id	sid	tid	token	lemma	pos
cana-1472	1	1	communications	communication	NOUN
cana-1472	1	2	on	on	ADP
cana-1472	1	3	applied	apply	VERB
cana-1472	1	4	nonlinear	nonlinear	ADJ
cana-1472	1	5	analysis	analysis	NOUN
cana-1472	1	6	issn	issn	NOUN
cana-1472	1	7	:	:	PUNCT
cana-1472	1	8	1074	1074	NUM
cana-1472	1	9	-	-	PUNCT
cana-1472	1	10	133x	133x	NUM
cana-1472	1	11	vol	vol	NOUN
cana-1472	1	12	31	31	NUM
cana-1472	1	13	no	no	NOUN
cana-1472	1	14	.	.	PUNCT
cana-1472	2	1	7s	7	NOUN
cana-1472	2	2	(	(	PUNCT
cana-1472	2	3	2024	2024	NUM
cana-1472	2	4	)	)	PUNCT
cana-1472	2	5	685	685	NUM
cana-1472	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	2	7	comprehensive	comprehensive	ADJ
cana-1472	2	8	modality	modality	NOUN
cana-1472	2	9	integration	integration	NOUN
cana-1472	2	10	for	for	ADP
cana-1472	2	11	diabetic	diabetic	ADJ
cana-1472	2	12	retinopathy	retinopathy	ADJ
cana-1472	2	13	image	image	NOUN
cana-1472	2	14	analysis	analysis	NOUN
cana-1472	2	15	preeti	preeti	PROPN
cana-1472	2	16	rohit	rohit	PROPN
cana-1472	2	17	deshmukh1	deshmukh1	PROPN
cana-1472	2	18	,	,	PUNCT
cana-1472	2	19	vijaya	vijaya	PROPN
cana-1472	2	20	.	.	PUNCT
cana-1472	3	1	r.	r.	PROPN
cana-1472	3	2	pawar2,arun	pawar2,arun	VERB
cana-1472	3	3	n	n	PRON
cana-1472	3	4	gaikwad3	gaikwad3	NOUN
cana-1472	3	5	1zeal	1zeal	NUM
cana-1472	3	6	college	college	NOUN
cana-1472	3	7	of	of	ADP
cana-1472	3	8	engineering	engineering	NOUN
cana-1472	3	9	and	and	CCONJ
cana-1472	3	10	research	research	NOUN
cana-1472	3	11	,	,	PUNCT
cana-1472	3	12	pune-411041	pune-411041	NOUN
cana-1472	3	13	,	,	PUNCT
cana-1472	3	14	maharashtra	maharashtra	PROPN
cana-1472	3	15	,	,	PUNCT
cana-1472	3	16	india	india	PROPN
cana-1472	3	17	,	,	PUNCT
cana-1472	3	18	and	and	CCONJ
cana-1472	3	19	vidya	vidya	PROPN
cana-1472	3	20	vikas	vikas	PROPN
cana-1472	3	21	pratisthan	pratisthan	PROPN
cana-1472	3	22	institute	institute	PROPN
cana-1472	3	23	of	of	ADP
cana-1472	3	24	engineering	engineering	NOUN
cana-1472	3	25	and	and	CCONJ
cana-1472	3	26	technology	technology	NOUN
cana-1472	3	27	,	,	PUNCT
cana-1472	3	28	solapur	solapur	PROPN
cana-1472	3	29	,	,	PUNCT
cana-1472	3	30	maharashtra	maharashtra	PROPN
cana-1472	3	31	,	,	PUNCT
cana-1472	3	32	india	india	PROPN
cana-1472	3	33	,	,	PUNCT
cana-1472	3	34	preetikadam110@gmail.com	preetikadam110@gmail.com	X
cana-1472	4	1	2bharati	2bharati	NUM
cana-1472	4	2	vidyapeeth	vidyapeeth	PROPN
cana-1472	4	3	college	college	NOUN
cana-1472	4	4	of	of	ADP
cana-1472	4	5	engineering	engineering	NOUN
cana-1472	4	6	for	for	ADP
cana-1472	4	7	women	woman	NOUN
cana-1472	4	8	,	,	PUNCT
cana-1472	4	9	pune-411043	pune-411043	NOUN
cana-1472	4	10	,	,	PUNCT
cana-1472	4	11	maharashtra	maharashtra	PROPN
cana-1472	4	12	,	,	PUNCT
cana-1472	4	13	india	india	PROPN
cana-1472	4	14	vijaya.kashid@bharatividyapeeth.edu	vijaya.kashid@bharatividyapeeth.edu	PROPN
cana-1472	4	15	3zeal	3zeal	NUM
cana-1472	4	16	college	college	NOUN
cana-1472	4	17	of	of	ADP
cana-1472	4	18	engineering	engineering	NOUN
cana-1472	4	19	and	and	CCONJ
cana-1472	4	20	research	research	NOUN
cana-1472	4	21	center	center	NOUN
cana-1472	4	22	,	,	PUNCT
cana-1472	4	23	pune-411041	pune-411041	NOUN
cana-1472	4	24	,	,	PUNCT
cana-1472	4	25	maharashtra	maharashtra	PROPN
cana-1472	4	26	,	,	PUNCT
cana-1472	4	27	india	india	PROPN
cana-1472	4	28	arungkwd47@gmail.com	arungkwd47@gmail.com	X
cana-1472	4	29	article	article	NOUN
cana-1472	4	30	history	history	NOUN
cana-1472	4	31	:	:	PUNCT
cana-1472	4	32	received	receive	VERB
cana-1472	4	33	:	:	PUNCT
cana-1472	4	34	09	09	NUM
cana-1472	4	35	-	-	PUNCT
cana-1472	4	36	06	06	NUM
cana-1472	4	37	-	-	PUNCT
cana-1472	4	38	2024	2024	NUM
cana-1472	4	39	revised	revise	VERB
cana-1472	4	40	:	:	PUNCT
cana-1472	4	41	08	08	NUM
cana-1472	4	42	-	-	SYM
cana-1472	4	43	07	07	NUM
cana-1472	4	44	-	-	PUNCT
cana-1472	4	45	2024	2024	NUM
cana-1472	4	46	accepted	accept	VERB
cana-1472	4	47	:	:	PUNCT
cana-1472	4	48	01	01	NUM
cana-1472	4	49	-	-	SYM
cana-1472	4	50	08	08	NUM
cana-1472	4	51	-	-	PUNCT
cana-1472	4	52	2024	2024	NUM
cana-1472	4	53	abstract	abstract	NOUN
cana-1472	4	54	:	:	PUNCT
cana-1472	4	55	diabetic	diabetic	ADJ
cana-1472	4	56	retinopathy	retinopathy	ADJ
cana-1472	4	57	(	(	PUNCT
cana-1472	4	58	dr	dr	NOUN
cana-1472	4	59	)	)	PUNCT
cana-1472	4	60	is	be	AUX
cana-1472	4	61	frequently	frequently	ADV
cana-1472	4	62	discovered	discover	VERB
cana-1472	4	63	in	in	ADP
cana-1472	4	64	the	the	DET
cana-1472	4	65	eyes	eye	NOUN
cana-1472	4	66	of	of	ADP
cana-1472	4	67	diabetics	diabetic	NOUN
cana-1472	4	68	and	and	CCONJ
cana-1472	4	69	this	this	PRON
cana-1472	4	70	has	have	AUX
cana-1472	4	71	been	be	AUX
cana-1472	4	72	found	find	VERB
cana-1472	4	73	to	to	PART
cana-1472	4	74	be	be	AUX
cana-1472	4	75	a	a	DET
cana-1472	4	76	contributing	contribute	VERB
cana-1472	4	77	factor	factor	NOUN
cana-1472	4	78	to	to	ADP
cana-1472	4	79	vision	vision	NOUN
cana-1472	4	80	loss	loss	NOUN
cana-1472	4	81	.	.	PUNCT
cana-1472	5	1	early	early	ADJ
cana-1472	5	2	intervention	intervention	NOUN
cana-1472	5	3	,	,	PUNCT
cana-1472	5	4	along	along	ADP
cana-1472	5	5	with	with	ADP
cana-1472	5	6	regular	regular	ADJ
cana-1472	5	7	fundus	fundus	NOUN
cana-1472	5	8	photography	photography	NOUN
cana-1472	5	9	monitoring	monitoring	NOUN
cana-1472	5	10	,	,	PUNCT
cana-1472	5	11	is	be	AUX
cana-1472	5	12	the	the	DET
cana-1472	5	13	most	most	ADV
cana-1472	5	14	effective	effective	ADJ
cana-1472	5	15	way	way	NOUN
cana-1472	5	16	to	to	PART
cana-1472	5	17	treat	treat	VERB
cana-1472	5	18	the	the	DET
cana-1472	5	19	condition	condition	NOUN
cana-1472	5	20	.	.	PUNCT
cana-1472	6	1	there	there	PRON
cana-1472	6	2	are	be	VERB
cana-1472	6	3	many	many	ADJ
cana-1472	6	4	patients	patient	NOUN
cana-1472	6	5	with	with	ADP
cana-1472	6	6	diabetes	diabetes	NOUN
cana-1472	6	7	who	who	PRON
cana-1472	6	8	need	need	VERB
cana-1472	6	9	intensive	intensive	ADJ
cana-1472	6	10	screening	screening	NOUN
cana-1472	6	11	;	;	PUNCT
cana-1472	6	12	hence	hence	ADV
cana-1472	6	13	,	,	PUNCT
cana-1472	6	14	there	there	PRON
cana-1472	6	15	is	be	VERB
cana-1472	6	16	an	an	DET
cana-1472	6	17	increase	increase	NOUN
cana-1472	6	18	in	in	ADP
cana-1472	6	19	computerassisted	computerassiste	VERB
cana-1472	6	20	and	and	CCONJ
cana-1472	6	21	fully	fully	ADV
cana-1472	6	22	automated	automate	VERB
cana-1472	6	23	methods	method	NOUN
cana-1472	6	24	for	for	ADP
cana-1472	6	25	diagnosing	diagnose	VERB
cana-1472	6	26	dr	dr	PROPN
cana-1472	6	27	.	.	PROPN
cana-1472	6	28	neural	neural	PROPN
cana-1472	6	29	networks	network	NOUN
cana-1472	6	30	have	have	AUX
cana-1472	6	31	come	come	VERB
cana-1472	6	32	a	a	DET
cana-1472	6	33	long	long	ADJ
cana-1472	6	34	way	way	NOUN
cana-1472	6	35	in	in	ADP
cana-1472	6	36	recent	recent	ADJ
cana-1472	6	37	years	year	NOUN
cana-1472	6	38	in	in	ADP
cana-1472	6	39	various	various	ADJ
cana-1472	6	40	domains	domain	NOUN
cana-1472	6	41	.	.	PUNCT
cana-1472	7	1	as	as	ADP
cana-1472	7	2	a	a	DET
cana-1472	7	3	result	result	NOUN
cana-1472	7	4	of	of	ADP
cana-1472	7	5	automating	automate	VERB
cana-1472	7	6	diagnosis	diagnosis	NOUN
cana-1472	7	7	of	of	ADP
cana-1472	7	8	dr	dr	PROPN
cana-1472	7	9	and	and	CCONJ
cana-1472	7	10	giving	give	VERB
cana-1472	7	11	customized	customize	VERB
cana-1472	7	12	suggestions	suggestion	NOUN
cana-1472	7	13	to	to	ADP
cana-1472	7	14	dr	dr	PROPN
cana-1472	7	15	patients	patient	NOUN
cana-1472	7	16	,	,	PUNCT
cana-1472	7	17	it	it	PRON
cana-1472	7	18	may	may	AUX
cana-1472	7	19	be	be	AUX
cana-1472	7	20	seen	see	VERB
cana-1472	7	21	that	that	SCONJ
cana-1472	7	22	precise	precise	ADJ
cana-1472	7	23	as	as	ADV
cana-1472	7	24	well	well	ADV
cana-1472	7	25	as	as	ADP
cana-1472	7	26	intricate	intricate	ADJ
cana-1472	7	27	dr	dr	PROPN
cana-1472	7	28	classification	classification	NOUN
cana-1472	7	29	is	be	AUX
cana-1472	7	30	important	important	ADJ
cana-1472	7	31	.	.	PUNCT
cana-1472	8	1	here	here	ADV
cana-1472	8	2	we	we	PRON
cana-1472	8	3	have	have	AUX
cana-1472	8	4	showed	show	VERB
cana-1472	8	5	cross	cross	ADJ
cana-1472	8	6	-	-	ADJ
cana-1472	8	7	modality	modality	ADJ
cana-1472	8	8	feature	feature	NOUN
cana-1472	8	9	fusion	fusion	NOUN
cana-1472	8	10	framework	framework	NOUN
cana-1472	8	11	for	for	ADP
cana-1472	8	12	diabetic	diabetic	ADJ
cana-1472	8	13	retinopathy	retinopathy	ADJ
cana-1472	8	14	(	(	PUNCT
cana-1472	8	15	dr	dr	NOUN
cana-1472	8	16	)	)	PUNCT
cana-1472	8	17	images	image	VERB
cana-1472	8	18	categorization	categorization	NOUN
cana-1472	8	19	.	.	PUNCT
cana-1472	9	1	cross	cross	PROPN
cana-1472	9	2	mode	mode	PROPN
cana-1472	9	3	here	here	ADV
cana-1472	9	4	means	mean	VERB
cana-1472	9	5	an	an	DET
cana-1472	9	6	rgb	rgb	PROPN
cana-1472	9	7	image	image	NOUN
cana-1472	9	8	having	have	VERB
cana-1472	9	9	green	green	ADJ
cana-1472	9	10	channel	channel	NOUN
cana-1472	9	11	.	.	PUNCT
cana-1472	10	1	a	a	DET
cana-1472	10	2	multi	multi	ADJ
cana-1472	10	3	-	-	ADJ
cana-1472	10	4	scale	scale	ADJ
cana-1472	10	5	and	and	CCONJ
cana-1472	10	6	multi	multi	ADJ
cana-1472	10	7	-	-	ADJ
cana-1472	10	8	receptive	receptive	ADJ
cana-1472	10	9	feature	feature	NOUN
cana-1472	10	10	extraction	extraction	NOUN
cana-1472	10	11	block	block	NOUN
cana-1472	10	12	has	have	AUX
cana-1472	10	13	thus	thus	ADV
cana-1472	10	14	been	be	AUX
cana-1472	10	15	presented	present	VERB
cana-1472	10	16	initially	initially	ADV
cana-1472	10	17	so	so	SCONJ
cana-1472	10	18	as	as	SCONJ
cana-1472	10	19	to	to	PART
cana-1472	10	20	learn	learn	VERB
cana-1472	10	21	local	local	ADJ
cana-1472	10	22	and	and	CCONJ
cana-1472	10	23	global	global	ADJ
cana-1472	10	24	features	feature	NOUN
cana-1472	10	25	from	from	ADP
cana-1472	10	26	both	both	DET
cana-1472	10	27	modalities	modality	NOUN
cana-1472	10	28	.	.	PUNCT
cana-1472	11	1	moreover	moreover	ADV
cana-1472	11	2	,	,	PUNCT
cana-1472	11	3	the	the	DET
cana-1472	11	4	learnt	learnt	NOUN
cana-1472	11	5	features	feature	VERB
cana-1472	11	6	at	at	ADP
cana-1472	11	7	different	different	ADJ
cana-1472	11	8	scales	scale	NOUN
cana-1472	11	9	are	be	AUX
cana-1472	11	10	successfully	successfully	ADV
cana-1472	11	11	fused	fuse	VERB
cana-1472	11	12	with	with	ADP
cana-1472	11	13	current	current	ADJ
cana-1472	11	14	multilevel	multilevel	ADJ
cana-1472	11	15	feature	feature	NOUN
cana-1472	11	16	fusion	fusion	NOUN
cana-1472	11	17	block	block	NOUN
cana-1472	11	18	for	for	ADP
cana-1472	11	19	image	image	NOUN
cana-1472	11	20	classification	classification	NOUN
cana-1472	11	21	task	task	NOUN
cana-1472	11	22	.	.	PUNCT
cana-1472	12	1	our	our	PRON
cana-1472	12	2	existing	exist	VERB
cana-1472	12	3	system	system	NOUN
cana-1472	12	4	has	have	AUX
cana-1472	12	5	been	be	AUX
cana-1472	12	6	compared	compare	VERB
cana-1472	12	7	against	against	ADP
cana-1472	12	8	state	state	NOUN
cana-1472	12	9	-	-	PUNCT
cana-1472	12	10	of	of	ADP
cana-1472	12	11	-	-	PUNCT
cana-1472	12	12	the	the	DET
cana-1472	12	13	-	-	PUNCT
cana-1472	12	14	art	art	NOUN
cana-1472	12	15	(	(	PUNCT
cana-1472	12	16	sota	sota	NOUN
cana-1472	12	17	)	)	PUNCT
cana-1472	12	18	deep	deep	ADJ
cana-1472	12	19	learning	learning	NOUN
cana-1472	12	20	frameworks	framework	NOUN
cana-1472	12	21	for	for	ADP
cana-1472	12	22	categorizing	categorize	VERB
cana-1472	12	23	dr	dr	PROPN
cana-1472	12	24	images	image	NOUN
cana-1472	12	25	using	use	VERB
cana-1472	12	26	the	the	DET
cana-1472	12	27	messidor	messidor	NOUN
cana-1472	12	28	and	and	CCONJ
cana-1472	12	29	idrid	idrid	NOUN
cana-1472	12	30	databases	database	NOUN
cana-1472	12	31	.	.	PUNCT
cana-1472	13	1	results	result	VERB
cana-1472	13	2	analysis	analysis	NOUN
cana-1472	13	3	shows	show	VERB
cana-1472	13	4	clearly	clearly	ADV
cana-1472	13	5	that	that	SCONJ
cana-1472	13	6	the	the	DET
cana-1472	13	7	ongoing	ongoing	ADJ
cana-1472	13	8	cross	cross	ADJ
cana-1472	13	9	-	-	ADJ
cana-1472	13	10	modality	modality	ADJ
cana-1472	13	11	feature	feature	NOUN
cana-1472	13	12	fusion	fusion	NOUN
cana-1472	13	13	based	base	VERB
cana-1472	13	14	classification	classification	NOUN
cana-1472	13	15	framework	framework	NOUN
cana-1472	13	16	outperforms	outperform	VERB
cana-1472	13	17	all	all	DET
cana-1472	13	18	the	the	DET
cana-1472	13	19	present	present	ADJ
cana-1472	13	20	sota	sota	NOUN
cana-1472	13	21	frameworks	framework	NOUN
cana-1472	13	22	according	accord	VERB
cana-1472	13	23	to	to	ADP
cana-1472	13	24	some	some	DET
cana-1472	13	25	evaluation	evaluation	NOUN
cana-1472	13	26	metrics	metric	NOUN
cana-1472	13	27	.	.	PUNCT
cana-1472	14	1	keywords	keyword	NOUN
cana-1472	14	2	:	:	PUNCT
cana-1472	14	3	modality	modality	NOUN
cana-1472	14	4	integration	integration	NOUN
cana-1472	14	5	,	,	PUNCT
cana-1472	14	6	non	non	ADJ
cana-1472	14	7	-	-	ADJ
cana-1472	14	8	proliferative	proliferative	ADJ
cana-1472	14	9	and	and	CCONJ
cana-1472	14	10	proliferative	proliferative	ADJ
cana-1472	14	11	diabetic	diabetic	ADJ
cana-1472	14	12	retinopathy	retinopathy	ADJ
cana-1472	14	13	,	,	PUNCT
cana-1472	14	14	green	green	ADJ
cana-1472	14	15	channel	channel	NOUN
cana-1472	14	16	,	,	PUNCT
cana-1472	14	17	classification	classification	NOUN
cana-1472	14	18	.	.	PUNCT
cana-1472	15	1	introduction	introduction	NOUN
cana-1472	15	2	diabetic	diabetic	ADJ
cana-1472	15	3	retinopathy	retinopathy	NOUN
cana-1472	15	4	often	often	ADV
cana-1472	15	5	develops	develop	VERB
cana-1472	15	6	without	without	ADP
cana-1472	15	7	any	any	DET
cana-1472	15	8	noticeable	noticeable	ADJ
cana-1472	15	9	symptoms	symptom	NOUN
cana-1472	15	10	in	in	ADP
cana-1472	15	11	its	its	PRON
cana-1472	15	12	early	early	ADJ
cana-1472	15	13	stages	stage	NOUN
cana-1472	15	14	.	.	PUNCT
cana-1472	16	1	however	however	ADV
cana-1472	16	2	,	,	PUNCT
cana-1472	16	3	as	as	SCONJ
cana-1472	16	4	the	the	DET
cana-1472	16	5	condition	condition	NOUN
cana-1472	16	6	progresses	progress	VERB
cana-1472	16	7	,	,	PUNCT
cana-1472	16	8	the	the	DET
cana-1472	16	9	symptoms	symptom	NOUN
cana-1472	16	10	like	like	ADP
cana-1472	16	11	blurred	blurred	ADJ
cana-1472	16	12	or	or	CCONJ
cana-1472	16	13	distorted	distorted	ADJ
cana-1472	16	14	vision	vision	NOUN
cana-1472	16	15	,	,	PUNCT
cana-1472	16	16	floaters	floater	NOUN
cana-1472	16	17	(	(	PUNCT
cana-1472	16	18	small	small	ADJ
cana-1472	16	19	dark	dark	ADJ
cana-1472	16	20	spots	spot	NOUN
cana-1472	16	21	)	)	PUNCT
cana-1472	16	22	,	,	PUNCT
cana-1472	16	23	impaired	impair	VERB
cana-1472	16	24	color	color	NOUN
cana-1472	16	25	vision	vision	NOUN
cana-1472	16	26	,	,	PUNCT
cana-1472	16	27	fluctuating	fluctuate	VERB
cana-1472	16	28	vision	vision	NOUN
cana-1472	16	29	,	,	PUNCT
cana-1472	16	30	loss	loss	NOUN
cana-1472	16	31	of	of	ADP
cana-1472	16	32	central	central	ADJ
cana-1472	16	33	vision	vision	NOUN
cana-1472	16	34	may	may	AUX
cana-1472	16	35	become	become	VERB
cana-1472	16	36	apparent	apparent	ADJ
cana-1472	16	37	.	.	PUNCT
cana-1472	17	1	in	in	ADP
cana-1472	17	2	advanced	advanced	ADJ
cana-1472	17	3	stages	stage	NOUN
cana-1472	17	4	,	,	PUNCT
cana-1472	17	5	you	you	PRON
cana-1472	17	6	may	may	AUX
cana-1472	17	7	lose	lose	VERB
cana-1472	17	8	central	central	ADJ
cana-1472	17	9	vision	vision	NOUN
cana-1472	17	10	,	,	PUNCT
cana-1472	17	11	which	which	PRON
cana-1472	17	12	is	be	AUX
cana-1472	17	13	critical	critical	ADJ
cana-1472	17	14	for	for	ADP
cana-1472	17	15	tasks	task	NOUN
cana-1472	17	16	like	like	ADP
cana-1472	17	17	reading	read	VERB
cana-1472	17	18	,	,	PUNCT
cana-1472	17	19	recognizing	recognize	VERB
cana-1472	17	20	faces	face	NOUN
cana-1472	17	21	,	,	PUNCT
cana-1472	17	22	and	and	CCONJ
cana-1472	17	23	driving	drive	VERB
cana-1472	17	24	.	.	PUNCT
cana-1472	18	1	historically	historically	ADV
cana-1472	18	2	,	,	PUNCT
cana-1472	18	3	the	the	DET
cana-1472	18	4	assessment	assessment	NOUN
cana-1472	18	5	of	of	ADP
cana-1472	18	6	diabetic	diabetic	ADJ
cana-1472	18	7	retinopathy	retinopathy	ADJ
cana-1472	18	8	(	(	PUNCT
cana-1472	18	9	dr	dr	PROPN
cana-1472	18	10	)	)	PUNCT
cana-1472	18	11	grade	grade	NOUN
cana-1472	18	12	has	have	AUX
cana-1472	18	13	been	be	AUX
cana-1472	18	14	conducted	conduct	VERB
cana-1472	18	15	by	by	ADP
cana-1472	18	16	considering	consider	VERB
cana-1472	18	17	a	a	DET
cana-1472	18	18	combination	combination	NOUN
cana-1472	18	19	of	of	ADP
cana-1472	18	20	various	various	ADJ
cana-1472	18	21	structural	structural	ADJ
cana-1472	18	22	characteristics	characteristic	NOUN
cana-1472	18	23	observed	observe	VERB
cana-1472	18	24	in	in	ADP
cana-1472	18	25	color	color	NOUN
cana-1472	18	26	fundus	fundus	NOUN
cana-1472	18	27	images	image	NOUN
cana-1472	18	28	.	.	PUNCT
cana-1472	19	1	these	these	DET
cana-1472	19	2	features	feature	NOUN
cana-1472	19	3	encompass	encompass	VERB
cana-1472	19	4	the	the	DET
cana-1472	19	5	presence	presence	NOUN
cana-1472	19	6	of	of	ADP
cana-1472	19	7	microaneurysms	microaneurysm	NOUN
cana-1472	19	8	,	,	PUNCT
cana-1472	19	9	exudates	exudate	NOUN
cana-1472	19	10	,	,	PUNCT
cana-1472	19	11	hemorrhages	hemorrhage	NOUN
cana-1472	19	12	,	,	PUNCT
cana-1472	19	13	and	and	CCONJ
cana-1472	19	14	neovascularization	neovascularization	NOUN
cana-1472	19	15	,	,	PUNCT
cana-1472	19	16	among	among	ADP
cana-1472	19	17	others	other	NOUN
cana-1472	19	18	[	[	X
cana-1472	19	19	1	1	NUM
cana-1472	19	20	]	]	PUNCT
cana-1472	19	21	.	.	PUNCT
cana-1472	20	1	over	over	ADP
cana-1472	20	2	the	the	DET
cana-1472	20	3	past	past	ADJ
cana-1472	20	4	two	two	NUM
cana-1472	20	5	decades	decade	NOUN
cana-1472	20	6	,	,	PUNCT
cana-1472	20	7	image	image	NOUN
cana-1472	20	8	classification	classification	NOUN
cana-1472	20	9	has	have	AUX
cana-1472	20	10	evolved	evolve	VERB
cana-1472	20	11	into	into	ADP
cana-1472	20	12	a	a	DET
cana-1472	20	13	proficient	proficient	ADJ
cana-1472	20	14	and	and	CCONJ
cana-1472	20	15	high	high	ADJ
cana-1472	20	16	-	-	PUNCT
cana-1472	20	17	demand	demand	NOUN
cana-1472	20	18	research	research	NOUN
cana-1472	20	19	area	area	NOUN
cana-1472	20	20	,	,	PUNCT
cana-1472	20	21	particularly	particularly	ADV
cana-1472	20	22	within	within	ADP
cana-1472	20	23	the	the	DET
cana-1472	20	24	realms	realm	NOUN
cana-1472	20	25	of	of	ADP
cana-1472	20	26	automated	automate	VERB
cana-1472	20	27	medical	medical	ADJ
cana-1472	20	28	,	,	PUNCT
cana-1472	20	29	scientific	scientific	ADJ
cana-1472	20	30	,	,	PUNCT
cana-1472	20	31	and	and	CCONJ
cana-1472	20	32	educational	educational	ADJ
cana-1472	20	33	sectors	sector	NOUN
cana-1472	20	34	,	,	PUNCT
cana-1472	20	35	as	as	ADV
cana-1472	20	36	well	well	ADV
cana-1472	20	37	as	as	ADP
cana-1472	20	38	various	various	ADJ
cana-1472	20	39	computer	computer	NOUN
cana-1472	20	40	vision	vision	NOUN
cana-1472	20	41	applications	application	NOUN
cana-1472	20	42	.	.	PUNCT
cana-1472	21	1	interactive	interactive	ADJ
cana-1472	21	2	media	medium	NOUN
cana-1472	21	3	,	,	PUNCT
cana-1472	21	4	such	such	ADJ
cana-1472	21	5	as	as	ADP
cana-1472	21	6	images	image	NOUN
cana-1472	21	7	and	and	CCONJ
cana-1472	21	8	videos	video	NOUN
cana-1472	21	9	,	,	PUNCT
cana-1472	21	10	are	be	AUX
cana-1472	21	11	consistently	consistently	ADV
cana-1472	21	12	being	be	AUX
cana-1472	21	13	generated	generate	VERB
cana-1472	21	14	and	and	CCONJ
cana-1472	21	15	shared	share	VERB
cana-1472	21	16	on	on	ADP
cana-1472	21	17	social	social	ADJ
cana-1472	21	18	media	medium	NOUN
cana-1472	21	19	platforms	platform	NOUN
cana-1472	21	20	,	,	PUNCT
cana-1472	21	21	thanks	thank	NOUN
cana-1472	21	22	to	to	ADP
cana-1472	21	23	the	the	DET
cana-1472	21	24	mailto:preetikadam110@gmail.com	mailto:preetikadam110@gmail.com	PROPN
cana-1472	21	25	mailto:vijaya.kashid@bharatividyapeeth.edu	mailto:vijaya.kashid@bharatividyapeeth.edu	PROPN
cana-1472	21	26	mailto:arungkwd47@gmail.com	mailto:arungkwd47@gmail.com	PROPN
cana-1472	21	27	communications	communication	NOUN
cana-1472	21	28	on	on	ADP
cana-1472	21	29	applied	apply	VERB
cana-1472	21	30	nonlinear	nonlinear	ADJ
cana-1472	21	31	analysis	analysis	NOUN
cana-1472	21	32	issn	issn	NOUN
cana-1472	21	33	:	:	PUNCT
cana-1472	21	34	1074	1074	NUM
cana-1472	21	35	-	-	PUNCT
cana-1472	21	36	133x	133x	NUM
cana-1472	21	37	vol	vol	NOUN
cana-1472	21	38	31	31	NUM
cana-1472	21	39	no	no	NOUN
cana-1472	21	40	.	.	PUNCT
cana-1472	22	1	7s	7	NOUN
cana-1472	22	2	(	(	PUNCT
cana-1472	22	3	2024	2024	NUM
cana-1472	22	4	)	)	PUNCT
cana-1472	22	5	686	686	NUM
cana-1472	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	22	7	proliferation	proliferation	NOUN
cana-1472	22	8	of	of	ADP
cana-1472	22	9	advanced	advanced	ADJ
cana-1472	22	10	data	data	NOUN
cana-1472	22	11	-	-	PUNCT
cana-1472	22	12	capturing	capture	VERB
cana-1472	22	13	devices	device	NOUN
cana-1472	22	14	like	like	ADP
cana-1472	22	15	smartphones	smartphone	NOUN
cana-1472	22	16	and	and	CCONJ
cana-1472	22	17	high	high	ADJ
cana-1472	22	18	-	-	PUNCT
cana-1472	22	19	speed	speed	NOUN
cana-1472	22	20	internet	internet	NOUN
cana-1472	22	21	connections	connection	NOUN
cana-1472	22	22	.	.	PUNCT
cana-1472	23	1	consequently	consequently	ADV
cana-1472	23	2	,	,	PUNCT
cana-1472	23	3	extensive	extensive	ADJ
cana-1472	23	4	digital	digital	ADJ
cana-1472	23	5	databases	database	NOUN
cana-1472	23	6	or	or	CCONJ
cana-1472	23	7	repositories	repository	NOUN
cana-1472	23	8	have	have	AUX
cana-1472	23	9	been	be	AUX
cana-1472	23	10	established	establish	VERB
cana-1472	23	11	.	.	PUNCT
cana-1472	24	1	likewise	likewise	ADV
cana-1472	24	2	,	,	PUNCT
cana-1472	24	3	within	within	ADP
cana-1472	24	4	the	the	DET
cana-1472	24	5	field	field	NOUN
cana-1472	24	6	of	of	ADP
cana-1472	24	7	healthcare	healthcare	PROPN
cana-1472	24	8	,	,	PUNCT
cana-1472	24	9	substantial	substantial	ADJ
cana-1472	24	10	medical	medical	ADJ
cana-1472	24	11	databases	database	NOUN
cana-1472	24	12	have	have	AUX
cana-1472	24	13	been	be	AUX
cana-1472	24	14	created	create	VERB
cana-1472	24	15	,	,	PUNCT
cana-1472	24	16	fueled	fuel	VERB
cana-1472	24	17	by	by	ADP
cana-1472	24	18	advanced	advanced	ADJ
cana-1472	24	19	techniques	technique	NOUN
cana-1472	24	20	for	for	ADP
cana-1472	24	21	patient	patient	ADJ
cana-1472	24	22	diagnosis	diagnosis	NOUN
cana-1472	24	23	,	,	PUNCT
cana-1472	24	24	treatment	treatment	NOUN
cana-1472	24	25	planning	planning	NOUN
cana-1472	24	26	,	,	PUNCT
cana-1472	24	27	and	and	CCONJ
cana-1472	24	28	the	the	DET
cana-1472	24	29	evaluation	evaluation	NOUN
cana-1472	24	30	of	of	ADP
cana-1472	24	31	treatment	treatment	NOUN
cana-1472	24	32	responses	response	NOUN
cana-1472	24	33	.	.	PUNCT
cana-1472	25	1	fig	fig	NOUN
cana-1472	25	2	.	.	PUNCT
cana-1472	26	1	1	1	X
cana-1472	26	2	.	.	X
cana-1472	26	3	sample	sample	NOUN
cana-1472	26	4	eyes	eye	NOUN
cana-1472	26	5	with	with	ADP
cana-1472	26	6	and	and	CCONJ
cana-1472	26	7	without	without	ADP
cana-1472	26	8	diabetic	diabetic	ADJ
cana-1472	26	9	retinopathy	retinopathy	ADJ
cana-1472	26	10	(	(	PUNCT
cana-1472	26	11	left	leave	VERB
cana-1472	26	12	part	part	NOUN
cana-1472	26	13	:	:	PUNCT
cana-1472	26	14	healthy	healthy	ADJ
cana-1472	26	15	eye	eye	NOUN
cana-1472	26	16	and	and	CCONJ
cana-1472	26	17	right	right	ADJ
cana-1472	26	18	part	part	NOUN
cana-1472	26	19	:	:	PUNCT
cana-1472	26	20	diabetic	diabetic	ADJ
cana-1472	26	21	eye	eye	NOUN
cana-1472	26	22	)	)	PUNCT
cana-1472	26	23	.	.	PUNCT
cana-1472	27	1	diabetic	diabetic	ADJ
cana-1472	27	2	retinopathy	retinopathy	NOUN
cana-1472	27	3	is	be	AUX
cana-1472	27	4	a	a	DET
cana-1472	27	5	condition	condition	NOUN
cana-1472	27	6	that	that	PRON
cana-1472	27	7	arises	arise	VERB
cana-1472	27	8	as	as	ADP
cana-1472	27	9	a	a	DET
cana-1472	27	10	consequence	consequence	NOUN
cana-1472	27	11	of	of	ADP
cana-1472	27	12	the	the	DET
cana-1472	27	13	harm	harm	NOUN
cana-1472	27	14	inflicted	inflict	VERB
cana-1472	27	15	by	by	ADP
cana-1472	27	16	diabetes	diabetes	NOUN
cana-1472	27	17	on	on	ADP
cana-1472	27	18	the	the	DET
cana-1472	27	19	tiny	tiny	ADJ
cana-1472	27	20	blood	blood	NOUN
cana-1472	27	21	vessels	vessel	NOUN
cana-1472	27	22	situated	situate	VERB
cana-1472	27	23	within	within	ADP
cana-1472	27	24	the	the	DET
cana-1472	27	25	retina	retina	NOUN
cana-1472	27	26	of	of	ADP
cana-1472	27	27	the	the	DET
cana-1472	27	28	eye	eye	NOUN
cana-1472	27	29	.	.	PUNCT
cana-1472	28	1	according	accord	VERB
cana-1472	28	2	to	to	ADP
cana-1472	28	3	the	the	DET
cana-1472	28	4	world	world	PROPN
cana-1472	28	5	health	health	NOUN
cana-1472	28	6	organization	organization	NOUN
cana-1472	28	7	(	(	PUNCT
cana-1472	28	8	who	who	PRON
cana-1472	28	9	)	)	PUNCT
cana-1472	28	10	,	,	PUNCT
cana-1472	28	11	in	in	ADP
cana-1472	28	12	2014	2014	NUM
cana-1472	28	13	,	,	PUNCT
cana-1472	28	14	there	there	PRON
cana-1472	28	15	were	be	VERB
cana-1472	28	16	422	422	NUM
cana-1472	28	17	million	million	NUM
cana-1472	28	18	individuals	individual	NOUN
cana-1472	28	19	diagnosed	diagnose	VERB
cana-1472	28	20	with	with	ADP
cana-1472	28	21	diabetes	diabetes	NOUN
cana-1472	28	22	,	,	PUNCT
cana-1472	28	23	and	and	CCONJ
cana-1472	28	24	of	of	ADP
cana-1472	28	25	that	that	DET
cana-1472	28	26	number	number	NOUN
cana-1472	28	27	,	,	PUNCT
cana-1472	28	28	35	35	NUM
cana-1472	28	29	%	%	NOUN
cana-1472	28	30	developed	develop	VERB
cana-1472	28	31	some	some	DET
cana-1472	28	32	form	form	NOUN
cana-1472	28	33	of	of	ADP
cana-1472	28	34	retinopathy	retinopathy	ADJ
cana-1472	28	35	due	due	ADP
cana-1472	28	36	to	to	ADP
cana-1472	28	37	the	the	DET
cana-1472	28	38	accumulation	accumulation	NOUN
cana-1472	28	39	of	of	ADP
cana-1472	28	40	damage	damage	NOUN
cana-1472	28	41	to	to	ADP
cana-1472	28	42	small	small	ADJ
cana-1472	28	43	blood	blood	NOUN
cana-1472	28	44	vessels	vessel	NOUN
cana-1472	28	45	in	in	ADP
cana-1472	28	46	the	the	DET
cana-1472	28	47	retina	retina	NOUN
cana-1472	29	1	[	[	X
cana-1472	29	2	2	2	NUM
cana-1472	29	3	]	]	PUNCT
cana-1472	29	4	.	.	PUNCT
cana-1472	30	1	assessing	assess	VERB
cana-1472	30	2	diabetic	diabetic	ADJ
cana-1472	30	3	neovascularization	neovascularization	NOUN
cana-1472	30	4	and	and	CCONJ
cana-1472	30	5	macular	macular	ADJ
cana-1472	30	6	edema	edema	NOUN
cana-1472	30	7	in	in	ADP
cana-1472	30	8	laboratory	laboratory	NOUN
cana-1472	30	9	animals	animal	NOUN
cana-1472	30	10	has	have	AUX
cana-1472	30	11	posed	pose	VERB
cana-1472	30	12	challenges	challenge	NOUN
cana-1472	30	13	.	.	PUNCT
cana-1472	31	1	because	because	SCONJ
cana-1472	31	2	most	most	ADJ
cana-1472	31	3	commonly	commonly	ADV
cana-1472	31	4	used	use	VERB
cana-1472	31	5	species	specie	NOUN
cana-1472	31	6	lack	lack	VERB
cana-1472	31	7	a	a	DET
cana-1472	31	8	macula	macula	NOUN
cana-1472	31	9	and	and	CCONJ
cana-1472	31	10	fail	fail	VERB
cana-1472	31	11	to	to	PART
cana-1472	31	12	exhibit	exhibit	VERB
cana-1472	31	13	the	the	DET
cana-1472	31	14	characteristics	characteristic	NOUN
cana-1472	31	15	seen	see	VERB
cana-1472	31	16	in	in	ADP
cana-1472	31	17	advanced	advanced	ADJ
cana-1472	31	18	diabetic	diabetic	ADJ
cana-1472	31	19	retinopathy	retinopathy	NOUN
cana-1472	31	20	in	in	ADP
cana-1472	31	21	human	human	ADJ
cana-1472	31	22	patients	patient	NOUN
cana-1472	31	23	,	,	PUNCT
cana-1472	31	24	especially	especially	ADV
cana-1472	31	25	in	in	ADP
cana-1472	31	26	terms	term	NOUN
cana-1472	31	27	of	of	ADP
cana-1472	31	28	retinal	retinal	ADJ
cana-1472	31	29	neovascularization	neovascularization	NOUN
cana-1472	31	30	and	and	CCONJ
cana-1472	31	31	thickening	thickening	NOUN
cana-1472	31	32	.	.	PUNCT
cana-1472	32	1	figure	figure	NOUN
cana-1472	32	2	1	1	NUM
cana-1472	32	3	illustrates	illustrate	VERB
cana-1472	32	4	the	the	DET
cana-1472	32	5	differences	difference	NOUN
cana-1472	32	6	between	between	ADP
cana-1472	32	7	diabetic	diabetic	ADJ
cana-1472	32	8	retinopathy	retinopathy	NOUN
cana-1472	32	9	in	in	ADP
cana-1472	32	10	a	a	DET
cana-1472	32	11	healthy	healthy	ADJ
cana-1472	32	12	eye	eye	NOUN
cana-1472	32	13	and	and	CCONJ
cana-1472	32	14	a	a	DET
cana-1472	32	15	compromised	compromised	ADJ
cana-1472	32	16	one	one	NUM
cana-1472	32	17	,	,	PUNCT
cana-1472	32	18	featuring	feature	VERB
cana-1472	32	19	various	various	ADJ
cana-1472	32	20	types	type	NOUN
cana-1472	32	21	of	of	ADP
cana-1472	32	22	dr	dr	PROPN
cana-1472	32	23	lesions	lesion	NOUN
cana-1472	32	24	.	.	PUNCT
cana-1472	33	1	diabetic	diabetic	ADJ
cana-1472	33	2	retinopathy	retinopathy	NOUN
cana-1472	33	3	is	be	AUX
cana-1472	33	4	a	a	DET
cana-1472	33	5	medical	medical	ADJ
cana-1472	33	6	condition	condition	NOUN
cana-1472	33	7	that	that	PRON
cana-1472	33	8	affects	affect	VERB
cana-1472	33	9	the	the	DET
cana-1472	33	10	retina	retina	NOUN
cana-1472	33	11	of	of	ADP
cana-1472	33	12	the	the	DET
cana-1472	33	13	eye	eye	NOUN
cana-1472	33	14	and	and	CCONJ
cana-1472	33	15	can	can	AUX
cana-1472	33	16	lead	lead	VERB
cana-1472	33	17	to	to	ADP
cana-1472	33	18	vision	vision	NOUN
cana-1472	33	19	problems	problem	NOUN
cana-1472	33	20	,	,	PUNCT
cana-1472	33	21	including	include	VERB
cana-1472	33	22	blindness	blindness	NOUN
cana-1472	33	23	.	.	PUNCT
cana-1472	34	1	the	the	DET
cana-1472	34	2	dr	dr	PROPN
cana-1472	34	3	patient	patient	NOUN
cana-1472	34	4	with	with	ADP
cana-1472	34	5	high	high	ADJ
cana-1472	34	6	blood	blood	NOUN
cana-1472	34	7	pressure	pressure	NOUN
cana-1472	34	8	,	,	PUNCT
cana-1472	34	9	high	high	ADJ
cana-1472	34	10	hemoglobin	hemoglobin	NOUN
cana-1472	34	11	a1c	a1c	NOUN
cana-1472	34	12	are	be	AUX
cana-1472	34	13	considered	consider	VERB
cana-1472	34	14	at	at	ADP
cana-1472	34	15	highest	high	ADJ
cana-1472	34	16	risk	risk	NOUN
cana-1472	34	17	.	.	PUNCT
cana-1472	35	1	immediate	immediate	ADJ
cana-1472	35	2	screening	screening	NOUN
cana-1472	35	3	with	with	ADP
cana-1472	35	4	medical	medical	ADJ
cana-1472	35	5	expertise	expertise	NOUN
cana-1472	35	6	is	be	AUX
cana-1472	35	7	required	require	VERB
cana-1472	35	8	to	to	PART
cana-1472	35	9	recover	recover	VERB
cana-1472	35	10	fromthe	fromthe	ADJ
cana-1472	35	11	various	various	ADJ
cana-1472	35	12	issues	issue	NOUN
cana-1472	35	13	[	[	X
cana-1472	35	14	3	3	NUM
cana-1472	35	15	]	]	PUNCT
cana-1472	35	16	.	.	PUNCT
cana-1472	36	1	therefore	therefore	ADV
cana-1472	36	2	,	,	PUNCT
cana-1472	36	3	regular	regular	ADJ
cana-1472	36	4	screening	screening	NOUN
cana-1472	36	5	is	be	AUX
cana-1472	36	6	essential	essential	ADJ
cana-1472	36	7	for	for	ADP
cana-1472	36	8	detection	detection	NOUN
cana-1472	36	9	or	or	CCONJ
cana-1472	36	10	dr	dr	PROPN
cana-1472	36	11	at	at	ADP
cana-1472	36	12	early	early	ADJ
cana-1472	36	13	stage	stage	NOUN
cana-1472	36	14	.	.	PUNCT
cana-1472	37	1	generally	generally	ADV
cana-1472	37	2	,	,	PUNCT
cana-1472	37	3	dr	dr	PROPN
cana-1472	37	4	has	have	VERB
cana-1472	37	5	four	four	NUM
cana-1472	37	6	different	different	ADJ
cana-1472	37	7	types	type	NOUN
cana-1472	37	8	of	of	ADP
cana-1472	37	9	lesions	lesion	NOUN
cana-1472	37	10	i.e.	i.e.	X
cana-1472	37	11	,	,	PUNCT
cana-1472	37	12	microaneurysms	microaneurysm	NOUN
cana-1472	37	13	(	(	PUNCT
cana-1472	37	14	ma	ma	PROPN
cana-1472	37	15	)	)	PUNCT
cana-1472	37	16	,	,	PUNCT
cana-1472	37	17	haemorrhages	haemorrhage	NOUN
cana-1472	37	18	(	(	PUNCT
cana-1472	37	19	hm	hm	INTJ
cana-1472	37	20	)	)	PUNCT
cana-1472	37	21	,	,	PUNCT
cana-1472	37	22	soft	soft	ADJ
cana-1472	37	23	and	and	CCONJ
cana-1472	37	24	hard	hard	ADJ
cana-1472	37	25	exudates	exudate	NOUN
cana-1472	37	26	[	[	X
cana-1472	37	27	4	4	NUM
cana-1472	37	28	]	]	PUNCT
cana-1472	37	29	.	.	PUNCT
cana-1472	38	1	the	the	DET
cana-1472	38	2	detailed	detailed	ADJ
cana-1472	38	3	explanation	explanation	NOUN
cana-1472	38	4	for	for	ADP
cana-1472	38	5	each	each	DET
cana-1472	38	6	type	type	NOUN
cana-1472	38	7	of	of	ADP
cana-1472	38	8	dr	dr	PROPN
cana-1472	38	9	images	image	NOUN
cana-1472	38	10	is	be	AUX
cana-1472	38	11	given	give	VERB
cana-1472	38	12	below	below	ADP
cana-1472	38	13	:	:	PUNCT
cana-1472	38	14	•	•	NUM
cana-1472	38	15	microaneurysms	microaneurysm	NOUN
cana-1472	38	16	(	(	PUNCT
cana-1472	38	17	ma	ma	PROPN
cana-1472	38	18	)	)	PUNCT
cana-1472	38	19	represent	represent	VERB
cana-1472	38	20	an	an	DET
cana-1472	38	21	initial	initial	ADJ
cana-1472	38	22	stage	stage	NOUN
cana-1472	38	23	in	in	ADP
cana-1472	38	24	the	the	DET
cana-1472	38	25	progression	progression	NOUN
cana-1472	38	26	of	of	ADP
cana-1472	38	27	diabetic	diabetic	ADJ
cana-1472	38	28	retinopathy	retinopathy	NOUN
cana-1472	38	29	.	.	PUNCT
cana-1472	39	1	these	these	PRON
cana-1472	39	2	are	be	AUX
cana-1472	39	3	characterized	characterize	VERB
cana-1472	39	4	by	by	ADP
cana-1472	39	5	the	the	DET
cana-1472	39	6	presence	presence	NOUN
cana-1472	39	7	of	of	ADP
cana-1472	39	8	small	small	ADJ
cana-1472	39	9	,	,	PUNCT
cana-1472	39	10	red	red	ADJ
cana-1472	39	11	,	,	PUNCT
cana-1472	39	12	round	round	ADJ
cana-1472	39	13	dots	dot	NOUN
cana-1472	39	14	on	on	ADP
cana-1472	39	15	the	the	DET
cana-1472	39	16	retina	retina	NOUN
cana-1472	39	17	,	,	PUNCT
cana-1472	39	18	which	which	PRON
cana-1472	39	19	occur	occur	VERB
cana-1472	39	20	due	due	ADP
cana-1472	39	21	to	to	ADP
cana-1472	39	22	the	the	DET
cana-1472	39	23	weakening	weakening	NOUN
cana-1472	39	24	of	of	ADP
cana-1472	39	25	the	the	DET
cana-1472	39	26	blood	blood	NOUN
cana-1472	39	27	vessel	vessel	NOUN
cana-1472	39	28	walls	wall	NOUN
cana-1472	39	29	.	.	PUNCT
cana-1472	40	1	early	early	ADJ
cana-1472	40	2	detection	detection	NOUN
cana-1472	40	3	and	and	CCONJ
cana-1472	40	4	management	management	NOUN
cana-1472	40	5	of	of	ADP
cana-1472	40	6	microaneurysms	microaneurysm	NOUN
cana-1472	40	7	are	be	AUX
cana-1472	40	8	crucial	crucial	ADJ
cana-1472	40	9	in	in	ADP
cana-1472	40	10	preventing	prevent	VERB
cana-1472	40	11	the	the	DET
cana-1472	40	12	advancement	advancement	NOUN
cana-1472	40	13	of	of	ADP
cana-1472	40	14	diabetic	diabetic	ADJ
cana-1472	40	15	retinopathy	retinopathy	NOUN
cana-1472	40	16	and	and	CCONJ
cana-1472	40	17	preserving	preserve	VERB
cana-1472	40	18	vision	vision	NOUN
cana-1472	40	19	[	[	X
cana-1472	40	20	4	4	NUM
cana-1472	40	21	]	]	PUNCT
cana-1472	40	22	.	.	PUNCT
cana-1472	41	1	•	•	NUM
cana-1472	41	2	hemorrhages	hemorrhage	NOUN
cana-1472	41	3	(	(	PUNCT
cana-1472	41	4	hm	hm	INTJ
cana-1472	41	5	)	)	PUNCT
cana-1472	41	6	in	in	ADP
cana-1472	41	7	the	the	DET
cana-1472	41	8	context	context	NOUN
cana-1472	41	9	of	of	ADP
cana-1472	41	10	diabetic	diabetic	ADJ
cana-1472	41	11	retinopathy	retinopathy	NOUN
cana-1472	41	12	are	be	AUX
cana-1472	41	13	identified	identify	VERB
cana-1472	41	14	by	by	ADP
cana-1472	41	15	the	the	DET
cana-1472	41	16	presence	presence	NOUN
cana-1472	41	17	of	of	ADP
cana-1472	41	18	larger	large	ADJ
cana-1472	41	19	spots	spot	NOUN
cana-1472	41	20	on	on	ADP
cana-1472	41	21	the	the	DET
cana-1472	41	22	retina	retina	NOUN
cana-1472	41	23	.	.	PUNCT
cana-1472	42	1	these	these	DET
cana-1472	42	2	spots	spot	NOUN
cana-1472	42	3	typically	typically	ADV
cana-1472	42	4	have	have	VERB
cana-1472	42	5	irregular	irregular	ADJ
cana-1472	42	6	margins	margin	NOUN
cana-1472	42	7	and	and	CCONJ
cana-1472	42	8	can	can	AUX
cana-1472	42	9	be	be	AUX
cana-1472	42	10	larger	large	ADJ
cana-1472	42	11	than	than	ADP
cana-1472	42	12	125	125	NUM
cana-1472	42	13	micrometers	micrometer	NOUN
cana-1472	42	14	in	in	ADP
cana-1472	42	15	size	size	NOUN
cana-1472	42	16	,	,	PUNCT
cana-1472	42	17	which	which	PRON
cana-1472	42	18	distinguishes	distinguish	VERB
cana-1472	42	19	them	they	PRON
cana-1472	42	20	from	from	ADP
cana-1472	42	21	microaneurysms	microaneurysm	NOUN
cana-1472	42	22	.	.	PUNCT
cana-1472	43	1	recognizing	recognize	VERB
cana-1472	43	2	and	and	CCONJ
cana-1472	43	3	monitoring	monitor	VERB
cana-1472	43	4	hemorrhages	hemorrhage	NOUN
cana-1472	43	5	is	be	AUX
cana-1472	43	6	important	important	ADJ
cana-1472	43	7	in	in	ADP
cana-1472	43	8	assessing	assess	VERB
cana-1472	43	9	the	the	DET
cana-1472	43	10	severity	severity	NOUN
cana-1472	43	11	of	of	ADP
cana-1472	43	12	diabetic	diabetic	ADJ
cana-1472	43	13	retinopathy	retinopathy	NOUN
cana-1472	43	14	as	as	SCONJ
cana-1472	43	15	it	it	PRON
cana-1472	43	16	progresses	progress	VERB
cana-1472	43	17	to	to	ADP
cana-1472	43	18	more	more	ADV
cana-1472	43	19	advanced	advanced	ADJ
cana-1472	43	20	stages	stage	NOUN
cana-1472	43	21	[	[	X
cana-1472	43	22	5	5	NUM
cana-1472	43	23	]	]	PUNCT
cana-1472	43	24	.	.	PUNCT
cana-1472	44	1	•	•	NUM
cana-1472	44	2	hard	hard	ADJ
cana-1472	44	3	exudates	exudate	NOUN
cana-1472	44	4	are	be	AUX
cana-1472	44	5	a	a	DET
cana-1472	44	6	result	result	NOUN
cana-1472	44	7	of	of	ADP
cana-1472	44	8	plasma	plasma	NOUN
cana-1472	44	9	leakage	leakage	NOUN
cana-1472	44	10	in	in	ADP
cana-1472	44	11	the	the	DET
cana-1472	44	12	context	context	NOUN
cana-1472	44	13	of	of	ADP
cana-1472	44	14	diabetic	diabetic	ADJ
cana-1472	44	15	retinopathy	retinopathy	NOUN
cana-1472	44	16	.	.	PUNCT
cana-1472	45	1	these	these	DET
cana-1472	45	2	communications	communication	NOUN
cana-1472	45	3	on	on	ADP
cana-1472	45	4	applied	apply	VERB
cana-1472	45	5	nonlinear	nonlinear	ADJ
cana-1472	45	6	analysis	analysis	NOUN
cana-1472	45	7	issn	issn	NOUN
cana-1472	45	8	:	:	PUNCT
cana-1472	45	9	1074	1074	NUM
cana-1472	45	10	-	-	PUNCT
cana-1472	45	11	133x	133x	NUM
cana-1472	45	12	vol	vol	NOUN
cana-1472	45	13	31	31	NUM
cana-1472	45	14	no	no	NOUN
cana-1472	45	15	.	.	PUNCT
cana-1472	46	1	7s	7	NOUN
cana-1472	46	2	(	(	PUNCT
cana-1472	46	3	2024	2024	NUM
cana-1472	46	4	)	)	PUNCT
cana-1472	46	5	687	687	NUM
cana-1472	46	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	46	7	exudates	exudate	NOUN
cana-1472	46	8	are	be	AUX
cana-1472	46	9	visible	visible	ADJ
cana-1472	46	10	as	as	ADP
cana-1472	46	11	yellow	yellow	ADJ
cana-1472	46	12	spots	spot	NOUN
cana-1472	46	13	on	on	ADP
cana-1472	46	14	the	the	DET
cana-1472	46	15	retina	retina	NOUN
cana-1472	46	16	and	and	CCONJ
cana-1472	46	17	are	be	AUX
cana-1472	46	18	caused	cause	VERB
cana-1472	46	19	by	by	ADP
cana-1472	46	20	the	the	DET
cana-1472	46	21	leakage	leakage	NOUN
cana-1472	46	22	of	of	ADP
cana-1472	46	23	plasma	plasma	NOUN
cana-1472	46	24	from	from	ADP
cana-1472	46	25	damaged	damage	VERB
cana-1472	46	26	blood	blood	NOUN
cana-1472	46	27	vessels	vessel	NOUN
cana-1472	46	28	.	.	PUNCT
cana-1472	47	1	the	the	DET
cana-1472	47	2	presence	presence	NOUN
cana-1472	47	3	of	of	ADP
cana-1472	47	4	hard	hard	ADJ
cana-1472	47	5	exudates	exudate	NOUN
cana-1472	47	6	is	be	AUX
cana-1472	47	7	an	an	DET
cana-1472	47	8	important	important	ADJ
cana-1472	47	9	clinical	clinical	ADJ
cana-1472	47	10	sign	sign	NOUN
cana-1472	47	11	,	,	PUNCT
cana-1472	47	12	and	and	CCONJ
cana-1472	47	13	their	their	PRON
cana-1472	47	14	detection	detection	NOUN
cana-1472	47	15	and	and	CCONJ
cana-1472	47	16	management	management	NOUN
cana-1472	47	17	play	play	VERB
cana-1472	47	18	a	a	DET
cana-1472	47	19	role	role	NOUN
cana-1472	47	20	in	in	ADP
cana-1472	47	21	assessing	assess	VERB
cana-1472	47	22	and	and	CCONJ
cana-1472	47	23	treating	treat	VERB
cana-1472	47	24	diabetic	diabetic	ADJ
cana-1472	47	25	retinopathy	retinopathy	NOUN
cana-1472	47	26	[	[	X
cana-1472	47	27	6	6	NUM
cana-1472	47	28	]	]	PUNCT
cana-1472	47	29	.	.	PUNCT
cana-1472	48	1	•	•	NUM
cana-1472	48	2	soft	soft	ADJ
cana-1472	48	3	exudates	exudate	NOUN
cana-1472	48	4	,	,	PUNCT
cana-1472	48	5	also	also	ADV
cana-1472	48	6	known	know	VERB
cana-1472	48	7	as	as	ADP
cana-1472	48	8	cotton	cotton	NOUN
cana-1472	48	9	wool	wool	NOUN
cana-1472	48	10	spots	spot	NOUN
cana-1472	48	11	,	,	PUNCT
cana-1472	48	12	are	be	AUX
cana-1472	48	13	a	a	DET
cana-1472	48	14	consequence	consequence	NOUN
cana-1472	48	15	of	of	ADP
cana-1472	48	16	nerve	nerve	NOUN
cana-1472	48	17	fiber	fiber	NOUN
cana-1472	48	18	swelling	swell	VERB
cana-1472	48	19	in	in	ADP
cana-1472	48	20	the	the	DET
cana-1472	48	21	context	context	NOUN
cana-1472	48	22	of	of	ADP
cana-1472	48	23	diabetic	diabetic	ADJ
cana-1472	48	24	retinopathy	retinopathy	NOUN
cana-1472	48	25	.	.	PUNCT
cana-1472	49	1	these	these	DET
cana-1472	49	2	exudates	exudate	NOUN
cana-1472	49	3	appear	appear	VERB
cana-1472	49	4	as	as	ADP
cana-1472	49	5	white	white	ADJ
cana-1472	49	6	,	,	PUNCT
cana-1472	49	7	oval	oval	NOUN
cana-1472	49	8	-	-	PUNCT
cana-1472	49	9	shaped	shape	VERB
cana-1472	49	10	areas	area	NOUN
cana-1472	49	11	on	on	ADP
cana-1472	49	12	the	the	DET
cana-1472	49	13	retina	retina	NOUN
cana-1472	49	14	.	.	PUNCT
cana-1472	50	1	they	they	PRON
cana-1472	50	2	are	be	AUX
cana-1472	50	3	associated	associate	VERB
cana-1472	50	4	with	with	ADP
cana-1472	50	5	localized	localized	ADJ
cana-1472	50	6	damage	damage	NOUN
cana-1472	50	7	to	to	ADP
cana-1472	50	8	the	the	DET
cana-1472	50	9	nerve	nerve	NOUN
cana-1472	50	10	fibers	fiber	NOUN
cana-1472	50	11	and	and	CCONJ
cana-1472	50	12	are	be	AUX
cana-1472	50	13	a	a	DET
cana-1472	50	14	significant	significant	ADJ
cana-1472	50	15	sign	sign	NOUN
cana-1472	50	16	of	of	ADP
cana-1472	50	17	retinal	retinal	ADJ
cana-1472	50	18	involvement	involvement	NOUN
cana-1472	50	19	in	in	ADP
cana-1472	50	20	diabetic	diabetic	ADJ
cana-1472	50	21	retinopathy	retinopathy	NOUN
cana-1472	50	22	.	.	PUNCT
cana-1472	51	1	detecting	detect	VERB
cana-1472	51	2	and	and	CCONJ
cana-1472	51	3	monitoring	monitor	VERB
cana-1472	51	4	soft	soft	ADJ
cana-1472	51	5	exudates	exudate	NOUN
cana-1472	51	6	is	be	AUX
cana-1472	51	7	crucial	crucial	ADJ
cana-1472	51	8	in	in	ADP
cana-1472	51	9	managing	manage	VERB
cana-1472	51	10	the	the	DET
cana-1472	51	11	condition	condition	NOUN
cana-1472	51	12	and	and	CCONJ
cana-1472	51	13	preventing	prevent	VERB
cana-1472	51	14	further	further	ADJ
cana-1472	51	15	vision	vision	NOUN
cana-1472	51	16	impairment	impairment	NOUN
cana-1472	52	1	[	[	X
cana-1472	52	2	7	7	NUM
cana-1472	52	3	]	]	PUNCT
cana-1472	52	4	.	.	PUNCT
cana-1472	53	1	microaneurysms	microaneurysm	NOUN
cana-1472	53	2	and	and	CCONJ
cana-1472	53	3	hemorrhages	hemorrhage	NOUN
cana-1472	53	4	typically	typically	ADV
cana-1472	53	5	manifest	manifest	VERB
cana-1472	53	6	as	as	ADP
cana-1472	53	7	red	red	ADJ
cana-1472	53	8	lesions	lesion	NOUN
cana-1472	53	9	on	on	ADP
cana-1472	53	10	the	the	DET
cana-1472	53	11	retina	retina	NOUN
cana-1472	53	12	,	,	PUNCT
cana-1472	53	13	while	while	SCONJ
cana-1472	53	14	both	both	DET
cana-1472	53	15	types	type	NOUN
cana-1472	53	16	of	of	ADP
cana-1472	53	17	exudates	exudate	NOUN
cana-1472	53	18	(	(	PUNCT
cana-1472	53	19	hard	hard	ADJ
cana-1472	53	20	and	and	CCONJ
cana-1472	53	21	soft	soft	ADJ
cana-1472	53	22	exudates	exudate	NOUN
cana-1472	53	23	)	)	PUNCT
cana-1472	53	24	appear	appear	VERB
cana-1472	53	25	as	as	ADP
cana-1472	53	26	bright	bright	ADJ
cana-1472	53	27	lesions	lesion	NOUN
cana-1472	53	28	.	.	PUNCT
cana-1472	54	1	these	these	DET
cana-1472	54	2	differences	difference	NOUN
cana-1472	54	3	in	in	ADP
cana-1472	54	4	color	color	NOUN
cana-1472	54	5	and	and	CCONJ
cana-1472	54	6	appearance	appearance	NOUN
cana-1472	54	7	are	be	AUX
cana-1472	54	8	significant	significant	ADJ
cana-1472	54	9	characteristics	characteristic	NOUN
cana-1472	54	10	used	use	VERB
cana-1472	54	11	in	in	ADP
cana-1472	54	12	diagnosing	diagnose	VERB
cana-1472	54	13	and	and	CCONJ
cana-1472	54	14	categorizing	categorize	VERB
cana-1472	54	15	diabetic	diabetic	ADJ
cana-1472	54	16	retinopathy	retinopathy	NOUN
cana-1472	54	17	,	,	PUNCT
cana-1472	54	18	aiding	aid	VERB
cana-1472	54	19	healthcare	healthcare	NOUN
cana-1472	54	20	professionals	professional	NOUN
cana-1472	54	21	in	in	ADP
cana-1472	54	22	determining	determine	VERB
cana-1472	54	23	the	the	DET
cana-1472	54	24	stage	stage	NOUN
cana-1472	54	25	and	and	CCONJ
cana-1472	54	26	severity	severity	NOUN
cana-1472	54	27	of	of	ADP
cana-1472	54	28	the	the	DET
cana-1472	54	29	condition	condition	NOUN
cana-1472	54	30	.	.	PUNCT
cana-1472	55	1	diabetic	diabetic	ADJ
cana-1472	55	2	retinopathy	retinopathy	ADJ
cana-1472	55	3	detection	detection	NOUN
cana-1472	55	4	typically	typically	ADV
cana-1472	55	5	involves	involve	VERB
cana-1472	55	6	identifying	identify	VERB
cana-1472	55	7	five	five	NUM
cana-1472	55	8	distinct	distinct	ADJ
cana-1472	55	9	stages	stage	NOUN
cana-1472	55	10	of	of	ADP
cana-1472	55	11	the	the	DET
cana-1472	55	12	condition	condition	NOUN
cana-1472	55	13	,	,	PUNCT
cana-1472	55	14	which	which	PRON
cana-1472	55	15	are	be	AUX
cana-1472	55	16	:	:	PUNCT
cana-1472	55	17	no	no	DET
cana-1472	55	18	diabetic	diabetic	ADJ
cana-1472	55	19	retinopathy	retinopathy	ADJ
cana-1472	55	20	,	,	PUNCT
cana-1472	55	21	mild	mild	ADJ
cana-1472	55	22	diabetic	diabetic	ADJ
cana-1472	55	23	retinopathy	retinopathy	ADJ
cana-1472	55	24	,	,	PUNCT
cana-1472	55	25	moderate	moderate	ADJ
cana-1472	55	26	diabetic	diabetic	ADJ
cana-1472	55	27	retinopathy	retinopathy	ADJ
cana-1472	55	28	,	,	PUNCT
cana-1472	55	29	severe	severe	ADJ
cana-1472	55	30	diabetic	diabetic	ADJ
cana-1472	55	31	retinopathy	retinopathy	ADJ
cana-1472	55	32	and	and	CCONJ
cana-1472	55	33	proliferative	proliferative	ADJ
cana-1472	55	34	diabetic	diabetic	ADJ
cana-1472	55	35	retinopathy	retinopathy	NOUN
cana-1472	55	36	[	[	X
cana-1472	55	37	8	8	NUM
cana-1472	55	38	]	]	PUNCT
cana-1472	55	39	.	.	PUNCT
cana-1472	56	1	to	to	PART
cana-1472	56	2	address	address	VERB
cana-1472	56	3	this	this	DET
cana-1472	56	4	issue	issue	NOUN
cana-1472	56	5	,	,	PUNCT
cana-1472	56	6	image	image	NOUN
cana-1472	56	7	classification	classification	NOUN
cana-1472	56	8	has	have	AUX
cana-1472	56	9	emerged	emerge	VERB
cana-1472	56	10	as	as	ADP
cana-1472	56	11	an	an	DET
cana-1472	56	12	effective	effective	ADJ
cana-1472	56	13	solution	solution	NOUN
cana-1472	56	14	,	,	PUNCT
cana-1472	56	15	enabling	enable	VERB
cana-1472	56	16	efficient	efficient	ADJ
cana-1472	56	17	access	access	NOUN
cana-1472	56	18	to	to	ADP
cana-1472	56	19	medical	medical	ADJ
cana-1472	56	20	image	image	NOUN
cana-1472	56	21	data	datum	NOUN
cana-1472	56	22	.	.	PUNCT
cana-1472	57	1	traditional	traditional	ADJ
cana-1472	57	2	approaches	approach	NOUN
cana-1472	57	3	have	have	AUX
cana-1472	57	4	relied	rely	VERB
cana-1472	57	5	on	on	ADP
cana-1472	57	6	manually	manually	ADV
cana-1472	57	7	crafted	craft	VERB
cana-1472	57	8	techniques	technique	NOUN
cana-1472	57	9	for	for	ADP
cana-1472	57	10	classifying	classify	VERB
cana-1472	57	11	images	image	NOUN
cana-1472	57	12	,	,	PUNCT
cana-1472	57	13	but	but	CCONJ
cana-1472	57	14	these	these	DET
cana-1472	57	15	methods	method	NOUN
cana-1472	57	16	prove	prove	VERB
cana-1472	57	17	ineffective	ineffective	ADJ
cana-1472	57	18	when	when	SCONJ
cana-1472	57	19	dealing	deal	VERB
cana-1472	57	20	with	with	ADP
cana-1472	57	21	extensive	extensive	ADJ
cana-1472	57	22	databases	database	NOUN
cana-1472	57	23	.	.	PUNCT
cana-1472	58	1	thus	thus	ADV
cana-1472	58	2	in	in	ADP
cana-1472	58	3	this	this	DET
cana-1472	58	4	paper	paper	NOUN
cana-1472	58	5	,	,	PUNCT
cana-1472	58	6	we	we	PRON
cana-1472	58	7	have	have	AUX
cana-1472	58	8	proposed	propose	VERB
cana-1472	58	9	deep	deep	ADJ
cana-1472	58	10	learning	learning	NOUN
cana-1472	58	11	based	base	VERB
cana-1472	58	12	dr	dr	PROPN
cana-1472	58	13	classification	classification	NOUN
cana-1472	58	14	approach	approach	NOUN
cana-1472	58	15	.	.	PUNCT
cana-1472	59	1	the	the	DET
cana-1472	59	2	major	major	ADJ
cana-1472	59	3	contributions	contribution	NOUN
cana-1472	59	4	are	be	AUX
cana-1472	59	5	:	:	PUNCT
cana-1472	59	6	1	1	X
cana-1472	59	7	)	)	PUNCT
cana-1472	59	8	a	a	DET
cana-1472	59	9	novel	novel	ADJ
cana-1472	59	10	approach	approach	NOUN
cana-1472	59	11	with	with	ADP
cana-1472	59	12	cross	cross	NOUN
cana-1472	59	13	modality	modality	NOUN
cana-1472	59	14	(	(	PUNCT
cana-1472	59	15	rgb	rgb	PROPN
cana-1472	59	16	and	and	CCONJ
cana-1472	59	17	green	green	ADJ
cana-1472	59	18	channel	channel	PROPN
cana-1472	59	19	)	)	PUNCT
cana-1472	59	20	feature	feature	NOUN
cana-1472	59	21	fusion	fusion	NOUN
cana-1472	59	22	is	be	AUX
cana-1472	59	23	presented	present	VERB
cana-1472	59	24	for	for	ADP
cana-1472	59	25	diabetic	diabetic	ADJ
cana-1472	59	26	retinopathy	retinopathy	ADJ
cana-1472	59	27	image	image	NOUN
cana-1472	59	28	classification	classification	NOUN
cana-1472	59	29	.	.	PUNCT
cana-1472	60	1	2	2	X
cana-1472	60	2	)	)	PUNCT
cana-1472	60	3	the	the	DET
cana-1472	60	4	detailed	detailed	ADJ
cana-1472	60	5	experimental	experimental	ADJ
cana-1472	60	6	analysis	analysis	NOUN
cana-1472	60	7	with	with	ADP
cana-1472	60	8	present	present	ADJ
cana-1472	60	9	and	and	CCONJ
cana-1472	60	10	existing	existing	ADJ
cana-1472	60	11	approaches	approach	NOUN
cana-1472	60	12	is	be	AUX
cana-1472	60	13	performed	perform	VERB
cana-1472	60	14	on	on	ADP
cana-1472	60	15	messidor	messidor	NOUN
cana-1472	61	1	[	[	X
cana-1472	61	2	9	9	NUM
cana-1472	61	3	]	]	PUNCT
cana-1472	61	4	and	and	CCONJ
cana-1472	61	5	idird	idird	ADJ
cana-1472	61	6	[	[	X
cana-1472	61	7	10	10	NUM
cana-1472	61	8	]	]	ADJ
cana-1472	61	9	databases	database	NOUN
cana-1472	61	10	.	.	PUNCT
cana-1472	62	1	i.	i.	PROPN
cana-1472	62	2	literature	literature	PROPN
cana-1472	62	3	survey	survey	VERB
cana-1472	62	4	the	the	DET
cana-1472	62	5	significant	significant	ADJ
cana-1472	62	6	number	number	NOUN
cana-1472	62	7	of	of	ADP
cana-1472	62	8	individuals	individual	NOUN
cana-1472	62	9	diagnosed	diagnose	VERB
cana-1472	62	10	with	with	ADP
cana-1472	62	11	diabetes	diabetes	NOUN
cana-1472	62	12	and	and	CCONJ
cana-1472	62	13	the	the	DET
cana-1472	62	14	high	high	ADJ
cana-1472	62	15	prevalence	prevalence	NOUN
cana-1472	62	16	of	of	ADP
cana-1472	62	17	diabetic	diabetic	ADJ
cana-1472	62	18	retinopathy	retinopathy	ADJ
cana-1472	62	19	(	(	PUNCT
cana-1472	62	20	dr	dr	PROPN
cana-1472	62	21	)	)	PUNCT
cana-1472	62	22	among	among	ADP
cana-1472	62	23	them	they	PRON
cana-1472	62	24	have	have	AUX
cana-1472	62	25	spurred	spur	VERB
cana-1472	62	26	a	a	DET
cana-1472	62	27	growing	grow	VERB
cana-1472	62	28	demand	demand	NOUN
cana-1472	62	29	for	for	ADP
cana-1472	62	30	automated	automate	VERB
cana-1472	62	31	dr	dr	PROPN
cana-1472	62	32	diagnosis	diagnosis	NOUN
cana-1472	62	33	systems	system	NOUN
cana-1472	62	34	.	.	PUNCT
cana-1472	63	1	over	over	ADP
cana-1472	63	2	time	time	NOUN
cana-1472	63	3	,	,	PUNCT
cana-1472	63	4	considerable	considerable	ADJ
cana-1472	63	5	progress	progress	NOUN
cana-1472	63	6	has	have	AUX
cana-1472	63	7	been	be	AUX
cana-1472	63	8	achieved	achieve	VERB
cana-1472	63	9	,	,	PUNCT
cana-1472	63	10	and	and	CCONJ
cana-1472	63	11	satisfactory	satisfactory	ADJ
cana-1472	63	12	results	result	NOUN
cana-1472	63	13	have	have	AUX
cana-1472	63	14	been	be	AUX
cana-1472	63	15	obtained	obtain	VERB
cana-1472	63	16	in	in	ADP
cana-1472	63	17	several	several	ADJ
cana-1472	63	18	sub	sub	NOUN
cana-1472	63	19	-	-	NOUN
cana-1472	63	20	problems	problem	NOUN
cana-1472	63	21	,	,	PUNCT
cana-1472	63	22	such	such	ADJ
cana-1472	63	23	as	as	ADP
cana-1472	63	24	vessel	vessel	NOUN
cana-1472	63	25	segmentation	segmentation	NOUN
cana-1472	63	26	and	and	CCONJ
cana-1472	63	27	lesion	lesion	NOUN
cana-1472	63	28	detection	detection	NOUN
cana-1472	63	29	.	.	PUNCT
cana-1472	64	1	however	however	ADV
cana-1472	64	2	,	,	PUNCT
cana-1472	64	3	it	it	PRON
cana-1472	64	4	’s	’	VERB
cana-1472	64	5	essential	essential	ADJ
cana-1472	64	6	to	to	PART
cana-1472	64	7	note	note	VERB
cana-1472	64	8	that	that	SCONJ
cana-1472	64	9	these	these	DET
cana-1472	64	10	outcomes	outcome	NOUN
cana-1472	64	11	have	have	AUX
cana-1472	64	12	primarily	primarily	ADV
cana-1472	64	13	been	be	AUX
cana-1472	64	14	derived	derive	VERB
cana-1472	64	15	from	from	ADP
cana-1472	64	16	relatively	relatively	ADV
cana-1472	64	17	small	small	ADJ
cana-1472	64	18	datasets	dataset	NOUN
cana-1472	64	19	and	and	CCONJ
cana-1472	64	20	are	be	AUX
cana-1472	64	21	still	still	ADV
cana-1472	64	22	a	a	DET
cana-1472	64	23	considerable	considerable	ADJ
cana-1472	64	24	distance	distance	NOUN
cana-1472	64	25	from	from	ADP
cana-1472	64	26	practical	practical	ADJ
cana-1472	64	27	real	real	ADJ
cana-1472	64	28	-	-	PUNCT
cana-1472	64	29	world	world	NOUN
cana-1472	64	30	applications	application	NOUN
cana-1472	64	31	.	.	PUNCT
cana-1472	65	1	the	the	DET
cana-1472	65	2	choice	choice	NOUN
cana-1472	65	3	of	of	ADP
cana-1472	65	4	the	the	DET
cana-1472	65	5	most	most	ADV
cana-1472	65	6	suitable	suitable	ADJ
cana-1472	65	7	treatment	treatment	NOUN
cana-1472	65	8	for	for	ADP
cana-1472	65	9	patients	patient	NOUN
cana-1472	65	10	with	with	ADP
cana-1472	65	11	diabetic	diabetic	ADJ
cana-1472	65	12	retinopathy	retinopathy	NOUN
cana-1472	65	13	can	can	AUX
cana-1472	65	14	vary	vary	VERB
cana-1472	65	15	depending	depend	VERB
cana-1472	65	16	on	on	ADP
cana-1472	65	17	the	the	DET
cana-1472	65	18	disease	disease	NOUN
cana-1472	65	19	stage	stage	NOUN
cana-1472	65	20	.	.	PUNCT
cana-1472	66	1	for	for	ADP
cana-1472	66	2	patients	patient	NOUN
cana-1472	66	3	with	with	ADP
cana-1472	66	4	no	no	DET
cana-1472	66	5	dr	dr	NOUN
cana-1472	66	6	or	or	CCONJ
cana-1472	66	7	mild	mild	ADJ
cana-1472	66	8	nonproliferative	nonproliferative	ADJ
cana-1472	66	9	diabetic	diabetic	ADJ
cana-1472	66	10	retinopathy	retinopathy	ADJ
cana-1472	66	11	(	(	PUNCT
cana-1472	66	12	npdr	npdr	NOUN
cana-1472	66	13	)	)	PUNCT
cana-1472	66	14	,	,	PUNCT
cana-1472	66	15	regular	regular	ADJ
cana-1472	66	16	screening	screening	NOUN
cana-1472	66	17	is	be	AUX
cana-1472	66	18	typically	typically	ADV
cana-1472	66	19	sufficient	sufficient	ADJ
cana-1472	66	20	.	.	PUNCT
cana-1472	67	1	the	the	DET
cana-1472	67	2	sample	sample	NOUN
cana-1472	67	3	images	image	NOUN
cana-1472	67	4	for	for	ADP
cana-1472	67	5	various	various	ADJ
cana-1472	67	6	classes	class	NOUN
cana-1472	67	7	are	be	AUX
cana-1472	67	8	provided	provide	VERB
cana-1472	67	9	in	in	ADP
cana-1472	67	10	the	the	DET
cana-1472	67	11	figure	figure	NOUN
cana-1472	67	12	2	2	NUM
cana-1472	67	13	.	.	PUNCT
cana-1472	68	1	however	however	ADV
cana-1472	68	2	,	,	PUNCT
cana-1472	68	3	for	for	ADP
cana-1472	68	4	patients	patient	NOUN
cana-1472	68	5	with	with	ADP
cana-1472	68	6	moderate	moderate	ADJ
cana-1472	68	7	npdr	npdr	NOUN
cana-1472	68	8	or	or	CCONJ
cana-1472	68	9	more	more	ADV
cana-1472	68	10	severe	severe	ADJ
cana-1472	68	11	conditions	condition	NOUN
cana-1472	68	12	,	,	PUNCT
cana-1472	68	13	treatment	treatment	NOUN
cana-1472	68	14	options	option	NOUN
cana-1472	68	15	can	can	AUX
cana-1472	68	16	range	range	VERB
cana-1472	68	17	from	from	ADP
cana-1472	68	18	scatter	scatter	NOUN
cana-1472	68	19	laser	laser	NOUN
cana-1472	68	20	therapy	therapy	NOUN
cana-1472	68	21	to	to	ADP
cana-1472	68	22	vitrectomy	vitrectomy	NOUN
cana-1472	68	23	.	.	PUNCT
cana-1472	69	1	therefore	therefore	ADV
cana-1472	69	2	,	,	PUNCT
cana-1472	69	3	accurately	accurately	ADV
cana-1472	69	4	grading	grade	VERB
cana-1472	69	5	the	the	DET
cana-1472	69	6	severity	severity	NOUN
cana-1472	69	7	of	of	ADP
cana-1472	69	8	a	a	DET
cana-1472	69	9	patient	patient	NOUN
cana-1472	69	10	’s	’s	PART
cana-1472	69	11	dr	dr	PROPN
cana-1472	69	12	is	be	AUX
cana-1472	69	13	a	a	DET
cana-1472	69	14	crucial	crucial	ADJ
cana-1472	69	15	initial	initial	ADJ
cana-1472	69	16	step	step	NOUN
cana-1472	69	17	in	in	ADP
cana-1472	69	18	providing	provide	VERB
cana-1472	69	19	them	they	PRON
cana-1472	69	20	with	with	ADP
cana-1472	69	21	the	the	DET
cana-1472	69	22	appropriate	appropriate	ADJ
cana-1472	69	23	and	and	CCONJ
cana-1472	69	24	timely	timely	ADJ
cana-1472	69	25	treatment	treatment	NOUN
cana-1472	69	26	[	[	X
cana-1472	69	27	11	11	NUM
cana-1472	69	28	]	]	PUNCT
cana-1472	69	29	.	.	PUNCT
cana-1472	70	1	seepthi	seepthi	PROPN
cana-1472	70	2	et	et	PROPN
cana-1472	70	3	al	al	PROPN
cana-1472	70	4	.	.	PUNCT
cana-1472	71	1	[	[	X
cana-1472	71	2	12	12	NUM
cana-1472	71	3	]	]	PUNCT
cana-1472	71	4	proposed	propose	VERB
cana-1472	71	5	a	a	DET
cana-1472	71	6	methodology	methodology	NOUN
cana-1472	71	7	that	that	PRON
cana-1472	71	8	employs	employ	VERB
cana-1472	71	9	morphological	morphological	ADJ
cana-1472	71	10	operations	operation	NOUN
cana-1472	71	11	and	and	CCONJ
cana-1472	71	12	segmentation	segmentation	NOUN
cana-1472	71	13	procedures	procedure	NOUN
cana-1472	71	14	to	to	PART
cana-1472	71	15	detect	detect	VERB
cana-1472	71	16	blood	blood	NOUN
cana-1472	71	17	vessels	vessel	NOUN
cana-1472	71	18	,	,	PUNCT
cana-1472	71	19	exudates	exudate	NOUN
cana-1472	71	20	,	,	PUNCT
cana-1472	71	21	and	and	CCONJ
cana-1472	71	22	microaneurysms	microaneurysm	NOUN
cana-1472	71	23	in	in	ADP
cana-1472	71	24	retinal	retinal	ADJ
cana-1472	71	25	fundus	fundus	NOUN
cana-1472	71	26	images	image	NOUN
cana-1472	71	27	.	.	PUNCT
cana-1472	72	1	the	the	DET
cana-1472	72	2	retinal	retinal	ADJ
cana-1472	72	3	fundus	fundus	NOUN
cana-1472	72	4	image	image	NOUN
cana-1472	72	5	is	be	AUX
cana-1472	72	6	divided	divide	VERB
cana-1472	72	7	into	into	ADP
cana-1472	72	8	four	four	NUM
cana-1472	72	9	sub	sub	NOUN
cana-1472	72	10	-	-	NOUN
cana-1472	72	11	frames	frame	NOUN
cana-1472	72	12	,	,	PUNCT
cana-1472	72	13	and	and	CCONJ
cana-1472	72	14	various	various	ADJ
cana-1472	72	15	features	feature	NOUN
cana-1472	72	16	are	be	AUX
cana-1472	72	17	extracted	extract	VERB
cana-1472	72	18	.	.	PUNCT
cana-1472	73	1	wavelet	wavelet	NOUN
cana-1472	73	2	trans	trans	PROPN
cana-1472	73	3	communications	communication	NOUN
cana-1472	73	4	on	on	ADP
cana-1472	73	5	applied	apply	VERB
cana-1472	73	6	nonlinear	nonlinear	ADJ
cana-1472	73	7	analysis	analysis	NOUN
cana-1472	73	8	issn	issn	NOUN
cana-1472	73	9	:	:	PUNCT
cana-1472	73	10	1074	1074	NUM
cana-1472	73	11	-	-	PUNCT
cana-1472	73	12	133x	133x	NUM
cana-1472	73	13	vol	vol	NOUN
cana-1472	73	14	31	31	NUM
cana-1472	73	15	no	no	NOUN
cana-1472	73	16	.	.	PUNCT
cana-1472	74	1	7s	7	NOUN
cana-1472	74	2	(	(	PUNCT
cana-1472	74	3	2024	2024	NUM
cana-1472	74	4	)	)	PUNCT
cana-1472	74	5	688	688	NUM
cana-1472	75	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	75	2	formations	formation	NOUN
cana-1472	75	3	are	be	AUX
cana-1472	75	4	applied	apply	VERB
cana-1472	75	5	to	to	ADP
cana-1472	75	6	these	these	DET
cana-1472	75	7	extracted	extract	VERB
cana-1472	75	8	features	feature	NOUN
cana-1472	75	9	,	,	PUNCT
cana-1472	75	10	followed	follow	VERB
cana-1472	75	11	by	by	ADP
cana-1472	75	12	principal	principal	ADJ
cana-1472	75	13	component	component	NOUN
cana-1472	75	14	analysis	analysis	NOUN
cana-1472	75	15	to	to	PART
cana-1472	75	16	enhance	enhance	VERB
cana-1472	75	17	feature	feature	NOUN
cana-1472	75	18	quality	quality	NOUN
cana-1472	75	19	.	.	PUNCT
cana-1472	76	1	neural	neural	ADJ
cana-1472	76	2	network	network	NOUN
cana-1472	76	3	backpropagation	backpropagation	NOUN
cana-1472	76	4	and	and	CCONJ
cana-1472	76	5	the	the	DET
cana-1472	76	6	one	one	NUM
cana-1472	76	7	-	-	PUNCT
cana-1472	76	8	rule	rule	NOUN
cana-1472	76	9	classifier	classifier	NOUN
cana-1472	76	10	methods	method	NOUN
cana-1472	76	11	are	be	AUX
cana-1472	76	12	employed	employ	VERB
cana-1472	76	13	to	to	PART
cana-1472	76	14	classify	classify	VERB
cana-1472	76	15	the	the	DET
cana-1472	76	16	images	image	NOUN
cana-1472	76	17	as	as	ADP
cana-1472	76	18	diabetic	diabetic	ADJ
cana-1472	76	19	or	or	CCONJ
cana-1472	76	20	non	non	ADJ
cana-1472	76	21	-	-	NOUN
cana-1472	76	22	diabetic	diabetic	ADJ
cana-1472	76	23	.	.	PUNCT
cana-1472	77	1	in	in	ADP
cana-1472	77	2	the	the	DET
cana-1472	77	3	work	work	NOUN
cana-1472	77	4	of	of	ADP
cana-1472	77	5	amin	amin	PROPN
cana-1472	77	6	et	et	PROPN
cana-1472	77	7	al	al	PROPN
cana-1472	77	8	.	.	PUNCT
cana-1472	78	1	[	[	X
cana-1472	78	2	13	13	NUM
cana-1472	78	3	]	]	PUNCT
cana-1472	78	4	,	,	PUNCT
cana-1472	78	5	a	a	DET
cana-1472	78	6	dr	dr	PROPN
cana-1472	78	7	model	model	NOUN
cana-1472	78	8	was	be	AUX
cana-1472	78	9	developed	develop	VERB
cana-1472	78	10	to	to	PART
cana-1472	78	11	automatically	automatically	ADV
cana-1472	78	12	differentiate	differentiate	VERB
cana-1472	78	13	retinal	retinal	ADJ
cana-1472	78	14	images	image	NOUN
cana-1472	78	15	into	into	ADP
cana-1472	78	16	regions	region	NOUN
cana-1472	78	17	with	with	ADP
cana-1472	78	18	exudates	exudate	NOUN
cana-1472	78	19	and	and	CCONJ
cana-1472	78	20	nonexudates	nonexudate	NOUN
cana-1472	78	21	.	.	PUNCT
cana-1472	79	1	this	this	DET
cana-1472	79	2	technique	technique	NOUN
cana-1472	79	3	involves	involve	VERB
cana-1472	79	4	pre	pre	ADJ
cana-1472	79	5	-	-	ADJ
cana-1472	79	6	processing	processing	ADJ
cana-1472	79	7	,	,	PUNCT
cana-1472	79	8	starting	start	VERB
cana-1472	79	9	with	with	ADP
cana-1472	79	10	lesion	lesion	NOUN
cana-1472	79	11	extraction	extraction	NOUN
cana-1472	79	12	,	,	PUNCT
cana-1472	79	13	feature	feature	NOUN
cana-1472	79	14	extraction	extraction	NOUN
cana-1472	79	15	,	,	PUNCT
cana-1472	79	16	and	and	CCONJ
cana-1472	79	17	image	image	NOUN
cana-1472	79	18	classification	classification	NOUN
cana-1472	79	19	.	.	PUNCT
cana-1472	80	1	jiang	jiang	PROPN
cana-1472	80	2	et	et	PROPN
cana-1472	80	3	al	al	PROPN
cana-1472	80	4	.	.	PUNCT
cana-1472	81	1	[	[	X
cana-1472	81	2	14	14	NUM
cana-1472	81	3	]	]	PUNCT
cana-1472	81	4	proposed	propose	VERB
cana-1472	81	5	gradient	gradient	NOUN
cana-1472	81	6	-	-	PUNCT
cana-1472	81	7	weighted	weight	VERB
cana-1472	81	8	class	class	NOUN
cana-1472	81	9	activation	activation	NOUN
cana-1472	81	10	mapping	mapping	NOUN
cana-1472	81	11	for	for	ADP
cana-1472	81	12	multi	multi	ADJ
cana-1472	81	13	-	-	ADJ
cana-1472	81	14	label	label	ADJ
cana-1472	81	15	classification	classification	NOUN
cana-1472	81	16	of	of	ADP
cana-1472	81	17	diabetic	diabetic	ADJ
cana-1472	81	18	retinopathy	retinopathy	ADJ
cana-1472	81	19	images	image	NOUN
cana-1472	81	20	.	.	PUNCT
cana-1472	82	1	the	the	DET
cana-1472	82	2	correlation	correlation	NOUN
cana-1472	82	3	between	between	ADP
cana-1472	82	4	diabetic	diabetic	ADJ
cana-1472	82	5	retinopathy	retinopathy	NOUN
cana-1472	82	6	and	and	CCONJ
cana-1472	82	7	its	its	PRON
cana-1472	82	8	complication	complication	NOUN
cana-1472	82	9	i.e.	i.e.	X
cana-1472	82	10	,	,	PUNCT
cana-1472	82	11	diabetic	diabetic	ADJ
cana-1472	82	12	macular	macular	ADJ
cana-1472	82	13	edema	edema	NOUN
cana-1472	82	14	with	with	ADP
cana-1472	82	15	cross	cross	NOUN
cana-1472	82	16	stage	stage	NOUN
cana-1472	82	17	attention	attention	NOUN
cana-1472	82	18	is	be	AUX
cana-1472	82	19	studied	study	VERB
cana-1472	82	20	in	in	ADP
cana-1472	82	21	[	[	X
cana-1472	82	22	15	15	NUM
cana-1472	82	23	]	]	PUNCT
cana-1472	82	24	.	.	PUNCT
cana-1472	83	1	in	in	ADP
cana-1472	83	2	[	[	X
cana-1472	83	3	16	16	NUM
cana-1472	83	4	]	]	X
cana-1472	83	5	,	,	PUNCT
cana-1472	83	6	as	as	ADP
cana-1472	83	7	part	part	NOUN
cana-1472	83	8	of	of	ADP
cana-1472	83	9	simulating	simulate	VERB
cana-1472	83	10	the	the	DET
cana-1472	83	11	diagnostic	diagnostic	ADJ
cana-1472	83	12	process	process	NOUN
cana-1472	83	13	,	,	PUNCT
cana-1472	83	14	a	a	DET
cana-1472	83	15	novel	novel	ADJ
cana-1472	83	16	approach	approach	NOUN
cana-1472	83	17	is	be	AUX
cana-1472	83	18	introduced	introduce	VERB
cana-1472	83	19	.	.	PUNCT
cana-1472	84	1	it	it	PRON
cana-1472	84	2	involves	involve	VERB
cana-1472	84	3	the	the	DET
cana-1472	84	4	use	use	NOUN
cana-1472	84	5	of	of	ADP
cana-1472	84	6	a	a	DET
cana-1472	84	7	two	two	NUM
cana-1472	84	8	-	-	PUNCT
cana-1472	84	9	stream	stream	NOUN
cana-1472	84	10	binocular	binocular	ADJ
cana-1472	84	11	network	network	NOUN
cana-1472	84	12	designed	design	VERB
cana-1472	84	13	to	to	PART
cana-1472	84	14	capture	capture	VERB
cana-1472	84	15	subtle	subtle	ADJ
cana-1472	84	16	correlations	correlation	NOUN
cana-1472	84	17	between	between	ADP
cana-1472	84	18	the	the	DET
cana-1472	84	19	left	left	ADJ
cana-1472	84	20	and	and	CCONJ
cana-1472	84	21	right	right	ADJ
cana-1472	84	22	eyes	eye	NOUN
cana-1472	84	23	.	.	PUNCT
cana-1472	85	1	this	this	DET
cana-1472	85	2	innovative	innovative	ADJ
cana-1472	85	3	design	design	NOUN
cana-1472	85	4	allows	allow	VERB
cana-1472	85	5	the	the	DET
cana-1472	85	6	model	model	NOUN
cana-1472	85	7	to	to	PART
cana-1472	85	8	effectively	effectively	ADV
cana-1472	85	9	leverage	leverage	VERB
cana-1472	85	10	information	information	NOUN
cana-1472	85	11	from	from	ADP
cana-1472	85	12	both	both	DET
cana-1472	85	13	eyes	eye	NOUN
cana-1472	85	14	to	to	PART
cana-1472	85	15	enhance	enhance	VERB
cana-1472	85	16	the	the	DET
cana-1472	85	17	diagnostic	diagnostic	ADJ
cana-1472	85	18	capabilities	capability	NOUN
cana-1472	85	19	,	,	PUNCT
cana-1472	85	20	potentially	potentially	ADV
cana-1472	85	21	leading	lead	VERB
cana-1472	85	22	to	to	ADP
cana-1472	85	23	more	more	ADV
cana-1472	85	24	accurate	accurate	ADJ
cana-1472	85	25	and	and	CCONJ
cana-1472	85	26	robust	robust	ADJ
cana-1472	85	27	results	result	NOUN
cana-1472	85	28	.	.	PUNCT
cana-1472	86	1	the	the	DET
cana-1472	86	2	authors	author	NOUN
cana-1472	86	3	have	have	AUX
cana-1472	86	4	introduced	introduce	VERB
cana-1472	86	5	a	a	DET
cana-1472	86	6	two	two	NUM
cana-1472	86	7	-	-	PUNCT
cana-1472	86	8	stream	stream	NOUN
cana-1472	86	9	model	model	NOUN
cana-1472	86	10	in	in	ADP
cana-1472	86	11	[	[	X
cana-1472	86	12	17	17	NUM
cana-1472	86	13	]	]	PUNCT
cana-1472	86	14	.	.	PUNCT
cana-1472	87	1	this	this	DET
cana-1472	87	2	model	model	NOUN
cana-1472	87	3	employs	employ	VERB
cana-1472	87	4	the	the	DET
cana-1472	87	5	image	image	NOUN
cana-1472	87	6	itself	itself	PRON
cana-1472	87	7	as	as	ADP
cana-1472	87	8	one	one	NUM
cana-1472	87	9	input	input	NOUN
cana-1472	87	10	stream	stream	NOUN
cana-1472	87	11	and	and	CCONJ
cana-1472	87	12	also	also	ADV
cana-1472	87	13	incorporates	incorporate	VERB
cana-1472	87	14	one	one	NUM
cana-1472	87	15	of	of	ADP
cana-1472	87	16	its	its	PRON
cana-1472	87	17	individual	individual	ADJ
cana-1472	87	18	channels	channel	NOUN
cana-1472	87	19	as	as	ADP
cana-1472	87	20	a	a	DET
cana-1472	87	21	complementary	complementary	ADJ
cana-1472	87	22	input	input	NOUN
cana-1472	87	23	stream	stream	NOUN
cana-1472	87	24	.	.	PUNCT
cana-1472	88	1	this	this	DET
cana-1472	88	2	approach	approach	NOUN
cana-1472	88	3	aims	aim	VERB
cana-1472	88	4	to	to	AUX
cana-1472	88	5	harness	harness	NOUN
cana-1472	88	6	both	both	CCONJ
cana-1472	88	7	the	the	DET
cana-1472	88	8	full	full	ADJ
cana-1472	88	9	image	image	NOUN
cana-1472	88	10	information	information	NOUN
cana-1472	88	11	and	and	CCONJ
cana-1472	88	12	specific	specific	ADJ
cana-1472	88	13	channel	channel	NOUN
cana-1472	88	14	data	datum	NOUN
cana-1472	88	15	to	to	PART
cana-1472	88	16	enhance	enhance	VERB
cana-1472	88	17	the	the	DET
cana-1472	88	18	model	model	NOUN
cana-1472	88	19	’s	’s	PART
cana-1472	88	20	performance	performance	NOUN
cana-1472	88	21	and	and	CCONJ
cana-1472	88	22	capture	capture	VERB
cana-1472	88	23	a	a	DET
cana-1472	88	24	broader	broad	ADJ
cana-1472	88	25	range	range	NOUN
cana-1472	88	26	of	of	ADP
cana-1472	88	27	features	feature	NOUN
cana-1472	88	28	and	and	CCONJ
cana-1472	88	29	characteristics	characteristic	NOUN
cana-1472	88	30	in	in	ADP
cana-1472	88	31	the	the	DET
cana-1472	88	32	input	input	NOUN
cana-1472	88	33	data	datum	NOUN
cana-1472	88	34	.	.	PUNCT
cana-1472	89	1	fig	fig	NOUN
cana-1472	89	2	.	.	PUNCT
cana-1472	90	1	2	2	X
cana-1472	90	2	.	.	X
cana-1472	90	3	sample	sample	NOUN
cana-1472	90	4	images	image	NOUN
cana-1472	90	5	for	for	ADP
cana-1472	90	6	mild	mild	ADJ
cana-1472	90	7	,	,	PUNCT
cana-1472	90	8	moderate	moderate	ADJ
cana-1472	90	9	,	,	PUNCT
cana-1472	90	10	severe	severe	ADJ
cana-1472	90	11	non	non	ADJ
cana-1472	90	12	-	-	ADJ
cana-1472	90	13	proliferative	proliferative	ADJ
cana-1472	90	14	and	and	CCONJ
cana-1472	90	15	proliferative	proliferative	ADJ
cana-1472	90	16	diabetic	diabetic	ADJ
cana-1472	90	17	retinopathy	retinopathy	ADJ
cana-1472	90	18	classes	class	NOUN
cana-1472	90	19	.	.	PUNCT
cana-1472	91	1	here	here	ADV
cana-1472	91	2	,	,	PUNCT
cana-1472	91	3	the	the	DET
cana-1472	91	4	degraded	degraded	ADJ
cana-1472	91	5	part	part	NOUN
cana-1472	91	6	on	on	ADP
cana-1472	91	7	each	each	DET
cana-1472	91	8	retina	retina	NOUN
cana-1472	91	9	image	image	NOUN
cana-1472	91	10	is	be	AUX
cana-1472	91	11	marked	mark	VERB
cana-1472	91	12	with	with	ADP
cana-1472	91	13	arrow	arrow	NOUN
cana-1472	91	14	.	.	PUNCT
cana-1472	92	1	we	we	PRON
cana-1472	92	2	can	can	AUX
cana-1472	92	3	observe	observe	VERB
cana-1472	92	4	that	that	SCONJ
cana-1472	92	5	the	the	DET
cana-1472	92	6	each	each	DET
cana-1472	92	7	class	class	NOUN
cana-1472	92	8	has	have	VERB
cana-1472	92	9	different	different	ADJ
cana-1472	92	10	level	level	NOUN
cana-1472	92	11	of	of	ADP
cana-1472	92	12	degradation	degradation	NOUN
cana-1472	92	13	.	.	PUNCT
cana-1472	93	1	he	he	PRON
cana-1472	93	2	et	et	PROPN
cana-1472	93	3	al	al	PROPN
cana-1472	93	4	.	.	PUNCT
cana-1472	94	1	[	[	X
cana-1472	94	2	18	18	NUM
cana-1472	94	3	]	]	PUNCT
cana-1472	94	4	introduce	introduce	VERB
cana-1472	94	5	a	a	DET
cana-1472	94	6	novel	novel	ADJ
cana-1472	94	7	component	component	NOUN
cana-1472	94	8	known	know	VERB
cana-1472	94	9	as	as	ADP
cana-1472	94	10	the	the	DET
cana-1472	94	11	category	category	NOUN
cana-1472	94	12	attention	attention	NOUN
cana-1472	94	13	block	block	NOUN
cana-1472	94	14	(	(	PUNCT
cana-1472	94	15	cab	cab	NOUN
cana-1472	94	16	)	)	PUNCT
cana-1472	94	17	.	.	PUNCT
cana-1472	95	1	this	this	DET
cana-1472	95	2	block	block	NOUN
cana-1472	95	3	is	be	AUX
cana-1472	95	4	designed	design	VERB
cana-1472	95	5	to	to	PART
cana-1472	95	6	delve	delve	VERB
cana-1472	95	7	into	into	ADP
cana-1472	95	8	region	region	NOUN
cana-1472	95	9	-	-	PUNCT
cana-1472	95	10	specific	specific	ADJ
cana-1472	95	11	features	feature	NOUN
cana-1472	95	12	that	that	PRON
cana-1472	95	13	are	be	AUX
cana-1472	95	14	more	more	ADJ
cana-1472	95	15	discriminative	discriminative	NOUN
cana-1472	95	16	for	for	ADP
cana-1472	95	17	each	each	DET
cana-1472	95	18	diabetic	diabetic	ADJ
cana-1472	95	19	retinopathy	retinopathy	NOUN
cana-1472	95	20	(	(	PUNCT
cana-1472	95	21	dr	dr	NOUN
cana-1472	95	22	)	)	PUNCT
cana-1472	95	23	grade	grade	NOUN
cana-1472	95	24	.	.	PUNCT
cana-1472	96	1	importantly	importantly	ADV
cana-1472	96	2	,	,	PUNCT
cana-1472	96	3	it	it	PRON
cana-1472	96	4	ensures	ensure	VERB
cana-1472	96	5	that	that	SCONJ
cana-1472	96	6	each	each	DET
cana-1472	96	7	category	category	NOUN
cana-1472	96	8	,	,	PUNCT
cana-1472	96	9	or	or	CCONJ
cana-1472	96	10	dr	dr	PROPN
cana-1472	96	11	grade	grade	NOUN
cana-1472	96	12	,	,	PUNCT
cana-1472	96	13	is	be	AUX
cana-1472	96	14	treated	treat	VERB
cana-1472	96	15	with	with	ADP
cana-1472	96	16	equal	equal	ADJ
cana-1472	96	17	importance	importance	NOUN
cana-1472	96	18	,	,	PUNCT
cana-1472	96	19	allowing	allow	VERB
cana-1472	96	20	the	the	DET
cana-1472	96	21	model	model	NOUN
cana-1472	96	22	to	to	PART
cana-1472	96	23	focus	focus	VERB
cana-1472	96	24	on	on	ADP
cana-1472	96	25	the	the	DET
cana-1472	96	26	unique	unique	ADJ
cana-1472	96	27	features	feature	NOUN
cana-1472	96	28	associated	associate	VERB
cana-1472	96	29	with	with	ADP
cana-1472	96	30	each	each	DET
cana-1472	96	31	grade	grade	NOUN
cana-1472	96	32	for	for	ADP
cana-1472	96	33	more	more	ADV
cana-1472	96	34	accurate	accurate	ADJ
cana-1472	96	35	and	and	CCONJ
cana-1472	96	36	balanced	balanced	ADJ
cana-1472	96	37	classification	classification	NOUN
cana-1472	96	38	.	.	PUNCT
cana-1472	97	1	authors	author	NOUN
cana-1472	97	2	proposed	propose	VERB
cana-1472	97	3	a	a	DET
cana-1472	97	4	joint	joint	ADJ
cana-1472	97	5	learning	learning	NOUN
cana-1472	97	6	of	of	ADP
cana-1472	97	7	multi	multi	ADJ
cana-1472	97	8	-	-	ADJ
cana-1472	97	9	level	level	ADJ
cana-1472	97	10	tasks	task	NOUN
cana-1472	97	11	for	for	ADP
cana-1472	97	12	diabetic	diabetic	ADJ
cana-1472	97	13	retinopathy	retinopathy	ADJ
cana-1472	97	14	grading	grade	VERB
cana-1472	97	15	approach	approach	NOUN
cana-1472	97	16	on	on	ADP
cana-1472	97	17	low	low	ADJ
cana-1472	97	18	-	-	PUNCT
cana-1472	97	19	resolution	resolution	NOUN
cana-1472	97	20	fundus	fundus	NOUN
cana-1472	97	21	images	image	NOUN
cana-1472	97	22	[	[	X
cana-1472	97	23	19	19	NUM
cana-1472	97	24	]	]	PUNCT
cana-1472	97	25	.	.	PUNCT
cana-1472	98	1	this	this	DET
cana-1472	98	2	approach	approach	NOUN
cana-1472	98	3	likely	likely	ADV
cana-1472	98	4	involves	involve	VERB
cana-1472	98	5	the	the	DET
cana-1472	98	6	simultaneous	simultaneous	ADJ
cana-1472	98	7	learning	learning	NOUN
cana-1472	98	8	of	of	ADP
cana-1472	98	9	multiple	multiple	ADJ
cana-1472	98	10	aspects	aspect	NOUN
cana-1472	98	11	or	or	CCONJ
cana-1472	98	12	tasks	task	NOUN
cana-1472	98	13	related	relate	VERB
cana-1472	98	14	to	to	ADP
cana-1472	98	15	dr	dr	PROPN
cana-1472	98	16	grading	grade	VERB
cana-1472	98	17	at	at	ADP
cana-1472	98	18	different	different	ADJ
cana-1472	98	19	levels	level	NOUN
cana-1472	98	20	,	,	PUNCT
cana-1472	98	21	with	with	ADP
cana-1472	98	22	a	a	DET
cana-1472	98	23	focus	focus	NOUN
cana-1472	98	24	on	on	ADP
cana-1472	98	25	effectively	effectively	ADV
cana-1472	98	26	handling	handle	VERB
cana-1472	98	27	low	low	ADJ
cana-1472	98	28	-	-	PUNCT
cana-1472	98	29	resolution	resolution	NOUN
cana-1472	98	30	fundus	fundus	NOUN
cana-1472	98	31	images	image	NOUN
cana-1472	98	32	.	.	PUNCT
cana-1472	99	1	the	the	DET
cana-1472	99	2	goal	goal	NOUN
cana-1472	99	3	is	be	AUX
cana-1472	99	4	to	to	PART
cana-1472	99	5	improve	improve	VERB
cana-1472	99	6	the	the	DET
cana-1472	99	7	accuracy	accuracy	NOUN
cana-1472	99	8	and	and	CCONJ
cana-1472	99	9	robustness	robustness	NOUN
cana-1472	99	10	of	of	ADP
cana-1472	99	11	dr	dr	PROPN
cana-1472	99	12	grading	grade	VERB
cana-1472	99	13	under	under	ADP
cana-1472	99	14	conditions	condition	NOUN
cana-1472	99	15	where	where	SCONJ
cana-1472	99	16	image	image	NOUN
cana-1472	99	17	quality	quality	NOUN
cana-1472	99	18	may	may	AUX
cana-1472	99	19	be	be	AUX
cana-1472	99	20	limited	limit	VERB
cana-1472	99	21	.	.	PUNCT
cana-1472	100	1	the	the	DET
cana-1472	100	2	communications	communication	NOUN
cana-1472	100	3	on	on	ADP
cana-1472	100	4	applied	apply	VERB
cana-1472	100	5	nonlinear	nonlinear	ADJ
cana-1472	100	6	analysis	analysis	NOUN
cana-1472	100	7	issn	issn	NOUN
cana-1472	100	8	:	:	PUNCT
cana-1472	100	9	1074	1074	NUM
cana-1472	100	10	-	-	PUNCT
cana-1472	100	11	133x	133x	NUM
cana-1472	100	12	vol	vol	NOUN
cana-1472	100	13	31	31	NUM
cana-1472	100	14	no	no	NOUN
cana-1472	100	15	.	.	PUNCT
cana-1472	101	1	7s	7	NOUN
cana-1472	101	2	(	(	PUNCT
cana-1472	101	3	2024	2024	NUM
cana-1472	101	4	)	)	PUNCT
cana-1472	101	5	689	689	NUM
cana-1472	101	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	101	7	framework	framework	NOUN
cana-1472	101	8	is	be	AUX
cana-1472	101	9	designed	design	VERB
cana-1472	101	10	to	to	PART
cana-1472	101	11	facilitate	facilitate	VERB
cana-1472	101	12	the	the	DET
cana-1472	101	13	joint	joint	ADJ
cana-1472	101	14	training	training	NOUN
cana-1472	101	15	of	of	ADP
cana-1472	101	16	subnetworks	subnetwork	NOUN
cana-1472	101	17	involved	involve	VERB
cana-1472	101	18	in	in	ADP
cana-1472	101	19	tasks	task	NOUN
cana-1472	101	20	related	relate	VERB
cana-1472	101	21	to	to	ADP
cana-1472	101	22	image	image	NOUN
cana-1472	101	23	quality	quality	NOUN
cana-1472	101	24	assessment	assessment	NOUN
cana-1472	101	25	,	,	PUNCT
cana-1472	101	26	image	image	NOUN
cana-1472	101	27	enhancement	enhancement	NOUN
cana-1472	101	28	,	,	PUNCT
cana-1472	101	29	and	and	CCONJ
cana-1472	101	30	diabetic	diabetic	ADJ
cana-1472	101	31	retinopathy	retinopathy	ADJ
cana-1472	102	1	(	(	PUNCT
cana-1472	102	2	dr	dr	NOUN
cana-1472	102	3	)	)	PUNCT
cana-1472	102	4	disease	disease	NOUN
cana-1472	102	5	grading	grade	VERB
cana-1472	102	6	[	[	X
cana-1472	102	7	20	20	NUM
cana-1472	102	8	]	]	PUNCT
cana-1472	102	9	.	.	PUNCT
cana-1472	103	1	this	this	DET
cana-1472	103	2	unified	unified	ADJ
cana-1472	103	3	approach	approach	NOUN
cana-1472	103	4	allows	allow	VERB
cana-1472	103	5	these	these	DET
cana-1472	103	6	sub	sub	NOUN
cana-1472	103	7	-	-	NOUN
cana-1472	103	8	networks	network	NOUN
cana-1472	103	9	to	to	PART
cana-1472	103	10	work	work	VERB
cana-1472	103	11	together	together	ADV
cana-1472	103	12	and	and	CCONJ
cana-1472	103	13	learn	learn	VERB
cana-1472	103	14	from	from	ADP
cana-1472	103	15	one	one	NUM
cana-1472	103	16	another	another	DET
cana-1472	103	17	,	,	PUNCT
cana-1472	103	18	potentially	potentially	ADV
cana-1472	103	19	improving	improve	VERB
cana-1472	103	20	the	the	DET
cana-1472	103	21	overall	overall	ADJ
cana-1472	103	22	performance	performance	NOUN
cana-1472	103	23	of	of	ADP
cana-1472	103	24	these	these	DET
cana-1472	103	25	tasks	task	NOUN
cana-1472	103	26	by	by	ADP
cana-1472	103	27	leveraging	leverage	VERB
cana-1472	103	28	their	their	PRON
cana-1472	103	29	interdependencies	interdependency	NOUN
cana-1472	103	30	.	.	PUNCT
cana-1472	104	1	along	along	ADP
cana-1472	104	2	with	with	ADP
cana-1472	104	3	two	two	NUM
cana-1472	104	4	-	-	PUNCT
cana-1472	104	5	field	field	NOUN
cana-1472	104	6	database	database	NOUN
cana-1472	104	7	,	,	PUNCT
cana-1472	104	8	authors	author	NOUN
cana-1472	104	9	have	have	AUX
cana-1472	104	10	proposed	propose	VERB
cana-1472	104	11	the	the	DET
cana-1472	104	12	cross	cross	ADJ
cana-1472	104	13	-	-	ADJ
cana-1472	104	14	field	field	ADJ
cana-1472	104	15	transformer	transformer	NOUN
cana-1472	104	16	to	to	PART
cana-1472	104	17	capture	capture	VERB
cana-1472	104	18	the	the	DET
cana-1472	104	19	correspondence	correspondence	NOUN
cana-1472	104	20	between	between	ADP
cana-1472	104	21	two	two	NUM
cana-1472	104	22	fields	field	NOUN
cana-1472	104	23	as	as	ADV
cana-1472	104	24	well	well	ADV
cana-1472	104	25	as	as	ADP
cana-1472	104	26	the	the	DET
cana-1472	104	27	long	long	ADJ
cana-1472	104	28	-	-	PUNCT
cana-1472	104	29	range	range	NOUN
cana-1472	104	30	spatial	spatial	ADJ
cana-1472	104	31	correlations	correlation	NOUN
cana-1472	104	32	within	within	ADP
cana-1472	104	33	each	each	DET
cana-1472	104	34	field	field	NOUN
cana-1472	104	35	in	in	ADP
cana-1472	104	36	[	[	X
cana-1472	104	37	21	21	NUM
cana-1472	104	38	]	]	PUNCT
cana-1472	104	39	.	.	PUNCT
cana-1472	105	1	structural	structural	ADJ
cana-1472	105	2	and	and	CCONJ
cana-1472	105	3	angiographic	angiographic	ADJ
cana-1472	105	4	optical	optical	ADJ
cana-1472	105	5	coherence	coherence	NOUN
cana-1472	105	6	tomography	tomography	NOUN
cana-1472	105	7	based	base	VERB
cana-1472	105	8	diabetic	diabetic	ADJ
cana-1472	105	9	retinopathy	retinopathy	ADJ
cana-1472	105	10	classification	classification	NOUN
cana-1472	105	11	approach	approach	NOUN
cana-1472	105	12	at	at	ADP
cana-1472	105	13	multiple	multiple	ADJ
cana-1472	105	14	levels	level	NOUN
cana-1472	105	15	is	be	AUX
cana-1472	105	16	proposed	propose	VERB
cana-1472	105	17	in	in	ADP
cana-1472	105	18	[	[	X
cana-1472	105	19	22	22	NUM
cana-1472	105	20	]	]	PUNCT
cana-1472	105	21	.	.	PUNCT
cana-1472	106	1	here	here	ADV
cana-1472	106	2	,	,	PUNCT
cana-1472	106	3	to	to	PART
cana-1472	106	4	enhance	enhance	VERB
cana-1472	106	5	the	the	DET
cana-1472	106	6	accuracy	accuracy	NOUN
cana-1472	106	7	and	and	CCONJ
cana-1472	106	8	reliability	reliability	NOUN
cana-1472	106	9	of	of	ADP
cana-1472	106	10	classification	classification	NOUN
cana-1472	106	11	,	,	PUNCT
cana-1472	106	12	a	a	DET
cana-1472	106	13	new	new	ADJ
cana-1472	106	14	convolutional	convolutional	ADJ
cana-1472	106	15	neural	neural	ADJ
cana-1472	106	16	network	network	NOUN
cana-1472	106	17	architecture	architecture	NOUN
cana-1472	106	18	was	be	AUX
cana-1472	106	19	developed	develop	VERB
cana-1472	106	20	.	.	PUNCT
cana-1472	107	1	this	this	DET
cana-1472	107	2	architecture	architecture	NOUN
cana-1472	107	3	is	be	AUX
cana-1472	107	4	founded	found	VERB
cana-1472	107	5	on	on	ADP
cana-1472	107	6	the	the	DET
cana-1472	107	7	principles	principle	NOUN
cana-1472	107	8	of	of	ADP
cana-1472	107	9	dense	dense	ADJ
cana-1472	107	10	and	and	CCONJ
cana-1472	107	11	continuous	continuous	ADJ
cana-1472	107	12	connections	connection	NOUN
cana-1472	107	13	,	,	PUNCT
cana-1472	107	14	complemented	complement	VERB
cana-1472	107	15	by	by	ADP
cana-1472	107	16	adaptive	adaptive	ADJ
cana-1472	107	17	rate	rate	NOUN
cana-1472	107	18	dropout	dropout	NOUN
cana-1472	107	19	.	.	PUNCT
cana-1472	108	1	these	these	DET
cana-1472	108	2	features	feature	NOUN
cana-1472	108	3	are	be	AUX
cana-1472	108	4	integrated	integrate	VERB
cana-1472	108	5	to	to	PART
cana-1472	108	6	improve	improve	VERB
cana-1472	108	7	the	the	DET
cana-1472	108	8	network	network	NOUN
cana-1472	108	9	’s	’s	PART
cana-1472	108	10	performance	performance	NOUN
cana-1472	108	11	in	in	ADP
cana-1472	108	12	tasks	task	NOUN
cana-1472	108	13	such	such	ADJ
cana-1472	108	14	as	as	ADP
cana-1472	108	15	image	image	NOUN
cana-1472	108	16	classification	classification	NOUN
cana-1472	108	17	,	,	PUNCT
cana-1472	108	18	making	make	VERB
cana-1472	108	19	it	it	PRON
cana-1472	108	20	more	more	ADV
cana-1472	108	21	robust	robust	ADJ
cana-1472	108	22	and	and	CCONJ
cana-1472	108	23	effective	effective	ADJ
cana-1472	108	24	in	in	ADP
cana-1472	108	25	handling	handle	VERB
cana-1472	108	26	complex	complex	ADJ
cana-1472	108	27	data	datum	NOUN
cana-1472	108	28	.	.	PUNCT
cana-1472	109	1	adarsh	adarsh	PROPN
cana-1472	109	2	et	et	PROPN
cana-1472	109	3	al	al	PROPN
cana-1472	109	4	.	.	PUNCT
cana-1472	110	1	[	[	X
cana-1472	110	2	23	23	NUM
cana-1472	110	3	]	]	PUNCT
cana-1472	110	4	employed	employ	VERB
cana-1472	110	5	support	support	NOUN
cana-1472	110	6	vector	vector	NOUN
cana-1472	110	7	machines	machine	NOUN
cana-1472	110	8	(	(	PUNCT
cana-1472	110	9	svm	svm	PROPN
cana-1472	110	10	)	)	PUNCT
cana-1472	110	11	as	as	ADP
cana-1472	110	12	a	a	DET
cana-1472	110	13	classifier	classifier	NOUN
cana-1472	110	14	for	for	ADP
cana-1472	110	15	dr	dr	PROPN
cana-1472	110	16	classification	classification	NOUN
cana-1472	110	17	.	.	PUNCT
cana-1472	111	1	this	this	DET
cana-1472	111	2	classification	classification	NOUN
cana-1472	111	3	was	be	AUX
cana-1472	111	4	based	base	VERB
cana-1472	111	5	on	on	ADP
cana-1472	111	6	utilizing	utilize	VERB
cana-1472	111	7	features	feature	NOUN
cana-1472	111	8	extracted	extract	VERB
cana-1472	111	9	from	from	ADP
cana-1472	111	10	fundus	fundus	NOUN
cana-1472	111	11	images	image	NOUN
cana-1472	111	12	,	,	PUNCT
cana-1472	111	13	specifically	specifically	ADV
cana-1472	111	14	focusing	focus	VERB
cana-1472	111	15	on	on	ADP
cana-1472	111	16	characteristics	characteristic	NOUN
cana-1472	111	17	related	relate	VERB
cana-1472	111	18	to	to	ADP
cana-1472	111	19	blood	blood	NOUN
cana-1472	111	20	vessels	vessel	NOUN
cana-1472	111	21	and	and	CCONJ
cana-1472	111	22	exudates	exudate	NOUN
cana-1472	111	23	.	.	PUNCT
cana-1472	112	1	svm	svm	PROPN
cana-1472	112	2	is	be	AUX
cana-1472	112	3	a	a	DET
cana-1472	112	4	popular	popular	ADJ
cana-1472	112	5	machine	machine	NOUN
cana-1472	112	6	learning	learn	VERB
cana-1472	112	7	algorithm	algorithm	NOUN
cana-1472	112	8	known	know	VERB
cana-1472	112	9	for	for	ADP
cana-1472	112	10	its	its	PRON
cana-1472	112	11	effectiveness	effectiveness	NOUN
cana-1472	112	12	in	in	ADP
cana-1472	112	13	binary	binary	ADJ
cana-1472	112	14	and	and	CCONJ
cana-1472	112	15	multiclass	multiclass	ADJ
cana-1472	112	16	classification	classification	NOUN
cana-1472	112	17	tasks	task	NOUN
cana-1472	112	18	,	,	PUNCT
cana-1472	112	19	making	make	VERB
cana-1472	112	20	it	it	PRON
cana-1472	112	21	a	a	DET
cana-1472	112	22	suitable	suitable	ADJ
cana-1472	112	23	choice	choice	NOUN
cana-1472	112	24	for	for	ADP
cana-1472	112	25	tasks	task	NOUN
cana-1472	112	26	like	like	ADP
cana-1472	112	27	dr	dr	PROPN
cana-1472	112	28	classification	classification	NOUN
cana-1472	112	29	based	base	VERB
cana-1472	112	30	on	on	ADP
cana-1472	112	31	image	image	NOUN
cana-1472	112	32	features	feature	NOUN
cana-1472	112	33	.	.	PUNCT
cana-1472	113	1	these	these	DET
cana-1472	113	2	research	research	NOUN
cana-1472	113	3	efforts	effort	NOUN
cana-1472	113	4	contribute	contribute	VERB
cana-1472	113	5	to	to	ADP
cana-1472	113	6	the	the	DET
cana-1472	113	7	development	development	NOUN
cana-1472	113	8	of	of	ADP
cana-1472	113	9	effective	effective	ADJ
cana-1472	113	10	methods	method	NOUN
cana-1472	113	11	for	for	ADP
cana-1472	113	12	identifying	identify	VERB
cana-1472	113	13	and	and	CCONJ
cana-1472	113	14	classifying	classify	VERB
cana-1472	113	15	different	different	ADJ
cana-1472	113	16	characteristics	characteristic	NOUN
cana-1472	113	17	of	of	ADP
cana-1472	113	18	diabetic	diabetic	ADJ
cana-1472	113	19	retinopathy	retinopathy	NOUN
cana-1472	113	20	,	,	PUNCT
cana-1472	113	21	which	which	PRON
cana-1472	113	22	is	be	AUX
cana-1472	113	23	crucial	crucial	ADJ
cana-1472	113	24	for	for	ADP
cana-1472	113	25	early	early	ADJ
cana-1472	113	26	diagnosis	diagnosis	NOUN
cana-1472	113	27	and	and	CCONJ
cana-1472	113	28	treatment	treatment	NOUN
cana-1472	113	29	.	.	PUNCT
cana-1472	114	1	ii	ii	PROPN
cana-1472	114	2	.	.	PUNCT
cana-1472	114	3	proposed	propose	VERB
cana-1472	114	4	framework	framework	NOUN
cana-1472	114	5	the	the	DET
cana-1472	114	6	complete	complete	ADJ
cana-1472	114	7	overview	overview	NOUN
cana-1472	114	8	of	of	ADP
cana-1472	114	9	the	the	DET
cana-1472	114	10	proposed	propose	VERB
cana-1472	114	11	diabetic	diabetic	ADJ
cana-1472	114	12	retinopathy	retinopathy	ADJ
cana-1472	114	13	image	image	NOUN
cana-1472	114	14	classification	classification	NOUN
cana-1472	114	15	network	network	NOUN
cana-1472	114	16	is	be	AUX
cana-1472	114	17	provided	provide	VERB
cana-1472	114	18	in	in	ADP
cana-1472	114	19	fig	fig	NOUN
cana-1472	114	20	.	.	PUNCT
cana-1472	115	1	3	3	X
cana-1472	115	2	.	.	X
cana-1472	116	1	as	as	ADP
cana-1472	116	2	one	one	NUM
cana-1472	116	3	of	of	ADP
cana-1472	116	4	the	the	DET
cana-1472	116	5	studies	study	NOUN
cana-1472	116	6	[	[	X
cana-1472	116	7	17	17	NUM
cana-1472	116	8	]	]	PUNCT
cana-1472	116	9	proves	prove	VERB
cana-1472	116	10	that	that	SCONJ
cana-1472	116	11	the	the	DET
cana-1472	116	12	green	green	ADJ
cana-1472	116	13	channel	channel	NOUN
cana-1472	116	14	often	often	ADV
cana-1472	116	15	provides	provide	VERB
cana-1472	116	16	good	good	ADJ
cana-1472	116	17	contrast	contrast	NOUN
cana-1472	116	18	for	for	ADP
cana-1472	116	19	blood	blood	NOUN
cana-1472	116	20	vessels	vessel	NOUN
cana-1472	116	21	in	in	ADP
cana-1472	116	22	retinal	retinal	ADJ
cana-1472	116	23	images	image	NOUN
cana-1472	116	24	.	.	PUNCT
cana-1472	117	1	this	this	PRON
cana-1472	117	2	can	can	AUX
cana-1472	117	3	be	be	AUX
cana-1472	117	4	helpful	helpful	ADJ
cana-1472	117	5	in	in	ADP
cana-1472	117	6	the	the	DET
cana-1472	117	7	detection	detection	NOUN
cana-1472	117	8	of	of	ADP
cana-1472	117	9	microaneurysms	microaneurysm	NOUN
cana-1472	117	10	,	,	PUNCT
cana-1472	117	11	hemorrhages	hemorrhage	NOUN
cana-1472	117	12	,	,	PUNCT
cana-1472	117	13	and	and	CCONJ
cana-1472	117	14	other	other	ADJ
cana-1472	117	15	vascular	vascular	ADJ
cana-1472	117	16	abnormalities	abnormality	NOUN
cana-1472	117	17	associated	associate	VERB
cana-1472	117	18	with	with	ADP
cana-1472	117	19	diabetic	diabetic	ADJ
cana-1472	117	20	retinopathy	retinopathy	NOUN
cana-1472	117	21	.	.	PUNCT
cana-1472	118	1	the	the	DET
cana-1472	118	2	detailed	detailed	ADJ
cana-1472	118	3	visualization	visualization	NOUN
cana-1472	118	4	of	of	ADP
cana-1472	118	5	each	each	DET
cana-1472	118	6	channel	channel	NOUN
cana-1472	118	7	is	be	AUX
cana-1472	118	8	provided	provide	VERB
cana-1472	118	9	in	in	ADP
cana-1472	118	10	fig	fig	NOUN
cana-1472	118	11	.	.	PUNCT
cana-1472	119	1	4	4	NUM
cana-1472	119	2	.	.	X
cana-1472	119	3	from	from	ADP
cana-1472	119	4	fig	fig	NOUN
cana-1472	119	5	.	.	PUNCT
cana-1472	120	1	4	4	NUM
cana-1472	120	2	,	,	PUNCT
cana-1472	120	3	it	it	PRON
cana-1472	120	4	can	can	AUX
cana-1472	120	5	be	be	AUX
cana-1472	120	6	observed	observe	VERB
cana-1472	120	7	that	that	SCONJ
cana-1472	120	8	the	the	DET
cana-1472	120	9	green	green	ADJ
cana-1472	120	10	channel	channel	NOUN
cana-1472	120	11	often	often	ADV
cana-1472	120	12	provides	provide	VERB
cana-1472	120	13	good	good	ADJ
cana-1472	120	14	contrast	contrast	NOUN
cana-1472	120	15	for	for	ADP
cana-1472	120	16	blood	blood	NOUN
cana-1472	120	17	vessels	vessel	NOUN
cana-1472	120	18	in	in	ADP
cana-1472	120	19	retinal	retinal	ADJ
cana-1472	120	20	images	image	NOUN
cana-1472	120	21	,	,	PUNCT
cana-1472	120	22	less	less	ADV
cana-1472	120	23	sensitive	sensitive	ADJ
cana-1472	120	24	to	to	ADP
cana-1472	120	25	hemoglobin	hemoglobin	NOUN
cana-1472	120	26	compared	compare	VERB
cana-1472	120	27	to	to	ADP
cana-1472	120	28	the	the	DET
cana-1472	120	29	red	red	ADJ
cana-1472	120	30	channel	channel	NOUN
cana-1472	120	31	and	and	CCONJ
cana-1472	120	32	changes	change	NOUN
cana-1472	120	33	in	in	ADP
cana-1472	120	34	color	color	NOUN
cana-1472	120	35	or	or	CCONJ
cana-1472	120	36	variations	variation	NOUN
cana-1472	120	37	in	in	ADP
cana-1472	120	38	the	the	DET
cana-1472	120	39	green	green	ADJ
cana-1472	120	40	channel	channel	NOUN
cana-1472	120	41	can	can	AUX
cana-1472	120	42	indicate	indicate	VERB
cana-1472	120	43	abnormalities	abnormality	NOUN
cana-1472	120	44	in	in	ADP
cana-1472	120	45	the	the	DET
cana-1472	120	46	retinal	retinal	ADJ
cana-1472	120	47	tissue	tissue	NOUN
cana-1472	120	48	.	.	PUNCT
cana-1472	121	1	to	to	PART
cana-1472	121	2	take	take	VERB
cana-1472	121	3	advantages	advantage	NOUN
cana-1472	121	4	of	of	ADP
cana-1472	121	5	these	these	DET
cana-1472	121	6	features	feature	NOUN
cana-1472	121	7	,	,	PUNCT
cana-1472	121	8	we	we	PRON
cana-1472	121	9	have	have	AUX
cana-1472	121	10	processed	process	VERB
cana-1472	121	11	the	the	DET
cana-1472	121	12	green	green	ADJ
cana-1472	121	13	channel	channel	NOUN
cana-1472	121	14	independently	independently	ADV
cana-1472	121	15	with	with	ADP
cana-1472	121	16	rgb	rgb	PROPN
cana-1472	121	17	image	image	NOUN
cana-1472	121	18	.	.	PUNCT
cana-1472	122	1	along	along	ADP
cana-1472	122	2	with	with	ADP
cana-1472	122	3	the	the	DET
cana-1472	122	4	advantage	advantage	NOUN
cana-1472	122	5	of	of	ADP
cana-1472	122	6	green	green	ADJ
cana-1472	122	7	channel	channel	NOUN
cana-1472	122	8	,	,	PUNCT
cana-1472	122	9	to	to	PART
cana-1472	122	10	consider	consider	VERB
cana-1472	122	11	local	local	ADJ
cana-1472	122	12	and	and	CCONJ
cana-1472	122	13	global	global	ADJ
cana-1472	122	14	level	level	NOUN
cana-1472	122	15	features	feature	NOUN
cana-1472	122	16	,	,	PUNCT
cana-1472	122	17	we	we	PRON
cana-1472	122	18	have	have	AUX
cana-1472	122	19	proposed	propose	VERB
cana-1472	122	20	multireceptive	multireceptive	ADJ
cana-1472	122	21	multi	multi	ADJ
cana-1472	122	22	-	-	ADJ
cana-1472	122	23	scale	scale	ADJ
cana-1472	122	24	feature	feature	NOUN
cana-1472	122	25	extraction	extraction	NOUN
cana-1472	122	26	block	block	NOUN
cana-1472	122	27	.	.	PUNCT
cana-1472	123	1	the	the	DET
cana-1472	123	2	proposed	propose	VERB
cana-1472	123	3	block	block	NOUN
cana-1472	123	4	is	be	AUX
cana-1472	123	5	defined	define	VERB
cana-1472	123	6	as	as	ADP
cana-1472	123	7	:	:	PUNCT
cana-1472	123	8	communications	communication	NOUN
cana-1472	123	9	on	on	ADP
cana-1472	123	10	applied	apply	VERB
cana-1472	123	11	nonlinear	nonlinear	ADJ
cana-1472	123	12	analysis	analysis	NOUN
cana-1472	123	13	issn	issn	NOUN
cana-1472	123	14	:	:	PUNCT
cana-1472	123	15	1074	1074	NUM
cana-1472	123	16	-	-	PUNCT
cana-1472	123	17	133x	133x	NUM
cana-1472	123	18	vol	vol	NOUN
cana-1472	123	19	31	31	NUM
cana-1472	123	20	no	no	NOUN
cana-1472	123	21	.	.	PUNCT
cana-1472	124	1	7s	7	NOUN
cana-1472	124	2	(	(	PUNCT
cana-1472	124	3	2024	2024	NUM
cana-1472	124	4	)	)	PUNCT
cana-1472	125	1	690	690	NUM
cana-1472	125	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	125	3	fig	fig	NOUN
cana-1472	125	4	.	.	PUNCT
cana-1472	126	1	3	3	X
cana-1472	126	2	.	.	X
cana-1472	126	3	overview	overview	NOUN
cana-1472	126	4	of	of	ADP
cana-1472	126	5	the	the	DET
cana-1472	126	6	proposed	propose	VERB
cana-1472	126	7	network	network	NOUN
cana-1472	126	8	for	for	ADP
cana-1472	126	9	diabetic	diabetic	ADJ
cana-1472	126	10	retinopathy	retinopathy	ADJ
cana-1472	126	11	image	image	NOUN
cana-1472	126	12	classification	classification	NOUN
cana-1472	126	13	.	.	PUNCT
cana-1472	127	1	initially	initially	ADV
cana-1472	127	2	,	,	PUNCT
cana-1472	127	3	the	the	DET
cana-1472	127	4	rgb	rgb	PROPN
cana-1472	127	5	image	image	NOUN
cana-1472	127	6	is	be	AUX
cana-1472	127	7	pre	pre	ADJ
cana-1472	127	8	-	-	VERB
cana-1472	127	9	processed	processed	ADJ
cana-1472	127	10	and	and	CCONJ
cana-1472	127	11	green	green	ADJ
cana-1472	127	12	channel	channel	NOUN
cana-1472	127	13	is	be	AUX
cana-1472	127	14	extracted	extract	VERB
cana-1472	127	15	.	.	PUNCT
cana-1472	128	1	further	far	ADV
cana-1472	128	2	,	,	PUNCT
cana-1472	128	3	the	the	DET
cana-1472	128	4	independent	independent	ADJ
cana-1472	128	5	features	feature	NOUN
cana-1472	128	6	are	be	AUX
cana-1472	128	7	extracted	extract	VERB
cana-1472	128	8	from	from	ADP
cana-1472	128	9	rgb	rgb	PROPN
cana-1472	128	10	image	image	NOUN
cana-1472	128	11	and	and	CCONJ
cana-1472	128	12	green	green	ADJ
cana-1472	128	13	channels	channel	NOUN
cana-1472	128	14	at	at	ADP
cana-1472	128	15	various	various	ADJ
cana-1472	128	16	scales	scale	NOUN
cana-1472	128	17	.	.	PUNCT
cana-1472	129	1	finally	finally	ADV
cana-1472	129	2	,	,	PUNCT
cana-1472	129	3	the	the	DET
cana-1472	129	4	various	various	ADJ
cana-1472	129	5	level	level	NOUN
cana-1472	129	6	features	feature	NOUN
cana-1472	129	7	are	be	AUX
cana-1472	129	8	fused	fuse	VERB
cana-1472	129	9	with	with	ADP
cana-1472	129	10	proposed	propose	VERB
cana-1472	129	11	multi	multi	ADJ
cana-1472	129	12	-	-	ADJ
cana-1472	129	13	level	level	ADJ
cana-1472	129	14	feature	feature	NOUN
cana-1472	129	15	fusion	fusion	NOUN
cana-1472	129	16	block	block	NOUN
cana-1472	129	17	for	for	ADP
cana-1472	129	18	classification	classification	NOUN
cana-1472	129	19	.	.	PUNCT
cana-1472	130	1	incorporate	incorporate	VERB
cana-1472	130	2	both	both	CCONJ
cana-1472	130	3	global	global	ADJ
cana-1472	130	4	and	and	CCONJ
cana-1472	130	5	local	local	ADJ
cana-1472	130	6	channel	channel	NOUN
cana-1472	130	7	information	information	NOUN
cana-1472	130	8	are	be	AUX
cana-1472	130	9	fused	fuse	VERB
cana-1472	130	10	with	with	ADP
cana-1472	130	11	the	the	DET
cana-1472	130	12	proposed	propose	VERB
cana-1472	130	13	multi	multi	ADJ
cana-1472	130	14	-	-	ADJ
cana-1472	130	15	level	level	ADJ
cana-1472	130	16	feature	feature	NOUN
cana-1472	130	17	fusion	fusion	NOUN
cana-1472	130	18	block	block	NOUN
cana-1472	130	19	.	.	PUNCT
cana-1472	131	1	the	the	DET
cana-1472	131	2	iterative	iterative	NOUN
cana-1472	131	3	processing	processing	NOUN
cana-1472	131	4	and	and	CCONJ
cana-1472	131	5	incorporation	incorporation	NOUN
cana-1472	131	6	of	of	ADP
cana-1472	131	7	both	both	CCONJ
cana-1472	131	8	global	global	ADJ
cana-1472	131	9	and	and	CCONJ
cana-1472	131	10	local	local	ADJ
cana-1472	131	11	information	information	NOUN
cana-1472	131	12	at	at	ADP
cana-1472	131	13	different	different	ADJ
cana-1472	131	14	levels	level	NOUN
cana-1472	131	15	aim	aim	VERB
cana-1472	131	16	to	to	PART
cana-1472	131	17	enhance	enhance	VERB
cana-1472	131	18	the	the	DET
cana-1472	131	19	model	model	NOUN
cana-1472	131	20	’s	’s	PART
cana-1472	131	21	ability	ability	NOUN
cana-1472	131	22	to	to	PART
cana-1472	131	23	make	make	VERB
cana-1472	131	24	accurate	accurate	ADJ
cana-1472	131	25	and	and	CCONJ
cana-1472	131	26	robust	robust	ADJ
cana-1472	131	27	classifications	classification	NOUN
cana-1472	131	28	.	.	PUNCT
cana-1472	132	1	therefore	therefore	ADV
cana-1472	132	2	,	,	PUNCT
cana-1472	132	3	all	all	DET
cana-1472	132	4	the	the	DET
cana-1472	132	5	features	feature	NOUN
cana-1472	132	6	from	from	ADP
cana-1472	132	7	green	green	ADJ
cana-1472	132	8	channel	channel	NOUN
cana-1472	132	9	(	(	PUNCT
cana-1472	132	10	f	f	NOUN
cana-1472	132	11	g	g	PROPN
cana-1472	132	12	s1	s1	PROPN
cana-1472	132	13	,	,	PUNCT
cana-1472	132	14	f	f	PROPN
cana-1472	132	15	g	g	PROPN
cana-1472	132	16	s2	s2	PROPN
cana-1472	132	17	,	,	PUNCT
cana-1472	132	18	f	f	PROPN
cana-1472	132	19	g	g	PROPN
cana-1472	132	20	s3	s3	PROPN
cana-1472	132	21	)	)	PUNCT
cana-1472	132	22	and	and	CCONJ
cana-1472	132	23	rgb	rgb	PROPN
cana-1472	132	24	image	image	NOUN
cana-1472	132	25	(	(	PUNCT
cana-1472	132	26	fo	fo	ADP
cana-1472	132	27	s1	s1	NOUN
cana-1472	132	28	,	,	PUNCT
cana-1472	132	29	fo	fo	ADP
cana-1472	132	30	s2	s2	NOUN
cana-1472	132	31	,	,	PUNCT
cana-1472	132	32	fo	fo	ADP
cana-1472	132	33	s3	s3	PROPN
cana-1472	132	34	)	)	PUNCT
cana-1472	132	35	fused	fuse	VERB
cana-1472	132	36	with	with	ADP
cana-1472	132	37	the	the	DET
cana-1472	132	38	proposed	propose	VERB
cana-1472	132	39	multi	multi	ADJ
cana-1472	132	40	-	-	ADJ
cana-1472	132	41	level	level	ADJ
cana-1472	132	42	feature	feature	NOUN
cana-1472	132	43	fusion	fusion	NOUN
cana-1472	132	44	block	block	NOUN
cana-1472	132	45	.	.	PUNCT
cana-1472	133	1	initially	initially	ADV
cana-1472	133	2	,	,	PUNCT
cana-1472	133	3	the	the	DET
cana-1472	133	4	rgb	rgb	PROPN
cana-1472	133	5	and	and	CCONJ
cana-1472	133	6	green	green	ADJ
cana-1472	133	7	channel	channel	PROPN
cana-1472	133	8	features	feature	NOUN
cana-1472	133	9	are	be	AUX
cana-1472	133	10	scale	scale	NOUN
cana-1472	133	11	level	level	NOUN
cana-1472	133	12	are	be	AUX
cana-1472	133	13	merged	merge	VERB
cana-1472	133	14	as	as	ADP
cana-1472	133	15	:	:	PUNCT
cana-1472	133	16	fs1	fs1	PROPN
cana-1472	133	17	=	=	PUNCT
cana-1472	133	18	c1(f	c1(f	NUM
cana-1472	133	19	g	g	PROPN
cana-1472	133	20	s1	s1	PROPN
cana-1472	133	21	)	)	PUNCT
cana-1472	134	1	+	+	CCONJ
cana-1472	134	2	c1(f	c1(f	X
cana-1472	134	3	o	o	NOUN
cana-1472	134	4	s1	s1	PROPN
cana-1472	134	5	)	)	PUNCT
cana-1472	134	6	(	(	PUNCT
cana-1472	134	7	4	4	X
cana-1472	134	8	)	)	PUNCT
cana-1472	134	9	fs2	fs2	PROPN
cana-1472	134	10	=	=	SYM
cana-1472	134	11	c1(f	c1(f	PROPN
cana-1472	134	12	g	g	PROPN
cana-1472	134	13	s2	s2	PROPN
cana-1472	134	14	)	)	PUNCT
cana-1472	135	1	+	+	CCONJ
cana-1472	135	2	c1(f	c1(f	X
cana-1472	135	3	o	o	NOUN
cana-1472	135	4	s2	s2	PROPN
cana-1472	135	5	)	)	PUNCT
cana-1472	135	6	(	(	PUNCT
cana-1472	135	7	5	5	X
cana-1472	135	8	)	)	PUNCT
cana-1472	135	9	fs3	fs3	NOUN
cana-1472	136	1	=	=	SYM
cana-1472	136	2	c1(f	c1(f	PROPN
cana-1472	136	3	g	g	PROPN
cana-1472	136	4	s3	s3	PROPN
cana-1472	136	5	)	)	PUNCT
cana-1472	137	1	+	+	CCONJ
cana-1472	137	2	c1(f	c1(f	X
cana-1472	137	3	o	o	PROPN
cana-1472	137	4	s3	s3	PROPN
cana-1472	137	5	)	)	PUNCT
cana-1472	137	6	(	(	PUNCT
cana-1472	137	7	6	6	X
cana-1472	137	8	)	)	PUNCT
cana-1472	137	9	fig	fig	NOUN
cana-1472	137	10	.	.	PUNCT
cana-1472	138	1	4	4	X
cana-1472	138	2	.	.	X
cana-1472	138	3	original	original	ADJ
cana-1472	138	4	rgb	rgb	PROPN
cana-1472	138	5	and	and	CCONJ
cana-1472	138	6	channel	channel	NOUN
cana-1472	138	7	-	-	PUNCT
cana-1472	138	8	level	level	NOUN
cana-1472	138	9	image	image	NOUN
cana-1472	138	10	representation	representation	NOUN
cana-1472	138	11	of	of	ADP
cana-1472	138	12	diabetic	diabetic	ADJ
cana-1472	138	13	retinopathy	retinopathy	ADJ
cana-1472	138	14	image	image	NOUN
cana-1472	138	15	.	.	PUNCT
cana-1472	139	1	communications	communication	NOUN
cana-1472	139	2	on	on	ADP
cana-1472	139	3	applied	apply	VERB
cana-1472	139	4	nonlinear	nonlinear	ADJ
cana-1472	139	5	analysis	analysis	NOUN
cana-1472	139	6	issn	issn	NOUN
cana-1472	139	7	:	:	PUNCT
cana-1472	139	8	1074	1074	NUM
cana-1472	139	9	-	-	PUNCT
cana-1472	139	10	133x	133x	NUM
cana-1472	139	11	vol	vol	NOUN
cana-1472	139	12	31	31	NUM
cana-1472	139	13	no	no	NOUN
cana-1472	139	14	.	.	PUNCT
cana-1472	140	1	7s	7	NOUN
cana-1472	140	2	(	(	PUNCT
cana-1472	140	3	2024	2024	NUM
cana-1472	140	4	)	)	PUNCT
cana-1472	141	1	691	691	NUM
cana-1472	141	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	141	3	×	×	NOUN
cana-1472	141	4	∈	∈	PROPN
cana-1472	141	5	×	×	NOUN
cana-1472	141	6	↓	↓	NOUN
cana-1472	141	7	↓↓	↓↓	X
cana-1472	141	8	fsi	fsi	PROPN
cana-1472	141	9	=	=	PROPN
cana-1472	141	10	c1	c1	PROPN
cana-1472	141	11	{	{	PUNCT
cana-1472	141	12	fmr	fmr	PROPN
cana-1472	141	13	,	,	PUNCT
cana-1472	141	14	fms	fms	PROPN
cana-1472	141	15	}	}	PUNCT
cana-1472	141	16	;	;	PUNCT
cana-1472	141	17	i	i	PRON
cana-1472	141	18	∈	∈	PROPN
cana-1472	141	19	1	1	NUM
cana-1472	141	20	,	,	PUNCT
cana-1472	141	21	2	2	NUM
cana-1472	141	22	,	,	PUNCT
cana-1472	141	23	3	3	NUM
cana-1472	141	24	(	(	PUNCT
cana-1472	141	25	1	1	NUM
cana-1472	141	26	)	)	PUNCT
cana-1472	141	27	where	where	SCONJ
cana-1472	141	28	,	,	PUNCT
cana-1472	141	29	c1	c1	PROPN
cana-1472	141	30	is	be	AUX
cana-1472	141	31	convolution	convolution	NOUN
cana-1472	141	32	operation	operation	NOUN
cana-1472	141	33	with	with	ADP
cana-1472	141	34	1x1	1x1	NUM
cana-1472	141	35	kernel	kernel	PROPN
cana-1472	141	36	size	size	NOUN
cana-1472	141	37	,	,	PUNCT
cana-1472	141	38	.	.	PUNCT
cana-1472	142	1	indicates	indicate	VERB
cana-1472	142	2	concatenation	concatenation	NOUN
cana-1472	142	3	operation	operation	NOUN
cana-1472	142	4	,	,	PUNCT
cana-1472	142	5	fmr	fmr	PROPN
cana-1472	142	6	and	and	CCONJ
cana-1472	142	7	fms	fms	PROPN
cana-1472	142	8	are	be	AUX
cana-1472	142	9	the	the	DET
cana-1472	142	10	multireceptive	multireceptive	ADJ
cana-1472	142	11	and	and	CCONJ
cana-1472	142	12	multi	multi	ADJ
cana-1472	142	13	-	-	ADJ
cana-1472	142	14	scale	scale	ADJ
cana-1472	142	15	features	feature	NOUN
cana-1472	142	16	respectively	respectively	ADV
cana-1472	142	17	.	.	PUNCT
cana-1472	143	1	these	these	DET
cana-1472	143	2	features	feature	NOUN
cana-1472	143	3	are	be	AUX
cana-1472	143	4	extracted	extract	VERB
cana-1472	143	5	as	as	ADP
cana-1472	143	6	:	:	PUNCT
cana-1472	143	7	fms	fms	PROPN
cana-1472	143	8	=	=	PROPN
cana-1472	143	9	c1	c1	PROPN
cana-1472	143	10	{	{	PUNCT
cana-1472	143	11	c3(f	c3(f	PROPN
cana-1472	143	12	)	)	PUNCT
cana-1472	143	13	,	,	PUNCT
cana-1472	143	14	c5(c3(f	c5(c3(f	NOUN
cana-1472	143	15	)	)	PUNCT
cana-1472	143	16	)	)	PUNCT
cana-1472	143	17	,	,	PUNCT
cana-1472	143	18	c1(c3(f	c1(c3(f	PROPN
cana-1472	143	19	)	)	PUNCT
cana-1472	143	20	)	)	PUNCT
cana-1472	143	21	}	}	PUNCT
cana-1472	143	22	(	(	PUNCT
cana-1472	143	23	2	2	X
cana-1472	143	24	)	)	PUNCT
cana-1472	143	25	fmr	fmr	PROPN
cana-1472	143	26	=	=	PROPN
cana-1472	143	27	c1	c1	PROPN
cana-1472	143	28	{	{	PUNCT
cana-1472	143	29	dc3(f	dc3(f	PROPN
cana-1472	143	30	)	)	PUNCT
cana-1472	143	31	,	,	PUNCT
cana-1472	143	32	dc5(dc3(f	dc5(dc3(f	NOUN
cana-1472	143	33	)	)	PUNCT
cana-1472	143	34	)	)	PUNCT
cana-1472	143	35	,	,	PUNCT
cana-1472	143	36	dc1(dc3(f	dc1(dc3(f	NOUN
cana-1472	143	37	)	)	PUNCT
cana-1472	143	38	)	)	PUNCT
cana-1472	143	39	}	}	PUNCT
cana-1472	143	40	(	(	PUNCT
cana-1472	143	41	3	3	X
cana-1472	143	42	)	)	PUNCT
cana-1472	143	43	where	where	SCONJ
cana-1472	143	44	,	,	PUNCT
cana-1472	143	45	cs	cs	PROPN
cana-1472	143	46	and	and	CCONJ
cana-1472	143	47	dcs	dcs	PROPN
cana-1472	143	48	are	be	AUX
cana-1472	143	49	the	the	DET
cana-1472	143	50	convolution	convolution	NOUN
cana-1472	143	51	and	and	CCONJ
cana-1472	143	52	dilated	dilated	ADJ
cana-1472	143	53	convolution	convolution	NOUN
cana-1472	143	54	operations	operation	NOUN
cana-1472	143	55	with	with	ADP
cana-1472	143	56	s	s	PROPN
cana-1472	143	57	s	s	NOUN
cana-1472	143	58	kernel	kernel	NOUN
cana-1472	143	59	size	size	NOUN
cana-1472	143	60	,	,	PUNCT
cana-1472	143	61	respectively	respectively	ADV
cana-1472	143	62	and	and	CCONJ
cana-1472	143	63	f	f	PROPN
cana-1472	143	64	is	be	AUX
cana-1472	143	65	the	the	DET
cana-1472	143	66	input	input	NOUN
cana-1472	143	67	feature	feature	NOUN
cana-1472	143	68	after	after	ADP
cana-1472	143	69	passing	pass	VERB
cana-1472	143	70	through	through	ADP
cana-1472	143	71	c1	c1	PROPN
cana-1472	143	72	.	.	PUNCT
cana-1472	144	1	after	after	ADP
cana-1472	144	2	repeating	repeat	VERB
cana-1472	144	3	the	the	DET
cana-1472	144	4	above	above	ADJ
cana-1472	144	5	operation	operation	NOUN
cana-1472	144	6	three	three	NUM
cana-1472	144	7	times	time	NOUN
cana-1472	144	8	(	(	PUNCT
cana-1472	144	9	si	si	X
cana-1472	144	10	;	;	PUNCT
cana-1472	144	11	i	i	PRON
cana-1472	144	12	1	1	NUM
cana-1472	144	13	,	,	PUNCT
cana-1472	144	14	2	2	NUM
cana-1472	144	15	,	,	PUNCT
cana-1472	144	16	3	3	NUM
cana-1472	144	17	)	)	PUNCT
cana-1472	144	18	at	at	ADP
cana-1472	144	19	different	different	ADJ
cana-1472	144	20	scales	scale	NOUN
cana-1472	144	21	,	,	PUNCT
cana-1472	144	22	which	which	PRON
cana-1472	144	23	likely	likely	ADV
cana-1472	144	24	involves	involve	VERB
cana-1472	144	25	a	a	DET
cana-1472	144	26	process	process	NOUN
cana-1472	144	27	of	of	ADP
cana-1472	144	28	feature	feature	NOUN
cana-1472	144	29	extraction	extraction	NOUN
cana-1472	144	30	or	or	CCONJ
cana-1472	144	31	refinement	refinement	NOUN
cana-1472	144	32	,	,	PUNCT
cana-1472	144	33	the	the	DET
cana-1472	144	34	resulting	result	VERB
cana-1472	144	35	features	feature	NOUN
cana-1472	144	36	that	that	SCONJ
cana-1472	144	37	where	where	SCONJ
cana-1472	144	38	,	,	PUNCT
cana-1472	144	39	c1	c1	PROPN
cana-1472	144	40	represents	represent	VERB
cana-1472	144	41	convolution	convolution	NOUN
cana-1472	144	42	operation	operation	NOUN
cana-1472	144	43	with	with	ADP
cana-1472	144	44	1	1	NUM
cana-1472	144	45	1	1	NUM
cana-1472	144	46	kernel	kernel	NOUN
cana-1472	144	47	size	size	NOUN
cana-1472	144	48	followed	follow	VERB
cana-1472	144	49	by	by	ADP
cana-1472	144	50	relu	relu	NOUN
cana-1472	144	51	activation	activation	NOUN
cana-1472	144	52	function	function	NOUN
cana-1472	144	53	.	.	PUNCT
cana-1472	145	1	further	far	ADV
cana-1472	145	2	,	,	PUNCT
cana-1472	145	3	these	these	DET
cana-1472	145	4	features	feature	NOUN
cana-1472	145	5	are	be	AUX
cana-1472	145	6	merged	merge	VERB
cana-1472	145	7	as	as	ADP
cana-1472	145	8	:	:	PUNCT
cana-1472	145	9	f	f	PROPN
cana-1472	145	10	=	=	SYM
cana-1472	145	11	c1[c1(f	c1[c1(f	PROPN
cana-1472	145	12	s1	s1	PROPN
cana-1472	145	13	)	)	PUNCT
cana-1472	146	1	+	+	CCONJ
cana-1472	146	2	c1(↓	c1(↓	ADJ
cana-1472	146	3	(	(	PUNCT
cana-1472	146	4	fs2	fs2	PROPN
cana-1472	146	5	)	)	PUNCT
cana-1472	146	6	)	)	PUNCT
cana-1472	147	1	+	+	CCONJ
cana-1472	147	2	c1(↓↓	c1(↓↓	PROPN
cana-1472	147	3	(	(	PUNCT
cana-1472	147	4	fs3	fs3	PROPN
cana-1472	147	5	)	)	PUNCT
cana-1472	147	6	)	)	PUNCT
cana-1472	147	7	]	]	PUNCT
cana-1472	147	8	(	(	PUNCT
cana-1472	147	9	7	7	X
cana-1472	147	10	)	)	PUNCT
cana-1472	147	11	where	where	SCONJ
cana-1472	147	12	,	,	PUNCT
cana-1472	147	13	and	and	CCONJ
cana-1472	147	14	indicate	indicate	VERB
cana-1472	147	15	down	down	ADV
cana-1472	147	16	-	-	PUNCT
cana-1472	147	17	sampling	sample	VERB
cana-1472	147	18	operation	operation	NOUN
cana-1472	147	19	with	with	ADP
cana-1472	147	20	factor	factor	NOUN
cana-1472	147	21	of	of	ADP
cana-1472	147	22	2	2	NUM
cana-1472	147	23	and	and	CCONJ
cana-1472	147	24	4	4	NUM
cana-1472	147	25	,	,	PUNCT
cana-1472	147	26	respectively	respectively	ADV
cana-1472	147	27	.	.	PUNCT
cana-1472	148	1	the	the	DET
cana-1472	148	2	resulting	result	VERB
cana-1472	148	3	features	feature	NOUN
cana-1472	148	4	that	that	PRON
cana-1472	148	5	incorporate	incorporate	VERB
cana-1472	148	6	both	both	CCONJ
cana-1472	148	7	global	global	ADJ
cana-1472	148	8	and	and	CCONJ
cana-1472	148	9	local	local	ADJ
cana-1472	148	10	information	information	NOUN
cana-1472	148	11	at	at	ADP
cana-1472	148	12	different	different	ADJ
cana-1472	148	13	levels	level	NOUN
cana-1472	148	14	.	.	PUNCT
cana-1472	149	1	these	these	DET
cana-1472	149	2	feature	feature	NOUN
cana-1472	149	3	are	be	AUX
cana-1472	149	4	flatten	flatten	VERB
cana-1472	149	5	to	to	ADP
cana-1472	149	6	1	1	NUM
cana-1472	149	7	-	-	PUNCT
cana-1472	149	8	dimensional	dimensional	ADJ
cana-1472	149	9	layer	layer	NOUN
cana-1472	149	10	.	.	PUNCT
cana-1472	150	1	further	far	ADV
cana-1472	150	2	,	,	PUNCT
cana-1472	150	3	fully	fully	ADV
cana-1472	150	4	connected	connected	ADJ
cana-1472	150	5	layers	layer	NOUN
cana-1472	150	6	are	be	AUX
cana-1472	150	7	used	use	VERB
cana-1472	150	8	for	for	ADP
cana-1472	150	9	classification	classification	NOUN
cana-1472	150	10	.	.	PUNCT
cana-1472	151	1	iii	iii	X
cana-1472	151	2	.	.	PUNCT
cana-1472	152	1	training	training	NOUN
cana-1472	152	2	details	detail	NOUN
cana-1472	152	3	a.	a.	NOUN
cana-1472	152	4	databases	database	NOUN
cana-1472	152	5	messidor	messidor	NOUN
cana-1472	153	1	[	[	X
cana-1472	153	2	9	9	NUM
cana-1472	153	3	]	]	PUNCT
cana-1472	153	4	:	:	PUNCT
cana-1472	153	5	the	the	DET
cana-1472	153	6	messidor	messidor	PROPN
cana-1472	153	7	database	database	PROPN
cana-1472	153	8	is	be	AUX
cana-1472	153	9	a	a	DET
cana-1472	153	10	publicly	publicly	ADV
cana-1472	153	11	available	available	ADJ
cana-1472	153	12	dataset	dataset	NOUN
cana-1472	153	13	that	that	PRON
cana-1472	153	14	contains	contain	VERB
cana-1472	153	15	1,200	1,200	NUM
cana-1472	153	16	retinal	retinal	ADJ
cana-1472	153	17	images	image	NOUN
cana-1472	153	18	captured	capture	VERB
cana-1472	153	19	from	from	ADP
cana-1472	153	20	patients	patient	NOUN
cana-1472	153	21	with	with	ADP
cana-1472	153	22	diabetic	diabetic	ADJ
cana-1472	153	23	retinopathy	retinopathy	NOUN
cana-1472	153	24	.	.	PUNCT
cana-1472	154	1	this	this	DET
cana-1472	154	2	dataset	dataset	NOUN
cana-1472	154	3	is	be	AUX
cana-1472	154	4	a	a	DET
cana-1472	154	5	valuable	valuable	ADJ
cana-1472	154	6	resource	resource	NOUN
cana-1472	154	7	for	for	ADP
cana-1472	154	8	researchers	researcher	NOUN
cana-1472	154	9	and	and	CCONJ
cana-1472	154	10	medical	medical	ADJ
cana-1472	154	11	professionals	professional	NOUN
cana-1472	154	12	working	work	VERB
cana-1472	154	13	on	on	ADP
cana-1472	154	14	the	the	DET
cana-1472	154	15	diagnosis	diagnosis	NOUN
cana-1472	154	16	and	and	CCONJ
cana-1472	154	17	management	management	NOUN
cana-1472	154	18	of	of	ADP
cana-1472	154	19	diabetic	diabetic	ADJ
cana-1472	154	20	retinopathy	retinopathy	NOUN
cana-1472	154	21	.	.	PUNCT
cana-1472	155	1	it	it	PRON
cana-1472	155	2	provides	provide	VERB
cana-1472	155	3	a	a	DET
cana-1472	155	4	substantial	substantial	ADJ
cana-1472	155	5	collection	collection	NOUN
cana-1472	155	6	of	of	ADP
cana-1472	155	7	retinal	retinal	ADJ
cana-1472	155	8	images	image	NOUN
cana-1472	155	9	,	,	PUNCT
cana-1472	155	10	which	which	PRON
cana-1472	155	11	can	can	AUX
cana-1472	155	12	be	be	AUX
cana-1472	155	13	used	use	VERB
cana-1472	155	14	for	for	ADP
cana-1472	155	15	various	various	ADJ
cana-1472	155	16	purposes	purpose	NOUN
cana-1472	155	17	,	,	PUNCT
cana-1472	155	18	including	include	VERB
cana-1472	155	19	the	the	DET
cana-1472	155	20	development	development	NOUN
cana-1472	155	21	and	and	CCONJ
cana-1472	155	22	evaluation	evaluation	NOUN
cana-1472	155	23	of	of	ADP
cana-1472	155	24	algorithms	algorithm	NOUN
cana-1472	155	25	and	and	CCONJ
cana-1472	155	26	models	model	NOUN
cana-1472	155	27	for	for	ADP
cana-1472	155	28	fig	fig	NOUN
cana-1472	155	29	.	.	PUNCT
cana-1472	156	1	5	5	X
cana-1472	156	2	.	.	X
cana-1472	156	3	sample	sample	NOUN
cana-1472	156	4	images	image	NOUN
cana-1472	156	5	from	from	ADP
cana-1472	156	6	messidor	messidor	NOUN
cana-1472	157	1	[	[	X
cana-1472	157	2	9	9	NUM
cana-1472	157	3	]	]	X
cana-1472	157	4	(	(	PUNCT
cana-1472	157	5	first	first	ADJ
cana-1472	157	6	row	row	NOUN
cana-1472	157	7	)	)	PUNCT
cana-1472	158	1	and	and	CCONJ
cana-1472	158	2	idrid	idrid	VERB
cana-1472	158	3	[	[	X
cana-1472	158	4	10	10	NUM
cana-1472	158	5	]	]	PUNCT
cana-1472	158	6	(	(	PUNCT
cana-1472	158	7	second	second	ADJ
cana-1472	158	8	row	row	NOUN
cana-1472	158	9	)	)	PUNCT
cana-1472	158	10	database	database	NOUN
cana-1472	158	11	used	use	VERB
cana-1472	158	12	for	for	ADP
cana-1472	158	13	classification	classification	NOUN
cana-1472	158	14	.	.	PUNCT
cana-1472	159	1	the	the	DET
cana-1472	159	2	detection	detection	NOUN
cana-1472	159	3	and	and	CCONJ
cana-1472	159	4	classification	classification	NOUN
cana-1472	159	5	of	of	ADP
cana-1472	159	6	diabetic	diabetic	ADJ
cana-1472	159	7	retinopathy	retinopathy	NOUN
cana-1472	159	8	.	.	PUNCT
cana-1472	160	1	the	the	DET
cana-1472	160	2	division	division	NOUN
cana-1472	160	3	of	of	ADP
cana-1472	160	4	the	the	DET
cana-1472	160	5	retinal	retinal	ADJ
cana-1472	160	6	images	image	NOUN
cana-1472	160	7	in	in	ADP
cana-1472	160	8	the	the	DET
cana-1472	160	9	messidor	messidor	PROPN
cana-1472	160	10	database	database	PROPN
cana-1472	160	11	is	be	AUX
cana-1472	160	12	done	do	VERB
cana-1472	160	13	into	into	ADP
cana-1472	160	14	four	four	NUM
cana-1472	160	15	groups	group	NOUN
cana-1472	160	16	based	base	VERB
cana-1472	160	17	on	on	ADP
cana-1472	160	18	the	the	DET
cana-1472	160	19	severity	severity	NOUN
cana-1472	160	20	of	of	ADP
cana-1472	160	21	diabetic	diabetic	ADJ
cana-1472	160	22	retinopathy	retinopathy	NOUN
cana-1472	160	23	is	be	AUX
cana-1472	160	24	as	as	ADP
cana-1472	160	25	:	:	PUNCT
cana-1472	160	26	group	group	NOUN
cana-1472	160	27	1	1	NUM
cana-1472	160	28	:	:	SYM
cana-1472	160	29	546	546	NUM
cana-1472	160	30	images	image	NOUN
cana-1472	160	31	,	,	PUNCT
cana-1472	160	32	group	group	NOUN
cana-1472	160	33	2	2	NUM
cana-1472	160	34	:	:	SYM
cana-1472	160	35	153	153	NUM
cana-1472	160	36	images	image	NOUN
cana-1472	160	37	,	,	PUNCT
cana-1472	160	38	group	group	NOUN
cana-1472	160	39	3	3	NUM
cana-1472	160	40	:	:	SYM
cana-1472	160	41	247	247	NUM
cana-1472	160	42	images	image	NOUN
cana-1472	160	43	and	and	CCONJ
cana-1472	160	44	group	group	NOUN
cana-1472	160	45	4	4	NUM
cana-1472	160	46	:	:	SYM
cana-1472	160	47	254	254	NUM
cana-1472	160	48	images	image	NOUN
cana-1472	160	49	.	.	PUNCT
cana-1472	161	1	each	each	PRON
cana-1472	161	2	of	of	ADP
cana-1472	161	3	these	these	DET
cana-1472	161	4	groups	group	NOUN
cana-1472	161	5	likely	likely	ADV
cana-1472	161	6	represents	represent	VERB
cana-1472	161	7	different	different	ADJ
cana-1472	161	8	stages	stage	NOUN
cana-1472	161	9	or	or	CCONJ
cana-1472	161	10	severity	severity	NOUN
cana-1472	161	11	levels	level	NOUN
cana-1472	161	12	of	of	ADP
cana-1472	161	13	diabetic	diabetic	ADJ
cana-1472	161	14	retinopathy	retinopathy	NOUN
cana-1472	161	15	,	,	PUNCT
cana-1472	161	16	ranging	range	VERB
cana-1472	161	17	from	from	ADP
cana-1472	161	18	mild	mild	ADJ
cana-1472	161	19	to	to	ADP
cana-1472	161	20	severe	severe	ADJ
cana-1472	161	21	.	.	PUNCT
cana-1472	162	1	the	the	DET
cana-1472	162	2	specifications	specification	NOUN
cana-1472	162	3	of	of	ADP
cana-1472	162	4	retinopathy	retinopathy	ADJ
cana-1472	162	5	grading	grading	NOUN
cana-1472	162	6	are	be	AUX
cana-1472	162	7	based	base	VERB
cana-1472	162	8	on	on	ADP
cana-1472	162	9	number	number	NOUN
cana-1472	162	10	of	of	ADP
cana-1472	162	11	micro	micro	NOUN
cana-1472	162	12	-	-	NOUN
cana-1472	162	13	aneurysms	aneurysm	NOUN
cana-1472	162	14	,	,	PUNCT
cana-1472	162	15	communications	communication	NOUN
cana-1472	162	16	on	on	ADP
cana-1472	162	17	applied	apply	VERB
cana-1472	162	18	nonlinear	nonlinear	ADJ
cana-1472	162	19	analysis	analysis	NOUN
cana-1472	162	20	issn	issn	NOUN
cana-1472	162	21	:	:	PUNCT
cana-1472	162	22	1074	1074	NUM
cana-1472	162	23	-	-	PUNCT
cana-1472	162	24	133x	133x	NUM
cana-1472	162	25	vol	vol	NOUN
cana-1472	162	26	31	31	NUM
cana-1472	162	27	no	no	NOUN
cana-1472	162	28	.	.	PUNCT
cana-1472	163	1	7s	7	NOUN
cana-1472	163	2	(	(	PUNCT
cana-1472	163	3	2024	2024	NUM
cana-1472	163	4	)	)	PUNCT
cana-1472	163	5	692	692	NUM
cana-1472	163	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1472	163	7	×	×	NOUN
cana-1472	163	8	hemorrhage	hemorrhage	NOUN
cana-1472	163	9	,	,	PUNCT
cana-1472	163	10	and	and	CCONJ
cana-1472	163	11	the	the	DET
cana-1472	163	12	sign	sign	NOUN
cana-1472	163	13	of	of	ADP
cana-1472	163	14	neovascularization	neovascularization	NOUN
cana-1472	163	15	.	.	PUNCT
cana-1472	164	1	the	the	DET
cana-1472	164	2	images	image	NOUN
cana-1472	164	3	in	in	ADP
cana-1472	164	4	which	which	PRON
cana-1472	164	5	the	the	DET
cana-1472	164	6	above	above	ADJ
cana-1472	164	7	abnormalities	abnormality	NOUN
cana-1472	164	8	are	be	AUX
cana-1472	164	9	absent	absent	ADJ
cana-1472	164	10	are	be	AUX
cana-1472	164	11	considered	consider	VERB
cana-1472	164	12	as	as	ADP
cana-1472	164	13	normal	normal	ADJ
cana-1472	164	14	images	image	NOUN
cana-1472	164	15	.	.	PUNCT
cana-1472	165	1	for	for	ADP
cana-1472	165	2	experimental	experimental	ADJ
cana-1472	165	3	analysis	analysis	NOUN
cana-1472	165	4	of	of	ADP
cana-1472	165	5	the	the	DET
cana-1472	165	6	proposed	propose	VERB
cana-1472	165	7	and	and	CCONJ
cana-1472	165	8	existing	exist	VERB
cana-1472	165	9	network	network	NOUN
cana-1472	165	10	,	,	PUNCT
cana-1472	165	11	we	we	PRON
cana-1472	165	12	have	have	AUX
cana-1472	165	13	divided	divide	VERB
cana-1472	165	14	the	the	DET
cana-1472	165	15	total	total	ADJ
cana-1472	165	16	1200	1200	NUM
cana-1472	165	17	images	image	NOUN
cana-1472	165	18	as	as	ADP
cana-1472	165	19	900	900	NUM
cana-1472	165	20	training	training	NOUN
cana-1472	165	21	and	and	CCONJ
cana-1472	165	22	300	300	NUM
cana-1472	165	23	testing	testing	NOUN
cana-1472	165	24	splits	split	NOUN
cana-1472	165	25	.	.	PUNCT
cana-1472	166	1	idrid	idrid	VERB
cana-1472	167	1	[	[	X
cana-1472	167	2	10	10	NUM
cana-1472	167	3	]	]	X
cana-1472	167	4	:	:	PUNCT
cana-1472	167	5	the	the	DET
cana-1472	167	6	indian	indian	ADJ
cana-1472	167	7	diabetic	diabetic	ADJ
cana-1472	167	8	retinopathy	retinopathy	ADJ
cana-1472	167	9	image	image	NOUN
cana-1472	167	10	dataset	dataset	NOUN
cana-1472	167	11	(	(	PUNCT
cana-1472	167	12	idrid	idrid	NOUN
cana-1472	167	13	)	)	PUNCT
cana-1472	167	14	is	be	AUX
cana-1472	167	15	a	a	DET
cana-1472	167	16	significant	significant	ADJ
cana-1472	167	17	database	database	NOUN
cana-1472	167	18	representing	represent	VERB
cana-1472	167	19	an	an	DET
cana-1472	167	20	indian	indian	ADJ
cana-1472	167	21	population	population	NOUN
cana-1472	167	22	,	,	PUNCT
cana-1472	167	23	specifically	specifically	ADV
cana-1472	167	24	tailored	tailor	VERB
cana-1472	167	25	for	for	ADP
cana-1472	167	26	diabetic	diabetic	ADJ
cana-1472	167	27	retinopathy	retinopathy	ADJ
cana-1472	167	28	research	research	NOUN
cana-1472	167	29	.	.	PUNCT
cana-1472	168	1	this	this	DET
cana-1472	168	2	dataset	dataset	NOUN
cana-1472	168	3	is	be	AUX
cana-1472	168	4	valuable	valuable	ADJ
cana-1472	168	5	because	because	SCONJ
cana-1472	168	6	it	it	PRON
cana-1472	168	7	includes	include	VERB
cana-1472	168	8	retinal	retinal	ADJ
cana-1472	168	9	images	image	NOUN
cana-1472	168	10	from	from	ADP
cana-1472	168	11	individuals	individual	NOUN
cana-1472	168	12	in	in	ADP
cana-1472	168	13	india	india	PROPN
cana-1472	168	14	,	,	PUNCT
cana-1472	168	15	making	make	VERB
cana-1472	168	16	it	it	PRON
cana-1472	168	17	relevant	relevant	ADJ
cana-1472	168	18	for	for	ADP
cana-1472	168	19	the	the	DET
cana-1472	168	20	study	study	NOUN
cana-1472	168	21	of	of	ADP
cana-1472	168	22	diabetic	diabetic	ADJ
cana-1472	168	23	retinopathy	retinopathy	NOUN
cana-1472	168	24	.	.	PUNCT
cana-1472	169	1	such	such	ADJ
cana-1472	169	2	region	region	NOUN
cana-1472	169	3	-	-	PUNCT
cana-1472	169	4	specific	specific	ADJ
cana-1472	169	5	datasets	dataset	NOUN
cana-1472	169	6	are	be	AUX
cana-1472	169	7	essential	essential	ADJ
cana-1472	169	8	for	for	ADP
cana-1472	169	9	ensuring	ensure	VERB
cana-1472	169	10	that	that	SCONJ
cana-1472	169	11	the	the	DET
cana-1472	169	12	research	research	NOUN
cana-1472	169	13	and	and	CCONJ
cana-1472	169	14	diagnostic	diagnostic	ADJ
cana-1472	169	15	tools	tool	NOUN
cana-1472	169	16	are	be	AUX
cana-1472	169	17	applicable	applicable	ADJ
cana-1472	169	18	and	and	CCONJ
cana-1472	169	19	effective	effective	ADJ
cana-1472	169	20	for	for	ADP
cana-1472	169	21	the	the	DET
cana-1472	169	22	unique	unique	ADJ
cana-1472	169	23	characteristics	characteristic	NOUN
cana-1472	169	24	of	of	ADP
cana-1472	169	25	the	the	DET
cana-1472	169	26	indian	indian	ADJ
cana-1472	169	27	population	population	NOUN
cana-1472	169	28	.	.	PUNCT
cana-1472	170	1	this	this	DET
cana-1472	170	2	database	database	NOUN
cana-1472	170	3	has	have	VERB
cana-1472	170	4	413	413	NUM
cana-1472	170	5	and	and	CCONJ
cana-1472	170	6	103	103	NUM
cana-1472	170	7	training	training	NOUN
cana-1472	170	8	and	and	CCONJ
cana-1472	170	9	testing	testing	NOUN
cana-1472	170	10	images	image	NOUN
cana-1472	170	11	respectively	respectively	ADV
cana-1472	170	12	.	.	PUNCT
cana-1472	171	1	the	the	DET
cana-1472	171	2	ground	ground	NOUN
cana-1472	171	3	truth	truth	NOUN
cana-1472	171	4	labels	label	VERB
cana-1472	171	5	for	for	ADP
cana-1472	171	6	diabetic	diabetic	ADJ
cana-1472	171	7	retinopathy	retinopathy	ADJ
cana-1472	171	8	and	and	CCONJ
cana-1472	171	9	diabetic	diabetic	ADJ
cana-1472	171	10	macular	macular	ADJ
cana-1472	171	11	edema	edema	NOUN
cana-1472	171	12	severity	severity	NOUN
cana-1472	171	13	grade	grade	NOUN
cana-1472	171	14	is	be	AUX
cana-1472	171	15	also	also	ADV
cana-1472	171	16	provided	provide	VERB
cana-1472	171	17	for	for	ADP
cana-1472	171	18	training	training	NOUN
cana-1472	171	19	and	and	CCONJ
cana-1472	171	20	testing	testing	NOUN
cana-1472	171	21	analysis	analysis	NOUN
cana-1472	171	22	.	.	PUNCT
cana-1472	172	1	b.	b.	PROPN
cana-1472	172	2	implementation	implementation	NOUN
cana-1472	172	3	details	detail	NOUN
cana-1472	172	4	all	all	DET
cana-1472	172	5	the	the	DET
cana-1472	172	6	images	image	NOUN
cana-1472	172	7	are	be	AUX
cana-1472	172	8	resized	resize	VERB
cana-1472	172	9	to	to	ADP
cana-1472	172	10	256	256	NUM
cana-1472	172	11	256	256	NUM
cana-1472	172	12	for	for	ADP
cana-1472	172	13	training	train	VERB
cana-1472	172	14	the	the	DET
cana-1472	172	15	proposed	propose	VERB
cana-1472	172	16	network	network	NOUN
cana-1472	172	17	.	.	PUNCT
cana-1472	173	1	while	while	SCONJ
cana-1472	173	2	training	train	VERB
cana-1472	173	3	the	the	DET
cana-1472	173	4	proposed	propose	VERB
cana-1472	173	5	network	network	NOUN
cana-1472	173	6	on	on	ADP
cana-1472	173	7	idrid	idrid	NOUN
cana-1472	173	8	[	[	X
cana-1472	173	9	10	10	NUM
cana-1472	173	10	]	]	PUNCT
cana-1472	173	11	database	database	NOUN
cana-1472	173	12	,	,	PUNCT
cana-1472	173	13	we	we	PRON
cana-1472	173	14	have	have	AUX
cana-1472	173	15	performed	perform	VERB
cana-1472	173	16	the	the	DET
cana-1472	173	17	data	datum	NOUN
cana-1472	173	18	augmentation	augmentation	NOUN
cana-1472	173	19	like	like	ADP
cana-1472	173	20	horizontal	horizontal	ADJ
cana-1472	173	21	and	and	CCONJ
cana-1472	173	22	vertical	vertical	ADJ
cana-1472	173	23	flipping	flipping	NOUN
cana-1472	173	24	as	as	SCONJ
cana-1472	173	25	number	number	NOUN
cana-1472	173	26	of	of	ADP
cana-1472	173	27	training	training	NOUN
cana-1472	173	28	images	image	NOUN
cana-1472	173	29	are	be	AUX
cana-1472	173	30	less	less	ADJ
cana-1472	173	31	.	.	PUNCT
cana-1472	174	1	we	we	PRON
cana-1472	174	2	train	train	VERB
cana-1472	174	3	the	the	DET
cana-1472	174	4	network	network	NOUN
cana-1472	174	5	on	on	ADP
cana-1472	174	6	google	google	PROPN
cana-1472	174	7	colab	colab	PROPN
cana-1472	174	8	with	with	ADP
cana-1472	174	9	batch	batch	NOUN
cana-1472	174	10	size	size	NOUN
cana-1472	174	11	of	of	ADP
cana-1472	174	12	16	16	NUM
cana-1472	174	13	and	and	CCONJ
cana-1472	174	14	learning	learn	VERB
cana-1472	174	15	rate	rate	NOUN
cana-1472	174	16	0.00002	0.00002	NUM
cana-1472	174	17	.	.	PUNCT
cana-1472	175	1	we	we	PRON
cana-1472	175	2	have	have	AUX
cana-1472	175	3	kept	keep	VERB
cana-1472	175	4	1x4	1x4	NUM
cana-1472	175	5	(	(	PUNCT
cana-1472	175	6	four	four	NUM
cana-1472	175	7	classes	class	NOUN
cana-1472	175	8	)	)	PUNCT
cana-1472	175	9	and	and	CCONJ
cana-1472	175	10	1x5	1x5	NUM
cana-1472	175	11	(	(	PUNCT
cana-1472	175	12	five	five	NUM
cana-1472	175	13	classes	class	NOUN
cana-1472	175	14	)	)	PUNCT
cana-1472	175	15	dimensional	dimensional	ADJ
cana-1472	175	16	fully	fully	ADV
cana-1472	175	17	connected	connect	VERB
cana-1472	175	18	layer	layer	NOUN
cana-1472	175	19	at	at	ADP
cana-1472	175	20	last	last	ADJ
cana-1472	175	21	while	while	SCONJ
cana-1472	175	22	training	training	NOUN
cana-1472	175	23	on	on	ADP
cana-1472	175	24	idrid	idrid	NOUN
cana-1472	175	25	and	and	CCONJ
cana-1472	175	26	messidor	messidor	PROPN
cana-1472	175	27	database	database	PROPN
cana-1472	175	28	respectively	respectively	ADV
cana-1472	175	29	.	.	PUNCT
cana-1472	176	1	v.	v.	AUX
cana-1472	176	2	result	result	VERB
cana-1472	176	3	analysis	analysis	NOUN
cana-1472	176	4	the	the	DET
cana-1472	176	5	effectiveness	effectiveness	NOUN
cana-1472	176	6	of	of	ADP
cana-1472	176	7	the	the	DET
cana-1472	176	8	proposed	propose	VERB
cana-1472	176	9	and	and	CCONJ
cana-1472	176	10	existing	exist	VERB
cana-1472	176	11	architectures	architecture	NOUN
cana-1472	176	12	is	be	AUX
cana-1472	176	13	analysed	analyse	VERB
cana-1472	176	14	on	on	ADP
cana-1472	176	15	testing	testing	NOUN
cana-1472	176	16	splits	split	NOUN
cana-1472	176	17	of	of	ADP
cana-1472	176	18	messidor	messidor	NOUN
cana-1472	177	1	[	[	X
cana-1472	177	2	9	9	NUM
cana-1472	177	3	]	]	PUNCT
cana-1472	177	4	and	and	CCONJ
cana-1472	177	5	idrid	idrid	VERB
cana-1472	177	6	[	[	X
cana-1472	177	7	10	10	NUM
cana-1472	177	8	]	]	ADJ
cana-1472	177	9	database	database	NOUN
cana-1472	177	10	.	.	PUNCT
cana-1472	178	1	the	the	DET
cana-1472	178	2	parameters	parameter	NOUN
cana-1472	178	3	like	like	ADP
cana-1472	178	4	accuracy	accuracy	NOUN
cana-1472	178	5	,	,	PUNCT
cana-1472	178	6	sensitivity	sensitivity	NOUN
cana-1472	178	7	and	and	CCONJ
cana-1472	178	8	specificity	specificity	NOUN
cana-1472	178	9	are	be	AUX
cana-1472	178	10	calculated	calculate	VERB
cana-1472	178	11	table	table	NOUN
cana-1472	178	12	i	i	PRON
cana-1472	178	13	classification	classification	NOUN
cana-1472	178	14	accuracy	accuracy	NOUN
cana-1472	178	15	analysis	analysis	NOUN
cana-1472	178	16	of	of	ADP
cana-1472	178	17	diabetic	diabetic	ADJ
cana-1472	178	18	retinopathy	retinopathy	NOUN
cana-1472	178	19	on	on	ADP
cana-1472	178	20	messidor	messidor	NOUN
cana-1472	178	21	[	[	X
cana-1472	178	22	9	9	NUM
cana-1472	178	23	]	]	SYM
cana-1472	178	24	database	database	NOUN
cana-1472	178	25	.	.	PUNCT
cana-1472	179	1	method	method	NOUN
cana-1472	179	2	accuracy	accuracy	NOUN
cana-1472	179	3	sensitivity	sensitivity	NOUN
cana-1472	179	4	specificity	specificity	NOUN
cana-1472	179	5	vgg-19	vgg-19	PROPN
cana-1472	180	1	[	[	X
cana-1472	180	2	24	24	NUM
cana-1472	180	3	]	]	PUNCT
cana-1472	180	4	89.51	89.51	NUM
cana-1472	180	5	%	%	NOUN
cana-1472	180	6	79.21	79.21	NUM
cana-1472	180	7	%	%	NOUN
cana-1472	180	8	91.74	91.74	NUM
cana-1472	180	9	%	%	NOUN
cana-1472	180	10	resnet	resnet	NOUN
cana-1472	180	11	[	[	X
cana-1472	180	12	25	25	NUM
cana-1472	180	13	]	]	PUNCT
cana-1472	180	14	90.01	90.01	NUM
cana-1472	180	15	%	%	NOUN
cana-1472	180	16	79.65	79.65	NUM
cana-1472	180	17	%	%	NOUN
cana-1472	180	18	92.35	92.35	NUM
cana-1472	180	19	%	%	NOUN
cana-1472	180	20	googlenet	googlenet	NOUN
cana-1472	181	1	[	[	X
cana-1472	181	2	26	26	NUM
cana-1472	181	3	]	]	PUNCT
cana-1472	181	4	90.25	90.25	NUM
cana-1472	181	5	%	%	NOUN
cana-1472	181	6	80.87	80.87	NUM
cana-1472	181	7	%	%	NOUN
cana-1472	181	8	93.18	93.18	NUM
cana-1472	181	9	%	%	NOUN
cana-1472	181	10	inceptionnet	inceptionnet	NOUN
cana-1472	182	1	[	[	X
cana-1472	182	2	27	27	NUM
cana-1472	182	3	]	]	SYM
cana-1472	182	4	91.12	91.12	NUM
cana-1472	182	5	%	%	NOUN
cana-1472	182	6	81.36	81.36	NUM
cana-1472	182	7	%	%	NOUN
cana-1472	182	8	93.87	93.87	NUM
cana-1472	182	9	%	%	NOUN
cana-1472	182	10	proposed	propose	VERB
cana-1472	182	11	91.67	91.67	NUM
cana-1472	182	12	%	%	NOUN
cana-1472	182	13	82.99	82.99	NUM
cana-1472	182	14	%	%	NOUN
cana-1472	182	15	94.63	94.63	NUM
cana-1472	182	16	%	%	NOUN
cana-1472	182	17	table	table	NOUN
cana-1472	182	18	ii	ii	NOUN
cana-1472	182	19	classification	classification	NOUN
cana-1472	182	20	accuracy	accuracy	NOUN
cana-1472	182	21	analysis	analysis	NOUN
cana-1472	182	22	of	of	ADP
cana-1472	182	23	diabetic	diabetic	ADJ
cana-1472	182	24	retinopathy	retinopathy	NOUN
cana-1472	182	25	on	on	ADP
cana-1472	182	26	idrid	idrid	NOUN
cana-1472	182	27	[	[	X
cana-1472	182	28	10	10	NUM
cana-1472	182	29	]	]	ADJ
cana-1472	182	30	database	database	NOUN
cana-1472	182	31	.	.	PUNCT
cana-1472	183	1	method	method	NOUN
cana-1472	183	2	accuracy	accuracy	NOUN
cana-1472	183	3	(	(	PUNCT
cana-1472	183	4	%	%	INTJ
cana-1472	183	5	)	)	PUNCT
cana-1472	183	6	sensitivity	sensitivity	NOUN
cana-1472	183	7	(	(	PUNCT
cana-1472	183	8	%	%	INTJ
cana-1472	183	9	)	)	PUNCT
cana-1472	183	10	specificity	specificity	NOUN
cana-1472	183	11	(	(	PUNCT
cana-1472	183	12	%	%	INTJ
cana-1472	183	13	)	)	PUNCT
cana-1472	183	14	vgg-19	vgg-19	PROPN
cana-1472	184	1	[	[	X
cana-1472	184	2	24	24	NUM
cana-1472	184	3	84.79	84.79	NUM
cana-1472	184	4	78.69	78.69	NUM
cana-1472	184	5	89.09	89.09	NUM
cana-1472	184	6	resnet	resnet	NOUN
cana-1472	184	7	[	[	X
cana-1472	184	8	25	25	NUM
cana-1472	184	9	]	]	PUNCT
cana-1472	184	10	85.22	85.22	NUM
cana-1472	184	11	79.26	79.26	NUM
cana-1472	184	12	90.36	90.36	NUM
cana-1472	184	13	googlenet	googlenet	NOUN
cana-1472	185	1	[	[	X
cana-1472	185	2	26	26	NUM
cana-1472	185	3	]	]	PUNCT
cana-1472	185	4	85.99	85.99	NUM
cana-1472	185	5	79.89	79.89	NUM
cana-1472	185	6	91.79	91.79	NUM
cana-1472	185	7	inceptionnet	inceptionnet	NOUN
cana-1472	186	1	[	[	X
cana-1472	186	2	27	27	NUM
cana-1472	186	3	]	]	PUNCT
cana-1472	186	4	86.35	86.35	NUM
cana-1472	186	5	80.17	80.17	NUM
cana-1472	186	6	91.54	91.54	NUM
cana-1472	186	7	proposed	propose	VERB
cana-1472	186	8	83.56	83.56	NUM
cana-1472	186	9	80.81	80.81	NUM
cana-1472	186	10	92.61	92.61	NUM
cana-1472	186	11	communications	communication	NOUN
cana-1472	186	12	on	on	ADP
cana-1472	186	13	applied	apply	VERB
cana-1472	186	14	nonlinear	nonlinear	ADJ
cana-1472	186	15	analysis	analysis	NOUN
cana-1472	186	16	issn	issn	NOUN
cana-1472	186	17	:	:	PUNCT
cana-1472	186	18	1074	1074	NUM
cana-1472	186	19	-	-	PUNCT
cana-1472	186	20	133x	133x	NUM
cana-1472	186	21	vol	vol	NOUN
cana-1472	186	22	31	31	NUM
cana-1472	186	23	no	no	NOUN
cana-1472	186	24	.	.	PUNCT
cana-1472	187	1	7s	7	NOUN
cana-1472	187	2	(	(	PUNCT
cana-1472	187	3	2024	2024	NUM
cana-1472	187	4	)	)	PUNCT
cana-1472	187	5	693	693	NUM
cana-1472	187	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	187	7	fig	fig	NOUN
cana-1472	187	8	.	.	PUNCT
cana-1472	188	1	6	6	NUM
cana-1472	188	2	.	.	X
cana-1472	188	3	analysis	analysis	NOUN
cana-1472	188	4	with	with	ADP
cana-1472	188	5	accuracy	accuracy	NOUN
cana-1472	188	6	,	,	PUNCT
cana-1472	188	7	sensitivity	sensitivity	NOUN
cana-1472	188	8	and	and	CCONJ
cana-1472	188	9	specificity	specificity	NOUN
cana-1472	188	10	on	on	ADP
cana-1472	188	11	messidor	messidor	PROPN
cana-1472	188	12	(	(	PUNCT
cana-1472	188	13	top	top	ADJ
cana-1472	188	14	graph	graph	NOUN
cana-1472	188	15	)	)	PUNCT
cana-1472	188	16	and	and	CCONJ
cana-1472	188	17	idrid	idrid	VERB
cana-1472	188	18	[	[	X
cana-1472	188	19	10	10	NUM
cana-1472	188	20	]	]	X
cana-1472	188	21	(	(	PUNCT
cana-1472	188	22	bottom	bottom	ADJ
cana-1472	188	23	graph	graph	NOUN
cana-1472	188	24	)	)	PUNCT
cana-1472	188	25	.	.	PUNCT
cana-1472	189	1	specificity	specificity	NOUN
cana-1472	189	2	are	be	AUX
cana-1472	189	3	calculated	calculate	VERB
cana-1472	189	4	in	in	ADP
cana-1472	189	5	terms	term	NOUN
cana-1472	189	6	of	of	ADP
cana-1472	189	7	true	true	ADJ
cana-1472	189	8	positive	positive	ADJ
cana-1472	189	9	(	(	PUNCT
cana-1472	189	10	tp	tp	NOUN
cana-1472	189	11	)	)	PUNCT
cana-1472	189	12	,	,	PUNCT
cana-1472	189	13	true	true	ADJ
cana-1472	189	14	negative	negative	ADJ
cana-1472	189	15	(	(	PUNCT
cana-1472	189	16	tn	tn	NOUN
cana-1472	189	17	)	)	PUNCT
cana-1472	189	18	,	,	PUNCT
cana-1472	189	19	false	false	ADJ
cana-1472	189	20	positive	positive	ADJ
cana-1472	189	21	(	(	PUNCT
cana-1472	189	22	fp	fp	NOUN
cana-1472	189	23	)	)	PUNCT
cana-1472	189	24	,	,	PUNCT
cana-1472	189	25	and	and	CCONJ
cana-1472	189	26	false	false	ADJ
cana-1472	189	27	negative	negative	ADJ
cana-1472	189	28	(	(	PUNCT
cana-1472	189	29	fn	fn	NOUN
cana-1472	189	30	)	)	PUNCT
cana-1472	189	31	.	.	PUNCT
cana-1472	190	1	mathematical	mathematical	ADJ
cana-1472	190	2	expression	expression	NOUN
cana-1472	190	3	are	be	AUX
cana-1472	190	4	given	give	VERB
cana-1472	190	5	below	below	ADP
cana-1472	190	6	:	:	PUNCT
cana-1472	190	7	accuracy	accuracy	NOUN
cana-1472	190	8	=	=	SYM
cana-1472	190	9	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	X
cana-1472	190	10	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	PUNCT
cana-1472	190	11	(	(	PUNCT
cana-1472	190	12	8)	8)	NUM
cana-1472	190	13	sensitivity	sensitivity	NOUN
cana-1472	190	14	=	=	SYM
cana-1472	190	15	𝑇𝑃	𝑇𝑃	NOUN
cana-1472	190	16	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
cana-1472	190	17	(	(	PUNCT
cana-1472	190	18	9	9	NUM
cana-1472	190	19	)	)	PUNCT
cana-1472	190	20	specificity	specificity	NOUN
cana-1472	190	21	=	=	SYM
cana-1472	190	22	𝑇𝑁	𝑇𝑁	PROPN
cana-1472	190	23	𝑇𝑁+𝐹𝑃	𝑇𝑁+𝐹𝑃	NOUN
cana-1472	190	24	(	(	PUNCT
cana-1472	190	25	10	10	NUM
cana-1472	190	26	)	)	PUNCT
cana-1472	190	27	the	the	DET
cana-1472	190	28	quantitative	quantitative	ADJ
cana-1472	190	29	analysis	analysis	NOUN
cana-1472	190	30	on	on	ADP
cana-1472	190	31	messidor	messidor	NOUN
cana-1472	190	32	and	and	CCONJ
cana-1472	190	33	idrid	idrid	NOUN
cana-1472	190	34	databases	database	NOUN
cana-1472	190	35	is	be	AUX
cana-1472	190	36	provided	provide	VERB
cana-1472	190	37	in	in	ADP
cana-1472	190	38	table	table	NOUN
cana-1472	190	39	i	i	PRON
cana-1472	190	40	and	and	CCONJ
cana-1472	190	41	ii	ii	NOUN
cana-1472	190	42	respectively	respectively	ADV
cana-1472	190	43	.	.	PUNCT
cana-1472	191	1	also	also	ADV
cana-1472	191	2	,	,	PUNCT
cana-1472	191	3	the	the	DET
cana-1472	191	4	graphical	graphical	ADJ
cana-1472	191	5	analysis	analysis	NOUN
cana-1472	191	6	on	on	ADP
cana-1472	191	7	both	both	CCONJ
cana-1472	191	8	the	the	DET
cana-1472	191	9	databases	database	NOUN
cana-1472	191	10	is	be	AUX
cana-1472	191	11	provided	provide	VERB
cana-1472	191	12	in	in	ADP
cana-1472	191	13	figure	figure	NOUN
cana-1472	191	14	6	6	NUM
cana-1472	191	15	.	.	PUNCT
cana-1472	191	16	from	from	ADP
cana-1472	191	17	these	these	DET
cana-1472	191	18	results	result	NOUN
cana-1472	191	19	,	,	PUNCT
cana-1472	191	20	it	it	PRON
cana-1472	191	21	is	be	AUX
cana-1472	191	22	clear	clear	ADJ
cana-1472	191	23	that	that	SCONJ
cana-1472	191	24	the	the	DET
cana-1472	191	25	proposed	propose	VERB
cana-1472	191	26	network	network	NOUN
cana-1472	191	27	is	be	AUX
cana-1472	191	28	works	work	VERB
cana-1472	191	29	effectively	effectively	ADV
cana-1472	191	30	as	as	SCONJ
cana-1472	191	31	compared	compare	VERB
cana-1472	191	32	for	for	ADP
cana-1472	191	33	existing	exist	VERB
cana-1472	191	34	state	state	NOUN
cana-1472	191	35	-	-	PUNCT
cana-1472	191	36	of	of	ADP
cana-1472	191	37	-	-	PUNCT
cana-1472	191	38	the	the	DET
cana-1472	191	39	-	-	PUNCT
cana-1472	191	40	art	art	NOUN
cana-1472	191	41	methods	method	NOUN
cana-1472	191	42	for	for	ADP
cana-1472	191	43	diabetic	diabetic	ADJ
cana-1472	191	44	retinopathy	retinopathy	ADJ
cana-1472	191	45	classification	classification	NOUN
cana-1472	191	46	.	.	PUNCT
cana-1472	192	1	iv	iv	X
cana-1472	192	2	.	.	PUNCT
cana-1472	192	3	conclusion	conclusion	NOUN
cana-1472	192	4	a	a	DET
cana-1472	192	5	modality	modality	NOUN
cana-1472	192	6	integration	integration	NOUN
cana-1472	192	7	feature	feature	NOUN
cana-1472	192	8	fusion	fusion	NOUN
cana-1472	192	9	network	network	NOUN
cana-1472	192	10	is	be	AUX
cana-1472	192	11	used	use	VERB
cana-1472	192	12	in	in	ADP
cana-1472	192	13	the	the	DET
cana-1472	192	14	current	current	ADJ
cana-1472	192	15	study	study	NOUN
cana-1472	192	16	project	project	NOUN
cana-1472	192	17	to	to	PART
cana-1472	192	18	classify	classify	VERB
cana-1472	192	19	images	image	NOUN
cana-1472	192	20	of	of	ADP
cana-1472	192	21	diabetic	diabetic	ADJ
cana-1472	192	22	retinopathy	retinopathy	NOUN
cana-1472	192	23	.	.	PUNCT
cana-1472	193	1	the	the	DET
cana-1472	193	2	current	current	ADJ
cana-1472	193	3	work	work	NOUN
cana-1472	193	4	uses	use	VERB
cana-1472	193	5	a	a	DET
cana-1472	193	6	cross	cross	ADJ
cana-1472	193	7	-	-	ADJ
cana-1472	193	8	channel	channel	ADJ
cana-1472	193	9	feature	feature	NOUN
cana-1472	193	10	fusion	fusion	NOUN
cana-1472	193	11	approach	approach	NOUN
cana-1472	193	12	to	to	PART
cana-1472	193	13	effectively	effectively	ADV
cana-1472	193	14	extract	extract	VERB
cana-1472	193	15	information	information	NOUN
cana-1472	193	16	from	from	ADP
cana-1472	193	17	several	several	ADJ
cana-1472	193	18	modalities	modality	NOUN
cana-1472	193	19	.	.	PUNCT
cana-1472	194	1	a	a	DET
cana-1472	194	2	cross	cross	ADJ
cana-1472	194	3	-	-	ADJ
cana-1472	194	4	channel	channel	ADJ
cana-1472	194	5	attention	attention	NOUN
cana-1472	194	6	module	module	NOUN
cana-1472	194	7	that	that	PRON
cana-1472	194	8	is	be	AUX
cana-1472	194	9	coupled	couple	VERB
cana-1472	194	10	with	with	ADP
cana-1472	194	11	a	a	DET
cana-1472	194	12	two	two	NUM
cana-1472	194	13	-	-	PUNCT
cana-1472	194	14	stream	stream	NOUN
cana-1472	194	15	model	model	NOUN
cana-1472	194	16	is	be	AUX
cana-1472	194	17	used	use	VERB
cana-1472	194	18	to	to	PART
cana-1472	194	19	accomplish	accomplish	VERB
cana-1472	194	20	this	this	DET
cana-1472	194	21	method	method	NOUN
cana-1472	194	22	.	.	PUNCT
cana-1472	195	1	this	this	DET
cana-1472	195	2	method	method	NOUN
cana-1472	195	3	greatly	greatly	ADV
cana-1472	195	4	enhances	enhance	VERB
cana-1472	195	5	the	the	DET
cana-1472	195	6	model	model	NOUN
cana-1472	195	7	's	's	PART
cana-1472	195	8	performance	performance	NOUN
cana-1472	195	9	and	and	CCONJ
cana-1472	195	10	accuracy	accuracy	NOUN
cana-1472	195	11	in	in	ADP
cana-1472	195	12	an	an	DET
cana-1472	195	13	image	image	NOUN
cana-1472	195	14	classification	classification	NOUN
cana-1472	195	15	task	task	NOUN
cana-1472	195	16	by	by	ADP
cana-1472	195	17	enabling	enable	VERB
cana-1472	195	18	it	it	PRON
cana-1472	195	19	to	to	PART
cana-1472	195	20	concentrate	concentrate	VERB
cana-1472	195	21	on	on	ADP
cana-1472	195	22	and	and	CCONJ
cana-1472	195	23	collect	collect	VERB
cana-1472	195	24	data	datum	NOUN
cana-1472	195	25	from	from	ADP
cana-1472	195	26	several	several	ADJ
cana-1472	195	27	channels	channel	NOUN
cana-1472	195	28	.	.	PUNCT
cana-1472	196	1	the	the	DET
cana-1472	196	2	empirical	empirical	ADJ
cana-1472	196	3	findings	finding	NOUN
cana-1472	196	4	demonstrate	demonstrate	VERB
cana-1472	196	5	a	a	DET
cana-1472	196	6	performance	performance	NOUN
cana-1472	196	7	parameter	parameter	NOUN
cana-1472	196	8	analysis	analysis	NOUN
cana-1472	196	9	,	,	PUNCT
cana-1472	196	10	accuracy	accuracy	NOUN
cana-1472	196	11	(	(	PUNCT
cana-1472	196	12	83.33	83.33	NUM
cana-1472	196	13	%	%	NOUN
cana-1472	196	14	)	)	PUNCT
cana-1472	196	15	,	,	PUNCT
cana-1472	196	16	sensitivity	sensitivity	NOUN
cana-1472	196	17	(	(	PUNCT
cana-1472	196	18	86.67	86.67	NUM
cana-1472	196	19	%	%	NOUN
cana-1472	196	20	)	)	PUNCT
cana-1472	196	21	,	,	PUNCT
cana-1472	196	22	and	and	CCONJ
cana-1472	196	23	specificity	specificity	NOUN
cana-1472	196	24	(	(	PUNCT
cana-1472	196	25	94.44	94.44	NUM
cana-1472	196	26	%	%	NOUN
cana-1472	196	27	)	)	PUNCT
cana-1472	196	28	on	on	ADP
cana-1472	196	29	messidor	messidor	PROPN
cana-1472	196	30	database	database	NOUN
cana-1472	196	31	and	and	CCONJ
cana-1472	196	32	accuracy	accuracy	NOUN
cana-1472	196	33	(	(	PUNCT
cana-1472	196	34	87.56	87.56	NUM
cana-1472	196	35	%	%	NOUN
cana-1472	196	36	)	)	PUNCT
cana-1472	196	37	,	,	PUNCT
cana-1472	196	38	sensitivity	sensitivity	NOUN
cana-1472	196	39	(	(	PUNCT
cana-1472	196	40	92.61	92.61	NUM
cana-1472	196	41	%	%	NOUN
cana-1472	196	42	)	)	PUNCT
cana-1472	196	43	,	,	PUNCT
cana-1472	196	44	and	and	CCONJ
cana-1472	196	45	specificity	specificity	NOUN
cana-1472	196	46	(	(	PUNCT
cana-1472	196	47	80.81	80.81	NUM
cana-1472	196	48	%	%	NOUN
cana-1472	196	49	)	)	PUNCT
cana-1472	196	50	on	on	ADP
cana-1472	196	51	idrid	idrid	NOUN
cana-1472	196	52	database	database	NOUN
cana-1472	196	53	.	.	PUNCT
cana-1472	197	1	the	the	DET
cana-1472	197	2	present	present	ADJ
cana-1472	197	3	work	work	NOUN
cana-1472	197	4	attains	attain	NOUN
cana-1472	197	5	85.45	85.45	NUM
cana-1472	197	6	%	%	NOUN
cana-1472	197	7	average	average	ADJ
cana-1472	197	8	accuracy	accuracy	NOUN
cana-1472	197	9	which	which	PRON
cana-1472	197	10	is	be	AUX
cana-1472	197	11	significantly	significantly	ADV
cana-1472	197	12	better	well	ADJ
cana-1472	197	13	as	as	SCONJ
cana-1472	197	14	compared	compare	VERB
cana-1472	197	15	to	to	ADP
cana-1472	197	16	an	an	DET
cana-1472	197	17	existing	exist	VERB
cana-1472	197	18	stateof	stateof	ADJ
cana-1472	197	19	-	-	PUNCT
cana-1472	197	20	the	the	DET
cana-1472	197	21	-	-	PUNCT
cana-1472	197	22	art	art	NOUN
cana-1472	197	23	deep	deep	ADJ
cana-1472	197	24	learning	learning	NOUN
cana-1472	197	25	architectures	architecture	NOUN
cana-1472	197	26	for	for	ADP
cana-1472	197	27	dr	dr	PROPN
cana-1472	197	28	image	image	NOUN
cana-1472	197	29	classification	classification	NOUN
cana-1472	197	30	.	.	PUNCT
cana-1472	198	1	references	reference	NOUN
cana-1472	198	2	[	[	X
cana-1472	198	3	1	1	NUM
cana-1472	198	4	]	]	X
cana-1472	198	5	c.-h	c.-h	NOUN
cana-1472	198	6	.	.	PUNCT
cana-1472	199	1	hua	hua	PROPN
cana-1472	199	2	,	,	PUNCT
cana-1472	199	3	k.	k.	PROPN
cana-1472	199	4	kim	kim	PROPN
cana-1472	199	5	,	,	PUNCT
cana-1472	199	6	t.	t.	PROPN
cana-1472	199	7	huynh	huynh	PROPN
cana-1472	199	8	-	-	PROPN
cana-1472	199	9	the	the	PROPN
cana-1472	199	10	,	,	PUNCT
cana-1472	199	11	j.	j.	PROPN
cana-1472	199	12	i.	i.	PROPN
cana-1472	199	13	you	you	PRON
cana-1472	199	14	,	,	PUNCT
cana-1472	199	15	s.-y	s.-y	NOUN
cana-1472	199	16	.	.	PUNCT
cana-1472	200	1	yu	yu	PROPN
cana-1472	200	2	,	,	PUNCT
cana-1472	200	3	t.	t.	PROPN
cana-1472	200	4	le	le	PROPN
cana-1472	200	5	-	-	PROPN
cana-1472	200	6	tien	tien	PROPN
cana-1472	200	7	,	,	PUNCT
cana-1472	200	8	s.-h	s.-h	NOUN
cana-1472	200	9	.	.	PUNCT
cana-1472	201	1	bae	bae	NOUN
cana-1472	201	2	,	,	PUNCT
cana-1472	201	3	and	and	CCONJ
cana-1472	201	4	s.	s.	PROPN
cana-1472	201	5	lee	lee	PROPN
cana-1472	201	6	,	,	PUNCT
cana-1472	201	7	“	"	PUNCT
cana-1472	201	8	convolutional	convolutional	ADJ
cana-1472	201	9	network	network	NOUN
cana-1472	201	10	with	with	ADP
cana-1472	201	11	twofold	twofold	ADJ
cana-1472	201	12	feature	feature	NOUN
cana-1472	201	13	augmentation	augmentation	NOUN
cana-1472	201	14	for	for	ADP
cana-1472	201	15	diabetic	diabetic	ADJ
cana-1472	201	16	retinopathy	retinopathy	ADJ
cana-1472	201	17	recognition	recognition	NOUN
cana-1472	201	18	from	from	ADP
cana-1472	201	19	multi	multi	ADJ
cana-1472	201	20	-	-	ADJ
cana-1472	201	21	modal	modal	ADJ
cana-1472	201	22	images	image	NOUN
cana-1472	201	23	,	,	PUNCT
cana-1472	201	24	”	"	PUNCT
cana-1472	201	25	ieee	ieee	NOUN
cana-1472	201	26	journal	journal	NOUN
cana-1472	201	27	of	of	ADP
cana-1472	201	28	biomedical	biomedical	ADJ
cana-1472	201	29	and	and	CCONJ
cana-1472	201	30	health	health	NOUN
cana-1472	201	31	informatics	informatic	NOUN
cana-1472	201	32	,	,	PUNCT
cana-1472	201	33	vol	vol	NOUN
cana-1472	201	34	.	.	PROPN
cana-1472	201	35	25	25	NUM
cana-1472	201	36	,	,	PUNCT
cana-1472	201	37	no	no	INTJ
cana-1472	201	38	.	.	NOUN
cana-1472	201	39	7	7	NUM
cana-1472	201	40	,	,	PUNCT
cana-1472	201	41	pp	pp	ADJ
cana-1472	201	42	.	.	PUNCT
cana-1472	202	1	2686–2697	2686–2697	NUM
cana-1472	202	2	,	,	PUNCT
cana-1472	202	3	2020	2020	NUM
cana-1472	202	4	.	.	PUNCT
cana-1472	203	1	communications	communication	NOUN
cana-1472	203	2	on	on	ADP
cana-1472	203	3	applied	apply	VERB
cana-1472	203	4	nonlinear	nonlinear	ADJ
cana-1472	203	5	analysis	analysis	NOUN
cana-1472	203	6	issn	issn	NOUN
cana-1472	203	7	:	:	PUNCT
cana-1472	203	8	1074	1074	NUM
cana-1472	203	9	-	-	PUNCT
cana-1472	203	10	133x	133x	NUM
cana-1472	203	11	vol	vol	NOUN
cana-1472	203	12	31	31	NUM
cana-1472	203	13	no	no	NOUN
cana-1472	203	14	.	.	PUNCT
cana-1472	204	1	7s	7	NOUN
cana-1472	204	2	(	(	PUNCT
cana-1472	204	3	2024	2024	NUM
cana-1472	204	4	)	)	PUNCT
cana-1472	204	5	694	694	NUM
cana-1472	204	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	205	1	[	[	X
cana-1472	205	2	2	2	X
cana-1472	205	3	]	]	PUNCT
cana-1472	205	4	d.	d.	PROPN
cana-1472	205	5	ophthalmoscopy	ophthalmoscopy	PROPN
cana-1472	205	6	and	and	CCONJ
cana-1472	205	7	e.	e.	PROPN
cana-1472	205	8	levels	levels	PROPN
cana-1472	205	9	,	,	PUNCT
cana-1472	205	10	“	"	PUNCT
cana-1472	205	11	international	international	ADJ
cana-1472	205	12	clinical	clinical	ADJ
cana-1472	205	13	diabetic	diabetic	ADJ
cana-1472	205	14	retinopathy	retinopathy	ADJ
cana-1472	205	15	disease	disease	NOUN
cana-1472	205	16	severity	severity	NOUN
cana-1472	205	17	scale	scale	NOUN
cana-1472	205	18	detailed	detailed	ADJ
cana-1472	205	19	table	table	NOUN
cana-1472	205	20	,	,	PUNCT
cana-1472	205	21	”	"	PUNCT
cana-1472	205	22	2002	2002	NUM
cana-1472	205	23	.	.	PUNCT
cana-1472	206	1	[	[	X
cana-1472	206	2	3	3	X
cana-1472	206	3	]	]	PUNCT
cana-1472	206	4	j.	j.	PROPN
cana-1472	206	5	w.	w.	PROPN
cana-1472	206	6	yau	yau	PROPN
cana-1472	206	7	,	,	PUNCT
cana-1472	206	8	s.	s.	PROPN
cana-1472	206	9	l.	l.	PROPN
cana-1472	206	10	rogers	rogers	PROPN
cana-1472	206	11	,	,	PUNCT
cana-1472	206	12	r.	r.	PROPN
cana-1472	206	13	kawasaki	kawasaki	PROPN
cana-1472	206	14	,	,	PUNCT
cana-1472	206	15	e.	e.	PROPN
cana-1472	206	16	l.	l.	PROPN
cana-1472	206	17	lamoureux	lamoureux	PROPN
cana-1472	206	18	,	,	PUNCT
cana-1472	206	19	j.	j.	PROPN
cana-1472	206	20	w.	w.	PROPN
cana-1472	206	21	kowalski	kowalski	PROPN
cana-1472	206	22	,	,	PUNCT
cana-1472	206	23	t.	t.	PROPN
cana-1472	206	24	bek	bek	PROPN
cana-1472	206	25	,	,	PUNCT
cana-1472	206	26	s.-j	s.-j	PROPN
cana-1472	206	27	.	.	PUNCT
cana-1472	207	1	chen	chen	PROPN
cana-1472	207	2	,	,	PUNCT
cana-1472	207	3	j.	j.	PROPN
cana-1472	207	4	m.	m.	PROPN
cana-1472	207	5	dekker	dekker	PROPN
cana-1472	207	6	,	,	PUNCT
cana-1472	207	7	a.	a.	PROPN
cana-1472	207	8	fletcher	fletcher	PROPN
cana-1472	207	9	,	,	PUNCT
cana-1472	207	10	j.	j.	PROPN
cana-1472	207	11	grauslund	grauslund	VERB
cana-1472	207	12	et	et	PROPN
cana-1472	207	13	al	al	PROPN
cana-1472	207	14	.	.	PROPN
cana-1472	207	15	,	,	PUNCT
cana-1472	207	16	“	"	PUNCT
cana-1472	207	17	global	global	ADJ
cana-1472	207	18	prevalence	prevalence	NOUN
cana-1472	207	19	and	and	CCONJ
cana-1472	207	20	major	major	ADJ
cana-1472	207	21	risk	risk	NOUN
cana-1472	207	22	factors	factor	NOUN
cana-1472	207	23	of	of	ADP
cana-1472	207	24	diabetic	diabetic	ADJ
cana-1472	207	25	retinopathy	retinopathy	NOUN
cana-1472	207	26	,	,	PUNCT
cana-1472	207	27	”	"	PUNCT
cana-1472	207	28	diabetes	diabetes	NOUN
cana-1472	207	29	care	care	NOUN
cana-1472	207	30	,	,	PUNCT
cana-1472	207	31	vol	vol	NOUN
cana-1472	207	32	.	.	PROPN
cana-1472	207	33	35	35	NUM
cana-1472	207	34	,	,	PUNCT
cana-1472	207	35	no	no	INTJ
cana-1472	207	36	.	.	NOUN
cana-1472	207	37	3	3	NUM
cana-1472	207	38	,	,	PUNCT
cana-1472	207	39	pp	pp	ADJ
cana-1472	207	40	.	.	PUNCT
cana-1472	208	1	556–564	556–564	NUM
cana-1472	208	2	,	,	PUNCT
cana-1472	208	3	2012	2012	NUM
cana-1472	208	4	.	.	PUNCT
cana-1472	209	1	[	[	X
cana-1472	209	2	4	4	X
cana-1472	209	3	]	]	PUNCT
cana-1472	209	4	m.	m.	NOUN
cana-1472	209	5	dubow	dubow	NOUN
cana-1472	209	6	,	,	PUNCT
cana-1472	209	7	a.	a.	NOUN
cana-1472	209	8	pinhas	pinhas	PROPN
cana-1472	209	9	,	,	PUNCT
cana-1472	209	10	n.	n.	PROPN
cana-1472	209	11	shah	shah	PROPN
cana-1472	209	12	,	,	PUNCT
cana-1472	209	13	r.	r.	PROPN
cana-1472	209	14	f.	f.	PROPN
cana-1472	209	15	cooper	cooper	PROPN
cana-1472	209	16	,	,	PUNCT
cana-1472	209	17	a.	a.	PROPN
cana-1472	209	18	gan	gan	PROPN
cana-1472	209	19	,	,	PUNCT
cana-1472	209	20	r.	r.	PROPN
cana-1472	209	21	c.	c.	PROPN
cana-1472	209	22	gentile	gentile	NOUN
cana-1472	209	23	,	,	PUNCT
cana-1472	209	24	v.	v.	PROPN
cana-1472	209	25	hendrix	hendrix	NOUN
cana-1472	209	26	,	,	PUNCT
cana-1472	209	27	y.	y.	PROPN
cana-1472	209	28	n.	n.	PROPN
cana-1472	209	29	sulai	sulai	PROPN
cana-1472	209	30	,	,	PUNCT
cana-1472	209	31	j.	j.	PROPN
cana-1472	209	32	carroll	carroll	PROPN
cana-1472	209	33	,	,	PUNCT
cana-1472	209	34	t.	t.	PROPN
cana-1472	209	35	y.	y.	PROPN
cana-1472	209	36	chui	chui	PROPN
cana-1472	209	37	et	et	PROPN
cana-1472	209	38	al	al	PROPN
cana-1472	209	39	.	.	PROPN
cana-1472	209	40	,	,	PUNCT
cana-1472	209	41	“	"	PUNCT
cana-1472	209	42	classification	classification	NOUN
cana-1472	209	43	of	of	ADP
cana-1472	209	44	human	human	ADJ
cana-1472	209	45	retinal	retinal	ADJ
cana-1472	209	46	microaneurysms	microaneurysm	NOUN
cana-1472	209	47	using	use	VERB
cana-1472	209	48	adaptive	adaptive	ADJ
cana-1472	209	49	optics	optic	NOUN
cana-1472	209	50	scanning	scan	VERB
cana-1472	209	51	light	light	ADJ
cana-1472	209	52	ophthalmoscope	ophthalmoscope	NOUN
cana-1472	209	53	fluorescein	fluorescein	ADJ
cana-1472	209	54	angiography	angiography	NOUN
cana-1472	209	55	,	,	PUNCT
cana-1472	209	56	”	"	PUNCT
cana-1472	209	57	investigative	investigative	ADJ
cana-1472	209	58	ophthalmology	ophthalmology	NOUN
cana-1472	209	59	&	&	CCONJ
cana-1472	209	60	visual	visual	ADJ
cana-1472	209	61	science	science	NOUN
cana-1472	209	62	,	,	PUNCT
cana-1472	209	63	vol	vol	NOUN
cana-1472	209	64	.	.	PROPN
cana-1472	210	1	55	55	NUM
cana-1472	210	2	,	,	PUNCT
cana-1472	210	3	no	no	INTJ
cana-1472	210	4	.	.	NOUN
cana-1472	210	5	3	3	NUM
cana-1472	210	6	,	,	PUNCT
cana-1472	210	7	pp	pp	ADJ
cana-1472	210	8	.	.	PUNCT
cana-1472	211	1	1299–1309	1299–1309	NUM
cana-1472	211	2	,	,	PUNCT
cana-1472	211	3	2014	2014	NUM
cana-1472	211	4	.	.	PUNCT
cana-1472	212	1	[	[	X
cana-1472	212	2	5	5	NUM
cana-1472	212	3	]	]	X
cana-1472	212	4	n.	n.	PROPN
cana-1472	212	5	murugesan	murugesan	PROPN
cana-1472	212	6	,	,	PUNCT
cana-1472	212	7	t.	t.	PROPN
cana-1472	212	8	ü	ü	PROPN
cana-1472	212	9	stunkaya	stunkaya	NOUN
cana-1472	212	10	,	,	PUNCT
cana-1472	212	11	and	and	CCONJ
cana-1472	212	12	e.	e.	PROPN
cana-1472	212	13	p.	p.	PROPN
cana-1472	212	14	feener	feener	PROPN
cana-1472	212	15	,	,	PUNCT
cana-1472	212	16	“	"	PUNCT
cana-1472	212	17	thrombosis	thrombosis	NOUN
cana-1472	212	18	and	and	CCONJ
cana-1472	212	19	hemorrhage	hemorrhage	NOUN
cana-1472	212	20	in	in	ADP
cana-1472	212	21	diabetic	diabetic	ADJ
cana-1472	212	22	retinopathy	retinopathy	NOUN
cana-1472	212	23	:	:	PUNCT
cana-1472	212	24	a	a	DET
cana-1472	212	25	perspective	perspective	NOUN
cana-1472	212	26	from	from	ADP
cana-1472	212	27	an	an	DET
cana-1472	212	28	inflammatory	inflammatory	ADJ
cana-1472	212	29	standpoint	standpoint	NOUN
cana-1472	212	30	,	,	PUNCT
cana-1472	212	31	”	"	PUNCT
cana-1472	212	32	in	in	ADP
cana-1472	212	33	seminars	seminar	NOUN
cana-1472	212	34	in	in	ADP
cana-1472	212	35	thrombosis	thrombosis	NOUN
cana-1472	212	36	and	and	CCONJ
cana-1472	212	37	hemostasis	hemostasis	NOUN
cana-1472	212	38	.	.	PUNCT
cana-1472	213	1	thieme	thieme	NOUN
cana-1472	213	2	medical	medical	ADJ
cana-1472	213	3	publishers	publisher	NOUN
cana-1472	213	4	,	,	PUNCT
cana-1472	213	5	2015	2015	NUM
cana-1472	213	6	,	,	PUNCT
cana-1472	213	7	pp	pp	ADV
cana-1472	213	8	.	.	PUNCT
cana-1472	214	1	659–664	659–664	NUM
cana-1472	214	2	.	.	PUNCT
cana-1472	215	1	[	[	X
cana-1472	215	2	6	6	NUM
cana-1472	215	3	]	]	PUNCT
cana-1472	215	4	j.	j.	PROPN
cana-1472	215	5	amin	amin	PROPN
cana-1472	215	6	,	,	PUNCT
cana-1472	215	7	m.	m.	PROPN
cana-1472	215	8	sharif	sharif	PROPN
cana-1472	215	9	,	,	PUNCT
cana-1472	215	10	m.	m.	PROPN
cana-1472	215	11	yasmin	yasmin	PROPN
cana-1472	215	12	et	et	PROPN
cana-1472	215	13	al	al	PROPN
cana-1472	215	14	.	.	PROPN
cana-1472	215	15	,	,	PUNCT
cana-1472	215	16	“	"	PUNCT
cana-1472	215	17	a	a	DET
cana-1472	215	18	review	review	NOUN
cana-1472	215	19	on	on	ADP
cana-1472	215	20	recent	recent	ADJ
cana-1472	215	21	developments	development	NOUN
cana-1472	215	22	for	for	ADP
cana-1472	215	23	detection	detection	NOUN
cana-1472	215	24	of	of	ADP
cana-1472	215	25	diabetic	diabetic	ADJ
cana-1472	215	26	retinopathy	retinopathy	NOUN
cana-1472	215	27	,	,	PUNCT
cana-1472	215	28	”	"	PUNCT
cana-1472	215	29	scientifica	scientifica	PROPN
cana-1472	215	30	,	,	PUNCT
cana-1472	215	31	vol	vol	NOUN
cana-1472	215	32	.	.	PROPN
cana-1472	215	33	2016	2016	NUM
cana-1472	215	34	,	,	PUNCT
cana-1472	215	35	2016	2016	NUM
cana-1472	215	36	.	.	PUNCT
cana-1472	216	1	[	[	X
cana-1472	216	2	7	7	X
cana-1472	216	3	]	]	X
cana-1472	216	4	p.	p.	NOUN
cana-1472	216	5	vora	vora	PROPN
cana-1472	216	6	and	and	CCONJ
cana-1472	216	7	s.	s.	PROPN
cana-1472	216	8	shrestha	shrestha	PROPN
cana-1472	216	9	,	,	PUNCT
cana-1472	216	10	“	"	PUNCT
cana-1472	216	11	detecting	detect	VERB
cana-1472	216	12	diabetic	diabetic	ADJ
cana-1472	216	13	retinopathy	retinopathy	NOUN
cana-1472	216	14	using	use	VERB
cana-1472	216	15	embedded	embed	VERB
cana-1472	216	16	computer	computer	NOUN
cana-1472	216	17	vision	vision	NOUN
cana-1472	216	18	,	,	PUNCT
cana-1472	216	19	”	"	PUNCT
cana-1472	216	20	applied	apply	VERB
cana-1472	216	21	sciences	science	NOUN
cana-1472	216	22	,	,	PUNCT
cana-1472	216	23	vol	vol	NOUN
cana-1472	216	24	.	.	PROPN
cana-1472	216	25	10	10	NUM
cana-1472	216	26	,	,	PUNCT
cana-1472	216	27	no	no	INTJ
cana-1472	216	28	.	.	NOUN
cana-1472	216	29	20	20	NUM
cana-1472	216	30	,	,	PUNCT
cana-1472	216	31	p.	p.	NOUN
cana-1472	216	32	7274	7274	NUM
cana-1472	216	33	,	,	PUNCT
cana-1472	216	34	2020	2020	NUM
cana-1472	216	35	.	.	PUNCT
cana-1472	217	1	[	[	X
cana-1472	217	2	8	8	NUM
cana-1472	217	3	]	]	PUNCT
cana-1472	217	4	s.	s.	PROPN
cana-1472	217	5	mamtora	mamtora	PROPN
cana-1472	217	6	,	,	PUNCT
cana-1472	217	7	y.	y.	PROPN
cana-1472	217	8	wong	wong	PROPN
cana-1472	217	9	,	,	PUNCT
cana-1472	217	10	d.	d.	PROPN
cana-1472	217	11	bell	bell	PROPN
cana-1472	217	12	,	,	PUNCT
cana-1472	217	13	t.	t.	PROPN
cana-1472	217	14	sandinha	sandinha	NOUN
cana-1472	217	15	et	et	PROPN
cana-1472	217	16	al	al	PROPN
cana-1472	217	17	.	.	PROPN
cana-1472	217	18	,	,	PUNCT
cana-1472	217	19	“	"	PUNCT
cana-1472	217	20	bilateral	bilateral	ADJ
cana-1472	217	21	birdshot	birdshot	NOUN
cana-1472	217	22	retinochoroiditis	retinochoroiditis	NOUN
cana-1472	217	23	and	and	CCONJ
cana-1472	217	24	retinal	retinal	ADJ
cana-1472	217	25	astrocytoma	astrocytoma	NOUN
cana-1472	217	26	,	,	PUNCT
cana-1472	217	27	”	"	PUNCT
cana-1472	217	28	case	case	NOUN
cana-1472	217	29	reports	report	VERB
cana-1472	217	30	in	in	ADP
cana-1472	217	31	ophthalmological	ophthalmological	ADJ
cana-1472	217	32	medicine	medicine	NOUN
cana-1472	217	33	,	,	PUNCT
cana-1472	217	34	vol	vol	NOUN
cana-1472	217	35	.	.	PROPN
cana-1472	217	36	2017	2017	NUM
cana-1472	217	37	,	,	PUNCT
cana-1472	217	38	2017	2017	NUM
cana-1472	217	39	.	.	PUNCT
cana-1472	218	1	[	[	X
cana-1472	218	2	9	9	NUM
cana-1472	218	3	]	]	X
cana-1472	218	4	e.	e.	PROPN
cana-1472	218	5	decencière	decencière	PROPN
cana-1472	218	6	,	,	PUNCT
cana-1472	218	7	x.	x.	PROPN
cana-1472	218	8	zhang	zhang	PROPN
cana-1472	218	9	,	,	PUNCT
cana-1472	218	10	g.	g.	PROPN
cana-1472	218	11	cazuguel	cazuguel	PROPN
cana-1472	218	12	,	,	PUNCT
cana-1472	218	13	b.	b.	PROPN
cana-1472	218	14	lay	lay	PROPN
cana-1472	218	15	,	,	PUNCT
cana-1472	218	16	b.	b.	PROPN
cana-1472	218	17	cochener	cochener	PROPN
cana-1472	218	18	,	,	PUNCT
cana-1472	218	19	c.	c.	PROPN
cana-1472	218	20	trone	trone	PROPN
cana-1472	218	21	,	,	PUNCT
cana-1472	218	22	p.	p.	NOUN
cana-1472	218	23	gain	gain	NOUN
cana-1472	218	24	,	,	PUNCT
cana-1472	218	25	r.	r.	PROPN
cana-1472	218	26	ordonez	ordonez	PROPN
cana-1472	218	27	,	,	PUNCT
cana-1472	218	28	p.	p.	PROPN
cana-1472	218	29	massin	massin	PROPN
cana-1472	218	30	,	,	PUNCT
cana-1472	218	31	a.	a.	PROPN
cana-1472	218	32	erginay	erginay	PROPN
cana-1472	218	33	et	et	PROPN
cana-1472	218	34	al	al	PROPN
cana-1472	218	35	.	.	PROPN
cana-1472	218	36	,	,	PUNCT
cana-1472	218	37	“	"	PUNCT
cana-1472	218	38	feedback	feedback	NOUN
cana-1472	218	39	on	on	ADP
cana-1472	218	40	a	a	DET
cana-1472	218	41	publicly	publicly	ADV
cana-1472	218	42	distributed	distribute	VERB
cana-1472	218	43	image	image	NOUN
cana-1472	218	44	database	database	NOUN
cana-1472	218	45	:	:	PUNCT
cana-1472	218	46	the	the	DET
cana-1472	218	47	messidor	messidor	PROPN
cana-1472	218	48	database	database	PROPN
cana-1472	218	49	,	,	PUNCT
cana-1472	218	50	”	"	PUNCT
cana-1472	218	51	image	image	NOUN
cana-1472	218	52	analysis	analysis	NOUN
cana-1472	218	53	&	&	CCONJ
cana-1472	218	54	stereology	stereology	NOUN
cana-1472	218	55	,	,	PUNCT
cana-1472	218	56	vol	vol	NOUN
cana-1472	218	57	.	.	PROPN
cana-1472	219	1	33	33	NUM
cana-1472	219	2	,	,	PUNCT
cana-1472	219	3	no	no	INTJ
cana-1472	219	4	.	.	NOUN
cana-1472	219	5	3	3	NUM
cana-1472	219	6	,	,	PUNCT
cana-1472	219	7	pp	pp	ADJ
cana-1472	219	8	.	.	PUNCT
cana-1472	220	1	231–234	231–234	NUM
cana-1472	220	2	,	,	PUNCT
cana-1472	220	3	2014	2014	NUM
cana-1472	220	4	.	.	PUNCT
cana-1472	221	1	[	[	X
cana-1472	221	2	10	10	NUM
cana-1472	221	3	]	]	X
cana-1472	221	4	p.	p.	NOUN
cana-1472	221	5	porwal	porwal	NOUN
cana-1472	221	6	,	,	PUNCT
cana-1472	221	7	s.	s.	PROPN
cana-1472	221	8	pachade	pachade	PROPN
cana-1472	221	9	,	,	PUNCT
cana-1472	221	10	r.	r.	PROPN
cana-1472	221	11	kamble	kamble	PROPN
cana-1472	221	12	,	,	PUNCT
cana-1472	221	13	m.	m.	NOUN
cana-1472	221	14	kokare	kokare	PROPN
cana-1472	221	15	,	,	PUNCT
cana-1472	221	16	g.	g.	PROPN
cana-1472	221	17	deshmukh	deshmukh	PROPN
cana-1472	221	18	,	,	PUNCT
cana-1472	221	19	v.	v.	PROPN
cana-1472	221	20	sahasrabuddhe	sahasrabuddhe	PROPN
cana-1472	221	21	,	,	PUNCT
cana-1472	221	22	and	and	CCONJ
cana-1472	221	23	f.	f.	PROPN
cana-1472	221	24	meriaudeau	meriaudeau	PROPN
cana-1472	221	25	,	,	PUNCT
cana-1472	221	26	“	"	PUNCT
cana-1472	221	27	indian	indian	ADJ
cana-1472	221	28	diabetic	diabetic	ADJ
cana-1472	221	29	retinopathy	retinopathy	ADJ
cana-1472	221	30	image	image	NOUN
cana-1472	221	31	dataset	dataset	NOUN
cana-1472	221	32	(	(	PUNCT
cana-1472	221	33	idrid	idrid	NOUN
cana-1472	221	34	)	)	PUNCT
cana-1472	221	35	,	,	PUNCT
cana-1472	221	36	”	"	PUNCT
cana-1472	221	37	2018	2018	NUM
cana-1472	221	38	.	.	PUNCT
cana-1472	222	1	[	[	X
cana-1472	222	2	online	online	X
cana-1472	222	3	]	]	X
cana-1472	222	4	.	.	PUNCT
cana-1472	223	1	available	available	ADJ
cana-1472	223	2	:	:	PUNCT
cana-1472	223	3	https://dx.doi.org/10.21227/h25w98	https://dx.doi.org/10.21227/h25w98	X
cana-1472	223	4	.	.	PUNCT
cana-1472	224	1	[	[	X
cana-1472	224	2	11	11	NUM
cana-1472	224	3	]	]	PUNCT
cana-1472	224	4	s.	s.	PROPN
cana-1472	224	5	resnikoff	resnikoff	PROPN
cana-1472	224	6	,	,	PUNCT
cana-1472	224	7	w.	w.	PROPN
cana-1472	224	8	felch	felch	PROPN
cana-1472	224	9	,	,	PUNCT
cana-1472	224	10	t.-m	t.-m	NOUN
cana-1472	224	11	.	.	PUNCT
cana-1472	225	1	gauthier	gauthier	PROPN
cana-1472	225	2	,	,	PUNCT
cana-1472	225	3	and	and	CCONJ
cana-1472	225	4	b.	b.	PROPN
cana-1472	225	5	spivey	spivey	PROPN
cana-1472	225	6	,	,	PUNCT
cana-1472	225	7	“	"	PUNCT
cana-1472	225	8	the	the	DET
cana-1472	225	9	number	number	NOUN
cana-1472	225	10	of	of	ADP
cana-1472	225	11	ophthalmologists	ophthalmologist	NOUN
cana-1472	225	12	in	in	ADP
cana-1472	225	13	practice	practice	NOUN
cana-1472	225	14	and	and	CCONJ
cana-1472	225	15	training	training	NOUN
cana-1472	225	16	worldwide	worldwide	ADV
cana-1472	225	17	:	:	PUNCT
cana-1472	225	18	a	a	DET
cana-1472	225	19	growing	grow	VERB
cana-1472	225	20	gap	gap	NOUN
cana-1472	225	21	despite	despite	SCONJ
cana-1472	225	22	more	more	ADJ
cana-1472	225	23	than	than	ADP
cana-1472	225	24	200	200	NUM
cana-1472	225	25	000	000	NUM
cana-1472	225	26	practitioners	practitioner	NOUN
cana-1472	225	27	,	,	PUNCT
cana-1472	225	28	”	"	PUNCT
cana-1472	225	29	british	british	ADJ
cana-1472	225	30	journal	journal	PROPN
cana-1472	225	31	of	of	ADP
cana-1472	225	32	ophthalmology	ophthalmology	NOUN
cana-1472	225	33	,	,	PUNCT
cana-1472	225	34	vol	vol	NOUN
cana-1472	225	35	.	.	PROPN
cana-1472	226	1	96	96	NUM
cana-1472	226	2	,	,	PUNCT
cana-1472	226	3	no	no	INTJ
cana-1472	226	4	.	.	NOUN
cana-1472	226	5	6	6	NUM
cana-1472	226	6	,	,	PUNCT
cana-1472	226	7	pp	pp	ADJ
cana-1472	226	8	.	.	PUNCT
cana-1472	227	1	783–787	783–787	NUM
cana-1472	227	2	,	,	PUNCT
cana-1472	227	3	2012	2012	NUM
cana-1472	227	4	.	.	PUNCT
cana-1472	228	1	[	[	X
cana-1472	228	2	12	12	NUM
cana-1472	228	3	]	]	PUNCT
cana-1472	228	4	d.	d.	PROPN
cana-1472	228	5	k.	k.	PROPN
cana-1472	228	6	prasad	prasad	PROPN
cana-1472	228	7	,	,	PUNCT
cana-1472	228	8	l.	l.	PROPN
cana-1472	228	9	vibha	vibha	PROPN
cana-1472	228	10	,	,	PUNCT
cana-1472	228	11	and	and	CCONJ
cana-1472	228	12	k.	k.	PROPN
cana-1472	228	13	venugopal	venugopal	PROPN
cana-1472	228	14	,	,	PUNCT
cana-1472	228	15	“	"	PUNCT
cana-1472	228	16	early	early	ADJ
cana-1472	228	17	detection	detection	NOUN
cana-1472	228	18	of	of	ADP
cana-1472	228	19	diabetic	diabetic	ADJ
cana-1472	228	20	retinopathy	retinopathy	NOUN
cana-1472	228	21	from	from	ADP
cana-1472	228	22	digital	digital	ADJ
cana-1472	228	23	retinal	retinal	ADJ
cana-1472	228	24	fundus	fundus	NOUN
cana-1472	228	25	images	image	NOUN
cana-1472	228	26	,	,	PUNCT
cana-1472	228	27	”	"	PUNCT
cana-1472	228	28	in	in	ADP
cana-1472	228	29	2015	2015	NUM
cana-1472	228	30	ieee	ieee	NOUN
cana-1472	228	31	recent	recent	ADJ
cana-1472	228	32	advances	advance	NOUN
cana-1472	228	33	in	in	ADP
cana-1472	228	34	intelligent	intelligent	ADJ
cana-1472	228	35	computational	computational	ADJ
cana-1472	228	36	systems	system	NOUN
cana-1472	228	37	(	(	PUNCT
cana-1472	228	38	raics	raic	NOUN
cana-1472	228	39	)	)	PUNCT
cana-1472	228	40	.	.	PUNCT
cana-1472	228	41	ieee	ieee	PROPN
cana-1472	228	42	,	,	PUNCT
cana-1472	228	43	2015	2015	NUM
cana-1472	228	44	,	,	PUNCT
cana-1472	228	45	pp	pp	ADJ
cana-1472	228	46	.	.	PUNCT
cana-1472	229	1	240–245	240–245	NUM
cana-1472	229	2	.	.	PUNCT
cana-1472	230	1	[	[	X
cana-1472	230	2	13	13	NUM
cana-1472	230	3	]	]	X
cana-1472	230	4	j.	j.	PROPN
cana-1472	230	5	amin	amin	PROPN
cana-1472	230	6	,	,	PUNCT
cana-1472	230	7	m.	m.	PROPN
cana-1472	230	8	sharif	sharif	PROPN
cana-1472	230	9	,	,	PUNCT
cana-1472	230	10	m.	m.	PROPN
cana-1472	230	11	yasmin	yasmin	PROPN
cana-1472	230	12	,	,	PUNCT
cana-1472	230	13	h.	h.	PROPN
cana-1472	230	14	ali	ali	PROPN
cana-1472	230	15	,	,	PUNCT
cana-1472	230	16	and	and	CCONJ
cana-1472	230	17	s.	s.	PROPN
cana-1472	230	18	l.	l.	PROPN
cana-1472	230	19	fernandes	fernandes	PROPN
cana-1472	230	20	,	,	PUNCT
cana-1472	230	21	“	"	PUNCT
cana-1472	230	22	a	a	DET
cana-1472	230	23	method	method	NOUN
cana-1472	230	24	for	for	ADP
cana-1472	230	25	the	the	DET
cana-1472	230	26	detection	detection	NOUN
cana-1472	230	27	and	and	CCONJ
cana-1472	230	28	classification	classification	NOUN
cana-1472	230	29	of	of	ADP
cana-1472	230	30	diabetic	diabetic	ADJ
cana-1472	230	31	retinopathy	retinopathy	NOUN
cana-1472	230	32	using	use	VERB
cana-1472	230	33	structural	structural	ADJ
cana-1472	230	34	predictors	predictor	NOUN
cana-1472	230	35	of	of	ADP
cana-1472	230	36	bright	bright	ADJ
cana-1472	230	37	lesions	lesion	NOUN
cana-1472	230	38	,	,	PUNCT
cana-1472	230	39	”	"	PUNCT
cana-1472	230	40	journal	journal	NOUN
cana-1472	230	41	of	of	ADP
cana-1472	230	42	computational	computational	ADJ
cana-1472	230	43	science	science	NOUN
cana-1472	230	44	,	,	PUNCT
cana-1472	230	45	vol	vol	NOUN
cana-1472	230	46	.	.	PROPN
cana-1472	230	47	19	19	NUM
cana-1472	230	48	,	,	PUNCT
cana-1472	230	49	pp	pp	ADJ
cana-1472	230	50	.	.	PUNCT
cana-1472	231	1	153–164	153–164	NUM
cana-1472	231	2	,	,	PUNCT
cana-1472	231	3	2017	2017	NUM
cana-1472	231	4	.	.	PUNCT
cana-1472	232	1	[	[	X
cana-1472	232	2	14	14	NUM
cana-1472	232	3	]	]	X
cana-1472	232	4	h.	h.	PROPN
cana-1472	232	5	jiang	jiang	PROPN
cana-1472	232	6	,	,	PUNCT
cana-1472	232	7	j.	j.	PROPN
cana-1472	232	8	xu	xu	PROPN
cana-1472	232	9	,	,	PUNCT
cana-1472	232	10	r.	r.	PROPN
cana-1472	232	11	shi	shi	PROPN
cana-1472	232	12	,	,	PUNCT
cana-1472	232	13	k.	k.	PROPN
cana-1472	232	14	yang	yang	PROPN
cana-1472	232	15	,	,	PUNCT
cana-1472	232	16	d.	d.	PROPN
cana-1472	232	17	zhang	zhang	PROPN
cana-1472	232	18	,	,	PUNCT
cana-1472	232	19	m.	m.	PROPN
cana-1472	232	20	gao	gao	PROPN
cana-1472	232	21	,	,	PUNCT
cana-1472	232	22	h.	h.	PROPN
cana-1472	232	23	ma	ma	PROPN
cana-1472	232	24	,	,	PUNCT
cana-1472	232	25	and	and	CCONJ
cana-1472	232	26	w.	w.	PROPN
cana-1472	232	27	qian	qian	PROPN
cana-1472	232	28	,	,	PUNCT
cana-1472	232	29	“	"	PUNCT
cana-1472	232	30	a	a	DET
cana-1472	232	31	multi	multi	ADJ
cana-1472	232	32	-	-	ADJ
cana-1472	232	33	label	label	ADJ
cana-1472	232	34	deep	deep	ADJ
cana-1472	232	35	learning	learning	NOUN
cana-1472	232	36	model	model	NOUN
cana-1472	232	37	with	with	ADP
cana-1472	232	38	interpretable	interpretable	ADJ
cana-1472	232	39	grad	grad	NOUN
cana-1472	232	40	-	-	PUNCT
cana-1472	232	41	cam	cam	NOUN
cana-1472	232	42	for	for	ADP
cana-1472	232	43	diabetic	diabetic	ADJ
cana-1472	232	44	retinopathy	retinopathy	ADJ
cana-1472	232	45	classification	classification	NOUN
cana-1472	232	46	,	,	PUNCT
cana-1472	232	47	”	"	PUNCT
cana-1472	232	48	in	in	ADP
cana-1472	232	49	2020	2020	NUM
cana-1472	232	50	42nd	42nd	X
cana-1472	232	51	annual	annual	ADJ
cana-1472	232	52	international	international	ADJ
cana-1472	232	53	conference	conference	NOUN
cana-1472	232	54	of	of	ADP
cana-1472	232	55	the	the	DET
cana-1472	232	56	ieee	ieee	NOUN
cana-1472	232	57	engineering	engineering	NOUN
cana-1472	232	58	in	in	ADP
cana-1472	232	59	medicine	medicine	PROPN
cana-1472	232	60	&	&	CCONJ
cana-1472	232	61	biology	biology	NOUN
cana-1472	232	62	society	society	NOUN
cana-1472	232	63	(	(	PUNCT
cana-1472	232	64	embc	embc	PROPN
cana-1472	232	65	)	)	PUNCT
cana-1472	232	66	.	.	PUNCT
cana-1472	233	1	ieee	ieee	PROPN
cana-1472	233	2	,	,	PUNCT
cana-1472	233	3	2020	2020	NUM
cana-1472	233	4	,	,	PUNCT
cana-1472	233	5	pp	pp	ADJ
cana-1472	233	6	.	.	PUNCT
cana-1472	233	7	1560–1563	1560–1563	NUM
cana-1472	233	8	.	.	PUNCT
cana-1472	234	1	[	[	X
cana-1472	234	2	15	15	NUM
cana-1472	234	3	]	]	X
cana-1472	234	4	x.	x.	NOUN
cana-1472	234	5	li	li	PROPN
cana-1472	234	6	,	,	PUNCT
cana-1472	234	7	x.	x.	PROPN
cana-1472	234	8	hu	hu	PROPN
cana-1472	234	9	,	,	PUNCT
cana-1472	234	10	l.	l.	PROPN
cana-1472	234	11	yu	yu	PROPN
cana-1472	234	12	,	,	PUNCT
cana-1472	234	13	l.	l.	PROPN
cana-1472	234	14	zhu	zhu	PROPN
cana-1472	234	15	,	,	PUNCT
cana-1472	234	16	c.-w	c.-w	PROPN
cana-1472	234	17	.	.	PUNCT
cana-1472	235	1	fu	fu	PROPN
cana-1472	235	2	,	,	PUNCT
cana-1472	235	3	and	and	CCONJ
cana-1472	235	4	p.-a	p.-a	NOUN
cana-1472	235	5	.	.	PUNCT
cana-1472	236	1	heng	heng	PROPN
cana-1472	236	2	,	,	PUNCT
cana-1472	236	3	“	"	PUNCT
cana-1472	236	4	canet	canet	NOUN
cana-1472	236	5	:	:	PUNCT
cana-1472	236	6	crossdisease	crossdisease	PROPN
cana-1472	236	7	attention	attention	NOUN
cana-1472	236	8	network	network	NOUN
cana-1472	236	9	for	for	ADP
cana-1472	236	10	joint	joint	ADJ
cana-1472	236	11	diabetic	diabetic	ADJ
cana-1472	236	12	retinopathy	retinopathy	ADJ
cana-1472	236	13	and	and	CCONJ
cana-1472	236	14	diabetic	diabetic	ADJ
cana-1472	236	15	macular	macular	ADJ
cana-1472	236	16	edema	edema	NOUN
cana-1472	236	17	grading	grade	VERB
cana-1472	236	18	,	,	PUNCT
cana-1472	236	19	”	"	PUNCT
cana-1472	236	20	ieee	ieee	NOUN
cana-1472	236	21	transactions	transaction	NOUN
cana-1472	236	22	on	on	ADP
cana-1472	236	23	medical	medical	ADJ
cana-1472	236	24	imaging	imaging	NOUN
cana-1472	236	25	,	,	PUNCT
cana-1472	236	26	vol	vol	NOUN
cana-1472	236	27	.	.	PROPN
cana-1472	236	28	39	39	NUM
cana-1472	236	29	,	,	PUNCT
cana-1472	236	30	no	no	INTJ
cana-1472	236	31	.	.	NOUN
cana-1472	236	32	5	5	NUM
cana-1472	236	33	,	,	PUNCT
cana-1472	236	34	pp	pp	ADJ
cana-1472	236	35	.	.	PUNCT
cana-1472	236	36	1483	1483	NUM
cana-1472	236	37	–	–	PUNCT
cana-1472	236	38	1493	1493	NUM
cana-1472	236	39	,	,	PUNCT
cana-1472	236	40	2019	2019	NUM
cana-1472	236	41	.	.	PUNCT
cana-1472	237	1	[	[	X
cana-1472	237	2	16	16	NUM
cana-1472	237	3	]	]	PUNCT
cana-1472	237	4	p.	p.	PROPN
cana-1472	237	5	qian	qian	PROPN
cana-1472	237	6	,	,	PUNCT
cana-1472	237	7	z.	z.	PROPN
cana-1472	237	8	zhao	zhao	PROPN
cana-1472	237	9	,	,	PUNCT
cana-1472	237	10	c.	c.	PROPN
cana-1472	237	11	chen	chen	PROPN
cana-1472	237	12	,	,	PUNCT
cana-1472	237	13	z.	z.	PROPN
cana-1472	237	14	zeng	zeng	PROPN
cana-1472	237	15	,	,	PUNCT
cana-1472	237	16	and	and	CCONJ
cana-1472	237	17	x.	x.	PROPN
cana-1472	237	18	li	li	PROPN
cana-1472	237	19	,	,	PUNCT
cana-1472	237	20	“	"	PUNCT
cana-1472	237	21	two	two	NUM
cana-1472	237	22	eyes	eye	NOUN
cana-1472	237	23	are	be	AUX
cana-1472	237	24	better	well	ADJ
cana-1472	237	25	than	than	ADP
cana-1472	237	26	one	one	NUM
cana-1472	237	27	:	:	PUNCT
cana-1472	237	28	exploiting	exploit	VERB
cana-1472	237	29	binocular	binocular	ADJ
cana-1472	237	30	correlation	correlation	NOUN
cana-1472	237	31	for	for	ADP
cana-1472	237	32	diabetic	diabetic	ADJ
cana-1472	237	33	retinopathy	retinopathy	ADJ
cana-1472	237	34	severity	severity	NOUN
cana-1472	237	35	grading	grade	VERB
cana-1472	237	36	,	,	PUNCT
cana-1472	237	37	”	"	PUNCT
cana-1472	237	38	in	in	ADP
cana-1472	237	39	2021	2021	NUM
cana-1472	237	40	43rd	43rd	ADJ
cana-1472	237	41	annual	annual	ADJ
cana-1472	237	42	international	international	ADJ
cana-1472	237	43	conference	conference	NOUN
cana-1472	237	44	of	of	ADP
cana-1472	237	45	the	the	DET
cana-1472	237	46	ieee	ieee	NOUN
cana-1472	237	47	engineering	engineering	NOUN
cana-1472	237	48	in	in	ADP
cana-1472	237	49	medicine	medicine	PROPN
cana-1472	237	50	&	&	CCONJ
cana-1472	237	51	biology	biology	NOUN
cana-1472	237	52	society	society	NOUN
cana-1472	237	53	(	(	PUNCT
cana-1472	237	54	embc	embc	PROPN
cana-1472	237	55	)	)	PUNCT
cana-1472	237	56	.	.	PUNCT
cana-1472	238	1	ieee	ieee	NOUN
cana-1472	238	2	,	,	PUNCT
cana-1472	238	3	2021	2021	NUM
cana-1472	238	4	,	,	PUNCT
cana-1472	238	5	pp	pp	ADV
cana-1472	238	6	.	.	PUNCT
cana-1472	238	7	2115–2118	2115–2118	NUM
cana-1472	238	8	.	.	PUNCT
cana-1472	239	1	[	[	X
cana-1472	239	2	17	17	NUM
cana-1472	239	3	]	]	PUNCT
cana-1472	239	4	z.	z.	PROPN
cana-1472	239	5	xia	xia	PROPN
cana-1472	239	6	,	,	PUNCT
cana-1472	239	7	q.	q.	PROPN
cana-1472	239	8	jiang	jiang	PROPN
cana-1472	239	9	,	,	PUNCT
cana-1472	239	10	w.	w.	PROPN
cana-1472	239	11	li	li	PROPN
cana-1472	239	12	,	,	PUNCT
cana-1472	239	13	h.	h.	PROPN
cana-1472	239	14	hu	hu	PROPN
cana-1472	239	15	,	,	PUNCT
cana-1472	239	16	c.	c.	PROPN
cana-1472	239	17	zhu	zhu	PROPN
cana-1472	239	18	,	,	PUNCT
cana-1472	239	19	and	and	CCONJ
cana-1472	239	20	z.	z.	PROPN
cana-1472	239	21	zou	zou	PROPN
cana-1472	239	22	,	,	PUNCT
cana-1472	239	23	“	"	PUNCT
cana-1472	239	24	a	a	DET
cana-1472	239	25	two	two	NUM
cana-1472	239	26	-	-	PUNCT
cana-1472	239	27	stream	stream	NOUN
cana-1472	239	28	channel	channel	NOUN
cana-1472	239	29	cross	cross	NOUN
cana-1472	239	30	enhancement	enhancement	NOUN
cana-1472	239	31	network	network	NOUN
cana-1472	239	32	for	for	ADP
cana-1472	239	33	diabetic	diabetic	ADJ
cana-1472	239	34	retinopathy	retinopathy	ADJ
cana-1472	239	35	classification	classification	NOUN
cana-1472	239	36	,	,	PUNCT
cana-1472	239	37	”	"	PUNCT
cana-1472	239	38	in	in	ADP
cana-1472	239	39	2023	2023	NUM
cana-1472	239	40	international	international	ADJ
cana-1472	239	41	joint	joint	ADJ
cana-1472	239	42	conference	conference	NOUN
cana-1472	239	43	on	on	ADP
cana-1472	239	44	neural	neural	ADJ
cana-1472	239	45	networks	network	NOUN
cana-1472	239	46	(	(	PUNCT
cana-1472	239	47	ijcnn	ijcnn	PROPN
cana-1472	239	48	)	)	PUNCT
cana-1472	239	49	.	.	PUNCT
cana-1472	240	1	ieee	ieee	PROPN
cana-1472	240	2	,	,	PUNCT
cana-1472	240	3	2023	2023	NUM
cana-1472	240	4	,	,	PUNCT
cana-1472	240	5	pp	pp	ADV
cana-1472	240	6	.	.	PUNCT
cana-1472	240	7	01–07	01–07	PUNCT
cana-1472	240	8	.	.	PUNCT
cana-1472	241	1	[	[	X
cana-1472	241	2	18	18	NUM
cana-1472	241	3	]	]	PUNCT
cana-1472	241	4	a.	a.	NOUN
cana-1472	241	5	he	he	PRON
cana-1472	241	6	,	,	PUNCT
cana-1472	241	7	t.	t.	PROPN
cana-1472	241	8	li	li	PROPN
cana-1472	241	9	,	,	PUNCT
cana-1472	241	10	n.	n.	PROPN
cana-1472	241	11	li	li	PROPN
cana-1472	241	12	,	,	PUNCT
cana-1472	241	13	k.	k.	PROPN
cana-1472	241	14	wang	wang	PROPN
cana-1472	241	15	,	,	PUNCT
cana-1472	241	16	and	and	CCONJ
cana-1472	241	17	h.	h.	PROPN
cana-1472	241	18	fu	fu	PROPN
cana-1472	241	19	,	,	PUNCT
cana-1472	241	20	“	"	PUNCT
cana-1472	241	21	cabnet	cabnet	NOUN
cana-1472	241	22	:	:	PUNCT
cana-1472	241	23	category	category	NOUN
cana-1472	241	24	attention	attention	NOUN
cana-1472	241	25	block	block	NOUN
cana-1472	241	26	for	for	ADP
cana-1472	241	27	imbalanced	imbalanced	ADJ
cana-1472	241	28	diabetic	diabetic	ADJ
cana-1472	241	29	retinopathy	retinopathy	ADJ
cana-1472	241	30	grading	grade	VERB
cana-1472	241	31	,	,	PUNCT
cana-1472	241	32	”	"	PUNCT
cana-1472	241	33	ieee	ieee	NOUN
cana-1472	241	34	transactions	transaction	NOUN
cana-1472	241	35	on	on	ADP
cana-1472	241	36	medical	medical	ADJ
cana-1472	241	37	imaging	imaging	NOUN
cana-1472	241	38	,	,	PUNCT
cana-1472	241	39	vol	vol	NOUN
cana-1472	241	40	.	.	PROPN
cana-1472	241	41	40	40	NUM
cana-1472	241	42	,	,	PUNCT
cana-1472	241	43	no	no	INTJ
cana-1472	241	44	.	.	NOUN
cana-1472	241	45	1	1	NUM
cana-1472	241	46	,	,	PUNCT
cana-1472	241	47	pp	pp	ADJ
cana-1472	241	48	.	.	PUNCT
cana-1472	242	1	143–153	143–153	NUM
cana-1472	242	2	,	,	PUNCT
cana-1472	242	3	2020	2020	NUM
cana-1472	242	4	.	.	PUNCT
cana-1472	243	1	[	[	X
cana-1472	243	2	19	19	NUM
cana-1472	243	3	]	]	PUNCT
cana-1472	243	4	x.	x.	NOUN
cana-1472	243	5	wang	wang	PROPN
cana-1472	243	6	,	,	PUNCT
cana-1472	243	7	m.	m.	PROPN
cana-1472	243	8	xu	xu	PROPN
cana-1472	243	9	,	,	PUNCT
cana-1472	243	10	j.	j.	PROPN
cana-1472	243	11	zhang	zhang	PROPN
cana-1472	243	12	,	,	PUNCT
cana-1472	243	13	l.	l.	PROPN
cana-1472	243	14	jiang	jiang	PROPN
cana-1472	243	15	,	,	PUNCT
cana-1472	243	16	l.	l.	PROPN
cana-1472	243	17	li	li	PROPN
cana-1472	243	18	,	,	PUNCT
cana-1472	243	19	m.	m.	NOUN
cana-1472	243	20	he	he	PRON
cana-1472	243	21	,	,	PUNCT
cana-1472	243	22	n.	n.	PROPN
cana-1472	243	23	wang	wang	PROPN
cana-1472	243	24	,	,	PUNCT
cana-1472	243	25	h.	h.	PROPN
cana-1472	243	26	liu	liu	PROPN
cana-1472	243	27	,	,	PUNCT
cana-1472	243	28	and	and	CCONJ
cana-1472	243	29	z.	z.	PROPN
cana-1472	243	30	wang	wang	PROPN
cana-1472	243	31	,	,	PUNCT
cana-1472	243	32	“	"	PUNCT
cana-1472	243	33	joint	joint	ADJ
cana-1472	243	34	learning	learning	NOUN
cana-1472	243	35	of	of	ADP
cana-1472	243	36	multi	multi	ADJ
cana-1472	243	37	-	-	ADJ
cana-1472	243	38	level	level	ADJ
cana-1472	243	39	tasks	task	NOUN
cana-1472	243	40	for	for	ADP
cana-1472	243	41	diabetic	diabetic	ADJ
cana-1472	243	42	retinopathy	retinopathy	ADJ
cana-1472	243	43	grading	grade	VERB
cana-1472	243	44	on	on	ADP
cana-1472	243	45	low	low	ADJ
cana-1472	243	46	-	-	PUNCT
cana-1472	243	47	resolution	resolution	NOUN
cana-1472	243	48	fundus	fundus	NOUN
cana-1472	243	49	images	image	NOUN
cana-1472	243	50	,	,	PUNCT
cana-1472	243	51	”	"	PUNCT
cana-1472	243	52	ieee	ieee	NOUN
cana-1472	243	53	journal	journal	NOUN
cana-1472	243	54	of	of	ADP
cana-1472	243	55	biomedical	biomedical	ADJ
cana-1472	243	56	and	and	CCONJ
cana-1472	243	57	health	health	NOUN
cana-1472	243	58	informatics	informatic	NOUN
cana-1472	243	59	,	,	PUNCT
cana-1472	243	60	vol	vol	NOUN
cana-1472	243	61	.	.	PROPN
cana-1472	243	62	26	26	NUM
cana-1472	243	63	,	,	PUNCT
cana-1472	243	64	no	no	INTJ
cana-1472	243	65	.	.	NOUN
cana-1472	243	66	5	5	NUM
cana-1472	243	67	,	,	PUNCT
cana-1472	243	68	pp	pp	ADJ
cana-1472	243	69	.	.	PUNCT
cana-1472	244	1	2216–2227	2216–2227	NUM
cana-1472	244	2	,	,	PUNCT
cana-1472	244	3	2021	2021	NUM
cana-1472	244	4	.	.	PUNCT
cana-1472	245	1	[	[	X
cana-1472	245	2	20	20	NUM
cana-1472	245	3	]	]	PUNCT
cana-1472	245	4	q.	q.	PROPN
cana-1472	245	5	hou	hou	PROPN
cana-1472	245	6	,	,	PUNCT
cana-1472	245	7	p.	p.	PROPN
cana-1472	245	8	cao	cao	PROPN
cana-1472	245	9	,	,	PUNCT
cana-1472	245	10	l.	l.	PROPN
cana-1472	245	11	jia	jia	PROPN
cana-1472	245	12	,	,	PUNCT
cana-1472	245	13	l.	l.	PROPN
cana-1472	245	14	chen	chen	PROPN
cana-1472	245	15	,	,	PUNCT
cana-1472	245	16	j.	j.	PROPN
cana-1472	245	17	yang	yang	PROPN
cana-1472	245	18	,	,	PUNCT
cana-1472	245	19	and	and	CCONJ
cana-1472	245	20	o.	o.	PROPN
cana-1472	245	21	r.	r.	PROPN
cana-1472	245	22	zaiane	zaiane	PROPN
cana-1472	245	23	,	,	PUNCT
cana-1472	245	24	“	"	PUNCT
cana-1472	245	25	image	image	NOUN
cana-1472	245	26	quality	quality	NOUN
cana-1472	245	27	assessment	assessment	NOUN
cana-1472	245	28	guided	guide	VERB
cana-1472	245	29	collaborative	collaborative	ADJ
cana-1472	245	30	learning	learning	NOUN
cana-1472	245	31	of	of	ADP
cana-1472	245	32	image	image	NOUN
cana-1472	245	33	enhancement	enhancement	NOUN
cana-1472	245	34	and	and	CCONJ
cana-1472	245	35	classification	classification	NOUN
cana-1472	245	36	for	for	ADP
cana-1472	245	37	diabetic	diabetic	ADJ
cana-1472	245	38	retinopathy	retinopathy	ADJ
cana-1472	245	39	grading	grade	VERB
cana-1472	245	40	,	,	PUNCT
cana-1472	245	41	”	"	PUNCT
cana-1472	245	42	ieee	ieee	NOUN
cana-1472	245	43	journal	journal	NOUN
cana-1472	245	44	of	of	ADP
cana-1472	245	45	biomedical	biomedical	ADJ
cana-1472	245	46	and	and	CCONJ
cana-1472	245	47	health	health	NOUN
cana-1472	245	48	informatics	informatic	NOUN
cana-1472	245	49	,	,	PUNCT
cana-1472	245	50	vol	vol	NOUN
cana-1472	245	51	.	.	PROPN
cana-1472	245	52	27	27	NUM
cana-1472	245	53	,	,	PUNCT
cana-1472	245	54	no	no	INTJ
cana-1472	245	55	.	.	NOUN
cana-1472	245	56	3	3	NUM
cana-1472	245	57	,	,	PUNCT
cana-1472	245	58	pp	pp	ADJ
cana-1472	245	59	.	.	PUNCT
cana-1472	245	60	1455–1466	1455–1466	NUM
cana-1472	245	61	,	,	PUNCT
cana-1472	245	62	2022	2022	NUM
cana-1472	245	63	.	.	PUNCT
cana-1472	246	1	[	[	X
cana-1472	246	2	21	21	NUM
cana-1472	246	3	]	]	PUNCT
cana-1472	246	4	j.	j.	PROPN
cana-1472	246	5	hou	hou	PROPN
cana-1472	246	6	,	,	PUNCT
cana-1472	246	7	j.	j.	PROPN
cana-1472	246	8	xu	xu	PROPN
cana-1472	246	9	,	,	PUNCT
cana-1472	246	10	f.	f.	PROPN
cana-1472	246	11	xiao	xiao	PROPN
cana-1472	246	12	,	,	PUNCT
cana-1472	246	13	r.-w	r.-w	PROPN
cana-1472	246	14	.	.	PUNCT
cana-1472	247	1	zhao	zhao	PROPN
cana-1472	247	2	,	,	PUNCT
cana-1472	247	3	y.	y.	PROPN
cana-1472	247	4	zhang	zhang	PROPN
cana-1472	247	5	,	,	PUNCT
cana-1472	247	6	h.	h.	PROPN
cana-1472	247	7	zou	zou	PROPN
cana-1472	247	8	,	,	PUNCT
cana-1472	247	9	l.	l.	PROPN
cana-1472	247	10	lu	lu	PROPN
cana-1472	247	11	,	,	PUNCT
cana-1472	247	12	w.	w.	PROPN
cana-1472	247	13	xue	xue	PROPN
cana-1472	247	14	,	,	PUNCT
cana-1472	247	15	and	and	CCONJ
cana-1472	247	16	r.	r.	PROPN
cana-1472	247	17	feng	feng	PROPN
cana-1472	247	18	,	,	PUNCT
cana-1472	247	19	“	"	PUNCT
cana-1472	247	20	cross	cross	ADJ
cana-1472	247	21	-	-	ADJ
cana-1472	247	22	field	field	ADJ
cana-1472	247	23	transformer	transformer	NOUN
cana-1472	247	24	for	for	ADP
cana-1472	247	25	diabetic	diabetic	ADJ
cana-1472	247	26	retinopathy	retinopathy	ADJ
cana-1472	247	27	grading	grade	VERB
cana-1472	247	28	on	on	ADP
cana-1472	247	29	two	two	NUM
cana-1472	247	30	-	-	PUNCT
cana-1472	247	31	field	field	NOUN
cana-1472	247	32	fundus	fundus	NOUN
cana-1472	247	33	images	image	NOUN
cana-1472	247	34	,	,	PUNCT
cana-1472	247	35	”	"	PUNCT
cana-1472	247	36	in	in	ADP
cana-1472	247	37	2022	2022	NUM
cana-1472	247	38	ieee	ieee	NOUN
cana-1472	247	39	international	international	ADJ
cana-1472	247	40	conference	conference	NOUN
cana-1472	247	41	on	on	ADP
cana-1472	247	42	bioinformatics	bioinformatics	NOUN
cana-1472	247	43	and	and	CCONJ
cana-1472	247	44	biomedicine	biomedicine	NOUN
cana-1472	247	45	(	(	PUNCT
cana-1472	247	46	bibm	bibm	PROPN
cana-1472	247	47	)	)	PUNCT
cana-1472	247	48	.	.	PUNCT
cana-1472	248	1	ieee	ieee	PROPN
cana-1472	248	2	,	,	PUNCT
cana-1472	248	3	2022	2022	NUM
cana-1472	248	4	,	,	PUNCT
cana-1472	248	5	pp	pp	ADJ
cana-1472	248	6	.	.	PUNCT
cana-1472	249	1	985–990	985–990	NUM
cana-1472	249	2	.	.	PUNCT
cana-1472	250	1	[	[	X
cana-1472	250	2	22	22	NUM
cana-1472	250	3	]	]	PUNCT
cana-1472	250	4	p.	p.	PROPN
cana-1472	250	5	zang	zang	PROPN
cana-1472	250	6	,	,	PUNCT
cana-1472	250	7	l.	l.	PROPN
cana-1472	250	8	gao	gao	PROPN
cana-1472	250	9	,	,	PUNCT
cana-1472	250	10	t.	t.	PROPN
cana-1472	250	11	t.	t.	PROPN
cana-1472	250	12	hormel	hormel	PROPN
cana-1472	250	13	,	,	PUNCT
cana-1472	250	14	j.	j.	PROPN
cana-1472	250	15	wang	wang	PROPN
cana-1472	250	16	,	,	PUNCT
cana-1472	250	17	q.	q.	VERB
cana-1472	250	18	you	you	PRON
cana-1472	250	19	,	,	PUNCT
cana-1472	250	20	t.	t.	PROPN
cana-1472	250	21	s.	s.	PROPN
cana-1472	250	22	hwang	hwang	PROPN
cana-1472	250	23	,	,	PUNCT
cana-1472	250	24	and	and	CCONJ
cana-1472	250	25	y.	y.	PROPN
cana-1472	250	26	jia	jia	PROPN
cana-1472	250	27	,	,	PUNCT
cana-1472	250	28	“	"	PUNCT
cana-1472	250	29	dcardnet	dcardnet	NOUN
cana-1472	250	30	:	:	PUNCT
cana-1472	250	31	diabetic	diabetic	ADJ
cana-1472	250	32	retinopathy	retinopathy	ADJ
cana-1472	250	33	communications	communication	NOUN
cana-1472	250	34	on	on	ADP
cana-1472	250	35	applied	apply	VERB
cana-1472	250	36	nonlinear	nonlinear	ADJ
cana-1472	250	37	analysis	analysis	NOUN
cana-1472	250	38	issn	issn	NOUN
cana-1472	250	39	:	:	PUNCT
cana-1472	250	40	1074	1074	NUM
cana-1472	250	41	-	-	PUNCT
cana-1472	250	42	133x	133x	NUM
cana-1472	250	43	vol	vol	NOUN
cana-1472	250	44	31	31	NUM
cana-1472	250	45	no	no	NOUN
cana-1472	250	46	.	.	PUNCT
cana-1472	251	1	7s	7	NOUN
cana-1472	251	2	(	(	PUNCT
cana-1472	251	3	2024	2024	NUM
cana-1472	251	4	)	)	PUNCT
cana-1472	251	5	695	695	NUM
cana-1472	251	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1472	251	7	classification	classification	NOUN
cana-1472	251	8	at	at	ADP
cana-1472	251	9	multiple	multiple	ADJ
cana-1472	251	10	levels	level	NOUN
cana-1472	251	11	based	base	VERB
cana-1472	251	12	on	on	ADP
cana-1472	251	13	structural	structural	ADJ
cana-1472	251	14	and	and	CCONJ
cana-1472	251	15	angiographic	angiographic	ADJ
cana-1472	251	16	optical	optical	ADJ
cana-1472	251	17	coherence	coherence	NOUN
cana-1472	251	18	tomography	tomography	NOUN
cana-1472	251	19	,	,	PUNCT
cana-1472	251	20	”	"	PUNCT
cana-1472	251	21	ieee	ieee	NOUN
cana-1472	251	22	transactions	transaction	NOUN
cana-1472	251	23	on	on	ADP
cana-1472	251	24	biomedical	biomedical	ADJ
cana-1472	251	25	engineering	engineering	NOUN
cana-1472	251	26	,	,	PUNCT
cana-1472	251	27	vol	vol	NOUN
cana-1472	251	28	.	.	PROPN
cana-1472	252	1	68	68	NUM
cana-1472	252	2	,	,	PUNCT
cana-1472	252	3	no	no	INTJ
cana-1472	252	4	.	.	NOUN
cana-1472	252	5	6	6	NUM
cana-1472	252	6	,	,	PUNCT
cana-1472	252	7	pp	pp	ADJ
cana-1472	252	8	.	.	PUNCT
cana-1472	252	9	1859	1859	NUM
cana-1472	252	10	–	–	PUNCT
cana-1472	252	11	1870	1870	NUM
cana-1472	252	12	,	,	PUNCT
cana-1472	252	13	2020	2020	NUM
cana-1472	252	14	.	.	PUNCT
cana-1472	253	1	[	[	X
cana-1472	253	2	23	23	NUM
cana-1472	253	3	]	]	X
cana-1472	253	4	p.	p.	NOUN
cana-1472	253	5	adarsh	adarsh	PROPN
cana-1472	253	6	and	and	CCONJ
cana-1472	253	7	d.	d.	PROPN
cana-1472	253	8	jeyakumari	jeyakumari	PROPN
cana-1472	253	9	,	,	PUNCT
cana-1472	253	10	“	"	PUNCT
cana-1472	253	11	multiclass	multiclass	ADJ
cana-1472	253	12	svm	svm	PROPN
cana-1472	253	13	-	-	PUNCT
cana-1472	253	14	based	base	VERB
cana-1472	253	15	automated	automated	ADJ
cana-1472	253	16	diagnosis	diagnosis	NOUN
cana-1472	253	17	of	of	ADP
cana-1472	253	18	diabetic	diabetic	ADJ
cana-1472	253	19	retinopathy	retinopathy	NOUN
cana-1472	253	20	,	,	PUNCT
cana-1472	253	21	”	"	PUNCT
cana-1472	253	22	in	in	ADP
cana-1472	253	23	2013	2013	NUM
cana-1472	253	24	international	international	ADJ
cana-1472	253	25	conference	conference	NOUN
cana-1472	253	26	on	on	ADP
cana-1472	253	27	communication	communication	NOUN
cana-1472	253	28	and	and	CCONJ
cana-1472	253	29	signal	signal	NOUN
cana-1472	253	30	processing	processing	NOUN
cana-1472	253	31	.	.	PUNCT
cana-1472	254	1	ieee	ieee	PROPN
cana-1472	254	2	,	,	PUNCT
cana-1472	254	3	2013	2013	NUM
cana-1472	254	4	,	,	PUNCT
cana-1472	254	5	pp	pp	ADJ
cana-1472	254	6	.	.	PUNCT
cana-1472	255	1	206–210	206–210	NUM
cana-1472	255	2	.	.	PUNCT
cana-1472	256	1	[	[	X
cana-1472	256	2	24	24	NUM
cana-1472	256	3	]	]	PUNCT
cana-1472	256	4	k.	k.	NOUN
cana-1472	256	5	simonyan	simonyan	PROPN
cana-1472	256	6	and	and	CCONJ
cana-1472	256	7	a.	a.	NOUN
cana-1472	256	8	zisserman	zisserman	PROPN
cana-1472	256	9	,	,	PUNCT
cana-1472	256	10	“	"	PUNCT
cana-1472	256	11	very	very	ADV
cana-1472	256	12	deep	deep	ADJ
cana-1472	256	13	convolutional	convolutional	ADJ
cana-1472	256	14	networks	network	NOUN
cana-1472	256	15	for	for	ADP
cana-1472	256	16	large	large	ADJ
cana-1472	256	17	-	-	PUNCT
cana-1472	256	18	scale	scale	NOUN
cana-1472	256	19	image	image	NOUN
cana-1472	256	20	recognition	recognition	NOUN
cana-1472	256	21	,	,	PUNCT
cana-1472	256	22	”	"	PUNCT
cana-1472	256	23	arxiv	arxiv	PROPN
cana-1472	256	24	preprint	preprint	NOUN
cana-1472	256	25	arxiv:1409.1556	arxiv:1409.1556	NOUN
cana-1472	256	26	,	,	PUNCT
cana-1472	256	27	2014	2014	NUM
cana-1472	256	28	.	.	PUNCT
cana-1472	257	1	[	[	X
cana-1472	257	2	25	25	NUM
cana-1472	257	3	]	]	PUNCT
cana-1472	257	4	k.	k.	NOUN
cana-1472	258	1	he	he	PROPN
cana-1472	258	2	,	,	PUNCT
cana-1472	258	3	x.	x.	PROPN
cana-1472	258	4	zhang	zhang	PROPN
cana-1472	258	5	,	,	PUNCT
cana-1472	258	6	s.	s.	PROPN
cana-1472	258	7	ren	ren	PROPN
cana-1472	258	8	,	,	PUNCT
cana-1472	258	9	and	and	CCONJ
cana-1472	258	10	j.	j.	PROPN
cana-1472	258	11	sun	sun	PROPN
cana-1472	258	12	,	,	PUNCT
cana-1472	258	13	“	"	PUNCT
cana-1472	258	14	deep	deep	ADJ
cana-1472	258	15	residual	residual	ADJ
cana-1472	258	16	learning	learning	NOUN
cana-1472	258	17	for	for	ADP
cana-1472	258	18	image	image	NOUN
cana-1472	258	19	recognition	recognition	NOUN
cana-1472	258	20	,	,	PUNCT
cana-1472	258	21	”	"	PUNCT
cana-1472	258	22	in	in	ADP
cana-1472	258	23	proceedings	proceeding	NOUN
cana-1472	258	24	of	of	ADP
cana-1472	258	25	the	the	DET
cana-1472	258	26	ieee	ieee	NOUN
cana-1472	258	27	conference	conference	NOUN
cana-1472	258	28	on	on	ADP
cana-1472	258	29	computer	computer	NOUN
cana-1472	258	30	vision	vision	NOUN
cana-1472	258	31	and	and	CCONJ
cana-1472	258	32	pattern	pattern	NOUN
cana-1472	258	33	recognition	recognition	NOUN
cana-1472	258	34	,	,	PUNCT
cana-1472	258	35	2016	2016	NUM
cana-1472	258	36	,	,	PUNCT
cana-1472	258	37	pp	pp	ADJ
cana-1472	258	38	.	.	PUNCT
cana-1472	259	1	770–778	770–778	NUM
cana-1472	259	2	.	.	PUNCT
cana-1472	260	1	[	[	X
cana-1472	260	2	26	26	NUM
cana-1472	260	3	]	]	X
cana-1472	260	4	c.	c.	NOUN
cana-1472	260	5	szegedy	szegedy	PROPN
cana-1472	260	6	,	,	PUNCT
cana-1472	260	7	w.	w.	PROPN
cana-1472	260	8	liu	liu	PROPN
cana-1472	260	9	,	,	PUNCT
cana-1472	260	10	y.	y.	PROPN
cana-1472	260	11	jia	jia	PROPN
cana-1472	260	12	,	,	PUNCT
cana-1472	260	13	p.	p.	PROPN
cana-1472	260	14	sermanet	sermanet	NOUN
cana-1472	260	15	,	,	PUNCT
cana-1472	260	16	s.	s.	PROPN
cana-1472	260	17	reed	reed	PROPN
cana-1472	260	18	,	,	PUNCT
cana-1472	260	19	d.	d.	PROPN
cana-1472	260	20	anguelov	anguelov	PROPN
cana-1472	260	21	,	,	PUNCT
cana-1472	260	22	d.	d.	PROPN
cana-1472	260	23	erhan	erhan	PROPN
cana-1472	260	24	,	,	PUNCT
cana-1472	260	25	v.	v.	PROPN
cana-1472	260	26	vanhoucke	vanhoucke	PROPN
cana-1472	260	27	,	,	PUNCT
cana-1472	260	28	and	and	CCONJ
cana-1472	260	29	a.	a.	NOUN
cana-1472	260	30	rabinovich	rabinovich	NOUN
cana-1472	260	31	,	,	PUNCT
cana-1472	260	32	“	"	PUNCT
cana-1472	260	33	going	go	VERB
cana-1472	260	34	deeper	deeply	ADV
cana-1472	260	35	with	with	ADP
cana-1472	260	36	convolutions	convolution	NOUN
cana-1472	260	37	,	,	PUNCT
cana-1472	260	38	”	"	PUNCT
cana-1472	260	39	in	in	ADP
cana-1472	260	40	proceedings	proceeding	NOUN
cana-1472	260	41	of	of	ADP
cana-1472	260	42	the	the	DET
cana-1472	260	43	ieee	ieee	NOUN
cana-1472	260	44	conference	conference	NOUN
cana-1472	260	45	on	on	ADP
cana-1472	260	46	computer	computer	NOUN
cana-1472	260	47	vision	vision	NOUN
cana-1472	260	48	and	and	CCONJ
cana-1472	260	49	pattern	pattern	NOUN
cana-1472	260	50	recognition	recognition	NOUN
cana-1472	260	51	,	,	PUNCT
cana-1472	260	52	2015	2015	NUM
cana-1472	260	53	,	,	PUNCT
cana-1472	260	54	pp	pp	ADJ
cana-1472	260	55	.	.	PUNCT
cana-1472	261	1	1–9	1–9	NOUN
cana-1472	261	2	.	.	PUNCT
cana-1472	262	1	[	[	X
cana-1472	262	2	27	27	NUM
cana-1472	262	3	]	]	X
cana-1472	262	4	c.	c.	NOUN
cana-1472	262	5	szegedy	szegedy	PROPN
cana-1472	262	6	,	,	PUNCT
cana-1472	262	7	v.	v.	PROPN
cana-1472	262	8	vanhoucke	vanhoucke	PROPN
cana-1472	262	9	,	,	PUNCT
cana-1472	262	10	s.	s.	PROPN
cana-1472	262	11	ioffe	ioffe	PROPN
cana-1472	262	12	,	,	PUNCT
cana-1472	262	13	j.	j.	PROPN
cana-1472	262	14	shlens	shlens	PROPN
cana-1472	262	15	,	,	PUNCT
cana-1472	262	16	and	and	CCONJ
cana-1472	262	17	z.	z.	PROPN
cana-1472	262	18	wojna	wojna	PROPN
cana-1472	262	19	,	,	PUNCT
cana-1472	262	20	“	"	PUNCT
cana-1472	262	21	rethinking	rethink	VERB
cana-1472	262	22	the	the	DET
cana-1472	262	23	inception	inception	ADJ
cana-1472	262	24	architecture	architecture	NOUN
cana-1472	262	25	for	for	ADP
cana-1472	262	26	computer	computer	NOUN
cana-1472	262	27	vision	vision	NOUN
cana-1472	262	28	,	,	PUNCT
cana-1472	262	29	”	"	PUNCT
cana-1472	262	30	in	in	ADP
cana-1472	262	31	proceedings	proceeding	NOUN
cana-1472	262	32	of	of	ADP
cana-1472	262	33	the	the	DET
cana-1472	262	34	ieee	ieee	NOUN
cana-1472	262	35	conference	conference	NOUN
cana-1472	262	36	on	on	ADP
cana-1472	262	37	computer	computer	NOUN
cana-1472	262	38	vision	vision	NOUN
cana-1472	262	39	and	and	CCONJ
cana-1472	262	40	pattern	pattern	NOUN
cana-1472	262	41	recognition	recognition	NOUN
cana-1472	262	42	,	,	PUNCT
cana-1472	262	43	2016	2016	NUM
cana-1472	262	44	,	,	PUNCT
cana-1472	262	45	pp	pp	ADJ
cana-1472	262	46	.	.	PUNCT
cana-1472	263	1	2818–2826	2818–2826	NUM
cana-1472	263	2	.	.	PUNCT