCT
easat-1711	323	16	di	di	NOUN
easat-1711	323	17	,	,	PUNCT
easat-1711	323	18	ddnn	ddnn	NOUN
easat-1711	323	19	-	-	PUNCT
easat-1711	323	20	lacd	lacd	NOUN
easat-1711	323	21	-	-	PUNCT
easat-1711	323	22	sld	sld	NOUN
easat-1711	323	23	-	-	PUNCT
easat-1711	323	24	di	di	NOUN
easat-1711	323	25	,	,	PUNCT
easat-1711	323	26	and	and	CCONJ
easat-1711	323	27	ci	ci	NOUN
easat-1711	323	28	-	-	ADJ
easat-1711	323	29	net	net	ADJ
easat-1711	323	30	-	-	PUNCT
easat-1711	323	31	sld	sld	NOUN
easat-1711	323	32	-	-	PUNCT
easat-1711	323	33	di	di	NOUN
easat-1711	323	34	,	,	PUNCT
easat-1711	323	35	the	the	DET
easat-1711	323	36	cwcnhoa	cwcnhoa	NOUN
easat-1711	323	37	-	-	PUNCT
easat-1711	323	38	sld	sld	NOUN
easat-1711	323	39	-	-	PUNCT
easat-1711	323	40	di	di	NOUN
easat-1711	323	41	method	method	NOUN
easat-1711	323	42	exhibits	exhibit	VERB
easat-1711	323	43	a	a	DET
easat-1711	323	44	lower	low	ADJ
easat-1711	323	45	fpr	fpr	NOUN
easat-1711	323	46	as	as	ADP
easat-1711	323	47	99.92	99.92	NUM
easat-1711	323	48	%	%	NOUN
easat-1711	323	49	,	,	PUNCT
easat-1711	323	50	99.95	99.95	NUM
easat-1711	323	51	%	%	NOUN
easat-1711	323	52	and	and	CCONJ
easat-1711	323	53	99.93	99.93	NUM
easat-1711	323	54	%	%	NOUN
easat-1711	323	55	,	,	PUNCT
easat-1711	323	56	indicating	indicate	VERB
easat-1711	323	57	the	the	DET
easat-1711	323	58	proportion	proportion	NOUN
easat-1711	323	59	of	of	ADP
easat-1711	323	60	benign	benign	ADJ
easat-1711	323	61	skin	skin	NOUN
easat-1711	323	62	lesions	lesion	NOUN
easat-1711	323	63	that	that	PRON
easat-1711	323	64	are	be	AUX
easat-1711	323	65	incorrectly	incorrectly	ADV
easat-1711	323	66	classified	classify	VERB
easat-1711	323	67	as	as	ADP
easat-1711	323	68	malignant	malignant	ADJ
easat-1711	323	69	by	by	ADP
easat-1711	323	70	the	the	DET
easat-1711	323	71	model	model	NOUN
easat-1711	323	72	.	.	PUNCT
easat-1711	324	1	a	a	DET
easat-1711	324	2	lower	low	ADJ
easat-1711	324	3	fpr	fpr	NOUN
easat-1711	324	4	indicates	indicate	VERB
easat-1711	324	5	better	well	ADJ
easat-1711	324	6	model	model	NOUN
easat-1711	324	7	performance	performance	NOUN
easat-1711	324	8	in	in	ADP
easat-1711	324	9	avoiding	avoid	VERB
easat-1711	324	10	false	false	ADJ
easat-1711	324	11	alarms	alarm	NOUN
easat-1711	324	12	.	.	PUNCT
easat-1711	325	1	figure	figure	NOUN
easat-1711	325	2	9	9	NUM
easat-1711	325	3	.	.	PUNCT
easat-1711	325	4	false	false	ADJ
easat-1711	325	5	positive	positive	ADJ
easat-1711	325	6	rate	rate	NOUN
easat-1711	325	7	(	(	PUNCT
easat-1711	325	8	fpr	fpr	NOUN
easat-1711	325	9	)	)	PUNCT
easat-1711	325	10	analysis	analysis	NOUN
easat-1711	325	11	.	.	PUNCT
easat-1711	326	1	494	494	NUM
easat-1711	326	2	edelweiss	edelweiss	PROPN
easat-1711	326	3	applied	apply	VERB
easat-1711	326	4	science	science	NOUN
easat-1711	326	5	and	and	CCONJ
easat-1711	326	6	technology	technology	NOUN
easat-1711	326	7	issn	issn	PROPN
easat-1711	326	8	:	:	PUNCT
easat-1711	326	9	2576	2576	NUM
easat-1711	326	10	-	-	SYM
easat-1711	326	11	8484	8484	NUM
easat-1711	326	12	vol	vol	NOUN
easat-1711	326	13	.	.	PROPN
easat-1711	326	14	8	8	NUM
easat-1711	326	15	,	,	PUNCT
easat-1711	326	16	no	no	INTJ
easat-1711	326	17	.	.	NOUN
easat-1711	326	18	5	5	NUM
easat-1711	326	19	:	:	SYM
easat-1711	326	20	478	478	NUM
easat-1711	326	21	-	-	SYM
easat-1711	326	22	497	497	NUM
easat-1711	326	23	,	,	PUNCT
easat-1711	326	24	2024	2024	NUM
easat-1711	326	25	doi	doi	NOUN
easat-1711	326	26	:	:	PUNCT
easat-1711	326	27	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	326	28	©	©	PROPN
easat-1711	326	29	2024	2024	NUM
easat-1711	326	30	by	by	ADP
easat-1711	326	31	the	the	DET
easat-1711	326	32	authors	author	NOUN
easat-1711	326	33	;	;	PUNCT
easat-1711	327	1	licensee	licensee	PROPN
easat-1711	327	2	learning	learn	VERB
easat-1711	327	3	gate	gate	PROPN
easat-1711	327	4	figure	figure	NOUN
easat-1711	327	5	10	10	NUM
easat-1711	327	6	.	.	PUNCT
easat-1711	327	7	false	false	ADJ
easat-1711	327	8	negative	negative	ADJ
easat-1711	327	9	rate	rate	NOUN
easat-1711	327	10	(	(	PUNCT
easat-1711	327	11	fpr	fpr	NOUN
easat-1711	327	12	)	)	PUNCT
easat-1711	327	13	analysis	analysis	NOUN
easat-1711	327	14	.	.	PUNCT
easat-1711	328	1	figure	figure	NOUN
easat-1711	328	2	10	10	NUM
easat-1711	328	3	also	also	ADV
easat-1711	328	4	presents	present	VERB
easat-1711	328	5	the	the	DET
easat-1711	328	6	false	false	ADJ
easat-1711	328	7	negative	negative	ADJ
easat-1711	328	8	rate	rate	NOUN
easat-1711	328	9	(	(	PUNCT
easat-1711	328	10	fnr	fnr	PROPN
easat-1711	328	11	)	)	PUNCT
easat-1711	328	12	associated	associate	VERB
easat-1711	328	13	with	with	ADP
easat-1711	328	14	the	the	DET
easat-1711	328	15	proposed	propose	VERB
easat-1711	328	16	cwcn	cwcn	NOUN
easat-1711	328	17	-	-	PUNCT
easat-1711	328	18	hoasld	hoasld	NOUN
easat-1711	328	19	-	-	PUNCT
easat-1711	328	20	di	di	NOUN
easat-1711	328	21	model	model	NOUN
easat-1711	328	22	for	for	ADP
easat-1711	328	23	skin	skin	NOUN
easat-1711	328	24	lesion	lesion	NOUN
easat-1711	328	25	classification	classification	NOUN
easat-1711	328	26	.	.	PUNCT
easat-1711	329	1	in	in	ADP
easat-1711	329	2	comparison	comparison	NOUN
easat-1711	329	3	to	to	ADP
easat-1711	329	4	conventional	conventional	ADJ
easat-1711	329	5	approaches	approach	NOUN
easat-1711	329	6	such	such	ADJ
easat-1711	329	7	as	as	ADP
easat-1711	329	8	fdcnnvgg19	fdcnnvgg19	NOUN
easat-1711	329	9	-	-	PUNCT
easat-1711	329	10	resnet152	resnet152	PROPN
easat-1711	329	11	-	-	PUNCT
easat-1711	329	12	sld	sld	PROPN
easat-1711	329	13	-	-	PUNCT
easat-1711	329	14	di	di	NOUN
easat-1711	329	15	,	,	PUNCT
easat-1711	329	16	ddnn	ddnn	NOUN
easat-1711	329	17	-	-	PUNCT
easat-1711	329	18	lacd	lacd	NOUN
easat-1711	329	19	-	-	PUNCT
easat-1711	329	20	sld	sld	NOUN
easat-1711	329	21	-	-	PUNCT
easat-1711	329	22	di	di	NOUN
easat-1711	329	23	,	,	PUNCT
easat-1711	329	24	and	and	CCONJ
easat-1711	329	25	ci	ci	NOUN
easat-1711	329	26	-	-	ADJ
easat-1711	329	27	net	net	ADJ
easat-1711	329	28	-	-	PUNCT
easat-1711	329	29	sld	sld	NOUN
easat-1711	329	30	-	-	PUNCT
easat-1711	329	31	di	di	NOUN
easat-1711	329	32	,	,	PUNCT
easat-1711	329	33	the	the	DET
easat-1711	329	34	cwcn	cwcn	NOUN
easat-1711	329	35	-	-	PUNCT
easat-1711	329	36	hoa	hoa	NOUN
easat-1711	329	37	-	-	PUNCT
easat-1711	329	38	sld	sld	NOUN
easat-1711	329	39	-	-	PUNCT
easat-1711	329	40	di	di	NOUN
easat-1711	329	41	method	method	NOUN
easat-1711	329	42	exhibits	exhibit	VERB
easat-1711	329	43	a	a	DET
easat-1711	329	44	lower	low	ADJ
easat-1711	329	45	fnr	fnr	NOUN
easat-1711	329	46	as	as	ADP
easat-1711	329	47	99.86	99.86	NUM
easat-1711	329	48	%	%	NOUN
easat-1711	329	49	,	,	PUNCT
easat-1711	329	50	99.95	99.95	NUM
easat-1711	329	51	%	%	NOUN
easat-1711	329	52	and	and	CCONJ
easat-1711	329	53	99.93	99.93	NUM
easat-1711	329	54	%	%	NOUN
easat-1711	329	55	,	,	PUNCT
easat-1711	329	56	signifies	signify	VERB
easat-1711	329	57	the	the	DET
easat-1711	329	58	proportion	proportion	NOUN
easat-1711	329	59	of	of	ADP
easat-1711	329	60	malignant	malignant	ADJ
easat-1711	329	61	skin	skin	NOUN
easat-1711	329	62	lesions	lesion	NOUN
easat-1711	329	63	that	that	PRON
easat-1711	329	64	are	be	AUX
easat-1711	329	65	incorrectly	incorrectly	ADV
easat-1711	329	66	classified	classify	VERB
easat-1711	329	67	as	as	ADP
easat-1711	329	68	benign	benign	ADJ
easat-1711	329	69	.	.	PUNCT
easat-1711	330	1	a	a	DET
easat-1711	330	2	lower	low	ADJ
easat-1711	330	3	fnr	fnr	PROPN
easat-1711	330	4	implies	imply	VERB
easat-1711	330	5	enhanced	enhanced	ADJ
easat-1711	330	6	model	model	NOUN
easat-1711	330	7	sensitivity	sensitivity	NOUN
easat-1711	330	8	in	in	ADP
easat-1711	330	9	detecting	detect	VERB
easat-1711	330	10	malignant	malignant	ADJ
easat-1711	330	11	cases	case	NOUN
easat-1711	330	12	.	.	PUNCT
easat-1711	331	1	figure	figure	NOUN
easat-1711	331	2	11	11	NUM
easat-1711	331	3	.	.	PUNCT
easat-1711	332	1	execution	execution	NOUN
easat-1711	332	2	time	time	NOUN
easat-1711	332	3	analysis	analysis	NOUN
easat-1711	332	4	.	.	PUNCT
easat-1711	333	1	figure	figure	VERB
easat-1711	333	2	11	11	NUM
easat-1711	333	3	presents	present	VERB
easat-1711	333	4	a	a	DET
easat-1711	333	5	comparative	comparative	ADJ
easat-1711	333	6	analysis	analysis	NOUN
easat-1711	333	7	of	of	ADP
easat-1711	333	8	execution	execution	NOUN
easat-1711	333	9	time	time	NOUN
easat-1711	333	10	for	for	ADP
easat-1711	333	11	various	various	ADJ
easat-1711	333	12	skin	skin	NOUN
easat-1711	333	13	lesion	lesion	NOUN
easat-1711	333	14	types	type	NOUN
easat-1711	333	15	using	use	VERB
easat-1711	333	16	the	the	DET
easat-1711	333	17	proposed	propose	VERB
easat-1711	333	18	cwcn	cwcn	NOUN
easat-1711	333	19	-	-	PUNCT
easat-1711	333	20	hoa	hoa	PROPN
easat-1711	333	21	-	-	PUNCT
easat-1711	333	22	sld	sld	NOUN
easat-1711	333	23	-	-	PUNCT
easat-1711	333	24	di	di	NOUN
easat-1711	333	25	method	method	NOUN
easat-1711	333	26	and	and	CCONJ
easat-1711	333	27	conventional	conventional	ADJ
easat-1711	333	28	approaches	approach	NOUN
easat-1711	333	29	like	like	ADP
easat-1711	333	30	fdcnn	fdcnn	NOUN
easat-1711	333	31	-	-	PUNCT
easat-1711	333	32	vgg19resnet152	vgg19resnet152	ADJ
easat-1711	333	33	-	-	PUNCT
easat-1711	333	34	sld	sld	NOUN
easat-1711	333	35	-	-	PUNCT
easat-1711	333	36	di	di	NOUN
easat-1711	333	37	,	,	PUNCT
easat-1711	333	38	ddnn	ddnn	NOUN
easat-1711	333	39	-	-	PUNCT
easat-1711	333	40	lacd	lacd	NOUN
easat-1711	333	41	-	-	PUNCT
easat-1711	333	42	sld	sld	NOUN
easat-1711	333	43	-	-	PUNCT
easat-1711	333	44	di	di	NOUN
easat-1711	333	45	,	,	PUNCT
easat-1711	333	46	and	and	CCONJ
easat-1711	333	47	ci	ci	NOUN
easat-1711	333	48	-	-	ADJ
easat-1711	333	49	net	net	ADJ
easat-1711	333	50	-	-	PUNCT
easat-1711	333	51	sld	sld	NOUN
easat-1711	333	52	-	-	PUNCT
easat-1711	333	53	di	di	NOUN
easat-1711	333	54	.	.	PUNCT
easat-1711	334	1	the	the	DET
easat-1711	334	2	proposed	propose	VERB
easat-1711	334	3	method	method	NOUN
easat-1711	334	4	demonstrates	demonstrate	VERB
easat-1711	334	5	significantly	significantly	ADV
easat-1711	334	6	reduced	reduce	VERB
easat-1711	334	7	computational	computational	ADJ
easat-1711	334	8	cost	cost	NOUN
easat-1711	334	9	,	,	PUNCT
easat-1711	334	10	achieving	achieve	VERB
easat-1711	334	11	94.85	94.85	NUM
easat-1711	334	12	%	%	NOUN
easat-1711	334	13	,	,	PUNCT
easat-1711	334	14	82.77	82.77	NUM
easat-1711	334	15	%	%	NOUN
easat-1711	334	16	,	,	PUNCT
easat-1711	334	17	and	and	CCONJ
easat-1711	334	18	97.97	97.97	NUM
easat-1711	334	19	%	%	NOUN
easat-1711	334	20	lower	low	ADJ
easat-1711	334	21	execution	execution	NOUN
easat-1711	334	22	times	time	NOUN
easat-1711	334	23	compared	compare	VERB
easat-1711	334	24	to	to	ADP
easat-1711	334	25	the	the	DET
easat-1711	334	26	respective	respective	ADJ
easat-1711	334	27	conventional	conventional	ADJ
easat-1711	334	28	methods	method	NOUN
easat-1711	334	29	.	.	PUNCT
easat-1711	335	1	this	this	DET
easat-1711	335	2	substantial	substantial	ADJ
easat-1711	335	3	improvement	improvement	NOUN
easat-1711	335	4	in	in	ADP
easat-1711	335	5	processing	processing	NOUN
easat-1711	335	6	speed	speed	NOUN
easat-1711	335	7	highlights	highlight	NOUN
easat-1711	335	8	the	the	DET
easat-1711	335	9	computational	computational	ADJ
easat-1711	335	10	efficiency	efficiency	NOUN
easat-1711	335	11	of	of	ADP
easat-1711	335	12	the	the	DET
easat-1711	335	13	cwcn	cwcn	NOUN
easat-1711	335	14	-	-	PUNCT
easat-1711	335	15	hoa	hoa	NOUN
easat-1711	335	16	-	-	PUNCT
easat-1711	335	17	sld	sld	NOUN
easat-1711	335	18	-	-	PUNCT
easat-1711	335	19	di	di	NOUN
easat-1711	335	20	model	model	NOUN
easat-1711	335	21	,	,	PUNCT
easat-1711	335	22	making	make	VERB
easat-1711	335	23	it	it	PRON
easat-1711	335	24	a	a	DET
easat-1711	335	25	practical	practical	ADJ
easat-1711	335	26	choice	choice	NOUN
easat-1711	335	27	for	for	ADP
easat-1711	335	28	real	real	ADJ
easat-1711	335	29	-	-	PUNCT
easat-1711	335	30	world	world	NOUN
easat-1711	335	31	applications	application	NOUN
easat-1711	335	32	requiring	require	VERB
easat-1711	335	33	rapid	rapid	ADJ
easat-1711	335	34	skin	skin	NOUN
easat-1711	335	35	lesion	lesion	NOUN
easat-1711	335	36	analysis	analysis	NOUN
easat-1711	335	37	.	.	PUNCT
easat-1711	336	1	495	495	NUM
easat-1711	336	2	edelweiss	edelweiss	PROPN
easat-1711	336	3	applied	apply	VERB
easat-1711	336	4	science	science	NOUN
easat-1711	336	5	and	and	CCONJ
easat-1711	336	6	technology	technology	NOUN
easat-1711	336	7	issn	issn	PROPN
easat-1711	336	8	:	:	PUNCT
easat-1711	336	9	2576	2576	NUM
easat-1711	336	10	-	-	SYM
easat-1711	336	11	8484	8484	NUM
easat-1711	336	12	vol	vol	NOUN
easat-1711	336	13	.	.	PROPN
easat-1711	337	1	8	8	NUM
easat-1711	337	2	,	,	PUNCT
easat-1711	337	3	no	no	INTJ
easat-1711	337	4	.	.	NOUN
easat-1711	337	5	5	5	NUM
easat-1711	337	6	:	:	SYM
easat-1711	337	7	478	478	NUM
easat-1711	337	8	-	-	SYM
easat-1711	337	9	497	497	NUM
easat-1711	337	10	,	,	PUNCT
easat-1711	337	11	2024	2024	NUM
easat-1711	337	12	doi	doi	NOUN
easat-1711	337	13	:	:	PUNCT
easat-1711	337	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	337	15	©	©	PROPN
easat-1711	337	16	2024	2024	NUM
easat-1711	337	17	by	by	ADP
easat-1711	337	18	the	the	DET
easat-1711	337	19	authors	author	NOUN
easat-1711	337	20	;	;	PUNCT
easat-1711	337	21	licensee	licensee	PROPN
easat-1711	337	22	learning	learning	NOUN
easat-1711	337	23	gate	gate	NOUN
easat-1711	337	24	4.3	4.3	NUM
easat-1711	337	25	.	.	PUNCT
easat-1711	338	1	discussion	discussion	NOUN
easat-1711	338	2	the	the	DET
easat-1711	338	3	proposed	propose	VERB
easat-1711	338	4	compact	compact	ADJ
easat-1711	338	5	fortified	fortify	VERB
easat-1711	338	6	weight	weight	NOUN
easat-1711	338	7	-	-	PUNCT
easat-1711	338	8	prioritized	prioritize	VERB
easat-1711	338	9	convolutional	convolutional	ADJ
easat-1711	338	10	network	network	NOUN
easat-1711	338	11	(	(	PUNCT
easat-1711	338	12	cwcn	cwcn	ADV
easat-1711	338	13	)	)	PUNCT
easat-1711	338	14	optimized	optimize	VERB
easat-1711	338	15	with	with	ADP
easat-1711	338	16	the	the	DET
easat-1711	338	17	harbor	harbor	NOUN
easat-1711	338	18	seal	seal	NOUN
easat-1711	338	19	whiskers	whisker	NOUN
easat-1711	338	20	optimization	optimization	NOUN
easat-1711	338	21	(	(	PUNCT
easat-1711	338	22	hoa	hoa	NOUN
easat-1711	338	23	)	)	PUNCT
easat-1711	338	24	algorithm	algorithm	NOUN
easat-1711	338	25	(	(	PUNCT
easat-1711	338	26	cwcn	cwcn	NOUN
easat-1711	338	27	-	-	PUNCT
easat-1711	338	28	hoa	hoa	NOUN
easat-1711	338	29	-	-	PUNCT
easat-1711	338	30	sld	sld	NOUN
easat-1711	338	31	-	-	PUNCT
easat-1711	338	32	di	di	NOUN
easat-1711	338	33	)	)	PUNCT
easat-1711	338	34	demonstrates	demonstrate	VERB
easat-1711	338	35	promising	promise	VERB
easat-1711	338	36	results	result	NOUN
easat-1711	338	37	from	from	ADP
easat-1711	338	38	figure	figure	NOUN
easat-1711	338	39	4	4	NUM
easat-1711	338	40	-	-	SYM
easat-1711	338	41	11	11	NUM
easat-1711	338	42	and	and	CCONJ
easat-1711	338	43	table	table	NOUN
easat-1711	338	44	1	1	NUM
easat-1711	338	45	for	for	ADP
easat-1711	338	46	skin	skin	NOUN
easat-1711	338	47	lesion	lesion	NOUN
easat-1711	338	48	classification	classification	NOUN
easat-1711	338	49	using	use	VERB
easat-1711	338	50	dermoscopic	dermoscopic	ADJ
easat-1711	338	51	images	image	NOUN
easat-1711	338	52	.	.	PUNCT
easat-1711	338	53	table	table	NOUN
easat-1711	338	54	1	1	NUM
easat-1711	338	55	.	.	PUNCT
easat-1711	339	1	overall	overall	ADJ
easat-1711	339	2	evaluation	evaluation	NOUN
easat-1711	339	3	metrics	metric	NOUN
easat-1711	339	4	analysis	analysis	NOUN
easat-1711	339	5	.	.	PUNCT
easat-1711	340	1	performance	performance	NOUN
easat-1711	340	2	metrics	metric	NOUN
easat-1711	340	3	/	/	SYM
easat-1711	340	4	methods	method	NOUN
easat-1711	340	5	fdcnnvgg19resnet152sld	fdcnnvgg19resnet152sld	PROPN
easat-1711	340	6	-	-	PUNCT
easat-1711	340	7	di	di	NOUN
easat-1711	340	8	ddnnlacdsld	ddnnlacdsld	PROPN
easat-1711	340	9	-	-	PUNCT
easat-1711	340	10	di	di	NOUN
easat-1711	340	11	ci	ci	NOUN
easat-1711	340	12	-	-	PUNCT
easat-1711	340	13	netsld	netsld	NOUN
easat-1711	340	14	-	-	PUNCT
easat-1711	340	15	di	di	NOUN
easat-1711	340	16	cwcn	cwcn	NOUN
easat-1711	340	17	-	-	PUNCT
easat-1711	340	18	hoa	hoa	NOUN
easat-1711	340	19	-	-	NOUN
easat-1711	340	20	slddi	slddi	NOUN
easat-1711	340	21	(	(	PUNCT
easat-1711	340	22	proposed	propose	VERB
easat-1711	340	23	)	)	PUNCT
easat-1711	340	24	accuracy	accuracy	NOUN
easat-1711	340	25	(	(	PUNCT
easat-1711	340	26	%	%	INTJ
easat-1711	340	27	)	)	PUNCT
easat-1711	340	28	90.78	90.78	NUM
easat-1711	340	29	75.60429	75.60429	NUM
easat-1711	340	30	84.20857	84.20857	NUM
easat-1711	340	31	99.98857	99.98857	NUM
easat-1711	340	32	sensitivity	sensitivity	NOUN
easat-1711	340	33	(	(	PUNCT
easat-1711	340	34	recall	recall	NOUN
easat-1711	340	35	)	)	PUNCT
easat-1711	340	36	(	(	PUNCT
easat-1711	340	37	%	%	INTJ
easat-1711	340	38	)	)	PUNCT
easat-1711	340	39	91.35143	91.35143	NUM
easat-1711	340	40	72.26629	72.26629	NUM
easat-1711	340	41	82.46943	82.46943	NUM
easat-1711	340	42	99.98857	99.98857	NUM
easat-1711	340	43	specificity	specificity	NOUN
easat-1711	340	44	(	(	PUNCT
easat-1711	340	45	%	%	NOUN
easat-1711	340	46	)	)	PUNCT
easat-1711	340	47	81.99571	81.99571	NUM
easat-1711	340	48	71.14286	71.14286	NUM
easat-1711	340	49	81.71429	81.71429	NUM
easat-1711	340	50	99.988	99.988	NUM
easat-1711	340	51	precision	precision	NOUN
easat-1711	340	52	(	(	PUNCT
easat-1711	340	53	%	%	NOUN
easat-1711	340	54	)	)	PUNCT
easat-1711	340	55	91.14771	91.14771	NUM
easat-1711	340	56	70.6	70.6	NUM
easat-1711	340	57	81.70571	81.70571	NUM
easat-1711	340	58	99.98857	99.98857	NUM
easat-1711	340	59	f1	f1	NOUN
easat-1711	340	60	-	-	PUNCT
easat-1711	340	61	score	score	NOUN
easat-1711	340	62	(	(	PUNCT
easat-1711	340	63	%	%	INTJ
easat-1711	340	64	)	)	PUNCT
easat-1711	340	65	91.24245	91.24245	NUM
easat-1711	340	66	71.35785	71.35785	NUM
easat-1711	340	67	82.07087	82.07087	NUM
easat-1711	340	68	99.98857	99.98857	NUM
easat-1711	340	69	false	false	ADJ
easat-1711	340	70	positive	positive	ADJ
easat-1711	340	71	rate	rate	NOUN
easat-1711	340	72	(	(	PUNCT
easat-1711	340	73	%	%	INTJ
easat-1711	340	74	)	)	PUNCT
easat-1711	340	75	18.00429	18.00429	NUM
easat-1711	340	76	28.85714	28.85714	NUM
easat-1711	340	77	18.28571	18.28571	NUM
easat-1711	340	78	0.012	0.012	NUM
easat-1711	340	79	false	false	ADJ
easat-1711	340	80	negative	negative	ADJ
easat-1711	340	81	rate	rate	NOUN
easat-1711	340	82	(	(	PUNCT
easat-1711	340	83	%	%	NOUN
easat-1711	340	84	)	)	PUNCT
easat-1711	340	85	8.648571	8.648571	NUM
easat-1711	340	86	27.73371	27.73371	NUM
easat-1711	340	87	17.53057	17.53057	NUM
easat-1711	340	88	0.011429	0.011429	NUM
easat-1711	340	89	latency	latency	NOUN
easat-1711	340	90	(	(	PUNCT
easat-1711	340	91	ms	ms	PROPN
easat-1711	340	92	)	)	PUNCT
easat-1711	340	93	1789	1789	NUM
easat-1711	340	94	534	534	NUM
easat-1711	340	95	4543	4543	NUM
easat-1711	340	96	92	92	NUM
easat-1711	340	97	the	the	DET
easat-1711	340	98	cwcn	cwcn	NOUN
easat-1711	340	99	-	-	PUNCT
easat-1711	340	100	hoa	hoa	NOUN
easat-1711	340	101	-	-	PUNCT
easat-1711	340	102	sld	sld	NOUN
easat-1711	340	103	-	-	PUNCT
easat-1711	340	104	di	di	NOUN
easat-1711	340	105	model	model	NOUN
easat-1711	340	106	achieves	achieve	VERB
easat-1711	340	107	significantly	significantly	ADV
easat-1711	340	108	higher	high	ADJ
easat-1711	340	109	accuracy	accuracy	NOUN
easat-1711	340	110	as	as	ADP
easat-1711	340	111	10.14	10.14	NUM
easat-1711	340	112	%	%	NOUN
easat-1711	340	113	,	,	PUNCT
easat-1711	340	114	32.25	32.25	NUM
easat-1711	340	115	%	%	NOUN
easat-1711	340	116	and	and	CCONJ
easat-1711	340	117	18.73	18.73	NUM
easat-1711	340	118	%	%	NOUN
easat-1711	340	119	and	and	CCONJ
easat-1711	340	120	f1	f1	NOUN
easat-1711	340	121	-	-	PUNCT
easat-1711	340	122	score	score	NOUN
easat-1711	340	123	as	as	ADP
easat-1711	340	124	9.58	9.58	NUM
easat-1711	340	125	%	%	NOUN
easat-1711	340	126	,	,	PUNCT
easat-1711	340	127	40.12	40.12	NUM
easat-1711	340	128	%	%	NOUN
easat-1711	340	129	and	and	CCONJ
easat-1711	340	130	21.83	21.83	NUM
easat-1711	340	131	%	%	NOUN
easat-1711	340	132	compared	compare	VERB
easat-1711	340	133	to	to	ADP
easat-1711	340	134	conventional	conventional	ADJ
easat-1711	340	135	methods	method	NOUN
easat-1711	340	136	across	across	ADP
easat-1711	340	137	various	various	ADJ
easat-1711	340	138	skin	skin	NOUN
easat-1711	340	139	lesion	lesion	NOUN
easat-1711	340	140	categories	category	NOUN
easat-1711	340	141	.	.	PUNCT
easat-1711	341	1	the	the	DET
easat-1711	341	2	model	model	NOUN
easat-1711	341	3	also	also	ADV
easat-1711	341	4	exhibits	exhibit	VERB
easat-1711	341	5	enhanced	enhanced	ADJ
easat-1711	341	6	sensitivity	sensitivity	NOUN
easat-1711	341	7	as	as	ADP
easat-1711	341	8	9.45	9.45	NUM
easat-1711	341	9	%	%	NOUN
easat-1711	341	10	,	,	PUNCT
easat-1711	341	11	38.36	38.36	NUM
easat-1711	341	12	%	%	NOUN
easat-1711	341	13	and	and	CCONJ
easat-1711	341	14	21.24	21.24	NUM
easat-1711	341	15	%	%	NOUN
easat-1711	341	16	and	and	CCONJ
easat-1711	341	17	precision	precision	NOUN
easat-1711	341	18	as	as	ADP
easat-1711	341	19	9.69	9.69	NUM
easat-1711	341	20	%	%	NOUN
easat-1711	341	21	,	,	PUNCT
easat-1711	341	22	41.62	41.62	NUM
easat-1711	341	23	%	%	NOUN
easat-1711	341	24	and	and	CCONJ
easat-1711	341	25	22.37	22.37	NUM
easat-1711	341	26	%	%	NOUN
easat-1711	341	27	,	,	PUNCT
easat-1711	341	28	suggesting	suggest	VERB
easat-1711	341	29	its	its	PRON
easat-1711	341	30	effectiveness	effectiveness	NOUN
easat-1711	341	31	in	in	ADP
easat-1711	341	32	accurately	accurately	ADV
easat-1711	341	33	detecting	detect	VERB
easat-1711	341	34	both	both	CCONJ
easat-1711	341	35	malignant	malignant	ADJ
easat-1711	341	36	and	and	CCONJ
easat-1711	341	37	benign	benign	ADJ
easat-1711	341	38	lesions	lesion	NOUN
easat-1711	341	39	while	while	SCONJ
easat-1711	341	40	minimizing	minimize	VERB
easat-1711	341	41	misclassifications	misclassification	NOUN
easat-1711	341	42	.	.	PUNCT
easat-1711	342	1	lower	low	ADJ
easat-1711	342	2	false	false	ADJ
easat-1711	342	3	positive	positive	ADJ
easat-1711	342	4	rates	rate	NOUN
easat-1711	342	5	(	(	PUNCT
easat-1711	342	6	fpr	fpr	NOUN
easat-1711	342	7	)	)	PUNCT
easat-1711	342	8	as	as	ADP
easat-1711	342	9	99.92	99.92	NUM
easat-1711	342	10	%	%	NOUN
easat-1711	342	11	,	,	PUNCT
easat-1711	342	12	99.95	99.95	NUM
easat-1711	342	13	%	%	NOUN
easat-1711	342	14	and	and	CCONJ
easat-1711	342	15	99.93	99.93	NUM
easat-1711	342	16	%	%	NOUN
easat-1711	342	17	,	,	PUNCT
easat-1711	342	18	and	and	CCONJ
easat-1711	342	19	false	false	ADJ
easat-1711	342	20	negative	negative	ADJ
easat-1711	342	21	rates	rate	NOUN
easat-1711	342	22	(	(	PUNCT
easat-1711	342	23	fnr	fnr	PROPN
easat-1711	342	24	)	)	PUNCT
easat-1711	342	25	as	as	ADP
easat-1711	342	26	99.86	99.86	NUM
easat-1711	342	27	%	%	NOUN
easat-1711	342	28	,	,	PUNCT
easat-1711	342	29	99.95	99.95	NUM
easat-1711	342	30	%	%	NOUN
easat-1711	342	31	and	and	CCONJ
easat-1711	342	32	99.93	99.93	NUM
easat-1711	342	33	%	%	NOUN
easat-1711	342	34	signify	signify	VERB
easat-1711	342	35	the	the	DET
easat-1711	342	36	model	model	NOUN
easat-1711	342	37	's	's	PART
easat-1711	342	38	ability	ability	NOUN
easat-1711	342	39	to	to	PART
easat-1711	342	40	avoid	avoid	VERB
easat-1711	342	41	false	false	ADJ
easat-1711	342	42	alarms	alarm	NOUN
easat-1711	342	43	and	and	CCONJ
easat-1711	342	44	accurately	accurately	ADV
easat-1711	342	45	identify	identify	VERB
easat-1711	342	46	true	true	ADJ
easat-1711	342	47	negative	negative	ADJ
easat-1711	342	48	and	and	CCONJ
easat-1711	342	49	positive	positive	ADJ
easat-1711	342	50	cases	case	NOUN
easat-1711	342	51	,	,	PUNCT
easat-1711	342	52	respectively	respectively	ADV
easat-1711	342	53	.	.	PUNCT
easat-1711	343	1	high	high	ADJ
easat-1711	343	2	specificity	specificity	NOUN
easat-1711	343	3	values	value	NOUN
easat-1711	343	4	as	as	ADP
easat-1711	343	5	21.94	21.94	NUM
easat-1711	343	6	%	%	NOUN
easat-1711	343	7	,	,	PUNCT
easat-1711	343	8	40.54	40.54	NUM
easat-1711	343	9	%	%	NOUN
easat-1711	343	10	and	and	CCONJ
easat-1711	343	11	22.36	22.36	NUM
easat-1711	343	12	%	%	NOUN
easat-1711	343	13	indicate	indicate	VERB
easat-1711	343	14	the	the	DET
easat-1711	343	15	model	model	NOUN
easat-1711	343	16	's	's	PART
easat-1711	343	17	capability	capability	NOUN
easat-1711	343	18	to	to	PART
easat-1711	343	19	accurately	accurately	ADV
easat-1711	343	20	identify	identify	VERB
easat-1711	343	21	true	true	ADJ
easat-1711	343	22	negative	negative	ADJ
easat-1711	343	23	cases	case	NOUN
easat-1711	343	24	across	across	ADP
easat-1711	343	25	various	various	ADJ
easat-1711	343	26	skin	skin	NOUN
easat-1711	343	27	lesions	lesion	NOUN
easat-1711	343	28	.	.	PUNCT
easat-1711	344	1	the	the	DET
easat-1711	344	2	cwcn	cwcn	PROPN
easat-1711	344	3	-	-	PUNCT
easat-1711	344	4	hoa	hoa	NOUN
easat-1711	344	5	-	-	PUNCT
easat-1711	344	6	sld	sld	NOUN
easat-1711	344	7	-	-	PUNCT
easat-1711	344	8	di	di	NOUN
easat-1711	344	9	model	model	NOUN
easat-1711	344	10	demonstrates	demonstrate	VERB
easat-1711	344	11	significantly	significantly	ADV
easat-1711	344	12	reduced	reduce	VERB
easat-1711	344	13	execution	execution	NOUN
easat-1711	344	14	time	time	NOUN
easat-1711	344	15	as	as	ADP
easat-1711	344	16	94.85	94.85	NUM
easat-1711	344	17	%	%	NOUN
easat-1711	344	18	,	,	PUNCT
easat-1711	344	19	82.77	82.77	NUM
easat-1711	344	20	%	%	NOUN
easat-1711	344	21	,	,	PUNCT
easat-1711	344	22	and	and	CCONJ
easat-1711	344	23	97.97	97.97	NUM
easat-1711	344	24	%	%	NOUN
easat-1711	344	25	compared	compare	VERB
easat-1711	344	26	to	to	ADP
easat-1711	344	27	conventional	conventional	ADJ
easat-1711	344	28	approaches	approach	NOUN
easat-1711	344	29	like	like	ADP
easat-1711	344	30	fdcnn	fdcnn	PROPN
easat-1711	344	31	-	-	PUNCT
easat-1711	344	32	vgg19	vgg19	NOUN
easat-1711	344	33	-	-	PUNCT
easat-1711	344	34	resnet152	resnet152	PROPN
easat-1711	344	35	-	-	PUNCT
easat-1711	344	36	sld	sld	PROPN
easat-1711	344	37	-	-	PUNCT
easat-1711	344	38	di	di	NOUN
easat-1711	344	39	,	,	PUNCT
easat-1711	344	40	ddnn	ddnn	NOUN
easat-1711	344	41	-	-	PUNCT
easat-1711	344	42	lacd	lacd	NOUN
easat-1711	344	43	-	-	PUNCT
easat-1711	344	44	sld	sld	NOUN
easat-1711	344	45	-	-	PUNCT
easat-1711	344	46	di	di	NOUN
easat-1711	344	47	,	,	PUNCT
easat-1711	344	48	and	and	CCONJ
easat-1711	344	49	cinet	cinet	NOUN
easat-1711	344	50	-	-	PUNCT
easat-1711	344	51	sld	sld	NOUN
easat-1711	344	52	-	-	PUNCT
easat-1711	344	53	di	di	NOUN
easat-1711	344	54	respectively	respectively	ADV
easat-1711	344	55	.	.	PUNCT
easat-1711	345	1	this	this	PRON
easat-1711	345	2	makes	make	VERB
easat-1711	345	3	it	it	PRON
easat-1711	345	4	a	a	DET
easat-1711	345	5	practical	practical	ADJ
easat-1711	345	6	solution	solution	NOUN
easat-1711	345	7	for	for	ADP
easat-1711	345	8	real	real	ADJ
easat-1711	345	9	-	-	PUNCT
easat-1711	345	10	world	world	NOUN
easat-1711	345	11	clinical	clinical	ADJ
easat-1711	345	12	applications	application	NOUN
easat-1711	345	13	demanding	demand	VERB
easat-1711	345	14	rapid	rapid	ADJ
easat-1711	345	15	skin	skin	NOUN
easat-1711	345	16	lesion	lesion	NOUN
easat-1711	345	17	analysis	analysis	NOUN
easat-1711	345	18	.	.	PUNCT
easat-1711	346	1	future	future	ADJ
easat-1711	346	2	research	research	NOUN
easat-1711	346	3	will	will	AUX
easat-1711	346	4	focus	focus	VERB
easat-1711	346	5	on	on	ADP
easat-1711	346	6	expanding	expand	VERB
easat-1711	346	7	the	the	DET
easat-1711	346	8	model	model	NOUN
easat-1711	346	9	's	's	PART
easat-1711	346	10	capabilities	capability	NOUN
easat-1711	346	11	and	and	CCONJ
easat-1711	346	12	applicability	applicability	NOUN
easat-1711	346	13	.	.	PUNCT
easat-1711	347	1	training	train	VERB
easat-1711	347	2	the	the	DET
easat-1711	347	3	model	model	NOUN
easat-1711	347	4	with	with	ADP
easat-1711	347	5	a	a	DET
easat-1711	347	6	larger	large	ADJ
easat-1711	347	7	and	and	CCONJ
easat-1711	347	8	more	more	ADV
easat-1711	347	9	diverse	diverse	ADJ
easat-1711	347	10	dataset	dataset	NOUN
easat-1711	347	11	enhance	enhance	VERB
easat-1711	347	12	its	its	PRON
easat-1711	347	13	generalizability	generalizability	NOUN
easat-1711	347	14	,	,	PUNCT
easat-1711	347	15	while	while	SCONJ
easat-1711	347	16	multi	multi	ADJ
easat-1711	347	17	-	-	ADJ
easat-1711	347	18	center	center	ADJ
easat-1711	347	19	validation	validation	NOUN
easat-1711	347	20	studies	study	NOUN
easat-1711	347	21	strengthen	strengthen	VERB
easat-1711	347	22	its	its	PRON
easat-1711	347	23	clinical	clinical	ADJ
easat-1711	347	24	relevance	relevance	NOUN
easat-1711	347	25	.	.	PUNCT
easat-1711	348	1	by	by	ADP
easat-1711	348	2	addressing	address	VERB
easat-1711	348	3	these	these	DET
easat-1711	348	4	areas	area	NOUN
easat-1711	348	5	,	,	PUNCT
easat-1711	348	6	the	the	DET
easat-1711	348	7	cwcn	cwcn	NOUN
easat-1711	348	8	-	-	PUNCT
easat-1711	348	9	hoa	hoa	NOUN
easat-1711	348	10	-	-	PUNCT
easat-1711	348	11	sld	sld	NOUN
easat-1711	348	12	-	-	PUNCT
easat-1711	348	13	di	di	NOUN
easat-1711	348	14	model	model	NOUN
easat-1711	348	15	has	have	VERB
easat-1711	348	16	the	the	DET
easat-1711	348	17	potential	potential	NOUN
easat-1711	348	18	to	to	PART
easat-1711	348	19	become	become	VERB
easat-1711	348	20	a	a	DET
easat-1711	348	21	valuable	valuable	ADJ
easat-1711	348	22	tool	tool	NOUN
easat-1711	348	23	for	for	ADP
easat-1711	348	24	dermatologists	dermatologist	NOUN
easat-1711	348	25	in	in	ADP
easat-1711	348	26	early	early	ADJ
easat-1711	348	27	and	and	CCONJ
easat-1711	348	28	accurate	accurate	ADJ
easat-1711	348	29	skin	skin	NOUN
easat-1711	348	30	cancer	cancer	NOUN
easat-1711	348	31	detection	detection	NOUN
easat-1711	348	32	,	,	PUNCT
easat-1711	348	33	ultimately	ultimately	ADV
easat-1711	348	34	contributing	contribute	VERB
easat-1711	348	35	to	to	ADP
easat-1711	348	36	improved	improve	VERB
easat-1711	348	37	patient	patient	ADJ
easat-1711	348	38	outcomes	outcome	NOUN
easat-1711	348	39	.	.	PUNCT
easat-1711	349	1	5	5	X
easat-1711	349	2	.	.	X
easat-1711	349	3	conclusion	conclusion	NOUN
easat-1711	349	4	the	the	DET
easat-1711	349	5	cwcn	cwcn	NOUN
easat-1711	349	6	-	-	PUNCT
easat-1711	349	7	hoa	hoa	NOUN
easat-1711	349	8	-	-	PUNCT
easat-1711	349	9	sld	sld	NOUN
easat-1711	349	10	-	-	PUNCT
easat-1711	349	11	di	di	NOUN
easat-1711	349	12	model	model	NOUN
easat-1711	349	13	represents	represent	VERB
easat-1711	349	14	a	a	DET
easat-1711	349	15	significant	significant	ADJ
easat-1711	349	16	advancement	advancement	NOUN
easat-1711	349	17	in	in	ADP
easat-1711	349	18	automated	automate	VERB
easat-1711	349	19	skin	skin	NOUN
easat-1711	349	20	lesion	lesion	NOUN
easat-1711	349	21	classification	classification	NOUN
easat-1711	349	22	.	.	PUNCT
easat-1711	350	1	by	by	ADP
easat-1711	350	2	effectively	effectively	ADV
easat-1711	350	3	combining	combine	VERB
easat-1711	350	4	the	the	DET
easat-1711	350	5	compact	compact	ADJ
easat-1711	350	6	fortified	fortify	VERB
easat-1711	350	7	weight	weight	NOUN
easat-1711	350	8	-	-	PUNCT
easat-1711	350	9	prioritized	prioritize	VERB
easat-1711	350	10	convolutional	convolutional	ADJ
easat-1711	350	11	network	network	NOUN
easat-1711	350	12	with	with	ADP
easat-1711	350	13	the	the	DET
easat-1711	350	14	harbor	harbor	NOUN
easat-1711	350	15	seal	seal	NOUN
easat-1711	350	16	whiskers	whisker	NOUN
easat-1711	350	17	optimization	optimization	NOUN
easat-1711	350	18	algorithm	algorithm	NOUN
easat-1711	350	19	,	,	PUNCT
easat-1711	350	20	the	the	DET
easat-1711	350	21	model	model	NOUN
easat-1711	350	22	achieves	achieve	VERB
easat-1711	350	23	a	a	DET
easat-1711	350	24	remarkable	remarkable	ADJ
easat-1711	350	25	balance	balance	NOUN
easat-1711	350	26	between	between	ADP
easat-1711	350	27	diagnostic	diagnostic	ADJ
easat-1711	350	28	accuracy	accuracy	NOUN
easat-1711	350	29	and	and	CCONJ
easat-1711	350	30	computational	computational	ADJ
easat-1711	350	31	efficiency	efficiency	NOUN
easat-1711	350	32	.	.	PUNCT
easat-1711	351	1	this	this	DET
easat-1711	351	2	dual	dual	ADJ
easat-1711	351	3	advantage	advantage	NOUN
easat-1711	351	4	positions	position	NOUN
easat-1711	351	5	the	the	DET
easat-1711	351	6	model	model	NOUN
easat-1711	351	7	as	as	ADP
easat-1711	351	8	a	a	DET
easat-1711	351	9	transformative	transformative	ADJ
easat-1711	351	10	tool	tool	NOUN
easat-1711	351	11	in	in	ADP
easat-1711	351	12	dermatology	dermatology	NOUN
easat-1711	351	13	.	.	PUNCT
easat-1711	352	1	its	its	PRON
easat-1711	352	2	robustness	robustness	NOUN
easat-1711	352	3	,	,	PUNCT
easat-1711	352	4	demonstrated	demonstrate	VERB
easat-1711	352	5	through	through	ADP
easat-1711	352	6	extensive	extensive	ADJ
easat-1711	352	7	testing	testing	NOUN
easat-1711	352	8	on	on	ADP
easat-1711	352	9	the	the	DET
easat-1711	352	10	isic	isic	PROPN
easat-1711	352	11	archive	archive	NOUN
easat-1711	352	12	dataset	dataset	NOUN
easat-1711	352	13	,	,	PUNCT
easat-1711	352	14	ensures	ensure	VERB
easat-1711	352	15	consistent	consistent	ADJ
easat-1711	352	16	and	and	CCONJ
easat-1711	352	17	reliable	reliable	ADJ
easat-1711	352	18	results	result	NOUN
easat-1711	352	19	across	across	ADP
easat-1711	352	20	diverse	diverse	ADJ
easat-1711	352	21	lesion	lesion	NOUN
easat-1711	352	22	types	type	NOUN
easat-1711	352	23	.	.	PUNCT
easat-1711	353	1	moreover	moreover	ADV
easat-1711	353	2	,	,	PUNCT
easat-1711	353	3	the	the	DET
easat-1711	353	4	model	model	NOUN
easat-1711	353	5	's	's	PART
easat-1711	353	6	adaptability	adaptability	NOUN
easat-1711	353	7	to	to	ADP
easat-1711	353	8	various	various	ADJ
easat-1711	353	9	clinical	clinical	ADJ
easat-1711	353	10	environments	environment	NOUN
easat-1711	353	11	paves	pave	VERB
easat-1711	353	12	the	the	DET
easat-1711	353	13	way	way	NOUN
easat-1711	353	14	for	for	ADP
easat-1711	353	15	widespread	widespread	ADJ
easat-1711	353	16	implementation	implementation	NOUN
easat-1711	353	17	,	,	PUNCT
easat-1711	353	18	making	make	VERB
easat-1711	353	19	early	early	ADJ
easat-1711	353	20	detection	detection	NOUN
easat-1711	353	21	and	and	CCONJ
easat-1711	353	22	treatment	treatment	NOUN
easat-1711	353	23	more	more	ADV
easat-1711	353	24	accessible	accessible	ADJ
easat-1711	353	25	globally	globally	ADV
easat-1711	353	26	.	.	PUNCT
easat-1711	354	1	the	the	DET
easat-1711	354	2	cwcn	cwcn	NOUN
easat-1711	354	3	-	-	PUNCT
easat-1711	354	4	hoasld	hoasld	NOUN
easat-1711	354	5	-	-	PUNCT
easat-1711	354	6	di	di	NOUN
easat-1711	354	7	model	model	NOUN
easat-1711	354	8	achieves	achieve	VERB
easat-1711	354	9	10.14	10.14	NUM
easat-1711	354	10	%	%	NOUN
easat-1711	354	11	,	,	PUNCT
easat-1711	354	12	32.25	32.25	NUM
easat-1711	354	13	%	%	NOUN
easat-1711	354	14	and	and	CCONJ
easat-1711	354	15	18.73	18.73	NUM
easat-1711	354	16	%	%	NOUN
easat-1711	354	17	high	high	ADJ
easat-1711	354	18	accuracy	accuracy	NOUN
easat-1711	354	19	;	;	PUNCT
easat-1711	354	20	9.45	9.45	NUM
easat-1711	354	21	%	%	NOUN
easat-1711	354	22	,	,	PUNCT
easat-1711	354	23	38.36	38.36	NUM
easat-1711	354	24	%	%	NOUN
easat-1711	354	25	and	and	CCONJ
easat-1711	354	26	21.24	21.24	NUM
easat-1711	354	27	%	%	NOUN
easat-1711	354	28	high	high	ADJ
easat-1711	354	29	sensitivity	sensitivity	NOUN
easat-1711	354	30	;	;	PUNCT
easat-1711	354	31	21.94	21.94	NUM
easat-1711	354	32	%	%	NOUN
easat-1711	354	33	,	,	PUNCT
easat-1711	354	34	40.54	40.54	NUM
easat-1711	354	35	%	%	NOUN
easat-1711	354	36	and	and	CCONJ
easat-1711	354	37	22.36	22.36	NUM
easat-1711	354	38	%	%	NOUN
easat-1711	354	39	high	high	ADJ
easat-1711	354	40	specificity	specificity	NOUN
easat-1711	354	41	;	;	PUNCT
easat-1711	354	42	9.69	9.69	NUM
easat-1711	354	43	%	%	NOUN
easat-1711	354	44	,	,	PUNCT
easat-1711	354	45	41.62	41.62	NUM
easat-1711	354	46	%	%	NOUN
easat-1711	354	47	and	and	CCONJ
easat-1711	354	48	22.37	22.37	NUM
easat-1711	354	49	%	%	NOUN
easat-1711	354	50	high	high	ADJ
easat-1711	354	51	precision	precision	NOUN
easat-1711	354	52	;	;	PUNCT
easat-1711	354	53	496	496	NUM
easat-1711	354	54	edelweiss	edelweiss	PROPN
easat-1711	354	55	applied	apply	VERB
easat-1711	354	56	science	science	NOUN
easat-1711	354	57	and	and	CCONJ
easat-1711	354	58	technology	technology	NOUN
easat-1711	354	59	issn	issn	PROPN
easat-1711	354	60	:	:	PUNCT
easat-1711	354	61	2576	2576	NUM
easat-1711	354	62	-	-	SYM
easat-1711	354	63	8484	8484	NUM
easat-1711	354	64	vol	vol	NOUN
easat-1711	354	65	.	.	PROPN
easat-1711	354	66	8	8	NUM
easat-1711	354	67	,	,	PUNCT
easat-1711	354	68	no	no	INTJ
easat-1711	354	69	.	.	NOUN
easat-1711	354	70	5	5	NUM
easat-1711	354	71	:	:	SYM
easat-1711	354	72	478	478	NUM
easat-1711	354	73	-	-	SYM
easat-1711	354	74	497	497	NUM
easat-1711	354	75	,	,	PUNCT
easat-1711	354	76	2024	2024	NUM
easat-1711	354	77	doi	doi	NOUN
easat-1711	354	78	:	:	PUNCT
easat-1711	354	79	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	354	80	©	©	PROPN
easat-1711	354	81	2024	2024	NUM
easat-1711	354	82	by	by	ADP
easat-1711	354	83	the	the	DET
easat-1711	354	84	authors	author	NOUN
easat-1711	354	85	;	;	PUNCT
easat-1711	354	86	licensee	licensee	PROPN
easat-1711	354	87	learning	learning	NOUN
easat-1711	354	88	gate	gate	NOUN
easat-1711	354	89	9.58	9.58	NUM
easat-1711	354	90	%	%	NOUN
easat-1711	354	91	,	,	PUNCT
easat-1711	354	92	40.12	40.12	NUM
easat-1711	354	93	%	%	NOUN
easat-1711	354	94	and	and	CCONJ
easat-1711	354	95	21.83	21.83	NUM
easat-1711	354	96	%	%	NOUN
easat-1711	354	97	high	high	ADJ
easat-1711	354	98	f1	f1	NOUN
easat-1711	354	99	-	-	PUNCT
easat-1711	354	100	score	score	NOUN
easat-1711	354	101	;	;	PUNCT
easat-1711	354	102	99.92	99.92	NUM
easat-1711	354	103	%	%	NOUN
easat-1711	354	104	,	,	PUNCT
easat-1711	354	105	99.95	99.95	NUM
easat-1711	354	106	%	%	NOUN
easat-1711	354	107	and	and	CCONJ
easat-1711	354	108	99.93	99.93	NUM
easat-1711	354	109	%	%	NOUN
easat-1711	354	110	low	low	ADJ
easat-1711	354	111	false	false	ADJ
easat-1711	354	112	positive	positive	ADJ
easat-1711	354	113	rates	rate	NOUN
easat-1711	354	114	(	(	PUNCT
easat-1711	354	115	fpr	fpr	NOUN
easat-1711	354	116	)	)	PUNCT
easat-1711	354	117	;	;	PUNCT
easat-1711	354	118	99.86	99.86	NUM
easat-1711	354	119	%	%	NOUN
easat-1711	354	120	,	,	PUNCT
easat-1711	354	121	99.95	99.95	NUM
easat-1711	354	122	%	%	NOUN
easat-1711	354	123	and	and	CCONJ
easat-1711	354	124	99.93	99.93	NUM
easat-1711	354	125	%	%	NOUN
easat-1711	354	126	low	low	ADJ
easat-1711	354	127	false	false	ADJ
easat-1711	354	128	negative	negative	ADJ
easat-1711	354	129	rates	rate	NOUN
easat-1711	354	130	(	(	PUNCT
easat-1711	354	131	fnr	fnr	PROPN
easat-1711	354	132	)	)	PUNCT
easat-1711	354	133	and	and	CCONJ
easat-1711	354	134	94.85	94.85	NUM
easat-1711	354	135	%	%	NOUN
easat-1711	354	136	,	,	PUNCT
easat-1711	354	137	82.77	82.77	NUM
easat-1711	354	138	%	%	NOUN
easat-1711	354	139	,	,	PUNCT
easat-1711	354	140	and	and	CCONJ
easat-1711	354	141	97.97	97.97	NUM
easat-1711	354	142	%	%	NOUN
easat-1711	354	143	lower	low	ADJ
easat-1711	354	144	execution	execution	NOUN
easat-1711	354	145	times	time	NOUN
easat-1711	354	146	compared	compare	VERB
easat-1711	354	147	to	to	ADP
easat-1711	354	148	conventional	conventional	ADJ
easat-1711	354	149	approaches	approach	NOUN
easat-1711	354	150	like	like	ADP
easat-1711	354	151	fdcnn	fdcnn	PROPN
easat-1711	354	152	-	-	PUNCT
easat-1711	354	153	vgg19	vgg19	NOUN
easat-1711	354	154	-	-	PUNCT
easat-1711	354	155	resnet152	resnet152	PROPN
easat-1711	354	156	-	-	PUNCT
easat-1711	354	157	sld	sld	PROPN
easat-1711	354	158	-	-	PUNCT
easat-1711	354	159	di	di	NOUN
easat-1711	354	160	,	,	PUNCT
easat-1711	354	161	ddnn	ddnn	NOUN
easat-1711	354	162	-	-	PUNCT
easat-1711	354	163	lacd	lacd	NOUN
easat-1711	354	164	-	-	PUNCT
easat-1711	354	165	sld	sld	NOUN
easat-1711	354	166	-	-	PUNCT
easat-1711	354	167	di	di	NOUN
easat-1711	354	168	,	,	PUNCT
easat-1711	354	169	and	and	CCONJ
easat-1711	354	170	ci	ci	NOUN
easat-1711	354	171	-	-	ADJ
easat-1711	354	172	net	net	ADJ
easat-1711	354	173	-	-	PUNCT
easat-1711	354	174	sld	sld	NOUN
easat-1711	354	175	-	-	PUNCT
easat-1711	354	176	di	di	NOUN
easat-1711	354	177	respectively	respectively	ADV
easat-1711	354	178	.	.	PUNCT
easat-1711	355	1	in	in	ADP
easat-1711	355	2	future	future	ADJ
easat-1711	355	3	research	research	NOUN
easat-1711	355	4	will	will	AUX
easat-1711	355	5	focus	focus	VERB
easat-1711	355	6	on	on	ADP
easat-1711	355	7	expanding	expand	VERB
easat-1711	355	8	the	the	DET
easat-1711	355	9	model	model	NOUN
easat-1711	355	10	's	's	PART
easat-1711	355	11	training	training	NOUN
easat-1711	355	12	data	datum	NOUN
easat-1711	355	13	and	and	CCONJ
easat-1711	355	14	validating	validate	VERB
easat-1711	355	15	its	its	PRON
easat-1711	355	16	performance	performance	NOUN
easat-1711	355	17	across	across	ADP
easat-1711	355	18	multiple	multiple	ADJ
easat-1711	355	19	clinical	clinical	ADJ
easat-1711	355	20	centers	center	NOUN
easat-1711	355	21	to	to	PART
easat-1711	355	22	confirm	confirm	VERB
easat-1711	355	23	its	its	PRON
easat-1711	355	24	generalizability	generalizability	NOUN
easat-1711	355	25	.	.	PUNCT
easat-1711	356	1	additionally	additionally	ADV
easat-1711	356	2	,	,	PUNCT
easat-1711	356	3	exploring	explore	VERB
easat-1711	356	4	integration	integration	NOUN
easat-1711	356	5	with	with	ADP
easat-1711	356	6	other	other	ADJ
easat-1711	356	7	diagnostic	diagnostic	ADJ
easat-1711	356	8	tools	tool	NOUN
easat-1711	356	9	would	would	AUX
easat-1711	356	10	further	far	ADV
easat-1711	356	11	enhance	enhance	VERB
easat-1711	356	12	its	its	PRON
easat-1711	356	13	utility	utility	NOUN
easat-1711	356	14	in	in	ADP
easat-1711	356	15	comprehensive	comprehensive	ADJ
easat-1711	356	16	skin	skin	NOUN
easat-1711	356	17	cancer	cancer	NOUN
easat-1711	356	18	management	management	NOUN
easat-1711	356	19	.	.	PUNCT
easat-1711	357	1	by	by	ADP
easat-1711	357	2	this	this	PRON
easat-1711	357	3	,	,	PUNCT
easat-1711	357	4	the	the	DET
easat-1711	357	5	cwcn	cwcn	NOUN
easat-1711	357	6	-	-	PUNCT
easat-1711	357	7	hoa	hoa	NOUN
easat-1711	357	8	-	-	PUNCT
easat-1711	357	9	sld	sld	NOUN
easat-1711	357	10	-	-	PUNCT
easat-1711	357	11	di	di	NOUN
easat-1711	357	12	model	model	NOUN
easat-1711	357	13	has	have	VERB
easat-1711	357	14	the	the	DET
easat-1711	357	15	potential	potential	NOUN
easat-1711	357	16	to	to	PART
easat-1711	357	17	significantly	significantly	ADV
easat-1711	357	18	improve	improve	VERB
easat-1711	357	19	clinical	clinical	ADJ
easat-1711	357	20	outcomes	outcome	NOUN
easat-1711	357	21	in	in	ADP
easat-1711	357	22	skin	skin	NOUN
easat-1711	357	23	cancer	cancer	NOUN
easat-1711	357	24	care	care	NOUN
easat-1711	357	25	.	.	PUNCT
easat-1711	358	1	its	its	PRON
easat-1711	358	2	continued	continue	VERB
easat-1711	358	3	development	development	NOUN
easat-1711	358	4	would	would	AUX
easat-1711	358	5	play	play	VERB
easat-1711	358	6	a	a	DET
easat-1711	358	7	crucial	crucial	ADJ
easat-1711	358	8	role	role	NOUN
easat-1711	358	9	in	in	ADP
easat-1711	358	10	reducing	reduce	VERB
easat-1711	358	11	the	the	DET
easat-1711	358	12	global	global	ADJ
easat-1711	358	13	burden	burden	NOUN
easat-1711	358	14	of	of	ADP
easat-1711	358	15	skin	skin	NOUN
easat-1711	358	16	cancer	cancer	NOUN
easat-1711	358	17	,	,	PUNCT
easat-1711	358	18	highlighting	highlight	VERB
easat-1711	358	19	the	the	DET
easat-1711	358	20	importance	importance	NOUN
easat-1711	358	21	of	of	ADP
easat-1711	358	22	ai	ai	ADJ
easat-1711	358	23	-	-	PUNCT
easat-1711	358	24	driven	drive	VERB
easat-1711	358	25	solutions	solution	NOUN
easat-1711	358	26	in	in	ADP
easat-1711	358	27	modern	modern	ADJ
easat-1711	358	28	healthcare	healthcare	NOUN
easat-1711	358	29	.	.	PUNCT
easat-1711	359	1	copyright	copyright	NOUN
easat-1711	359	2	:	:	PUNCT
easat-1711	359	3	©	©	PROPN
easat-1711	359	4	2024	2024	NUM
easat-1711	359	5	by	by	ADP
easat-1711	359	6	the	the	DET
easat-1711	359	7	authors	author	NOUN
easat-1711	359	8	.	.	PUNCT
easat-1711	360	1	this	this	DET
easat-1711	360	2	article	article	NOUN
easat-1711	360	3	is	be	AUX
easat-1711	360	4	an	an	DET
easat-1711	360	5	open	open	ADJ
easat-1711	360	6	access	access	NOUN
easat-1711	360	7	article	article	NOUN
easat-1711	360	8	distributed	distribute	VERB
easat-1711	360	9	under	under	ADP
easat-1711	360	10	the	the	DET
easat-1711	360	11	terms	term	NOUN
easat-1711	360	12	and	and	CCONJ
easat-1711	360	13	conditions	condition	NOUN
easat-1711	360	14	of	of	ADP
easat-1711	360	15	the	the	DET
easat-1711	360	16	creative	creative	ADJ
easat-1711	360	17	commons	common	NOUN
easat-1711	360	18	attribution	attribution	NOUN
easat-1711	360	19	(	(	PUNCT
easat-1711	360	20	cc	cc	NOUN
easat-1711	360	21	by	by	ADP
easat-1711	360	22	)	)	PUNCT
easat-1711	360	23	license	license	NOUN
easat-1711	360	24	(	(	PUNCT
easat-1711	360	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1711	360	26	)	)	PUNCT
easat-1711	360	27	.	.	PUNCT
easat-1711	361	1	references	reference	NOUN
easat-1711	361	2	[	[	X
easat-1711	361	3	1	1	NUM
easat-1711	361	4	]	]	X
easat-1711	361	5	varma	varma	NOUN
easat-1711	361	6	,	,	PUNCT
easat-1711	361	7	p.b.s	p.b.s	PROPN
easat-1711	361	8	.	.	PROPN
easat-1711	361	9	,	,	PUNCT
easat-1711	361	10	paturu	paturu	PROPN
easat-1711	361	11	,	,	PUNCT
easat-1711	361	12	s.	s.	PROPN
easat-1711	361	13	,	,	PUNCT
easat-1711	361	14	mishra	mishra	PROPN
easat-1711	361	15	,	,	PUNCT
easat-1711	361	16	s.	s.	PROPN
easat-1711	361	17	,	,	PUNCT
easat-1711	361	18	rao	rao	PROPN
easat-1711	361	19	,	,	PUNCT
easat-1711	361	20	b.s	b.s	PROPN
easat-1711	361	21	.	.	PROPN
easat-1711	361	22	,	,	PUNCT
easat-1711	361	23	kumar	kumar	PROPN
easat-1711	361	24	,	,	PUNCT
easat-1711	361	25	p.m.	p.m.	NOUN
easat-1711	361	26	and	and	CCONJ
easat-1711	361	27	krishna	krishna	PROPN
easat-1711	361	28	,	,	PUNCT
easat-1711	361	29	n.v	n.v	PROPN
easat-1711	361	30	.	.	PROPN
easat-1711	361	31	,	,	PUNCT
easat-1711	361	32	2022	2022	NUM
easat-1711	361	33	.	.	PUNCT
easat-1711	362	1	sldcnet	sldcnet	NOUN
easat-1711	362	2	:	:	PUNCT
easat-1711	362	3	skin	skin	NOUN
easat-1711	362	4	lesion	lesion	NOUN
easat-1711	362	5	detection	detection	NOUN
easat-1711	362	6	and	and	CCONJ
easat-1711	362	7	classification	classification	NOUN
easat-1711	362	8	using	use	VERB
easat-1711	362	9	full	full	ADJ
easat-1711	362	10	resolution	resolution	NOUN
easat-1711	362	11	convolutional	convolutional	ADJ
easat-1711	362	12	network‐based	network‐base	VERB
easat-1711	362	13	deep	deep	ADJ
easat-1711	362	14	learning	learn	VERB
easat-1711	362	15	cnn	cnn	PROPN
easat-1711	362	16	with	with	ADP
easat-1711	362	17	transfer	transfer	NOUN
easat-1711	362	18	learning	learning	NOUN
easat-1711	362	19	.	.	PUNCT
easat-1711	363	1	expert	expert	NOUN
easat-1711	363	2	systems	system	NOUN
easat-1711	363	3	,	,	PUNCT
easat-1711	363	4	39(9	39(9	NUM
easat-1711	363	5	)	)	PUNCT
easat-1711	363	6	,	,	PUNCT
easat-1711	363	7	p.e12944	p.e12944	AUX
easat-1711	363	8	.	.	PUNCT
easat-1711	364	1	[	[	X
easat-1711	364	2	2	2	NUM
easat-1711	364	3	]	]	X
easat-1711	364	4	manikandan	manikandan	PROPN
easat-1711	364	5	,	,	PUNCT
easat-1711	364	6	g.	g.	PROPN
easat-1711	364	7	,	,	PUNCT
easat-1711	364	8	hung	hung	PROPN
easat-1711	364	9	,	,	PUNCT
easat-1711	364	10	b.t	b.t	PROPN
easat-1711	364	11	.	.	PROPN
easat-1711	364	12	,	,	PUNCT
easat-1711	364	13	shankar	shankar	PROPN
easat-1711	364	14	,	,	PUNCT
easat-1711	364	15	s.s	s.s	PROPN
easat-1711	364	16	.	.	PROPN
easat-1711	364	17	and	and	CCONJ
easat-1711	364	18	chakrabarti	chakrabarti	PROPN
easat-1711	364	19	,	,	PUNCT
easat-1711	364	20	p.	p.	NOUN
easat-1711	364	21	,	,	PUNCT
easat-1711	364	22	2023	2023	NUM
easat-1711	364	23	.	.	PUNCT
easat-1711	364	24	enhanced	enhance	VERB
easat-1711	364	25	ai	ai	NOUN
easat-1711	364	26	-	-	PUNCT
easat-1711	364	27	based	base	VERB
easat-1711	364	28	machine	machine	NOUN
easat-1711	364	29	learning	learning	NOUN
easat-1711	364	30	model	model	NOUN
easat-1711	364	31	for	for	ADP
easat-1711	364	32	an	an	DET
easat-1711	364	33	accurate	accurate	ADJ
easat-1711	364	34	segmentation	segmentation	NOUN
easat-1711	364	35	and	and	CCONJ
easat-1711	364	36	classification	classification	NOUN
easat-1711	364	37	methods	method	NOUN
easat-1711	364	38	.	.	PUNCT
easat-1711	365	1	international	international	ADJ
easat-1711	365	2	journal	journal	PROPN
easat-1711	365	3	on	on	ADP
easat-1711	365	4	recent	recent	ADJ
easat-1711	365	5	and	and	CCONJ
easat-1711	365	6	innovation	innovation	NOUN
easat-1711	365	7	trends	trend	NOUN
easat-1711	365	8	in	in	ADP
easat-1711	365	9	computing	computing	NOUN
easat-1711	365	10	and	and	CCONJ
easat-1711	365	11	communication	communication	NOUN
easat-1711	365	12	,	,	PUNCT
easat-1711	365	13	11	11	NUM
easat-1711	365	14	,	,	PUNCT
easat-1711	365	15	pp.11	pp.11	NOUN
easat-1711	365	16	-	-	PUNCT
easat-1711	365	17	18	18	NUM
easat-1711	365	18	.	.	PUNCT
easat-1711	366	1	[	[	X
easat-1711	366	2	3	3	NUM
easat-1711	366	3	]	]	X
easat-1711	366	4	karunkuzhali	karunkuzhali	PROPN
easat-1711	366	5	,	,	PUNCT
easat-1711	366	6	d.	d.	PROPN
easat-1711	366	7	,	,	PUNCT
easat-1711	366	8	geetha	geetha	PROPN
easat-1711	366	9	,	,	PUNCT
easat-1711	366	10	d.	d.	PROPN
easat-1711	366	11	,	,	PUNCT
easat-1711	366	12	manikandan	manikandan	PROPN
easat-1711	366	13	,	,	PUNCT
easat-1711	366	14	g.	g.	PROPN
easat-1711	366	15	,	,	PUNCT
easat-1711	366	16	manikandan	manikandan	PROPN
easat-1711	366	17	,	,	PUNCT
easat-1711	366	18	j.	j.	PROPN
easat-1711	366	19	and	and	CCONJ
easat-1711	366	20	kavitha	kavitha	PROPN
easat-1711	366	21	,	,	PUNCT
easat-1711	366	22	v.	v.	ADP
easat-1711	366	23	,	,	PUNCT
easat-1711	366	24	2022	2022	NUM
easat-1711	366	25	,	,	PUNCT
easat-1711	366	26	november	november	PROPN
easat-1711	366	27	.	.	PUNCT
easat-1711	367	1	artificial	artificial	ADJ
easat-1711	367	2	intelligence	intelligence	NOUN
easat-1711	367	3	and	and	CCONJ
easat-1711	367	4	advanced	advanced	ADJ
easat-1711	367	5	technology	technology	NOUN
easat-1711	367	6	based	base	VERB
easat-1711	367	7	bridge	bridge	NOUN
easat-1711	367	8	safety	safety	NOUN
easat-1711	367	9	monitoring	monitoring	NOUN
easat-1711	367	10	system	system	NOUN
easat-1711	367	11	.	.	PUNCT
easat-1711	368	1	in	in	ADP
easat-1711	368	2	2022	2022	NUM
easat-1711	368	3	sixth	sixth	ADJ
easat-1711	368	4	international	international	ADJ
easat-1711	368	5	conference	conference	NOUN
easat-1711	368	6	on	on	ADP
easat-1711	368	7	i	i	PROPN
easat-1711	368	8	-	-	PUNCT
easat-1711	368	9	smac	smac	PROPN
easat-1711	368	10	(	(	PUNCT
easat-1711	368	11	iot	iot	PROPN
easat-1711	368	12	in	in	ADP
easat-1711	368	13	social	social	ADJ
easat-1711	368	14	,	,	PUNCT
easat-1711	368	15	mobile	mobile	ADJ
easat-1711	368	16	,	,	PUNCT
easat-1711	368	17	analytics	analytic	NOUN
easat-1711	368	18	and	and	CCONJ
easat-1711	368	19	cloud)(i	cloud)(i	PROPN
easat-1711	368	20	-	-	PUNCT
easat-1711	368	21	smac	smac	PROPN
easat-1711	368	22	)	)	PUNCT
easat-1711	368	23	(	(	PUNCT
easat-1711	368	24	pp	pp	ADV
easat-1711	368	25	.	.	PUNCT
easat-1711	369	1	631	631	NUM
easat-1711	369	2	-	-	SYM
easat-1711	369	3	634	634	NUM
easat-1711	369	4	)	)	PUNCT
easat-1711	369	5	.	.	PUNCT
easat-1711	370	1	ieee	ieee	NOUN
easat-1711	370	2	.	.	PUNCT
easat-1711	371	1	[	[	X
easat-1711	371	2	4	4	NUM
easat-1711	371	3	]	]	X
easat-1711	371	4	maqsood	maqsood	PROPN
easat-1711	371	5	,	,	PUNCT
easat-1711	371	6	s.	s.	PROPN
easat-1711	371	7	and	and	CCONJ
easat-1711	371	8	damaševičius	damaševičius	PROPN
easat-1711	371	9	,	,	PUNCT
easat-1711	371	10	r.	r.	PROPN
easat-1711	371	11	,	,	PUNCT
easat-1711	371	12	2023	2023	NUM
easat-1711	371	13	.	.	PUNCT
easat-1711	372	1	multiclass	multiclass	ADJ
easat-1711	372	2	skin	skin	NOUN
easat-1711	372	3	lesion	lesion	NOUN
easat-1711	372	4	localization	localization	NOUN
easat-1711	372	5	and	and	CCONJ
easat-1711	372	6	classification	classification	NOUN
easat-1711	372	7	using	use	VERB
easat-1711	372	8	deep	deep	ADJ
easat-1711	372	9	learning	learning	NOUN
easat-1711	372	10	based	base	VERB
easat-1711	372	11	features	feature	NOUN
easat-1711	372	12	fusion	fusion	NOUN
easat-1711	372	13	and	and	CCONJ
easat-1711	372	14	selection	selection	NOUN
easat-1711	372	15	framework	framework	NOUN
easat-1711	372	16	for	for	ADP
easat-1711	372	17	smart	smart	ADJ
easat-1711	372	18	healthcare	healthcare	NOUN
easat-1711	372	19	.	.	PUNCT
easat-1711	373	1	neural	neural	ADJ
easat-1711	373	2	networks	network	NOUN
easat-1711	373	3	,	,	PUNCT
easat-1711	373	4	160	160	NUM
easat-1711	373	5	,	,	PUNCT
easat-1711	373	6	pp.238	pp.238	PROPN
easat-1711	373	7	-	-	PUNCT
easat-1711	373	8	258	258	NUM
easat-1711	373	9	.	.	PUNCT
easat-1711	374	1	[	[	X
easat-1711	374	2	5	5	NUM
easat-1711	374	3	]	]	X
easat-1711	374	4	bhuvaneswari	bhuvaneswari	NOUN
easat-1711	374	5	,	,	PUNCT
easat-1711	374	6	g.	g.	PROPN
easat-1711	374	7	and	and	CCONJ
easat-1711	374	8	manikandan	manikandan	PROPN
easat-1711	374	9	,	,	PUNCT
easat-1711	374	10	g.	g.	PROPN
easat-1711	374	11	,	,	PUNCT
easat-1711	374	12	2018	2018	NUM
easat-1711	374	13	.	.	PUNCT
easat-1711	375	1	a	a	DET
easat-1711	375	2	novel	novel	ADJ
easat-1711	375	3	machine	machine	NOUN
easat-1711	375	4	learning	learn	VERB
easat-1711	375	5	framework	framework	NOUN
easat-1711	375	6	for	for	ADP
easat-1711	375	7	diagnosing	diagnose	VERB
easat-1711	375	8	the	the	DET
easat-1711	375	9	type	type	NOUN
easat-1711	375	10	2	2	NUM
easat-1711	375	11	diabetics	diabetic	NOUN
easat-1711	375	12	using	use	VERB
easat-1711	375	13	temporal	temporal	ADJ
easat-1711	375	14	fuzzy	fuzzy	ADJ
easat-1711	375	15	ant	ant	ADJ
easat-1711	375	16	miner	miner	NOUN
easat-1711	375	17	decision	decision	NOUN
easat-1711	375	18	tree	tree	NOUN
easat-1711	375	19	classifier	classifier	NOUN
easat-1711	375	20	with	with	ADP
easat-1711	375	21	temporal	temporal	ADJ
easat-1711	375	22	weighted	weight	VERB
easat-1711	375	23	genetic	genetic	ADJ
easat-1711	375	24	algorithm	algorithm	NOUN
easat-1711	375	25	.	.	PUNCT
easat-1711	376	1	computing	computing	NOUN
easat-1711	376	2	,	,	PUNCT
easat-1711	376	3	100	100	NUM
easat-1711	376	4	,	,	PUNCT
easat-1711	376	5	pp.759	pp.759	PROPN
easat-1711	376	6	-	-	PUNCT
easat-1711	376	7	772	772	NUM
easat-1711	376	8	.	.	PUNCT
easat-1711	377	1	[	[	X
easat-1711	377	2	6	6	NUM
easat-1711	377	3	]	]	PUNCT
easat-1711	377	4	ahammed	ahamme	VERB
easat-1711	377	5	,	,	PUNCT
easat-1711	377	6	m.	m.	NOUN
easat-1711	377	7	,	,	PUNCT
easat-1711	377	8	al	al	PROPN
easat-1711	377	9	mamun	mamun	PROPN
easat-1711	377	10	,	,	PUNCT
easat-1711	377	11	m.	m.	NOUN
easat-1711	377	12	and	and	CCONJ
easat-1711	377	13	uddin	uddin	PROPN
easat-1711	377	14	,	,	PUNCT
easat-1711	377	15	m.s	m.s	PROPN
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easat-1711	377	17	,	,	PUNCT
easat-1711	377	18	2022	2022	NUM
easat-1711	377	19	.	.	PUNCT
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easat-1711	378	2	machine	machine	NOUN
easat-1711	378	3	learning	learn	VERB
easat-1711	378	4	approach	approach	NOUN
easat-1711	378	5	for	for	ADP
easat-1711	378	6	skin	skin	NOUN
easat-1711	378	7	disease	disease	NOUN
easat-1711	378	8	detection	detection	NOUN
easat-1711	378	9	and	and	CCONJ
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easat-1711	378	11	using	use	VERB
easat-1711	378	12	image	image	NOUN
easat-1711	378	13	segmentation	segmentation	NOUN
easat-1711	378	14	.	.	PUNCT
easat-1711	379	1	healthcare	healthcare	NOUN
easat-1711	379	2	analytics	analytic	NOUN
easat-1711	379	3	,	,	PUNCT
easat-1711	379	4	2	2	NUM
easat-1711	379	5	,	,	PUNCT
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easat-1711	379	7	.	.	PUNCT
easat-1711	380	1	[	[	X
easat-1711	380	2	7	7	X
easat-1711	380	3	]	]	X
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easat-1711	380	5	,	,	PUNCT
easat-1711	380	6	s.j	s.j	PROPN
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easat-1711	380	8	,	,	PUNCT
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easat-1711	380	10	,	,	PUNCT
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easat-1711	380	12	.	.	PROPN
easat-1711	380	13	,	,	PUNCT
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easat-1711	380	15	,	,	PUNCT
easat-1711	380	16	k.	k.	PROPN
easat-1711	380	17	,	,	PUNCT
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easat-1711	380	22	,	,	PUNCT
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easat-1711	380	24	,	,	PUNCT
easat-1711	380	25	m.k	m.k	PROPN
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easat-1711	380	27	,	,	PUNCT
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easat-1711	380	29	,	,	PUNCT
easat-1711	380	30	a.	a.	NOUN
easat-1711	380	31	,	,	PUNCT
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easat-1711	380	33	,	,	PUNCT
easat-1711	380	34	g.	g.	PROPN
easat-1711	380	35	and	and	CCONJ
easat-1711	380	36	manikandan	manikandan	PROPN
easat-1711	380	37	,	,	PUNCT
easat-1711	380	38	g.	g.	PROPN
easat-1711	380	39	,	,	PUNCT
easat-1711	380	40	2024	2024	NUM
easat-1711	380	41	.	.	PUNCT
easat-1711	381	1	a	a	DET
easat-1711	381	2	novel	novel	ADJ
easat-1711	381	3	support	support	NOUN
easat-1711	381	4	vector	vector	NOUN
easat-1711	381	5	machine	machine	NOUN
easat-1711	381	6	based	base	VERB
easat-1711	381	7	improved	improve	VERB
easat-1711	381	8	aquila	aquila	ADJ
easat-1711	381	9	optimizer	optimizer	NOUN
easat-1711	381	10	-	-	PUNCT
easat-1711	381	11	based	base	VERB
easat-1711	381	12	text	text	NOUN
easat-1711	381	13	mining	mining	NOUN
easat-1711	381	14	mechanism	mechanism	NOUN
easat-1711	381	15	for	for	ADP
easat-1711	381	16	the	the	DET
easat-1711	381	17	healthcare	healthcare	PROPN
easat-1711	381	18	applications	application	NOUN
easat-1711	381	19	.	.	PUNCT
easat-1711	382	1	journal	journal	NOUN
easat-1711	382	2	of	of	ADP
easat-1711	382	3	electrical	electrical	ADJ
easat-1711	382	4	systems	system	NOUN
easat-1711	382	5	,	,	PUNCT
easat-1711	382	6	20(5s	20(5s	NUM
easat-1711	382	7	)	)	PUNCT
easat-1711	382	8	,	,	PUNCT
easat-1711	382	9	pp.2909	pp.2909	PROPN
easat-1711	382	10	-	-	PUNCT
easat-1711	382	11	2920	2920	NUM
easat-1711	382	12	.	.	PUNCT
easat-1711	383	1	[	[	X
easat-1711	383	2	8	8	NUM
easat-1711	383	3	]	]	X
easat-1711	383	4	khan	khan	PROPN
easat-1711	383	5	,	,	PUNCT
easat-1711	383	6	m.a	m.a	PROPN
easat-1711	383	7	.	.	PROPN
easat-1711	383	8	,	,	PUNCT
easat-1711	383	9	sharif	sharif	PROPN
easat-1711	383	10	,	,	PUNCT
easat-1711	383	11	m.i	m.i	PROPN
easat-1711	383	12	.	.	PROPN
easat-1711	383	13	,	,	PUNCT
easat-1711	383	14	raza	raza	PROPN
easat-1711	383	15	,	,	PUNCT
easat-1711	383	16	m.	m.	NOUN
easat-1711	383	17	,	,	PUNCT
easat-1711	383	18	anjum	anjum	PROPN
easat-1711	383	19	,	,	PUNCT
easat-1711	383	20	a.	a.	PROPN
easat-1711	383	21	,	,	PUNCT
easat-1711	383	22	saba	saba	PROPN
easat-1711	383	23	,	,	PUNCT
easat-1711	383	24	t.	t.	PROPN
easat-1711	383	25	and	and	CCONJ
easat-1711	383	26	shad	shad	PROPN
easat-1711	383	27	,	,	PUNCT
easat-1711	383	28	s.a	s.a	PROPN
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easat-1711	383	30	,	,	PUNCT
easat-1711	383	31	2022	2022	NUM
easat-1711	383	32	.	.	PUNCT
easat-1711	384	1	skin	skin	NOUN
easat-1711	384	2	lesion	lesion	NOUN
easat-1711	384	3	segmentation	segmentation	NOUN
easat-1711	384	4	and	and	CCONJ
easat-1711	384	5	classification	classification	NOUN
easat-1711	384	6	:	:	PUNCT
easat-1711	384	7	a	a	DET
easat-1711	384	8	unified	unified	ADJ
easat-1711	384	9	framework	framework	NOUN
easat-1711	384	10	of	of	ADP
easat-1711	384	11	deep	deep	ADJ
easat-1711	384	12	neural	neural	ADJ
easat-1711	384	13	network	network	NOUN
easat-1711	384	14	features	feature	VERB
easat-1711	384	15	fusion	fusion	NOUN
easat-1711	384	16	and	and	CCONJ
easat-1711	384	17	selection	selection	NOUN
easat-1711	384	18	.	.	PUNCT
easat-1711	385	1	expert	expert	NOUN
easat-1711	385	2	systems	system	NOUN
easat-1711	385	3	,	,	PUNCT
easat-1711	385	4	39(7	39(7	NUM
easat-1711	385	5	)	)	PUNCT
easat-1711	385	6	,	,	PUNCT
easat-1711	385	7	p.e12497	p.e12497	NOUN
easat-1711	385	8	.	.	PUNCT
easat-1711	386	1	[	[	X
easat-1711	386	2	9	9	NUM
easat-1711	386	3	]	]	SYM
easat-1711	386	4	suresh	suresh	NOUN
easat-1711	386	5	,	,	PUNCT
easat-1711	386	6	g.	g.	PROPN
easat-1711	386	7	,	,	PUNCT
easat-1711	386	8	bhuvaneswari	bhuvaneswari	PROPN
easat-1711	386	9	,	,	PUNCT
easat-1711	386	10	g.	g.	PROPN
easat-1711	386	11	,	,	PUNCT
easat-1711	386	12	manikandan	manikandan	PROPN
easat-1711	386	13	,	,	PUNCT
easat-1711	386	14	g.	g.	PROPN
easat-1711	386	15	and	and	CCONJ
easat-1711	386	16	shanthakumar	shanthakumar	PROPN
easat-1711	386	17	,	,	PUNCT
easat-1711	386	18	p.	p.	NOUN
easat-1711	386	19	,	,	PUNCT
easat-1711	386	20	2024	2024	NUM
easat-1711	386	21	.	.	PUNCT
easat-1711	386	22	chronological	chronological	ADJ
easat-1711	386	23	bald	bald	ADJ
easat-1711	386	24	eagle	eagle	NOUN
easat-1711	386	25	optimization	optimization	NOUN
easat-1711	386	26	based	base	VERB
easat-1711	386	27	deep	deep	ADJ
easat-1711	386	28	learning	learning	NOUN
easat-1711	386	29	for	for	ADP
easat-1711	386	30	image	image	NOUN
easat-1711	386	31	watermarking	watermarking	NOUN
easat-1711	386	32	.	.	PUNCT
easat-1711	387	1	expert	expert	NOUN
easat-1711	387	2	systems	system	NOUN
easat-1711	387	3	with	with	ADP
easat-1711	387	4	applications	application	NOUN
easat-1711	387	5	,	,	PUNCT
easat-1711	387	6	238	238	NUM
easat-1711	387	7	,	,	PUNCT
easat-1711	387	8	p.121545	p.121545	NOUN
easat-1711	387	9	.	.	PUNCT
easat-1711	388	1	[	[	X
easat-1711	388	2	10	10	NUM
easat-1711	388	3	]	]	X
easat-1711	388	4	bian	bian	PROPN
easat-1711	388	5	,	,	PUNCT
easat-1711	388	6	x.	x.	PROPN
easat-1711	388	7	,	,	PUNCT
easat-1711	388	8	pan	pan	PROPN
easat-1711	388	9	,	,	PUNCT
easat-1711	388	10	h.	h.	PROPN
easat-1711	388	11	,	,	PUNCT
easat-1711	388	12	zhang	zhang	PROPN
easat-1711	388	13	,	,	PUNCT
easat-1711	388	14	k.	k.	PROPN
easat-1711	388	15	,	,	PUNCT
easat-1711	388	16	li	li	PROPN
easat-1711	388	17	,	,	PUNCT
easat-1711	388	18	p.	p.	PROPN
easat-1711	388	19	,	,	PUNCT
easat-1711	388	20	li	li	PROPN
easat-1711	388	21	,	,	PUNCT
easat-1711	388	22	j.	j.	PROPN
easat-1711	388	23	and	and	CCONJ
easat-1711	388	24	chen	chen	PROPN
easat-1711	388	25	,	,	PUNCT
easat-1711	388	26	c.	c.	PROPN
easat-1711	388	27	,	,	PUNCT
easat-1711	388	28	2022	2022	NUM
easat-1711	388	29	.	.	PUNCT
easat-1711	389	1	skin	skin	NOUN
easat-1711	389	2	lesion	lesion	NOUN
easat-1711	389	3	image	image	NOUN
easat-1711	389	4	classification	classification	NOUN
easat-1711	389	5	method	method	NOUN
easat-1711	389	6	based	base	VERB
easat-1711	389	7	on	on	ADP
easat-1711	389	8	extension	extension	NOUN
easat-1711	389	9	theory	theory	NOUN
easat-1711	389	10	and	and	CCONJ
easat-1711	389	11	deep	deep	ADJ
easat-1711	389	12	learning	learning	NOUN
easat-1711	389	13	.	.	PUNCT
easat-1711	390	1	multimedia	multimedia	NOUN
easat-1711	390	2	tools	tool	NOUN
easat-1711	390	3	and	and	CCONJ
easat-1711	390	4	applications	application	NOUN
easat-1711	390	5	,	,	PUNCT
easat-1711	390	6	81(12	81(12	NUM
easat-1711	390	7	)	)	PUNCT
easat-1711	390	8	,	,	PUNCT
easat-1711	390	9	pp.16389	pp.16389	PROPN
easat-1711	390	10	-	-	PUNCT
easat-1711	390	11	16409	16409	NUM
easat-1711	390	12	.	.	PUNCT
easat-1711	391	1	[	[	X
easat-1711	391	2	11	11	NUM
easat-1711	391	3	]	]	SYM
easat-1711	391	4	bhuvaneswari	bhuvaneswari	NOUN
easat-1711	391	5	,	,	PUNCT
easat-1711	391	6	g.	g.	PROPN
easat-1711	391	7	and	and	CCONJ
easat-1711	391	8	manikandan	manikandan	PROPN
easat-1711	391	9	,	,	PUNCT
easat-1711	391	10	g.	g.	PROPN
easat-1711	391	11	,	,	PUNCT
easat-1711	391	12	2019	2019	NUM
easat-1711	391	13	.	.	PUNCT
easat-1711	392	1	an	an	DET
easat-1711	392	2	intelligent	intelligent	ADJ
easat-1711	392	3	intrusion	intrusion	NOUN
easat-1711	392	4	detection	detection	NOUN
easat-1711	392	5	system	system	NOUN
easat-1711	392	6	for	for	ADP
easat-1711	392	7	secure	secure	ADJ
easat-1711	392	8	wireless	wireless	ADJ
easat-1711	392	9	communication	communication	NOUN
easat-1711	392	10	using	use	VERB
easat-1711	392	11	ipso	ipso	ADJ
easat-1711	392	12	and	and	CCONJ
easat-1711	392	13	negative	negative	ADJ
easat-1711	392	14	selection	selection	NOUN
easat-1711	392	15	classifier	classifier	NOUN
easat-1711	392	16	.	.	PUNCT
easat-1711	393	1	cluster	cluster	NOUN
easat-1711	393	2	computing	computing	NOUN
easat-1711	393	3	,	,	PUNCT
easat-1711	393	4	22(suppl	22(suppl	NUM
easat-1711	393	5	5	5	NUM
easat-1711	393	6	)	)	PUNCT
easat-1711	393	7	,	,	PUNCT
easat-1711	393	8	pp.12429	pp.12429	PROPN
easat-1711	393	9	-	-	SYM
easat-1711	393	10	12441	12441	NUM
easat-1711	393	11	.	.	PUNCT
easat-1711	394	1	[	[	X
easat-1711	394	2	12	12	NUM
easat-1711	394	3	]	]	PUNCT
easat-1711	394	4	shahsavari	shahsavari	NOUN
easat-1711	394	5	,	,	PUNCT
easat-1711	394	6	a.	a.	NOUN
easat-1711	394	7	,	,	PUNCT
easat-1711	394	8	khatibi	khatibi	NOUN
easat-1711	394	9	,	,	PUNCT
easat-1711	394	10	t.	t.	NOUN
easat-1711	394	11	and	and	CCONJ
easat-1711	394	12	ranjbari	ranjbari	PROPN
easat-1711	394	13	,	,	PUNCT
easat-1711	394	14	s.	s.	PROPN
easat-1711	394	15	,	,	PUNCT
easat-1711	394	16	2023	2023	NUM
easat-1711	394	17	.	.	PUNCT
easat-1711	395	1	skin	skin	NOUN
easat-1711	395	2	lesion	lesion	NOUN
easat-1711	395	3	detection	detection	NOUN
easat-1711	395	4	using	use	VERB
easat-1711	395	5	an	an	DET
easat-1711	395	6	ensemble	ensemble	NOUN
easat-1711	395	7	of	of	ADP
easat-1711	395	8	deep	deep	ADJ
easat-1711	395	9	models	model	NOUN
easat-1711	395	10	:	:	PUNCT
easat-1711	395	11	slded	slde	VERB
easat-1711	395	12	.	.	PUNCT
easat-1711	396	1	multimedia	multimedia	NOUN
easat-1711	396	2	tools	tool	NOUN
easat-1711	396	3	and	and	CCONJ
easat-1711	396	4	applications	application	NOUN
easat-1711	396	5	,	,	PUNCT
easat-1711	396	6	82(7	82(7	NUM
easat-1711	396	7	)	)	PUNCT
easat-1711	396	8	,	,	PUNCT
easat-1711	396	9	pp.10575	pp.10575	PROPN
easat-1711	396	10	-	-	PUNCT
easat-1711	396	11	10594	10594	NUM
easat-1711	396	12	.	.	PUNCT
easat-1711	397	1	[	[	X
easat-1711	397	2	13	13	NUM
easat-1711	397	3	]	]	PUNCT
easat-1711	397	4	benyahia	benyahia	NOUN
easat-1711	397	5	,	,	PUNCT
easat-1711	397	6	s.	s.	PROPN
easat-1711	397	7	,	,	PUNCT
easat-1711	397	8	meftah	meftah	PROPN
easat-1711	397	9	,	,	PUNCT
easat-1711	397	10	b.	b.	PROPN
easat-1711	397	11	and	and	CCONJ
easat-1711	397	12	lézoray	lézoray	ADJ
easat-1711	397	13	,	,	PUNCT
easat-1711	397	14	o.	o.	NOUN
easat-1711	397	15	,	,	PUNCT
easat-1711	397	16	2022	2022	NUM
easat-1711	397	17	.	.	PUNCT
easat-1711	398	1	multi	multi	ADJ
easat-1711	398	2	-	-	ADJ
easat-1711	398	3	features	features	ADJ
easat-1711	398	4	extraction	extraction	NOUN
easat-1711	398	5	based	base	VERB
easat-1711	398	6	on	on	ADP
easat-1711	398	7	deep	deep	ADJ
easat-1711	398	8	learning	learning	NOUN
easat-1711	398	9	for	for	ADP
easat-1711	398	10	skin	skin	NOUN
easat-1711	398	11	lesion	lesion	NOUN
easat-1711	398	12	classification	classification	NOUN
easat-1711	398	13	.	.	PUNCT
easat-1711	399	1	tissue	tissue	NOUN
easat-1711	399	2	and	and	CCONJ
easat-1711	399	3	cell	cell	NOUN
easat-1711	399	4	,	,	PUNCT
easat-1711	399	5	74	74	NUM
easat-1711	399	6	,	,	PUNCT
easat-1711	399	7	p.101701	p.101701	NOUN
easat-1711	399	8	.	.	PUNCT
easat-1711	400	1	[	[	X
easat-1711	400	2	14	14	NUM
easat-1711	400	3	]	]	SYM
easat-1711	400	4	bhuvneswari	bhuvneswari	ADJ
easat-1711	400	5	,	,	PUNCT
easat-1711	400	6	g.	g.	PROPN
easat-1711	400	7	and	and	CCONJ
easat-1711	400	8	manikandan	manikandan	PROPN
easat-1711	400	9	,	,	PUNCT
easat-1711	400	10	g.	g.	PROPN
easat-1711	400	11	,	,	PUNCT
easat-1711	400	12	2019	2019	NUM
easat-1711	400	13	.	.	PUNCT
easat-1711	401	1	recognition	recognition	NOUN
easat-1711	401	2	of	of	ADP
easat-1711	401	3	ancient	ancient	ADJ
easat-1711	401	4	stone	stone	NOUN
easat-1711	401	5	inscription	inscription	NOUN
easat-1711	401	6	characters	character	NOUN
easat-1711	401	7	using	use	VERB
easat-1711	401	8	histogram	histogram	NOUN
easat-1711	401	9	of	of	ADP
easat-1711	401	10	oriented	orient	VERB
easat-1711	401	11	gradients	gradient	NOUN
easat-1711	401	12	.	.	PUNCT
easat-1711	402	1	in	in	ADP
easat-1711	402	2	proceedings	proceeding	NOUN
easat-1711	402	3	of	of	ADP
easat-1711	402	4	international	international	ADJ
easat-1711	402	5	conference	conference	NOUN
easat-1711	402	6	on	on	ADP
easat-1711	402	7	recent	recent	ADJ
easat-1711	402	8	trends	trend	NOUN
easat-1711	402	9	in	in	ADP
easat-1711	402	10	computing	computing	NOUN
easat-1711	402	11	,	,	PUNCT
easat-1711	402	12	communication	communication	NOUN
easat-1711	402	13	&	&	CCONJ
easat-1711	402	14	networking	networking	NOUN
easat-1711	402	15	technologies	technology	NOUN
easat-1711	402	16	(	(	PUNCT
easat-1711	402	17	icrtccnt	icrtccnt	NOUN
easat-1711	402	18	)	)	PUNCT
easat-1711	402	19	.	.	PUNCT
easat-1711	403	1	[	[	X
easat-1711	403	2	15	15	NUM
easat-1711	403	3	]	]	X
easat-1711	403	4	dillshad	dillshad	VERB
easat-1711	403	5	,	,	PUNCT
easat-1711	403	6	v.	v.	PROPN
easat-1711	403	7	,	,	PUNCT
easat-1711	403	8	khan	khan	PROPN
easat-1711	403	9	,	,	PUNCT
easat-1711	403	10	m.a	m.a	PROPN
easat-1711	403	11	.	.	PROPN
easat-1711	403	12	,	,	PUNCT
easat-1711	403	13	nazir	nazir	PROPN
easat-1711	403	14	,	,	PUNCT
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easat-1711	403	16	,	,	PUNCT
easat-1711	403	17	saidani	saidani	PROPN
easat-1711	403	18	,	,	PUNCT
easat-1711	403	19	o.	o.	PROPN
easat-1711	403	20	,	,	PUNCT
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easat-1711	403	22	,	,	PUNCT
easat-1711	403	23	n.	n.	NOUN
easat-1711	403	24	and	and	CCONJ
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easat-1711	403	26	,	,	PUNCT
easat-1711	403	27	s.	s.	PROPN
easat-1711	403	28	,	,	PUNCT
easat-1711	403	29	2023	2023	NUM
easat-1711	403	30	.	.	PUNCT
easat-1711	403	31	d2lfs2net	d2lfs2net	NOUN
easat-1711	403	32	:	:	PUNCT
easat-1711	403	33	multi‐class	multi‐class	NOUN
easat-1711	403	34	skin	skin	NOUN
easat-1711	403	35	lesion	lesion	NOUN
easat-1711	403	36	diagnosis	diagnosis	NOUN
easat-1711	403	37	using	use	VERB
easat-1711	403	38	deep	deep	ADJ
easat-1711	403	39	learning	learning	NOUN
easat-1711	403	40	and	and	CCONJ
easat-1711	403	41	variance‐controlled	variance‐controlle	VERB
easat-1711	403	42	marine	marine	ADJ
easat-1711	403	43	predator	predator	NOUN
easat-1711	403	44	optimisation	optimisation	NOUN
easat-1711	403	45	:	:	PUNCT
easat-1711	403	46	an	an	DET
easat-1711	403	47	application	application	NOUN
easat-1711	403	48	for	for	ADP
easat-1711	403	49	precision	precision	NOUN
easat-1711	403	50	medicine	medicine	NOUN
easat-1711	403	51	.	.	PUNCT
easat-1711	404	1	caai	caai	NOUN
easat-1711	404	2	transactions	transaction	NOUN
easat-1711	404	3	on	on	ADP
easat-1711	404	4	intelligence	intelligence	NOUN
easat-1711	404	5	technology	technology	NOUN
easat-1711	404	6	.	.	PUNCT
easat-1711	405	1	[	[	X
easat-1711	405	2	16	16	NUM
easat-1711	405	3	]	]	X
easat-1711	405	4	manikandan	manikandan	PROPN
easat-1711	405	5	,	,	PUNCT
easat-1711	405	6	g.	g.	PROPN
easat-1711	405	7	and	and	CCONJ
easat-1711	405	8	srinivasan	srinivasan	PROPN
easat-1711	405	9	,	,	PUNCT
easat-1711	405	10	s.	s.	PROPN
easat-1711	405	11	,	,	PUNCT
easat-1711	405	12	2013	2013	NUM
easat-1711	405	13	.	.	PUNCT
easat-1711	406	1	an	an	DET
easat-1711	406	2	efficient	efficient	ADJ
easat-1711	406	3	algorithm	algorithm	NOUN
easat-1711	406	4	for	for	ADP
easat-1711	406	5	mining	mine	VERB
easat-1711	406	6	spatially	spatially	ADV
easat-1711	406	7	co	co	VERB
easat-1711	406	8	-	-	ADJ
easat-1711	406	9	located	located	ADJ
easat-1711	406	10	moving	moving	NOUN
easat-1711	406	11	objects	object	NOUN
easat-1711	406	12	.	.	PUNCT
easat-1711	407	1	american	american	ADJ
easat-1711	407	2	journal	journal	PROPN
easat-1711	407	3	of	of	ADP
easat-1711	407	4	applied	apply	VERB
easat-1711	407	5	sciences	science	NOUN
easat-1711	407	6	,	,	PUNCT
easat-1711	407	7	10(3	10(3	NUM
easat-1711	407	8	)	)	PUNCT
easat-1711	407	9	,	,	PUNCT
easat-1711	407	10	pp.195	pp.195	PROPN
easat-1711	407	11	-	-	PUNCT
easat-1711	407	12	208	208	NUM
easat-1711	407	13	.	.	PUNCT
easat-1711	408	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1711	408	2	497	497	NUM
easat-1711	408	3	edelweiss	edelweiss	PROPN
easat-1711	408	4	applied	apply	VERB
easat-1711	408	5	science	science	NOUN
easat-1711	408	6	and	and	CCONJ
easat-1711	408	7	technology	technology	NOUN
easat-1711	408	8	issn	issn	PROPN
easat-1711	408	9	:	:	PUNCT
easat-1711	408	10	2576	2576	NUM
easat-1711	408	11	-	-	SYM
easat-1711	408	12	8484	8484	NUM
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easat-1711	408	14	.	.	PROPN
easat-1711	409	1	8	8	NUM
easat-1711	409	2	,	,	PUNCT
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easat-1711	409	4	.	.	NOUN
easat-1711	409	5	5	5	NUM
easat-1711	409	6	:	:	SYM
easat-1711	409	7	478	478	NUM
easat-1711	409	8	-	-	SYM
easat-1711	409	9	497	497	NUM
easat-1711	409	10	,	,	PUNCT
easat-1711	409	11	2024	2024	NUM
easat-1711	409	12	doi	doi	NOUN
easat-1711	409	13	:	:	PUNCT
easat-1711	409	14	10.55214/25768484.v8i5.1711	10.55214/25768484.v8i5.1711	NUM
easat-1711	409	15	©	©	PROPN
easat-1711	409	16	2024	2024	NUM
easat-1711	409	17	by	by	ADP
easat-1711	409	18	the	the	DET
easat-1711	409	19	authors	author	NOUN
easat-1711	409	20	;	;	PUNCT
easat-1711	409	21	licensee	licensee	PROPN
easat-1711	409	22	learning	learning	NOUN
easat-1711	409	23	gate	gate	NOUN
easat-1711	410	1	[	[	X
easat-1711	410	2	17	17	NUM
easat-1711	410	3	]	]	X
easat-1711	410	4	alhudhaif	alhudhaif	NOUN
easat-1711	410	5	,	,	PUNCT
easat-1711	410	6	a.	a.	NOUN
easat-1711	410	7	,	,	PUNCT
easat-1711	410	8	almaslukh	almaslukh	PROPN
easat-1711	410	9	,	,	PUNCT
easat-1711	410	10	b.	b.	PROPN
easat-1711	410	11	,	,	PUNCT
easat-1711	410	12	aseeri	aseeri	PROPN
easat-1711	410	13	,	,	PUNCT
easat-1711	410	14	a.o	a.o	PROPN
easat-1711	410	15	.	.	PROPN
easat-1711	410	16	,	,	PUNCT
easat-1711	410	17	guler	guler	NOUN
easat-1711	410	18	,	,	PUNCT
easat-1711	410	19	o.	o.	PROPN
easat-1711	410	20	and	and	CCONJ
easat-1711	410	21	polat	polat	PROPN
easat-1711	410	22	,	,	PUNCT
easat-1711	410	23	k.	k.	PROPN
easat-1711	410	24	,	,	PUNCT
easat-1711	410	25	2023	2023	NUM
easat-1711	410	26	.	.	PUNCT
easat-1711	411	1	a	a	DET
easat-1711	411	2	novel	novel	ADJ
easat-1711	411	3	nonlinear	nonlinear	ADJ
easat-1711	411	4	automated	automate	VERB
easat-1711	411	5	multi	multi	ADJ
easat-1711	411	6	-	-	ADJ
easat-1711	411	7	class	class	ADJ
easat-1711	411	8	skin	skin	NOUN
easat-1711	411	9	lesion	lesion	NOUN
easat-1711	411	10	detection	detection	NOUN
easat-1711	411	11	system	system	NOUN
easat-1711	411	12	using	use	VERB
easat-1711	411	13	soft	soft	ADJ
easat-1711	411	14	-	-	PUNCT
easat-1711	411	15	attention	attention	NOUN
easat-1711	411	16	based	base	VERB
easat-1711	411	17	convolutional	convolutional	ADJ
easat-1711	411	18	neural	neural	ADJ
easat-1711	411	19	networks	network	NOUN
easat-1711	411	20	.	.	PUNCT
easat-1711	412	1	chaos	chaos	NOUN
easat-1711	412	2	,	,	PUNCT
easat-1711	412	3	solitons	soliton	NOUN
easat-1711	412	4	&	&	CCONJ
easat-1711	412	5	fractals	fractal	NOUN
easat-1711	412	6	,	,	PUNCT
easat-1711	412	7	170	170	NUM
easat-1711	412	8	,	,	PUNCT
easat-1711	412	9	p.113409	p.113409	VERB
easat-1711	412	10	.	.	PUNCT
easat-1711	413	1	[	[	X
easat-1711	413	2	18	18	NUM
easat-1711	413	3	]	]	X
easat-1711	413	4	anand	anand	PROPN
easat-1711	413	5	,	,	PUNCT
easat-1711	413	6	v.	v.	PROPN
easat-1711	413	7	,	,	PUNCT
easat-1711	413	8	gupta	gupta	PROPN
easat-1711	413	9	,	,	PUNCT
easat-1711	413	10	s.	s.	PROPN
easat-1711	413	11	,	,	PUNCT
easat-1711	413	12	nayak	nayak	PROPN
easat-1711	413	13	,	,	PUNCT
easat-1711	413	14	s.r	s.r	PROPN
easat-1711	413	15	.	.	PROPN
easat-1711	413	16	,	,	PUNCT
easat-1711	413	17	koundal	koundal	PROPN
easat-1711	413	18	,	,	PUNCT
easat-1711	413	19	d.	d.	PROPN
easat-1711	413	20	,	,	PUNCT
easat-1711	413	21	prakash	prakash	PROPN
easat-1711	413	22	,	,	PUNCT
easat-1711	413	23	d.	d.	PROPN
easat-1711	413	24	and	and	CCONJ
easat-1711	413	25	verma	verma	PROPN
easat-1711	413	26	,	,	PUNCT
easat-1711	413	27	k.d	k.d	PROPN
easat-1711	413	28	.	.	PROPN
easat-1711	413	29	,	,	PUNCT
easat-1711	413	30	2022	2022	NUM
easat-1711	413	31	.	.	PUNCT
easat-1711	414	1	an	an	DET
easat-1711	414	2	automated	automate	VERB
easat-1711	414	3	deep	deep	ADJ
easat-1711	414	4	learning	learning	NOUN
easat-1711	414	5	models	model	NOUN
easat-1711	414	6	for	for	ADP
easat-1711	414	7	classification	classification	NOUN
easat-1711	414	8	of	of	ADP
easat-1711	414	9	skin	skin	NOUN
easat-1711	414	10	disease	disease	NOUN
easat-1711	414	11	using	use	VERB
easat-1711	414	12	dermoscopy	dermoscopy	NOUN
easat-1711	414	13	images	image	NOUN
easat-1711	414	14	:	:	PUNCT
easat-1711	414	15	a	a	DET
easat-1711	414	16	comprehensive	comprehensive	ADJ
easat-1711	414	17	study	study	NOUN
easat-1711	414	18	.	.	PUNCT
easat-1711	415	1	multimedia	multimedia	NOUN
easat-1711	415	2	tools	tool	NOUN
easat-1711	415	3	and	and	CCONJ
easat-1711	415	4	applications	application	NOUN
easat-1711	415	5	,	,	PUNCT
easat-1711	415	6	81(26	81(26	NUM
easat-1711	415	7	)	)	PUNCT
easat-1711	415	8	,	,	PUNCT
easat-1711	415	9	pp.37379	pp.37379	PROPN
easat-1711	415	10	-	-	PUNCT
easat-1711	415	11	37401	37401	NUM
easat-1711	415	12	.	.	PUNCT
easat-1711	416	1	[	[	X
easat-1711	416	2	19	19	NUM
easat-1711	416	3	]	]	X
easat-1711	416	4	geetha	geetha	PROPN
easat-1711	416	5	,	,	PUNCT
easat-1711	416	6	d.	d.	PROPN
easat-1711	416	7	,	,	PUNCT
easat-1711	416	8	kavitha	kavitha	PROPN
easat-1711	416	9	,	,	PUNCT
easat-1711	416	10	v.	v.	PROPN
easat-1711	416	11	,	,	PUNCT
easat-1711	416	12	manikandan	manikandan	PROPN
easat-1711	416	13	,	,	PUNCT
easat-1711	416	14	g.	g.	PROPN
easat-1711	416	15	and	and	CCONJ
easat-1711	416	16	karunkuzhali	karunkuzhali	PROPN
easat-1711	416	17	,	,	PUNCT
easat-1711	416	18	d.	d.	PROPN
easat-1711	416	19	,	,	PUNCT
easat-1711	416	20	2021	2021	NUM
easat-1711	416	21	,	,	PUNCT
easat-1711	416	22	july	july	PROPN
easat-1711	416	23	.	.	PUNCT
easat-1711	416	24	enhancement	enhancement	NOUN
easat-1711	416	25	and	and	CCONJ
easat-1711	416	26	development	development	NOUN
easat-1711	416	27	of	of	ADP
easat-1711	416	28	next	next	ADJ
easat-1711	416	29	generation	generation	NOUN
easat-1711	416	30	data	datum	NOUN
easat-1711	416	31	mining	mining	NOUN
easat-1711	416	32	photolithographic	photolithographic	ADJ
easat-1711	416	33	mechanism	mechanism	NOUN
easat-1711	416	34	.	.	PUNCT
easat-1711	417	1	in	in	ADP
easat-1711	417	2	journal	journal	PROPN
easat-1711	417	3	of	of	ADP
easat-1711	417	4	physics	physics	PROPN
easat-1711	417	5	:	:	PUNCT
easat-1711	417	6	conference	conference	NOUN
easat-1711	417	7	series	series	NOUN
easat-1711	417	8	(	(	PUNCT
easat-1711	417	9	vol	vol	NOUN
easat-1711	417	10	.	.	PROPN
easat-1711	417	11	1964	1964	NUM
easat-1711	417	12	,	,	PUNCT
easat-1711	417	13	no	no	INTJ
easat-1711	417	14	.	.	NOUN
easat-1711	417	15	4	4	NUM
easat-1711	417	16	,	,	PUNCT
easat-1711	417	17	p.	p.	NOUN
easat-1711	417	18	042092	042092	NUM
easat-1711	417	19	)	)	PUNCT
easat-1711	417	20	.	.	PUNCT
easat-1711	418	1	iop	iop	NOUN
easat-1711	418	2	publishing	publishing	NOUN
easat-1711	418	3	.	.	PUNCT
easat-1711	419	1	[	[	X
easat-1711	419	2	20	20	NUM
easat-1711	419	3	]	]	X
easat-1711	419	4	yue	yue	PROPN
easat-1711	419	5	,	,	PUNCT
easat-1711	419	6	g.	g.	PROPN
easat-1711	419	7	,	,	PUNCT
easat-1711	419	8	wei	wei	PROPN
easat-1711	419	9	,	,	PUNCT
easat-1711	419	10	p.	p.	PROPN
easat-1711	419	11	,	,	PUNCT
easat-1711	419	12	zhou	zhou	PROPN
easat-1711	419	13	,	,	PUNCT
easat-1711	419	14	t.	t.	PROPN
easat-1711	419	15	,	,	PUNCT
easat-1711	419	16	jiang	jiang	PROPN
easat-1711	419	17	,	,	PUNCT
easat-1711	419	18	q.	q.	PROPN
easat-1711	419	19	,	,	PUNCT
easat-1711	419	20	yan	yan	PROPN
easat-1711	419	21	,	,	PUNCT
easat-1711	419	22	w.	w.	PROPN
easat-1711	419	23	and	and	CCONJ
easat-1711	419	24	wang	wang	PROPN
easat-1711	419	25	,	,	PUNCT
easat-1711	419	26	t.	t.	PROPN
easat-1711	419	27	,	,	PUNCT
easat-1711	419	28	2022	2022	NUM
easat-1711	419	29	.	.	PUNCT
easat-1711	420	1	toward	toward	ADP
easat-1711	420	2	multicenter	multicenter	ADJ
easat-1711	420	3	skin	skin	NOUN
easat-1711	420	4	lesion	lesion	NOUN
easat-1711	420	5	classification	classification	NOUN
easat-1711	420	6	using	use	VERB
easat-1711	420	7	deep	deep	ADJ
easat-1711	420	8	neural	neural	ADJ
easat-1711	420	9	network	network	NOUN
easat-1711	420	10	with	with	ADP
easat-1711	420	11	adaptively	adaptively	ADV
easat-1711	420	12	weighted	weight	VERB
easat-1711	420	13	balance	balance	NOUN
easat-1711	420	14	loss	loss	NOUN
easat-1711	420	15	.	.	PUNCT
easat-1711	421	1	ieee	ieee	NOUN
easat-1711	421	2	transactions	transaction	NOUN
easat-1711	421	3	on	on	ADP
easat-1711	421	4	medical	medical	ADJ
easat-1711	421	5	imaging	imaging	NOUN
easat-1711	421	6	,	,	PUNCT
easat-1711	421	7	42(1	42(1	NOUN
easat-1711	421	8	)	)	PUNCT
easat-1711	421	9	,	,	PUNCT
easat-1711	421	10	pp.119131	pp.119131	PROPN
easat-1711	421	11	.	.	PUNCT
easat-1711	422	1	[	[	X
easat-1711	422	2	21	21	NUM
easat-1711	422	3	]	]	X
easat-1711	422	4	priyanka	priyanka	NOUN
easat-1711	422	5	pramila	pramila	PROPN
easat-1711	422	6	,	,	PUNCT
easat-1711	422	7	r.	r.	PROPN
easat-1711	422	8	and	and	CCONJ
easat-1711	422	9	subhashini	subhashini	PROPN
easat-1711	422	10	,	,	PUNCT
easat-1711	422	11	r.	r.	PROPN
easat-1711	422	12	,	,	PUNCT
easat-1711	422	13	2023	2023	NUM
easat-1711	422	14	.	.	PUNCT
easat-1711	422	15	automated	automate	VERB
easat-1711	422	16	skin	skin	NOUN
easat-1711	422	17	lesion	lesion	NOUN
easat-1711	422	18	detection	detection	NOUN
easat-1711	422	19	and	and	CCONJ
easat-1711	422	20	classification	classification	NOUN
easat-1711	422	21	using	use	VERB
easat-1711	422	22	fused	fuse	VERB
easat-1711	422	23	deep	deep	ADJ
easat-1711	422	24	convolutional	convolutional	ADJ
easat-1711	422	25	neural	neural	ADJ
easat-1711	422	26	network	network	NOUN
easat-1711	422	27	on	on	ADP
easat-1711	422	28	dermoscopic	dermoscopic	ADJ
easat-1711	422	29	images	image	NOUN
easat-1711	422	30	.	.	PUNCT
easat-1711	423	1	computational	computational	ADJ
easat-1711	423	2	intelligence	intelligence	NOUN
easat-1711	423	3	,	,	PUNCT
easat-1711	423	4	39(6	39(6	NOUN
easat-1711	423	5	)	)	PUNCT
easat-1711	423	6	,	,	PUNCT
easat-1711	423	7	pp.1073	pp.1073	NOUN
easat-1711	423	8	-	-	SYM
easat-1711	423	9	1087	1087	NUM
easat-1711	423	10	.	.	PUNCT
easat-1711	424	1	[	[	X
easat-1711	424	2	22	22	NUM
easat-1711	424	3	]	]	X
easat-1711	424	4	anand	anand	PROPN
easat-1711	424	5	,	,	PUNCT
easat-1711	424	6	s.	s.	PROPN
easat-1711	424	7	,	,	PUNCT
easat-1711	424	8	sheeba	sheeba	PROPN
easat-1711	424	9	,	,	PUNCT
easat-1711	424	10	a.	a.	NOUN
easat-1711	424	11	and	and	CCONJ
easat-1711	424	12	maha	maha	PROPN
easat-1711	424	13	tharshini	tharshini	PROPN
easat-1711	424	14	,	,	PUNCT
easat-1711	424	15	m.k	m.k	PROPN
easat-1711	424	16	.	.	PROPN
easat-1711	424	17	,	,	PUNCT
easat-1711	424	18	2024	2024	NUM
easat-1711	424	19	.	.	PUNCT
easat-1711	424	20	relative	relative	ADJ
easat-1711	424	21	likelihood	likelihood	NOUN
easat-1711	424	22	based	base	VERB
easat-1711	424	23	aggregated	aggregate	VERB
easat-1711	424	24	dual	dual	ADJ
easat-1711	424	25	deep	deep	ADJ
easat-1711	424	26	neural	neural	ADJ
easat-1711	424	27	network	network	NOUN
easat-1711	424	28	for	for	ADP
easat-1711	424	29	skin	skin	NOUN
easat-1711	424	30	lesion	lesion	NOUN
easat-1711	424	31	recognition	recognition	NOUN
easat-1711	424	32	in	in	ADP
easat-1711	424	33	dermoscopy	dermoscopy	NOUN
easat-1711	424	34	images	image	NOUN
easat-1711	424	35	.	.	PUNCT
easat-1711	425	1	multimedia	multimedia	NOUN
easat-1711	425	2	tools	tool	NOUN
easat-1711	425	3	and	and	CCONJ
easat-1711	425	4	applications	application	NOUN
easat-1711	425	5	,	,	PUNCT
easat-1711	425	6	pp.1	pp.1	NOUN
easat-1711	425	7	-	-	PUNCT
easat-1711	425	8	24	24	NUM
easat-1711	425	9	.	.	PUNCT
easat-1711	426	1	[	[	X
easat-1711	426	2	23	23	NUM
easat-1711	426	3	]	]	X
easat-1711	426	4	liu	liu	PROPN
easat-1711	426	5	,	,	PUNCT
easat-1711	426	6	z.	z.	PROPN
easat-1711	426	7	,	,	PUNCT
easat-1711	426	8	xiong	xiong	PROPN
easat-1711	426	9	,	,	PUNCT
easat-1711	426	10	r.	r.	PROPN
easat-1711	426	11	and	and	CCONJ
easat-1711	426	12	jiang	jiang	PROPN
easat-1711	426	13	,	,	PUNCT
easat-1711	426	14	t.	t.	PROPN
easat-1711	426	15	,	,	PUNCT
easat-1711	426	16	2022	2022	NUM
easat-1711	426	17	.	.	PUNCT
easat-1711	427	1	ci	ci	NOUN
easat-1711	427	2	-	-	PUNCT
easat-1711	427	3	net	net	ADJ
easat-1711	427	4	:	:	PUNCT
easat-1711	427	5	clinical	clinical	ADJ
easat-1711	427	6	-	-	PUNCT
easat-1711	427	7	inspired	inspire	VERB
easat-1711	427	8	network	network	NOUN
easat-1711	427	9	for	for	ADP
easat-1711	427	10	automated	automate	VERB
easat-1711	427	11	skin	skin	NOUN
easat-1711	427	12	lesion	lesion	NOUN
easat-1711	427	13	recognition	recognition	NOUN
easat-1711	427	14	.	.	PUNCT
easat-1711	428	1	ieee	ieee	NOUN
easat-1711	428	2	transactions	transaction	NOUN
easat-1711	428	3	on	on	ADP
easat-1711	428	4	medical	medical	ADJ
easat-1711	428	5	imaging	imaging	NOUN
easat-1711	428	6	,	,	PUNCT
easat-1711	428	7	42(3	42(3	NUM
easat-1711	428	8	)	)	PUNCT
easat-1711	428	9	,	,	PUNCT
easat-1711	428	10	pp.619	pp.619	PROPN
easat-1711	428	11	-	-	NOUN
easat-1711	428	12	632	632	NUM
easat-1711	428	13	.	.	PUNCT
easat-1711	429	1	[	[	X
easat-1711	429	2	24	24	NUM
easat-1711	429	3	]	]	X
easat-1711	429	4	salma	salma	PROPN
easat-1711	429	5	,	,	PUNCT
easat-1711	429	6	w.	w.	PROPN
easat-1711	429	7	and	and	CCONJ
easat-1711	429	8	eltrass	eltrass	VERB
easat-1711	429	9	,	,	PUNCT
easat-1711	429	10	a.s	a.s	PROPN
easat-1711	429	11	.	.	PROPN
easat-1711	429	12	,	,	PUNCT
easat-1711	429	13	2022	2022	NUM
easat-1711	429	14	.	.	PUNCT
easat-1711	430	1	automated	automate	VERB
easat-1711	430	2	deep	deep	ADJ
easat-1711	430	3	learning	learning	NOUN
easat-1711	430	4	approach	approach	NOUN
easat-1711	430	5	for	for	ADP
easat-1711	430	6	classification	classification	NOUN
easat-1711	430	7	of	of	ADP
easat-1711	430	8	malignant	malignant	ADJ
easat-1711	430	9	melanoma	melanoma	NOUN
easat-1711	430	10	and	and	CCONJ
easat-1711	430	11	benign	benign	ADJ
easat-1711	430	12	skin	skin	NOUN
easat-1711	430	13	lesions	lesion	NOUN
easat-1711	430	14	.	.	PUNCT
easat-1711	431	1	multimedia	multimedia	NOUN
easat-1711	431	2	tools	tool	NOUN
easat-1711	431	3	and	and	CCONJ
easat-1711	431	4	applications	application	NOUN
easat-1711	431	5	,	,	PUNCT
easat-1711	431	6	81(22	81(22	NUM
easat-1711	431	7	)	)	PUNCT
easat-1711	431	8	,	,	PUNCT
easat-1711	431	9	pp.32643	pp.32643	PROPN
easat-1711	431	10	-	-	PUNCT
easat-1711	431	11	32660	32660	NUM
easat-1711	431	12	.	.	PUNCT
easat-1711	432	1	[	[	X
easat-1711	432	2	25	25	NUM
easat-1711	432	3	]	]	X
easat-1711	432	4	hameed	hameed	PROPN
easat-1711	432	5	,	,	PUNCT
easat-1711	432	6	a.	a.	NOUN
easat-1711	432	7	,	,	PUNCT
easat-1711	432	8	umer	umer	PROPN
easat-1711	432	9	,	,	PUNCT
easat-1711	432	10	m.	m.	NOUN
easat-1711	432	11	,	,	PUNCT
easat-1711	432	12	hafeez	hafeez	PROPN
easat-1711	432	13	,	,	PUNCT
easat-1711	432	14	u.	u.	PROPN
easat-1711	432	15	,	,	PUNCT
easat-1711	432	16	mustafa	mustafa	PROPN
easat-1711	432	17	,	,	PUNCT
easat-1711	432	18	h.	h.	PROPN
easat-1711	432	19	,	,	PUNCT
easat-1711	432	20	sohaib	sohaib	PROPN
easat-1711	432	21	,	,	PUNCT
easat-1711	432	22	a.	a.	NOUN
easat-1711	432	23	,	,	PUNCT
easat-1711	432	24	siddique	siddique	PROPN
easat-1711	432	25	,	,	PUNCT
easat-1711	432	26	m.a	m.a	PROPN
easat-1711	432	27	.	.	PROPN
easat-1711	432	28	and	and	CCONJ
easat-1711	432	29	madni	madni	PROPN
easat-1711	432	30	,	,	PUNCT
easat-1711	432	31	h.a	h.a	PROPN
easat-1711	432	32	.	.	PROPN
easat-1711	432	33	,	,	PUNCT
easat-1711	432	34	2023	2023	NUM
easat-1711	432	35	.	.	PUNCT
easat-1711	433	1	skin	skin	NOUN
easat-1711	433	2	lesion	lesion	NOUN
easat-1711	433	3	classification	classification	NOUN
easat-1711	433	4	in	in	ADP
easat-1711	433	5	dermoscopic	dermoscopic	ADJ
easat-1711	433	6	images	image	NOUN
easat-1711	433	7	using	use	VERB
easat-1711	433	8	stacked	stack	VERB
easat-1711	433	9	convolutional	convolutional	ADJ
easat-1711	433	10	neural	neural	ADJ
easat-1711	433	11	network	network	NOUN
easat-1711	433	12	.	.	PUNCT
easat-1711	434	1	journal	journal	PROPN
easat-1711	434	2	of	of	ADP
easat-1711	434	3	ambient	ambient	ADJ
easat-1711	434	4	intelligence	intelligence	NOUN
easat-1711	434	5	and	and	CCONJ
easat-1711	434	6	humanized	humanize	VERB
easat-1711	434	7	computing	computing	NOUN
easat-1711	434	8	,	,	PUNCT
easat-1711	434	9	14(4	14(4	NUM
easat-1711	434	10	)	)	PUNCT
easat-1711	434	11	,	,	PUNCT
easat-1711	434	12	pp.3551	pp.3551	PROPN
easat-1711	434	13	-	-	NOUN
easat-1711	434	14	3565	3565	NUM
easat-1711	434	15	.	.	PUNCT
easat-1711	435	1	[	[	X
easat-1711	435	2	26	26	NUM
easat-1711	435	3	]	]	X
easat-1711	435	4	bozkurt	bozkurt	PROPN
easat-1711	435	5	,	,	PUNCT
easat-1711	435	6	f.	f.	PROPN
easat-1711	435	7	,	,	PUNCT
easat-1711	435	8	2023	2023	NUM
easat-1711	435	9	.	.	PUNCT
easat-1711	436	1	skin	skin	NOUN
easat-1711	436	2	lesion	lesion	NOUN
easat-1711	436	3	classification	classification	NOUN
easat-1711	436	4	on	on	ADP
easat-1711	436	5	dermatoscopic	dermatoscopic	NOUN
easat-1711	436	6	images	image	NOUN
easat-1711	436	7	using	use	VERB
easat-1711	436	8	effective	effective	ADJ
easat-1711	436	9	data	datum	NOUN
easat-1711	436	10	augmentation	augmentation	NOUN
easat-1711	436	11	and	and	CCONJ
easat-1711	436	12	pre	pre	ADJ
easat-1711	436	13	-	-	ADJ
easat-1711	436	14	trained	train	VERB
easat-1711	436	15	deep	deep	ADJ
easat-1711	436	16	learning	learning	NOUN
easat-1711	436	17	approach	approach	NOUN
easat-1711	436	18	.	.	PUNCT
easat-1711	437	1	multimedia	multimedia	NOUN
easat-1711	437	2	tools	tool	NOUN
easat-1711	437	3	and	and	CCONJ
easat-1711	437	4	applications	application	NOUN
easat-1711	437	5	,	,	PUNCT
easat-1711	437	6	82(12	82(12	NUM
easat-1711	437	7	)	)	PUNCT
easat-1711	437	8	,	,	PUNCT
easat-1711	437	9	pp.18985	pp.18985	PROPN
easat-1711	437	10	-	-	SYM
easat-1711	437	11	19003	19003	NUM
easat-1711	437	12	.	.	PUNCT
easat-1711	438	1	[	[	X
easat-1711	438	2	27	27	NUM
easat-1711	438	3	]	]	SYM
easat-1711	438	4	nawaz	nawaz	NOUN
easat-1711	438	5	,	,	PUNCT
easat-1711	438	6	m.	m.	NOUN
easat-1711	438	7	,	,	PUNCT
easat-1711	438	8	mehmood	mehmood	PROPN
easat-1711	438	9	,	,	PUNCT
easat-1711	438	10	z.	z.	PROPN
easat-1711	438	11	,	,	PUNCT
easat-1711	438	12	nazir	nazir	PROPN
easat-1711	438	13	,	,	PUNCT
easat-1711	438	14	t.	t.	PROPN
easat-1711	438	15	,	,	PUNCT
easat-1711	438	16	naqvi	naqvi	NOUN
easat-1711	438	17	,	,	PUNCT
easat-1711	438	18	r.a	r.a	PROPN
easat-1711	438	19	.	.	PROPN
easat-1711	438	20	,	,	PUNCT
easat-1711	438	21	rehman	rehman	PROPN
easat-1711	438	22	,	,	PUNCT
easat-1711	438	23	a.	a.	PROPN
easat-1711	438	24	,	,	PUNCT
easat-1711	438	25	iqbal	iqbal	PROPN
easat-1711	438	26	,	,	PUNCT
easat-1711	438	27	m.	m.	NOUN
easat-1711	438	28	and	and	CCONJ
easat-1711	438	29	saba	saba	PROPN
easat-1711	438	30	,	,	PUNCT
easat-1711	438	31	t.	t.	PROPN
easat-1711	438	32	,	,	PUNCT
easat-1711	438	33	2022	2022	NUM
easat-1711	438	34	.	.	PUNCT
easat-1711	439	1	skin	skin	NOUN
easat-1711	439	2	cancer	cancer	NOUN
easat-1711	439	3	detection	detection	NOUN
easat-1711	439	4	from	from	ADP
easat-1711	439	5	dermoscopic	dermoscopic	ADJ
easat-1711	439	6	images	image	NOUN
easat-1711	439	7	using	use	VERB
easat-1711	439	8	deep	deep	ADJ
easat-1711	439	9	learning	learning	NOUN
easat-1711	439	10	and	and	CCONJ
easat-1711	439	11	fuzzy	fuzzy	ADJ
easat-1711	439	12	k‐means	k‐mean	NOUN
easat-1711	439	13	clustering	clustering	NOUN
easat-1711	439	14	.	.	PUNCT
easat-1711	440	1	microscopy	microscopy	NOUN
easat-1711	440	2	research	research	NOUN
easat-1711	440	3	and	and	CCONJ
easat-1711	440	4	technique	technique	NOUN
easat-1711	440	5	,	,	PUNCT
easat-1711	440	6	85(1	85(1	NOUN
easat-1711	440	7	)	)	PUNCT
easat-1711	440	8	,	,	PUNCT
easat-1711	440	9	pp.339	pp.339	PROPN
easat-1711	440	10	-	-	PUNCT
easat-1711	440	11	351	351	NUM
easat-1711	440	12	.	.	PUNCT
easat-1711	441	1	[	[	X
easat-1711	441	2	28	28	NUM
easat-1711	441	3	]	]	X
easat-1711	441	4	isic	isic	NOUN
easat-1711	441	5	-	-	PUNCT
easat-1711	441	6	archive	archive	NOUN
easat-1711	441	7	"	"	PUNCT
easat-1711	441	8	https://challenge.isic-archive.com/data/	https://challenge.isic-archive.com/data/	PROPN
easat-1711	441	9	”	"	PUNCT
easat-1711	441	10	,	,	PUNCT
easat-1711	441	11	accessed	access	VERB
easat-1711	441	12	in	in	ADP
easat-1711	441	13	august	august	PROPN
easat-1711	441	14	2024	2024	NUM
easat-1711	441	15	.	.	PUNCT
easat-1711	442	1	[	[	X
easat-1711	442	2	29	29	NUM
easat-1711	442	3	]	]	X
easat-1711	442	4	rahman	rahman	PROPN
easat-1711	442	5	,	,	PUNCT
easat-1711	442	6	m.	m.	NOUN
easat-1711	442	7	,	,	PUNCT
easat-1711	442	8	al	al	PROPN
easat-1711	442	9	-	-	PUNCT
easat-1711	442	10	thubaiti	thubaiti	PROPN
easat-1711	442	11	,	,	PUNCT
easat-1711	442	12	s.	s.	PROPN
easat-1711	442	13	,	,	PUNCT
easat-1711	442	14	breitenfeldt	breitenfeldt	PROPN
easat-1711	442	15	,	,	PUNCT
easat-1711	442	16	r.w	r.w	PROPN
easat-1711	442	17	.	.	PROPN
easat-1711	442	18	,	,	PUNCT
easat-1711	442	19	jiang	jiang	PROPN
easat-1711	442	20	,	,	PUNCT
easat-1711	442	21	j.	j.	PROPN
easat-1711	442	22	,	,	PUNCT
easat-1711	442	23	light	light	NOUN
easat-1711	442	24	,	,	PUNCT
easat-1711	442	25	e.b	e.b	PROPN
easat-1711	442	26	.	.	PROPN
easat-1711	442	27	,	,	PUNCT
easat-1711	442	28	molenaar	molenaar	PROPN
easat-1711	442	29	,	,	PUNCT
easat-1711	442	30	r.h	r.h	PROPN
easat-1711	442	31	.	.	PROPN
easat-1711	442	32	,	,	PUNCT
easat-1711	442	33	patwary	patwary	ADJ
easat-1711	442	34	,	,	PUNCT
easat-1711	442	35	m.s.a	m.s.a	X
easat-1711	442	36	.	.	PUNCT
easat-1711	442	37	and	and	CCONJ
easat-1711	442	38	wuollet	wuollet	PROPN
easat-1711	442	39	,	,	PUNCT
easat-1711	442	40	j.a	j.a	PROPN
easat-1711	442	41	.	.	PROPN
easat-1711	442	42	,	,	PUNCT
easat-1711	442	43	2016	2016	NUM
easat-1711	442	44	.	.	PUNCT
easat-1711	443	1	a	a	DET
easat-1711	443	2	note	note	NOUN
easat-1711	443	3	on	on	ADP
easat-1711	443	4	adaptive	adaptive	ADJ
easat-1711	443	5	box	box	NOUN
easat-1711	443	6	-	-	PUNCT
easat-1711	443	7	cox	cox	PROPN
easat-1711	443	8	transformation	transformation	NOUN
easat-1711	443	9	parameter	parameter	NOUN
easat-1711	443	10	in	in	ADP
easat-1711	443	11	linear	linear	PROPN
easat-1711	443	12	regression	regression	NOUN
easat-1711	443	13	.	.	PUNCT
easat-1711	444	1	research	research	NOUN
easat-1711	444	2	and	and	CCONJ
easat-1711	444	3	scientific	scientific	ADJ
easat-1711	444	4	innovation	innovation	NOUN
easat-1711	444	5	society	society	NOUN
easat-1711	444	6	rsis	rsis	PROPN
easat-1711	444	7	international	international	ADJ
easat-1711	444	8	.	.	PUNCT
easat-1711	445	1	[	[	X
easat-1711	445	2	30	30	NUM
easat-1711	445	3	]	]	X
easat-1711	445	4	kumar	kumar	PROPN
easat-1711	445	5	,	,	PUNCT
easat-1711	445	6	m.p	m.p	PROPN
easat-1711	445	7	.	.	PROPN
easat-1711	445	8	,	,	PUNCT
easat-1711	445	9	poornima	poornima	PROPN
easat-1711	445	10	,	,	PUNCT
easat-1711	445	11	b.	b.	PROPN
easat-1711	445	12	,	,	PUNCT
easat-1711	445	13	nagendraswamy	nagendraswamy	PROPN
easat-1711	445	14	,	,	PUNCT
easat-1711	445	15	h.s	h.s	PROPN
easat-1711	445	16	.	.	PROPN
easat-1711	445	17	and	and	CCONJ
easat-1711	445	18	manjunath	manjunath	PROPN
easat-1711	445	19	,	,	PUNCT
easat-1711	445	20	c.	c.	PROPN
easat-1711	445	21	,	,	PUNCT
easat-1711	445	22	2021	2021	NUM
easat-1711	445	23	.	.	PUNCT
easat-1711	445	24	structure	structure	NOUN
easat-1711	445	25	-	-	PUNCT
easat-1711	445	26	preserving	preserve	VERB
easat-1711	445	27	npr	npr	NOUN
easat-1711	445	28	framework	framework	NOUN
easat-1711	445	29	for	for	ADP
easat-1711	445	30	image	image	NOUN
easat-1711	445	31	abstraction	abstraction	NOUN
easat-1711	445	32	and	and	CCONJ
easat-1711	445	33	stylization	stylization	NOUN
easat-1711	445	34	.	.	PUNCT
easat-1711	446	1	the	the	DET
easat-1711	446	2	journal	journal	NOUN
easat-1711	446	3	of	of	ADP
easat-1711	446	4	supercomputing	supercomputing	NOUN
easat-1711	446	5	,	,	PUNCT
easat-1711	446	6	77(8	77(8	NUM
easat-1711	446	7	)	)	PUNCT
easat-1711	446	8	,	,	PUNCT
easat-1711	446	9	pp.8445	pp.8445	PROPN
easat-1711	446	10	-	-	PUNCT
easat-1711	446	11	8513	8513	NUM
easat-1711	446	12	.	.	PUNCT
easat-1711	447	1	[	[	X
easat-1711	447	2	31	31	NUM
easat-1711	447	3	]	]	X
easat-1711	447	4	munir	munir	PROPN
easat-1711	447	5	,	,	PUNCT
easat-1711	447	6	f.	f.	PROPN
easat-1711	447	7	,	,	PUNCT
easat-1711	447	8	azam	azam	PROPN
easat-1711	447	9	,	,	PUNCT
easat-1711	447	10	s.	s.	PROPN
easat-1711	447	11	,	,	PUNCT
easat-1711	447	12	jeon	jeon	PROPN
easat-1711	447	13	,	,	PUNCT
easat-1711	447	14	m.	m.	NOUN
easat-1711	447	15	,	,	PUNCT
easat-1711	447	16	lee	lee	PROPN
easat-1711	447	17	,	,	PUNCT
easat-1711	447	18	b.g	b.g	PROPN
easat-1711	447	19	.	.	PROPN
easat-1711	447	20	and	and	CCONJ
easat-1711	447	21	pedrycz	pedrycz	NOUN
easat-1711	447	22	,	,	PUNCT
easat-1711	447	23	w.	w.	NOUN
easat-1711	447	24	,	,	PUNCT
easat-1711	447	25	2021	2021	NUM
easat-1711	447	26	.	.	PUNCT
easat-1711	448	1	ldnet	ldnet	NOUN
easat-1711	448	2	:	:	PUNCT
easat-1711	448	3	end	end	NOUN
easat-1711	448	4	-	-	PUNCT
easat-1711	448	5	to	to	ADP
easat-1711	448	6	-	-	PUNCT
easat-1711	448	7	end	end	NOUN
easat-1711	448	8	lane	lane	NOUN
easat-1711	448	9	marking	mark	VERB
easat-1711	448	10	detection	detection	NOUN
easat-1711	448	11	approach	approach	NOUN
easat-1711	448	12	using	use	VERB
easat-1711	448	13	a	a	DET
easat-1711	448	14	dynamic	dynamic	ADJ
easat-1711	448	15	vision	vision	NOUN
easat-1711	448	16	sensor	sensor	NOUN
easat-1711	448	17	.	.	PUNCT
easat-1711	449	1	ieee	ieee	NOUN
easat-1711	449	2	transactions	transaction	NOUN
easat-1711	449	3	on	on	ADP
easat-1711	449	4	intelligent	intelligent	ADJ
easat-1711	449	5	transportation	transportation	NOUN
easat-1711	449	6	systems	system	NOUN
easat-1711	449	7	,	,	PUNCT
easat-1711	449	8	23(7	23(7	NUM
easat-1711	449	9	)	)	PUNCT
easat-1711	449	10	,	,	PUNCT
easat-1711	449	11	pp.9318	pp.9318	PROPN
easat-1711	449	12	-	-	PUNCT
easat-1711	449	13	9334	9334	NUM
easat-1711	449	14	.	.	PUNCT
easat-1711	450	1	[	[	X
easat-1711	450	2	32	32	NUM
easat-1711	450	3	]	]	X
easat-1711	450	4	zaher	zaher	PROPN
easat-1711	450	5	,	,	PUNCT
easat-1711	450	6	h.	h.	PROPN
easat-1711	450	7	,	,	PUNCT
easat-1711	450	8	al	al	PROPN
easat-1711	450	9	-	-	PUNCT
easat-1711	450	10	wahsh	wahsh	PROPN
easat-1711	450	11	,	,	PUNCT
easat-1711	450	12	h.	h.	PROPN
easat-1711	450	13	,	,	PUNCT
easat-1711	450	14	eid	eid	PROPN
easat-1711	450	15	,	,	PUNCT
easat-1711	450	16	m.h	m.h	PROPN
easat-1711	450	17	.	.	PROPN
easat-1711	450	18	,	,	PUNCT
easat-1711	450	19	gad	gad	PROPN
easat-1711	450	20	,	,	PUNCT
easat-1711	450	21	r.s	r.s	PROPN
easat-1711	450	22	.	.	PROPN
easat-1711	450	23	,	,	PUNCT
easat-1711	450	24	abdel	abdel	PROPN
easat-1711	450	25	-	-	PUNCT
easat-1711	450	26	rahim	rahim	PROPN
easat-1711	450	27	,	,	PUNCT
easat-1711	450	28	n.	n.	NOUN
easat-1711	450	29	and	and	CCONJ
easat-1711	450	30	abdelqawee	abdelqawee	NOUN
easat-1711	450	31	,	,	PUNCT
easat-1711	450	32	i.m	i.m	PROPN
easat-1711	450	33	.	.	PROPN
easat-1711	450	34	,	,	PUNCT
easat-1711	450	35	2023	2023	NUM
easat-1711	450	36	.	.	PUNCT
easat-1711	451	1	a	a	DET
easat-1711	451	2	novel	novel	ADJ
easat-1711	451	3	harbor	harbor	NOUN
easat-1711	451	4	seal	seal	NOUN
easat-1711	451	5	whiskers	whisker	NOUN
easat-1711	451	6	optimization	optimization	NOUN
easat-1711	451	7	algorithm	algorithm	NOUN
easat-1711	451	8	.	.	PUNCT
easat-1711	452	1	alexandria	alexandria	PROPN
easat-1711	452	2	engineering	engineering	PROPN
easat-1711	452	3	journal	journal	PROPN
easat-1711	452	4	,	,	PUNCT
easat-1711	452	5	80	80	NUM
easat-1711	452	6	,	,	PUNCT
easat-1711	452	7	pp.88	pp.88	NOUN
easat-1711	452	8	-	-	PUNCT
easat-1711	452	9	109	109	NUM
easat-1711	452	10	.	.	PUNCT