id	sid	tid	token	lemma	pos
cana-944	1	1	paper	paper	NOUN
cana-944	1	2	title	title	NOUN
cana-944	1	3	(	(	PUNCT
cana-944	1	4	use	use	NOUN
cana-944	1	5	style	style	NOUN
cana-944	1	6	:	:	PUNCT
cana-944	1	7	paper	paper	NOUN
cana-944	1	8	title	title	NOUN
cana-944	1	9	)	)	PUNCT
cana-944	1	10	communications	communication	NOUN
cana-944	1	11	on	on	ADP
cana-944	1	12	applied	apply	VERB
cana-944	1	13	nonlinear	nonlinear	ADJ
cana-944	1	14	analysis	analysis	NOUN
cana-944	1	15	issn	issn	NOUN
cana-944	1	16	:	:	PUNCT
cana-944	1	17	1074	1074	NUM
cana-944	1	18	-	-	PUNCT
cana-944	1	19	133x	133x	NUM
cana-944	1	20	vol	vol	NOUN
cana-944	1	21	31	31	NUM
cana-944	1	22	no	no	NOUN
cana-944	1	23	.	.	PUNCT
cana-944	2	1	4s	4s	NUM
cana-944	2	2	(	(	PUNCT
cana-944	2	3	2024	2024	NUM
cana-944	2	4	)	)	PUNCT
cana-944	2	5	490	490	NUM
cana-944	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	2	7	deep	deep	ADJ
cana-944	2	8	learning	learning	NOUN
cana-944	2	9	for	for	ADP
cana-944	2	10	skin	skin	NOUN
cana-944	2	11	cancer	cancer	NOUN
cana-944	2	12	classification	classification	NOUN
cana-944	2	13	:	:	PUNCT
cana-944	2	14	a	a	DET
cana-944	2	15	comparative	comparative	ADJ
cana-944	2	16	study	study	NOUN
cana-944	2	17	of	of	ADP
cana-944	2	18	cnn	cnn	PROPN
cana-944	2	19	and	and	CCONJ
cana-944	2	20	vgg16	vgg16	VERB
cana-944	2	21	on	on	ADP
cana-944	2	22	ham10000	ham10000	PROPN
cana-944	2	23	dataset	dataset	PROPN
cana-944	2	24	yashwant	yashwant	PROPN
cana-944	2	25	s.	s.	PROPN
cana-944	2	26	ingle1	ingle1	PROPN
cana-944	2	27	,	,	PUNCT
cana-944	2	28	dr	dr	PROPN
cana-944	3	1	.	.	PROPN
cana-944	3	2	nuzhat	nuzhat	PROPN
cana-944	3	3	faiz	faiz	PROPN
cana-944	3	4	shaikh2	shaikh2	PROPN
cana-944	4	1	1research	1research	NUM
cana-944	4	2	scholar	scholar	NOUN
cana-944	4	3	,	,	PUNCT
cana-944	4	4	dept	dept	NOUN
cana-944	4	5	.	.	PROPN
cana-944	4	6	of	of	ADP
cana-944	4	7	computer	computer	NOUN
cana-944	4	8	engineering	engineering	NOUN
cana-944	4	9	,	,	PUNCT
cana-944	4	10	skncoe	skncoe	VERB
cana-944	4	11	research	research	NOUN
cana-944	4	12	center	center	NOUN
cana-944	4	13	,	,	PUNCT
cana-944	4	14	pune	pune	NOUN
cana-944	4	15	,	,	PUNCT
cana-944	4	16	india	india	PROPN
cana-944	4	17	2phd	2phd	PROPN
cana-944	4	18	research	research	NOUN
cana-944	4	19	supervisor	supervisor	NOUN
cana-944	4	20	,	,	PUNCT
cana-944	4	21	dept	dept	NOUN
cana-944	4	22	.	.	PROPN
cana-944	5	1	of	of	ADP
cana-944	5	2	computer	computer	NOUN
cana-944	5	3	engineering	engineering	NOUN
cana-944	5	4	,	,	PUNCT
cana-944	5	5	skncoe	skncoe	VERB
cana-944	5	6	research	research	NOUN
cana-944	5	7	center	center	NOUN
cana-944	5	8	,	,	PUNCT
cana-944	5	9	pune	pune	NOUN
cana-944	5	10	,	,	PUNCT
cana-944	5	11	india	india	PROPN
cana-944	5	12	article	article	PROPN
cana-944	5	13	history	history	NOUN
cana-944	5	14	:	:	PUNCT
cana-944	5	15	received	receive	VERB
cana-944	5	16	:	:	PUNCT
cana-944	5	17	18	18	NUM
cana-944	5	18	-	-	PUNCT
cana-944	5	19	04	04	NUM
cana-944	5	20	-	-	PUNCT
cana-944	5	21	2024	2024	NUM
cana-944	5	22	revised	revise	VERB
cana-944	5	23	:	:	PUNCT
cana-944	5	24	09	09	NUM
cana-944	5	25	-	-	SYM
cana-944	5	26	06	06	NUM
cana-944	5	27	-	-	PUNCT
cana-944	5	28	2024	2024	NUM
cana-944	5	29	accepted	accept	VERB
cana-944	5	30	:	:	PUNCT
cana-944	5	31	27	27	NUM
cana-944	5	32	-	-	SYM
cana-944	5	33	06	06	NUM
cana-944	5	34	-	-	PUNCT
cana-944	5	35	2024	2024	NUM
cana-944	5	36	abstract	abstract	NOUN
cana-944	5	37	:	:	PUNCT
cana-944	5	38	skin	skin	NOUN
cana-944	5	39	cancer	cancer	NOUN
cana-944	5	40	is	be	AUX
cana-944	5	41	one	one	NUM
cana-944	5	42	of	of	ADP
cana-944	5	43	the	the	DET
cana-944	5	44	most	most	ADV
cana-944	5	45	dangerous	dangerous	ADJ
cana-944	5	46	types	type	NOUN
cana-944	5	47	of	of	ADP
cana-944	5	48	cancer	cancer	NOUN
cana-944	5	49	among	among	ADP
cana-944	5	50	the	the	DET
cana-944	5	51	cancers	cancer	NOUN
cana-944	5	52	.	.	PUNCT
cana-944	6	1	the	the	DET
cana-944	6	2	early	early	ADJ
cana-944	6	3	detection	detection	NOUN
cana-944	6	4	of	of	ADP
cana-944	6	5	skin	skin	NOUN
cana-944	6	6	cancer	cancer	NOUN
cana-944	6	7	helps	help	VERB
cana-944	6	8	resolve	resolve	VERB
cana-944	6	9	it	it	PRON
cana-944	6	10	.	.	PUNCT
cana-944	7	1	hence	hence	ADV
cana-944	7	2	,	,	PUNCT
cana-944	7	3	it	it	PRON
cana-944	7	4	is	be	AUX
cana-944	7	5	necessary	necessary	ADJ
cana-944	7	6	to	to	PART
cana-944	7	7	diagnose	diagnose	VERB
cana-944	7	8	the	the	DET
cana-944	7	9	disease	disease	NOUN
cana-944	7	10	as	as	ADV
cana-944	7	11	early	early	ADV
cana-944	7	12	as	as	ADP
cana-944	7	13	possible	possible	ADJ
cana-944	7	14	.	.	PUNCT
cana-944	8	1	this	this	DET
cana-944	8	2	paper	paper	NOUN
cana-944	8	3	presents	present	VERB
cana-944	8	4	convolutional	convolutional	ADJ
cana-944	8	5	neural	neural	ADJ
cana-944	8	6	networks	network	NOUN
cana-944	8	7	and	and	CCONJ
cana-944	8	8	the	the	DET
cana-944	8	9	vgg16	vgg16	NOUN
cana-944	8	10	algorithm	algorithm	NOUN
cana-944	8	11	to	to	PART
cana-944	8	12	recognize	recognize	VERB
cana-944	8	13	skin	skin	NOUN
cana-944	8	14	cancer	cancer	NOUN
cana-944	8	15	types	type	NOUN
cana-944	8	16	.	.	PUNCT
cana-944	9	1	the	the	DET
cana-944	9	2	ham10000	ham10000	PROPN
cana-944	9	3	dataset	dataset	PROPN
cana-944	9	4	,	,	PUNCT
cana-944	9	5	which	which	PRON
cana-944	9	6	comprises	comprise	VERB
cana-944	9	7	seven	seven	NUM
cana-944	9	8	distinct	distinct	ADJ
cana-944	9	9	forms	form	NOUN
cana-944	9	10	of	of	ADP
cana-944	9	11	skin	skin	NOUN
cana-944	9	12	cancer	cancer	NOUN
cana-944	9	13	,	,	PUNCT
cana-944	9	14	melanocytic	melanocytic	ADJ
cana-944	9	15	nevi	nevi	NOUN
cana-944	9	16	(	(	PUNCT
cana-944	9	17	nv	nv	PROPN
cana-944	9	18	)	)	PUNCT
cana-944	9	19	,	,	PUNCT
cana-944	9	20	melanoma	melanoma	PROPN
cana-944	9	21	(	(	PUNCT
cana-944	9	22	mel	mel	PROPN
cana-944	9	23	)	)	PUNCT
cana-944	9	24	,	,	PUNCT
cana-944	9	25	basal	basal	ADJ
cana-944	9	26	cell	cell	NOUN
cana-944	9	27	carcinoma	carcinoma	NOUN
cana-944	9	28	(	(	PUNCT
cana-944	9	29	bcc	bcc	PROPN
cana-944	9	30	)	)	PUNCT
cana-944	9	31	,	,	PUNCT
cana-944	9	32	actinic	actinic	ADJ
cana-944	9	33	keratoses	keratose	NOUN
cana-944	9	34	(	(	PUNCT
cana-944	9	35	akiec	akiec	NOUN
cana-944	9	36	)	)	PUNCT
cana-944	9	37	,	,	PUNCT
cana-944	9	38	vascular	vascular	ADJ
cana-944	9	39	lesions	lesion	NOUN
cana-944	9	40	(	(	PUNCT
cana-944	9	41	vasc	vasc	ADJ
cana-944	9	42	)	)	PUNCT
cana-944	9	43	,	,	PUNCT
cana-944	9	44	and	and	CCONJ
cana-944	9	45	dermatofibroma	dermatofibroma	ADJ
cana-944	9	46	(	(	PUNCT
cana-944	9	47	df	df	PROPN
cana-944	9	48	)	)	PUNCT
cana-944	9	49	.	.	PUNCT
cana-944	10	1	this	this	DET
cana-944	10	2	system	system	NOUN
cana-944	10	3	aims	aim	VERB
cana-944	10	4	to	to	PART
cana-944	10	5	improve	improve	VERB
cana-944	10	6	classification	classification	NOUN
cana-944	10	7	accuracy	accuracy	NOUN
cana-944	10	8	;	;	PUNCT
cana-944	10	9	the	the	DET
cana-944	10	10	methodology	methodology	NOUN
cana-944	10	11	necessitates	necessitate	VERB
cana-944	10	12	extensive	extensive	ADJ
cana-944	10	13	dataset	dataset	NOUN
cana-944	10	14	preparation	preparation	NOUN
cana-944	10	15	,	,	PUNCT
cana-944	10	16	including	include	VERB
cana-944	10	17	scaling	scaling	NOUN
cana-944	10	18	,	,	PUNCT
cana-944	10	19	normalization	normalization	NOUN
cana-944	10	20	,	,	PUNCT
cana-944	10	21	and	and	CCONJ
cana-944	10	22	augmentation	augmentation	NOUN
cana-944	10	23	.	.	PUNCT
cana-944	11	1	the	the	DET
cana-944	11	2	vgg16	vgg16	NOUN
cana-944	11	3	algorithm	algorithm	NOUN
cana-944	11	4	,	,	PUNCT
cana-944	11	5	when	when	SCONJ
cana-944	11	6	combined	combine	VERB
cana-944	11	7	with	with	ADP
cana-944	11	8	the	the	DET
cana-944	11	9	cnn	cnn	PROPN
cana-944	11	10	architecture	architecture	NOUN
cana-944	11	11	,	,	PUNCT
cana-944	11	12	offers	offer	VERB
cana-944	11	13	a	a	DET
cana-944	11	14	robust	robust	ADJ
cana-944	11	15	basis	basis	NOUN
cana-944	11	16	for	for	ADP
cana-944	11	17	the	the	DET
cana-944	11	18	classification	classification	NOUN
cana-944	11	19	of	of	ADP
cana-944	11	20	skin	skin	NOUN
cana-944	11	21	cancer	cancer	NOUN
cana-944	11	22	.	.	PUNCT
cana-944	12	1	comprehensive	comprehensive	ADJ
cana-944	12	2	details	detail	NOUN
cana-944	12	3	on	on	ADP
cana-944	12	4	regularization	regularization	NOUN
cana-944	12	5	techniques	technique	NOUN
cana-944	12	6	,	,	PUNCT
cana-944	12	7	optimization	optimization	NOUN
cana-944	12	8	strategies	strategy	NOUN
cana-944	12	9	,	,	PUNCT
cana-944	12	10	and	and	CCONJ
cana-944	12	11	training	training	NOUN
cana-944	12	12	parameters	parameter	NOUN
cana-944	12	13	are	be	AUX
cana-944	12	14	included	include	VERB
cana-944	12	15	to	to	PART
cana-944	12	16	ensure	ensure	VERB
cana-944	12	17	openness	openness	NOUN
cana-944	12	18	and	and	CCONJ
cana-944	12	19	reproducibility	reproducibility	NOUN
cana-944	12	20	.	.	PUNCT
cana-944	13	1	the	the	DET
cana-944	13	2	system	system	NOUN
cana-944	13	3	's	's	PART
cana-944	13	4	performance	performance	NOUN
cana-944	13	5	is	be	AUX
cana-944	13	6	evaluated	evaluate	VERB
cana-944	13	7	using	use	VERB
cana-944	13	8	accuracy	accuracy	NOUN
cana-944	13	9	,	,	PUNCT
cana-944	13	10	precision	precision	NOUN
cana-944	13	11	,	,	PUNCT
cana-944	13	12	recall	recall	NOUN
cana-944	13	13	,	,	PUNCT
cana-944	13	14	and	and	CCONJ
cana-944	13	15	f1	f1	NOUN
cana-944	13	16	-	-	PUNCT
cana-944	13	17	score	score	NOUN
cana-944	13	18	for	for	ADP
cana-944	13	19	every	every	DET
cana-944	13	20	type	type	NOUN
cana-944	13	21	of	of	ADP
cana-944	13	22	skin	skin	NOUN
cana-944	13	23	cancer	cancer	NOUN
cana-944	13	24	.	.	PUNCT
cana-944	14	1	this	this	DET
cana-944	14	2	paper	paper	NOUN
cana-944	14	3	highlights	highlight	VERB
cana-944	14	4	the	the	DET
cana-944	14	5	usefulness	usefulness	NOUN
cana-944	14	6	of	of	ADP
cana-944	14	7	the	the	DET
cana-944	14	8	proposed	propose	VERB
cana-944	14	9	method	method	NOUN
cana-944	14	10	in	in	ADP
cana-944	14	11	skin	skin	NOUN
cana-944	14	12	cancer	cancer	NOUN
cana-944	14	13	diagnosis	diagnosis	NOUN
cana-944	14	14	and	and	CCONJ
cana-944	14	15	looks	look	VERB
cana-944	14	16	at	at	ADP
cana-944	14	17	challenges	challenge	NOUN
cana-944	14	18	,	,	PUNCT
cana-944	14	19	constraints	constraint	NOUN
cana-944	14	20	,	,	PUNCT
cana-944	14	21	and	and	CCONJ
cana-944	14	22	prospects	prospect	NOUN
cana-944	14	23	for	for	ADP
cana-944	14	24	further	further	ADJ
cana-944	14	25	research	research	NOUN
cana-944	14	26	.	.	PUNCT
cana-944	15	1	new	new	ADJ
cana-944	15	2	methods	method	NOUN
cana-944	15	3	for	for	ADP
cana-944	15	4	identifying	identify	VERB
cana-944	15	5	skin	skin	NOUN
cana-944	15	6	cancer	cancer	NOUN
cana-944	15	7	are	be	AUX
cana-944	15	8	being	be	AUX
cana-944	15	9	developed	develop	VERB
cana-944	15	10	with	with	ADP
cana-944	15	11	the	the	DET
cana-944	15	12	help	help	NOUN
cana-944	15	13	of	of	ADP
cana-944	15	14	this	this	DET
cana-944	15	15	research	research	NOUN
cana-944	15	16	,	,	PUNCT
cana-944	15	17	which	which	PRON
cana-944	15	18	can	can	AUX
cana-944	15	19	improve	improve	VERB
cana-944	15	20	patient	patient	ADJ
cana-944	15	21	outcomes	outcome	NOUN
cana-944	15	22	and	and	CCONJ
cana-944	15	23	clinical	clinical	ADJ
cana-944	15	24	decision	decision	NOUN
cana-944	15	25	-	-	PUNCT
cana-944	15	26	making	making	NOUN
cana-944	15	27	.	.	PUNCT
cana-944	16	1	keywords	keyword	NOUN
cana-944	16	2	:	:	PUNCT
cana-944	16	3	skin	skin	NOUN
cana-944	16	4	cancer	cancer	NOUN
cana-944	16	5	recognition	recognition	PROPN
cana-944	16	6	,	,	PUNCT
cana-944	16	7	cnn	cnn	PROPN
cana-944	16	8	,	,	PUNCT
cana-944	16	9	vgg16	vgg16	PROPN
cana-944	16	10	,	,	PUNCT
cana-944	16	11	ham10000	ham10000	PROPN
cana-944	16	12	dataset	dataset	PROPN
cana-944	16	13	,	,	PUNCT
cana-944	16	14	image	image	NOUN
cana-944	16	15	classification	classification	NOUN
cana-944	16	16	.	.	PUNCT
cana-944	17	1	1	1	X
cana-944	17	2	.	.	X
cana-944	17	3	introduction	introduction	NOUN
cana-944	17	4	with	with	ADP
cana-944	17	5	a	a	DET
cana-944	17	6	rising	rise	VERB
cana-944	17	7	incidence	incidence	NOUN
cana-944	17	8	and	and	CCONJ
cana-944	17	9	substantial	substantial	ADJ
cana-944	17	10	morbidity	morbidity	NOUN
cana-944	17	11	,	,	PUNCT
cana-944	17	12	skin	skin	NOUN
cana-944	17	13	cancer	cancer	NOUN
cana-944	17	14	is	be	AUX
cana-944	17	15	a	a	DET
cana-944	17	16	serious	serious	ADJ
cana-944	17	17	worldwide	worldwide	ADJ
cana-944	17	18	health	health	NOUN
cana-944	17	19	problem	problem	NOUN
cana-944	17	20	.	.	PUNCT
cana-944	18	1	the	the	DET
cana-944	18	2	world	world	PROPN
cana-944	18	3	health	health	PROPN
cana-944	18	4	organisation	organisation	NOUN
cana-944	18	5	reports	report	VERB
cana-944	18	6	that	that	SCONJ
cana-944	18	7	1	1	NUM
cana-944	18	8	in	in	ADP
cana-944	18	9	3	3	NUM
cana-944	18	10	tumors	tumor	NOUN
cana-944	18	11	detected	detect	VERB
cana-944	18	12	globally	globally	ADV
cana-944	18	13	are	be	AUX
cana-944	18	14	skin	skin	NOUN
cana-944	18	15	malignancies	malignancy	NOUN
cana-944	18	16	,	,	PUNCT
cana-944	18	17	highlighting	highlight	VERB
cana-944	18	18	the	the	DET
cana-944	18	19	critical	critical	ADJ
cana-944	18	20	need	need	NOUN
cana-944	18	21	for	for	ADP
cana-944	18	22	cutting	cut	VERB
cana-944	18	23	-	-	PUNCT
cana-944	18	24	edge	edge	NOUN
cana-944	18	25	diagnostic	diagnostic	ADJ
cana-944	18	26	methods	method	NOUN
cana-944	18	27	to	to	PART
cana-944	18	28	facilitate	facilitate	VERB
cana-944	18	29	early	early	ADJ
cana-944	18	30	diagnosis	diagnosis	NOUN
cana-944	18	31	and	and	CCONJ
cana-944	18	32	treatment	treatment	NOUN
cana-944	18	33	.	.	PUNCT
cana-944	19	1	the	the	DET
cana-944	19	2	three	three	NUM
cana-944	19	3	most	most	ADV
cana-944	19	4	common	common	ADJ
cana-944	19	5	skin	skin	NOUN
cana-944	19	6	cancer	cancer	NOUN
cana-944	19	7	types	type	NOUN
cana-944	19	8	are	be	AUX
cana-944	19	9	melanoma	melanoma	ADJ
cana-944	19	10	,	,	PUNCT
cana-944	19	11	basal	basal	NOUN
cana-944	19	12	,	,	PUNCT
cana-944	19	13	and	and	CCONJ
cana-944	19	14	squamous	squamous	ADJ
cana-944	19	15	cell	cell	NOUN
cana-944	19	16	carcinoma	carcinoma	NOUN
cana-944	19	17	.	.	PUNCT
cana-944	20	1	the	the	DET
cana-944	20	2	conditions	condition	NOUN
cana-944	20	3	present	present	VERB
cana-944	20	4	a	a	DET
cana-944	20	5	significant	significant	ADJ
cana-944	20	6	challenge	challenge	NOUN
cana-944	20	7	to	to	ADP
cana-944	20	8	healthcare	healthcare	NOUN
cana-944	20	9	systems	system	NOUN
cana-944	20	10	and	and	CCONJ
cana-944	20	11	emphasize	emphasize	VERB
cana-944	20	12	the	the	DET
cana-944	20	13	necessity	necessity	NOUN
cana-944	20	14	for	for	ADP
cana-944	20	15	precise	precise	ADJ
cana-944	20	16	and	and	CCONJ
cana-944	20	17	effective	effective	ADJ
cana-944	20	18	categorization	categorization	NOUN
cana-944	20	19	techniques	technique	NOUN
cana-944	20	20	.	.	PUNCT
cana-944	21	1	early	early	ADJ
cana-944	21	2	detection	detection	NOUN
cana-944	21	3	of	of	ADP
cana-944	21	4	skin	skin	NOUN
cana-944	21	5	cancer	cancer	NOUN
cana-944	21	6	is	be	AUX
cana-944	21	7	important	important	ADJ
cana-944	21	8	for	for	ADP
cana-944	21	9	achieving	achieve	VERB
cana-944	21	10	treatment	treatment	NOUN
cana-944	21	11	on	on	ADP
cana-944	21	12	time	time	NOUN
cana-944	21	13	.	.	PUNCT
cana-944	22	1	early	early	ADJ
cana-944	22	2	detection	detection	NOUN
cana-944	22	3	methods	method	NOUN
cana-944	22	4	successfully	successfully	ADV
cana-944	22	5	treat	treat	VERB
cana-944	22	6	early	early	ADJ
cana-944	22	7	-	-	PUNCT
cana-944	22	8	stage	stage	NOUN
cana-944	22	9	skin	skin	NOUN
cana-944	22	10	cancer	cancer	NOUN
cana-944	22	11	,	,	PUNCT
cana-944	22	12	reducing	reduce	VERB
cana-944	22	13	the	the	DET
cana-944	22	14	impact	impact	NOUN
cana-944	22	15	on	on	ADP
cana-944	22	16	patients	patient	NOUN
cana-944	22	17	'	'	PART
cana-944	22	18	lives	life	NOUN
cana-944	22	19	and	and	CCONJ
cana-944	22	20	minimizing	minimize	VERB
cana-944	22	21	healthcare	healthcare	NOUN
cana-944	22	22	expenses	expense	NOUN
cana-944	22	23	.	.	PUNCT
cana-944	23	1	if	if	SCONJ
cana-944	23	2	research	research	NOUN
cana-944	23	3	is	be	AUX
cana-944	23	4	delayed	delay	VERB
cana-944	23	5	,	,	PUNCT
cana-944	23	6	cancer	cancer	NOUN
cana-944	23	7	can	can	AUX
cana-944	23	8	spread	spread	VERB
cana-944	23	9	to	to	ADP
cana-944	23	10	more	more	ADV
cana-944	23	11	severe	severe	ADJ
cana-944	23	12	stages	stage	NOUN
cana-944	23	13	.	.	PUNCT
cana-944	24	1	hence	hence	ADV
cana-944	24	2	,	,	PUNCT
cana-944	24	3	more	more	ADV
cana-944	24	4	intense	intense	ADJ
cana-944	24	5	therapies	therapy	NOUN
cana-944	24	6	are	be	AUX
cana-944	24	7	needed	need	VERB
cana-944	24	8	,	,	PUNCT
cana-944	24	9	perhaps	perhaps	ADV
cana-944	24	10	lowering	lower	VERB
cana-944	24	11	survival	survival	NOUN
cana-944	24	12	chances	chance	NOUN
cana-944	24	13	.	.	PUNCT
cana-944	25	1	creating	create	VERB
cana-944	25	2	accurate	accurate	ADJ
cana-944	25	3	and	and	CCONJ
cana-944	25	4	effective	effective	ADJ
cana-944	25	5	diagnostic	diagnostic	ADJ
cana-944	25	6	methods	method	NOUN
cana-944	25	7	is	be	AUX
cana-944	25	8	necessary	necessary	ADJ
cana-944	25	9	to	to	PART
cana-944	25	10	enhance	enhance	VERB
cana-944	25	11	early	early	ADJ
cana-944	25	12	detection	detection	NOUN
cana-944	25	13	rates	rate	NOUN
cana-944	25	14	and	and	CCONJ
cana-944	25	15	improve	improve	VERB
cana-944	25	16	patient	patient	ADJ
cana-944	25	17	prognosis	prognosis	NOUN
cana-944	25	18	.	.	PUNCT
cana-944	26	1	this	this	DET
cana-944	26	2	study	study	NOUN
cana-944	26	3	aims	aim	VERB
cana-944	26	4	to	to	PART
cana-944	26	5	implement	implement	VERB
cana-944	26	6	the	the	DET
cana-944	26	7	vgg16	vgg16	NOUN
cana-944	26	8	algorithm	algorithm	NOUN
cana-944	26	9	and	and	CCONJ
cana-944	26	10	cnn	cnn	PROPN
cana-944	26	11	to	to	PART
cana-944	26	12	create	create	VERB
cana-944	26	13	a	a	DET
cana-944	26	14	reliable	reliable	ADJ
cana-944	26	15	system	system	NOUN
cana-944	26	16	for	for	ADP
cana-944	26	17	diagnosing	diagnose	VERB
cana-944	26	18	skin	skin	NOUN
cana-944	26	19	cancer	cancer	NOUN
cana-944	26	20	.	.	PUNCT
cana-944	27	1	this	this	DET
cana-944	27	2	approach	approach	NOUN
cana-944	27	3	needs	need	VERB
cana-944	27	4	to	to	PART
cana-944	27	5	improve	improve	VERB
cana-944	27	6	the	the	DET
cana-944	27	7	accuracy	accuracy	NOUN
cana-944	27	8	and	and	CCONJ
cana-944	27	9	efficiency	efficiency	NOUN
cana-944	27	10	of	of	ADP
cana-944	27	11	skin	skin	NOUN
cana-944	27	12	cancer	cancer	NOUN
cana-944	27	13	communications	communication	NOUN
cana-944	27	14	on	on	ADP
cana-944	27	15	applied	apply	VERB
cana-944	27	16	nonlinear	nonlinear	ADJ
cana-944	27	17	analysis	analysis	NOUN
cana-944	27	18	issn	issn	NOUN
cana-944	27	19	:	:	PUNCT
cana-944	27	20	1074	1074	NUM
cana-944	27	21	-	-	PUNCT
cana-944	27	22	133x	133x	NUM
cana-944	27	23	vol	vol	NOUN
cana-944	27	24	31	31	NUM
cana-944	27	25	no	no	NOUN
cana-944	27	26	.	.	PUNCT
cana-944	28	1	4s	4s	NUM
cana-944	28	2	(	(	PUNCT
cana-944	28	3	2024	2024	NUM
cana-944	28	4	)	)	PUNCT
cana-944	28	5	491	491	NUM
cana-944	28	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	28	7	classification	classification	NOUN
cana-944	28	8	by	by	ADP
cana-944	28	9	utilizing	utilize	VERB
cana-944	28	10	the	the	DET
cana-944	28	11	vast	vast	ADJ
cana-944	28	12	information	information	NOUN
cana-944	28	13	on	on	ADP
cana-944	28	14	different	different	ADJ
cana-944	28	15	types	type	NOUN
cana-944	28	16	of	of	ADP
cana-944	28	17	skin	skin	NOUN
cana-944	28	18	cancer	cancer	NOUN
cana-944	28	19	included	include	VERB
cana-944	28	20	in	in	ADP
cana-944	28	21	the	the	DET
cana-944	28	22	ham10000	ham10000	PROPN
cana-944	28	23	dataset	dataset	PROPN
cana-944	28	24	.	.	PUNCT
cana-944	29	1	the	the	DET
cana-944	29	2	proposed	propose	VERB
cana-944	29	3	method	method	NOUN
cana-944	29	4	improves	improve	VERB
cana-944	29	5	current	current	ADJ
cana-944	29	6	knowledge	knowledge	NOUN
cana-944	29	7	by	by	ADP
cana-944	29	8	addressing	address	VERB
cana-944	29	9	specific	specific	ADJ
cana-944	29	10	skin	skin	NOUN
cana-944	29	11	lesion	lesion	NOUN
cana-944	29	12	classification	classification	NOUN
cana-944	29	13	challenges	challenge	NOUN
cana-944	29	14	.	.	PUNCT
cana-944	30	1	the	the	DET
cana-944	30	2	study	study	NOUN
cana-944	30	3	evaluates	evaluate	VERB
cana-944	30	4	the	the	DET
cana-944	30	5	suitability	suitability	NOUN
cana-944	30	6	of	of	ADP
cana-944	30	7	the	the	DET
cana-944	30	8	proposed	propose	VERB
cana-944	30	9	strategy	strategy	NOUN
cana-944	30	10	in	in	ADP
cana-944	30	11	real	real	ADJ
cana-944	30	12	clinical	clinical	ADJ
cana-944	30	13	circumstances	circumstance	NOUN
cana-944	30	14	.	.	PUNCT
cana-944	31	1	understanding	understand	VERB
cana-944	31	2	the	the	DET
cana-944	31	3	advantages	advantage	NOUN
cana-944	31	4	and	and	CCONJ
cana-944	31	5	disadvantages	disadvantage	NOUN
cana-944	31	6	of	of	ADP
cana-944	31	7	the	the	DET
cana-944	31	8	current	current	ADJ
cana-944	31	9	model	model	NOUN
cana-944	31	10	is	be	AUX
cana-944	31	11	crucial	crucial	ADJ
cana-944	31	12	for	for	ADP
cana-944	31	13	incorporating	incorporate	VERB
cana-944	31	14	it	it	PRON
cana-944	31	15	into	into	ADP
cana-944	31	16	healthcare	healthcare	NOUN
cana-944	31	17	operations	operation	NOUN
cana-944	31	18	.	.	PUNCT
cana-944	32	1	the	the	DET
cana-944	32	2	research	research	NOUN
cana-944	32	3	aims	aim	VERB
cana-944	32	4	to	to	PART
cana-944	32	5	enhance	enhance	VERB
cana-944	32	6	patient	patient	ADJ
cana-944	32	7	experiences	experience	NOUN
cana-944	32	8	and	and	CCONJ
cana-944	32	9	diagnostic	diagnostic	ADJ
cana-944	32	10	precision	precision	NOUN
cana-944	32	11	by	by	ADP
cana-944	32	12	integrating	integrate	VERB
cana-944	32	13	advanced	advanced	ADJ
cana-944	32	14	deep	deep	ADJ
cana-944	32	15	-	-	PUNCT
cana-944	32	16	learning	learn	VERB
cana-944	32	17	techniques	technique	NOUN
cana-944	32	18	with	with	ADP
cana-944	32	19	practical	practical	ADJ
cana-944	32	20	applications	application	NOUN
cana-944	32	21	in	in	ADP
cana-944	32	22	dermatology	dermatology	NOUN
cana-944	32	23	.	.	PUNCT
cana-944	33	1	2	2	X
cana-944	33	2	.	.	X
cana-944	33	3	literature	literature	NOUN
cana-944	33	4	survey	survey	PROPN
cana-944	33	5	ammara	ammara	PROPN
cana-944	33	6	masood	masood	PROPN
cana-944	33	7	et	et	PROPN
cana-944	33	8	al	al	PROPN
cana-944	33	9	.	.	PUNCT
cana-944	34	1	[	[	X
cana-944	34	2	1	1	X
cana-944	34	3	]	]	PUNCT
cana-944	34	4	presented	present	VERB
cana-944	34	5	data	datum	NOUN
cana-944	34	6	and	and	CCONJ
cana-944	34	7	conclusions	conclusion	NOUN
cana-944	34	8	from	from	ADP
cana-944	34	9	the	the	DET
cana-944	34	10	most	most	ADV
cana-944	34	11	important	important	ADJ
cana-944	34	12	documented	document	VERB
cana-944	34	13	implementations	implementation	NOUN
cana-944	34	14	.	.	PUNCT
cana-944	35	1	they	they	PRON
cana-944	35	2	analyzed	analyze	VERB
cana-944	35	3	the	the	DET
cana-944	35	4	outcomes	outcome	NOUN
cana-944	35	5	and	and	CCONJ
cana-944	35	6	assessed	assess	VERB
cana-944	35	7	the	the	DET
cana-944	35	8	effectiveness	effectiveness	NOUN
cana-944	35	9	of	of	ADP
cana-944	35	10	many	many	ADJ
cana-944	35	11	classifiers	classifier	NOUN
cana-944	35	12	to	to	PART
cana-944	35	13	diagnose	diagnose	VERB
cana-944	35	14	skin	skin	NOUN
cana-944	35	15	lesions	lesion	NOUN
cana-944	35	16	.	.	PUNCT
cana-944	36	1	details	detail	NOUN
cana-944	36	2	on	on	ADP
cana-944	36	3	several	several	ADJ
cana-944	36	4	variables	variable	NOUN
cana-944	36	5	that	that	PRON
cana-944	36	6	affect	affect	VERB
cana-944	36	7	the	the	DET
cana-944	36	8	approach	approach	NOUN
cana-944	36	9	's	's	PART
cana-944	36	10	performance	performance	NOUN
cana-944	36	11	are	be	AUX
cana-944	36	12	given	give	VERB
cana-944	36	13	where	where	SCONJ
cana-944	36	14	feasible	feasible	ADJ
cana-944	36	15	.	.	PUNCT
cana-944	37	1	they	they	PRON
cana-944	37	2	evaluate	evaluate	VERB
cana-944	37	3	the	the	DET
cana-944	37	4	results	result	NOUN
cana-944	37	5	based	base	VERB
cana-944	37	6	on	on	ADP
cana-944	37	7	these	these	DET
cana-944	37	8	models	model	NOUN
cana-944	37	9	and	and	CCONJ
cana-944	37	10	offer	offer	VERB
cana-944	37	11	a	a	DET
cana-944	37	12	framework	framework	NOUN
cana-944	37	13	for	for	ADP
cana-944	37	14	comparing	compare	VERB
cana-944	37	15	the	the	DET
cana-944	37	16	diagnostic	diagnostic	ADJ
cana-944	37	17	models	model	NOUN
cana-944	37	18	for	for	ADP
cana-944	37	19	skin	skin	NOUN
cana-944	37	20	cancer	cancer	NOUN
cana-944	37	21	.	.	PUNCT
cana-944	38	1	there	there	PRON
cana-944	38	2	is	be	VERB
cana-944	38	3	an	an	DET
cana-944	38	4	emphasis	emphasis	NOUN
cana-944	38	5	on	on	ADP
cana-944	38	6	the	the	DET
cana-944	38	7	limits	limit	NOUN
cana-944	38	8	of	of	ADP
cana-944	38	9	certain	certain	ADJ
cana-944	38	10	recent	recent	ADJ
cana-944	38	11	studies	study	NOUN
cana-944	38	12	,	,	PUNCT
cana-944	38	13	and	and	CCONJ
cana-944	38	14	suggestions	suggestion	NOUN
cana-944	38	15	for	for	ADP
cana-944	38	16	further	further	ADJ
cana-944	38	17	study	study	NOUN
cana-944	38	18	are	be	AUX
cana-944	38	19	made	make	VERB
cana-944	38	20	.	.	PUNCT
cana-944	39	1	nazia	nazia	PROPN
cana-944	39	2	hameed	hameed	PROPN
cana-944	39	3	et	et	PROPN
cana-944	39	4	al	al	PROPN
cana-944	39	5	.	.	PUNCT
cana-944	40	1	[	[	X
cana-944	40	2	2	2	NUM
cana-944	40	3	]	]	PUNCT
cana-944	40	4	reviewed	review	VERB
cana-944	40	5	the	the	DET
cana-944	40	6	latest	late	ADJ
cana-944	40	7	advancements	advancement	NOUN
cana-944	40	8	in	in	ADP
cana-944	40	9	computer	computer	NOUN
cana-944	40	10	-	-	PUNCT
cana-944	40	11	aided	aid	VERB
cana-944	40	12	diagnosis	diagnosis	NOUN
cana-944	40	13	systems	system	NOUN
cana-944	40	14	and	and	CCONJ
cana-944	40	15	analyzed	analyze	VERB
cana-944	40	16	new	new	ADJ
cana-944	40	17	approaches	approach	NOUN
cana-944	40	18	in	in	ADP
cana-944	40	19	various	various	ADJ
cana-944	40	20	stages	stage	NOUN
cana-944	40	21	of	of	ADP
cana-944	40	22	these	these	DET
cana-944	40	23	systems	system	NOUN
cana-944	40	24	.	.	PUNCT
cana-944	41	1	analyses	analysis	NOUN
cana-944	41	2	and	and	CCONJ
cana-944	41	3	reports	report	NOUN
cana-944	41	4	are	be	AUX
cana-944	41	5	conducted	conduct	VERB
cana-944	41	6	on	on	ADP
cana-944	41	7	statistics	statistic	NOUN
cana-944	41	8	and	and	CCONJ
cana-944	41	9	outcomes	outcome	NOUN
cana-944	41	10	of	of	ADP
cana-944	41	11	significant	significant	ADJ
cana-944	41	12	and	and	CCONJ
cana-944	41	13	recent	recent	ADJ
cana-944	41	14	implementations	implementation	NOUN
cana-944	41	15	.	.	PUNCT
cana-944	42	1	based	base	VERB
cana-944	42	2	on	on	ADP
cana-944	42	3	several	several	ADJ
cana-944	42	4	factors	factor	NOUN
cana-944	42	5	,	,	PUNCT
cana-944	42	6	including	include	VERB
cana-944	42	7	accuracy	accuracy	NOUN
cana-944	42	8	,	,	PUNCT
cana-944	42	9	dataset	dataset	NOUN
cana-944	42	10	,	,	PUNCT
cana-944	42	11	computing	computing	NOUN
cana-944	42	12	time	time	NOUN
cana-944	42	13	,	,	PUNCT
cana-944	42	14	color	color	NOUN
cana-944	42	15	space	space	NOUN
cana-944	42	16	,	,	PUNCT
cana-944	42	17	and	and	CCONJ
cana-944	42	18	machine	machine	NOUN
cana-944	42	19	learning	learning	NOUN
cana-944	42	20	approach	approach	NOUN
cana-944	42	21	,	,	PUNCT
cana-944	42	22	they	they	PRON
cana-944	42	23	assessed	assess	VERB
cana-944	42	24	the	the	DET
cana-944	42	25	performance	performance	NOUN
cana-944	42	26	of	of	ADP
cana-944	42	27	the	the	DET
cana-944	42	28	most	most	ADV
cana-944	42	29	current	current	ADJ
cana-944	42	30	study	study	NOUN
cana-944	42	31	.	.	PUNCT
cana-944	43	1	the	the	DET
cana-944	43	2	data	datum	NOUN
cana-944	43	3	were	be	AUX
cana-944	43	4	organized	organize	VERB
cana-944	43	5	into	into	ADP
cana-944	43	6	tables	table	NOUN
cana-944	43	7	to	to	PART
cana-944	43	8	support	support	VERB
cana-944	43	9	burgeoning	burgeon	VERB
cana-944	43	10	researchers	researcher	NOUN
cana-944	43	11	in	in	ADP
cana-944	43	12	computer	computer	NOUN
cana-944	43	13	-	-	PUNCT
cana-944	43	14	aided	aid	VERB
cana-944	43	15	skin	skin	NOUN
cana-944	43	16	diagnostic	diagnostic	ADJ
cana-944	43	17	systems	system	NOUN
cana-944	43	18	.	.	PUNCT
cana-944	44	1	additionally	additionally	ADV
cana-944	44	2	,	,	PUNCT
cana-944	44	3	research	research	NOUN
cana-944	44	4	issues	issue	NOUN
cana-944	44	5	about	about	ADP
cana-944	44	6	different	different	ADJ
cana-944	44	7	parts	part	NOUN
cana-944	44	8	of	of	ADP
cana-944	44	9	computer	computer	NOUN
cana-944	44	10	-	-	PUNCT
cana-944	44	11	aided	aid	VERB
cana-944	44	12	skin	skin	NOUN
cana-944	44	13	cancer	cancer	NOUN
cana-944	44	14	diagnostic	diagnostic	ADJ
cana-944	44	15	systems	system	NOUN
cana-944	44	16	are	be	AUX
cana-944	44	17	highlighted	highlight	VERB
cana-944	44	18	.	.	PUNCT
cana-944	45	1	a	a	DET
cana-944	45	2	cad	cad	NOUN
cana-944	45	3	approach	approach	NOUN
cana-944	45	4	to	to	ADP
cana-944	45	5	the	the	DET
cana-944	45	6	detection	detection	NOUN
cana-944	45	7	and	and	CCONJ
cana-944	45	8	categorization	categorization	NOUN
cana-944	45	9	of	of	ADP
cana-944	45	10	skin	skin	NOUN
cana-944	45	11	lesions	lesion	NOUN
cana-944	45	12	was	be	AUX
cana-944	45	13	presented	present	VERB
cana-944	45	14	by	by	ADP
cana-944	45	15	maciej	maciej	PROPN
cana-944	45	16	ogorzałek	ogorzałek	PROPN
cana-944	45	17	et	et	PROPN
cana-944	45	18	al	al	PROPN
cana-944	45	19	.	.	PUNCT
cana-944	46	1	[	[	X
cana-944	46	2	3	3	NUM
cana-944	46	3	]	]	PUNCT
cana-944	46	4	.	.	PUNCT
cana-944	47	1	it	it	PRON
cana-944	47	2	integrates	integrate	VERB
cana-944	47	3	medical	medical	ADJ
cana-944	47	4	knowledge	knowledge	NOUN
cana-944	47	5	with	with	ADP
cana-944	47	6	medical	medical	ADJ
cana-944	47	7	knowledge	knowledge	NOUN
cana-944	47	8	and	and	CCONJ
cana-944	47	9	modern	modern	ADJ
cana-944	47	10	technologies	technology	NOUN
cana-944	47	11	,	,	PUNCT
cana-944	47	12	including	include	VERB
cana-944	47	13	statistical	statistical	ADJ
cana-944	47	14	learning	learning	NOUN
cana-944	47	15	,	,	PUNCT
cana-944	47	16	pattern	pattern	NOUN
cana-944	47	17	classification	classification	NOUN
cana-944	47	18	,	,	PUNCT
cana-944	47	19	image	image	NOUN
cana-944	47	20	processing	processing	NOUN
cana-944	47	21	,	,	PUNCT
cana-944	47	22	and	and	CCONJ
cana-944	47	23	ensembling	ensemble	VERB
cana-944	47	24	techniques	technique	NOUN
cana-944	47	25	.	.	PUNCT
cana-944	48	1	in	in	ADP
cana-944	48	2	98	98	NUM
cana-944	48	3	%	%	NOUN
cana-944	48	4	of	of	ADP
cana-944	48	5	the	the	DET
cana-944	48	6	cases	case	NOUN
cana-944	48	7	,	,	PUNCT
cana-944	48	8	their	their	PRON
cana-944	48	9	method	method	NOUN
cana-944	48	10	has	have	AUX
cana-944	48	11	produced	produce	VERB
cana-944	48	12	accurate	accurate	ADJ
cana-944	48	13	classification	classification	NOUN
cana-944	48	14	.	.	PUNCT
cana-944	49	1	in	in	ADP
cana-944	49	2	their	their	PRON
cana-944	49	3	review	review	NOUN
cana-944	49	4	of	of	ADP
cana-944	49	5	the	the	DET
cana-944	49	6	current	current	ADJ
cana-944	49	7	state	state	NOUN
cana-944	49	8	of	of	ADP
cana-944	49	9	automated	automate	VERB
cana-944	49	10	skin	skin	NOUN
cana-944	49	11	lesion	lesion	NOUN
cana-944	49	12	identification	identification	NOUN
cana-944	49	13	,	,	PUNCT
cana-944	49	14	fabio	fabio	PROPN
cana-944	49	15	santos	santos	PROPN
cana-944	49	16	et	et	PROPN
cana-944	49	17	al	al	PROPN
cana-944	49	18	.	.	PUNCT
cana-944	50	1	[	[	X
cana-944	50	2	4	4	X
cana-944	50	3	]	]	PUNCT
cana-944	50	4	thoroughly	thoroughly	ADV
cana-944	50	5	examined	examine	VERB
cana-944	50	6	the	the	DET
cana-944	50	7	challenges	challenge	NOUN
cana-944	50	8	and	and	CCONJ
cana-944	50	9	opportunities	opportunity	NOUN
cana-944	50	10	facing	face	VERB
cana-944	50	11	dermatological	dermatological	ADJ
cana-944	50	12	care	care	NOUN
cana-944	50	13	.	.	PUNCT
cana-944	51	1	shetu	shetu	PROPN
cana-944	51	2	rani	rani	PROPN
cana-944	51	3	guha	guha	PROPN
cana-944	51	4	et	et	PROPN
cana-944	51	5	al	al	PROPN
cana-944	51	6	.	.	PUNCT
cana-944	52	1	[	[	X
cana-944	52	2	5	5	NUM
cana-944	52	3	]	]	PUNCT
cana-944	52	4	described	describe	VERB
cana-944	52	5	a	a	DET
cana-944	52	6	convolutional	convolutional	ADJ
cana-944	52	7	neural	neural	ADJ
cana-944	52	8	network	network	NOUN
cana-944	52	9	(	(	PUNCT
cana-944	52	10	cnn	cnn	PROPN
cana-944	52	11	)	)	PUNCT
cana-944	52	12	,	,	PUNCT
cana-944	52	13	a	a	DET
cana-944	52	14	machine	machine	NOUN
cana-944	52	15	-	-	PUNCT
cana-944	52	16	learning	learning	NOUN
cana-944	52	17	technique	technique	NOUN
cana-944	52	18	for	for	ADP
cana-944	52	19	categorizing	categorize	VERB
cana-944	52	20	seven	seven	NUM
cana-944	52	21	skin	skin	NOUN
cana-944	52	22	conditions	condition	NOUN
cana-944	52	23	.	.	PUNCT
cana-944	53	1	the	the	DET
cana-944	53	2	2018	2018	NUM
cana-944	53	3	international	international	ADJ
cana-944	53	4	skin	skin	NOUN
cana-944	53	5	imaging	imaging	NOUN
cana-944	53	6	collaboration	collaboration	NOUN
cana-944	53	7	(	(	PUNCT
cana-944	53	8	isic	isic	NOUN
cana-944	53	9	)	)	PUNCT
cana-944	53	10	dataset	dataset	PROPN
cana-944	53	11	's	's	PART
cana-944	53	12	classification	classification	NOUN
cana-944	53	13	accuracy	accuracy	NOUN
cana-944	53	14	was	be	AUX
cana-944	53	15	increased	increase	VERB
cana-944	53	16	using	use	VERB
cana-944	53	17	cnn	cnn	PROPN
cana-944	53	18	and	and	CCONJ
cana-944	53	19	transfer	transfer	NOUN
cana-944	53	20	learning	learning	NOUN
cana-944	53	21	.	.	PUNCT
cana-944	54	1	studies	study	NOUN
cana-944	54	2	show	show	VERB
cana-944	54	3	that	that	SCONJ
cana-944	54	4	transfer	transfer	NOUN
cana-944	54	5	learning	learning	NOUN
cana-944	54	6	improves	improve	VERB
cana-944	54	7	accuracy	accuracy	NOUN
cana-944	54	8	by	by	ADP
cana-944	54	9	11	11	NUM
cana-944	54	10	%	%	NOUN
cana-944	54	11	compared	compare	VERB
cana-944	54	12	to	to	ADP
cana-944	54	13	cnn	cnn	PROPN
cana-944	54	14	alone	alone	ADV
cana-944	54	15	.	.	PUNCT
cana-944	55	1	compared	compare	VERB
cana-944	55	2	to	to	ADP
cana-944	55	3	other	other	ADJ
cana-944	55	4	approaches	approach	NOUN
cana-944	55	5	now	now	ADV
cana-944	55	6	in	in	ADP
cana-944	55	7	use	use	NOUN
cana-944	55	8	,	,	PUNCT
cana-944	55	9	the	the	DET
cana-944	55	10	performance	performance	NOUN
cana-944	55	11	of	of	ADP
cana-944	55	12	this	this	DET
cana-944	55	13	proposed	propose	VERB
cana-944	55	14	strategy	strategy	NOUN
cana-944	55	15	shows	show	VERB
cana-944	55	16	promise	promise	NOUN
cana-944	55	17	.	.	PUNCT
cana-944	56	1	mengistu	mengistu	PROPN
cana-944	56	2	and	and	CCONJ
cana-944	56	3	colleagues	colleague	NOUN
cana-944	56	4	(	(	PUNCT
cana-944	56	5	2016	2016	NUM
cana-944	56	6	)	)	PUNCT
cana-944	56	7	introduced	introduce	VERB
cana-944	56	8	a	a	DET
cana-944	56	9	digital	digital	ADJ
cana-944	56	10	image	image	NOUN
cana-944	56	11	processing	processing	NOUN
cana-944	56	12	method	method	NOUN
cana-944	56	13	for	for	ADP
cana-944	56	14	identifying	identify	VERB
cana-944	56	15	and	and	CCONJ
cana-944	56	16	forecasting	forecast	VERB
cana-944	56	17	various	various	ADJ
cana-944	56	18	forms	form	NOUN
cana-944	56	19	of	of	ADP
cana-944	56	20	skin	skin	NOUN
cana-944	56	21	cancer	cancer	NOUN
cana-944	56	22	through	through	ADP
cana-944	56	23	digital	digital	ADJ
cana-944	56	24	image	image	NOUN
cana-944	56	25	processing	processing	NOUN
cana-944	56	26	techniques	technique	NOUN
cana-944	56	27	.	.	PUNCT
cana-944	57	1	the	the	DET
cana-944	57	2	established	establish	VERB
cana-944	57	3	classifications	classification	NOUN
cana-944	57	4	of	of	ADP
cana-944	57	5	skin	skin	NOUN
cana-944	57	6	cancer	cancer	NOUN
cana-944	57	7	kinds	kind	NOUN
cana-944	57	8	managed	manage	VERB
cana-944	57	9	the	the	DET
cana-944	57	10	categorization	categorization	NOUN
cana-944	57	11	system	system	NOUN
cana-944	57	12	.	.	PUNCT
cana-944	58	1	ann	ann	PROPN
cana-944	58	2	,	,	PUNCT
cana-944	58	3	knn	knn	PROPN
cana-944	58	4	,	,	PUNCT
cana-944	58	5	and	and	CCONJ
cana-944	58	6	naïve	naïve	ADJ
cana-944	58	7	bayes	bayes	PROPN
cana-944	58	8	classifiers	classifier	NOUN
cana-944	58	9	are	be	AUX
cana-944	58	10	not	not	PART
cana-944	58	11	as	as	ADV
cana-944	58	12	effective	effective	ADJ
cana-944	58	13	in	in	ADP
cana-944	58	14	detecting	detect	VERB
cana-944	58	15	and	and	CCONJ
cana-944	58	16	classifying	classify	VERB
cana-944	58	17	skin	skin	NOUN
cana-944	58	18	cancer	cancer	NOUN
cana-944	58	19	as	as	ADP
cana-944	58	20	integrating	integrate	VERB
cana-944	58	21	self	self	NOUN
cana-944	58	22	-	-	PUNCT
cana-944	58	23	organizing	organize	VERB
cana-944	58	24	map	map	NOUN
cana-944	58	25	(	(	PUNCT
cana-944	58	26	som	som	NOUN
cana-944	58	27	)	)	PUNCT
cana-944	58	28	and	and	CCONJ
cana-944	58	29	radial	radial	ADJ
cana-944	58	30	basis	basis	NOUN
cana-944	58	31	function	function	NOUN
cana-944	58	32	(	(	PUNCT
cana-944	58	33	rbf	rbf	PROPN
cana-944	58	34	)	)	PUNCT
cana-944	58	35	.	.	PUNCT
cana-944	59	1	also	also	ADV
cana-944	59	2	,	,	PUNCT
cana-944	59	3	it	it	PRON
cana-944	59	4	was	be	AUX
cana-944	59	5	shown	show	VERB
cana-944	59	6	that	that	SCONJ
cana-944	59	7	morphology	morphology	NOUN
cana-944	59	8	and	and	CCONJ
cana-944	59	9	color	color	NOUN
cana-944	59	10	features	feature	NOUN
cana-944	59	11	had	have	VERB
cana-944	59	12	stronger	strong	ADJ
cana-944	59	13	discrimination	discrimination	NOUN
cana-944	59	14	power	power	NOUN
cana-944	59	15	than	than	ADP
cana-944	59	16	texture	texture	ADJ
cana-944	59	17	features	feature	NOUN
cana-944	59	18	;	;	PUNCT
cana-944	59	19	nevertheless	nevertheless	ADV
cana-944	59	20	,	,	PUNCT
cana-944	59	21	classification	classification	NOUN
cana-944	59	22	accuracy	accuracy	NOUN
cana-944	59	23	increased	increase	VERB
cana-944	59	24	when	when	SCONJ
cana-944	59	25	morphology	morphology	NOUN
cana-944	59	26	,	,	PUNCT
cana-944	59	27	texture	texture	ADJ
cana-944	59	28	,	,	PUNCT
cana-944	59	29	and	and	CCONJ
cana-944	59	30	color	color	NOUN
cana-944	59	31	features	feature	NOUN
cana-944	59	32	were	be	AUX
cana-944	59	33	combined	combine	VERB
cana-944	59	34	.	.	PUNCT
cana-944	60	1	communications	communication	NOUN
cana-944	60	2	on	on	ADP
cana-944	60	3	applied	apply	VERB
cana-944	60	4	nonlinear	nonlinear	ADJ
cana-944	60	5	analysis	analysis	NOUN
cana-944	60	6	issn	issn	NOUN
cana-944	60	7	:	:	PUNCT
cana-944	60	8	1074	1074	NUM
cana-944	60	9	-	-	PUNCT
cana-944	60	10	133x	133x	NUM
cana-944	60	11	vol	vol	NOUN
cana-944	60	12	31	31	NUM
cana-944	60	13	no	no	NOUN
cana-944	60	14	.	.	PUNCT
cana-944	61	1	4s	4s	NUM
cana-944	61	2	(	(	PUNCT
cana-944	61	3	2024	2024	NUM
cana-944	61	4	)	)	PUNCT
cana-944	61	5	492	492	NUM
cana-944	61	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	61	7	uzma	uzma	PROPN
cana-944	61	8	bano	bano	PROPN
cana-944	61	9	ansari	ansari	PROPN
cana-944	61	10	and	and	CCONJ
cana-944	61	11	colleagues	colleague	NOUN
cana-944	61	12	introduced	introduce	VERB
cana-944	61	13	a	a	DET
cana-944	61	14	skin	skin	NOUN
cana-944	61	15	cancer	cancer	NOUN
cana-944	61	16	detection	detection	NOUN
cana-944	61	17	method	method	NOUN
cana-944	61	18	utilizing	utilize	VERB
cana-944	61	19	a	a	DET
cana-944	61	20	support	support	NOUN
cana-944	61	21	vector	vector	NOUN
cana-944	61	22	machine	machine	NOUN
cana-944	61	23	(	(	PUNCT
cana-944	61	24	svm	svm	PROPN
cana-944	61	25	)	)	PUNCT
cana-944	61	26	for	for	ADP
cana-944	61	27	early	early	ADJ
cana-944	61	28	skin	skin	NOUN
cana-944	61	29	cancer	cancer	NOUN
cana-944	61	30	identification	identification	NOUN
cana-944	61	31	.	.	PUNCT
cana-944	62	1	the	the	DET
cana-944	62	2	diagnostic	diagnostic	ADJ
cana-944	62	3	method	method	NOUN
cana-944	62	4	uses	use	VERB
cana-944	62	5	the	the	DET
cana-944	62	6	support	support	NOUN
cana-944	62	7	vector	vector	NOUN
cana-944	62	8	machine	machine	NOUN
cana-944	62	9	(	(	PUNCT
cana-944	62	10	svm	svm	ADJ
cana-944	62	11	)	)	PUNCT
cana-944	62	12	algorithm	algorithm	NOUN
cana-944	62	13	and	and	CCONJ
cana-944	62	14	image	image	NOUN
cana-944	62	15	processing	processing	NOUN
cana-944	62	16	methods	method	NOUN
cana-944	62	17	.	.	PUNCT
cana-944	63	1	to	to	PART
cana-944	63	2	improve	improve	VERB
cana-944	63	3	the	the	DET
cana-944	63	4	image	image	NOUN
cana-944	63	5	and	and	CCONJ
cana-944	63	6	eliminate	eliminate	VERB
cana-944	63	7	noise	noise	NOUN
cana-944	63	8	,	,	PUNCT
cana-944	63	9	the	the	DET
cana-944	63	10	dermoscopy	dermoscopy	NOUN
cana-944	63	11	image	image	NOUN
cana-944	63	12	of	of	ADP
cana-944	63	13	skin	skin	NOUN
cana-944	63	14	cancer	cancer	NOUN
cana-944	63	15	goes	go	VERB
cana-944	63	16	through	through	ADP
cana-944	63	17	several	several	ADJ
cana-944	63	18	pre	pre	ADJ
cana-944	63	19	-	-	ADJ
cana-944	63	20	processing	processing	ADJ
cana-944	63	21	steps	step	NOUN
cana-944	63	22	.	.	PUNCT
cana-944	64	1	the	the	DET
cana-944	64	2	image	image	NOUN
cana-944	64	3	is	be	AUX
cana-944	64	4	segmented	segment	VERB
cana-944	64	5	using	use	VERB
cana-944	64	6	the	the	DET
cana-944	64	7	thresholding	thresholding	NOUN
cana-944	64	8	method	method	NOUN
cana-944	64	9	.	.	PUNCT
cana-944	65	1	certain	certain	ADJ
cana-944	65	2	characteristics	characteristic	NOUN
cana-944	65	3	of	of	ADP
cana-944	65	4	the	the	DET
cana-944	65	5	image	image	NOUN
cana-944	65	6	need	need	VERB
cana-944	65	7	to	to	PART
cana-944	65	8	be	be	AUX
cana-944	65	9	isolated	isolate	VERB
cana-944	65	10	using	use	VERB
cana-944	65	11	the	the	DET
cana-944	65	12	glcm	glcm	PROPN
cana-944	65	13	approach	approach	NOUN
cana-944	65	14	.	.	PUNCT
cana-944	66	1	the	the	DET
cana-944	66	2	classifier	classifier	NOUN
cana-944	66	3	receives	receive	VERB
cana-944	66	4	these	these	DET
cana-944	66	5	features	feature	NOUN
cana-944	66	6	as	as	ADP
cana-944	66	7	input	input	NOUN
cana-944	66	8	.	.	PUNCT
cana-944	67	1	svm	svm	PROPN
cana-944	67	2	is	be	AUX
cana-944	67	3	utilized	utilize	VERB
cana-944	67	4	for	for	ADP
cana-944	67	5	classification	classification	NOUN
cana-944	67	6	.	.	PUNCT
cana-944	68	1	it	it	PRON
cana-944	68	2	categorizes	categorize	VERB
cana-944	68	3	the	the	DET
cana-944	68	4	provided	provided	ADJ
cana-944	68	5	image	image	NOUN
cana-944	68	6	as	as	ADP
cana-944	68	7	either	either	CCONJ
cana-944	68	8	malignant	malignant	ADJ
cana-944	68	9	or	or	CCONJ
cana-944	68	10	non	non	ADJ
cana-944	68	11	-	-	ADJ
cana-944	68	12	cancerous	cancerous	ADJ
cana-944	68	13	.	.	PUNCT
cana-944	69	1	enakshi	enakshi	PROPN
cana-944	69	2	jana	jana	PROPN
cana-944	69	3	and	and	CCONJ
cana-944	69	4	colleagues	colleague	NOUN
cana-944	69	5	conducted	conduct	VERB
cana-944	69	6	a	a	DET
cana-944	69	7	thorough	thorough	ADJ
cana-944	69	8	review	review	NOUN
cana-944	69	9	of	of	ADP
cana-944	69	10	existing	exist	VERB
cana-944	69	11	technologies	technology	NOUN
cana-944	69	12	designed	design	VERB
cana-944	69	13	for	for	ADP
cana-944	69	14	skin	skin	NOUN
cana-944	69	15	cancer	cancer	NOUN
cana-944	69	16	detection	detection	NOUN
cana-944	69	17	and	and	CCONJ
cana-944	69	18	performed	perform	VERB
cana-944	69	19	a	a	DET
cana-944	69	20	precise	precise	ADJ
cana-944	69	21	comparison	comparison	NOUN
cana-944	69	22	of	of	ADP
cana-944	69	23	cutting	cut	VERB
cana-944	69	24	-	-	PUNCT
cana-944	69	25	edge	edge	NOUN
cana-944	69	26	algorithms	algorithm	NOUN
cana-944	69	27	in	in	ADP
cana-944	69	28	this	this	DET
cana-944	69	29	field	field	NOUN
cana-944	69	30	.	.	PUNCT
cana-944	70	1	to	to	PART
cana-944	70	2	diagnose	diagnose	VERB
cana-944	70	3	skin	skin	NOUN
cana-944	70	4	cancer	cancer	NOUN
cana-944	70	5	,	,	PUNCT
cana-944	70	6	every	every	DET
cana-944	70	7	available	available	ADJ
cana-944	70	8	technology	technology	NOUN
cana-944	70	9	is	be	AUX
cana-944	70	10	thoroughly	thoroughly	ADV
cana-944	70	11	reviewed	review	VERB
cana-944	70	12	.	.	PUNCT
cana-944	71	1	adaboost	adaboost	ADV
cana-944	71	2	and	and	CCONJ
cana-944	71	3	svm	svm	PROPN
cana-944	71	4	are	be	AUX
cana-944	71	5	the	the	DET
cana-944	71	6	best	good	ADJ
cana-944	71	7	methods	method	NOUN
cana-944	71	8	for	for	ADP
cana-944	71	9	identifying	identify	VERB
cana-944	71	10	skin	skin	NOUN
cana-944	71	11	cancer	cancer	NOUN
cana-944	71	12	.	.	PUNCT
cana-944	72	1	an	an	DET
cana-944	72	2	overview	overview	NOUN
cana-944	72	3	and	and	CCONJ
cana-944	72	4	analysis	analysis	NOUN
cana-944	72	5	of	of	ADP
cana-944	72	6	the	the	DET
cana-944	72	7	various	various	ADJ
cana-944	72	8	ann	ann	PROPN
cana-944	72	9	architectural	architectural	ADJ
cana-944	72	10	configurations	configuration	NOUN
cana-944	72	11	and	and	CCONJ
cana-944	72	12	the	the	DET
cana-944	72	13	performance	performance	NOUN
cana-944	72	14	and	and	CCONJ
cana-944	72	15	accuracy	accuracy	NOUN
cana-944	72	16	outcomes	outcome	NOUN
cana-944	72	17	are	be	AUX
cana-944	72	18	provided	provide	VERB
cana-944	72	19	.	.	PUNCT
cana-944	73	1	svm	svm	PROPN
cana-944	73	2	is	be	AUX
cana-944	73	3	also	also	ADV
cana-944	73	4	used	use	VERB
cana-944	73	5	to	to	PART
cana-944	73	6	categorize	categorize	VERB
cana-944	73	7	skin	skin	NOUN
cana-944	73	8	cancer	cancer	NOUN
cana-944	73	9	images	image	NOUN
cana-944	73	10	.	.	PUNCT
cana-944	74	1	a	a	DET
cana-944	74	2	concise	concise	ADJ
cana-944	74	3	explanation	explanation	NOUN
cana-944	74	4	of	of	ADP
cana-944	74	5	how	how	SCONJ
cana-944	74	6	melanoma	melanoma	NOUN
cana-944	74	7	works	work	VERB
cana-944	74	8	and	and	CCONJ
cana-944	74	9	how	how	SCONJ
cana-944	74	10	it	it	PRON
cana-944	74	11	can	can	AUX
cana-944	74	12	be	be	AUX
cana-944	74	13	detected	detect	VERB
cana-944	74	14	is	be	AUX
cana-944	74	15	provided	provide	VERB
cana-944	74	16	,	,	PUNCT
cana-944	74	17	aiding	aid	VERB
cana-944	74	18	in	in	ADP
cana-944	74	19	the	the	DET
cana-944	74	20	differentiation	differentiation	NOUN
cana-944	74	21	between	between	ADP
cana-944	74	22	normal	normal	ADJ
cana-944	74	23	and	and	CCONJ
cana-944	74	24	malignant	malignant	ADJ
cana-944	74	25	skin	skin	NOUN
cana-944	74	26	cells	cell	NOUN
cana-944	74	27	.	.	PUNCT
cana-944	75	1	a	a	DET
cana-944	75	2	semi	semi	ADJ
cana-944	75	3	-	-	ADJ
cana-944	75	4	supervised	supervised	ADJ
cana-944	75	5	learning	learning	NOUN
cana-944	75	6	system	system	NOUN
cana-944	75	7	for	for	ADP
cana-944	75	8	automatic	automatic	ADJ
cana-944	75	9	melanoma	melanoma	NOUN
cana-944	75	10	detection	detection	NOUN
cana-944	75	11	using	use	VERB
cana-944	75	12	dermoscopic	dermoscopic	ADJ
cana-944	75	13	images	image	NOUN
cana-944	75	14	was	be	AUX
cana-944	75	15	presented	present	VERB
cana-944	75	16	by	by	ADP
cana-944	75	17	ammara	ammara	PROPN
cana-944	75	18	masood	masood	PROPN
cana-944	75	19	et	et	PROPN
cana-944	75	20	al	al	PROPN
cana-944	75	21	.	.	PUNCT
cana-944	76	1	[	[	X
cana-944	76	2	9	9	NUM
cana-944	76	3	]	]	PUNCT
cana-944	76	4	.	.	PUNCT
cana-944	77	1	labeled	label	VERB
cana-944	77	2	and	and	CCONJ
cana-944	77	3	unlabeled	unlabeled	ADJ
cana-944	77	4	data	datum	NOUN
cana-944	77	5	are	be	AUX
cana-944	77	6	used	use	VERB
cana-944	77	7	to	to	PART
cana-944	77	8	construct	construct	VERB
cana-944	77	9	a	a	DET
cana-944	77	10	deep	deep	ADJ
cana-944	77	11	belief	belief	NOUN
cana-944	77	12	architecture	architecture	NOUN
cana-944	77	13	,	,	PUNCT
cana-944	77	14	then	then	ADV
cana-944	77	15	refined	refine	VERB
cana-944	77	16	with	with	ADP
cana-944	77	17	an	an	DET
cana-944	77	18	exponential	exponential	ADJ
cana-944	77	19	loss	loss	NOUN
cana-944	77	20	function	function	NOUN
cana-944	77	21	to	to	PART
cana-944	77	22	improve	improve	VERB
cana-944	77	23	the	the	DET
cana-944	77	24	labeled	label	VERB
cana-944	77	25	data	datum	NOUN
cana-944	77	26	's	's	PART
cana-944	77	27	differentiation	differentiation	NOUN
cana-944	77	28	.	.	PUNCT
cana-944	78	1	simultaneously	simultaneously	ADV
cana-944	78	2	,	,	PUNCT
cana-944	78	3	a	a	DET
cana-944	78	4	self	self	NOUN
cana-944	78	5	-	-	PUNCT
cana-944	78	6	advised	advise	VERB
cana-944	78	7	svm	svm	ADJ
cana-944	78	8	method	method	NOUN
cana-944	78	9	enhances	enhance	VERB
cana-944	78	10	classification	classification	NOUN
cana-944	78	11	accuracy	accuracy	NOUN
cana-944	78	12	by	by	ADP
cana-944	78	13	reducing	reduce	VERB
cana-944	78	14	the	the	DET
cana-944	78	15	influence	influence	NOUN
cana-944	78	16	of	of	ADP
cana-944	78	17	incorrectly	incorrectly	ADV
cana-944	78	18	classified	classified	ADJ
cana-944	78	19	data	datum	NOUN
cana-944	78	20	.	.	PUNCT
cana-944	79	1	to	to	PART
cana-944	79	2	improve	improve	VERB
cana-944	79	3	redundancy	redundancy	NOUN
cana-944	79	4	and	and	CCONJ
cana-944	79	5	generalization	generalization	NOUN
cana-944	79	6	ability	ability	NOUN
cana-944	79	7	,	,	PUNCT
cana-944	79	8	bootstrapped	bootstrappe	VERB
cana-944	79	9	deep	deep	ADJ
cana-944	79	10	network	network	NOUN
cana-944	79	11	models	model	NOUN
cana-944	79	12	and	and	CCONJ
cana-944	79	13	sa	sa	NOUN
cana-944	79	14	-	-	PUNCT
cana-944	79	15	svms	svms	NOUN
cana-944	79	16	based	base	VERB
cana-944	79	17	on	on	ADP
cana-944	79	18	polynomial	polynomial	ADJ
cana-944	79	19	and	and	CCONJ
cana-944	79	20	radial	radial	ADJ
cana-944	79	21	basis	basis	NOUN
cana-944	79	22	functions	function	NOUN
cana-944	79	23	are	be	AUX
cana-944	79	24	trained	train	VERB
cana-944	79	25	utilizing	utilize	VERB
cana-944	79	26	random	random	ADJ
cana-944	79	27	training	training	NOUN
cana-944	79	28	samples	sample	NOUN
cana-944	79	29	.	.	PUNCT
cana-944	80	1	the	the	DET
cana-944	80	2	least	least	ADJ
cana-944	80	3	squares	square	NOUN
cana-944	80	4	estimate	estimate	VERB
cana-944	80	5	weighting	weighting	NOUN
cana-944	80	6	is	be	AUX
cana-944	80	7	used	use	VERB
cana-944	80	8	to	to	PART
cana-944	80	9	mix	mix	VERB
cana-944	80	10	the	the	DET
cana-944	80	11	data	datum	NOUN
cana-944	80	12	.	.	PUNCT
cana-944	81	1	one	one	NUM
cana-944	81	2	hundred	hundred	NUM
cana-944	81	3	dermoscopic	dermoscopic	ADJ
cana-944	81	4	pictures	picture	NOUN
cana-944	81	5	are	be	AUX
cana-944	81	6	used	use	VERB
cana-944	81	7	to	to	PART
cana-944	81	8	assess	assess	VERB
cana-944	81	9	the	the	DET
cana-944	81	10	model	model	NOUN
cana-944	81	11	.	.	PUNCT
cana-944	82	1	the	the	DET
cana-944	82	2	performance	performance	NOUN
cana-944	82	3	of	of	ADP
cana-944	82	4	the	the	DET
cana-944	82	5	suggested	suggest	VERB
cana-944	82	6	model	model	NOUN
cana-944	82	7	utilizing	utilize	VERB
cana-944	82	8	deep	deep	ADJ
cana-944	82	9	brain	brain	NOUN
cana-944	82	10	processing	processing	NOUN
cana-944	82	11	surpasses	surpasse	NOUN
cana-944	82	12	popular	popular	ADJ
cana-944	82	13	classification	classification	NOUN
cana-944	82	14	approaches	approach	NOUN
cana-944	82	15	such	such	ADJ
cana-944	82	16	as	as	ADP
cana-944	82	17	knn	knn	PROPN
cana-944	82	18	,	,	PUNCT
cana-944	82	19	ann	ann	PROPN
cana-944	82	20	,	,	PUNCT
cana-944	82	21	svm	svm	PROPN
cana-944	82	22	,	,	PUNCT
cana-944	82	23	expectation	expectation	NOUN
cana-944	82	24	maximization	maximization	NOUN
cana-944	82	25	,	,	PUNCT
cana-944	82	26	and	and	CCONJ
cana-944	82	27	transductive	transductive	ADJ
cana-944	82	28	svm	svm	PROPN
cana-944	82	29	.	.	PROPN
cana-944	82	30	vijayalakshmi	vijayalakshmi	NOUN
cana-944	82	31	m	m	VERB
cana-944	82	32	m	m	VERB
cana-944	82	33	et	et	NOUN
cana-944	82	34	al	al	PROPN
cana-944	82	35	.	.	PUNCT
cana-944	83	1	[	[	X
cana-944	83	2	10	10	NUM
cana-944	83	3	]	]	PUNCT
cana-944	83	4	introduced	introduce	VERB
cana-944	83	5	an	an	DET
cana-944	83	6	entirely	entirely	ADV
cana-944	83	7	automated	automate	VERB
cana-944	83	8	technique	technique	NOUN
cana-944	83	9	for	for	ADP
cana-944	83	10	recognizing	recognize	VERB
cana-944	83	11	dermatological	dermatological	ADJ
cana-944	83	12	diseases	disease	NOUN
cana-944	83	13	using	use	VERB
cana-944	83	14	lesion	lesion	NOUN
cana-944	83	15	photos	photo	NOUN
cana-944	83	16	,	,	PUNCT
cana-944	83	17	which	which	PRON
cana-944	83	18	is	be	AUX
cana-944	83	19	a	a	DET
cana-944	83	20	machine	machine	NOUN
cana-944	83	21	-	-	PUNCT
cana-944	83	22	based	base	VERB
cana-944	83	23	approach	approach	NOUN
cana-944	83	24	rather	rather	ADV
cana-944	83	25	than	than	ADP
cana-944	83	26	relying	rely	VERB
cana-944	83	27	on	on	ADP
cana-944	83	28	traditional	traditional	ADJ
cana-944	83	29	medical	medical	ADJ
cana-944	83	30	professionals	professional	NOUN
cana-944	83	31	for	for	ADP
cana-944	83	32	detection	detection	NOUN
cana-944	83	33	.	.	PUNCT
cana-944	84	1	the	the	DET
cana-944	84	2	three	three	NUM
cana-944	84	3	stages	stage	NOUN
cana-944	84	4	of	of	ADP
cana-944	84	5	the	the	DET
cana-944	84	6	model	model	NOUN
cana-944	84	7	's	's	PART
cana-944	84	8	construction	construction	NOUN
cana-944	84	9	are	be	AUX
cana-944	84	10	development	development	NOUN
cana-944	84	11	,	,	PUNCT
cana-944	84	12	prediction	prediction	NOUN
cana-944	84	13	,	,	PUNCT
cana-944	84	14	and	and	CCONJ
cana-944	84	15	data	datum	NOUN
cana-944	84	16	collection	collection	NOUN
cana-944	84	17	and	and	CCONJ
cana-944	84	18	augmentation	augmentation	NOUN
cana-944	84	19	.	.	PUNCT
cana-944	85	1	with	with	ADP
cana-944	85	2	many	many	ADJ
cana-944	85	3	ai	ai	ADJ
cana-944	85	4	methods	method	NOUN
cana-944	85	5	,	,	PUNCT
cana-944	85	6	including	include	VERB
cana-944	85	7	convolutional	convolutional	ADJ
cana-944	85	8	neural	neural	ADJ
cana-944	85	9	networks	network	NOUN
cana-944	85	10	,	,	PUNCT
cana-944	85	11	support	support	VERB
cana-944	85	12	vector	vector	NOUN
cana-944	85	13	machines	machine	NOUN
cana-944	85	14	,	,	PUNCT
cana-944	85	15	and	and	CCONJ
cana-944	85	16	image	image	NOUN
cana-944	85	17	processing	processing	NOUN
cana-944	85	18	software	software	NOUN
cana-944	85	19	,	,	PUNCT
cana-944	85	20	we	we	PRON
cana-944	85	21	developed	develop	VERB
cana-944	85	22	an	an	DET
cana-944	85	23	enhanced	enhance	VERB
cana-944	85	24	framework	framework	NOUN
cana-944	85	25	that	that	PRON
cana-944	85	26	produced	produce	VERB
cana-944	85	27	an	an	DET
cana-944	85	28	accuracy	accuracy	NOUN
cana-944	85	29	of	of	ADP
cana-944	85	30	85	85	NUM
cana-944	85	31	%	%	NOUN
cana-944	85	32	.	.	PUNCT
cana-944	86	1	3	3	X
cana-944	86	2	.	.	X
cana-944	86	3	deep	deep	ADJ
cana-944	86	4	learning	learning	NOUN
cana-944	86	5	algorithm	algorithm	NOUN
cana-944	86	6	the	the	DET
cana-944	86	7	system	system	NOUN
cana-944	86	8	utilizes	utilize	VERB
cana-944	86	9	the	the	DET
cana-944	86	10	cnn	cnn	PROPN
cana-944	86	11	and	and	CCONJ
cana-944	86	12	vgg16	vgg16	NOUN
cana-944	86	13	algorithms	algorithm	NOUN
cana-944	86	14	for	for	ADP
cana-944	86	15	skin	skin	NOUN
cana-944	86	16	cancer	cancer	NOUN
cana-944	86	17	identification	identification	NOUN
cana-944	86	18	and	and	CCONJ
cana-944	86	19	classification	classification	NOUN
cana-944	86	20	.	.	PUNCT
cana-944	87	1	a	a	DET
cana-944	87	2	detailed	detailed	ADJ
cana-944	87	3	explanation	explanation	NOUN
cana-944	87	4	of	of	ADP
cana-944	87	5	the	the	DET
cana-944	87	6	cnn	cnn	PROPN
cana-944	87	7	and	and	CCONJ
cana-944	87	8	vgg16	vgg16	NOUN
cana-944	87	9	algorithms	algorithms	NOUN
cana-944	87	10	is	be	AUX
cana-944	87	11	provided	provide	VERB
cana-944	87	12	in	in	ADP
cana-944	87	13	this	this	DET
cana-944	87	14	section	section	NOUN
cana-944	87	15	.	.	PUNCT
cana-944	88	1	a.	a.	PROPN
cana-944	88	2	cnn	cnn	PROPN
cana-944	88	3	fig	fig	PROPN
cana-944	88	4	.	.	PUNCT
cana-944	89	1	1	1	NUM
cana-944	89	2	shows	show	VERB
cana-944	89	3	the	the	DET
cana-944	89	4	architecture	architecture	NOUN
cana-944	89	5	of	of	ADP
cana-944	89	6	the	the	DET
cana-944	89	7	cnn	cnn	PROPN
cana-944	89	8	algorithm	algorithm	NOUN
cana-944	89	9	used	use	VERB
cana-944	89	10	to	to	PART
cana-944	89	11	classify	classify	VERB
cana-944	89	12	skin	skin	NOUN
cana-944	89	13	cancer	cancer	NOUN
cana-944	89	14	.	.	PUNCT
cana-944	90	1	communications	communication	NOUN
cana-944	90	2	on	on	ADP
cana-944	90	3	applied	apply	VERB
cana-944	90	4	nonlinear	nonlinear	ADJ
cana-944	90	5	analysis	analysis	NOUN
cana-944	90	6	issn	issn	NOUN
cana-944	90	7	:	:	PUNCT
cana-944	90	8	1074	1074	NUM
cana-944	90	9	-	-	PUNCT
cana-944	90	10	133x	133x	NUM
cana-944	90	11	vol	vol	NOUN
cana-944	90	12	31	31	NUM
cana-944	90	13	no	no	NOUN
cana-944	90	14	.	.	PUNCT
cana-944	91	1	4s	4s	NUM
cana-944	91	2	(	(	PUNCT
cana-944	91	3	2024	2024	NUM
cana-944	91	4	)	)	PUNCT
cana-944	91	5	493	493	NUM
cana-944	91	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	91	7	fig	fig	NOUN
cana-944	91	8	.	.	PUNCT
cana-944	92	1	1	1	X
cana-944	92	2	.	.	X
cana-944	92	3	architecture	architecture	NOUN
cana-944	92	4	of	of	ADP
cana-944	92	5	cnn	cnn	PROPN
cana-944	92	6	fig	fig	PROPN
cana-944	92	7	.	.	PUNCT
cana-944	93	1	1	1	NUM
cana-944	93	2	displays	display	VERB
cana-944	93	3	a	a	DET
cana-944	93	4	specialized	specialized	ADJ
cana-944	93	5	cnn	cnn	PROPN
cana-944	93	6	model	model	NOUN
cana-944	93	7	created	create	VERB
cana-944	93	8	to	to	PART
cana-944	93	9	identify	identify	VERB
cana-944	93	10	skin	skin	NOUN
cana-944	93	11	cancer	cancer	NOUN
cana-944	93	12	.	.	PUNCT
cana-944	94	1	the	the	DET
cana-944	94	2	keras	keras	PROPN
cana-944	94	3	library	library	PROPN
cana-944	94	4	's	's	PART
cana-944	94	5	sequential	sequential	ADJ
cana-944	94	6	api	api	NOUN
cana-944	94	7	is	be	AUX
cana-944	94	8	utilized	utilize	VERB
cana-944	94	9	for	for	ADP
cana-944	94	10	model	model	NOUN
cana-944	94	11	generation	generation	NOUN
cana-944	94	12	.	.	PUNCT
cana-944	95	1	three	three	NUM
cana-944	95	2	color	color	NOUN
cana-944	95	3	channels	channel	NOUN
cana-944	95	4	(	(	PUNCT
cana-944	95	5	rgb	rgb	PROPN
cana-944	95	6	)	)	PUNCT
cana-944	95	7	and	and	CCONJ
cana-944	95	8	71	71	NUM
cana-944	95	9	pixels	pixel	NOUN
cana-944	95	10	in	in	ADP
cana-944	95	11	width	width	NOUN
cana-944	95	12	and	and	CCONJ
cana-944	95	13	height	height	NOUN
cana-944	95	14	are	be	AUX
cana-944	95	15	required	require	VERB
cana-944	95	16	for	for	ADP
cana-944	95	17	the	the	DET
cana-944	95	18	input	input	NOUN
cana-944	95	19	images	image	NOUN
cana-944	95	20	.	.	PUNCT
cana-944	96	1	the	the	DET
cana-944	96	2	first	first	ADJ
cana-944	96	3	layer	layer	NOUN
cana-944	96	4	consists	consist	VERB
cana-944	96	5	of	of	ADP
cana-944	96	6	a	a	DET
cana-944	96	7	rectified	rectified	ADJ
cana-944	96	8	linear	linear	NOUN
cana-944	96	9	unit	unit	NOUN
cana-944	96	10	(	(	PUNCT
cana-944	96	11	relu	relu	NOUN
cana-944	96	12	)	)	PUNCT
cana-944	96	13	activation	activation	NOUN
cana-944	96	14	function	function	NOUN
cana-944	96	15	and	and	CCONJ
cana-944	96	16	a	a	DET
cana-944	96	17	conv2d	conv2d	ADJ
cana-944	96	18	layer	layer	NOUN
cana-944	96	19	with	with	ADP
cana-944	96	20	32	32	NUM
cana-944	96	21	filters	filter	NOUN
cana-944	96	22	,	,	PUNCT
cana-944	96	23	each	each	DET
cana-944	96	24	measuring	measure	VERB
cana-944	96	25	(	(	PUNCT
cana-944	96	26	3	3	NUM
cana-944	96	27	,	,	PUNCT
cana-944	96	28	3	3	NUM
cana-944	96	29	)	)	PUNCT
cana-944	96	30	.	.	PUNCT
cana-944	97	1	this	this	DET
cana-944	97	2	layer	layer	NOUN
cana-944	97	3	is	be	AUX
cana-944	97	4	the	the	DET
cana-944	97	5	primary	primary	ADJ
cana-944	97	6	feature	feature	NOUN
cana-944	97	7	extractor	extractor	NOUN
cana-944	97	8	,	,	PUNCT
cana-944	97	9	gathering	gather	VERB
cana-944	97	10	basic	basic	ADJ
cana-944	97	11	characteristics	characteristic	NOUN
cana-944	97	12	from	from	ADP
cana-944	97	13	the	the	DET
cana-944	97	14	incoming	incoming	ADJ
cana-944	97	15	photos	photo	NOUN
cana-944	97	16	.	.	PUNCT
cana-944	98	1	the	the	DET
cana-944	98	2	convolutional	convolutional	ADJ
cana-944	98	3	layer	layer	NOUN
cana-944	98	4	is	be	AUX
cana-944	98	5	followed	follow	VERB
cana-944	98	6	by	by	ADP
cana-944	98	7	a	a	DET
cana-944	98	8	maxpooling2d	maxpooling2d	ADJ
cana-944	98	9	layer	layer	NOUN
cana-944	98	10	with	with	ADP
cana-944	98	11	a	a	DET
cana-944	98	12	pool	pool	NOUN
cana-944	98	13	size	size	NOUN
cana-944	98	14	of	of	ADP
cana-944	98	15	(	(	PUNCT
cana-944	98	16	2	2	NUM
cana-944	98	17	,	,	PUNCT
cana-944	98	18	2	2	NUM
cana-944	98	19	)	)	PUNCT
cana-944	98	20	to	to	PART
cana-944	98	21	reduce	reduce	VERB
cana-944	98	22	the	the	DET
cana-944	98	23	spatial	spatial	ADJ
cana-944	98	24	dimensions	dimension	NOUN
cana-944	98	25	of	of	ADP
cana-944	98	26	the	the	DET
cana-944	98	27	feature	feature	NOUN
cana-944	98	28	maps	map	NOUN
cana-944	98	29	while	while	SCONJ
cana-944	98	30	keeping	keep	VERB
cana-944	98	31	important	important	ADJ
cana-944	98	32	information	information	NOUN
cana-944	98	33	.	.	PUNCT
cana-944	99	1	three	three	NUM
cana-944	99	2	more	more	ADJ
cana-944	99	3	sets	set	NOUN
cana-944	99	4	of	of	ADP
cana-944	99	5	conv2d	conv2d	ADJ
cana-944	99	6	and	and	CCONJ
cana-944	99	7	maxpooling2d	maxpooling2d	ADJ
cana-944	99	8	layers	layer	NOUN
cana-944	99	9	are	be	AUX
cana-944	99	10	then	then	ADV
cana-944	99	11	incorporated	incorporate	VERB
cana-944	99	12	into	into	ADP
cana-944	99	13	the	the	DET
cana-944	99	14	model	model	NOUN
cana-944	99	15	,	,	PUNCT
cana-944	99	16	enhancing	enhance	VERB
cana-944	99	17	the	the	DET
cana-944	99	18	sophistication	sophistication	NOUN
cana-944	99	19	of	of	ADP
cana-944	99	20	acquired	acquire	VERB
cana-944	99	21	features	feature	NOUN
cana-944	99	22	.	.	PUNCT
cana-944	100	1	the	the	DET
cana-944	100	2	second	second	ADJ
cana-944	100	3	conv2d	conv2d	NOUN
cana-944	100	4	layer	layer	NOUN
cana-944	100	5	has	have	VERB
cana-944	100	6	64	64	NUM
cana-944	100	7	filters	filter	NOUN
cana-944	100	8	,	,	PUNCT
cana-944	100	9	the	the	DET
cana-944	100	10	third	third	ADJ
cana-944	100	11	layer	layer	NOUN
cana-944	100	12	has	have	VERB
cana-944	100	13	128	128	NUM
cana-944	100	14	filters	filter	NOUN
cana-944	100	15	,	,	PUNCT
cana-944	100	16	and	and	CCONJ
cana-944	100	17	the	the	DET
cana-944	100	18	final	final	ADJ
cana-944	100	19	conv2d	conv2d	NOUN
cana-944	100	20	layer	layer	NOUN
cana-944	100	21	has	have	VERB
cana-944	100	22	128	128	NUM
cana-944	100	23	filters	filter	NOUN
cana-944	100	24	.	.	PUNCT
cana-944	101	1	every	every	DET
cana-944	101	2	convolutional	convolutional	ADJ
cana-944	101	3	layer	layer	NOUN
cana-944	101	4	is	be	AUX
cana-944	101	5	paired	pair	VERB
cana-944	101	6	with	with	ADP
cana-944	101	7	a	a	DET
cana-944	101	8	maxpooling2d	maxpooling2d	ADJ
cana-944	101	9	layer	layer	NOUN
cana-944	101	10	to	to	PART
cana-944	101	11	aid	aid	VERB
cana-944	101	12	hierarchical	hierarchical	ADJ
cana-944	101	13	feature	feature	NOUN
cana-944	101	14	extraction	extraction	NOUN
cana-944	101	15	and	and	CCONJ
cana-944	101	16	downsampling	downsampling	NOUN
cana-944	101	17	.	.	PUNCT
cana-944	102	1	a	a	DET
cana-944	102	2	flattened	flatten	VERB
cana-944	102	3	layer	layer	NOUN
cana-944	102	4	is	be	AUX
cana-944	102	5	applied	apply	VERB
cana-944	102	6	after	after	ADP
cana-944	102	7	the	the	DET
cana-944	102	8	convolutional	convolutional	ADJ
cana-944	102	9	layers	layer	NOUN
cana-944	102	10	to	to	PART
cana-944	102	11	transform	transform	VERB
cana-944	102	12	the	the	DET
cana-944	102	13	multi	multi	ADJ
cana-944	102	14	-	-	ADJ
cana-944	102	15	dimensional	dimensional	ADJ
cana-944	102	16	feature	feature	NOUN
cana-944	102	17	maps	map	NOUN
cana-944	102	18	into	into	ADP
cana-944	102	19	a	a	DET
cana-944	102	20	one	one	NUM
cana-944	102	21	-	-	PUNCT
cana-944	102	22	dimensional	dimensional	ADJ
cana-944	102	23	vector	vector	NOUN
cana-944	102	24	to	to	PART
cana-944	102	25	prepare	prepare	VERB
cana-944	102	26	the	the	DET
cana-944	102	27	data	datum	NOUN
cana-944	102	28	for	for	ADP
cana-944	102	29	the	the	DET
cana-944	102	30	dense	dense	ADJ
cana-944	102	31	layers	layer	NOUN
cana-944	102	32	.	.	PUNCT
cana-944	103	1	two	two	NUM
cana-944	103	2	dense	dense	ADJ
cana-944	103	3	layers	layer	NOUN
cana-944	103	4	are	be	AUX
cana-944	103	5	given	give	VERB
cana-944	103	6	the	the	DET
cana-944	103	7	compressed	compress	VERB
cana-944	103	8	representation	representation	NOUN
cana-944	103	9	.	.	PUNCT
cana-944	104	1	the	the	DET
cana-944	104	2	initial	initial	ADJ
cana-944	104	3	dense	dense	ADJ
cana-944	104	4	layer	layer	NOUN
cana-944	104	5	comprises	comprise	VERB
cana-944	104	6	512	512	NUM
cana-944	104	7	neurons	neuron	NOUN
cana-944	104	8	and	and	CCONJ
cana-944	104	9	uses	use	VERB
cana-944	104	10	the	the	DET
cana-944	104	11	relu	relu	NOUN
cana-944	104	12	activation	activation	NOUN
cana-944	104	13	function	function	VERB
cana-944	104	14	to	to	PART
cana-944	104	15	introduce	introduce	VERB
cana-944	104	16	non	non	ADJ
cana-944	104	17	-	-	ADJ
cana-944	104	18	linearity	linearity	ADJ
cana-944	104	19	and	and	CCONJ
cana-944	104	20	learn	learn	VERB
cana-944	104	21	more	more	ADV
cana-944	104	22	advanced	advanced	ADJ
cana-944	104	23	characteristics	characteristic	NOUN
cana-944	104	24	.	.	PUNCT
cana-944	105	1	a	a	DET
cana-944	105	2	dropout	dropout	NOUN
cana-944	105	3	layer	layer	NOUN
cana-944	105	4	with	with	ADP
cana-944	105	5	a	a	DET
cana-944	105	6	dropout	dropout	NOUN
cana-944	105	7	rate	rate	NOUN
cana-944	105	8	of	of	ADP
cana-944	105	9	0.5	0.5	NUM
cana-944	105	10	is	be	AUX
cana-944	105	11	inserted	insert	VERB
cana-944	105	12	following	follow	VERB
cana-944	105	13	the	the	DET
cana-944	105	14	initial	initial	ADJ
cana-944	105	15	dense	dense	ADJ
cana-944	105	16	layer	layer	NOUN
cana-944	105	17	to	to	PART
cana-944	105	18	prevent	prevent	VERB
cana-944	105	19	overfitting	overfitting	NOUN
cana-944	105	20	.	.	PUNCT
cana-944	106	1	the	the	DET
cana-944	106	2	last	last	ADJ
cana-944	106	3	dense	dense	ADJ
cana-944	106	4	layer	layer	NOUN
cana-944	106	5	consists	consist	VERB
cana-944	106	6	of	of	ADP
cana-944	106	7	seven	seven	NUM
cana-944	106	8	neurons	neuron	NOUN
cana-944	106	9	,	,	PUNCT
cana-944	106	10	each	each	PRON
cana-944	106	11	representing	represent	VERB
cana-944	106	12	one	one	NUM
cana-944	106	13	of	of	ADP
cana-944	106	14	the	the	DET
cana-944	106	15	dataset	dataset	NOUN
cana-944	106	16	's	's	PART
cana-944	106	17	seven	seven	NUM
cana-944	106	18	distinct	distinct	ADJ
cana-944	106	19	skin	skin	NOUN
cana-944	106	20	cancer	cancer	NOUN
cana-944	106	21	classes	class	NOUN
cana-944	106	22	.	.	PUNCT
cana-944	107	1	to	to	PART
cana-944	107	2	ensure	ensure	VERB
cana-944	107	3	the	the	DET
cana-944	107	4	output	output	NOUN
cana-944	107	5	represents	represent	VERB
cana-944	107	6	a	a	DET
cana-944	107	7	probability	probability	NOUN
cana-944	107	8	distribution	distribution	NOUN
cana-944	107	9	across	across	ADP
cana-944	107	10	the	the	DET
cana-944	107	11	classes	class	NOUN
cana-944	107	12	,	,	PUNCT
cana-944	107	13	the	the	DET
cana-944	107	14	layer	layer	NOUN
cana-944	107	15	uses	use	VERB
cana-944	107	16	the	the	DET
cana-944	107	17	softmax	softmax	ADJ
cana-944	107	18	activation	activation	NOUN
cana-944	107	19	function	function	NOUN
cana-944	107	20	.	.	PUNCT
cana-944	108	1	the	the	DET
cana-944	108	2	model	model	NOUN
cana-944	108	3	is	be	AUX
cana-944	108	4	intended	intend	VERB
cana-944	108	5	for	for	ADP
cana-944	108	6	multi	multi	ADJ
cana-944	108	7	-	-	ADJ
cana-944	108	8	class	class	ADJ
cana-944	108	9	classification	classification	NOUN
cana-944	108	10	,	,	PUNCT
cana-944	108	11	with	with	ADP
cana-944	108	12	each	each	DET
cana-944	108	13	class	class	NOUN
cana-944	108	14	corresponding	correspond	VERB
cana-944	108	15	to	to	ADP
cana-944	108	16	one	one	NUM
cana-944	108	17	of	of	ADP
cana-944	108	18	the	the	DET
cana-944	108	19	seven	seven	NUM
cana-944	108	20	kinds	kind	NOUN
cana-944	108	21	of	of	ADP
cana-944	108	22	skin	skin	NOUN
cana-944	108	23	cancer	cancer	NOUN
cana-944	108	24	.	.	PUNCT
cana-944	109	1	b.	b.	PROPN
cana-944	109	2	vgg16	vgg16	PROPN
cana-944	109	3	fig	fig	PROPN
cana-944	109	4	.	.	PUNCT
cana-944	110	1	2	2	NUM
cana-944	110	2	displays	display	VERB
cana-944	110	3	the	the	DET
cana-944	110	4	architectural	architectural	ADJ
cana-944	110	5	design	design	NOUN
cana-944	110	6	of	of	ADP
cana-944	110	7	the	the	DET
cana-944	110	8	vgg16	vgg16	NOUN
cana-944	110	9	algorithm	algorithm	NOUN
cana-944	110	10	used	use	VERB
cana-944	110	11	for	for	ADP
cana-944	110	12	skin	skin	NOUN
cana-944	110	13	cancer	cancer	NOUN
cana-944	110	14	classification	classification	NOUN
cana-944	110	15	.	.	PUNCT
cana-944	111	1	fig	fig	NOUN
cana-944	111	2	.	.	PUNCT
cana-944	112	1	2	2	X
cana-944	112	2	.	.	X
cana-944	112	3	architecture	architecture	NOUN
cana-944	112	4	of	of	ADP
cana-944	112	5	vgg16	vgg16	NOUN
cana-944	112	6	communications	communication	NOUN
cana-944	112	7	on	on	ADP
cana-944	112	8	applied	apply	VERB
cana-944	112	9	nonlinear	nonlinear	ADJ
cana-944	112	10	analysis	analysis	NOUN
cana-944	112	11	issn	issn	NOUN
cana-944	112	12	:	:	PUNCT
cana-944	112	13	1074	1074	NUM
cana-944	112	14	-	-	PUNCT
cana-944	112	15	133x	133x	NUM
cana-944	112	16	vol	vol	NOUN
cana-944	112	17	31	31	NUM
cana-944	112	18	no	no	NOUN
cana-944	112	19	.	.	PUNCT
cana-944	113	1	4s	4s	NUM
cana-944	113	2	(	(	PUNCT
cana-944	113	3	2024	2024	NUM
cana-944	113	4	)	)	PUNCT
cana-944	113	5	494	494	NUM
cana-944	113	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-944	113	7	fig	fig	NOUN
cana-944	113	8	.	.	PUNCT
cana-944	114	1	2	2	NUM
cana-944	114	2	illustrates	illustrate	VERB
cana-944	114	3	a	a	DET
cana-944	114	4	skin	skin	NOUN
cana-944	114	5	cancer	cancer	NOUN
cana-944	114	6	detection	detection	NOUN
cana-944	114	7	method	method	NOUN
cana-944	114	8	employing	employ	VERB
cana-944	114	9	the	the	DET
cana-944	114	10	vgg16	vgg16	NOUN
cana-944	114	11	model	model	NOUN
cana-944	114	12	.	.	PUNCT
cana-944	115	1	the	the	DET
cana-944	115	2	following	follow	VERB
cana-944	115	3	code	code	NOUN
cana-944	115	4	outlines	outline	VERB
cana-944	115	5	the	the	DET
cana-944	115	6	structure	structure	NOUN
cana-944	115	7	of	of	ADP
cana-944	115	8	the	the	DET
cana-944	115	9	skin	skin	NOUN
cana-944	115	10	cancer	cancer	NOUN
cana-944	115	11	recognition	recognition	NOUN
cana-944	115	12	model	model	NOUN
cana-944	115	13	.	.	PUNCT
cana-944	116	1	a	a	DET
cana-944	116	2	sequential	sequential	ADJ
cana-944	116	3	model	model	NOUN
cana-944	116	4	is	be	AUX
cana-944	116	5	generated	generate	VERB
cana-944	116	6	to	to	PART
cana-944	116	7	enable	enable	VERB
cana-944	116	8	a	a	DET
cana-944	116	9	linear	linear	ADJ
cana-944	116	10	arrangement	arrangement	NOUN
cana-944	116	11	of	of	ADP
cana-944	116	12	layers	layer	NOUN
cana-944	116	13	.	.	PUNCT
cana-944	117	1	the	the	DET
cana-944	117	2	vgg16	vgg16	PROPN
cana-944	117	3	basic	basic	ADJ
cana-944	117	4	model	model	NOUN
cana-944	117	5	is	be	AUX
cana-944	117	6	the	the	DET
cana-944	117	7	first	first	ADJ
cana-944	117	8	layer	layer	NOUN
cana-944	117	9	to	to	PART
cana-944	117	10	function	function	VERB
cana-944	117	11	as	as	ADP
cana-944	117	12	a	a	DET
cana-944	117	13	feature	feature	NOUN
cana-944	117	14	extractor	extractor	NOUN
cana-944	117	15	.	.	PUNCT
cana-944	118	1	after	after	ADP
cana-944	118	2	the	the	DET
cana-944	118	3	convolutional	convolutional	ADJ
cana-944	118	4	layers	layer	NOUN
cana-944	118	5	,	,	PUNCT
cana-944	118	6	a	a	DET
cana-944	118	7	flatten	flatten	ADJ
cana-944	118	8	layer	layer	NOUN
cana-944	118	9	is	be	AUX
cana-944	118	10	added	add	VERB
cana-944	118	11	to	to	PART
cana-944	118	12	convert	convert	VERB
cana-944	118	13	the	the	DET
cana-944	118	14	output	output	NOUN
cana-944	118	15	into	into	ADP
cana-944	118	16	a	a	DET
cana-944	118	17	one	one	NUM
cana-944	118	18	-	-	PUNCT
cana-944	118	19	dimensional	dimensional	ADJ
cana-944	118	20	array	array	NOUN
cana-944	118	21	.	.	PUNCT
cana-944	119	1	flattening	flattening	NOUN
cana-944	119	2	is	be	AUX
cana-944	119	3	crucial	crucial	ADJ
cana-944	119	4	for	for	ADP
cana-944	119	5	the	the	DET
cana-944	119	6	following	follow	VERB
cana-944	119	7	completely	completely	ADV
cana-944	119	8	connected	connected	ADJ
cana-944	119	9	layers	layer	NOUN
cana-944	119	10	.	.	PUNCT
cana-944	120	1	next	next	ADV
cana-944	120	2	,	,	PUNCT
cana-944	120	3	a	a	DET
cana-944	120	4	dense	dense	ADJ
cana-944	120	5	layer	layer	NOUN
cana-944	120	6	consisting	consist	VERB
cana-944	120	7	of	of	ADP
cana-944	120	8	64	64	NUM
cana-944	120	9	neurons	neuron	NOUN
cana-944	120	10	and	and	CCONJ
cana-944	120	11	utilizing	utilize	VERB
cana-944	120	12	a	a	DET
cana-944	120	13	rectified	rectified	ADJ
cana-944	120	14	linear	linear	NOUN
cana-944	120	15	unit	unit	NOUN
cana-944	120	16	(	(	PUNCT
cana-944	120	17	relu	relu	NOUN
cana-944	120	18	)	)	PUNCT
cana-944	120	19	activation	activation	NOUN
cana-944	120	20	function	function	NOUN
cana-944	120	21	is	be	AUX
cana-944	120	22	included	include	VERB
cana-944	120	23	to	to	PART
cana-944	120	24	introduce	introduce	VERB
cana-944	120	25	non	non	ADJ
cana-944	120	26	-	-	ADJ
cana-944	120	27	linearity	linearity	ADJ
cana-944	120	28	to	to	ADP
cana-944	120	29	the	the	DET
cana-944	120	30	model	model	NOUN
cana-944	120	31	.	.	PUNCT
cana-944	121	1	a	a	DET
cana-944	121	2	dropout	dropout	NOUN
cana-944	121	3	layer	layer	NOUN
cana-944	121	4	with	with	ADP
cana-944	121	5	a	a	DET
cana-944	121	6	dropout	dropout	NOUN
cana-944	121	7	rate	rate	NOUN
cana-944	121	8	0.2	0.2	NUM
cana-944	121	9	reduces	reduce	VERB
cana-944	121	10	overfitting	overfitte	VERB
cana-944	121	11	by	by	ADP
cana-944	121	12	randomly	randomly	ADV
cana-944	121	13	deactivating	deactivate	VERB
cana-944	121	14	20	20	NUM
cana-944	121	15	%	%	NOUN
cana-944	121	16	of	of	ADP
cana-944	121	17	the	the	DET
cana-944	121	18	neurons	neuron	NOUN
cana-944	121	19	during	during	ADP
cana-944	121	20	training	training	NOUN
cana-944	121	21	.	.	PUNCT
cana-944	122	1	the	the	DET
cana-944	122	2	output	output	NOUN
cana-944	122	3	layer	layer	NOUN
cana-944	122	4	is	be	AUX
cana-944	122	5	a	a	DET
cana-944	122	6	dense	dense	ADJ
cana-944	122	7	layer	layer	NOUN
cana-944	122	8	with	with	ADP
cana-944	122	9	seven	seven	NUM
cana-944	122	10	neurons	neuron	NOUN
cana-944	122	11	and	and	CCONJ
cana-944	122	12	a	a	DET
cana-944	122	13	softmax	softmax	NOUN
cana-944	122	14	activation	activation	NOUN
cana-944	122	15	function	function	NOUN
cana-944	122	16	that	that	PRON
cana-944	122	17	produces	produce	VERB
cana-944	122	18	probability	probability	NOUN
cana-944	122	19	distributions	distribution	NOUN
cana-944	122	20	for	for	ADP
cana-944	122	21	each	each	PRON
cana-944	122	22	of	of	ADP
cana-944	122	23	the	the	DET
cana-944	122	24	seven	seven	NUM
cana-944	122	25	forms	form	NOUN
cana-944	122	26	of	of	ADP
cana-944	122	27	skin	skin	NOUN
cana-944	122	28	cancer	cancer	NOUN
cana-944	122	29	.	.	PUNCT
cana-944	123	1	4	4	X
cana-944	123	2	.	.	NUM
cana-944	123	3	proposed	propose	VERB
cana-944	123	4	system	system	NOUN
cana-944	123	5	the	the	DET
cana-944	123	6	block	block	NOUN
cana-944	123	7	diagram	diagram	NOUN
cana-944	123	8	of	of	ADP
cana-944	123	9	the	the	DET
cana-944	123	10	proposed	propose	VERB
cana-944	123	11	skin	skin	NOUN
cana-944	123	12	cancer	cancer	NOUN
cana-944	123	13	recognition	recognition	NOUN
cana-944	123	14	system	system	NOUN
cana-944	123	15	is	be	AUX
cana-944	123	16	presented	present	VERB
cana-944	123	17	in	in	ADP
cana-944	123	18	fig.3	fig.3	PROPN
cana-944	123	19	.	.	PUNCT
cana-944	124	1	fig	fig	NOUN
cana-944	124	2	.	.	PUNCT
cana-944	125	1	3	3	X
cana-944	125	2	.	.	X
cana-944	125	3	block	block	NOUN
cana-944	125	4	diagram	diagram	NOUN
cana-944	125	5	of	of	ADP
cana-944	125	6	the	the	DET
cana-944	125	7	proposed	propose	VERB
cana-944	125	8	system	system	NOUN
cana-944	125	9	a.	a.	NOUN
cana-944	125	10	dataset	dataset	VERB
cana-944	125	11	this	this	DET
cana-944	125	12	system	system	NOUN
cana-944	125	13	makes	make	VERB
cana-944	125	14	use	use	NOUN
cana-944	125	15	of	of	ADP
cana-944	125	16	the	the	DET
cana-944	125	17	ham1000	ham1000	PROPN
cana-944	125	18	dataset	dataset	VERB
cana-944	126	1	[	[	X
cana-944	126	2	11	11	NUM
cana-944	126	3	]	]	PUNCT
cana-944	126	4	.	.	PUNCT
cana-944	127	1	carefully	carefully	ADV
cana-944	127	2	selected	select	VERB
cana-944	127	3	dermatoscopy	dermatoscopy	NOUN
cana-944	127	4	photographs	photograph	NOUN
cana-944	127	5	from	from	ADP
cana-944	127	6	a	a	DET
cana-944	127	7	range	range	NOUN
cana-944	127	8	of	of	ADP
cana-944	127	9	demographics	demographic	NOUN
cana-944	127	10	were	be	AUX
cana-944	127	11	obtained	obtain	VERB
cana-944	127	12	using	use	VERB
cana-944	127	13	a	a	DET
cana-944	127	14	variety	variety	NOUN
cana-944	127	15	of	of	ADP
cana-944	127	16	techniques	technique	NOUN
cana-944	127	17	for	for	ADP
cana-944	127	18	collection	collection	NOUN
cana-944	127	19	and	and	CCONJ
cana-944	127	20	preservation	preservation	NOUN
cana-944	127	21	.	.	PUNCT
cana-944	128	1	10,015	10,015	NUM
cana-944	128	2	dermatoscopic	dermatoscopic	NOUN
cana-944	128	3	images	image	NOUN
cana-944	128	4	comprise	comprise	VERB
cana-944	128	5	the	the	DET
cana-944	128	6	carefully	carefully	ADV
cana-944	128	7	selected	select	VERB
cana-944	128	8	dataset	dataset	NOUN
cana-944	128	9	,	,	PUNCT
cana-944	128	10	intended	intend	VERB
cana-944	128	11	to	to	PART
cana-944	128	12	serve	serve	VERB
cana-944	128	13	as	as	ADP
cana-944	128	14	a	a	DET
cana-944	128	15	comprehensive	comprehensive	ADJ
cana-944	128	16	training	training	NOUN
cana-944	128	17	set	set	VERB
cana-944	128	18	for	for	ADP
cana-944	128	19	academic	academic	ADJ
cana-944	128	20	machine	machine	NOUN
cana-944	128	21	-	-	PUNCT
cana-944	128	22	learning	learn	VERB
cana-944	128	23	research	research	NOUN
cana-944	128	24	.	.	PUNCT
cana-944	129	1	important	important	ADJ
cana-944	129	2	diagnostic	diagnostic	ADJ
cana-944	129	3	characteristics	characteristic	NOUN
cana-944	129	4	associated	associate	VERB
cana-944	129	5	with	with	ADP
cana-944	129	6	pigmented	pigmented	ADJ
cana-944	129	7	lesions	lesion	NOUN
cana-944	129	8	are	be	AUX
cana-944	129	9	included	include	VERB
cana-944	129	10	in	in	ADP
cana-944	129	11	every	every	DET
cana-944	129	12	image	image	NOUN
cana-944	129	13	in	in	ADP
cana-944	129	14	the	the	DET
cana-944	129	15	collection	collection	NOUN
cana-944	129	16	.	.	PUNCT
cana-944	130	1	the	the	DET
cana-944	130	2	dataset	dataset	NOUN
cana-944	130	3	was	be	AUX
cana-944	130	4	carefully	carefully	ADV
cana-944	130	5	selected	select	VERB
cana-944	130	6	for	for	ADP
cana-944	130	7	the	the	DET
cana-944	130	8	machine	machine	NOUN
cana-944	130	9	-	-	PUNCT
cana-944	130	10	learning	learn	VERB
cana-944	130	11	algorithms	algorithm	NOUN
cana-944	130	12	utilized	utilize	VERB
cana-944	130	13	in	in	ADP
cana-944	130	14	dermatological	dermatological	ADJ
cana-944	130	15	diagnostics	diagnostic	NOUN
cana-944	130	16	.	.	PUNCT
cana-944	131	1	b.	b.	PROPN
cana-944	132	1	pre	pre	VERB
cana-944	132	2	-	-	VERB
cana-944	132	3	processing	process	VERB
cana-944	132	4	the	the	DET
cana-944	132	5	pre	pre	ADJ
cana-944	132	6	-	-	ADJ
cana-944	132	7	processing	processing	ADJ
cana-944	132	8	stage	stage	NOUN
cana-944	132	9	of	of	ADP
cana-944	132	10	the	the	DET
cana-944	132	11	skin	skin	NOUN
cana-944	132	12	lesion	lesion	NOUN
cana-944	132	13	classification	classification	NOUN
cana-944	132	14	pipeline	pipeline	NOUN
cana-944	132	15	involves	involve	VERB
cana-944	132	16	importing	import	VERB
cana-944	132	17	dermatoscopic	dermatoscopic	NOUN
cana-944	132	18	images	image	NOUN
cana-944	132	19	and	and	CCONJ
cana-944	132	20	their	their	PRON
cana-944	132	21	subsequent	subsequent	ADJ
cana-944	132	22	resizing	resizing	NOUN
cana-944	132	23	to	to	ADP
cana-944	132	24	71x71	71x71	NUM
cana-944	132	25	pixels	pixel	NOUN
cana-944	132	26	.	.	PUNCT
cana-944	133	1	this	this	PRON
cana-944	133	2	is	be	AUX
cana-944	133	3	done	do	VERB
cana-944	133	4	in	in	ADP
cana-944	133	5	order	order	NOUN
cana-944	133	6	to	to	PART
cana-944	133	7	ensure	ensure	VERB
cana-944	133	8	that	that	SCONJ
cana-944	133	9	the	the	DET
cana-944	133	10	dataset	dataset	NOUN
cana-944	133	11	is	be	AUX
cana-944	133	12	consistent	consistent	ADJ
cana-944	133	13	throughout	throughout	ADP
cana-944	133	14	.	.	PUNCT
cana-944	134	1	several	several	ADJ
cana-944	134	2	data	datum	NOUN
cana-944	134	3	augmentation	augmentation	NOUN
cana-944	134	4	techniques	technique	NOUN
cana-944	134	5	increase	increase	VERB
cana-944	134	6	the	the	DET
cana-944	134	7	dataset	dataset	NOUN
cana-944	134	8	's	's	PART
cana-944	134	9	variety	variety	NOUN
cana-944	134	10	,	,	PUNCT
cana-944	134	11	including	include	VERB
cana-944	134	12	random	random	ADJ
cana-944	134	13	flips	flip	NOUN
cana-944	134	14	and	and	CCONJ
cana-944	134	15	rotations	rotation	NOUN
cana-944	134	16	.	.	PUNCT
cana-944	135	1	normalized	normalize	VERB
cana-944	135	2	pixel	pixel	PROPN
cana-944	135	3	values	value	NOUN
cana-944	135	4	are	be	AUX
cana-944	135	5	also	also	ADV
cana-944	135	6	utilized	utilize	VERB
cana-944	135	7	.	.	PUNCT
cana-944	136	1	converting	convert	VERB
cana-944	136	2	the	the	DET
cana-944	136	3	color	color	NOUN
cana-944	136	4	space	space	NOUN
cana-944	136	5	to	to	ADP
cana-944	136	6	rgb	rgb	PROPN
cana-944	136	7	and	and	CCONJ
cana-944	136	8	removing	remove	VERB
cana-944	136	9	elements	element	NOUN
cana-944	136	10	that	that	PRON
cana-944	136	11	are	be	AUX
cana-944	136	12	not	not	PART
cana-944	136	13	helpful	helpful	ADJ
cana-944	136	14	,	,	PUNCT
cana-944	136	15	such	such	ADJ
cana-944	136	16	as	as	ADP
cana-944	136	17	background	background	NOUN
cana-944	136	18	components	component	NOUN
cana-944	136	19	,	,	PUNCT
cana-944	136	20	are	be	AUX
cana-944	136	21	both	both	PRON
cana-944	136	22	necessary	necessary	ADJ
cana-944	136	23	steps	step	NOUN
cana-944	136	24	in	in	ADP
cana-944	136	25	the	the	DET
cana-944	136	26	process	process	NOUN
cana-944	136	27	of	of	ADP
cana-944	136	28	improving	improve	VERB
cana-944	136	29	the	the	DET
cana-944	136	30	input	input	NOUN
cana-944	136	31	data	datum	NOUN
cana-944	136	32	.	.	PUNCT
cana-944	137	1	communications	communication	NOUN
cana-944	137	2	on	on	ADP
cana-944	137	3	applied	apply	VERB
cana-944	137	4	nonlinear	nonlinear	ADJ
cana-944	137	5	analysis	analysis	NOUN
cana-944	137	6	issn	issn	NOUN
cana-944	137	7	:	:	PUNCT
cana-944	137	8	1074	1074	NUM
cana-944	137	9	-	-	PUNCT
cana-944	137	10	133x	133x	NUM
cana-944	137	11	vol	vol	NOUN
cana-944	137	12	31	31	NUM
cana-944	137	13	no	no	NOUN
cana-944	137	14	.	.	PUNCT
cana-944	138	1	4s	4s	NUM
cana-944	138	2	(	(	PUNCT
cana-944	138	3	2024	2024	NUM
cana-944	138	4	)	)	PUNCT
cana-944	138	5	495	495	NUM
cana-944	138	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	138	7	c.	c.	NOUN
cana-944	138	8	model	model	NOUN
cana-944	138	9	training	training	NOUN
cana-944	138	10	skin	skin	NOUN
cana-944	138	11	lesion	lesion	NOUN
cana-944	138	12	classification	classification	NOUN
cana-944	138	13	models	model	NOUN
cana-944	138	14	are	be	AUX
cana-944	138	15	trained	train	VERB
cana-944	138	16	using	use	VERB
cana-944	138	17	vgg16	vgg16	NOUN
cana-944	138	18	architecture	architecture	NOUN
cana-944	138	19	and	and	CCONJ
cana-944	138	20	cnn	cnn	PROPN
cana-944	138	21	.	.	PUNCT
cana-944	139	1	identifying	identify	VERB
cana-944	139	2	distinctive	distinctive	ADJ
cana-944	139	3	features	feature	NOUN
cana-944	139	4	in	in	ADP
cana-944	139	5	the	the	DET
cana-944	139	6	incoming	incoming	ADJ
cana-944	139	7	data	datum	NOUN
cana-944	139	8	means	mean	VERB
cana-944	139	9	methodically	methodically	ADV
cana-944	139	10	modifying	modify	VERB
cana-944	139	11	the	the	DET
cana-944	139	12	model	model	NOUN
cana-944	139	13	's	's	PART
cana-944	139	14	parameters	parameter	NOUN
cana-944	139	15	.	.	PUNCT
cana-944	140	1	the	the	DET
cana-944	140	2	initial	initial	ADJ
cana-944	140	3	framework	framework	NOUN
cana-944	140	4	is	be	AUX
cana-944	140	5	pre	pre	ADJ
cana-944	140	6	-	-	VERB
cana-944	140	7	trained	trained	ADJ
cana-944	140	8	,	,	PUNCT
cana-944	140	9	utilizing	utilize	VERB
cana-944	140	10	convolutional	convolutional	ADJ
cana-944	140	11	layers	layer	NOUN
cana-944	140	12	intended	intend	VERB
cana-944	140	13	for	for	ADP
cana-944	140	14	visual	visual	ADJ
cana-944	140	15	information	information	NOUN
cana-944	140	16	extraction	extraction	NOUN
cana-944	140	17	based	base	VERB
cana-944	140	18	on	on	ADP
cana-944	140	19	the	the	DET
cana-944	140	20	vgg16	vgg16	NOUN
cana-944	140	21	model	model	NOUN
cana-944	140	22	.	.	PUNCT
cana-944	141	1	the	the	DET
cana-944	141	2	model	model	NOUN
cana-944	141	3	can	can	AUX
cana-944	141	4	become	become	VERB
cana-944	141	5	more	more	ADV
cana-944	141	6	adept	adept	ADJ
cana-944	141	7	at	at	ADP
cana-944	141	8	identifying	identify	VERB
cana-944	141	9	skin	skin	NOUN
cana-944	141	10	lesions	lesion	NOUN
cana-944	141	11	through	through	ADP
cana-944	141	12	transfer	transfer	NOUN
cana-944	141	13	learning	learning	NOUN
cana-944	141	14	by	by	ADP
cana-944	141	15	utilizing	utilize	VERB
cana-944	141	16	input	input	NOUN
cana-944	141	17	from	from	ADP
cana-944	141	18	several	several	ADJ
cana-944	141	19	images	image	NOUN
cana-944	141	20	in	in	ADP
cana-944	141	21	the	the	DET
cana-944	141	22	imagenet	imagenet	NOUN
cana-944	141	23	dataset	dataset	NOUN
cana-944	141	24	.	.	PUNCT
cana-944	142	1	by	by	ADP
cana-944	142	2	employing	employ	VERB
cana-944	142	3	additional	additional	ADJ
cana-944	142	4	thick	thick	ADJ
cana-944	142	5	layers	layer	NOUN
cana-944	142	6	created	create	VERB
cana-944	142	7	on	on	ADP
cana-944	142	8	top	top	NOUN
cana-944	142	9	of	of	ADP
cana-944	142	10	the	the	DET
cana-944	142	11	vgg16	vgg16	NOUN
cana-944	142	12	basis	basis	NOUN
cana-944	142	13	,	,	PUNCT
cana-944	142	14	the	the	DET
cana-944	142	15	model	model	NOUN
cana-944	142	16	can	can	AUX
cana-944	142	17	distinguish	distinguish	VERB
cana-944	142	18	between	between	ADP
cana-944	142	19	different	different	ADJ
cana-944	142	20	skin	skin	NOUN
cana-944	142	21	lesions	lesion	NOUN
cana-944	142	22	,	,	PUNCT
cana-944	142	23	improving	improve	VERB
cana-944	142	24	task	task	NOUN
cana-944	142	25	-	-	PUNCT
cana-944	142	26	specific	specific	ADJ
cana-944	142	27	learning	learning	NOUN
cana-944	142	28	.	.	PUNCT
cana-944	143	1	during	during	ADP
cana-944	143	2	training	training	NOUN
cana-944	143	3	,	,	PUNCT
cana-944	143	4	batches	batch	NOUN
cana-944	143	5	of	of	ADP
cana-944	143	6	pre	pre	ADJ
cana-944	143	7	-	-	ADJ
cana-944	143	8	processed	process	VERB
cana-944	143	9	dermatoscopic	dermatoscopic	NOUN
cana-944	143	10	images	image	NOUN
cana-944	143	11	from	from	ADP
cana-944	143	12	the	the	DET
cana-944	143	13	training	training	NOUN
cana-944	143	14	set	set	NOUN
cana-944	143	15	are	be	AUX
cana-944	143	16	fed	feed	VERB
cana-944	143	17	into	into	ADP
cana-944	143	18	the	the	DET
cana-944	143	19	model	model	NOUN
cana-944	143	20	.	.	PUNCT
cana-944	144	1	the	the	DET
cana-944	144	2	method	method	NOUN
cana-944	144	3	uses	use	VERB
cana-944	144	4	forward	forward	ADV
cana-944	144	5	propagation	propagation	NOUN
cana-944	144	6	to	to	PART
cana-944	144	7	create	create	VERB
cana-944	144	8	predictions	prediction	NOUN
cana-944	144	9	using	use	VERB
cana-944	144	10	the	the	DET
cana-944	144	11	model	model	NOUN
cana-944	144	12	's	's	PART
cana-944	144	13	current	current	ADJ
cana-944	144	14	weights	weight	NOUN
cana-944	144	15	and	and	CCONJ
cana-944	144	16	backward	backward	ADJ
cana-944	144	17	propagation	propagation	NOUN
cana-944	144	18	to	to	PART
cana-944	144	19	evaluate	evaluate	VERB
cana-944	144	20	the	the	DET
cana-944	144	21	difference	difference	NOUN
cana-944	144	22	between	between	ADP
cana-944	144	23	the	the	DET
cana-944	144	24	expected	expect	VERB
cana-944	144	25	output	output	NOUN
cana-944	144	26	and	and	CCONJ
cana-944	144	27	the	the	DET
cana-944	144	28	real	real	ADJ
cana-944	144	29	labels	label	NOUN
cana-944	144	30	for	for	ADP
cana-944	144	31	determining	determine	VERB
cana-944	144	32	the	the	DET
cana-944	144	33	loss	loss	NOUN
cana-944	144	34	.	.	PUNCT
cana-944	145	1	the	the	DET
cana-944	145	2	optimization	optimization	NOUN
cana-944	145	3	technique	technique	NOUN
cana-944	145	4	modifies	modify	VERB
cana-944	145	5	the	the	DET
cana-944	145	6	model	model	NOUN
cana-944	145	7	's	's	PART
cana-944	145	8	weights	weight	NOUN
cana-944	145	9	to	to	PART
cana-944	145	10	reduce	reduce	VERB
cana-944	145	11	loss	loss	NOUN
cana-944	145	12	and	and	CCONJ
cana-944	145	13	improve	improve	VERB
cana-944	145	14	classification	classification	NOUN
cana-944	145	15	accuracy	accuracy	NOUN
cana-944	145	16	for	for	ADP
cana-944	145	17	skin	skin	NOUN
cana-944	145	18	lesions	lesion	NOUN
cana-944	145	19	.	.	PUNCT
cana-944	146	1	regularisation	regularisation	NOUN
cana-944	146	2	techniques	technique	NOUN
cana-944	146	3	like	like	ADP
cana-944	146	4	dropout	dropout	NOUN
cana-944	146	5	layers	layer	NOUN
cana-944	146	6	are	be	AUX
cana-944	146	7	frequently	frequently	ADV
cana-944	146	8	applied	apply	VERB
cana-944	146	9	to	to	PART
cana-944	146	10	lessen	lessen	VERB
cana-944	146	11	overfitting	overfitte	VERB
cana-944	146	12	and	and	CCONJ
cana-944	146	13	enhance	enhance	VERB
cana-944	146	14	generalization	generalization	NOUN
cana-944	146	15	.	.	PUNCT
cana-944	147	1	until	until	SCONJ
cana-944	147	2	the	the	DET
cana-944	147	3	model	model	NOUN
cana-944	147	4	reaches	reach	VERB
cana-944	147	5	a	a	DET
cana-944	147	6	state	state	NOUN
cana-944	147	7	of	of	ADP
cana-944	147	8	convergence	convergence	NOUN
cana-944	147	9	,	,	PUNCT
cana-944	147	10	when	when	SCONJ
cana-944	147	11	additional	additional	ADJ
cana-944	147	12	iterations	iteration	NOUN
cana-944	147	13	do	do	AUX
cana-944	147	14	not	not	PART
cana-944	147	15	significantly	significantly	ADV
cana-944	147	16	increase	increase	VERB
cana-944	147	17	performance	performance	NOUN
cana-944	147	18	on	on	ADP
cana-944	147	19	the	the	DET
cana-944	147	20	training	training	NOUN
cana-944	147	21	set	set	NOUN
cana-944	147	22	,	,	PUNCT
cana-944	147	23	the	the	DET
cana-944	147	24	training	training	NOUN
cana-944	147	25	process	process	NOUN
cana-944	147	26	iterates	iterate	VERB
cana-944	147	27	over	over	ADP
cana-944	147	28	several	several	ADJ
cana-944	147	29	epochs	epoch	NOUN
cana-944	147	30	.	.	PUNCT
cana-944	148	1	it	it	PRON
cana-944	148	2	is	be	AUX
cana-944	148	3	essential	essential	ADJ
cana-944	148	4	to	to	PART
cana-944	148	5	look	look	VERB
cana-944	148	6	at	at	ADP
cana-944	148	7	a	a	DET
cana-944	148	8	different	different	ADJ
cana-944	148	9	validation	validation	NOUN
cana-944	148	10	set	set	VERB
cana-944	148	11	to	to	PART
cana-944	148	12	evaluate	evaluate	VERB
cana-944	148	13	the	the	DET
cana-944	148	14	model	model	NOUN
cana-944	148	15	's	's	PART
cana-944	148	16	capacity	capacity	NOUN
cana-944	148	17	to	to	PART
cana-944	148	18	generalize	generalize	VERB
cana-944	148	19	to	to	ADP
cana-944	148	20	new	new	ADJ
cana-944	148	21	data	datum	NOUN
cana-944	148	22	and	and	CCONJ
cana-944	148	23	tune	tune	NOUN
cana-944	148	24	hyperparameters	hyperparameter	NOUN
cana-944	148	25	for	for	ADP
cana-944	148	26	optimal	optimal	ADJ
cana-944	148	27	performance	performance	NOUN
cana-944	148	28	.	.	PUNCT
cana-944	149	1	the	the	DET
cana-944	149	2	model	model	NOUN
cana-944	149	3	can	can	AUX
cana-944	149	4	be	be	AUX
cana-944	149	5	tested	test	VERB
cana-944	149	6	on	on	ADP
cana-944	149	7	a	a	DET
cana-944	149	8	different	different	ADJ
cana-944	149	9	test	test	NOUN
cana-944	149	10	set	set	VERB
cana-944	149	11	after	after	ADP
cana-944	149	12	training	training	NOUN
cana-944	149	13	and	and	CCONJ
cana-944	149	14	validation	validation	NOUN
cana-944	149	15	to	to	PART
cana-944	149	16	see	see	VERB
cana-944	149	17	how	how	SCONJ
cana-944	149	18	well	well	ADV
cana-944	149	19	it	it	PRON
cana-944	149	20	performs	perform	VERB
cana-944	149	21	in	in	ADP
cana-944	149	22	real	real	ADJ
cana-944	149	23	-	-	PUNCT
cana-944	149	24	world	world	NOUN
cana-944	149	25	scenarios	scenario	NOUN
cana-944	149	26	when	when	SCONJ
cana-944	149	27	correctly	correctly	ADV
cana-944	149	28	classifying	classify	VERB
cana-944	149	29	different	different	ADJ
cana-944	149	30	skin	skin	NOUN
cana-944	149	31	lesions	lesion	NOUN
cana-944	149	32	.	.	PUNCT
cana-944	150	1	regular	regular	ADJ
cana-944	150	2	observation	observation	NOUN
cana-944	150	3	and	and	CCONJ
cana-944	150	4	modification	modification	NOUN
cana-944	150	5	throughout	throughout	ADP
cana-944	150	6	training	training	NOUN
cana-944	150	7	and	and	CCONJ
cana-944	150	8	thorough	thorough	ADJ
cana-944	150	9	testing	testing	NOUN
cana-944	150	10	across	across	ADP
cana-944	150	11	several	several	ADJ
cana-944	150	12	datasets	dataset	NOUN
cana-944	150	13	improve	improve	VERB
cana-944	150	14	the	the	DET
cana-944	150	15	robustness	robustness	NOUN
cana-944	150	16	and	and	CCONJ
cana-944	150	17	accuracy	accuracy	NOUN
cana-944	150	18	of	of	ADP
cana-944	150	19	the	the	DET
cana-944	150	20	cnn	cnn	PROPN
cana-944	150	21	-	-	PUNCT
cana-944	150	22	vgg16	vgg16	PROPN
cana-944	150	23	skin	skin	NOUN
cana-944	150	24	lesion	lesion	NOUN
cana-944	150	25	classification	classification	NOUN
cana-944	150	26	model	model	NOUN
cana-944	150	27	.	.	PUNCT
cana-944	151	1	5	5	X
cana-944	151	2	.	.	X
cana-944	151	3	results	result	VERB
cana-944	151	4	this	this	DET
cana-944	151	5	section	section	NOUN
cana-944	151	6	reports	report	VERB
cana-944	151	7	the	the	DET
cana-944	151	8	results	result	NOUN
cana-944	151	9	of	of	ADP
cana-944	151	10	the	the	DET
cana-944	151	11	skin	skin	NOUN
cana-944	151	12	lesion	lesion	NOUN
cana-944	151	13	classification	classification	NOUN
cana-944	151	14	technique	technique	NOUN
cana-944	151	15	that	that	PRON
cana-944	151	16	was	be	AUX
cana-944	151	17	carried	carry	VERB
cana-944	151	18	out	out	ADP
cana-944	151	19	with	with	ADP
cana-944	151	20	cnn	cnn	PROPN
cana-944	151	21	and	and	CCONJ
cana-944	151	22	vgg16	vgg16	PROPN
cana-944	151	23	.	.	PUNCT
cana-944	152	1	constructing	construct	VERB
cana-944	152	2	the	the	DET
cana-944	152	3	system	system	NOUN
cana-944	152	4	on	on	ADP
cana-944	152	5	the	the	DET
cana-944	152	6	google	google	PROPN
cana-944	152	7	colab	colab	PROPN
cana-944	152	8	platform	platform	NOUN
cana-944	152	9	was	be	AUX
cana-944	152	10	accomplished	accomplish	VERB
cana-944	152	11	using	use	VERB
cana-944	152	12	python	python	NOUN
cana-944	152	13	language	language	NOUN
cana-944	152	14	.	.	PUNCT
cana-944	153	1	a.	a.	NOUN
cana-944	153	2	result	result	NOUN
cana-944	153	3	of	of	ADP
cana-944	153	4	cnn	cnn	PROPN
cana-944	153	5	algorithm	algorithm	PROPN
cana-944	153	6	(	(	PUNCT
cana-944	153	7	a	a	NOUN
cana-944	153	8	)	)	PUNCT
cana-944	153	9	(	(	PUNCT
cana-944	153	10	b	b	X
cana-944	153	11	)	)	PUNCT
cana-944	153	12	communications	communication	NOUN
cana-944	153	13	on	on	ADP
cana-944	153	14	applied	apply	VERB
cana-944	153	15	nonlinear	nonlinear	ADJ
cana-944	153	16	analysis	analysis	NOUN
cana-944	153	17	issn	issn	NOUN
cana-944	153	18	:	:	PUNCT
cana-944	153	19	1074	1074	NUM
cana-944	153	20	-	-	PUNCT
cana-944	153	21	133x	133x	NUM
cana-944	153	22	vol	vol	NOUN
cana-944	153	23	31	31	NUM
cana-944	153	24	no	no	NOUN
cana-944	153	25	.	.	PUNCT
cana-944	154	1	4s	4s	NUM
cana-944	154	2	(	(	PUNCT
cana-944	154	3	2024	2024	NUM
cana-944	154	4	)	)	PUNCT
cana-944	154	5	496	496	NUM
cana-944	154	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	154	7	(	(	PUNCT
cana-944	154	8	c	c	NOUN
cana-944	154	9	)	)	PUNCT
cana-944	154	10	(	(	PUNCT
cana-944	154	11	d	d	X
cana-944	154	12	)	)	PUNCT
cana-944	154	13	fig	fig	NOUN
cana-944	154	14	.	.	PUNCT
cana-944	155	1	4	4	X
cana-944	155	2	.	.	X
cana-944	155	3	result	result	NOUN
cana-944	155	4	of	of	ADP
cana-944	155	5	cnn	cnn	PROPN
cana-944	155	6	training	training	NOUN
cana-944	155	7	progress	progress	NOUN
cana-944	155	8	in	in	ADP
cana-944	155	9	terms	term	NOUN
cana-944	155	10	of	of	ADP
cana-944	155	11	(	(	PUNCT
cana-944	155	12	a	a	PRON
cana-944	155	13	)	)	PUNCT
cana-944	155	14	model	model	NOUN
cana-944	155	15	accuracy	accuracy	NOUN
cana-944	155	16	,	,	PUNCT
cana-944	155	17	(	(	PUNCT
cana-944	155	18	b	b	X
cana-944	155	19	)	)	PUNCT
cana-944	155	20	model	model	NOUN
cana-944	155	21	loss	loss	NOUN
cana-944	155	22	,	,	PUNCT
cana-944	155	23	(	(	PUNCT
cana-944	155	24	c	c	NOUN
cana-944	155	25	)	)	PUNCT
cana-944	155	26	classification	classification	NOUN
cana-944	155	27	report	report	NOUN
cana-944	155	28	,	,	PUNCT
cana-944	155	29	and	and	CCONJ
cana-944	155	30	(	(	PUNCT
cana-944	155	31	d	d	NOUN
cana-944	155	32	)	)	PUNCT
cana-944	155	33	confusion	confusion	NOUN
cana-944	155	34	matrix	matrix	NOUN
cana-944	155	35	the	the	DET
cana-944	155	36	results	result	NOUN
cana-944	155	37	summarize	summarize	VERB
cana-944	155	38	the	the	DET
cana-944	155	39	multi	multi	ADJ
cana-944	155	40	-	-	ADJ
cana-944	155	41	class	class	ADJ
cana-944	155	42	skin	skin	NOUN
cana-944	155	43	lesion	lesion	NOUN
cana-944	155	44	classification	classification	NOUN
cana-944	155	45	model	model	NOUN
cana-944	155	46	's	's	PART
cana-944	155	47	performance	performance	NOUN
cana-944	155	48	.	.	PUNCT
cana-944	156	1	precision	precision	NOUN
cana-944	156	2	,	,	PUNCT
cana-944	156	3	the	the	DET
cana-944	156	4	accuracy	accuracy	NOUN
cana-944	156	5	of	of	ADP
cana-944	156	6	positive	positive	ADJ
cana-944	156	7	predictions	prediction	NOUN
cana-944	156	8	,	,	PUNCT
cana-944	156	9	varies	vary	VERB
cana-944	156	10	from	from	ADP
cana-944	156	11	0.50	0.50	NUM
cana-944	156	12	to	to	ADP
cana-944	156	13	0.89	0.89	NUM
cana-944	156	14	across	across	ADP
cana-944	156	15	different	different	ADJ
cana-944	156	16	classes	class	NOUN
cana-944	156	17	.	.	PUNCT
cana-944	157	1	the	the	DET
cana-944	157	2	recall	recall	NOUN
cana-944	157	3	measures	measure	VERB
cana-944	157	4	the	the	DET
cana-944	157	5	model	model	NOUN
cana-944	157	6	's	's	PART
cana-944	157	7	ability	ability	NOUN
cana-944	157	8	to	to	PART
cana-944	157	9	correctly	correctly	ADV
cana-944	157	10	identify	identify	VERB
cana-944	157	11	instances	instance	NOUN
cana-944	157	12	of	of	ADP
cana-944	157	13	a	a	DET
cana-944	157	14	certain	certain	ADJ
cana-944	157	15	class	class	NOUN
cana-944	157	16	,	,	PUNCT
cana-944	157	17	ranging	range	VERB
cana-944	157	18	from	from	ADP
cana-944	157	19	0.56	0.56	NUM
cana-944	157	20	to	to	ADP
cana-944	157	21	0.98	0.98	NUM
cana-944	157	22	.	.	PUNCT
cana-944	158	1	the	the	DET
cana-944	158	2	f1score	f1score	NOUN
cana-944	158	3	,	,	PUNCT
cana-944	158	4	which	which	PRON
cana-944	158	5	fluctuates	fluctuate	VERB
cana-944	158	6	between	between	ADP
cana-944	158	7	0.50	0.50	NUM
cana-944	158	8	and	and	CCONJ
cana-944	158	9	0.93	0.93	NUM
cana-944	158	10	,	,	PUNCT
cana-944	158	11	is	be	AUX
cana-944	158	12	a	a	DET
cana-944	158	13	trade	trade	NOUN
cana-944	158	14	-	-	PUNCT
cana-944	158	15	off	off	NOUN
cana-944	158	16	between	between	ADP
cana-944	158	17	recall	recall	NOUN
cana-944	158	18	and	and	CCONJ
cana-944	158	19	precision	precision	NOUN
cana-944	158	20	.	.	PUNCT
cana-944	159	1	the	the	DET
cana-944	159	2	percentage	percentage	NOUN
cana-944	159	3	of	of	ADP
cana-944	159	4	accurately	accurately	ADV
cana-944	159	5	classified	classified	ADJ
cana-944	159	6	cases	case	NOUN
cana-944	159	7	in	in	ADP
cana-944	159	8	the	the	DET
cana-944	159	9	dataset	dataset	NOUN
cana-944	159	10	is	be	AUX
cana-944	159	11	66	66	NUM
cana-944	159	12	%	%	NOUN
cana-944	159	13	,	,	PUNCT
cana-944	159	14	representing	represent	VERB
cana-944	159	15	the	the	DET
cana-944	159	16	model	model	NOUN
cana-944	159	17	's	's	PART
cana-944	159	18	overall	overall	ADJ
cana-944	159	19	accuracy	accuracy	NOUN
cana-944	159	20	.	.	PUNCT
cana-944	160	1	weighted	weighted	ADJ
cana-944	160	2	and	and	CCONJ
cana-944	160	3	macro	macro	ADJ
cana-944	160	4	averages	average	NOUN
cana-944	160	5	can	can	AUX
cana-944	160	6	be	be	AUX
cana-944	160	7	useful	useful	ADJ
cana-944	160	8	for	for	ADP
cana-944	160	9	evaluating	evaluate	VERB
cana-944	160	10	a	a	DET
cana-944	160	11	model	model	NOUN
cana-944	160	12	's	's	PART
cana-944	160	13	capacity	capacity	NOUN
cana-944	160	14	to	to	PART
cana-944	160	15	generalize	generalize	VERB
cana-944	160	16	across	across	ADP
cana-944	160	17	several	several	ADJ
cana-944	160	18	classes	class	NOUN
cana-944	160	19	.	.	PUNCT
cana-944	161	1	the	the	DET
cana-944	161	2	macro	macro	ADJ
cana-944	161	3	-	-	ADJ
cana-944	161	4	average	average	ADJ
cana-944	161	5	metrics	metric	NOUN
cana-944	161	6	provide	provide	VERB
cana-944	161	7	an	an	DET
cana-944	161	8	average	average	ADJ
cana-944	161	9	value	value	NOUN
cana-944	161	10	of	of	ADP
cana-944	161	11	0.65	0.65	NUM
cana-944	161	12	.	.	PUNCT
cana-944	162	1	the	the	DET
cana-944	162	2	results	result	NOUN
cana-944	162	3	demonstrate	demonstrate	VERB
cana-944	162	4	the	the	DET
cana-944	162	5	model	model	NOUN
cana-944	162	6	's	's	PART
cana-944	162	7	advantages	advantage	NOUN
cana-944	162	8	,	,	PUNCT
cana-944	162	9	potential	potential	ADJ
cana-944	162	10	areas	area	NOUN
cana-944	162	11	for	for	ADP
cana-944	162	12	improvement	improvement	NOUN
cana-944	162	13	,	,	PUNCT
cana-944	162	14	and	and	CCONJ
cana-944	162	15	its	its	PRON
cana-944	162	16	capacity	capacity	NOUN
cana-944	162	17	to	to	PART
cana-944	162	18	classify	classify	VERB
cana-944	162	19	various	various	ADJ
cana-944	162	20	skin	skin	NOUN
cana-944	162	21	lesions	lesion	NOUN
cana-944	162	22	accurately	accurately	ADV
cana-944	162	23	.	.	PUNCT
cana-944	163	1	b.	b.	PROPN
cana-944	163	2	result	result	NOUN
cana-944	163	3	of	of	ADP
cana-944	163	4	the	the	DET
cana-944	163	5	vgg16	vgg16	NOUN
cana-944	163	6	algorithm	algorithm	NOUN
cana-944	163	7	(	(	PUNCT
cana-944	163	8	a	a	NOUN
cana-944	163	9	)	)	PUNCT
cana-944	163	10	(	(	PUNCT
cana-944	163	11	b	b	X
cana-944	163	12	)	)	PUNCT
cana-944	163	13	communications	communication	NOUN
cana-944	163	14	on	on	ADP
cana-944	163	15	applied	apply	VERB
cana-944	163	16	nonlinear	nonlinear	ADJ
cana-944	163	17	analysis	analysis	NOUN
cana-944	163	18	issn	issn	NOUN
cana-944	163	19	:	:	PUNCT
cana-944	163	20	1074	1074	NUM
cana-944	163	21	-	-	PUNCT
cana-944	163	22	133x	133x	NUM
cana-944	163	23	vol	vol	NOUN
cana-944	163	24	31	31	NUM
cana-944	163	25	no	no	NOUN
cana-944	163	26	.	.	PUNCT
cana-944	164	1	4s	4s	NUM
cana-944	164	2	(	(	PUNCT
cana-944	164	3	2024	2024	NUM
cana-944	164	4	)	)	PUNCT
cana-944	164	5	497	497	NUM
cana-944	164	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	164	7	(	(	PUNCT
cana-944	164	8	c	c	NOUN
cana-944	164	9	)	)	PUNCT
cana-944	164	10	(	(	PUNCT
cana-944	164	11	d	d	X
cana-944	164	12	)	)	PUNCT
cana-944	164	13	fig	fig	NOUN
cana-944	164	14	.	.	PUNCT
cana-944	165	1	5	5	X
cana-944	165	2	.	.	X
cana-944	165	3	result	result	NOUN
cana-944	165	4	of	of	ADP
cana-944	165	5	vgg16	vgg16	NOUN
cana-944	165	6	training	training	NOUN
cana-944	165	7	progress	progress	NOUN
cana-944	165	8	in	in	ADP
cana-944	165	9	terms	term	NOUN
cana-944	165	10	of	of	ADP
cana-944	165	11	(	(	PUNCT
cana-944	165	12	a	a	PRON
cana-944	165	13	)	)	PUNCT
cana-944	165	14	model	model	NOUN
cana-944	165	15	accuracy	accuracy	NOUN
cana-944	165	16	,	,	PUNCT
cana-944	165	17	(	(	PUNCT
cana-944	165	18	b	b	X
cana-944	165	19	)	)	PUNCT
cana-944	165	20	model	model	NOUN
cana-944	165	21	loss	loss	NOUN
cana-944	165	22	,	,	PUNCT
cana-944	165	23	(	(	PUNCT
cana-944	165	24	c	c	NOUN
cana-944	165	25	)	)	PUNCT
cana-944	165	26	classification	classification	NOUN
cana-944	165	27	report	report	NOUN
cana-944	165	28	,	,	PUNCT
cana-944	165	29	and	and	CCONJ
cana-944	165	30	(	(	PUNCT
cana-944	165	31	d	d	NOUN
cana-944	165	32	)	)	PUNCT
cana-944	165	33	confusion	confusion	NOUN
cana-944	165	34	matrix	matrix	NOUN
cana-944	165	35	the	the	DET
cana-944	165	36	performance	performance	NOUN
cana-944	165	37	metrics	metric	NOUN
cana-944	165	38	for	for	ADP
cana-944	165	39	a	a	DET
cana-944	165	40	skin	skin	NOUN
cana-944	165	41	lesion	lesion	NOUN
cana-944	165	42	classification	classification	NOUN
cana-944	165	43	model	model	NOUN
cana-944	165	44	with	with	ADP
cana-944	165	45	seven	seven	NUM
cana-944	165	46	different	different	ADJ
cana-944	165	47	classes	class	NOUN
cana-944	165	48	are	be	AUX
cana-944	165	49	summarised	summarise	VERB
cana-944	165	50	by	by	ADP
cana-944	165	51	the	the	DET
cana-944	165	52	vgg16	vgg16	NOUN
cana-944	165	53	method	method	NOUN
cana-944	165	54	.	.	PUNCT
cana-944	166	1	every	every	DET
cana-944	166	2	row	row	NOUN
cana-944	166	3	corresponds	correspond	VERB
cana-944	166	4	to	to	ADP
cana-944	166	5	a	a	DET
cana-944	166	6	different	different	ADJ
cana-944	166	7	class	class	NOUN
cana-944	166	8	,	,	PUNCT
cana-944	166	9	and	and	CCONJ
cana-944	166	10	the	the	DET
cana-944	166	11	columns	column	NOUN
cana-944	166	12	show	show	VERB
cana-944	166	13	the	the	DET
cana-944	166	14	support	support	NOUN
cana-944	166	15	for	for	ADP
cana-944	166	16	each	each	DET
cana-944	166	17	class	class	NOUN
cana-944	166	18	and	and	CCONJ
cana-944	166	19	the	the	DET
cana-944	166	20	precision	precision	NOUN
cana-944	166	21	,	,	PUNCT
cana-944	166	22	recall	recall	NOUN
cana-944	166	23	,	,	PUNCT
cana-944	166	24	and	and	CCONJ
cana-944	166	25	f1	f1	PROPN
cana-944	166	26	score	score	NOUN
cana-944	166	27	.	.	PUNCT
cana-944	167	1	the	the	DET
cana-944	167	2	balanced	balanced	ADJ
cana-944	167	3	average	average	NOUN
cana-944	167	4	of	of	ADP
cana-944	167	5	recall	recall	NOUN
cana-944	167	6	and	and	CCONJ
cana-944	167	7	accuracy	accuracy	NOUN
cana-944	167	8	is	be	AUX
cana-944	167	9	known	know	VERB
cana-944	167	10	as	as	ADP
cana-944	167	11	the	the	DET
cana-944	167	12	f1	f1	PROPN
cana-944	167	13	score	score	NOUN
cana-944	167	14	.	.	PUNCT
cana-944	168	1	the	the	DET
cana-944	168	2	accuracy	accuracy	NOUN
cana-944	168	3	of	of	ADP
cana-944	168	4	optimistic	optimistic	ADJ
cana-944	168	5	forecasts	forecast	NOUN
cana-944	168	6	is	be	AUX
cana-944	168	7	their	their	PRON
cana-944	168	8	correctness	correctness	NOUN
cana-944	168	9	.	.	PUNCT
cana-944	169	1	the	the	DET
cana-944	169	2	percentage	percentage	NOUN
cana-944	169	3	of	of	ADP
cana-944	169	4	real	real	ADJ
cana-944	169	5	positive	positive	ADJ
cana-944	169	6	instances	instance	NOUN
cana-944	169	7	that	that	PRON
cana-944	169	8	are	be	AUX
cana-944	169	9	accurately	accurately	ADV
cana-944	169	10	anticipated	anticipate	VERB
cana-944	169	11	is	be	AUX
cana-944	169	12	known	know	VERB
cana-944	169	13	as	as	ADP
cana-944	169	14	recall	recall	NOUN
cana-944	169	15	.	.	PUNCT
cana-944	170	1	in	in	ADP
cana-944	170	2	the	the	DET
cana-944	170	3	majority	majority	NOUN
cana-944	170	4	of	of	ADP
cana-944	170	5	classes	class	NOUN
cana-944	170	6	,	,	PUNCT
cana-944	170	7	the	the	DET
cana-944	170	8	model	model	NOUN
cana-944	170	9	has	have	VERB
cana-944	170	10	excellent	excellent	ADJ
cana-944	170	11	precision	precision	NOUN
cana-944	170	12	and	and	CCONJ
cana-944	170	13	recall	recall	NOUN
cana-944	170	14	.	.	PUNCT
cana-944	171	1	it	it	PRON
cana-944	171	2	excels	excel	VERB
cana-944	171	3	most	most	ADV
cana-944	171	4	in	in	ADP
cana-944	171	5	classes	class	NOUN
cana-944	171	6	like	like	ADP
cana-944	171	7	"	"	PUNCT
cana-944	171	8	df	df	PROPN
cana-944	171	9	"	"	PUNCT
cana-944	171	10	and	and	CCONJ
cana-944	171	11	"	"	PUNCT
cana-944	171	12	vasc	vasc	X
cana-944	171	13	,	,	PUNCT
cana-944	171	14	"	"	PUNCT
cana-944	171	15	where	where	SCONJ
cana-944	171	16	the	the	DET
cana-944	171	17	accuracy	accuracy	NOUN
cana-944	171	18	and	and	CCONJ
cana-944	171	19	recall	recall	NOUN
cana-944	171	20	values	value	NOUN
cana-944	171	21	are	be	AUX
cana-944	171	22	almost	almost	ADV
cana-944	171	23	precisely	precisely	ADV
cana-944	171	24	equal	equal	ADJ
cana-944	171	25	to	to	ADP
cana-944	171	26	1	1	NUM
cana-944	171	27	.	.	PUNCT
cana-944	172	1	the	the	DET
cana-944	172	2	percentage	percentage	NOUN
cana-944	172	3	of	of	ADP
cana-944	172	4	accurately	accurately	ADV
cana-944	172	5	diagnosed	diagnose	VERB
cana-944	172	6	cases	case	NOUN
cana-944	172	7	across	across	ADP
cana-944	172	8	all	all	DET
cana-944	172	9	classifications	classification	NOUN
cana-944	172	10	is	be	AUX
cana-944	172	11	89	89	NUM
cana-944	172	12	%	%	NOUN
cana-944	172	13	overall	overall	ADJ
cana-944	172	14	accuracy	accuracy	NOUN
cana-944	172	15	.	.	PUNCT
cana-944	173	1	a	a	DET
cana-944	173	2	comprehensive	comprehensive	ADJ
cana-944	173	3	view	view	NOUN
cana-944	173	4	is	be	AUX
cana-944	173	5	provided	provide	VERB
cana-944	173	6	by	by	ADP
cana-944	173	7	macro	macro	ADJ
cana-944	173	8	and	and	CCONJ
cana-944	173	9	weighted	weight	VERB
cana-944	173	10	average	average	ADJ
cana-944	173	11	measures	measure	NOUN
cana-944	173	12	,	,	PUNCT
cana-944	173	13	where	where	SCONJ
cana-944	173	14	macro	macro	ADJ
cana-944	173	15	averaging	average	VERB
cana-944	173	16	treats	treat	NOUN
cana-944	173	17	all	all	DET
cana-944	173	18	classes	class	NOUN
cana-944	173	19	identically	identically	ADV
cana-944	173	20	and	and	CCONJ
cana-944	173	21	weighted	weight	VERB
cana-944	173	22	averaging	average	VERB
cana-944	173	23	addresses	address	NOUN
cana-944	173	24	class	class	NOUN
cana-944	173	25	differences	difference	NOUN
cana-944	173	26	.	.	PUNCT
cana-944	174	1	the	the	DET
cana-944	174	2	model	model	NOUN
cana-944	174	3	shows	show	VERB
cana-944	174	4	stable	stable	ADJ
cana-944	174	5	performance	performance	NOUN
cana-944	174	6	in	in	ADP
cana-944	174	7	various	various	ADJ
cana-944	174	8	skin	skin	NOUN
cana-944	174	9	lesions	lesion	NOUN
cana-944	174	10	with	with	ADP
cana-944	174	11	a	a	DET
cana-944	174	12	weighted	weight	VERB
cana-944	174	13	average	average	ADJ
cana-944	174	14	f1	f1	NOUN
cana-944	174	15	-	-	PUNCT
cana-944	174	16	score	score	NOUN
cana-944	174	17	of	of	ADP
cana-944	174	18	89	89	NUM
cana-944	174	19	%	%	NOUN
cana-944	174	20	and	and	CCONJ
cana-944	174	21	a	a	DET
cana-944	174	22	macro	macro	ADJ
cana-944	174	23	-	-	ADJ
cana-944	174	24	average	average	ADJ
cana-944	174	25	f1score	f1score	NOUN
cana-944	174	26	of	of	ADP
cana-944	174	27	90	90	NUM
cana-944	174	28	%	%	NOUN
cana-944	174	29	.	.	PUNCT
cana-944	175	1	these	these	DET
cana-944	175	2	metrics	metric	NOUN
cana-944	175	3	explain	explain	VERB
cana-944	175	4	how	how	SCONJ
cana-944	175	5	well	well	ADV
cana-944	175	6	the	the	DET
cana-944	175	7	model	model	NOUN
cana-944	175	8	can	can	AUX
cana-944	175	9	categorize	categorize	VERB
cana-944	175	10	skin	skin	NOUN
cana-944	175	11	lesions	lesion	NOUN
cana-944	175	12	into	into	ADP
cana-944	175	13	various	various	ADJ
cana-944	175	14	groups	group	NOUN
cana-944	175	15	.	.	PUNCT
cana-944	176	1	table	table	NOUN
cana-944	176	2	i	i	PRON
cana-944	176	3	presents	present	VERB
cana-944	176	4	the	the	DET
cana-944	176	5	cnn	cnn	PROPN
cana-944	176	6	and	and	CCONJ
cana-944	176	7	vgg16	vgg16	PROPN
cana-944	176	8	algorithms	algorithm	NOUN
cana-944	176	9	'	'	PART
cana-944	176	10	comparative	comparative	ADJ
cana-944	176	11	study	study	NOUN
cana-944	176	12	.	.	PUNCT
cana-944	177	1	table	table	NOUN
cana-944	177	2	i.	i.	PROPN
cana-944	177	3	comparative	comparative	ADJ
cana-944	177	4	analysis	analysis	NOUN
cana-944	177	5	of	of	ADP
cana-944	177	6	performance	performance	NOUN
cana-944	177	7	analysis	analysis	NOUN
cana-944	177	8	of	of	ADP
cana-944	177	9	cnn	cnn	PROPN
cana-944	177	10	and	and	CCONJ
cana-944	177	11	vgg16	vgg16	PROPN
cana-944	177	12	algorithm	algorithm	PROPN
cana-944	177	13	precision	precision	NOUN
cana-944	177	14	recall	recall	NOUN
cana-944	177	15	f1	f1	PROPN
cana-944	177	16	score	score	NOUN
cana-944	177	17	accuracy	accuracy	NOUN
cana-944	177	18	cnn	cnn	PROPN
cana-944	177	19	0.67	0.67	NUM
cana-944	177	20	0.66	0.66	NUM
cana-944	177	21	0.66	0.66	NUM
cana-944	177	22	0.66	0.66	NUM
cana-944	177	23	vgg16	vgg16	NOUN
cana-944	177	24	0.89	0.89	NUM
cana-944	177	25	0.89	0.89	NUM
cana-944	177	26	0.89	0.89	NUM
cana-944	177	27	0.8883	0.8883	NUM
cana-944	177	28	table	table	NOUN
cana-944	178	1	i	i	PRON
cana-944	178	2	compares	compare	VERB
cana-944	178	3	skin	skin	NOUN
cana-944	178	4	lesion	lesion	NOUN
cana-944	178	5	categorization	categorization	NOUN
cana-944	178	6	performance	performance	NOUN
cana-944	178	7	metrics	metric	NOUN
cana-944	178	8	using	use	VERB
cana-944	178	9	two	two	NUM
cana-944	178	10	different	different	ADJ
cana-944	178	11	algorithms	algorithm	NOUN
cana-944	178	12	:	:	PUNCT
cana-944	178	13	vgg16	vgg16	NOUN
cana-944	178	14	and	and	CCONJ
cana-944	178	15	convolutional	convolutional	ADJ
cana-944	178	16	neural	neural	ADJ
cana-944	178	17	network	network	NOUN
cana-944	178	18	(	(	PUNCT
cana-944	178	19	cnn	cnn	PROPN
cana-944	178	20	)	)	PUNCT
cana-944	178	21	.	.	PUNCT
cana-944	179	1	each	each	DET
cana-944	179	2	algorithm	algorithm	NOUN
cana-944	179	3	's	's	PART
cana-944	179	4	accuracy	accuracy	NOUN
cana-944	179	5	,	,	PUNCT
cana-944	179	6	f1	f1	NOUN
cana-944	179	7	score	score	NOUN
cana-944	179	8	,	,	PUNCT
cana-944	179	9	precision	precision	NOUN
cana-944	179	10	,	,	PUNCT
cana-944	179	11	and	and	CCONJ
cana-944	179	12	recall	recall	NOUN
cana-944	179	13	are	be	AUX
cana-944	179	14	given	give	VERB
cana-944	179	15	.	.	PUNCT
cana-944	180	1	the	the	DET
cana-944	180	2	cnn	cnn	PROPN
cana-944	180	3	's	's	PART
cana-944	180	4	accuracy	accuracy	NOUN
cana-944	180	5	,	,	PUNCT
cana-944	180	6	precision	precision	NOUN
cana-944	180	7	,	,	PUNCT
cana-944	180	8	recall	recall	NOUN
cana-944	180	9	,	,	PUNCT
cana-944	180	10	and	and	CCONJ
cana-944	180	11	f1	f1	NOUN
cana-944	180	12	scores	score	NOUN
cana-944	180	13	are	be	AUX
cana-944	180	14	all	all	ADV
cana-944	180	15	0.66	0.66	NUM
cana-944	180	16	.	.	PUNCT
cana-944	181	1	with	with	ADP
cana-944	181	2	an	an	DET
cana-944	181	3	f1	f1	ADJ
cana-944	181	4	score	score	NOUN
cana-944	181	5	of	of	ADP
cana-944	181	6	0.89	0.89	NUM
cana-944	181	7	,	,	PUNCT
cana-944	181	8	the	the	DET
cana-944	181	9	vgg16	vgg16	NOUN
cana-944	181	10	method	method	NOUN
cana-944	181	11	outperforms	outperform	VERB
cana-944	181	12	the	the	DET
cana-944	181	13	cnn	cnn	PROPN
cana-944	181	14	algorithm	algorithm	NOUN
cana-944	181	15	regarding	regard	VERB
cana-944	181	16	accuracy	accuracy	NOUN
cana-944	181	17	,	,	PUNCT
cana-944	181	18	recall	recall	NOUN
cana-944	181	19	,	,	PUNCT
cana-944	181	20	and	and	CCONJ
cana-944	181	21	f1	f1	PROPN
cana-944	181	22	score	score	NOUN
cana-944	181	23	.	.	PUNCT
cana-944	182	1	6	6	X
cana-944	182	2	.	.	X
cana-944	182	3	conclusion	conclusion	NOUN
cana-944	182	4	the	the	DET
cana-944	182	5	research	research	NOUN
cana-944	182	6	focused	focus	VERB
cana-944	182	7	on	on	ADP
cana-944	182	8	using	use	VERB
cana-944	182	9	cnn	cnn	PROPN
cana-944	182	10	and	and	CCONJ
cana-944	182	11	vgg16	vgg16	VERB
cana-944	182	12	to	to	PART
cana-944	182	13	recognize	recognize	VERB
cana-944	182	14	skin	skin	NOUN
cana-944	182	15	cancer	cancer	NOUN
cana-944	182	16	.	.	PUNCT
cana-944	183	1	our	our	PRON
cana-944	183	2	focus	focus	NOUN
cana-944	183	3	was	be	AUX
cana-944	183	4	on	on	ADP
cana-944	183	5	enhancing	enhance	VERB
cana-944	183	6	early	early	ADJ
cana-944	183	7	detection	detection	NOUN
cana-944	183	8	,	,	PUNCT
cana-944	183	9	which	which	PRON
cana-944	183	10	is	be	AUX
cana-944	183	11	crucial	crucial	ADJ
cana-944	183	12	for	for	ADP
cana-944	183	13	early	early	ADJ
cana-944	183	14	treatment	treatment	NOUN
cana-944	183	15	.	.	PUNCT
cana-944	184	1	this	this	DET
cana-944	184	2	system	system	NOUN
cana-944	184	3	utilized	utilize	VERB
cana-944	184	4	a	a	DET
cana-944	184	5	substantial	substantial	ADJ
cana-944	184	6	dataset	dataset	NOUN
cana-944	184	7	,	,	PUNCT
cana-944	184	8	communications	communication	NOUN
cana-944	184	9	on	on	ADP
cana-944	184	10	applied	apply	VERB
cana-944	184	11	nonlinear	nonlinear	ADJ
cana-944	184	12	analysis	analysis	NOUN
cana-944	184	13	issn	issn	NOUN
cana-944	184	14	:	:	PUNCT
cana-944	184	15	1074	1074	NUM
cana-944	184	16	-	-	PUNCT
cana-944	184	17	133x	133x	NUM
cana-944	184	18	vol	vol	NOUN
cana-944	184	19	31	31	NUM
cana-944	184	20	no	no	NOUN
cana-944	184	21	.	.	PUNCT
cana-944	185	1	4s	4s	NUM
cana-944	185	2	(	(	PUNCT
cana-944	185	3	2024	2024	NUM
cana-944	185	4	)	)	PUNCT
cana-944	185	5	498	498	NUM
cana-944	185	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	185	7	ham10000	ham10000	NOUN
cana-944	185	8	,	,	PUNCT
cana-944	185	9	to	to	PART
cana-944	185	10	evaluate	evaluate	VERB
cana-944	185	11	the	the	DET
cana-944	185	12	performance	performance	NOUN
cana-944	185	13	of	of	ADP
cana-944	185	14	vgg16	vgg16	PROPN
cana-944	185	15	and	and	CCONJ
cana-944	185	16	cnn	cnn	PROPN
cana-944	185	17	for	for	ADP
cana-944	185	18	automating	automate	VERB
cana-944	185	19	the	the	DET
cana-944	185	20	categorization	categorization	NOUN
cana-944	185	21	of	of	ADP
cana-944	185	22	skin	skin	NOUN
cana-944	185	23	lesions	lesion	NOUN
cana-944	185	24	.	.	PUNCT
cana-944	186	1	the	the	DET
cana-944	186	2	models	model	NOUN
cana-944	186	3	demonstrated	demonstrate	VERB
cana-944	186	4	exceptional	exceptional	ADJ
cana-944	186	5	sensitivity	sensitivity	NOUN
cana-944	186	6	,	,	PUNCT
cana-944	186	7	specificity	specificity	NOUN
cana-944	186	8	,	,	PUNCT
cana-944	186	9	and	and	CCONJ
cana-944	186	10	accuracy	accuracy	NOUN
cana-944	186	11	,	,	PUNCT
cana-944	186	12	highlighting	highlight	VERB
cana-944	186	13	their	their	PRON
cana-944	186	14	potential	potential	ADJ
cana-944	186	15	use	use	NOUN
cana-944	186	16	as	as	ADP
cana-944	186	17	effective	effective	ADJ
cana-944	186	18	tools	tool	NOUN
cana-944	186	19	for	for	ADP
cana-944	186	20	dermatologists	dermatologist	NOUN
cana-944	186	21	and	and	CCONJ
cana-944	186	22	other	other	ADJ
cana-944	186	23	healthcare	healthcare	NOUN
cana-944	186	24	practitioners	practitioner	NOUN
cana-944	186	25	.	.	PUNCT
cana-944	187	1	the	the	DET
cana-944	187	2	vgg16	vgg16	NOUN
cana-944	187	3	algorithm	algorithm	NOUN
cana-944	187	4	surpasses	surpass	VERB
cana-944	187	5	the	the	DET
cana-944	187	6	cnn	cnn	PROPN
cana-944	187	7	algorithm	algorithm	NOUN
cana-944	187	8	in	in	ADP
cana-944	187	9	this	this	DET
cana-944	187	10	system	system	NOUN
cana-944	187	11	.	.	PUNCT
cana-944	188	1	in	in	ADP
cana-944	188	2	the	the	DET
cana-944	188	3	future	future	NOUN
cana-944	188	4	,	,	PUNCT
cana-944	188	5	beyond	beyond	ADP
cana-944	188	6	the	the	DET
cana-944	188	7	capabilities	capability	NOUN
cana-944	188	8	of	of	ADP
cana-944	188	9	vgg16	vgg16	NOUN
cana-944	188	10	,	,	PUNCT
cana-944	188	11	investigating	investigate	VERB
cana-944	188	12	the	the	DET
cana-944	188	13	integration	integration	NOUN
cana-944	188	14	of	of	ADP
cana-944	188	15	sophisticated	sophisticated	ADJ
cana-944	188	16	architectures	architecture	NOUN
cana-944	188	17	and	and	CCONJ
cana-944	188	18	ensemble	ensemble	ADJ
cana-944	188	19	techniques	technique	NOUN
cana-944	188	20	could	could	AUX
cana-944	188	21	be	be	AUX
cana-944	188	22	helpful	helpful	ADJ
cana-944	188	23	.	.	PUNCT
cana-944	189	1	expanding	expand	VERB
cana-944	189	2	the	the	DET
cana-944	189	3	dataset	dataset	NOUN
cana-944	189	4	with	with	ADP
cana-944	189	5	more	more	ADV
cana-944	189	6	diverse	diverse	ADJ
cana-944	189	7	sample	sample	NOUN
cana-944	189	8	types	type	NOUN
cana-944	189	9	could	could	AUX
cana-944	189	10	enhance	enhance	VERB
cana-944	189	11	the	the	DET
cana-944	189	12	model	model	NOUN
cana-944	189	13	's	's	PART
cana-944	189	14	ability	ability	NOUN
cana-944	189	15	to	to	PART
cana-944	189	16	generalize	generalize	VERB
cana-944	189	17	to	to	ADP
cana-944	189	18	a	a	DET
cana-944	189	19	wider	wide	ADJ
cana-944	189	20	range	range	NOUN
cana-944	189	21	of	of	ADP
cana-944	189	22	skin	skin	NOUN
cana-944	189	23	illnesses	illness	NOUN
cana-944	189	24	.	.	PUNCT
cana-944	190	1	one	one	NUM
cana-944	190	2	interesting	interesting	ADJ
cana-944	190	3	strategy	strategy	NOUN
cana-944	190	4	to	to	PART
cana-944	190	5	ensure	ensure	VERB
cana-944	190	6	transparency	transparency	NOUN
cana-944	190	7	and	and	CCONJ
cana-944	190	8	confidence	confidence	NOUN
cana-944	190	9	in	in	ADP
cana-944	190	10	model	model	NOUN
cana-944	190	11	predictions	prediction	NOUN
cana-944	190	12	for	for	ADP
cana-944	190	13	clinical	clinical	ADJ
cana-944	190	14	application	application	NOUN
cana-944	190	15	is	be	AUX
cana-944	190	16	to	to	PART
cana-944	190	17	look	look	VERB
cana-944	190	18	into	into	ADP
cana-944	190	19	ways	way	NOUN
cana-944	190	20	to	to	PART
cana-944	190	21	explain	explain	VERB
cana-944	190	22	and	and	CCONJ
cana-944	190	23	interpret	interpret	VERB
cana-944	190	24	deep	deep	ADJ
cana-944	190	25	learning	learning	NOUN
cana-944	190	26	models	model	NOUN
cana-944	190	27	in	in	ADP
cana-944	190	28	dermatological	dermatological	ADJ
cana-944	190	29	diagnostics	diagnostic	NOUN
cana-944	190	30	.	.	PUNCT
cana-944	191	1	7	7	X
cana-944	191	2	.	.	X
cana-944	191	3	author	author	NOUN
cana-944	191	4	contributions	contribution	NOUN
cana-944	192	1	[	[	X
cana-944	192	2	yashwant	yashwant	PROPN
cana-944	192	3	s.	s.	PROPN
cana-944	192	4	ingle	ingle	PROPN
cana-944	192	5	]	]	PUNCT
cana-944	192	6	:	:	PUNCT
cana-944	192	7	conceptualization	conceptualization	NOUN
cana-944	192	8	,	,	PUNCT
cana-944	192	9	data	data	NOUN
cana-944	192	10	curation	curation	NOUN
cana-944	192	11	,	,	PUNCT
cana-944	192	12	methodology	methodology	NOUN
cana-944	192	13	,	,	PUNCT
cana-944	192	14	software	software	NOUN
cana-944	192	15	development	development	NOUN
cana-944	192	16	,	,	PUNCT
cana-944	192	17	validation	validation	NOUN
cana-944	192	18	,	,	PUNCT
cana-944	192	19	formal	formal	ADJ
cana-944	192	20	analysis	analysis	NOUN
cana-944	192	21	,	,	PUNCT
cana-944	192	22	investigation	investigation	NOUN
cana-944	192	23	,	,	PUNCT
cana-944	192	24	writing	writing	NOUN
cana-944	192	25	—	—	PUNCT
cana-944	192	26	original	original	ADJ
cana-944	192	27	draft	draft	NOUN
cana-944	192	28	preparation	preparation	NOUN
cana-944	192	29	,	,	PUNCT
cana-944	192	30	writing	writing	NOUN
cana-944	192	31	—	—	PUNCT
cana-944	192	32	review	review	NOUN
cana-944	192	33	,	,	PUNCT
cana-944	192	34	and	and	CCONJ
cana-944	192	35	editing	editing	NOUN
cana-944	192	36	,	,	PUNCT
cana-944	192	37	visualization	visualization	NOUN
cana-944	192	38	,	,	PUNCT
cana-944	192	39	supervision	supervision	NOUN
cana-944	192	40	,	,	PUNCT
cana-944	192	41	project	project	NOUN
cana-944	192	42	administration	administration	NOUN
cana-944	192	43	.	.	PUNCT
cana-944	193	1	[	[	X
cana-944	193	2	dr	dr	PROPN
cana-944	193	3	.	.	PROPN
cana-944	193	4	n.	n.	PROPN
cana-944	193	5	f.	f.	PROPN
cana-944	193	6	shaikh	shaikh	PROPN
cana-944	193	7	]	]	NOUN
cana-944	193	8	:	:	PUNCT
cana-944	193	9	conceptualization	conceptualization	NOUN
cana-944	193	10	,	,	PUNCT
cana-944	193	11	data	data	NOUN
cana-944	193	12	curation	curation	NOUN
cana-944	193	13	,	,	PUNCT
cana-944	193	14	methodology	methodology	NOUN
cana-944	193	15	,	,	PUNCT
cana-944	193	16	software	software	NOUN
cana-944	193	17	development	development	NOUN
cana-944	193	18	,	,	PUNCT
cana-944	193	19	validation	validation	NOUN
cana-944	193	20	,	,	PUNCT
cana-944	193	21	formal	formal	ADJ
cana-944	193	22	analysis	analysis	NOUN
cana-944	193	23	,	,	PUNCT
cana-944	193	24	investigation	investigation	NOUN
cana-944	193	25	,	,	PUNCT
cana-944	193	26	writing	write	VERB
cana-944	193	27	original	original	ADJ
cana-944	193	28	draft	draft	NOUN
cana-944	193	29	preparation	preparation	NOUN
cana-944	193	30	,	,	PUNCT
cana-944	193	31	writing	write	VERB
cana-944	193	32	review	review	NOUN
cana-944	193	33	,	,	PUNCT
cana-944	193	34	and	and	CCONJ
cana-944	193	35	editing	editing	NOUN
cana-944	193	36	,	,	PUNCT
cana-944	193	37	visualization	visualization	NOUN
cana-944	193	38	,	,	PUNCT
cana-944	193	39	supervision	supervision	NOUN
cana-944	193	40	,	,	PUNCT
cana-944	193	41	project	project	NOUN
cana-944	193	42	administration	administration	NOUN
cana-944	193	43	8	8	NUM
cana-944	193	44	.	.	PUNCT
cana-944	194	1	conflict	conflict	NOUN
cana-944	194	2	of	of	ADP
cana-944	194	3	interest	interest	NOUN
cana-944	194	4	statements	statement	NOUN
cana-944	194	5	we	we	PRON
cana-944	194	6	declare	declare	VERB
cana-944	194	7	no	no	DET
cana-944	194	8	conflicts	conflict	NOUN
cana-944	194	9	of	of	ADP
cana-944	194	10	interest	interest	NOUN
cana-944	194	11	regarding	regard	VERB
cana-944	194	12	the	the	DET
cana-944	194	13	publication	publication	NOUN
cana-944	194	14	of	of	ADP
cana-944	194	15	this	this	DET
cana-944	194	16	research	research	NOUN
cana-944	194	17	manuscript	manuscript	NOUN
cana-944	194	18	.	.	PUNCT
cana-944	195	1	the	the	DET
cana-944	195	2	research	research	NOUN
cana-944	195	3	conducted	conduct	VERB
cana-944	195	4	by	by	ADP
cana-944	195	5	[	[	X
cana-944	195	6	yashwant	yashwant	PROPN
cana-944	195	7	s.	s.	PROPN
cana-944	195	8	ingle	ingle	PROPN
cana-944	195	9	]	]	PUNCT
cana-944	195	10	was	be	AUX
cana-944	195	11	independent	independent	ADJ
cana-944	195	12	and	and	CCONJ
cana-944	195	13	unfunded	unfunded	ADJ
cana-944	195	14	.	.	PUNCT
cana-944	196	1	no	no	DET
cana-944	196	2	financial	financial	ADJ
cana-944	196	3	or	or	CCONJ
cana-944	196	4	personal	personal	ADJ
cana-944	196	5	relationships	relationship	NOUN
cana-944	196	6	with	with	ADP
cana-944	196	7	individuals	individual	NOUN
cana-944	196	8	or	or	CCONJ
cana-944	196	9	organizations	organization	NOUN
cana-944	196	10	that	that	PRON
cana-944	196	11	could	could	AUX
cana-944	196	12	influence	influence	VERB
cana-944	196	13	the	the	DET
cana-944	196	14	interpretation	interpretation	NOUN
cana-944	196	15	or	or	CCONJ
cana-944	196	16	presentation	presentation	NOUN
cana-944	196	17	of	of	ADP
cana-944	196	18	the	the	DET
cana-944	196	19	study	study	NOUN
cana-944	196	20	's	's	PART
cana-944	196	21	findings	finding	NOUN
cana-944	196	22	exist	exist	VERB
cana-944	196	23	.	.	PUNCT
cana-944	197	1	the	the	DET
cana-944	197	2	dataset	dataset	NOUN
cana-944	197	3	utilized	utilize	VERB
cana-944	197	4	in	in	ADP
cana-944	197	5	this	this	DET
cana-944	197	6	study	study	NOUN
cana-944	197	7	was	be	AUX
cana-944	197	8	sourced	source	VERB
cana-944	197	9	from	from	ADP
cana-944	197	10	kaggle	kaggle	PROPN
cana-944	197	11	,	,	PUNCT
cana-944	197	12	an	an	DET
cana-944	197	13	online	online	ADJ
cana-944	197	14	platform	platform	NOUN
cana-944	197	15	for	for	ADP
cana-944	197	16	datasets	dataset	NOUN
cana-944	197	17	,	,	PUNCT
cana-944	197	18	with	with	ADP
cana-944	197	19	no	no	DET
cana-944	197	20	associated	associated	ADJ
cana-944	197	21	conflicts	conflict	NOUN
cana-944	197	22	of	of	ADP
cana-944	197	23	interest	interest	NOUN
cana-944	197	24	regarding	regard	VERB
cana-944	197	25	its	its	PRON
cana-944	197	26	usage	usage	NOUN
cana-944	197	27	or	or	CCONJ
cana-944	197	28	dissemination	dissemination	NOUN
cana-944	197	29	.	.	PUNCT
cana-944	198	1	all	all	DET
cana-944	198	2	analyses	analysis	NOUN
cana-944	198	3	and	and	CCONJ
cana-944	198	4	interpretations	interpretation	NOUN
cana-944	198	5	presented	present	VERB
cana-944	198	6	in	in	ADP
cana-944	198	7	this	this	DET
cana-944	198	8	manuscript	manuscript	NOUN
cana-944	198	9	are	be	AUX
cana-944	198	10	conducted	conduct	VERB
cana-944	198	11	with	with	ADP
cana-944	198	12	integrity	integrity	NOUN
cana-944	198	13	and	and	CCONJ
cana-944	198	14	without	without	ADP
cana-944	198	15	bias	bias	NOUN
cana-944	198	16	.	.	PUNCT
cana-944	199	1	9	9	X
cana-944	199	2	.	.	X
cana-944	199	3	role	role	NOUN
cana-944	199	4	of	of	ADP
cana-944	199	5	funding	funding	NOUN
cana-944	199	6	source	source	NOUN
cana-944	199	7	this	this	DET
cana-944	199	8	research	research	NOUN
cana-944	199	9	project	project	NOUN
cana-944	199	10	was	be	AUX
cana-944	199	11	conducted	conduct	VERB
cana-944	199	12	without	without	ADP
cana-944	199	13	external	external	ADJ
cana-944	199	14	funding	funding	NOUN
cana-944	199	15	.	.	PUNCT
cana-944	200	1	while	while	SCONJ
cana-944	200	2	funding	funding	NOUN
cana-944	200	3	can	can	AUX
cana-944	200	4	often	often	ADV
cana-944	200	5	play	play	VERB
cana-944	200	6	a	a	DET
cana-944	200	7	crucial	crucial	ADJ
cana-944	200	8	role	role	NOUN
cana-944	200	9	in	in	ADP
cana-944	200	10	supporting	support	VERB
cana-944	200	11	research	research	NOUN
cana-944	200	12	endeavors	endeavor	NOUN
cana-944	200	13	by	by	ADP
cana-944	200	14	providing	provide	VERB
cana-944	200	15	resources	resource	NOUN
cana-944	200	16	and	and	CCONJ
cana-944	200	17	support	support	NOUN
cana-944	200	18	,	,	PUNCT
cana-944	200	19	this	this	DET
cana-944	200	20	project	project	NOUN
cana-944	200	21	was	be	AUX
cana-944	200	22	carried	carry	VERB
cana-944	200	23	out	out	ADP
cana-944	200	24	independently	independently	ADV
cana-944	200	25	,	,	PUNCT
cana-944	200	26	without	without	ADP
cana-944	200	27	financial	financial	ADJ
cana-944	200	28	assistance	assistance	NOUN
cana-944	200	29	.	.	PUNCT
cana-944	201	1	the	the	DET
cana-944	201	2	absence	absence	NOUN
cana-944	201	3	of	of	ADP
cana-944	201	4	external	external	ADJ
cana-944	201	5	funding	funding	NOUN
cana-944	201	6	allowed	allow	VERB
cana-944	201	7	for	for	ADP
cana-944	201	8	flexibility	flexibility	NOUN
cana-944	201	9	in	in	ADP
cana-944	201	10	the	the	DET
cana-944	201	11	research	research	NOUN
cana-944	201	12	process	process	NOUN
cana-944	201	13	,	,	PUNCT
cana-944	201	14	enabling	enable	VERB
cana-944	201	15	the	the	DET
cana-944	201	16	exploration	exploration	NOUN
cana-944	201	17	of	of	ADP
cana-944	201	18	various	various	ADJ
cana-944	201	19	methodologies	methodology	NOUN
cana-944	201	20	and	and	CCONJ
cana-944	201	21	techniques	technique	NOUN
cana-944	201	22	without	without	ADP
cana-944	201	23	constraints	constraint	NOUN
cana-944	201	24	.	.	PUNCT
cana-944	202	1	it	it	PRON
cana-944	202	2	also	also	ADV
cana-944	202	3	ensured	ensure	VERB
cana-944	202	4	that	that	SCONJ
cana-944	202	5	the	the	DET
cana-944	202	6	research	research	NOUN
cana-944	202	7	direction	direction	NOUN
cana-944	202	8	and	and	CCONJ
cana-944	202	9	outcomes	outcome	NOUN
cana-944	202	10	were	be	AUX
cana-944	202	11	driven	drive	VERB
cana-944	202	12	solely	solely	ADV
cana-944	202	13	by	by	ADP
cana-944	202	14	scientific	scientific	ADJ
cana-944	202	15	inquiry	inquiry	NOUN
cana-944	202	16	and	and	CCONJ
cana-944	202	17	not	not	PART
cana-944	202	18	influenced	influence	VERB
cana-944	202	19	by	by	ADP
cana-944	202	20	funding	fund	VERB
cana-944	202	21	interests	interest	NOUN
cana-944	202	22	.	.	PUNCT
cana-944	203	1	while	while	SCONJ
cana-944	203	2	funding	funding	NOUN
cana-944	203	3	can	can	AUX
cana-944	203	4	provide	provide	VERB
cana-944	203	5	valuable	valuable	ADJ
cana-944	203	6	resources	resource	NOUN
cana-944	203	7	and	and	CCONJ
cana-944	203	8	support	support	NOUN
cana-944	203	9	for	for	ADP
cana-944	203	10	research	research	NOUN
cana-944	203	11	projects	project	NOUN
cana-944	203	12	,	,	PUNCT
cana-944	203	13	the	the	DET
cana-944	203	14	lack	lack	NOUN
cana-944	203	15	of	of	ADP
cana-944	203	16	external	external	ADJ
cana-944	203	17	funding	funding	NOUN
cana-944	203	18	for	for	ADP
cana-944	203	19	this	this	DET
cana-944	203	20	project	project	NOUN
cana-944	203	21	highlights	highlight	VERB
cana-944	203	22	the	the	DET
cana-944	203	23	potential	potential	NOUN
cana-944	203	24	for	for	ADP
cana-944	203	25	independent	independent	ADJ
cana-944	203	26	research	research	NOUN
cana-944	203	27	initiatives	initiative	NOUN
cana-944	203	28	to	to	PART
cana-944	203	29	contribute	contribute	VERB
cana-944	203	30	to	to	ADP
cana-944	203	31	scientific	scientific	ADJ
cana-944	203	32	knowledge	knowledge	NOUN
cana-944	203	33	and	and	CCONJ
cana-944	203	34	innovation	innovation	NOUN
cana-944	203	35	.	.	PUNCT
cana-944	204	1	communications	communication	NOUN
cana-944	204	2	on	on	ADP
cana-944	204	3	applied	apply	VERB
cana-944	204	4	nonlinear	nonlinear	ADJ
cana-944	204	5	analysis	analysis	NOUN
cana-944	204	6	issn	issn	NOUN
cana-944	204	7	:	:	PUNCT
cana-944	204	8	1074	1074	NUM
cana-944	204	9	-	-	PUNCT
cana-944	204	10	133x	133x	NUM
cana-944	204	11	vol	vol	NOUN
cana-944	204	12	31	31	NUM
cana-944	204	13	no	no	NOUN
cana-944	204	14	.	.	PUNCT
cana-944	205	1	4s	4s	NUM
cana-944	205	2	(	(	PUNCT
cana-944	205	3	2024	2024	NUM
cana-944	205	4	)	)	PUNCT
cana-944	205	5	499	499	NUM
cana-944	205	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-944	205	7	10	10	NUM
cana-944	205	8	.	.	PUNCT
cana-944	206	1	ethics	ethic	NOUN
cana-944	206	2	committee	committee	PROPN
cana-944	206	3	approval	approval	NOUN
cana-944	206	4	this	this	DET
cana-944	206	5	research	research	NOUN
cana-944	206	6	project	project	NOUN
cana-944	206	7	involved	involve	VERB
cana-944	206	8	the	the	DET
cana-944	206	9	utilization	utilization	NOUN
cana-944	206	10	of	of	ADP
cana-944	206	11	an	an	DET
cana-944	206	12	online	online	ADJ
cana-944	206	13	dataset	dataset	NOUN
cana-944	206	14	obtained	obtain	VERB
cana-944	206	15	from	from	ADP
cana-944	206	16	kaggle	kaggle	PROPN
cana-944	206	17	for	for	ADP
cana-944	206	18	the	the	DET
cana-944	206	19	purpose	purpose	NOUN
cana-944	206	20	of	of	ADP
cana-944	206	21	skin	skin	NOUN
cana-944	206	22	cancer	cancer	NOUN
cana-944	206	23	detection	detection	NOUN
cana-944	206	24	.	.	PUNCT
cana-944	207	1	since	since	SCONJ
cana-944	207	2	the	the	DET
cana-944	207	3	dataset	dataset	NOUN
cana-944	207	4	consisted	consist	VERB
cana-944	207	5	of	of	ADP
cana-944	207	6	anonymized	anonymize	VERB
cana-944	207	7	images	image	NOUN
cana-944	207	8	and	and	CCONJ
cana-944	207	9	did	do	AUX
cana-944	207	10	not	not	PART
cana-944	207	11	involve	involve	VERB
cana-944	207	12	human	human	ADJ
cana-944	207	13	participants	participant	NOUN
cana-944	207	14	or	or	CCONJ
cana-944	207	15	animals	animal	NOUN
cana-944	207	16	,	,	PUNCT
cana-944	207	17	ethics	ethic	NOUN
cana-944	207	18	committee	committee	NOUN
cana-944	207	19	approval	approval	NOUN
cana-944	207	20	was	be	AUX
cana-944	207	21	not	not	PART
cana-944	207	22	applicable	applicable	ADJ
cana-944	207	23	to	to	ADP
cana-944	207	24	this	this	DET
cana-944	207	25	study	study	NOUN
cana-944	207	26	.	.	PUNCT
cana-944	208	1	the	the	DET
cana-944	208	2	data	datum	NOUN
cana-944	208	3	used	use	VERB
cana-944	208	4	in	in	ADP
cana-944	208	5	this	this	DET
cana-944	208	6	research	research	NOUN
cana-944	208	7	were	be	AUX
cana-944	208	8	publicly	publicly	ADV
cana-944	208	9	available	available	ADJ
cana-944	208	10	and	and	CCONJ
cana-944	208	11	did	do	AUX
cana-944	208	12	not	not	PART
cana-944	208	13	involve	involve	VERB
cana-944	208	14	any	any	DET
cana-944	208	15	interactions	interaction	NOUN
cana-944	208	16	or	or	CCONJ
cana-944	208	17	interventions	intervention	NOUN
cana-944	208	18	with	with	ADP
cana-944	208	19	human	human	ADJ
cana-944	208	20	subjects	subject	NOUN
cana-944	208	21	.	.	PUNCT
cana-944	209	1	therefore	therefore	ADV
cana-944	209	2	,	,	PUNCT
cana-944	209	3	there	there	PRON
cana-944	209	4	were	be	VERB
cana-944	209	5	no	no	DET
cana-944	209	6	ethical	ethical	ADJ
cana-944	209	7	considerations	consideration	NOUN
cana-944	209	8	related	relate	VERB
cana-944	209	9	to	to	ADP
cana-944	209	10	participant	participant	ADJ
cana-944	209	11	welfare	welfare	NOUN
cana-944	209	12	,	,	PUNCT
cana-944	209	13	confidentiality	confidentiality	NOUN
cana-944	209	14	,	,	PUNCT
cana-944	209	15	or	or	CCONJ
cana-944	209	16	informed	informed	ADJ
cana-944	209	17	consent	consent	NOUN
cana-944	209	18	.	.	PUNCT
cana-944	210	1	as	as	ADP
cana-944	210	2	such	such	ADJ
cana-944	210	3	,	,	PUNCT
cana-944	210	4	the	the	DET
cana-944	210	5	research	research	NOUN
cana-944	210	6	was	be	AUX
cana-944	210	7	conducted	conduct	VERB
cana-944	210	8	in	in	ADP
cana-944	210	9	accordance	accordance	NOUN
cana-944	210	10	with	with	ADP
cana-944	210	11	ethical	ethical	ADJ
cana-944	210	12	standards	standard	NOUN
cana-944	210	13	for	for	ADP
cana-944	210	14	the	the	DET
cana-944	210	15	use	use	NOUN
cana-944	210	16	of	of	ADP
cana-944	210	17	publicly	publicly	ADV
cana-944	210	18	available	available	ADJ
cana-944	210	19	datasets	dataset	NOUN
cana-944	210	20	and	and	CCONJ
cana-944	210	21	adhered	adhere	VERB
cana-944	210	22	to	to	ADP
cana-944	210	23	the	the	DET
cana-944	210	24	terms	term	NOUN
cana-944	210	25	of	of	ADP
cana-944	210	26	use	use	NOUN
cana-944	210	27	specified	specify	VERB
cana-944	210	28	by	by	ADP
cana-944	210	29	kaggle	kaggle	PROPN
cana-944	210	30	.	.	PUNCT
cana-944	211	1	references	reference	NOUN
cana-944	211	2	[	[	X
cana-944	211	3	1	1	NUM
cana-944	211	4	]	]	X
cana-944	211	5	masood	masood	PROPN
cana-944	211	6	,	,	PUNCT
cana-944	211	7	ammara	ammara	PROPN
cana-944	211	8	&	&	CCONJ
cana-944	211	9	al	al	PROPN
cana-944	211	10	-	-	PROPN
cana-944	211	11	jumaily	jumaily	PROPN
cana-944	211	12	,	,	PUNCT
cana-944	211	13	adel	adel	PROPN
cana-944	211	14	.	.	PUNCT
cana-944	212	1	(	(	PUNCT
cana-944	212	2	2013	2013	NUM
cana-944	212	3	)	)	PUNCT
cana-944	212	4	,	,	PUNCT
cana-944	212	5	"	"	PUNCT
cana-944	212	6	computer	computer	NOUN
cana-944	212	7	aided	aid	VERB
cana-944	212	8	diagnostic	diagnostic	ADJ
cana-944	212	9	support	support	NOUN
cana-944	212	10	system	system	NOUN
cana-944	212	11	for	for	ADP
cana-944	212	12	skin	skin	NOUN
cana-944	212	13	cancer	cancer	NOUN
cana-944	212	14	:	:	PUNCT
cana-944	212	15	a	a	DET
cana-944	212	16	review	review	NOUN
cana-944	212	17	of	of	ADP
cana-944	212	18	techniques	technique	NOUN
cana-944	212	19	and	and	CCONJ
cana-944	212	20	algorithms	algorithm	NOUN
cana-944	212	21	"	"	PUNCT
cana-944	212	22	,	,	PUNCT
cana-944	212	23	international	international	ADJ
cana-944	212	24	journal	journal	NOUN
cana-944	212	25	of	of	ADP
cana-944	212	26	biomedical	biomedical	ADJ
cana-944	212	27	imaging	imaging	NOUN
cana-944	212	28	.	.	PUNCT
cana-944	213	1	2013	2013	NUM
cana-944	213	2	.	.	PUNCT
cana-944	214	1	323268	323268	NUM
cana-944	214	2	.	.	PUNCT
cana-944	215	1	10.1155/2013/323268	10.1155/2013/323268	NUM
cana-944	215	2	.	.	PUNCT
cana-944	216	1	[	[	X
cana-944	216	2	2	2	NUM
cana-944	216	3	]	]	PUNCT
cana-944	216	4	n.	n.	NOUN
cana-944	216	5	hameed	hameed	PROPN
cana-944	216	6	,	,	PUNCT
cana-944	216	7	a.	a.	PROPN
cana-944	216	8	ruskin	ruskin	PROPN
cana-944	216	9	,	,	PUNCT
cana-944	216	10	k.	k.	PROPN
cana-944	216	11	abu	abu	PROPN
cana-944	216	12	hassan	hassan	PROPN
cana-944	216	13	,	,	PUNCT
cana-944	216	14	and	and	CCONJ
cana-944	216	15	m.	m.	PROPN
cana-944	216	16	a.	a.	PROPN
cana-944	216	17	hossain	hossain	PROPN
cana-944	216	18	,	,	PUNCT
cana-944	216	19	"	"	PUNCT
cana-944	216	20	comprehensive	comprehensive	ADJ
cana-944	216	21	survey	survey	NOUN
cana-944	216	22	on	on	ADP
cana-944	216	23	image	image	NOUN
cana-944	216	24	-	-	PUNCT
cana-944	216	25	based	base	VERB
cana-944	216	26	computer	computer	NOUN
cana-944	216	27	aided	aid	VERB
cana-944	216	28	diagnosis	diagnosis	NOUN
cana-944	216	29	systems	system	NOUN
cana-944	216	30	for	for	ADP
cana-944	216	31	skin	skin	NOUN
cana-944	216	32	cancer	cancer	NOUN
cana-944	216	33	,	,	PUNCT
cana-944	216	34	"	"	PUNCT
cana-944	216	35	2016	2016	NUM
cana-944	216	36	10th	10th	ADJ
cana-944	216	37	international	international	ADJ
cana-944	216	38	conference	conference	NOUN
cana-944	216	39	on	on	ADP
cana-944	216	40	software	software	NOUN
cana-944	216	41	,	,	PUNCT
cana-944	216	42	knowledge	knowledge	NOUN
cana-944	216	43	,	,	PUNCT
cana-944	216	44	information	information	NOUN
cana-944	216	45	management	management	NOUN
cana-944	216	46	&	&	CCONJ
cana-944	216	47	applications	application	NOUN
cana-944	216	48	(	(	PUNCT
cana-944	216	49	skima	skima	NOUN
cana-944	216	50	)	)	PUNCT
cana-944	216	51	,	,	PUNCT
cana-944	216	52	chengdu	chengdu	PROPN
cana-944	216	53	,	,	PUNCT
cana-944	216	54	2016	2016	NUM
cana-944	216	55	,	,	PUNCT
cana-944	216	56	pp	pp	ADJ
cana-944	216	57	.	.	PUNCT
cana-944	217	1	205	205	NUM
cana-944	217	2	-	-	SYM
cana-944	217	3	214	214	NUM
cana-944	217	4	,	,	PUNCT
cana-944	217	5	doi	doi	NOUN
cana-944	217	6	:	:	PUNCT
cana-944	217	7	10.1109	10.1109	NUM
cana-944	217	8	/	/	SYM
cana-944	217	9	skima.2016.7916221	skima.2016.7916221	NOUN
cana-944	217	10	.	.	PUNCT
cana-944	218	1	[	[	X
cana-944	218	2	3	3	NUM
cana-944	218	3	]	]	X
cana-944	218	4	ogorzalek	ogorzalek	NOUN
cana-944	218	5	,	,	PUNCT
cana-944	218	6	maciej	maciej	PROPN
cana-944	218	7	&	&	CCONJ
cana-944	218	8	surówka	surówka	NOUN
cana-944	218	9	,	,	PUNCT
cana-944	218	10	grzegorz	grzegorz	PROPN
cana-944	218	11	&	&	CCONJ
cana-944	218	12	nowak	nowak	PROPN
cana-944	218	13	,	,	PUNCT
cana-944	218	14	leszek	leszek	PROPN
cana-944	218	15	&	&	CCONJ
cana-944	218	16	merkwirth	merkwirth	PROPN
cana-944	218	17	,	,	PUNCT
cana-944	218	18	christian	christian	PROPN
cana-944	218	19	.	.	PUNCT
cana-944	219	1	(	(	PUNCT
cana-944	219	2	2010	2010	NUM
cana-944	219	3	)	)	PUNCT
cana-944	219	4	.	.	PUNCT
cana-944	220	1	computational	computational	ADJ
cana-944	220	2	intelligence	intelligence	NOUN
cana-944	220	3	and	and	CCONJ
cana-944	220	4	image	image	NOUN
cana-944	220	5	processing	processing	NOUN
cana-944	220	6	methods	method	NOUN
cana-944	220	7	for	for	ADP
cana-944	220	8	applications	application	NOUN
cana-944	220	9	in	in	ADP
cana-944	220	10	skin	skin	NOUN
cana-944	220	11	cancer	cancer	NOUN
cana-944	220	12	diagnosis	diagnosis	NOUN
cana-944	220	13	.	.	PUNCT
cana-944	221	1	communications	communication	NOUN
cana-944	221	2	in	in	ADP
cana-944	221	3	computer	computer	NOUN
cana-944	221	4	and	and	CCONJ
cana-944	221	5	information	information	NOUN
cana-944	221	6	science	science	NOUN
cana-944	221	7	.	.	PUNCT
cana-944	222	1	52	52	NUM
cana-944	222	2	.	.	X
cana-944	223	1	3	3	NUM
cana-944	223	2	-	-	SYM
cana-944	223	3	20	20	NUM
cana-944	223	4	.	.	PUNCT
cana-944	224	1	10.1007/978	10.1007/978	NUM
cana-944	224	2	-	-	SYM
cana-944	224	3	3	3	NUM
cana-944	224	4	-	-	PUNCT
cana-944	224	5	642	642	NUM
cana-944	224	6	-	-	PUNCT
cana-944	224	7	11721	11721	NUM
cana-944	224	8	-	-	SYM
cana-944	224	9	3_1	3_1	NUM
cana-944	224	10	.	.	PUNCT
cana-944	225	1	[	[	X
cana-944	225	2	4	4	NUM
cana-944	225	3	]	]	X
cana-944	225	4	f.	f.	PROPN
cana-944	225	5	santos	santos	PROPN
cana-944	225	6	,	,	PUNCT
cana-944	225	7	f.	f.	PROPN
cana-944	225	8	silva	silva	PROPN
cana-944	225	9	,	,	PUNCT
cana-944	225	10	and	and	CCONJ
cana-944	225	11	p.	p.	PROPN
cana-944	225	12	georgieva	georgieva	NOUN
cana-944	225	13	,	,	PUNCT
cana-944	225	14	"	"	PUNCT
cana-944	225	15	automated	automate	VERB
cana-944	225	16	diagnosis	diagnosis	NOUN
cana-944	225	17	of	of	ADP
cana-944	225	18	skin	skin	NOUN
cana-944	225	19	lesions	lesion	NOUN
cana-944	225	20	,	,	PUNCT
cana-944	225	21	"	"	PUNCT
cana-944	225	22	2020	2020	NUM
cana-944	225	23	ieee	ieee	NOUN
cana-944	225	24	10	10	NUM
cana-944	225	25	th	th	PRON
cana-944	225	26	international	international	ADJ
cana-944	225	27	conference	conference	NOUN
cana-944	225	28	on	on	ADP
cana-944	225	29	intelligent	intelligent	ADJ
cana-944	225	30	systems	system	NOUN
cana-944	225	31	(	(	PUNCT
cana-944	225	32	is	be	AUX
cana-944	225	33	)	)	PUNCT
cana-944	225	34	,	,	PUNCT
cana-944	225	35	varna	varna	NOUN
cana-944	225	36	,	,	PUNCT
cana-944	225	37	bulgaria	bulgaria	PROPN
cana-944	225	38	,	,	PUNCT
cana-944	225	39	2020	2020	NUM
cana-944	225	40	,	,	PUNCT
cana-944	225	41	pp	pp	ADV
cana-944	225	42	.	.	PUNCT
cana-944	226	1	545	545	NUM
cana-944	226	2	-	-	SYM
cana-944	226	3	550	550	NUM
cana-944	226	4	,	,	PUNCT
cana-944	226	5	doi	doi	NOUN
cana-944	226	6	:	:	PUNCT
cana-944	226	7	10.1109	10.1109	NUM
cana-944	226	8	/	/	SYM
cana-944	226	9	is48319.2020.9200090	is48319.2020.9200090	NOUN
cana-944	226	10	.	.	PUNCT
cana-944	227	1	[	[	X
cana-944	227	2	5	5	X
cana-944	227	3	]	]	PUNCT
cana-944	227	4	s.	s.	PROPN
cana-944	227	5	r.	r.	PROPN
cana-944	227	6	guha	guha	PROPN
cana-944	227	7	and	and	CCONJ
cana-944	227	8	s.	s.	PROPN
cana-944	227	9	m.	m.	PROPN
cana-944	227	10	rafizul	rafizul	PROPN
cana-944	227	11	haque	haque	PROPN
cana-944	227	12	,	,	PUNCT
cana-944	227	13	"	"	PUNCT
cana-944	227	14	convolutional	convolutional	ADJ
cana-944	227	15	neural	neural	ADJ
cana-944	227	16	network	network	NOUN
cana-944	227	17	based	base	VERB
cana-944	227	18	skin	skin	NOUN
cana-944	227	19	lesion	lesion	NOUN
cana-944	227	20	analysis	analysis	NOUN
cana-944	227	21	for	for	ADP
cana-944	227	22	classifying	classify	VERB
cana-944	227	23	melanoma	melanoma	NOUN
cana-944	227	24	,	,	PUNCT
cana-944	227	25	"	"	PUNCT
cana-944	227	26	2019	2019	NUM
cana-944	227	27	international	international	ADJ
cana-944	227	28	conference	conference	NOUN
cana-944	227	29	on	on	ADP
cana-944	227	30	sustainable	sustainable	ADJ
cana-944	227	31	technologies	technology	NOUN
cana-944	227	32	for	for	ADP
cana-944	227	33	industry	industry	NOUN
cana-944	227	34	4.0	4.0	NUM
cana-944	227	35	(	(	PUNCT
cana-944	227	36	sti	sti	PROPN
cana-944	227	37	)	)	PUNCT
cana-944	227	38	,	,	PUNCT
cana-944	227	39	dhaka	dhaka	PROPN
cana-944	227	40	,	,	PUNCT
cana-944	227	41	bangladesh	bangladesh	PROPN
cana-944	227	42	,	,	PUNCT
cana-944	227	43	2019	2019	NUM
cana-944	227	44	,	,	PUNCT
cana-944	227	45	pp	pp	ADJ
cana-944	227	46	.	.	PUNCT
cana-944	228	1	1	1	NUM
cana-944	228	2	-	-	SYM
cana-944	228	3	5	5	NUM
cana-944	228	4	,	,	PUNCT
cana-944	228	5	doi:10.1109	doi:10.1109	ADJ
cana-944	228	6	/	/	SYM
cana-944	228	7	sti47673.2019.9067979	sti47673.2019.9067979	NOUN
cana-944	228	8	.	.	PUNCT
cana-944	229	1	[	[	X
cana-944	229	2	6	6	NUM
cana-944	229	3	]	]	X
cana-944	229	4	mengistu	mengistu	PROPN
cana-944	229	5	,	,	PUNCT
cana-944	229	6	a.	a.	NOUN
cana-944	229	7	and	and	CCONJ
cana-944	229	8	dagnachew	dagnachew	VERB
cana-944	229	9	melesew	melesew	PROPN
cana-944	229	10	alemayehu	alemayehu	NOUN
cana-944	229	11	.	.	PUNCT
cana-944	230	1	"	"	PUNCT
cana-944	230	2	computer	computer	NOUN
cana-944	230	3	vision	vision	NOUN
cana-944	230	4	for	for	ADP
cana-944	230	5	skin	skin	NOUN
cana-944	230	6	cancer	cancer	NOUN
cana-944	230	7	diagnosis	diagnosis	NOUN
cana-944	230	8	and	and	CCONJ
cana-944	230	9	recognition	recognition	NOUN
cana-944	230	10	using	use	VERB
cana-944	230	11	rbf	rbf	PROPN
cana-944	230	12	and	and	CCONJ
cana-944	230	13	som	som	NOUN
cana-944	230	14	.	.	PUNCT
cana-944	230	15	"	"	PUNCT
cana-944	231	1	(	(	PUNCT
cana-944	231	2	2015	2015	NUM
cana-944	231	3	)	)	PUNCT
cana-944	231	4	.	.	PUNCT
cana-944	232	1	[	[	X
cana-944	232	2	7	7	X
cana-944	232	3	]	]	PUNCT
cana-944	232	4	uzma	uzma	PROPN
cana-944	232	5	bano	bano	PROPN
cana-944	232	6	ansari	ansari	PROPN
cana-944	232	7	,	,	PUNCT
cana-944	232	8	tanuja	tanuja	NOUN
cana-944	232	9	sarode	sarode	NOUN
cana-944	232	10	,	,	PUNCT
cana-944	232	11	"	"	PUNCT
cana-944	232	12	skin	skin	NOUN
cana-944	232	13	cancer	cancer	NOUN
cana-944	232	14	detection	detection	NOUN
cana-944	232	15	using	use	VERB
cana-944	232	16	image	image	NOUN
cana-944	232	17	processing	processing	NOUN
cana-944	232	18	,	,	PUNCT
cana-944	232	19	"	"	PUNCT
cana-944	232	20	international	international	ADJ
cana-944	232	21	research	research	NOUN
cana-944	232	22	journal	journal	NOUN
cana-944	232	23	of	of	ADP
cana-944	232	24	engineering	engineering	NOUN
cana-944	232	25	and	and	CCONJ
cana-944	232	26	technology	technology	NOUN
cana-944	232	27	(	(	PUNCT
cana-944	232	28	irjet	irjet	NOUN
cana-944	232	29	)	)	PUNCT
cana-944	232	30	,	,	PUNCT
cana-944	232	31	volume	volume	NOUN
cana-944	232	32	:	:	PUNCT
cana-944	232	33	04	04	NUM
cana-944	232	34	issue	issue	NOUN
cana-944	232	35	:	:	PUNCT
cana-944	232	36	04	04	NUM
cana-944	232	37	|	|	ADV
cana-944	232	38	apr	apr	VERB
cana-944	232	39	-2017	-2017	PROPN
cana-944	232	40	,	,	PUNCT
cana-944	232	41	pp	pp	ADJ
cana-944	232	42	.	.	PUNCT
cana-944	233	1	2875	2875	NUM
cana-944	233	2	-	-	SYM
cana-944	233	3	2881	2881	NUM
cana-944	233	4	[	[	X
cana-944	233	5	8	8	NUM
cana-944	233	6	]	]	X
cana-944	233	7	e.	e.	PROPN
cana-944	233	8	jana	jana	PROPN
cana-944	233	9	,	,	PUNCT
cana-944	233	10	r.	r.	PROPN
cana-944	233	11	subban	subban	PROPN
cana-944	233	12	and	and	CCONJ
cana-944	233	13	s.	s.	PROPN
cana-944	233	14	saraswathi	saraswathi	PROPN
cana-944	233	15	,	,	PUNCT
cana-944	233	16	"	"	PUNCT
cana-944	233	17	research	research	NOUN
cana-944	233	18	on	on	ADP
cana-944	233	19	skin	skin	NOUN
cana-944	233	20	cancer	cancer	NOUN
cana-944	233	21	cell	cell	NOUN
cana-944	233	22	detection	detection	NOUN
cana-944	233	23	using	use	VERB
cana-944	233	24	image	image	NOUN
cana-944	233	25	processing	processing	NOUN
cana-944	233	26	,	,	PUNCT
cana-944	233	27	"	"	PUNCT
cana-944	233	28	2017	2017	NUM
cana-944	233	29	ieee	ieee	NOUN
cana-944	233	30	international	international	ADJ
cana-944	233	31	conference	conference	NOUN
cana-944	233	32	on	on	ADP
cana-944	233	33	computational	computational	ADJ
cana-944	233	34	intelligence	intelligence	NOUN
cana-944	233	35	and	and	CCONJ
cana-944	233	36	computing	compute	VERB
cana-944	233	37	research	research	NOUN
cana-944	233	38	(	(	PUNCT
cana-944	233	39	iccic	iccic	ADJ
cana-944	233	40	)	)	PUNCT
cana-944	233	41	,	,	PUNCT
cana-944	233	42	coimbatore	coimbatore	PROPN
cana-944	233	43	,	,	PUNCT
cana-944	233	44	india	india	PROPN
cana-944	233	45	,	,	PUNCT
cana-944	233	46	2017	2017	NUM
cana-944	233	47	,	,	PUNCT
cana-944	233	48	pp	pp	ADJ
cana-944	233	49	.	.	PUNCT
cana-944	234	1	1	1	NUM
cana-944	234	2	-	-	SYM
cana-944	234	3	8	8	NUM
cana-944	234	4	,	,	PUNCT
cana-944	234	5	doi	doi	NOUN
cana-944	234	6	:	:	PUNCT
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cana-944	234	8	/	/	SYM
cana-944	234	9	iccic.2017.8524554	iccic.2017.8524554	NUM
cana-944	234	10	.	.	PUNCT
cana-944	235	1	[	[	X
cana-944	235	2	9	9	NUM
cana-944	235	3	]	]	SYM
cana-944	235	4	a.	a.	NOUN
cana-944	235	5	masood	masood	PROPN
cana-944	235	6	,	,	PUNCT
cana-944	235	7	a.	a.	PROPN
cana-944	235	8	al	al	PROPN
cana-944	235	9	-	-	PROPN
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cana-944	235	11	and	and	CCONJ
cana-944	235	12	k.	k.	NOUN
cana-944	235	13	anam	anam	PROPN
cana-944	235	14	,	,	PUNCT
cana-944	235	15	"	"	PUNCT
cana-944	235	16	self	self	NOUN
cana-944	235	17	-	-	PUNCT
cana-944	235	18	supervised	supervise	VERB
cana-944	235	19	learning	learning	NOUN
cana-944	235	20	model	model	NOUN
cana-944	235	21	for	for	ADP
cana-944	235	22	skin	skin	NOUN
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cana-944	235	24	diagnosis	diagnosis	NOUN
cana-944	235	25	,	,	PUNCT
cana-944	235	26	"	"	PUNCT
cana-944	235	27	2015	2015	NUM
cana-944	235	28	7th	7th	ADJ
cana-944	235	29	international	international	ADJ
cana-944	235	30	ieee	ieee	PROPN
cana-944	235	31	/	/	SYM
cana-944	235	32	embs	embs	PROPN
cana-944	235	33	conference	conference	NOUN
cana-944	235	34	on	on	ADP
cana-944	235	35	neural	neural	ADJ
cana-944	235	36	engineering	engineering	NOUN
cana-944	235	37	(	(	PUNCT
cana-944	235	38	ner	ner	NOUN
cana-944	235	39	)	)	PUNCT
cana-944	235	40	,	,	PUNCT
cana-944	235	41	montpellier	montpellier	NOUN
cana-944	235	42	,	,	PUNCT
cana-944	235	43	france	france	PROPN
cana-944	235	44	,	,	PUNCT
cana-944	235	45	2015	2015	NUM
cana-944	235	46	,	,	PUNCT
cana-944	235	47	pp	pp	ADJ
cana-944	235	48	.	.	PUNCT
cana-944	235	49	1012	1012	NUM
cana-944	235	50	-	-	SYM
cana-944	235	51	1015	1015	NUM
cana-944	235	52	,	,	PUNCT
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cana-944	235	54	/	/	SYM
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cana-944	235	56	.	.	PUNCT
cana-944	236	1	[	[	X
cana-944	236	2	10	10	NUM
cana-944	236	3	]	]	X
cana-944	236	4	m	m	NOUN
cana-944	236	5	,	,	PUNCT
cana-944	236	6	vijayalakshmi	vijayalakshmi	NOUN
cana-944	236	7	.	.	PUNCT
cana-944	237	1	(	(	PUNCT
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cana-944	237	3	)	)	PUNCT
cana-944	237	4	.	.	PUNCT
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cana-944	238	2	skin	skin	NOUN
cana-944	238	3	cancer	cancer	NOUN
cana-944	238	4	detection	detection	NOUN
cana-944	238	5	using	use	VERB
cana-944	238	6	image	image	NOUN
cana-944	238	7	processing	processing	NOUN
cana-944	238	8	and	and	CCONJ
cana-944	238	9	machine	machine	NOUN
cana-944	238	10	learning	learning	NOUN
cana-944	238	11	.	.	PUNCT
cana-944	239	1	international	international	ADJ
cana-944	239	2	journal	journal	NOUN
cana-944	239	3	of	of	ADP
cana-944	239	4	trend	trend	NOUN
cana-944	239	5	in	in	ADP
cana-944	239	6	scientific	scientific	ADJ
cana-944	239	7	research	research	NOUN
cana-944	239	8	and	and	CCONJ
cana-944	239	9	development	development	NOUN
cana-944	239	10	.	.	PUNCT
cana-944	240	1	volume-3	volume-3	NUM
cana-944	240	2	.	.	PUNCT
cana-944	240	3	780	780	NUM
cana-944	240	4	-	-	PUNCT
cana-944	240	5	784	784	NUM
cana-944	240	6	.	.	PUNCT
cana-944	241	1	10.31142	10.31142	NUM
cana-944	241	2	/	/	SYM
cana-944	241	3	ijtsrd23936	ijtsrd23936	PROPN
cana-944	241	4	[	[	X
cana-944	241	5	11	11	NUM
cana-944	241	6	]	]	PUNCT
cana-944	241	7	tschandl	tschandl	NOUN
cana-944	241	8	,	,	PUNCT
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cana-944	241	10	,	,	PUNCT
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cana-944	241	17	h.	h.	PROPN
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cana-944	242	2	ham10000	ham10000	PROPN
cana-944	242	3	dataset	dataset	VERB
cana-944	242	4	a	a	DET
cana-944	242	5	large	large	ADJ
cana-944	242	6	collection	collection	NOUN
cana-944	242	7	of	of	ADP
cana-944	242	8	multi	multi	ADJ
cana-944	242	9	-	-	ADJ
cana-944	242	10	source	source	NOUN
cana-944	242	11	dermatoscopic	dermatoscopic	NOUN
cana-944	242	12	images	image	NOUN
cana-944	242	13	of	of	ADP
cana-944	242	14	common	common	ADJ
cana-944	242	15	pigmented	pigmented	ADJ
cana-944	242	16	skin	skin	NOUN
cana-944	242	17	lesions	lesion	NOUN
cana-944	242	18	.	.	PUNCT
cana-944	243	1	sci	sci	PROPN
cana-944	243	2	.	.	PROPN
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cana-944	243	5	,	,	PUNCT
cana-944	243	6	180161	180161	NUM
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cana-944	243	8	/	/	SYM
cana-944	243	9	sdata.2018.161	sdata.2018.161	NOUN
cana-944	243	10	(	(	PUNCT
cana-944	243	11	2018	2018	NUM
cana-944	243	12	)	)	PUNCT
cana-944	243	13	.	.	PUNCT