id	sid	tid	token	lemma	pos
ajst-22363	1	1	academic	academic	ADJ
ajst-22363	1	2	journal	journal	NOUN
ajst-22363	1	3	of	of	ADP
ajst-22363	1	4	science	science	NOUN
ajst-22363	1	5	and	and	CCONJ
ajst-22363	1	6	technology	technology	NOUN
ajst-22363	1	7	issn	issn	NOUN
ajst-22363	1	8	:	:	PUNCT
ajst-22363	1	9	2771	2771	NUM
ajst-22363	1	10	-	-	SYM
ajst-22363	1	11	3032	3032	NUM
ajst-22363	1	12	|	|	NOUN
ajst-22363	1	13	vol	vol	NOUN
ajst-22363	1	14	.	.	PROPN
ajst-22363	2	1	11	11	NUM
ajst-22363	2	2	,	,	PUNCT
ajst-22363	2	3	no	no	INTJ
ajst-22363	2	4	.	.	NOUN
ajst-22363	2	5	2	2	NUM
ajst-22363	2	6	,	,	PUNCT
ajst-22363	2	7	2024	2024	NUM
ajst-22363	2	8	180	180	NUM
ajst-22363	2	9	a	a	DET
ajst-22363	2	10	deep	deep	ADJ
ajst-22363	2	11	learning‐based	learning‐based	ADJ
ajst-22363	2	12	diabetic	diabetic	ADJ
ajst-22363	2	13	retinopathy	retinopathy	ADJ
ajst-22363	2	14	classification	classification	NOUN
ajst-22363	2	15	and	and	CCONJ
ajst-22363	2	16	diagnosis	diagnosis	NOUN
ajst-22363	2	17	system	system	NOUN
ajst-22363	2	18	shaojie	shaojie	PROPN
ajst-22363	2	19	li	li	PROPN
ajst-22363	2	20	*	*	PROPN
ajst-22363	2	21	,	,	PUNCT
ajst-22363	2	22	ying	ying	PROPN
ajst-22363	2	23	guo	guo	PROPN
ajst-22363	2	24	school	school	NOUN
ajst-22363	2	25	of	of	ADP
ajst-22363	2	26	information	information	NOUN
ajst-22363	2	27	and	and	CCONJ
ajst-22363	2	28	communication	communication	NOUN
ajst-22363	2	29	engineering	engineering	NOUN
ajst-22363	2	30	,	,	PUNCT
ajst-22363	2	31	shenyang	shenyang	PROPN
ajst-22363	2	32	university	university	PROPN
ajst-22363	2	33	of	of	ADP
ajst-22363	2	34	technology	technology	PROPN
ajst-22363	2	35	,	,	PUNCT
ajst-22363	2	36	china	china	PROPN
ajst-22363	2	37	*	*	PUNCT
ajst-22363	2	38	corresponding	correspond	VERB
ajst-22363	2	39	author	author	NOUN
ajst-22363	2	40	:	:	PUNCT
ajst-22363	2	41	shaojie	shaojie	PROPN
ajst-22363	2	42	li	li	PROPN
ajst-22363	2	43	(	(	PUNCT
ajst-22363	2	44	email	email	NOUN
ajst-22363	2	45	:	:	PUNCT
ajst-22363	2	46	2375954588@qq.com	2375954588@qq.com	NUM
ajst-22363	2	47	)	)	PUNCT
ajst-22363	2	48	abstract	abstract	ADJ
ajst-22363	2	49	:	:	PUNCT
ajst-22363	2	50	diabetic	diabetic	ADJ
ajst-22363	2	51	retinopathy	retinopathy	ADJ
ajst-22363	2	52	(	(	PUNCT
ajst-22363	2	53	dr	dr	PROPN
ajst-22363	2	54	)	)	PUNCT
ajst-22363	2	55	was	be	AUX
ajst-22363	2	56	a	a	DET
ajst-22363	2	57	chronic	chronic	ADJ
ajst-22363	2	58	complication	complication	NOUN
ajst-22363	2	59	caused	cause	VERB
ajst-22363	2	60	by	by	ADP
ajst-22363	2	61	diabetes	diabete	NOUN
ajst-22363	2	62	.	.	PUNCT
ajst-22363	3	1	if	if	SCONJ
ajst-22363	3	2	not	not	PART
ajst-22363	3	3	diagnosed	diagnose	VERB
ajst-22363	3	4	and	and	CCONJ
ajst-22363	3	5	treated	treat	VERB
ajst-22363	3	6	in	in	ADP
ajst-22363	3	7	time	time	NOUN
ajst-22363	3	8	,	,	PUNCT
ajst-22363	3	9	it	it	PRON
ajst-22363	3	10	can	can	AUX
ajst-22363	3	11	severely	severely	ADV
ajst-22363	3	12	affect	affect	VERB
ajst-22363	3	13	vision	vision	NOUN
ajst-22363	3	14	and	and	CCONJ
ajst-22363	3	15	even	even	ADV
ajst-22363	3	16	lead	lead	VERB
ajst-22363	3	17	to	to	ADP
ajst-22363	3	18	blindness	blindness	NOUN
ajst-22363	3	19	.	.	PUNCT
ajst-22363	4	1	due	due	ADP
ajst-22363	4	2	to	to	ADP
ajst-22363	4	3	the	the	DET
ajst-22363	4	4	diversity	diversity	NOUN
ajst-22363	4	5	and	and	CCONJ
ajst-22363	4	6	complexity	complexity	NOUN
ajst-22363	4	7	of	of	ADP
ajst-22363	4	8	lesion	lesion	NOUN
ajst-22363	4	9	areas	area	NOUN
ajst-22363	4	10	,	,	PUNCT
ajst-22363	4	11	relying	rely	VERB
ajst-22363	4	12	solely	solely	ADV
ajst-22363	4	13	on	on	ADP
ajst-22363	4	14	manual	manual	ADJ
ajst-22363	4	15	detection	detection	NOUN
ajst-22363	4	16	make	make	VERB
ajst-22363	4	17	it	it	PRON
ajst-22363	4	18	difficult	difficult	ADJ
ajst-22363	4	19	to	to	PART
ajst-22363	4	20	establish	establish	VERB
ajst-22363	4	21	quantitative	quantitative	ADJ
ajst-22363	4	22	judgment	judgment	NOUN
ajst-22363	4	23	standards	standard	NOUN
ajst-22363	4	24	and	and	CCONJ
ajst-22363	4	25	introduces	introduce	VERB
ajst-22363	4	26	significant	significant	ADJ
ajst-22363	4	27	uncertainty	uncertainty	NOUN
ajst-22363	4	28	.	.	PUNCT
ajst-22363	5	1	therefore	therefore	ADV
ajst-22363	5	2	,	,	PUNCT
ajst-22363	5	3	developing	develop	VERB
ajst-22363	5	4	an	an	DET
ajst-22363	5	5	efficient	efficient	ADJ
ajst-22363	5	6	automated	automate	VERB
ajst-22363	5	7	diagnostic	diagnostic	ADJ
ajst-22363	5	8	system	system	NOUN
ajst-22363	5	9	was	be	AUX
ajst-22363	5	10	crucial	crucial	ADJ
ajst-22363	5	11	.	.	PUNCT
ajst-22363	6	1	thesis	thesis	NOUN
ajst-22363	6	2	proposed	propose	VERB
ajst-22363	6	3	a	a	DET
ajst-22363	6	4	diabetic	diabetic	ADJ
ajst-22363	6	5	retinopathy	retinopathy	ADJ
ajst-22363	6	6	classification	classification	NOUN
ajst-22363	6	7	and	and	CCONJ
ajst-22363	6	8	diagnosis	diagnosis	NOUN
ajst-22363	6	9	system	system	NOUN
ajst-22363	6	10	based	base	VERB
ajst-22363	6	11	on	on	ADP
ajst-22363	6	12	the	the	DET
ajst-22363	6	13	pyqt5	pyqt5	NOUN
ajst-22363	6	14	platform	platform	NOUN
ajst-22363	6	15	.	.	PUNCT
ajst-22363	7	1	the	the	DET
ajst-22363	7	2	system	system	NOUN
ajst-22363	7	3	was	be	AUX
ajst-22363	7	4	trained	train	VERB
ajst-22363	7	5	using	use	VERB
ajst-22363	7	6	the	the	DET
ajst-22363	7	7	aptos2019	aptos2019	PROPN
ajst-22363	7	8	dataset	dataset	VERB
ajst-22363	7	9	and	and	CCONJ
ajst-22363	7	10	emploied	emploie	VERB
ajst-22363	7	11	a	a	DET
ajst-22363	7	12	method	method	NOUN
ajst-22363	7	13	combining	combine	VERB
ajst-22363	7	14	residual	residual	ADJ
ajst-22363	7	15	networks	network	NOUN
ajst-22363	7	16	(	(	PUNCT
ajst-22363	7	17	resnet	resnet	NOUN
ajst-22363	7	18	)	)	PUNCT
ajst-22363	7	19	with	with	ADP
ajst-22363	7	20	focal	focal	ADJ
ajst-22363	7	21	loss	loss	NOUN
ajst-22363	7	22	.	.	PUNCT
ajst-22363	8	1	this	this	DET
ajst-22363	8	2	approach	approach	NOUN
ajst-22363	8	3	enabled	enable	VERB
ajst-22363	8	4	the	the	DET
ajst-22363	8	5	system	system	NOUN
ajst-22363	8	6	to	to	PART
ajst-22363	8	7	autonomously	autonomously	ADV
ajst-22363	8	8	extract	extract	VERB
ajst-22363	8	9	features	feature	NOUN
ajst-22363	8	10	from	from	ADP
ajst-22363	8	11	lesion	lesion	NOUN
ajst-22363	8	12	areas	area	NOUN
ajst-22363	8	13	and	and	CCONJ
ajst-22363	8	14	accurately	accurately	ADV
ajst-22363	8	15	classify	classify	VERB
ajst-22363	8	16	the	the	DET
ajst-22363	8	17	severity	severity	NOUN
ajst-22363	8	18	of	of	ADP
ajst-22363	8	19	the	the	DET
ajst-22363	8	20	lesions	lesion	NOUN
ajst-22363	8	21	.	.	PUNCT
ajst-22363	9	1	this	this	PRON
ajst-22363	9	2	not	not	PART
ajst-22363	9	3	only	only	ADV
ajst-22363	9	4	helped	help	VERB
ajst-22363	9	5	to	to	PART
ajst-22363	9	6	conserve	conserve	VERB
ajst-22363	9	7	medical	medical	ADJ
ajst-22363	9	8	resources	resource	NOUN
ajst-22363	9	9	and	and	CCONJ
ajst-22363	9	10	improve	improve	VERB
ajst-22363	9	11	diagnostic	diagnostic	ADJ
ajst-22363	9	12	efficiency	efficiency	NOUN
ajst-22363	9	13	but	but	CCONJ
ajst-22363	9	14	also	also	ADV
ajst-22363	9	15	provided	provide	VERB
ajst-22363	9	16	reliable	reliable	ADJ
ajst-22363	9	17	decision	decision	NOUN
ajst-22363	9	18	support	support	NOUN
ajst-22363	9	19	for	for	ADP
ajst-22363	9	20	clinicians	clinician	NOUN
ajst-22363	9	21	,	,	PUNCT
ajst-22363	9	22	thereby	thereby	ADV
ajst-22363	9	23	improving	improve	VERB
ajst-22363	9	24	patient	patient	ADJ
ajst-22363	9	25	treatment	treatment	NOUN
ajst-22363	9	26	outcomes	outcome	NOUN
ajst-22363	9	27	.	.	PUNCT
ajst-22363	10	1	keywords	keyword	NOUN
ajst-22363	10	2	:	:	PUNCT
ajst-22363	10	3	diabetic	diabetic	ADJ
ajst-22363	10	4	retinopathy	retinopathy	NOUN
ajst-22363	10	5	;	;	PUNCT
ajst-22363	10	6	residual	residual	ADJ
ajst-22363	10	7	networks	network	NOUN
ajst-22363	10	8	;	;	PUNCT
ajst-22363	10	9	focal	focal	ADJ
ajst-22363	10	10	loss	loss	NOUN
ajst-22363	10	11	;	;	PUNCT
ajst-22363	10	12	classification	classification	NOUN
ajst-22363	10	13	system	system	NOUN
ajst-22363	10	14	.	.	PUNCT
ajst-22363	11	1	1	1	X
ajst-22363	11	2	.	.	X
ajst-22363	11	3	introduction	introduction	NOUN
ajst-22363	11	4	diabetic	diabetic	ADJ
ajst-22363	11	5	retinopathy	retinopathy	ADJ
ajst-22363	11	6	(	(	PUNCT
ajst-22363	11	7	dr	dr	PROPN
ajst-22363	11	8	)	)	PUNCT
ajst-22363	11	9	is	be	AUX
ajst-22363	11	10	an	an	DET
ajst-22363	11	11	abnormal	abnormal	ADJ
ajst-22363	11	12	hemorrhage	hemorrhage	NOUN
ajst-22363	11	13	of	of	ADP
ajst-22363	11	14	the	the	DET
ajst-22363	11	15	micro	micro	ADJ
ajst-22363	11	16	vessels	vessel	NOUN
ajst-22363	11	17	in	in	ADP
ajst-22363	11	18	the	the	DET
ajst-22363	11	19	fundus	fundus	NOUN
ajst-22363	11	20	of	of	ADP
ajst-22363	11	21	the	the	DET
ajst-22363	11	22	eye	eye	NOUN
ajst-22363	11	23	due	due	ADP
ajst-22363	11	24	to	to	ADP
ajst-22363	11	25	chronically	chronically	ADV
ajst-22363	11	26	high	high	ADJ
ajst-22363	11	27	blood	blood	NOUN
ajst-22363	11	28	glucose	glucose	NOUN
ajst-22363	11	29	levels	level	NOUN
ajst-22363	11	30	in	in	ADP
ajst-22363	11	31	the	the	DET
ajst-22363	11	32	body	body	NOUN
ajst-22363	11	33	and	and	CCONJ
ajst-22363	11	34	dysfunction	dysfunction	NOUN
ajst-22363	11	35	of	of	ADP
ajst-22363	11	36	insulin	insulin	NOUN
ajst-22363	11	37	metabolism	metabolism	NOUN
ajst-22363	11	38	[	[	X
ajst-22363	11	39	1	1	NUM
ajst-22363	11	40	]	]	PUNCT
ajst-22363	11	41	.	.	PUNCT
ajst-22363	12	1	dr	dr	PROPN
ajst-22363	12	2	carries	carry	VERB
ajst-22363	12	3	great	great	ADJ
ajst-22363	12	4	medical	medical	ADJ
ajst-22363	12	5	and	and	CCONJ
ajst-22363	12	6	social	social	ADJ
ajst-22363	12	7	significance	significance	NOUN
ajst-22363	12	8	as	as	ADP
ajst-22363	12	9	a	a	DET
ajst-22363	12	10	serious	serious	ADJ
ajst-22363	12	11	complication	complication	NOUN
ajst-22363	12	12	faced	face	VERB
ajst-22363	12	13	by	by	ADP
ajst-22363	12	14	patients	patient	NOUN
ajst-22363	12	15	with	with	ADP
ajst-22363	12	16	diabetes	diabetes	NOUN
ajst-22363	12	17	mellitus	mellitus	NOUN
ajst-22363	12	18	.	.	PUNCT
ajst-22363	13	1	the	the	DET
ajst-22363	13	2	incidence	incidence	NOUN
ajst-22363	13	3	of	of	ADP
ajst-22363	13	4	diabetes	diabetes	NOUN
ajst-22363	13	5	has	have	AUX
ajst-22363	13	6	gradually	gradually	ADV
ajst-22363	13	7	increased	increase	VERB
ajst-22363	13	8	with	with	ADP
ajst-22363	13	9	the	the	DET
ajst-22363	13	10	changes	change	NOUN
ajst-22363	13	11	in	in	ADP
ajst-22363	13	12	modern	modern	ADJ
ajst-22363	13	13	lifestyles	lifestyle	NOUN
ajst-22363	13	14	,	,	PUNCT
ajst-22363	13	15	making	make	VERB
ajst-22363	13	16	diabetes	diabetes	NOUN
ajst-22363	13	17	and	and	CCONJ
ajst-22363	13	18	its	its	PRON
ajst-22363	13	19	related	related	ADJ
ajst-22363	13	20	complications	complication	NOUN
ajst-22363	13	21	a	a	DET
ajst-22363	13	22	prominent	prominent	ADJ
ajst-22363	13	23	health	health	NOUN
ajst-22363	13	24	problem	problem	NOUN
ajst-22363	13	25	worldwide	worldwide	ADV
ajst-22363	13	26	.	.	PUNCT
ajst-22363	14	1	although	although	SCONJ
ajst-22363	14	2	in	in	ADP
ajst-22363	14	3	the	the	DET
ajst-22363	14	4	early	early	ADJ
ajst-22363	14	5	stages	stage	NOUN
ajst-22363	14	6	of	of	ADP
ajst-22363	14	7	diabetes	diabetes	NOUN
ajst-22363	14	8	and	and	CCONJ
ajst-22363	14	9	dr	dr	PROPN
ajst-22363	14	10	,	,	PUNCT
ajst-22363	14	11	patients	patient	NOUN
ajst-22363	14	12	'	'	PART
ajst-22363	14	13	vision	vision	NOUN
ajst-22363	14	14	may	may	AUX
ajst-22363	14	15	not	not	PART
ajst-22363	14	16	be	be	AUX
ajst-22363	14	17	affected	affect	VERB
ajst-22363	14	18	,	,	PUNCT
ajst-22363	14	19	as	as	SCONJ
ajst-22363	14	20	the	the	DET
ajst-22363	14	21	disease	disease	NOUN
ajst-22363	14	22	progresses	progress	VERB
ajst-22363	14	23	,	,	PUNCT
ajst-22363	14	24	especially	especially	ADV
ajst-22363	14	25	to	to	ADP
ajst-22363	14	26	the	the	DET
ajst-22363	14	27	advanced	advanced	ADJ
ajst-22363	14	28	stages	stage	NOUN
ajst-22363	14	29	of	of	ADP
ajst-22363	14	30	dr	dr	PROPN
ajst-22363	14	31	,	,	PUNCT
ajst-22363	14	32	vision	vision	NOUN
ajst-22363	14	33	will	will	AUX
ajst-22363	14	34	suffer	suffer	VERB
ajst-22363	14	35	irreversible	irreversible	ADJ
ajst-22363	14	36	damage	damage	NOUN
ajst-22363	14	37	,	,	PUNCT
ajst-22363	14	38	so	so	CCONJ
ajst-22363	14	39	early	early	ADJ
ajst-22363	14	40	retinal	retinal	ADJ
ajst-22363	14	41	screening	screening	NOUN
ajst-22363	14	42	and	and	CCONJ
ajst-22363	14	43	effective	effective	ADJ
ajst-22363	14	44	diabetes	diabetes	NOUN
ajst-22363	14	45	management	management	NOUN
ajst-22363	14	46	will	will	AUX
ajst-22363	14	47	be	be	AUX
ajst-22363	14	48	an	an	DET
ajst-22363	14	49	important	important	ADJ
ajst-22363	14	50	measure	measure	NOUN
ajst-22363	14	51	to	to	PART
ajst-22363	14	52	alleviate	alleviate	VERB
ajst-22363	14	53	the	the	DET
ajst-22363	14	54	great	great	ADJ
ajst-22363	14	55	health	health	NOUN
ajst-22363	14	56	threat	threat	NOUN
ajst-22363	14	57	and	and	CCONJ
ajst-22363	14	58	social	social	ADJ
ajst-22363	14	59	burden	burden	NOUN
ajst-22363	14	60	caused	cause	VERB
ajst-22363	14	61	by	by	ADP
ajst-22363	14	62	diabetic	diabetic	ADJ
ajst-22363	14	63	retinopathy	retinopathy	NOUN
ajst-22363	15	1	[	[	X
ajst-22363	15	2	2	2	NUM
ajst-22363	15	3	]	]	PUNCT
ajst-22363	15	4	.	.	PUNCT
ajst-22363	16	1	however	however	ADV
ajst-22363	16	2	,	,	PUNCT
ajst-22363	16	3	dr	dr	PROPN
ajst-22363	16	4	detection	detection	NOUN
ajst-22363	16	5	is	be	AUX
ajst-22363	16	6	a	a	DET
ajst-22363	16	7	timeconsuming	timeconsuming	ADJ
ajst-22363	16	8	and	and	CCONJ
ajst-22363	16	9	labor	labor	NOUN
ajst-22363	16	10	-	-	PUNCT
ajst-22363	16	11	intensive	intensive	ADJ
ajst-22363	16	12	manual	manual	ADJ
ajst-22363	16	13	task	task	NOUN
ajst-22363	16	14	,	,	PUNCT
ajst-22363	16	15	and	and	CCONJ
ajst-22363	16	16	with	with	ADP
ajst-22363	16	17	the	the	DET
ajst-22363	16	18	rapid	rapid	ADJ
ajst-22363	16	19	increase	increase	NOUN
ajst-22363	16	20	in	in	ADP
ajst-22363	16	21	the	the	DET
ajst-22363	16	22	number	number	NOUN
ajst-22363	16	23	of	of	ADP
ajst-22363	16	24	diabetic	diabetic	ADJ
ajst-22363	16	25	patients	patient	NOUN
ajst-22363	16	26	,	,	PUNCT
ajst-22363	16	27	the	the	DET
ajst-22363	16	28	number	number	NOUN
ajst-22363	16	29	of	of	ADP
ajst-22363	16	30	retinal	retinal	ADJ
ajst-22363	16	31	images	image	NOUN
ajst-22363	16	32	to	to	PART
ajst-22363	16	33	be	be	AUX
ajst-22363	16	34	diagnosed	diagnose	VERB
ajst-22363	16	35	in	in	ADP
ajst-22363	16	36	the	the	DET
ajst-22363	16	37	healthcare	healthcare	NOUN
ajst-22363	16	38	system	system	NOUN
ajst-22363	16	39	will	will	AUX
ajst-22363	16	40	also	also	ADV
ajst-22363	16	41	increase	increase	VERB
ajst-22363	16	42	,	,	PUNCT
ajst-22363	16	43	which	which	PRON
ajst-22363	16	44	will	will	AUX
ajst-22363	16	45	put	put	VERB
ajst-22363	16	46	a	a	DET
ajst-22363	16	47	huge	huge	ADJ
ajst-22363	16	48	burden	burden	NOUN
ajst-22363	16	49	on	on	ADP
ajst-22363	16	50	our	our	PRON
ajst-22363	16	51	healthcare	healthcare	NOUN
ajst-22363	16	52	delivery	delivery	NOUN
ajst-22363	16	53	system	system	NOUN
ajst-22363	16	54	.	.	PUNCT
ajst-22363	17	1	based	base	VERB
ajst-22363	17	2	on	on	ADP
ajst-22363	17	3	the	the	DET
ajst-22363	17	4	above	above	ADJ
ajst-22363	17	5	discussion	discussion	NOUN
ajst-22363	17	6	,	,	PUNCT
ajst-22363	17	7	this	this	DET
ajst-22363	17	8	paper	paper	NOUN
ajst-22363	17	9	proposes	propose	VERB
ajst-22363	17	10	a	a	DET
ajst-22363	17	11	classification	classification	NOUN
ajst-22363	17	12	and	and	CCONJ
ajst-22363	17	13	detection	detection	NOUN
ajst-22363	17	14	system	system	NOUN
ajst-22363	17	15	for	for	ADP
ajst-22363	17	16	diabetic	diabetic	ADJ
ajst-22363	17	17	retinopathy	retinopathy	NOUN
ajst-22363	17	18	based	base	VERB
ajst-22363	17	19	on	on	ADP
ajst-22363	17	20	deep	deep	ADJ
ajst-22363	17	21	learning	learning	NOUN
ajst-22363	17	22	theory	theory	NOUN
ajst-22363	17	23	,	,	PUNCT
ajst-22363	17	24	which	which	PRON
ajst-22363	17	25	allows	allow	VERB
ajst-22363	17	26	computers	computer	NOUN
ajst-22363	17	27	to	to	PART
ajst-22363	17	28	independently	independently	ADV
ajst-22363	17	29	find	find	VERB
ajst-22363	17	30	pathological	pathological	ADJ
ajst-22363	17	31	features	feature	NOUN
ajst-22363	17	32	from	from	ADP
ajst-22363	17	33	fundus	fundus	NOUN
ajst-22363	17	34	images	image	NOUN
ajst-22363	17	35	and	and	CCONJ
ajst-22363	17	36	classify	classify	VERB
ajst-22363	17	37	and	and	CCONJ
ajst-22363	17	38	diagnose	diagnose	VERB
ajst-22363	17	39	the	the	DET
ajst-22363	17	40	degree	degree	NOUN
ajst-22363	17	41	of	of	ADP
ajst-22363	17	42	lesions	lesion	NOUN
ajst-22363	17	43	,	,	PUNCT
ajst-22363	17	44	thus	thus	ADV
ajst-22363	17	45	being	be	AUX
ajst-22363	17	46	able	able	ADJ
ajst-22363	17	47	to	to	PART
ajst-22363	17	48	assist	assist	VERB
ajst-22363	17	49	doctors	doctor	NOUN
ajst-22363	17	50	in	in	ADP
ajst-22363	17	51	diagnosis	diagnosis	NOUN
ajst-22363	17	52	and	and	CCONJ
ajst-22363	17	53	treatment	treatment	NOUN
ajst-22363	17	54	.	.	PUNCT
ajst-22363	18	1	2	2	X
ajst-22363	18	2	.	.	X
ajst-22363	18	3	model	model	NOUN
ajst-22363	18	4	construction	construction	NOUN
ajst-22363	18	5	2.1	2.1	NUM
ajst-22363	18	6	.	.	PUNCT
ajst-22363	19	1	resnet	resnet	NOUN
ajst-22363	19	2	models	model	NOUN
ajst-22363	19	3	resnet	resnet	VERB
ajst-22363	19	4	(	(	PUNCT
ajst-22363	19	5	residual	residual	ADJ
ajst-22363	19	6	network	network	NOUN
ajst-22363	19	7	)	)	PUNCT
ajst-22363	19	8	is	be	AUX
ajst-22363	19	9	a	a	DET
ajst-22363	19	10	deep	deep	ADJ
ajst-22363	19	11	convolutional	convolutional	ADJ
ajst-22363	19	12	neural	neural	ADJ
ajst-22363	19	13	network	network	NOUN
ajst-22363	19	14	model	model	NOUN
ajst-22363	19	15	proposed	propose	VERB
ajst-22363	19	16	by	by	ADP
ajst-22363	19	17	he	he	PRON
ajst-22363	19	18	et	et	PROPN
ajst-22363	19	19	al	al	PROPN
ajst-22363	20	1	[	[	X
ajst-22363	20	2	3	3	X
ajst-22363	20	3	]	]	PUNCT
ajst-22363	20	4	in	in	ADP
ajst-22363	20	5	2015	2015	NUM
ajst-22363	20	6	.	.	PUNCT
ajst-22363	21	1	in	in	ADP
ajst-22363	21	2	traditional	traditional	ADJ
ajst-22363	21	3	deep	deep	ADJ
ajst-22363	21	4	convolutional	convolutional	ADJ
ajst-22363	21	5	neural	neural	ADJ
ajst-22363	21	6	networks	network	NOUN
ajst-22363	21	7	,	,	PUNCT
ajst-22363	21	8	the	the	DET
ajst-22363	21	9	problems	problem	NOUN
ajst-22363	21	10	of	of	ADP
ajst-22363	21	11	gradient	gradient	ADJ
ajst-22363	21	12	vanishing	vanishing	NOUN
ajst-22363	21	13	and	and	CCONJ
ajst-22363	21	14	gradient	gradient	NOUN
ajst-22363	21	15	explosion	explosion	NOUN
ajst-22363	21	16	occur	occur	VERB
ajst-22363	21	17	as	as	ADP
ajst-22363	21	18	the	the	DET
ajst-22363	21	19	number	number	NOUN
ajst-22363	21	20	of	of	ADP
ajst-22363	21	21	layers	layer	NOUN
ajst-22363	21	22	increases	increase	NOUN
ajst-22363	21	23	,	,	PUNCT
ajst-22363	21	24	leading	lead	VERB
ajst-22363	21	25	to	to	ADP
ajst-22363	21	26	training	training	NOUN
ajst-22363	21	27	difficulties	difficulty	NOUN
ajst-22363	21	28	and	and	CCONJ
ajst-22363	21	29	bottlenecking	bottlenecking	NOUN
ajst-22363	21	30	of	of	ADP
ajst-22363	21	31	network	network	NOUN
ajst-22363	21	32	performance	performance	NOUN
ajst-22363	21	33	.	.	PUNCT
ajst-22363	22	1	in	in	ADP
ajst-22363	22	2	order	order	NOUN
ajst-22363	22	3	to	to	PART
ajst-22363	22	4	solve	solve	VERB
ajst-22363	22	5	this	this	DET
ajst-22363	22	6	problem	problem	NOUN
ajst-22363	22	7	,	,	PUNCT
ajst-22363	22	8	resnet	resnet	NOUN
ajst-22363	22	9	proposes	propose	VERB
ajst-22363	22	10	a	a	DET
ajst-22363	22	11	residual	residual	ADJ
ajst-22363	22	12	learning	learning	NOUN
ajst-22363	22	13	idea	idea	NOUN
ajst-22363	22	14	,	,	PUNCT
ajst-22363	22	15	i.e.	i.e.	X
ajst-22363	22	16	,	,	PUNCT
ajst-22363	22	17	the	the	DET
ajst-22363	22	18	output	output	NOUN
ajst-22363	22	19	is	be	AUX
ajst-22363	22	20	added	add	VERB
ajst-22363	22	21	to	to	ADP
ajst-22363	22	22	the	the	DET
ajst-22363	22	23	input	input	NOUN
ajst-22363	22	24	to	to	PART
ajst-22363	22	25	obtain	obtain	VERB
ajst-22363	22	26	the	the	DET
ajst-22363	22	27	residual	residual	ADJ
ajst-22363	22	28	,	,	PUNCT
ajst-22363	22	29	and	and	CCONJ
ajst-22363	22	30	used	use	VERB
ajst-22363	22	31	as	as	ADP
ajst-22363	22	32	the	the	DET
ajst-22363	22	33	input	input	NOUN
ajst-22363	22	34	for	for	ADP
ajst-22363	22	35	the	the	DET
ajst-22363	22	36	next	next	ADJ
ajst-22363	22	37	layer	layer	NOUN
ajst-22363	22	38	of	of	ADP
ajst-22363	22	39	the	the	DET
ajst-22363	22	40	network	network	NOUN
ajst-22363	22	41	.	.	PUNCT
ajst-22363	23	1	this	this	PRON
ajst-22363	23	2	can	can	AUX
ajst-22363	23	3	make	make	VERB
ajst-22363	23	4	the	the	DET
ajst-22363	23	5	network	network	NOUN
ajst-22363	23	6	easier	easy	ADJ
ajst-22363	23	7	to	to	PART
ajst-22363	23	8	train	train	VERB
ajst-22363	23	9	,	,	PUNCT
ajst-22363	23	10	and	and	CCONJ
ajst-22363	23	11	can	can	AUX
ajst-22363	23	12	effectively	effectively	ADV
ajst-22363	23	13	alleviate	alleviate	VERB
ajst-22363	23	14	a	a	DET
ajst-22363	23	15	series	series	NOUN
ajst-22363	23	16	of	of	ADP
ajst-22363	23	17	problems	problem	NOUN
ajst-22363	23	18	arising	arise	VERB
ajst-22363	23	19	from	from	ADP
ajst-22363	23	20	network	network	NOUN
ajst-22363	23	21	deepening	deepening	NOUN
ajst-22363	23	22	.	.	PUNCT
ajst-22363	24	1	specifically	specifically	ADV
ajst-22363	24	2	,	,	PUNCT
ajst-22363	24	3	the	the	DET
ajst-22363	24	4	residual	residual	ADJ
ajst-22363	24	5	module	module	NOUN
ajst-22363	24	6	contains	contain	VERB
ajst-22363	24	7	two	two	NUM
ajst-22363	24	8	convolutional	convolutional	ADJ
ajst-22363	24	9	layers	layer	NOUN
ajst-22363	24	10	and	and	CCONJ
ajst-22363	24	11	a	a	DET
ajst-22363	24	12	jump	jump	NOUN
ajst-22363	24	13	join	join	NOUN
ajst-22363	24	14	,	,	PUNCT
ajst-22363	24	15	where	where	SCONJ
ajst-22363	24	16	the	the	DET
ajst-22363	24	17	first	first	ADJ
ajst-22363	24	18	convolutional	convolutional	ADJ
ajst-22363	24	19	layer	layer	NOUN
ajst-22363	24	20	is	be	AUX
ajst-22363	24	21	used	use	VERB
ajst-22363	24	22	to	to	PART
ajst-22363	24	23	reduce	reduce	VERB
ajst-22363	24	24	the	the	DET
ajst-22363	24	25	dimensionality	dimensionality	NOUN
ajst-22363	24	26	of	of	ADP
ajst-22363	24	27	the	the	DET
ajst-22363	24	28	feature	feature	NOUN
ajst-22363	24	29	map	map	NOUN
ajst-22363	24	30	,	,	PUNCT
ajst-22363	24	31	and	and	CCONJ
ajst-22363	24	32	the	the	DET
ajst-22363	24	33	second	second	ADJ
ajst-22363	24	34	convolutional	convolutional	ADJ
ajst-22363	24	35	layer	layer	NOUN
ajst-22363	24	36	is	be	AUX
ajst-22363	24	37	used	use	VERB
ajst-22363	24	38	to	to	PART
ajst-22363	24	39	restore	restore	VERB
ajst-22363	24	40	the	the	DET
ajst-22363	24	41	dimensionality	dimensionality	NOUN
ajst-22363	24	42	of	of	ADP
ajst-22363	24	43	the	the	DET
ajst-22363	24	44	feature	feature	NOUN
ajst-22363	24	45	map	map	NOUN
ajst-22363	24	46	and	and	CCONJ
ajst-22363	24	47	add	add	VERB
ajst-22363	24	48	it	it	PRON
ajst-22363	24	49	to	to	ADP
ajst-22363	24	50	the	the	DET
ajst-22363	24	51	input	input	NOUN
ajst-22363	24	52	feature	feature	NOUN
ajst-22363	24	53	map	map	NOUN
ajst-22363	24	54	to	to	PART
ajst-22363	24	55	obtain	obtain	VERB
ajst-22363	24	56	the	the	DET
ajst-22363	24	57	residual	residual	ADJ
ajst-22363	24	58	.	.	PUNCT
ajst-22363	25	1	let	let	VERB
ajst-22363	25	2	the	the	DET
ajst-22363	25	3	input	input	NOUN
ajst-22363	25	4	be	be	AUX
ajst-22363	25	5	x.	x.	NOUN
ajst-22363	25	6	the	the	DET
ajst-22363	25	7	computation	computation	NOUN
ajst-22363	25	8	process	process	NOUN
ajst-22363	25	9	of	of	ADP
ajst-22363	25	10	the	the	DET
ajst-22363	25	11	residual	residual	ADJ
ajst-22363	25	12	module	module	NOUN
ajst-22363	25	13	is	be	AUX
ajst-22363	25	14	:	:	PUNCT
ajst-22363	25	15	xxfxh	xxfxh	PROPN
ajst-22363	25	16			PROPN
ajst-22363	25	17	)	)	PUNCT
ajst-22363	25	18	(	(	PUNCT
ajst-22363	25	19	)	)	PUNCT
ajst-22363	25	20	(	(	PUNCT
ajst-22363	25	21	(	(	PUNCT
ajst-22363	25	22	1	1	X
ajst-22363	25	23	)	)	PUNCT
ajst-22363	25	24	where	where	SCONJ
ajst-22363	25	25	)	)	PUNCT
ajst-22363	25	26	(	(	PUNCT
ajst-22363	25	27	xf	xf	PROPN
ajst-22363	25	28	denotes	denote	VERB
ajst-22363	25	29	the	the	DET
ajst-22363	25	30	convolution	convolution	NOUN
ajst-22363	25	31	operation	operation	NOUN
ajst-22363	25	32	in	in	ADP
ajst-22363	25	33	the	the	DET
ajst-22363	25	34	residual	residual	ADJ
ajst-22363	25	35	block	block	NOUN
ajst-22363	25	36	and	and	CCONJ
ajst-22363	25	37	)	)	PUNCT
ajst-22363	25	38	(	(	PUNCT
ajst-22363	25	39	xh	xh	PROPN
ajst-22363	25	40	denotes	denote	VERB
ajst-22363	25	41	the	the	DET
ajst-22363	25	42	final	final	ADJ
ajst-22363	25	43	output	output	NOUN
ajst-22363	25	44	.	.	PUNCT
ajst-22363	26	1	figure	figure	NOUN
ajst-22363	26	2	1	1	NUM
ajst-22363	26	3	shows	show	VERB
ajst-22363	26	4	a	a	DET
ajst-22363	26	5	schematic	schematic	ADJ
ajst-22363	26	6	structure	structure	NOUN
ajst-22363	26	7	of	of	ADP
ajst-22363	26	8	the	the	DET
ajst-22363	26	9	residual	residual	ADJ
ajst-22363	26	10	unit	unit	NOUN
ajst-22363	26	11	.	.	PUNCT
ajst-22363	27	1			PROPN
ajst-22363	27	2	(	(	PUNCT
ajst-22363	27	3	)	)	PUNCT
ajst-22363	27	4	f	f	PROPN
ajst-22363	27	5	x	x	SYM
ajst-22363	27	6	x	x	SYM
ajst-22363	27	7	x	x	X
ajst-22363	27	8	(	(	PUNCT
ajst-22363	27	9	)	)	PUNCT
ajst-22363	27	10	f	f	NOUN
ajst-22363	27	11	x	x	AUX
ajst-22363	27	12	figure	figure	VERB
ajst-22363	27	13	1	1	NUM
ajst-22363	27	14	.	.	PUNCT
ajst-22363	27	15	structure	structure	NOUN
ajst-22363	27	16	of	of	ADP
ajst-22363	27	17	residual	residual	ADJ
ajst-22363	27	18	unit	unit	NOUN
ajst-22363	27	19	2.2	2.2	NUM
ajst-22363	27	20	.	.	PUNCT
ajst-22363	28	1	focal	focal	ADJ
ajst-22363	28	2	loss	loss	NOUN
ajst-22363	28	3	function	function	VERB
ajst-22363	28	4	focal	focal	ADJ
ajst-22363	28	5	loss	loss	NOUN
ajst-22363	28	6	[	[	X
ajst-22363	28	7	4	4	NUM
ajst-22363	28	8	]	]	PUNCT
ajst-22363	28	9	is	be	AUX
ajst-22363	28	10	a	a	DET
ajst-22363	28	11	loss	loss	NOUN
ajst-22363	28	12	function	function	NOUN
ajst-22363	28	13	designed	design	VERB
ajst-22363	28	14	for	for	ADP
ajst-22363	28	15	the	the	DET
ajst-22363	28	16	category	category	NOUN
ajst-22363	28	17	imbalance	imbalance	NOUN
ajst-22363	28	18	problem	problem	NOUN
ajst-22363	28	19	,	,	PUNCT
ajst-22363	28	20	proposed	propose	VERB
ajst-22363	28	21	by	by	ADP
ajst-22363	28	22	tsung	tsung	PROPN
ajst-22363	28	23	et	et	PROPN
ajst-22363	28	24	al	al	PROPN
ajst-22363	28	25	.	.	PROPN
ajst-22363	28	26	in	in	ADP
ajst-22363	28	27	2017	2017	NUM
ajst-22363	28	28	.	.	PUNCT
ajst-22363	29	1	it	it	PRON
ajst-22363	29	2	is	be	AUX
ajst-22363	29	3	mainly	mainly	ADV
ajst-22363	29	4	used	use	VERB
ajst-22363	29	5	to	to	PART
ajst-22363	29	6	solve	solve	VERB
ajst-22363	29	7	the	the	DET
ajst-22363	29	8	situation	situation	NOUN
ajst-22363	29	9	where	where	SCONJ
ajst-22363	29	10	there	there	PRON
ajst-22363	29	11	are	be	VERB
ajst-22363	29	12	a	a	DET
ajst-22363	29	13	large	large	ADJ
ajst-22363	29	14	number	number	NOUN
ajst-22363	29	15	of	of	ADP
ajst-22363	29	16	easy	easy	ADJ
ajst-22363	29	17	-	-	PUNCT
ajst-22363	29	18	to	to	PART
ajst-22363	29	19	-	-	PUNCT
ajst-22363	29	20	categorize	categorize	VERB
ajst-22363	29	21	samples	sample	NOUN
ajst-22363	29	22	(	(	PUNCT
ajst-22363	29	23	dr	dr	NOUN
ajst-22363	29	24	images	image	NOUN
ajst-22363	29	25	without	without	ADP
ajst-22363	29	26	lesions	lesion	NOUN
ajst-22363	29	27	and	and	CCONJ
ajst-22363	29	28	in	in	ADP
ajst-22363	29	29	the	the	DET
ajst-22363	29	30	non	non	ADJ
ajst-22363	29	31	-	-	ADJ
ajst-22363	29	32	proliferative	proliferative	ADJ
ajst-22363	29	33	stage	stage	NOUN
ajst-22363	29	34	)	)	PUNCT
ajst-22363	29	35	and	and	CCONJ
ajst-22363	29	36	a	a	DET
ajst-22363	29	37	small	small	ADJ
ajst-22363	29	38	number	number	NOUN
ajst-22363	29	39	of	of	ADP
ajst-22363	29	40	difficult	difficult	ADJ
ajst-22363	29	41	-	-	PUNCT
ajst-22363	29	42	to	to	PART
ajst-22363	29	43	-	-	PUNCT
ajst-22363	29	44	categorize	categorize	VERB
ajst-22363	29	45	samples	sample	NOUN
ajst-22363	29	46	(	(	PUNCT
ajst-22363	29	47	dr	dr	NOUN
ajst-22363	29	48	images	image	NOUN
ajst-22363	29	49	in	in	ADP
ajst-22363	29	50	the	the	DET
ajst-22363	29	51	proliferative	proliferative	ADJ
ajst-22363	29	52	stage	stage	NOUN
ajst-22363	29	53	)	)	PUNCT
ajst-22363	29	54	in	in	ADP
ajst-22363	29	55	the	the	DET
ajst-22363	29	56	dr	dr	PROPN
ajst-22363	29	57	classification	classification	NOUN
ajst-22363	29	58	task	task	NOUN
ajst-22363	29	59	,	,	PUNCT
ajst-22363	29	60	and	and	CCONJ
ajst-22363	29	61	by	by	ADP
ajst-22363	29	62	introducing	introduce	VERB
ajst-22363	29	63	the	the	DET
ajst-22363	29	64	focal	focal	ADJ
ajst-22363	29	65	factor	factor	NOUN
ajst-22363	29	66	and	and	CCONJ
ajst-22363	29	67	the	the	DET
ajst-22363	29	68	balancing	balancing	NOUN
ajst-22363	29	69	parameter	parameter	NOUN
ajst-22363	29	70	,	,	PUNCT
ajst-22363	29	71	the	the	DET
ajst-22363	29	72	model	model	NOUN
ajst-22363	29	73	focuses	focus	VERB
ajst-22363	29	74	more	more	ADJ
ajst-22363	29	75	on	on	ADP
ajst-22363	29	76	the	the	DET
ajst-22363	29	77	difficult	difficult	ADJ
ajst-22363	29	78	-	-	PUNCT
ajst-22363	29	79	to	to	PART
ajst-22363	29	80	-	-	PUNCT
ajst-22363	29	81	categorize	categorize	VERB
ajst-22363	29	82	samples	sample	NOUN
ajst-22363	29	83	,	,	PUNCT
ajst-22363	29	84	thus	thus	ADV
ajst-22363	29	85	improving	improve	VERB
ajst-22363	29	86	the	the	DET
ajst-22363	29	87	model	model	NOUN
ajst-22363	29	88	's	's	PART
ajst-22363	29	89	performance	performance	NOUN
ajst-22363	29	90	in	in	ADP
ajst-22363	29	91	the	the	DET
ajst-22363	29	92	category	category	NOUN
ajst-22363	29	93	imbalance	imbalance	NOUN
ajst-22363	29	94	scenario	scenario	NOUN
ajst-22363	29	95	.	.	PUNCT
ajst-22363	30	1	the	the	DET
ajst-22363	30	2	mathematical	mathematical	ADJ
ajst-22363	30	3	expression	expression	NOUN
ajst-22363	30	4	for	for	ADP
ajst-22363	30	5	the	the	DET
ajst-22363	30	6	focal	focal	ADJ
ajst-22363	30	7	loss	loss	NOUN
ajst-22363	30	8	function	function	NOUN
ajst-22363	30	9	is	be	AUX
ajst-22363	30	10	:	:	PUNCT
ajst-22363	30	11	)	)	PUNCT
ajst-22363	30	12	log()1(),(focalloss	log()1(),(focalloss	X
ajst-22363	30	13	ppyp	ppyp	PROPN
ajst-22363	30	14			NOUN
ajst-22363	30	15			NUM
ajst-22363	30	16	(	(	PUNCT
ajst-22363	30	17	2	2	X
ajst-22363	30	18	)	)	PUNCT
ajst-22363	30	19	181	181	NUM
ajst-22363	30	20	where	where	SCONJ
ajst-22363	30	21	p	p	NOUN
ajst-22363	30	22	is	be	AUX
ajst-22363	30	23	the	the	DET
ajst-22363	30	24	predicted	predict	VERB
ajst-22363	30	25	probability	probability	NOUN
ajst-22363	30	26	of	of	ADP
ajst-22363	30	27	the	the	DET
ajst-22363	30	28	model	model	NOUN
ajst-22363	30	29	,	,	PUNCT
ajst-22363	30	30	y	y	PROPN
ajst-22363	30	31	is	be	AUX
ajst-22363	30	32	the	the	DET
ajst-22363	30	33	true	true	ADJ
ajst-22363	30	34	label	label	NOUN
ajst-22363	30	35	(	(	PUNCT
ajst-22363	30	36	0	0	NUM
ajst-22363	30	37	or	or	CCONJ
ajst-22363	30	38	1	1	NUM
ajst-22363	30	39	)	)	PUNCT
ajst-22363	30	40	,	,	PUNCT
ajst-22363	30	41	α	α	PROPN
ajst-22363	30	42	is	be	AUX
ajst-22363	30	43	the	the	DET
ajst-22363	30	44	balance	balance	NOUN
ajst-22363	30	45	parameter	parameter	NOUN
ajst-22363	30	46	,	,	PUNCT
ajst-22363	30	47	and	and	CCONJ
ajst-22363	30	48	γ	γ	X
ajst-22363	30	49	is	be	AUX
ajst-22363	30	50	the	the	DET
ajst-22363	30	51	focus	focus	NOUN
ajst-22363	30	52	factor	factor	NOUN
ajst-22363	30	53	.	.	PUNCT
ajst-22363	31	1	the	the	DET
ajst-22363	31	2	focus	focus	NOUN
ajst-22363	31	3	factor	factor	NOUN
ajst-22363	31	4	is	be	AUX
ajst-22363	31	5	mainly	mainly	ADV
ajst-22363	31	6	used	use	VERB
ajst-22363	31	7	to	to	PART
ajst-22363	31	8	adjust	adjust	VERB
ajst-22363	31	9	the	the	DET
ajst-22363	31	10	contribution	contribution	NOUN
ajst-22363	31	11	of	of	ADP
ajst-22363	31	12	easy	easy	ADJ
ajst-22363	31	13	-	-	PUNCT
ajst-22363	31	14	to	to	PART
ajst-22363	31	15	-	-	PUNCT
ajst-22363	31	16	categorize	categorize	VERB
ajst-22363	31	17	samples	sample	NOUN
ajst-22363	31	18	to	to	ADP
ajst-22363	31	19	the	the	DET
ajst-22363	31	20	loss	loss	NOUN
ajst-22363	31	21	,	,	PUNCT
ajst-22363	31	22	and	and	CCONJ
ajst-22363	31	23	the	the	DET
ajst-22363	31	24	balance	balance	NOUN
ajst-22363	31	25	parameter	parameter	NOUN
ajst-22363	31	26	is	be	AUX
ajst-22363	31	27	used	use	VERB
ajst-22363	31	28	to	to	PART
ajst-22363	31	29	adjust	adjust	VERB
ajst-22363	31	30	the	the	DET
ajst-22363	31	31	weights	weight	NOUN
ajst-22363	31	32	of	of	ADP
ajst-22363	31	33	positive	positive	ADJ
ajst-22363	31	34	and	and	CCONJ
ajst-22363	31	35	negative	negative	ADJ
ajst-22363	31	36	samples	sample	NOUN
ajst-22363	31	37	.	.	PUNCT
ajst-22363	32	1	when	when	SCONJ
ajst-22363	32	2	the	the	DET
ajst-22363	32	3	samples	sample	NOUN
ajst-22363	32	4	are	be	AUX
ajst-22363	32	5	easy	easy	ADJ
ajst-22363	32	6	to	to	PART
ajst-22363	32	7	classify	classify	VERB
ajst-22363	32	8	,	,	PUNCT
ajst-22363	32	9	the	the	DET
ajst-22363	32	10	focus	focus	NOUN
ajst-22363	32	11	factor	factor	NOUN
ajst-22363	32	12	makes	make	VERB
ajst-22363	32	13	the	the	DET
ajst-22363	32	14	loss	loss	NOUN
ajst-22363	32	15	weight	weight	NOUN
ajst-22363	32	16	of	of	ADP
ajst-22363	32	17	the	the	DET
ajst-22363	32	18	easy	easy	ADJ
ajst-22363	32	19	-	-	PUNCT
ajst-22363	32	20	to	to	PART
ajst-22363	32	21	-	-	PUNCT
ajst-22363	32	22	categorize	categorize	VERB
ajst-22363	32	23	samples	sample	NOUN
ajst-22363	32	24	decrease	decrease	NOUN
ajst-22363	32	25	,	,	PUNCT
ajst-22363	32	26	thus	thus	ADV
ajst-22363	32	27	reducing	reduce	VERB
ajst-22363	32	28	their	their	PRON
ajst-22363	32	29	impact	impact	NOUN
ajst-22363	32	30	on	on	ADP
ajst-22363	32	31	model	model	NOUN
ajst-22363	32	32	training	training	NOUN
ajst-22363	32	33	;	;	PUNCT
ajst-22363	32	34	while	while	SCONJ
ajst-22363	32	35	for	for	ADP
ajst-22363	32	36	the	the	DET
ajst-22363	32	37	samples	sample	NOUN
ajst-22363	32	38	that	that	PRON
ajst-22363	32	39	are	be	AUX
ajst-22363	32	40	difficult	difficult	ADJ
ajst-22363	32	41	to	to	PART
ajst-22363	32	42	classify	classify	VERB
ajst-22363	32	43	,	,	PUNCT
ajst-22363	32	44	the	the	DET
ajst-22363	32	45	smaller	small	ADJ
ajst-22363	32	46	value	value	NOUN
ajst-22363	32	47	of	of	ADP
ajst-22363	32	48	the	the	DET
ajst-22363	32	49	focus	focus	NOUN
ajst-22363	32	50	factor	factor	NOUN
ajst-22363	32	51	makes	make	VERB
ajst-22363	32	52	the	the	DET
ajst-22363	32	53	loss	loss	NOUN
ajst-22363	32	54	weight	weight	NOUN
ajst-22363	32	55	of	of	ADP
ajst-22363	32	56	the	the	DET
ajst-22363	32	57	difficult	difficult	ADJ
ajst-22363	32	58	-	-	PUNCT
ajst-22363	32	59	to	to	PART
ajst-22363	32	60	-	-	PUNCT
ajst-22363	32	61	categorize	categorize	VERB
ajst-22363	32	62	samples	sample	NOUN
ajst-22363	32	63	increase	increase	NOUN
ajst-22363	32	64	,	,	PUNCT
ajst-22363	32	65	and	and	CCONJ
ajst-22363	32	66	pays	pay	VERB
ajst-22363	32	67	more	more	ADJ
ajst-22363	32	68	attention	attention	NOUN
ajst-22363	32	69	to	to	ADP
ajst-22363	32	70	this	this	DET
ajst-22363	32	71	part	part	NOUN
ajst-22363	32	72	of	of	ADP
ajst-22363	32	73	the	the	DET
ajst-22363	32	74	samples	sample	NOUN
ajst-22363	32	75	.	.	PUNCT
ajst-22363	33	1	as	as	SCONJ
ajst-22363	33	2	shown	show	VERB
ajst-22363	33	3	in	in	ADP
ajst-22363	33	4	figure	figure	NOUN
ajst-22363	33	5	2	2	NUM
ajst-22363	33	6	demonstrates	demonstrate	VERB
ajst-22363	33	7	the	the	DET
ajst-22363	33	8	relationship	relationship	NOUN
ajst-22363	33	9	between	between	ADP
ajst-22363	33	10	the	the	DET
ajst-22363	33	11	predicted	predict	VERB
ajst-22363	33	12	and	and	CCONJ
ajst-22363	33	13	true	true	ADJ
ajst-22363	33	14	values	value	NOUN
ajst-22363	33	15	in	in	ADP
ajst-22363	33	16	the	the	DET
ajst-22363	33	17	loss	loss	NOUN
ajst-22363	33	18	function	function	NOUN
ajst-22363	33	19	in	in	ADP
ajst-22363	33	20	neural	neural	ADJ
ajst-22363	33	21	networks	network	NOUN
ajst-22363	33	22	.	.	PUNCT
ajst-22363	34	1	(	(	PUNCT
ajst-22363	34	2	,	,	PUNCT
ajst-22363	34	3	(	(	PUNCT
ajst-22363	34	4	)	)	PUNCT
ajst-22363	34	5	)	)	PUNCT
ajst-22363	35	1	l	l	NOUN
ajst-22363	36	1	y	y	NOUN
ajst-22363	36	2	f	f	NOUN
ajst-22363	36	3	x	x	PRON
ajst-22363	36	4	figure	figure	VERB
ajst-22363	36	5	2	2	NUM
ajst-22363	36	6	.	.	X
ajst-22363	36	7	relationship	relationship	NOUN
ajst-22363	36	8	between	between	ADP
ajst-22363	36	9	predicted	predict	VERB
ajst-22363	36	10	and	and	CCONJ
ajst-22363	36	11	true	true	ADJ
ajst-22363	36	12	values	value	NOUN
ajst-22363	36	13	in	in	ADP
ajst-22363	36	14	the	the	DET
ajst-22363	36	15	loss	loss	NOUN
ajst-22363	36	16	function	function	NOUN
ajst-22363	36	17	3	3	NUM
ajst-22363	36	18	.	.	PUNCT
ajst-22363	36	19	experimental	experimental	ADJ
ajst-22363	36	20	results	result	NOUN
ajst-22363	36	21	and	and	CCONJ
ajst-22363	36	22	analysis	analysis	NOUN
ajst-22363	36	23	3.1	3.1	NUM
ajst-22363	36	24	.	.	PUNCT
ajst-22363	36	25	experimental	experimental	ADJ
ajst-22363	36	26	environment	environment	NOUN
ajst-22363	36	27	and	and	CCONJ
ajst-22363	36	28	parameter	parameter	NOUN
ajst-22363	36	29	settings	setting	NOUN
ajst-22363	36	30	the	the	DET
ajst-22363	36	31	dataset	dataset	NOUN
ajst-22363	36	32	used	use	VERB
ajst-22363	36	33	in	in	ADP
ajst-22363	36	34	this	this	DET
ajst-22363	36	35	paper	paper	NOUN
ajst-22363	36	36	is	be	AUX
ajst-22363	36	37	the	the	DET
ajst-22363	36	38	publicly	publicly	ADV
ajst-22363	36	39	available	available	ADJ
ajst-22363	36	40	medical	medical	ADJ
ajst-22363	36	41	imaging	imaging	NOUN
ajst-22363	36	42	dataset	dataset	NOUN
ajst-22363	36	43	,	,	PUNCT
ajst-22363	36	44	aptos	aptos	PROPN
ajst-22363	36	45	2019	2019	NUM
ajst-22363	36	46	,	,	PUNCT
ajst-22363	36	47	provided	provide	VERB
ajst-22363	36	48	by	by	ADP
ajst-22363	36	49	the	the	DET
ajst-22363	36	50	“	"	PUNCT
ajst-22363	36	51	aptos	aptos	PROPN
ajst-22363	36	52	2019	2019	NUM
ajst-22363	36	53	blindness	blindness	NOUN
ajst-22363	36	54	detection	detection	NOUN
ajst-22363	36	55	”	"	PUNCT
ajst-22363	36	56	competition	competition	NOUN
ajst-22363	36	57	organized	organize	VERB
ajst-22363	36	58	by	by	ADP
ajst-22363	36	59	kaggle	kaggle	PROPN
ajst-22363	37	1	[	[	X
ajst-22363	37	2	5	5	NUM
ajst-22363	37	3	]	]	PUNCT
ajst-22363	37	4	,	,	PUNCT
ajst-22363	37	5	which	which	PRON
ajst-22363	37	6	contains	contain	VERB
ajst-22363	37	7	3,662	3,662	NUM
ajst-22363	37	8	fundus	fundus	NOUN
ajst-22363	37	9	images	image	NOUN
ajst-22363	37	10	covering	cover	VERB
ajst-22363	37	11	five	five	NUM
ajst-22363	37	12	types	type	NOUN
ajst-22363	37	13	of	of	ADP
ajst-22363	37	14	lesions	lesion	NOUN
ajst-22363	37	15	ranging	range	VERB
ajst-22363	37	16	from	from	ADP
ajst-22363	37	17	normal	normal	ADJ
ajst-22363	37	18	to	to	ADP
ajst-22363	37	19	5	5	NUM
ajst-22363	37	20	lesions	lesion	NOUN
ajst-22363	37	21	,	,	PUNCT
ajst-22363	37	22	including	include	VERB
ajst-22363	37	23	mild	mild	ADJ
ajst-22363	37	24	non	non	ADJ
ajst-22363	37	25	-	-	ADJ
ajst-22363	37	26	proliferative	proliferative	ADJ
ajst-22363	37	27	lesions	lesion	NOUN
ajst-22363	37	28	,	,	PUNCT
ajst-22363	37	29	moderate	moderate	ADJ
ajst-22363	37	30	nonproliferative	nonproliferative	ADJ
ajst-22363	37	31	lesions	lesion	NOUN
ajst-22363	37	32	,	,	PUNCT
ajst-22363	37	33	severe	severe	ADJ
ajst-22363	37	34	non	non	ADJ
ajst-22363	37	35	-	-	ADJ
ajst-22363	37	36	proliferative	proliferative	ADJ
ajst-22363	37	37	lesions	lesion	NOUN
ajst-22363	37	38	,	,	PUNCT
ajst-22363	37	39	and	and	CCONJ
ajst-22363	37	40	proliferative	proliferative	ADJ
ajst-22363	37	41	lesions	lesion	NOUN
ajst-22363	37	42	.	.	PUNCT
ajst-22363	38	1	meanwhile	meanwhile	ADV
ajst-22363	38	2	,	,	PUNCT
ajst-22363	38	3	for	for	ADP
ajst-22363	38	4	the	the	DET
ajst-22363	38	5	problem	problem	NOUN
ajst-22363	38	6	of	of	ADP
ajst-22363	38	7	uneven	uneven	ADJ
ajst-22363	38	8	image	image	NOUN
ajst-22363	38	9	contrast	contrast	NOUN
ajst-22363	38	10	and	and	CCONJ
ajst-22363	38	11	variable	variable	ADJ
ajst-22363	38	12	image	image	NOUN
ajst-22363	38	13	quality	quality	NOUN
ajst-22363	38	14	in	in	ADP
ajst-22363	38	15	the	the	DET
ajst-22363	38	16	dataset	dataset	NOUN
ajst-22363	38	17	,	,	PUNCT
ajst-22363	38	18	this	this	DET
ajst-22363	38	19	paper	paper	NOUN
ajst-22363	38	20	adopts	adopt	VERB
ajst-22363	38	21	the	the	DET
ajst-22363	38	22	method	method	NOUN
ajst-22363	38	23	of	of	ADP
ajst-22363	38	24	restricting	restrict	VERB
ajst-22363	38	25	the	the	DET
ajst-22363	38	26	contrast	contrast	NOUN
ajst-22363	38	27	adaptive	adaptive	ADJ
ajst-22363	38	28	histogram	histogram	NOUN
ajst-22363	38	29	and	and	CCONJ
ajst-22363	38	30	the	the	DET
ajst-22363	38	31	method	method	NOUN
ajst-22363	38	32	of	of	ADP
ajst-22363	38	33	weighted	weighted	ADJ
ajst-22363	38	34	fusion	fusion	NOUN
ajst-22363	38	35	of	of	ADP
ajst-22363	38	36	the	the	DET
ajst-22363	38	37	original	original	ADJ
ajst-22363	38	38	image	image	NOUN
ajst-22363	38	39	and	and	CCONJ
ajst-22363	38	40	the	the	DET
ajst-22363	38	41	image	image	NOUN
ajst-22363	38	42	after	after	ADP
ajst-22363	38	43	gaussian	gaussian	ADJ
ajst-22363	38	44	filtering	filtering	NOUN
ajst-22363	38	45	to	to	PART
ajst-22363	38	46	enhance	enhance	VERB
ajst-22363	38	47	the	the	DET
ajst-22363	38	48	image	image	NOUN
ajst-22363	38	49	features	feature	NOUN
ajst-22363	38	50	and	and	CCONJ
ajst-22363	38	51	make	make	VERB
ajst-22363	38	52	the	the	DET
ajst-22363	38	53	lesion	lesion	NOUN
ajst-22363	38	54	areas	area	NOUN
ajst-22363	38	55	more	more	ADV
ajst-22363	38	56	obvious	obvious	ADJ
ajst-22363	38	57	to	to	PART
ajst-22363	38	58	improve	improve	VERB
ajst-22363	38	59	the	the	DET
ajst-22363	38	60	overall	overall	ADJ
ajst-22363	38	61	image	image	NOUN
ajst-22363	38	62	quality	quality	NOUN
ajst-22363	38	63	,	,	PUNCT
ajst-22363	38	64	and	and	CCONJ
ajst-22363	38	65	uses	use	VERB
ajst-22363	38	66	data	datum	NOUN
ajst-22363	38	67	enhancement	enhancement	NOUN
ajst-22363	38	68	means	mean	NOUN
ajst-22363	38	69	during	during	ADP
ajst-22363	38	70	the	the	DET
ajst-22363	38	71	training	training	NOUN
ajst-22363	38	72	process	process	NOUN
ajst-22363	38	73	,	,	PUNCT
ajst-22363	38	74	including	include	VERB
ajst-22363	38	75	mirroring	mirroring	NOUN
ajst-22363	38	76	,	,	PUNCT
ajst-22363	38	77	rotating	rotating	NOUN
ajst-22363	38	78	,	,	PUNCT
ajst-22363	38	79	translating	translating	NOUN
ajst-22363	38	80	,	,	PUNCT
ajst-22363	38	81	and	and	CCONJ
ajst-22363	38	82	brightness	brightness	NOUN
ajst-22363	38	83	enhancement	enhancement	NOUN
ajst-22363	38	84	,	,	PUNCT
ajst-22363	38	85	etc	etc	X
ajst-22363	38	86	.	.	X
ajst-22363	38	87	.	.	PUNCT
ajst-22363	39	1	finally	finally	ADV
ajst-22363	39	2	,	,	PUNCT
ajst-22363	39	3	in	in	ADP
ajst-22363	39	4	this	this	DET
ajst-22363	39	5	paper	paper	NOUN
ajst-22363	39	6	,	,	PUNCT
ajst-22363	39	7	the	the	DET
ajst-22363	39	8	preprocessed	preprocesse	VERB
ajst-22363	39	9	dataset	dataset	NOUN
ajst-22363	39	10	is	be	AUX
ajst-22363	39	11	divided	divide	VERB
ajst-22363	39	12	into	into	ADP
ajst-22363	39	13	training	training	NOUN
ajst-22363	39	14	set	set	NOUN
ajst-22363	39	15	,	,	PUNCT
ajst-22363	39	16	validation	validation	NOUN
ajst-22363	39	17	set	set	NOUN
ajst-22363	39	18	and	and	CCONJ
ajst-22363	39	19	test	test	NOUN
ajst-22363	39	20	set	set	VERB
ajst-22363	39	21	according	accord	VERB
ajst-22363	39	22	to	to	ADP
ajst-22363	39	23	the	the	DET
ajst-22363	39	24	ratio	ratio	NOUN
ajst-22363	39	25	of	of	ADP
ajst-22363	39	26	8:1:1	8:1:1	PROPN
ajst-22363	39	27	.	.	PUNCT
ajst-22363	40	1	epoch	epoch	PROPN
ajst-22363	40	2	is	be	AUX
ajst-22363	40	3	set	set	VERB
ajst-22363	40	4	to	to	ADP
ajst-22363	40	5	50	50	NUM
ajst-22363	40	6	times	time	NOUN
ajst-22363	40	7	,	,	PUNCT
ajst-22363	40	8	learning	learn	VERB
ajst-22363	40	9	rate	rate	NOUN
ajst-22363	40	10	is	be	AUX
ajst-22363	40	11	set	set	VERB
ajst-22363	40	12	to	to	ADP
ajst-22363	40	13	0.001	0.001	NUM
ajst-22363	40	14	and	and	CCONJ
ajst-22363	40	15	batchsize	batchsize	NOUN
ajst-22363	40	16	is	be	AUX
ajst-22363	40	17	set	set	VERB
ajst-22363	40	18	to	to	ADP
ajst-22363	40	19	32	32	NUM
ajst-22363	40	20	.	.	PUNCT
ajst-22363	41	1	the	the	DET
ajst-22363	41	2	evaluation	evaluation	NOUN
ajst-22363	41	3	metrics	metric	NOUN
ajst-22363	41	4	in	in	ADP
ajst-22363	41	5	this	this	DET
ajst-22363	41	6	paper	paper	NOUN
ajst-22363	41	7	are	be	AUX
ajst-22363	41	8	:	:	PUNCT
ajst-22363	41	9	accuracy	accuracy	NOUN
ajst-22363	41	10	(	(	PUNCT
ajst-22363	41	11	accuracy	accuracy	NOUN
ajst-22363	41	12	,	,	PUNCT
ajst-22363	41	13	acc	acc	PROPN
ajst-22363	41	14	)	)	PUNCT
ajst-22363	41	15	,	,	PUNCT
ajst-22363	41	16	recall	recall	INTJ
ajst-22363	41	17	(	(	PUNCT
ajst-22363	41	18	recall	recall	NOUN
ajst-22363	41	19	)	)	PUNCT
ajst-22363	41	20	,	,	PUNCT
ajst-22363	41	21	specificity	specificity	NOUN
ajst-22363	41	22	(	(	PUNCT
ajst-22363	41	23	specificity	specificity	NOUN
ajst-22363	41	24	,	,	PUNCT
ajst-22363	41	25	spe	spe	PROPN
ajst-22363	41	26	)	)	PUNCT
ajst-22363	41	27	,	,	PUNCT
ajst-22363	41	28	and	and	CCONJ
ajst-22363	41	29	consistency	consistency	NOUN
ajst-22363	41	30	test	test	NOUN
ajst-22363	41	31	(	(	PUNCT
ajst-22363	41	32	kappa	kappa	ADJ
ajst-22363	41	33	)	)	PUNCT
ajst-22363	41	34	.	.	PUNCT
ajst-22363	42	1	3.2	3.2	NUM
ajst-22363	42	2	.	.	PUNCT
ajst-22363	42	3	results	result	NOUN
ajst-22363	42	4	table	table	VERB
ajst-22363	42	5	1	1	NUM
ajst-22363	42	6	.	.	PUNCT
ajst-22363	42	7	comparison	comparison	NOUN
ajst-22363	42	8	of	of	ADP
ajst-22363	42	9	results	result	NOUN
ajst-22363	42	10	of	of	ADP
ajst-22363	42	11	different	different	ADJ
ajst-22363	42	12	measures	measure	NOUN
ajst-22363	42	13	in	in	ADP
ajst-22363	42	14	the	the	DET
ajst-22363	42	15	models	model	NOUN
ajst-22363	42	16	evaluation	evaluation	NOUN
ajst-22363	42	17	metrics	metric	NOUN
ajst-22363	42	18	lenet	lenet	PROPN
ajst-22363	42	19	densenet	densenet	NOUN
ajst-22363	42	20	googlenet	googlenet	PROPN
ajst-22363	42	21	proposed	propose	VERB
ajst-22363	42	22	acc	acc	PROPN
ajst-22363	42	23	0.95078	0.95078	NUM
ajst-22363	42	24	0.9374	0.9374	NUM
ajst-22363	42	25	0.9523	0.9523	NUM
ajst-22363	42	26	0.9601	0.9601	NUM
ajst-22363	42	27	recall	recall	NOUN
ajst-22363	42	28	0.951	0.951	NUM
ajst-22363	42	29	0.93996	0.93996	NUM
ajst-22363	42	30	0.9472	0.9472	NUM
ajst-22363	42	31	0.9534	0.9534	NUM
ajst-22363	42	32	spe	spe	PROPN
ajst-22363	42	33	0.951	0.951	NUM
ajst-22363	42	34	0.98348	0.98348	NUM
ajst-22363	42	35	0.98788	0.98788	NUM
ajst-22363	42	36	0.9887	0.9887	NUM
ajst-22363	42	37	kappa	kappa	NOUN
ajst-22363	42	38	0.93816	0.93816	NUM
ajst-22363	42	39	0.921031	0.921031	NUM
ajst-22363	42	40	0.93967	0.93967	NUM
ajst-22363	42	41	0.94358	0.94358	NUM
ajst-22363	42	42	table	table	NOUN
ajst-22363	42	43	1	1	NUM
ajst-22363	42	44	shows	show	VERB
ajst-22363	42	45	the	the	DET
ajst-22363	42	46	comparison	comparison	NOUN
ajst-22363	42	47	of	of	ADP
ajst-22363	42	48	the	the	DET
ajst-22363	42	49	classification	classification	NOUN
ajst-22363	42	50	results	result	NOUN
ajst-22363	42	51	obtained	obtain	VERB
ajst-22363	42	52	in	in	ADP
ajst-22363	42	53	this	this	DET
ajst-22363	42	54	paper	paper	NOUN
ajst-22363	42	55	after	after	ADP
ajst-22363	42	56	using	use	VERB
ajst-22363	42	57	residual	residual	ADJ
ajst-22363	42	58	network	network	NOUN
ajst-22363	42	59	(	(	PUNCT
ajst-22363	42	60	resnet50	resnet50	NOUN
ajst-22363	42	61	)	)	PUNCT
ajst-22363	42	62	with	with	ADP
ajst-22363	42	63	focal	focal	ADJ
ajst-22363	42	64	loss	loss	NOUN
ajst-22363	42	65	function	function	NOUN
ajst-22363	42	66	with	with	ADP
ajst-22363	42	67	the	the	DET
ajst-22363	42	68	results	result	NOUN
ajst-22363	42	69	of	of	ADP
ajst-22363	42	70	classical	classical	ADJ
ajst-22363	42	71	convolutional	convolutional	ADJ
ajst-22363	42	72	neural	neural	ADJ
ajst-22363	42	73	network	network	NOUN
ajst-22363	42	74	(	(	PUNCT
ajst-22363	42	75	lenet	lenet	NOUN
ajst-22363	42	76	)	)	PUNCT
ajst-22363	43	1	[	[	X
ajst-22363	43	2	6	6	NUM
ajst-22363	43	3	]	]	PUNCT
ajst-22363	43	4	,	,	PUNCT
ajst-22363	43	5	dense	dense	ADJ
ajst-22363	43	6	connectivity	connectivity	NOUN
ajst-22363	43	7	network	network	NOUN
ajst-22363	43	8	(	(	PUNCT
ajst-22363	43	9	densenet	densenet	NOUN
ajst-22363	43	10	)	)	PUNCT
ajst-22363	44	1	[	[	X
ajst-22363	44	2	7	7	NUM
ajst-22363	44	3	]	]	PUNCT
ajst-22363	44	4	,	,	PUNCT
ajst-22363	44	5	and	and	CCONJ
ajst-22363	44	6	multi	multi	ADJ
ajst-22363	44	7	-	-	ADJ
ajst-22363	44	8	scale	scale	ADJ
ajst-22363	44	9	convolutional	convolutional	ADJ
ajst-22363	44	10	network	network	NOUN
ajst-22363	44	11	(	(	PUNCT
ajst-22363	44	12	googlenet	googlenet	NOUN
ajst-22363	44	13	)	)	PUNCT
ajst-22363	45	1	[	[	X
ajst-22363	45	2	8	8	NUM
ajst-22363	45	3	]	]	PUNCT
ajst-22363	45	4	for	for	ADP
ajst-22363	45	5	the	the	DET
ajst-22363	45	6	five	five	NUM
ajst-22363	45	7	classifications	classification	NOUN
ajst-22363	45	8	of	of	ADP
ajst-22363	45	9	dr	dr	PROPN
ajst-22363	45	10	.	.	PROPN
ajst-22363	45	11	as	as	SCONJ
ajst-22363	45	12	can	can	AUX
ajst-22363	45	13	be	be	AUX
ajst-22363	45	14	seen	see	VERB
ajst-22363	45	15	from	from	ADP
ajst-22363	45	16	the	the	DET
ajst-22363	45	17	table	table	NOUN
ajst-22363	45	18	,	,	PUNCT
ajst-22363	45	19	the	the	DET
ajst-22363	45	20	model	model	NOUN
ajst-22363	45	21	used	use	VERB
ajst-22363	45	22	in	in	ADP
ajst-22363	45	23	this	this	DET
ajst-22363	45	24	paper	paper	NOUN
ajst-22363	45	25	has	have	VERB
ajst-22363	45	26	higher	high	ADJ
ajst-22363	45	27	accuracy	accuracy	NOUN
ajst-22363	45	28	for	for	ADP
ajst-22363	45	29	the	the	DET
ajst-22363	45	30	five	five	NUM
ajst-22363	45	31	classifications	classification	NOUN
ajst-22363	45	32	of	of	ADP
ajst-22363	45	33	dr	dr	PROPN
ajst-22363	45	34	.	.	PROPN
ajst-22363	45	35	4	4	NUM
ajst-22363	45	36	.	.	X
ajst-22363	46	1	dr	dr	PROPN
ajst-22363	46	2	classification	classification	NOUN
ajst-22363	46	3	detection	detection	NOUN
ajst-22363	46	4	system	system	NOUN
ajst-22363	46	5	design	design	NOUN
ajst-22363	46	6	by	by	ADP
ajst-22363	46	7	loading	load	VERB
ajst-22363	46	8	the	the	DET
ajst-22363	46	9	completed	complete	VERB
ajst-22363	46	10	and	and	CCONJ
ajst-22363	46	11	saved	save	VERB
ajst-22363	46	12	model	model	NOUN
ajst-22363	46	13	weights	weight	NOUN
ajst-22363	46	14	in	in	ADP
ajst-22363	46	15	section	section	NOUN
ajst-22363	46	16	3.2	3.2	NUM
ajst-22363	46	17	that	that	PRON
ajst-22363	46	18	performed	perform	VERB
ajst-22363	46	19	optimally	optimally	ADV
ajst-22363	46	20	in	in	ADP
ajst-22363	46	21	the	the	DET
ajst-22363	46	22	validation	validation	NOUN
ajst-22363	46	23	set	set	NOUN
ajst-22363	46	24	,	,	PUNCT
ajst-22363	46	25	this	this	DET
ajst-22363	46	26	paper	paper	NOUN
ajst-22363	46	27	designs	design	VERB
ajst-22363	46	28	a	a	DET
ajst-22363	46	29	dr	dr	PROPN
ajst-22363	46	30	classification	classification	NOUN
ajst-22363	46	31	interface	interface	NOUN
ajst-22363	46	32	that	that	PRON
ajst-22363	46	33	can	can	AUX
ajst-22363	46	34	directly	directly	ADV
ajst-22363	46	35	display	display	VERB
ajst-22363	46	36	unknown	unknown	ADJ
ajst-22363	46	37	samples	sample	NOUN
ajst-22363	46	38	.	.	PUNCT
ajst-22363	47	1	4.1	4.1	NUM
ajst-22363	47	2	.	.	PUNCT
ajst-22363	47	3	module	module	NOUN
ajst-22363	47	4	design	design	NOUN
ajst-22363	47	5	pyqt	pyqt	PROPN
ajst-22363	47	6	is	be	AUX
ajst-22363	47	7	a	a	DET
ajst-22363	47	8	python	python	NOUN
ajst-22363	47	9	module	module	NOUN
ajst-22363	47	10	for	for	ADP
ajst-22363	47	11	creating	create	VERB
ajst-22363	47	12	cross	cross	ADJ
ajst-22363	47	13	-	-	ADJ
ajst-22363	47	14	platform	platform	ADJ
ajst-22363	47	15	desktop	desktop	NOUN
ajst-22363	47	16	applications	application	NOUN
ajst-22363	47	17	,	,	PUNCT
ajst-22363	47	18	a	a	DET
ajst-22363	47	19	python	python	NOUN
ajst-22363	47	20	bundle	bundle	NOUN
ajst-22363	47	21	for	for	ADP
ajst-22363	47	22	the	the	DET
ajst-22363	47	23	qt	qt	NOUN
ajst-22363	47	24	library	library	NOUN
ajst-22363	47	25	.	.	PUNCT
ajst-22363	48	1	developers	developer	NOUN
ajst-22363	48	2	can	can	AUX
ajst-22363	48	3	utilize	utilize	VERB
ajst-22363	48	4	python	python	NOUN
ajst-22363	48	5	to	to	PART
ajst-22363	48	6	write	write	VERB
ajst-22363	48	7	efficient	efficient	ADJ
ajst-22363	48	8	and	and	CCONJ
ajst-22363	48	9	aesthetically	aesthetically	ADV
ajst-22363	48	10	pleasing	pleasing	ADJ
ajst-22363	48	11	desktop	desktop	NOUN
ajst-22363	48	12	applications	application	NOUN
ajst-22363	48	13	using	use	VERB
ajst-22363	48	14	the	the	DET
ajst-22363	48	15	gui	gui	NOUN
ajst-22363	48	16	,	,	PUNCT
ajst-22363	48	17	multithreading	multithreading	NOUN
ajst-22363	48	18	,	,	PUNCT
ajst-22363	48	19	networking	networking	NOUN
ajst-22363	48	20	,	,	PUNCT
ajst-22363	48	21	and	and	CCONJ
ajst-22363	48	22	database	database	NOUN
ajst-22363	48	23	features	feature	VERB
ajst-22363	48	24	in	in	ADP
ajst-22363	48	25	qt	qt	NOUN
ajst-22363	48	26	.	.	PUNCT
ajst-22363	49	1	however	however	ADV
ajst-22363	49	2	,	,	PUNCT
ajst-22363	49	3	in	in	ADP
ajst-22363	49	4	the	the	DET
ajst-22363	49	5	process	process	NOUN
ajst-22363	49	6	of	of	ADP
ajst-22363	49	7	designing	design	VERB
ajst-22363	49	8	a	a	DET
ajst-22363	49	9	gui	gui	NOUN
ajst-22363	49	10	interface	interface	NOUN
ajst-22363	49	11	,	,	PUNCT
ajst-22363	49	12	relying	rely	VERB
ajst-22363	49	13	only	only	ADV
ajst-22363	49	14	on	on	ADP
ajst-22363	49	15	pure	pure	ADJ
ajst-22363	49	16	code	code	NOUN
ajst-22363	49	17	to	to	PART
ajst-22363	49	18	write	write	VERB
ajst-22363	49	19	the	the	DET
ajst-22363	49	20	position	position	NOUN
ajst-22363	49	21	and	and	CCONJ
ajst-22363	49	22	color	color	NOUN
ajst-22363	49	23	of	of	ADP
ajst-22363	49	24	text	text	NOUN
ajst-22363	49	25	and	and	CCONJ
ajst-22363	49	26	images	image	NOUN
ajst-22363	49	27	in	in	ADP
ajst-22363	49	28	the	the	DET
ajst-22363	49	29	interface	interface	NOUN
ajst-22363	49	30	can	can	AUX
ajst-22363	49	31	make	make	VERB
ajst-22363	49	32	the	the	DET
ajst-22363	49	33	whole	whole	ADJ
ajst-22363	49	34	design	design	NOUN
ajst-22363	49	35	process	process	NOUN
ajst-22363	49	36	abstract	abstract	ADJ
ajst-22363	49	37	and	and	CCONJ
ajst-22363	49	38	complicated	complicated	ADJ
ajst-22363	49	39	,	,	PUNCT
ajst-22363	49	40	so	so	ADV
ajst-22363	49	41	both	both	CCONJ
ajst-22363	49	42	pyqt	pyqt	ADJ
ajst-22363	49	43	and	and	CCONJ
ajst-22363	49	44	pyside	pyside	NOUN
ajst-22363	49	45	provide	provide	VERB
ajst-22363	49	46	a	a	DET
ajst-22363	49	47	unified	unified	ADJ
ajst-22363	49	48	tool	tool	NOUN
ajst-22363	49	49	qt	qt	NOUN
ajst-22363	49	50	designer	designer	NOUN
ajst-22363	49	51	to	to	PART
ajst-22363	49	52	assist	assist	VERB
ajst-22363	49	53	the	the	DET
ajst-22363	49	54	design	design	NOUN
ajst-22363	49	55	.	.	PUNCT
ajst-22363	50	1	qt	qt	NOUN
ajst-22363	50	2	designer	designer	NOUN
ajst-22363	50	3	is	be	AUX
ajst-22363	50	4	a	a	DET
ajst-22363	50	5	visual	visual	ADJ
ajst-22363	50	6	design	design	NOUN
ajst-22363	50	7	tool	tool	NOUN
ajst-22363	50	8	in	in	ADP
ajst-22363	50	9	the	the	DET
ajst-22363	50	10	qt	qt	NOUN
ajst-22363	50	11	suite	suite	NOUN
ajst-22363	50	12	,	,	PUNCT
ajst-22363	50	13	which	which	PRON
ajst-22363	50	14	can	can	AUX
ajst-22363	50	15	be	be	AUX
ajst-22363	50	16	used	use	VERB
ajst-22363	50	17	to	to	PART
ajst-22363	50	18	design	design	VERB
ajst-22363	50	19	a	a	DET
ajst-22363	50	20	gui	gui	NOUN
ajst-22363	50	21	application	application	NOUN
ajst-22363	50	22	by	by	ADP
ajst-22363	50	23	directly	directly	ADV
ajst-22363	50	24	qt	qt	NOUN
ajst-22363	50	25	designer	designer	NOUN
ajst-22363	50	26	is	be	AUX
ajst-22363	50	27	a	a	DET
ajst-22363	50	28	visual	visual	ADJ
ajst-22363	50	29	design	design	NOUN
ajst-22363	50	30	tool	tool	NOUN
ajst-22363	50	31	in	in	ADP
ajst-22363	50	32	the	the	DET
ajst-22363	50	33	qt	qt	NOUN
ajst-22363	50	34	suite	suite	NOUN
ajst-22363	50	35	,	,	PUNCT
ajst-22363	50	36	which	which	PRON
ajst-22363	50	37	can	can	AUX
ajst-22363	50	38	be	be	AUX
ajst-22363	50	39	used	use	VERB
ajst-22363	50	40	to	to	PART
ajst-22363	50	41	edit	edit	VERB
ajst-22363	50	42	the	the	DET
ajst-22363	50	43	interface	interface	NOUN
ajst-22363	50	44	by	by	ADP
ajst-22363	50	45	directly	directly	ADV
ajst-22363	50	46	dragging	drag	VERB
ajst-22363	50	47	and	and	CCONJ
ajst-22363	50	48	dropping	drop	VERB
ajst-22363	50	49	components	component	NOUN
ajst-22363	50	50	and	and	CCONJ
ajst-22363	50	51	setting	set	VERB
ajst-22363	50	52	properties	property	NOUN
ajst-22363	50	53	.	.	PUNCT
ajst-22363	51	1	afterwards	afterwards	ADV
ajst-22363	51	2	,	,	PUNCT
ajst-22363	51	3	the	the	DET
ajst-22363	51	4	generated	generate	VERB
ajst-22363	51	5	.ui	.ui	PROPN
ajst-22363	51	6	file	file	NOUN
ajst-22363	51	7	can	can	AUX
ajst-22363	51	8	be	be	AUX
ajst-22363	51	9	converted	convert	VERB
ajst-22363	51	10	to	to	ADP
ajst-22363	51	11	corresponding	correspond	VERB
ajst-22363	51	12	python	python	NOUN
ajst-22363	51	13	code	code	NOUN
ajst-22363	51	14	by	by	ADP
ajst-22363	51	15	the	the	DET
ajst-22363	51	16	pyuic	pyuic	PROPN
ajst-22363	51	17	tool	tool	PROPN
ajst-22363	51	18	,	,	PUNCT
ajst-22363	51	19	which	which	PRON
ajst-22363	51	20	makes	make	VERB
ajst-22363	51	21	the	the	DET
ajst-22363	51	22	integration	integration	NOUN
ajst-22363	51	23	of	of	ADP
ajst-22363	51	24	design	design	NOUN
ajst-22363	51	25	and	and	CCONJ
ajst-22363	51	26	code	code	NOUN
ajst-22363	51	27	more	more	ADV
ajst-22363	51	28	convenient	convenient	ADJ
ajst-22363	51	29	.	.	PUNCT
ajst-22363	52	1	the	the	DET
ajst-22363	52	2	combination	combination	NOUN
ajst-22363	52	3	of	of	ADP
ajst-22363	52	4	the	the	DET
ajst-22363	52	5	two	two	NUM
ajst-22363	52	6	provides	provide	VERB
ajst-22363	52	7	developers	developer	NOUN
ajst-22363	52	8	with	with	ADP
ajst-22363	52	9	a	a	DET
ajst-22363	52	10	comprehensive	comprehensive	ADJ
ajst-22363	52	11	toolset	toolset	NOUN
ajst-22363	52	12	that	that	PRON
ajst-22363	52	13	supports	support	VERB
ajst-22363	52	14	visual	visual	ADJ
ajst-22363	52	15	interface	interface	NOUN
ajst-22363	52	16	design	design	NOUN
ajst-22363	52	17	and	and	CCONJ
ajst-22363	52	18	feature	feature	NOUN
ajst-22363	52	19	implementation	implementation	NOUN
ajst-22363	52	20	,	,	PUNCT
ajst-22363	52	21	making	make	VERB
ajst-22363	52	22	it	it	PRON
ajst-22363	52	23	a	a	DET
ajst-22363	52	24	powerful	powerful	ADJ
ajst-22363	52	25	tool	tool	NOUN
ajst-22363	52	26	for	for	ADP
ajst-22363	52	27	creating	create	VERB
ajst-22363	52	28	modern	modern	ADJ
ajst-22363	52	29	desktop	desktop	NOUN
ajst-22363	52	30	applications	application	NOUN
ajst-22363	52	31	.	.	PUNCT
ajst-22363	53	1	4.2	4.2	NUM
ajst-22363	53	2	.	.	PUNCT
ajst-22363	54	1	design	design	NOUN
ajst-22363	54	2	flow	flow	NOUN
ajst-22363	54	3	of	of	ADP
ajst-22363	54	4	dr	dr	PROPN
ajst-22363	54	5	classification	classification	NOUN
ajst-22363	54	6	detection	detection	NOUN
ajst-22363	54	7	system	system	NOUN
ajst-22363	54	8	the	the	DET
ajst-22363	54	9	specific	specific	ADJ
ajst-22363	54	10	design	design	NOUN
ajst-22363	54	11	flow	flow	NOUN
ajst-22363	54	12	of	of	ADP
ajst-22363	54	13	the	the	DET
ajst-22363	54	14	diabetic	diabetic	ADJ
ajst-22363	54	15	retinopathy	retinopathy	ADJ
ajst-22363	54	16	detection	detection	NOUN
ajst-22363	54	17	system	system	NOUN
ajst-22363	54	18	is	be	AUX
ajst-22363	54	19	shown	show	VERB
ajst-22363	54	20	in	in	ADP
ajst-22363	54	21	figure	figure	NOUN
ajst-22363	54	22	3	3	NUM
ajst-22363	54	23	.	.	PUNCT
ajst-22363	55	1	first	first	ADV
ajst-22363	55	2	of	of	ADP
ajst-22363	55	3	all	all	PRON
ajst-22363	55	4	,	,	PUNCT
ajst-22363	55	5	the	the	DET
ajst-22363	55	6	basic	basic	ADJ
ajst-22363	55	7	design	design	NOUN
ajst-22363	55	8	of	of	ADP
ajst-22363	55	9	the	the	DET
ajst-22363	55	10	graphical	graphical	ADJ
ajst-22363	55	11	user	user	NOUN
ajst-22363	55	12	interface	interface	NOUN
ajst-22363	55	13	,	,	PUNCT
ajst-22363	55	14	such	such	ADJ
ajst-22363	55	15	as	as	ADP
ajst-22363	55	16	button	button	NOUN
ajst-22363	55	17	controls	control	NOUN
ajst-22363	55	18	,	,	PUNCT
ajst-22363	55	19	text	text	NOUN
ajst-22363	55	20	controls	control	NOUN
ajst-22363	55	21	,	,	PUNCT
ajst-22363	55	22	etc	etc	X
ajst-22363	55	23	.	.	X
ajst-22363	55	24	,	,	PUNCT
ajst-22363	55	25	is	be	AUX
ajst-22363	55	26	carried	carry	VERB
ajst-22363	55	27	out	out	ADP
ajst-22363	55	28	by	by	ADP
ajst-22363	55	29	qt	qt	NOUN
ajst-22363	55	30	designer	designer	NOUN
ajst-22363	55	31	,	,	PUNCT
ajst-22363	55	32	a	a	DET
ajst-22363	55	33	tool	tool	NOUN
ajst-22363	55	34	provided	provide	VERB
ajst-22363	55	35	by	by	ADP
ajst-22363	55	36	pyqt	pyqt	NOUN
ajst-22363	55	37	;	;	PUNCT
ajst-22363	55	38	after	after	ADP
ajst-22363	55	39	that	that	PRON
ajst-22363	55	40	,	,	PUNCT
ajst-22363	55	41	the	the	DET
ajst-22363	55	42	basic	basic	ADJ
ajst-22363	55	43	graphical	graphical	ADJ
ajst-22363	55	44	interface	interface	NOUN
ajst-22363	55	45	that	that	PRON
ajst-22363	55	46	has	have	AUX
ajst-22363	55	47	already	already	ADV
ajst-22363	55	48	been	be	AUX
ajst-22363	55	49	designed	design	VERB
ajst-22363	55	50	is	be	AUX
ajst-22363	55	51	loaded	load	VERB
ajst-22363	55	52	by	by	ADP
ajst-22363	55	53	uic	uic	PROPN
ajst-22363	55	54	.	.	PUNCT
ajst-22363	56	1	loadui	loadui	NOUN
ajst-22363	56	2	and	and	CCONJ
ajst-22363	56	3	some	some	DET
ajst-22363	56	4	practical	practical	ADJ
ajst-22363	56	5	functions	function	NOUN
ajst-22363	56	6	are	be	AUX
ajst-22363	56	7	added	add	VERB
ajst-22363	56	8	to	to	ADP
ajst-22363	56	9	the	the	DET
ajst-22363	56	10	interface	interface	NOUN
ajst-22363	56	11	,	,	PUNCT
ajst-22363	56	12	such	such	ADJ
ajst-22363	56	13	as	as	ADP
ajst-22363	56	14	selecting	select	VERB
ajst-22363	56	15	the	the	DET
ajst-22363	56	16	lesion	lesion	NOUN
ajst-22363	56	17	image	image	NOUN
ajst-22363	56	18	to	to	PART
ajst-22363	56	19	be	be	AUX
ajst-22363	56	20	detected	detect	VERB
ajst-22363	56	21	from	from	ADP
ajst-22363	56	22	the	the	DET
ajst-22363	56	23	computer	computer	NOUN
ajst-22363	56	24	's	's	PART
ajst-22363	56	25	system	system	NOUN
ajst-22363	56	26	disk	disk	NOUN
ajst-22363	56	27	,	,	PUNCT
ajst-22363	56	28	pre	pre	ADJ
ajst-22363	56	29	-	-	ADJ
ajst-22363	56	30	processing	process	VERB
ajst-22363	56	31	the	the	DET
ajst-22363	56	32	dr	dr	PROPN
ajst-22363	56	33	image	image	NOUN
ajst-22363	56	34	,	,	PUNCT
ajst-22363	56	35	detecting	detect	VERB
ajst-22363	56	36	the	the	DET
ajst-22363	56	37	dr	dr	PROPN
ajst-22363	56	38	lesion	lesion	NOUN
ajst-22363	56	39	grade	grade	NOUN
ajst-22363	56	40	,	,	PUNCT
ajst-22363	56	41	and	and	CCONJ
ajst-22363	56	42	saving	save	VERB
ajst-22363	56	43	the	the	DET
ajst-22363	56	44	preprocessed	preprocesse	VERB
ajst-22363	56	45	image	image	NOUN
ajst-22363	56	46	back	back	ADV
ajst-22363	56	47	to	to	ADP
ajst-22363	56	48	the	the	DET
ajst-22363	56	49	computer	computer	NOUN
ajst-22363	56	50	,	,	PUNCT
ajst-22363	56	51	detecting	detect	VERB
ajst-22363	56	52	the	the	DET
ajst-22363	56	53	dr	dr	PROPN
ajst-22363	56	54	lesion	lesion	NOUN
ajst-22363	56	55	level	level	NOUN
ajst-22363	56	56	,	,	PUNCT
ajst-22363	56	57	and	and	CCONJ
ajst-22363	56	58	saving	save	VERB
ajst-22363	56	59	the	the	DET
ajst-22363	56	60	pre	pre	ADJ
ajst-22363	56	61	-	-	ADJ
ajst-22363	56	62	processed	processed	ADJ
ajst-22363	56	63	image	image	NOUN
ajst-22363	56	64	back	back	ADV
ajst-22363	56	65	to	to	ADP
ajst-22363	56	66	the	the	DET
ajst-22363	56	67	computer	computer	NOUN
ajst-22363	56	68	,	,	PUNCT
ajst-22363	56	69	etc	etc	X
ajst-22363	56	70	.	.	X
ajst-22363	56	71	;	;	PUNCT
ajst-22363	56	72	and	and	CCONJ
ajst-22363	56	73	then	then	ADV
ajst-22363	56	74	use	use	VERB
ajst-22363	56	75	the	the	DET
ajst-22363	56	76	clicked	click	VERB
ajst-22363	56	77	.	.	PUNCT
ajst-22363	57	1	connect	connect	VERB
ajst-22363	57	2	function	function	NOUN
ajst-22363	57	3	to	to	PART
ajst-22363	57	4	connect	connect	VERB
ajst-22363	57	5	signals	signal	NOUN
ajst-22363	57	6	and	and	CCONJ
ajst-22363	57	7	slots	slot	NOUN
ajst-22363	57	8	,	,	PUNCT
ajst-22363	57	9	where	where	SCONJ
ajst-22363	57	10	signals	signal	NOUN
ajst-22363	57	11	are	be	AUX
ajst-22363	57	12	used	use	VERB
ajst-22363	57	13	to	to	PART
ajst-22363	57	14	pass	pass	VERB
ajst-22363	57	15	events	event	NOUN
ajst-22363	57	16	between	between	ADP
ajst-22363	57	17	objects	object	NOUN
ajst-22363	57	18	,	,	PUNCT
ajst-22363	57	19	and	and	CCONJ
ajst-22363	57	20	slots	slot	NOUN
ajst-22363	57	21	are	be	AUX
ajst-22363	57	22	functions	function	NOUN
ajst-22363	57	23	that	that	PRON
ajst-22363	57	24	respond	respond	VERB
ajst-22363	57	25	to	to	ADP
ajst-22363	57	26	these	these	DET
ajst-22363	57	27	events	event	NOUN
ajst-22363	57	28	.	.	PUNCT
ajst-22363	58	1	when	when	SCONJ
ajst-22363	58	2	an	an	DET
ajst-22363	58	3	object	object	NOUN
ajst-22363	58	4	sends	send	VERB
ajst-22363	58	5	out	out	ADP
ajst-22363	58	6	a	a	DET
ajst-22363	58	7	signal	signal	NOUN
ajst-22363	58	8	,	,	PUNCT
ajst-22363	58	9	other	other	ADJ
ajst-22363	58	10	objects	object	NOUN
ajst-22363	58	11	can	can	AUX
ajst-22363	58	12	listen	listen	VERB
ajst-22363	58	13	to	to	ADP
ajst-22363	58	14	this	this	DET
ajst-22363	58	15	signal	signal	NOUN
ajst-22363	58	16	,	,	PUNCT
ajst-22363	58	17	if	if	SCONJ
ajst-22363	58	18	any	any	DET
ajst-22363	58	19	object	object	NOUN
ajst-22363	58	20	connects	connect	VERB
ajst-22363	58	21	to	to	ADP
ajst-22363	58	22	the	the	DET
ajst-22363	58	23	signal	signal	NOUN
ajst-22363	58	24	,	,	PUNCT
ajst-22363	58	25	their	their	PRON
ajst-22363	58	26	corresponding	correspond	VERB
ajst-22363	58	27	slot	slot	NOUN
ajst-22363	58	28	function	function	NOUN
ajst-22363	58	29	will	will	AUX
ajst-22363	58	30	be	be	AUX
ajst-22363	58	31	executed	execute	VERB
ajst-22363	58	32	,	,	PUNCT
ajst-22363	58	33	the	the	DET
ajst-22363	58	34	two	two	NUM
ajst-22363	58	35	are	be	AUX
ajst-22363	58	36	the	the	DET
ajst-22363	58	37	mechanism	mechanism	NOUN
ajst-22363	58	38	used	use	VERB
ajst-22363	58	39	for	for	ADP
ajst-22363	58	40	event	event	NOUN
ajst-22363	58	41	processing	processing	NOUN
ajst-22363	58	42	in	in	ADP
ajst-22363	58	43	the	the	DET
ajst-22363	58	44	qt	qt	NOUN
ajst-22363	58	45	framework	framework	NOUN
ajst-22363	58	46	;	;	PUNCT
ajst-22363	58	47	finally	finally	ADV
ajst-22363	58	48	,	,	PUNCT
ajst-22363	58	49	the	the	DET
ajst-22363	58	50	detection	detection	NOUN
ajst-22363	58	51	of	of	ADP
ajst-22363	58	52	any	any	DET
ajst-22363	58	53	dr	dr	PROPN
ajst-22363	58	54	lesion	lesion	NOUN
ajst-22363	58	55	image	image	NOUN
ajst-22363	58	56	can	can	AUX
ajst-22363	58	57	be	be	AUX
ajst-22363	58	58	realized	realize	VERB
ajst-22363	58	59	through	through	ADP
ajst-22363	58	60	the	the	DET
ajst-22363	58	61	designed	design	VERB
ajst-22363	58	62	classification	classification	NOUN
ajst-22363	58	63	detection	detection	NOUN
ajst-22363	58	64	interface	interface	NOUN
ajst-22363	58	65	.	.	PUNCT
ajst-22363	59	1	182	182	NUM
ajst-22363	59	2	qt	qt	NOUN
ajst-22363	59	3	designer	designer	NOUN
ajst-22363	59	4	designs	design	VERB
ajst-22363	59	5	basic	basic	ADJ
ajst-22363	59	6	interfaces	interface	NOUN
ajst-22363	59	7	uic	uic	NOUN
ajst-22363	59	8	loading	loading	NOUN
ajst-22363	59	9	interface	interface	NOUN
ajst-22363	59	10	5	5	NUM
ajst-22363	59	11	.	.	PUNCT
ajst-22363	60	1	load	load	VERB
ajst-22363	60	2	the	the	DET
ajst-22363	60	3	save	save	ADJ
ajst-22363	60	4	image	image	NOUN
ajst-22363	60	5	function	function	NOUN
ajst-22363	60	6	2.load	2.load	NUM
ajst-22363	60	7	select	select	ADJ
ajst-22363	60	8	image	image	NOUN
ajst-22363	60	9	function	function	NOUN
ajst-22363	60	10	1	1	NUM
ajst-22363	60	11	.load	.load	ADP
ajst-22363	60	12	the	the	DET
ajst-22363	60	13	dr	dr	PROPN
ajst-22363	60	14	classification	classification	PROPN
ajst-22363	60	15	evaluation	evaluation	NOUN
ajst-22363	60	16	interface	interface	NOUN
ajst-22363	60	17	3.load	3.load	NUM
ajst-22363	60	18	preprocessing	preprocessing	NOUN
ajst-22363	60	19	model	model	NOUN
ajst-22363	60	20	6	6	NUM
ajst-22363	60	21	.	.	PUNCT
ajst-22363	61	1	bind	bind	VERB
ajst-22363	61	2	signals	signal	NOUN
ajst-22363	61	3	to	to	ADP
ajst-22363	61	4	the	the	DET
ajst-22363	61	5	slot	slot	NOUN
ajst-22363	61	6	4.load	4.load	NUM
ajst-22363	61	7	detection	detection	NOUN
ajst-22363	61	8	model	model	NOUN
ajst-22363	61	9	pycharm	pycharm	NOUN
ajst-22363	61	10	editor	editor	NOUN
ajst-22363	61	11	operation	operation	NOUN
ajst-22363	61	12	diabetic	diabetic	ADJ
ajst-22363	61	13	retinopathy	retinopathy	ADJ
ajst-22363	61	14	classification	classification	NOUN
ajst-22363	61	15	test	test	NOUN
ajst-22363	61	16	system	system	NOUN
ajst-22363	61	17	figure	figure	NOUN
ajst-22363	61	18	3	3	NUM
ajst-22363	61	19	.	.	PUNCT
ajst-22363	61	20	design	design	NOUN
ajst-22363	61	21	flow	flow	NOUN
ajst-22363	61	22	of	of	ADP
ajst-22363	61	23	diabetic	diabetic	ADJ
ajst-22363	61	24	retinopathy	retinopathy	ADJ
ajst-22363	61	25	detection	detection	NOUN
ajst-22363	61	26	system	system	NOUN
ajst-22363	61	27	4.3	4.3	NUM
ajst-22363	61	28	.	.	PUNCT
ajst-22363	62	1	implementation	implementation	NOUN
ajst-22363	62	2	of	of	ADP
ajst-22363	62	3	dr	dr	PROPN
ajst-22363	62	4	classification	classification	NOUN
ajst-22363	62	5	detection	detection	NOUN
ajst-22363	62	6	system	system	NOUN
ajst-22363	62	7	(	(	PUNCT
ajst-22363	62	8	1	1	X
ajst-22363	62	9	)	)	PUNCT
ajst-22363	62	10	initial	initial	ADJ
ajst-22363	62	11	interface	interface	NOUN
ajst-22363	62	12	design	design	NOUN
ajst-22363	62	13	in	in	ADP
ajst-22363	62	14	this	this	DET
ajst-22363	62	15	paper	paper	NOUN
ajst-22363	62	16	,	,	PUNCT
ajst-22363	62	17	qt	qt	NOUN
ajst-22363	62	18	designer	designer	NOUN
ajst-22363	62	19	is	be	AUX
ajst-22363	62	20	used	use	VERB
ajst-22363	62	21	to	to	PART
ajst-22363	62	22	design	design	VERB
ajst-22363	62	23	the	the	DET
ajst-22363	62	24	initial	initial	ADJ
ajst-22363	62	25	outline	outline	NOUN
ajst-22363	62	26	of	of	ADP
ajst-22363	62	27	the	the	DET
ajst-22363	62	28	system	system	NOUN
ajst-22363	62	29	interface	interface	NOUN
ajst-22363	62	30	.	.	PUNCT
ajst-22363	63	1	specifically	specifically	ADV
ajst-22363	63	2	,	,	PUNCT
ajst-22363	63	3	as	as	SCONJ
ajst-22363	63	4	shown	show	VERB
ajst-22363	63	5	in	in	ADP
ajst-22363	63	6	figure	figure	NOUN
ajst-22363	63	7	4	4	NUM
ajst-22363	63	8	.	.	PUNCT
ajst-22363	64	1	the	the	DET
ajst-22363	64	2	left	left	ADJ
ajst-22363	64	3	side	side	NOUN
ajst-22363	64	4	of	of	ADP
ajst-22363	64	5	the	the	DET
ajst-22363	64	6	interface	interface	NOUN
ajst-22363	64	7	is	be	AUX
ajst-22363	64	8	the	the	DET
ajst-22363	64	9	control	control	PROPN
ajst-22363	64	10	box	box	PROPN
ajst-22363	64	11	,	,	PUNCT
ajst-22363	64	12	which	which	PRON
ajst-22363	64	13	is	be	AUX
ajst-22363	64	14	used	use	VERB
ajst-22363	64	15	to	to	PART
ajst-22363	64	16	provide	provide	VERB
ajst-22363	64	17	the	the	DET
ajst-22363	64	18	basic	basic	ADJ
ajst-22363	64	19	controls	control	NOUN
ajst-22363	64	20	used	use	VERB
ajst-22363	64	21	for	for	ADP
ajst-22363	64	22	gui	gui	NOUN
ajst-22363	64	23	interface	interface	NOUN
ajst-22363	64	24	development	development	NOUN
ajst-22363	64	25	,	,	PUNCT
ajst-22363	64	26	such	such	ADJ
ajst-22363	64	27	as	as	ADP
ajst-22363	64	28	operation	operation	NOUN
ajst-22363	64	29	buttons	button	NOUN
ajst-22363	64	30	,	,	PUNCT
ajst-22363	64	31	text	text	NOUN
ajst-22363	64	32	input	input	NOUN
ajst-22363	64	33	boxes	box	NOUN
ajst-22363	64	34	,	,	PUNCT
ajst-22363	64	35	etc	etc	X
ajst-22363	64	36	.	.	X
ajst-22363	64	37	the	the	DET
ajst-22363	64	38	right	right	ADJ
ajst-22363	64	39	side	side	NOUN
ajst-22363	64	40	of	of	ADP
ajst-22363	64	41	the	the	DET
ajst-22363	64	42	interface	interface	NOUN
ajst-22363	64	43	includes	include	VERB
ajst-22363	64	44	the	the	DET
ajst-22363	64	45	object	object	NOUN
ajst-22363	64	46	viewer	viewer	NOUN
ajst-22363	64	47	for	for	ADP
ajst-22363	64	48	displaying	display	VERB
ajst-22363	64	49	the	the	DET
ajst-22363	64	50	objects	object	NOUN
ajst-22363	64	51	and	and	CCONJ
ajst-22363	64	52	their	their	PRON
ajst-22363	64	53	categories	category	NOUN
ajst-22363	64	54	of	of	ADP
ajst-22363	64	55	the	the	DET
ajst-22363	64	56	controls	control	NOUN
ajst-22363	64	57	in	in	ADP
ajst-22363	64	58	the	the	DET
ajst-22363	64	59	main	main	ADJ
ajst-22363	64	60	window	window	NOUN
ajst-22363	64	61	,	,	PUNCT
ajst-22363	64	62	and	and	CCONJ
ajst-22363	64	63	the	the	DET
ajst-22363	64	64	attribute	attribute	NOUN
ajst-22363	64	65	editor	editor	NOUN
ajst-22363	64	66	to	to	PART
ajst-22363	64	67	allow	allow	VERB
ajst-22363	64	68	the	the	DET
ajst-22363	64	69	user	user	NOUN
ajst-22363	64	70	to	to	PART
ajst-22363	64	71	view	view	VERB
ajst-22363	64	72	and	and	CCONJ
ajst-22363	64	73	change	change	VERB
ajst-22363	64	74	the	the	DET
ajst-22363	64	75	value	value	NOUN
ajst-22363	64	76	of	of	ADP
ajst-22363	64	77	the	the	DET
ajst-22363	64	78	object	object	NOUN
ajst-22363	64	79	's	's	PART
ajst-22363	64	80	attributes	attribute	NOUN
ajst-22363	64	81	;	;	PUNCT
ajst-22363	64	82	the	the	DET
ajst-22363	64	83	center	center	NOUN
ajst-22363	64	84	of	of	ADP
ajst-22363	64	85	the	the	DET
ajst-22363	64	86	interface	interface	NOUN
ajst-22363	64	87	is	be	AUX
ajst-22363	64	88	the	the	DET
ajst-22363	64	89	main	main	ADJ
ajst-22363	64	90	window	window	NOUN
ajst-22363	64	91	,	,	PUNCT
ajst-22363	64	92	which	which	PRON
ajst-22363	64	93	is	be	AUX
ajst-22363	64	94	used	use	VERB
ajst-22363	64	95	for	for	ADP
ajst-22363	64	96	the	the	DET
ajst-22363	64	97	design	design	NOUN
ajst-22363	64	98	of	of	ADP
ajst-22363	64	99	the	the	DET
ajst-22363	64	100	graphical	graphical	ADJ
ajst-22363	64	101	interface	interface	NOUN
ajst-22363	64	102	and	and	CCONJ
ajst-22363	64	103	the	the	DET
ajst-22363	64	104	components	component	NOUN
ajst-22363	64	105	selected	select	VERB
ajst-22363	64	106	from	from	ADP
ajst-22363	64	107	the	the	DET
ajst-22363	64	108	control	control	NOUN
ajst-22363	64	109	box	box	PROPN
ajst-22363	64	110	can	can	AUX
ajst-22363	64	111	be	be	AUX
ajst-22363	64	112	placed	place	VERB
ajst-22363	64	113	in	in	ADP
ajst-22363	64	114	the	the	DET
ajst-22363	64	115	control	control	PROPN
ajst-22363	64	116	box	box	PROPN
ajst-22363	64	117	.	.	PUNCT
ajst-22363	65	1	the	the	DET
ajst-22363	65	2	center	center	NOUN
ajst-22363	65	3	of	of	ADP
ajst-22363	65	4	the	the	DET
ajst-22363	65	5	interface	interface	NOUN
ajst-22363	65	6	is	be	AUX
ajst-22363	65	7	the	the	DET
ajst-22363	65	8	main	main	ADJ
ajst-22363	65	9	window	window	NOUN
ajst-22363	65	10	,	,	PUNCT
ajst-22363	65	11	which	which	PRON
ajst-22363	65	12	is	be	AUX
ajst-22363	65	13	used	use	VERB
ajst-22363	65	14	for	for	ADP
ajst-22363	65	15	the	the	DET
ajst-22363	65	16	design	design	NOUN
ajst-22363	65	17	of	of	ADP
ajst-22363	65	18	the	the	DET
ajst-22363	65	19	graphical	graphical	ADJ
ajst-22363	65	20	interface	interface	NOUN
ajst-22363	65	21	and	and	CCONJ
ajst-22363	65	22	for	for	ADP
ajst-22363	65	23	placing	place	VERB
ajst-22363	65	24	the	the	DET
ajst-22363	65	25	components	component	NOUN
ajst-22363	65	26	selected	select	VERB
ajst-22363	65	27	in	in	ADP
ajst-22363	65	28	the	the	DET
ajst-22363	65	29	control	control	PROPN
ajst-22363	65	30	box	box	PROPN
ajst-22363	65	31	.	.	PUNCT
ajst-22363	66	1	the	the	DET
ajst-22363	66	2	interface	interface	NOUN
ajst-22363	66	3	designed	design	VERB
ajst-22363	66	4	for	for	ADP
ajst-22363	66	5	the	the	DET
ajst-22363	66	6	dr	dr	PROPN
ajst-22363	66	7	classification	classification	NOUN
ajst-22363	66	8	test	test	NOUN
ajst-22363	66	9	consists	consist	VERB
ajst-22363	66	10	of	of	ADP
ajst-22363	66	11	fourteen	fourteen	NUM
ajst-22363	66	12	qlabel	qlabel	NOUN
ajst-22363	66	13	controls	control	NOUN
ajst-22363	66	14	for	for	ADP
ajst-22363	66	15	displaying	display	VERB
ajst-22363	66	16	the	the	DET
ajst-22363	66	17	results	result	NOUN
ajst-22363	66	18	,	,	PUNCT
ajst-22363	66	19	three	three	NUM
ajst-22363	66	20	line	line	NOUN
ajst-22363	66	21	controls	control	NOUN
ajst-22363	66	22	for	for	ADP
ajst-22363	66	23	planning	plan	VERB
ajst-22363	66	24	the	the	DET
ajst-22363	66	25	interface	interface	NOUN
ajst-22363	66	26	,	,	PUNCT
ajst-22363	66	27	and	and	CCONJ
ajst-22363	66	28	four	four	NUM
ajst-22363	66	29	qpushbutton	qpushbutton	ADJ
ajst-22363	66	30	controls	control	NOUN
ajst-22363	66	31	.	.	PUNCT
ajst-22363	67	1	figure	figure	NOUN
ajst-22363	67	2	4	4	NUM
ajst-22363	67	3	.	.	PUNCT
ajst-22363	67	4	system	system	NOUN
ajst-22363	67	5	lesion	lesion	NOUN
ajst-22363	67	6	detection	detection	NOUN
ajst-22363	67	7	interface	interface	NOUN
ajst-22363	67	8	(	(	PUNCT
ajst-22363	67	9	2	2	X
ajst-22363	67	10	)	)	PUNCT
ajst-22363	67	11	obtaining	obtain	VERB
ajst-22363	67	12	the	the	DET
ajst-22363	67	13	detection	detection	NOUN
ajst-22363	67	14	model	model	VERB
ajst-22363	67	15	the	the	DET
ajst-22363	67	16	process	process	NOUN
ajst-22363	67	17	of	of	ADP
ajst-22363	67	18	result	result	NOUN
ajst-22363	67	19	detection	detection	NOUN
ajst-22363	67	20	is	be	AUX
ajst-22363	67	21	shown	show	VERB
ajst-22363	67	22	in	in	ADP
ajst-22363	67	23	figure	figure	NOUN
ajst-22363	67	24	5	5	NUM
ajst-22363	67	25	:	:	PUNCT
ajst-22363	67	26	first	first	ADV
ajst-22363	67	27	load	load	VERB
ajst-22363	67	28	the	the	DET
ajst-22363	67	29	classification	classification	NOUN
ajst-22363	67	30	labels	label	NOUN
ajst-22363	67	31	dr0	dr0	NOUN
ajst-22363	67	32	,	,	PUNCT
ajst-22363	67	33	dr1	dr1	PROPN
ajst-22363	67	34	,	,	PUNCT
ajst-22363	67	35	dr2	dr2	PROPN
ajst-22363	67	36	,	,	PUNCT
ajst-22363	67	37	dr3	dr3	PROPN
ajst-22363	67	38	,	,	PUNCT
ajst-22363	67	39	dr4	dr4	PROPN
ajst-22363	67	40	of	of	ADP
ajst-22363	67	41	dr	dr	PROPN
ajst-22363	67	42	,	,	PUNCT
ajst-22363	67	43	and	and	CCONJ
ajst-22363	67	44	load	load	VERB
ajst-22363	67	45	the	the	DET
ajst-22363	67	46	weights	weight	NOUN
ajst-22363	67	47	of	of	ADP
ajst-22363	67	48	the	the	DET
ajst-22363	67	49	optimal	optimal	ADJ
ajst-22363	67	50	model	model	NOUN
ajst-22363	67	51	of	of	ADP
ajst-22363	67	52	performance	performance	NOUN
ajst-22363	67	53	,	,	PUNCT
ajst-22363	67	54	at	at	ADP
ajst-22363	67	55	this	this	DET
ajst-22363	67	56	time	time	NOUN
ajst-22363	67	57	,	,	PUNCT
ajst-22363	67	58	the	the	DET
ajst-22363	67	59	loading	loading	NOUN
ajst-22363	67	60	of	of	ADP
ajst-22363	67	61	the	the	DET
ajst-22363	67	62	model	model	NOUN
ajst-22363	67	63	proposed	propose	VERB
ajst-22363	67	64	in	in	ADP
ajst-22363	67	65	this	this	DET
ajst-22363	67	66	paper	paper	NOUN
ajst-22363	67	67	has	have	AUX
ajst-22363	67	68	been	be	AUX
ajst-22363	67	69	completed	complete	VERB
ajst-22363	67	70	,	,	PUNCT
ajst-22363	67	71	and	and	CCONJ
ajst-22363	67	72	then	then	ADV
ajst-22363	67	73	you	you	PRON
ajst-22363	67	74	can	can	AUX
ajst-22363	67	75	select	select	VERB
ajst-22363	67	76	a	a	DET
ajst-22363	67	77	picture	picture	NOUN
ajst-22363	67	78	that	that	PRON
ajst-22363	67	79	you	you	PRON
ajst-22363	67	80	want	want	VERB
ajst-22363	67	81	to	to	PART
ajst-22363	67	82	detect	detect	VERB
ajst-22363	67	83	in	in	ADP
ajst-22363	67	84	the	the	DET
ajst-22363	67	85	system	system	NOUN
ajst-22363	67	86	,	,	PUNCT
ajst-22363	67	87	and	and	CCONJ
ajst-22363	67	88	finally	finally	ADV
ajst-22363	67	89	click	click	VERB
ajst-22363	67	90	on	on	ADP
ajst-22363	67	91	the	the	DET
ajst-22363	67	92	“	"	PUNCT
ajst-22363	67	93	run	run	ADJ
ajst-22363	67	94	result	result	NOUN
ajst-22363	67	95	”	"	PUNCT
ajst-22363	67	96	button	button	NOUN
ajst-22363	67	97	in	in	ADP
ajst-22363	67	98	figure	figure	NOUN
ajst-22363	67	99	4	4	NUM
ajst-22363	67	100	to	to	PART
ajst-22363	67	101	enter	enter	VERB
ajst-22363	67	102	the	the	DET
ajst-22363	67	103	evaluation	evaluation	NOUN
ajst-22363	67	104	mode	mode	NOUN
ajst-22363	67	105	.	.	PUNCT
ajst-22363	68	1	after	after	ADP
ajst-22363	68	2	that	that	PRON
ajst-22363	68	3	,	,	PUNCT
ajst-22363	68	4	we	we	PRON
ajst-22363	68	5	can	can	AUX
ajst-22363	68	6	select	select	VERB
ajst-22363	68	7	a	a	DET
ajst-22363	68	8	picture	picture	NOUN
ajst-22363	68	9	we	we	PRON
ajst-22363	68	10	want	want	VERB
ajst-22363	68	11	to	to	PART
ajst-22363	68	12	detect	detect	VERB
ajst-22363	68	13	in	in	ADP
ajst-22363	68	14	the	the	DET
ajst-22363	68	15	system	system	NOUN
ajst-22363	68	16	,	,	PUNCT
ajst-22363	68	17	and	and	CCONJ
ajst-22363	68	18	then	then	ADV
ajst-22363	68	19	click	click	VERB
ajst-22363	68	20	the	the	DET
ajst-22363	68	21	“	"	PUNCT
ajst-22363	68	22	run	run	ADJ
ajst-22363	68	23	result	result	NOUN
ajst-22363	68	24	”	"	PUNCT
ajst-22363	68	25	button	button	NOUN
ajst-22363	68	26	in	in	ADP
ajst-22363	68	27	fig	fig	NOUN
ajst-22363	68	28	.	.	PUNCT
ajst-22363	69	1	4	4	NUM
ajst-22363	69	2	to	to	PART
ajst-22363	69	3	enter	enter	VERB
ajst-22363	69	4	the	the	DET
ajst-22363	69	5	evaluation	evaluation	NOUN
ajst-22363	69	6	mode	mode	NOUN
ajst-22363	69	7	,	,	PUNCT
ajst-22363	69	8	in	in	ADP
ajst-22363	69	9	which	which	PRON
ajst-22363	69	10	the	the	DET
ajst-22363	69	11	softmax	softmax	NOUN
ajst-22363	69	12	function	function	NOUN
ajst-22363	69	13	is	be	AUX
ajst-22363	69	14	loaded	load	VERB
ajst-22363	69	15	to	to	PART
ajst-22363	69	16	obtain	obtain	VERB
ajst-22363	69	17	the	the	DET
ajst-22363	69	18	probability	probability	NOUN
ajst-22363	69	19	value	value	NOUN
ajst-22363	69	20	of	of	ADP
ajst-22363	69	21	the	the	DET
ajst-22363	69	22	picture	picture	NOUN
ajst-22363	69	23	belonging	belong	VERB
ajst-22363	69	24	to	to	ADP
ajst-22363	69	25	the	the	DET
ajst-22363	69	26	five	five	NUM
ajst-22363	69	27	lesion	lesion	NOUN
ajst-22363	69	28	stages	stage	NOUN
ajst-22363	69	29	,	,	PUNCT
ajst-22363	69	30	and	and	CCONJ
ajst-22363	69	31	then	then	ADV
ajst-22363	69	32	the	the	DET
ajst-22363	69	33	argmax	argmax	NOUN
ajst-22363	69	34	function	function	NOUN
ajst-22363	69	35	is	be	AUX
ajst-22363	69	36	used	use	VERB
ajst-22363	69	37	to	to	PART
ajst-22363	69	38	obtain	obtain	VERB
ajst-22363	69	39	the	the	DET
ajst-22363	69	40	index	index	NOUN
ajst-22363	69	41	corresponding	correspond	VERB
ajst-22363	69	42	to	to	ADP
ajst-22363	69	43	the	the	DET
ajst-22363	69	44	maximum	maximum	ADJ
ajst-22363	69	45	probability	probability	NOUN
ajst-22363	69	46	,	,	PUNCT
ajst-22363	69	47	and	and	CCONJ
ajst-22363	69	48	then	then	ADV
ajst-22363	69	49	the	the	DET
ajst-22363	69	50	corresponding	corresponding	ADJ
ajst-22363	69	51	label	label	NOUN
ajst-22363	69	52	is	be	AUX
ajst-22363	69	53	found	find	VERB
ajst-22363	69	54	through	through	ADP
ajst-22363	69	55	the	the	DET
ajst-22363	69	56	index	index	NOUN
ajst-22363	69	57	,	,	PUNCT
ajst-22363	69	58	and	and	CCONJ
ajst-22363	69	59	then	then	ADV
ajst-22363	69	60	the	the	DET
ajst-22363	69	61	classification	classification	NOUN
ajst-22363	69	62	and	and	CCONJ
ajst-22363	69	63	identification	identification	NOUN
ajst-22363	69	64	of	of	ADP
ajst-22363	69	65	the	the	DET
ajst-22363	69	66	picture	picture	NOUN
ajst-22363	69	67	to	to	PART
ajst-22363	69	68	be	be	AUX
ajst-22363	69	69	detected	detect	VERB
ajst-22363	69	70	can	can	AUX
ajst-22363	69	71	be	be	AUX
ajst-22363	69	72	completed	complete	VERB
ajst-22363	69	73	at	at	ADP
ajst-22363	69	74	last	last	ADJ
ajst-22363	69	75	.	.	PUNCT
ajst-22363	70	1	load	load	VERB
ajst-22363	70	2	a	a	DET
ajst-22363	70	3	single	single	ADJ
ajst-22363	70	4	image	image	NOUN
ajst-22363	70	5	load	load	VERB
ajst-22363	70	6	the	the	DET
ajst-22363	70	7	file	file	NOUN
ajst-22363	70	8	containing	contain	VERB
ajst-22363	70	9	labels	label	NOUN
ajst-22363	70	10	corresponding	correspond	VERB
ajst-22363	70	11	to	to	ADP
ajst-22363	70	12	the	the	DET
ajst-22363	70	13	indices	index	NOUN
ajst-22363	70	14	load	load	VERB
ajst-22363	70	15	the	the	DET
ajst-22363	70	16	model	model	NOUN
ajst-22363	70	17	weights	weight	NOUN
ajst-22363	70	18	enter	enter	VERB
ajst-22363	70	19	 	 	SPACE
ajst-22363	70	20	evaluation	evaluation	NOUN
ajst-22363	70	21	 	 	SPACE
ajst-22363	70	22	mode	mode	NOUN
ajst-22363	70	23	apply	apply	VERB
ajst-22363	70	24	the	the	DET
ajst-22363	70	25	softmax	softmax	NOUN
ajst-22363	70	26	function	function	NOUN
ajst-22363	70	27	to	to	PART
ajst-22363	70	28	obtain	obtain	VERB
ajst-22363	70	29	probabilities	probability	NOUN
ajst-22363	70	30	use	use	VERB
ajst-22363	70	31	the	the	DET
ajst-22363	70	32	argmax	argmax	NOUN
ajst-22363	70	33	function	function	NOUN
ajst-22363	70	34	to	to	PART
ajst-22363	70	35	obtain	obtain	VERB
ajst-22363	70	36	the	the	DET
ajst-22363	70	37	index	index	NOUN
ajst-22363	70	38	corresponding	correspond	VERB
ajst-22363	70	39	to	to	ADP
ajst-22363	70	40	the	the	DET
ajst-22363	70	41	highest	high	ADJ
ajst-22363	70	42	probability	probability	NOUN
ajst-22363	70	43	output	output	NOUN
ajst-22363	70	44	the	the	DET
ajst-22363	70	45	dr	dr	PROPN
ajst-22363	70	46	grade	grade	NOUN
ajst-22363	70	47	along	along	ADV
ajst-22363	70	48	with	with	ADP
ajst-22363	70	49	its	its	PRON
ajst-22363	70	50	corresponding	correspond	VERB
ajst-22363	70	51	probability	probability	NOUN
ajst-22363	70	52	perform	perform	VERB
ajst-22363	70	53	classification	classification	NOUN
ajst-22363	70	54	and	and	CCONJ
ajst-22363	70	55	detection	detection	NOUN
ajst-22363	70	56	on	on	ADP
ajst-22363	70	57	any	any	DET
ajst-22363	70	58	single	single	ADJ
ajst-22363	70	59	image	image	NOUN
ajst-22363	70	60	and	and	CCONJ
ajst-22363	70	61	provide	provide	VERB
ajst-22363	70	62	a	a	DET
ajst-22363	70	63	diagnostic	diagnostic	ADJ
ajst-22363	70	64	opinion	opinion	NOUN
ajst-22363	70	65	load	load	VERB
ajst-22363	70	66	the	the	DET
ajst-22363	70	67	optimal	optimal	ADJ
ajst-22363	70	68	model	model	NOUN
ajst-22363	70	69	weights	weight	NOUN
ajst-22363	70	70	,	,	PUNCT
ajst-22363	70	71	obtained	obtain	VERB
ajst-22363	70	72	on	on	ADP
ajst-22363	70	73	the	the	DET
ajst-22363	70	74	validation	validation	NOUN
ajst-22363	70	75	set	set	NOUN
ajst-22363	70	76	,	,	PUNCT
ajst-22363	70	77	in	in	ADP
ajst-22363	70	78	preparation	preparation	NOUN
ajst-22363	70	79	for	for	ADP
ajst-22363	70	80	subsequent	subsequent	ADJ
ajst-22363	70	81	classification	classification	NOUN
ajst-22363	70	82	and	and	CCONJ
ajst-22363	70	83	detection	detection	NOUN
ajst-22363	70	84	tasks	task	NOUN
ajst-22363	70	85	.	.	PUNCT
ajst-22363	71	1	figure	figure	NOUN
ajst-22363	71	2	5	5	NUM
ajst-22363	71	3	.	.	PUNCT
ajst-22363	71	4	detection	detection	NOUN
ajst-22363	71	5	process	process	NOUN
ajst-22363	71	6	firstly	firstly	ADV
ajst-22363	71	7	,	,	PUNCT
ajst-22363	71	8	load	load	VERB
ajst-22363	71	9	the	the	DET
ajst-22363	71	10	system	system	NOUN
ajst-22363	71	11	lesion	lesion	NOUN
ajst-22363	71	12	detection	detection	NOUN
ajst-22363	71	13	interface	interface	NOUN
ajst-22363	71	14	designed	design	VERB
ajst-22363	71	15	in	in	ADP
ajst-22363	71	16	qt	qt	NOUN
ajst-22363	71	17	designer	designer	NOUN
ajst-22363	71	18	through	through	ADP
ajst-22363	71	19	uic	uic	PROPN
ajst-22363	71	20	.	.	PUNCT
ajst-22363	72	1	loadui	loadui	PROPN
ajst-22363	72	2	,	,	PUNCT
ajst-22363	72	3	then	then	ADV
ajst-22363	72	4	through	through	ADP
ajst-22363	72	5	qfiledialog.getopenfilename	qfiledialog.getopenfilename	PROPN
ajst-22363	72	6	to	to	PART
ajst-22363	72	7	enable	enable	VERB
ajst-22363	72	8	the	the	DET
ajst-22363	72	9	operator	operator	NOUN
ajst-22363	72	10	to	to	PART
ajst-22363	72	11	select	select	VERB
ajst-22363	72	12	the	the	DET
ajst-22363	72	13	lesion	lesion	NOUN
ajst-22363	72	14	image	image	NOUN
ajst-22363	72	15	to	to	PART
ajst-22363	72	16	be	be	AUX
ajst-22363	72	17	detected	detect	VERB
ajst-22363	72	18	on	on	ADP
ajst-22363	72	19	the	the	DET
ajst-22363	72	20	computer	computer	NOUN
ajst-22363	72	21	,	,	PUNCT
ajst-22363	72	22	then	then	ADV
ajst-22363	72	23	load	load	VERB
ajst-22363	72	24	the	the	DET
ajst-22363	72	25	preprocessing	preprocessing	NOUN
ajst-22363	72	26	model	model	NOUN
ajst-22363	72	27	and	and	CCONJ
ajst-22363	72	28	detection	detection	NOUN
ajst-22363	72	29	model	model	NOUN
ajst-22363	72	30	to	to	PART
ajst-22363	72	31	classify	classify	VERB
ajst-22363	72	32	and	and	CCONJ
ajst-22363	72	33	diagnose	diagnose	VERB
ajst-22363	72	34	the	the	DET
ajst-22363	72	35	image	image	NOUN
ajst-22363	72	36	,	,	PUNCT
ajst-22363	72	37	and	and	CCONJ
ajst-22363	72	38	through	through	ADP
ajst-22363	72	39	clicked	click	VERB
ajst-22363	72	40	.	.	PUNCT
ajst-22363	73	1	connect	connect	VERB
ajst-22363	73	2	183	183	NUM
ajst-22363	73	3	function	function	NOUN
ajst-22363	73	4	to	to	PART
ajst-22363	73	5	bind	bind	VERB
ajst-22363	73	6	the	the	DET
ajst-22363	73	7	designed	design	VERB
ajst-22363	73	8	control	control	NOUN
ajst-22363	73	9	to	to	ADP
ajst-22363	73	10	the	the	DET
ajst-22363	73	11	above	above	ADJ
ajst-22363	73	12	model	model	NOUN
ajst-22363	73	13	,	,	PUNCT
ajst-22363	73	14	and	and	CCONJ
ajst-22363	73	15	finally	finally	ADV
ajst-22363	73	16	use	use	VERB
ajst-22363	73	17	qfiledialog.getsavefilename	qfiledialog.getsavefilename	PROPN
ajst-22363	73	18	to	to	PART
ajst-22363	73	19	save	save	VERB
ajst-22363	73	20	the	the	DET
ajst-22363	73	21	detected	detect	VERB
ajst-22363	73	22	image	image	NOUN
ajst-22363	73	23	.	.	PUNCT
ajst-22363	74	1	connect	connect	VERB
ajst-22363	74	2	function	function	NOUN
ajst-22363	74	3	to	to	PART
ajst-22363	74	4	bind	bind	VERB
ajst-22363	74	5	the	the	DET
ajst-22363	74	6	designed	design	VERB
ajst-22363	74	7	control	control	NOUN
ajst-22363	74	8	to	to	ADP
ajst-22363	74	9	the	the	DET
ajst-22363	74	10	above	above	ADJ
ajst-22363	74	11	model	model	NOUN
ajst-22363	74	12	,	,	PUNCT
ajst-22363	74	13	and	and	CCONJ
ajst-22363	74	14	finally	finally	ADV
ajst-22363	74	15	use	use	VERB
ajst-22363	74	16	qfiledialog.getsavefilename	qfiledialog.getsavefilename	PROPN
ajst-22363	74	17	to	to	PART
ajst-22363	74	18	save	save	VERB
ajst-22363	74	19	the	the	DET
ajst-22363	74	20	detected	detect	VERB
ajst-22363	74	21	image	image	NOUN
ajst-22363	74	22	.	.	PUNCT
ajst-22363	75	1	4.4	4.4	NUM
ajst-22363	75	2	.	.	PUNCT
ajst-22363	76	1	interface	interface	NOUN
ajst-22363	76	2	run	run	NOUN
ajst-22363	76	3	results	result	NOUN
ajst-22363	76	4	figure	figure	VERB
ajst-22363	76	5	6	6	NUM
ajst-22363	76	6	shows	show	VERB
ajst-22363	76	7	the	the	DET
ajst-22363	76	8	classification	classification	NOUN
ajst-22363	76	9	results	result	NOUN
ajst-22363	76	10	for	for	ADP
ajst-22363	76	11	an	an	DET
ajst-22363	76	12	unknown	unknown	ADJ
ajst-22363	76	13	sample	sample	NOUN
ajst-22363	76	14	entered	enter	VERB
ajst-22363	76	15	.	.	PUNCT
ajst-22363	77	1	in	in	ADP
ajst-22363	77	2	figure	figure	NOUN
ajst-22363	77	3	6	6	NUM
ajst-22363	77	4	,	,	PUNCT
ajst-22363	77	5	click	click	VERB
ajst-22363	77	6	on	on	ADP
ajst-22363	77	7	the	the	DET
ajst-22363	77	8	“	"	PUNCT
ajst-22363	77	9	select	select	ADJ
ajst-22363	77	10	image	image	NOUN
ajst-22363	77	11	”	"	PUNCT
ajst-22363	77	12	button	button	NOUN
ajst-22363	77	13	to	to	PART
ajst-22363	77	14	enter	enter	VERB
ajst-22363	77	15	the	the	DET
ajst-22363	77	16	computer	computer	NOUN
ajst-22363	77	17	system	system	NOUN
ajst-22363	77	18	disk	disk	NOUN
ajst-22363	77	19	to	to	PART
ajst-22363	77	20	select	select	VERB
ajst-22363	77	21	the	the	DET
ajst-22363	77	22	image	image	NOUN
ajst-22363	77	23	to	to	PART
ajst-22363	77	24	be	be	AUX
ajst-22363	77	25	detected	detect	VERB
ajst-22363	77	26	;	;	PUNCT
ajst-22363	77	27	click	click	VERB
ajst-22363	77	28	on	on	ADP
ajst-22363	77	29	the	the	DET
ajst-22363	77	30	“	"	PUNCT
ajst-22363	77	31	preprocess	preprocess	ADJ
ajst-22363	77	32	fundus	fundus	NOUN
ajst-22363	77	33	image	image	NOUN
ajst-22363	77	34	”	"	PUNCT
ajst-22363	77	35	button	button	NOUN
ajst-22363	77	36	to	to	ADP
ajst-22363	77	37	process	process	NOUN
ajst-22363	77	38	;	;	PUNCT
ajst-22363	77	39	click	click	VERB
ajst-22363	77	40	on	on	ADP
ajst-22363	77	41	the	the	DET
ajst-22363	77	42	“	"	PUNCT
ajst-22363	77	43	run	run	ADJ
ajst-22363	77	44	result	result	NOUN
ajst-22363	77	45	”	"	PUNCT
ajst-22363	77	46	button	button	NOUN
ajst-22363	77	47	to	to	PART
ajst-22363	77	48	get	get	VERB
ajst-22363	77	49	the	the	DET
ajst-22363	77	50	dr	dr	PROPN
ajst-22363	77	51	category	category	NOUN
ajst-22363	77	52	label	label	NOUN
ajst-22363	77	53	,	,	PUNCT
ajst-22363	77	54	detection	detection	NOUN
ajst-22363	77	55	result	result	NOUN
ajst-22363	77	56	,	,	PUNCT
ajst-22363	77	57	probability	probability	NOUN
ajst-22363	77	58	and	and	CCONJ
ajst-22363	77	59	diagnostic	diagnostic	ADJ
ajst-22363	77	60	opinion	opinion	NOUN
ajst-22363	77	61	.	.	PUNCT
ajst-22363	78	1	click	click	VERB
ajst-22363	78	2	on	on	ADP
ajst-22363	78	3	the	the	DET
ajst-22363	78	4	“	"	PUNCT
ajst-22363	78	5	run	run	ADJ
ajst-22363	78	6	result	result	NOUN
ajst-22363	78	7	”	"	PUNCT
ajst-22363	78	8	button	button	NOUN
ajst-22363	78	9	to	to	PART
ajst-22363	78	10	get	get	VERB
ajst-22363	78	11	the	the	DET
ajst-22363	78	12	dr	dr	PROPN
ajst-22363	78	13	category	category	NOUN
ajst-22363	78	14	label	label	NOUN
ajst-22363	78	15	,	,	PUNCT
ajst-22363	78	16	detection	detection	NOUN
ajst-22363	78	17	result	result	NOUN
ajst-22363	78	18	,	,	PUNCT
ajst-22363	78	19	probability	probability	NOUN
ajst-22363	78	20	size	size	NOUN
ajst-22363	78	21	and	and	CCONJ
ajst-22363	78	22	diagnostic	diagnostic	ADJ
ajst-22363	78	23	opinion	opinion	NOUN
ajst-22363	78	24	.	.	PUNCT
ajst-22363	79	1	figure	figure	NOUN
ajst-22363	79	2	6	6	NUM
ajst-22363	79	3	.	.	PUNCT
ajst-22363	79	4	system	system	NOUN
ajst-22363	79	5	lesion	lesion	NOUN
ajst-22363	79	6	detection	detection	NOUN
ajst-22363	79	7	run	run	VERB
ajst-22363	79	8	results	result	NOUN
ajst-22363	79	9	5	5	NUM
ajst-22363	79	10	.	.	PUNCT
ajst-22363	79	11	conclusion	conclusion	NOUN
ajst-22363	79	12	in	in	ADP
ajst-22363	79	13	this	this	DET
ajst-22363	79	14	study	study	NOUN
ajst-22363	79	15	,	,	PUNCT
ajst-22363	79	16	a	a	DET
ajst-22363	79	17	classification	classification	NOUN
ajst-22363	79	18	detection	detection	NOUN
ajst-22363	79	19	system	system	NOUN
ajst-22363	79	20	for	for	ADP
ajst-22363	79	21	diabetic	diabetic	ADJ
ajst-22363	79	22	retinopathy	retinopathy	NOUN
ajst-22363	79	23	based	base	VERB
ajst-22363	79	24	on	on	ADP
ajst-22363	79	25	residual	residual	ADJ
ajst-22363	79	26	network	network	NOUN
ajst-22363	79	27	and	and	CCONJ
ajst-22363	79	28	focus	focus	VERB
ajst-22363	79	29	loss	loss	NOUN
ajst-22363	79	30	function	function	NOUN
ajst-22363	79	31	is	be	AUX
ajst-22363	79	32	proposed	propose	VERB
ajst-22363	79	33	.	.	PUNCT
ajst-22363	80	1	the	the	DET
ajst-22363	80	2	system	system	NOUN
ajst-22363	80	3	adopts	adopt	VERB
ajst-22363	80	4	a	a	DET
ajst-22363	80	5	deep	deep	ADJ
ajst-22363	80	6	learning	learning	NOUN
ajst-22363	80	7	method	method	NOUN
ajst-22363	80	8	to	to	PART
ajst-22363	80	9	learn	learn	VERB
ajst-22363	80	10	and	and	CCONJ
ajst-22363	80	11	extract	extract	VERB
ajst-22363	80	12	features	feature	NOUN
ajst-22363	80	13	from	from	ADP
ajst-22363	80	14	a	a	DET
ajst-22363	80	15	huge	huge	ADJ
ajst-22363	80	16	dataset	dataset	NOUN
ajst-22363	80	17	,	,	PUNCT
ajst-22363	80	18	which	which	PRON
ajst-22363	80	19	avoids	avoid	VERB
ajst-22363	80	20	the	the	DET
ajst-22363	80	21	influence	influence	NOUN
ajst-22363	80	22	of	of	ADP
ajst-22363	80	23	human	human	ADJ
ajst-22363	80	24	subjective	subjective	ADJ
ajst-22363	80	25	factors	factor	NOUN
ajst-22363	80	26	and	and	CCONJ
ajst-22363	80	27	thus	thus	ADV
ajst-22363	80	28	ensures	ensure	VERB
ajst-22363	80	29	the	the	DET
ajst-22363	80	30	accuracy	accuracy	NOUN
ajst-22363	80	31	of	of	ADP
ajst-22363	80	32	diagnostic	diagnostic	ADJ
ajst-22363	80	33	results	result	NOUN
ajst-22363	80	34	.	.	PUNCT
ajst-22363	81	1	in	in	ADP
ajst-22363	81	2	addition	addition	NOUN
ajst-22363	81	3	,	,	PUNCT
ajst-22363	81	4	the	the	DET
ajst-22363	81	5	system	system	NOUN
ajst-22363	81	6	has	have	VERB
ajst-22363	81	7	the	the	DET
ajst-22363	81	8	ability	ability	NOUN
ajst-22363	81	9	of	of	ADP
ajst-22363	81	10	automation	automation	NOUN
ajst-22363	81	11	,	,	PUNCT
ajst-22363	81	12	which	which	PRON
ajst-22363	81	13	can	can	AUX
ajst-22363	81	14	significantly	significantly	ADV
ajst-22363	81	15	improve	improve	VERB
ajst-22363	81	16	the	the	DET
ajst-22363	81	17	efficiency	efficiency	NOUN
ajst-22363	81	18	of	of	ADP
ajst-22363	81	19	diagnosis	diagnosis	NOUN
ajst-22363	81	20	and	and	CCONJ
ajst-22363	81	21	save	save	VERB
ajst-22363	81	22	doctors	doctor	NOUN
ajst-22363	81	23	'	'	PART
ajst-22363	81	24	time	time	NOUN
ajst-22363	81	25	and	and	CCONJ
ajst-22363	81	26	energy	energy	NOUN
ajst-22363	81	27	,	,	PUNCT
ajst-22363	81	28	thus	thus	ADV
ajst-22363	81	29	reducing	reduce	VERB
ajst-22363	81	30	medical	medical	ADJ
ajst-22363	81	31	costs	cost	NOUN
ajst-22363	81	32	and	and	CCONJ
ajst-22363	81	33	improving	improve	VERB
ajst-22363	81	34	the	the	DET
ajst-22363	81	35	efficiency	efficiency	NOUN
ajst-22363	81	36	and	and	CCONJ
ajst-22363	81	37	quality	quality	NOUN
ajst-22363	81	38	of	of	ADP
ajst-22363	81	39	medical	medical	ADJ
ajst-22363	81	40	services	service	NOUN
ajst-22363	81	41	.	.	PUNCT
ajst-22363	82	1	references	reference	NOUN
ajst-22363	82	2	[	[	X
ajst-22363	82	3	1	1	NUM
ajst-22363	82	4	]	]	X
ajst-22363	82	5	zhang	zhang	PROPN
ajst-22363	82	6	huirong	huirong	PROPN
ajst-22363	82	7	,	,	PUNCT
ajst-22363	82	8	xia	xia	PROPN
ajst-22363	82	9	yingjie	yingjie	PROPN
ajst-22363	82	10	.	.	PUNCT
ajst-22363	83	1	analysis	analysis	NOUN
ajst-22363	83	2	of	of	ADP
ajst-22363	83	3	factors	factor	NOUN
ajst-22363	83	4	related	relate	VERB
ajst-22363	83	5	to	to	ADP
ajst-22363	83	6	visual	visual	ADJ
ajst-22363	83	7	prognosis	prognosis	NOUN
ajst-22363	83	8	in	in	ADP
ajst-22363	83	9	patients	patient	NOUN
ajst-22363	83	10	with	with	ADP
ajst-22363	83	11	retinal	retinal	ADJ
ajst-22363	83	12	vein	vein	NOUN
ajst-22363	83	13	occlusion[j	occlusion[j	PROPN
ajst-22363	83	14	]	]	PUNCT
ajst-22363	83	15	.	.	PUNCT
ajst-22363	84	1	chinese	chinese	ADJ
ajst-22363	84	2	journal	journal	PROPN
ajst-22363	84	3	of	of	ADP
ajst-22363	84	4	ophthalmology	ophthalmology	NOUN
ajst-22363	84	5	,	,	PUNCT
ajst-22363	84	6	2002,4(02	2002,4(02	NUM
ajst-22363	84	7	):	):	PUNCT
ajst-22363	84	8	37	37	NUM
ajst-22363	84	9	-	-	SYM
ajst-22363	84	10	41	41	NUM
ajst-22363	84	11	.	.	PUNCT
ajst-22363	85	1	[	[	X
ajst-22363	85	2	2	2	NUM
ajst-22363	85	3	]	]	X
ajst-22363	85	4	yan	yan	PROPN
ajst-22363	85	5	chunyan	chunyan	PROPN
ajst-22363	85	6	,	,	PUNCT
ajst-22363	85	7	yuan	yuan	PROPN
ajst-22363	85	8	yingmei	yingmei	PROPN
ajst-22363	85	9	,	,	PUNCT
ajst-22363	86	1	guo	guo	PROPN
ajst-22363	86	2	aimei	aimei	PROPN
ajst-22363	86	3	et	et	PROPN
ajst-22363	86	4	al	al	PROPN
ajst-22363	86	5	.	.	PROPN
ajst-22363	87	1	literature	literature	NOUN
ajst-22363	87	2	analysis	analysis	NOUN
ajst-22363	87	3	of	of	ADP
ajst-22363	87	4	the	the	DET
ajst-22363	87	5	current	current	ADJ
ajst-22363	87	6	status	status	NOUN
ajst-22363	87	7	of	of	ADP
ajst-22363	87	8	research	research	NOUN
ajst-22363	87	9	on	on	ADP
ajst-22363	87	10	delayed	delay	VERB
ajst-22363	87	11	medical	medical	ADJ
ajst-22363	87	12	care	care	NOUN
ajst-22363	87	13	for	for	ADP
ajst-22363	87	14	diabetic	diabetic	ADJ
ajst-22363	87	15	patients	patient	NOUN
ajst-22363	87	16	in	in	ADP
ajst-22363	87	17	china[j	china[j	PROPN
ajst-22363	87	18	]	]	PUNCT
ajst-22363	87	19	.	.	PUNCT
ajst-22363	88	1	geriatrics	geriatric	NOUN
ajst-22363	88	2	research	research	NOUN
ajst-22363	88	3	,	,	PUNCT
ajst-22363	88	4	2023	2023	NUM
ajst-22363	88	5	,	,	PUNCT
ajst-22363	88	6	4(5):38	4(5):38	NUM
ajst-22363	88	7	-	-	PUNCT
ajst-22363	88	8	41	41	NUM
ajst-22363	88	9	.	.	PUNCT
ajst-22363	89	1	[	[	X
ajst-22363	89	2	3	3	X
ajst-22363	89	3	]	]	PUNCT
ajst-22363	89	4	he	he	PRON
ajst-22363	89	5	k	k	PROPN
ajst-22363	89	6	,	,	PUNCT
ajst-22363	89	7	zhang	zhang	PROPN
ajst-22363	89	8	x	x	PROPN
ajst-22363	89	9	,	,	PUNCT
ajst-22363	89	10	ren	ren	PROPN
ajst-22363	89	11	s	s	PROPN
ajst-22363	89	12	,	,	PUNCT
ajst-22363	89	13	et	et	PROPN
ajst-22363	89	14	al	al	PROPN
ajst-22363	89	15	.	.	PUNCT
ajst-22363	90	1	deep	deep	ADJ
ajst-22363	90	2	residual	residual	ADJ
ajst-22363	90	3	learning	learning	NOUN
ajst-22363	90	4	for	for	ADP
ajst-22363	90	5	image	image	NOUN
ajst-22363	90	6	recognition[c]//proceedings	recognition[c]//proceeding	NOUN
ajst-22363	90	7	of	of	ADP
ajst-22363	90	8	the	the	DET
ajst-22363	90	9	ieee	ieee	NOUN
ajst-22363	90	10	conference	conference	NOUN
ajst-22363	90	11	on	on	ADP
ajst-22363	90	12	computer	computer	NOUN
ajst-22363	90	13	vision	vision	NOUN
ajst-22363	90	14	and	and	CCONJ
ajst-22363	90	15	pattern	pattern	NOUN
ajst-22363	90	16	recognition	recognition	NOUN
ajst-22363	90	17	.	.	PUNCT
ajst-22363	91	1	2016	2016	NUM
ajst-22363	91	2	:	:	PUNCT
ajst-22363	92	1	770	770	NUM
ajst-22363	92	2	-	-	SYM
ajst-22363	92	3	778	778	NUM
ajst-22363	92	4	.	.	PUNCT
ajst-22363	93	1	[	[	X
ajst-22363	93	2	4	4	NUM
ajst-22363	93	3	]	]	PUNCT
ajst-22363	93	4	lin	lin	PROPN
ajst-22363	93	5	t	t	PROPN
ajst-22363	93	6	y	y	PROPN
ajst-22363	93	7	,	,	PUNCT
ajst-22363	93	8	goyal	goyal	PROPN
ajst-22363	93	9	p	p	NOUN
ajst-22363	93	10	,	,	PUNCT
ajst-22363	93	11	girshick	girshick	ADJ
ajst-22363	93	12	r	r	NOUN
ajst-22363	93	13	,	,	PUNCT
ajst-22363	93	14	et	et	PROPN
ajst-22363	93	15	al	al	PROPN
ajst-22363	93	16	.	.	PROPN
ajst-22363	93	17	focal	focal	ADJ
ajst-22363	93	18	loss	loss	NOUN
ajst-22363	93	19	for	for	ADP
ajst-22363	93	20	dense	dense	ADJ
ajst-22363	93	21	object	object	NOUN
ajst-22363	93	22	detection[c]//proceedings	detection[c]//proceeding	NOUN
ajst-22363	93	23	of	of	ADP
ajst-22363	93	24	the	the	DET
ajst-22363	93	25	ieee	ieee	NOUN
ajst-22363	93	26	international	international	PROPN
ajst-22363	93	27	conference	conference	NOUN
ajst-22363	93	28	on	on	ADP
ajst-22363	93	29	computer	computer	NOUN
ajst-22363	93	30	vision	vision	NOUN
ajst-22363	93	31	.	.	PUNCT
ajst-22363	94	1	2017	2017	NUM
ajst-22363	94	2	:	:	PUNCT
ajst-22363	94	3	2980	2980	NUM
ajst-22363	94	4	-	-	SYM
ajst-22363	94	5	2988	2988	NUM
ajst-22363	94	6	.	.	PUNCT
ajst-22363	95	1	[	[	X
ajst-22363	95	2	5	5	NUM
ajst-22363	95	3	]	]	PUNCT
ajst-22363	95	4	aravind	aravind	PROPN
ajst-22363	95	5	eye	eye	PROPN
ajst-22363	95	6	hospital	hospital	PROPN
ajst-22363	95	7	,	,	PUNCT
ajst-22363	95	8	aptos	aptos	PROPN
ajst-22363	95	9	2019	2019	NUM
ajst-22363	95	10	blindness	blindness	NOUN
ajst-22363	95	11	detection	detection	NOUN
ajst-22363	95	12	[	[	X
ajst-22363	95	13	eb	eb	PROPN
ajst-22363	95	14	/	/	SYM
ajst-22363	95	15	ol	ol	PROPN
ajst-22363	95	16	]	]	PUNCT
ajst-22363	95	17	.	.	PUNCT
ajst-22363	96	1	https://www.kaggle.com/c	https://www.kaggle.com/c	X
ajst-22363	96	2	/aptos2019	/aptos2019	PUNCT
ajst-22363	96	3	-	-	PUNCT
ajst-22363	96	4	blindnessdetection	blindnessdetection	NOUN
ajst-22363	96	5	.	.	PUNCT
ajst-22363	97	1	2019	2019	NUM
ajst-22363	97	2	-	-	SYM
ajst-22363	97	3	6	6	NUM
ajst-22363	97	4	-	-	PUNCT
ajst-22363	97	5	29/2023	29/2023	NUM
ajst-22363	97	6	-	-	PUNCT
ajst-22363	97	7	4	4	NUM
ajst-22363	97	8	-	-	SYM
ajst-22363	97	9	24	24	NUM
ajst-22363	97	10	.	.	PUNCT
ajst-22363	98	1	[	[	X
ajst-22363	98	2	6	6	NUM
ajst-22363	98	3	]	]	X
ajst-22363	98	4	lecun	lecun	PROPN
ajst-22363	98	5	y	y	PROPN
ajst-22363	98	6	,	,	PUNCT
ajst-22363	98	7	bottou	bottou	PROPN
ajst-22363	98	8	l	l	PROPN
ajst-22363	98	9	,	,	PUNCT
ajst-22363	98	10	bengio	bengio	PROPN
ajst-22363	98	11	y	y	PROPN
ajst-22363	98	12	,	,	PUNCT
ajst-22363	98	13	et	et	PROPN
ajst-22363	98	14	al	al	PROPN
ajst-22363	98	15	.	.	PUNCT
ajst-22363	98	16	gradient	gradient	NOUN
ajst-22363	98	17	-	-	PUNCT
ajst-22363	98	18	based	base	VERB
ajst-22363	98	19	learning	learning	NOUN
ajst-22363	98	20	applied	apply	VERB
ajst-22363	98	21	to	to	ADP
ajst-22363	98	22	document	document	NOUN
ajst-22363	98	23	recognition[j	recognition[j	NOUN
ajst-22363	98	24	]	]	PUNCT
ajst-22363	98	25	.	.	PUNCT
ajst-22363	99	1	proceedings	proceeding	NOUN
ajst-22363	99	2	of	of	ADP
ajst-22363	99	3	the	the	DET
ajst-22363	99	4	ieee	ieee	NOUN
ajst-22363	99	5	,	,	PUNCT
ajst-22363	99	6	1998	1998	NUM
ajst-22363	99	7	,	,	PUNCT
ajst-22363	99	8	86(11	86(11	NUM
ajst-22363	99	9	):	):	PUNCT
ajst-22363	99	10	2278	2278	NUM
ajst-22363	99	11	-	-	SYM
ajst-22363	99	12	2324	2324	NUM
ajst-22363	99	13	.	.	PUNCT
ajst-22363	100	1	[	[	X
ajst-22363	100	2	7	7	X
ajst-22363	100	3	]	]	X
ajst-22363	100	4	szegedy	szegedy	NOUN
ajst-22363	100	5	c	c	PROPN
ajst-22363	100	6	,	,	PUNCT
ajst-22363	100	7	liu	liu	PROPN
ajst-22363	100	8	w	w	PROPN
ajst-22363	100	9	,	,	PUNCT
ajst-22363	100	10	jia	jia	PROPN
ajst-22363	100	11	y	y	PROPN
ajst-22363	100	12	,	,	PUNCT
ajst-22363	100	13	et	et	PROPN
ajst-22363	100	14	al	al	PROPN
ajst-22363	100	15	.	.	PUNCT
ajst-22363	101	1	going	go	VERB
ajst-22363	101	2	deeper	deeply	ADV
ajst-22363	101	3	with	with	ADP
ajst-22363	101	4	convolutions	convolution	NOUN
ajst-22363	101	5	[	[	PUNCT
ajst-22363	101	6	c]//	c]//	ADJ
ajst-22363	101	7	proceedings	proceeding	NOUN
ajst-22363	101	8	of	of	ADP
ajst-22363	101	9	the	the	DET
ajst-22363	101	10	ieee	ieee	NOUN
ajst-22363	101	11	conference	conference	NOUN
ajst-22363	101	12	on	on	ADP
ajst-22363	101	13	computer	computer	NOUN
ajst-22363	101	14	vision	vision	NOUN
ajst-22363	101	15	and	and	CCONJ
ajst-22363	101	16	pattern	pattern	NOUN
ajst-22363	101	17	recognition	recognition	NOUN
ajst-22363	101	18	.	.	PUNCT
ajst-22363	102	1	2015	2015	NUM
ajst-22363	102	2	:	:	PUNCT
ajst-22363	102	3	1	1	NUM
ajst-22363	102	4	-	-	SYM
ajst-22363	102	5	9	9	NUM
ajst-22363	102	6	.	.	PUNCT
ajst-22363	103	1	[	[	X
ajst-22363	103	2	8	8	NUM
ajst-22363	103	3	]	]	SYM
ajst-22363	103	4	simonyan	simonyan	PROPN
ajst-22363	103	5	k	k	NOUN
ajst-22363	103	6	,	,	PUNCT
ajst-22363	103	7	zisserman	zisserman	NOUN
ajst-22363	103	8	a.	a.	NOUN
ajst-22363	103	9	very	very	ADV
ajst-22363	103	10	deep	deep	ADJ
ajst-22363	103	11	convolutional	convolutional	ADJ
ajst-22363	103	12	networks	network	NOUN
ajst-22363	103	13	for	for	ADP
ajst-22363	103	14	large	large	ADJ
ajst-22363	103	15	-	-	PUNCT
ajst-22363	103	16	scale	scale	NOUN
ajst-22363	103	17	image	image	NOUN
ajst-22363	103	18	recognition[j	recognition[j	NOUN
ajst-22363	103	19	]	]	PUNCT
ajst-22363	103	20	.	.	PUNCT
ajst-22363	104	1	computer	computer	NOUN
ajst-22363	104	2	ence	ence	PROPN
ajst-22363	104	3	,	,	PUNCT
ajst-22363	104	4	2014	2014	NUM
ajst-22363	104	5	,	,	PUNCT
ajst-22363	104	6	9	9	NUM
ajst-22363	104	7	(	(	PUNCT
ajst-22363	104	8	4	4	NUM
ajst-22363	104	9	):	):	PUNCT
ajst-22363	104	10	1	1	NUM
ajst-22363	104	11	-	-	SYM
ajst-22363	104	12	8	8	NUM
ajst-22363	104	13	.	.	PUNCT