id	sid	tid	token	lemma	pos
ajst-17925	1	1	academic	academic	ADJ
ajst-17925	1	2	journal	journal	NOUN
ajst-17925	1	3	of	of	ADP
ajst-17925	1	4	science	science	NOUN
ajst-17925	1	5	and	and	CCONJ
ajst-17925	1	6	technology	technology	NOUN
ajst-17925	1	7	issn	issn	NOUN
ajst-17925	1	8	:	:	PUNCT
ajst-17925	1	9	2771	2771	NUM
ajst-17925	1	10	-	-	SYM
ajst-17925	1	11	3032	3032	NUM
ajst-17925	1	12	|	|	NOUN
ajst-17925	1	13	vol	vol	NOUN
ajst-17925	1	14	.	.	PROPN
ajst-17925	2	1	9	9	NUM
ajst-17925	2	2	,	,	PUNCT
ajst-17925	2	3	no	no	INTJ
ajst-17925	2	4	.	.	NOUN
ajst-17925	2	5	2	2	NUM
ajst-17925	2	6	,	,	PUNCT
ajst-17925	2	7	2024	2024	NUM
ajst-17925	2	8	224	224	NUM
ajst-17925	2	9	segnet	segnet	NOUN
ajst-17925	2	10	network	network	NOUN
ajst-17925	2	11	architecture	architecture	NOUN
ajst-17925	2	12	for	for	ADP
ajst-17925	2	13	deep	deep	ADJ
ajst-17925	2	14	learning	learn	VERB
ajst-17925	2	15	image	image	NOUN
ajst-17925	2	16	segmentation	segmentation	NOUN
ajst-17925	2	17	and	and	CCONJ
ajst-17925	2	18	its	its	PRON
ajst-17925	2	19	integrated	integrate	VERB
ajst-17925	2	20	applications	application	NOUN
ajst-17925	2	21	and	and	CCONJ
ajst-17925	2	22	prospects	prospect	NOUN
ajst-17925	2	23	chenwei	chenwei	VERB
ajst-17925	2	24	zhang1	zhang1	PROPN
ajst-17925	2	25	,	,	PUNCT
ajst-17925	2	26	*	*	PUNCT
ajst-17925	2	27	,	,	PUNCT
ajst-17925	2	28	wenran	wenran	PROPN
ajst-17925	2	29	lu2	lu2	PROPN
ajst-17925	2	30	,	,	PUNCT
ajst-17925	2	31	jiang	jiang	PROPN
ajst-17925	2	32	wu3	wu3	PROPN
ajst-17925	2	33	,	,	PUNCT
ajst-17925	2	34	chunhe	chunhe	NOUN
ajst-17925	2	35	ni4	ni4	PROPN
ajst-17925	2	36	,	,	PUNCT
ajst-17925	2	37	hongbo	hongbo	NOUN
ajst-17925	2	38	wang5	wang5	X
ajst-17925	2	39	1electrical	1electrical	NUM
ajst-17925	2	40	and	and	CCONJ
ajst-17925	2	41	computer	computer	NOUN
ajst-17925	2	42	engineering	engineering	NOUN
ajst-17925	2	43	,	,	PUNCT
ajst-17925	2	44	university	university	PROPN
ajst-17925	2	45	of	of	ADP
ajst-17925	2	46	illinois	illinois	PROPN
ajst-17925	2	47	urbana	urbana	PROPN
ajst-17925	2	48	-	-	PUNCT
ajst-17925	2	49	champaign	champaign	PROPN
ajst-17925	2	50	,	,	PUNCT
ajst-17925	2	51	urbana	urbana	PROPN
ajst-17925	2	52	,	,	PUNCT
ajst-17925	2	53	il	il	PROPN
ajst-17925	2	54	,	,	PUNCT
ajst-17925	2	55	usa	usa	PROPN
ajst-17925	2	56	2electrical	2electrical	PROPN
ajst-17925	2	57	engineering	engineering	NOUN
ajst-17925	2	58	,	,	PUNCT
ajst-17925	2	59	university	university	PROPN
ajst-17925	2	60	of	of	ADP
ajst-17925	2	61	texas	texas	PROPN
ajst-17925	2	62	at	at	ADP
ajst-17925	2	63	austin	austin	PROPN
ajst-17925	2	64	,	,	PUNCT
ajst-17925	2	65	austin	austin	PROPN
ajst-17925	2	66	,	,	PUNCT
ajst-17925	2	67	tx	tx	PROPN
ajst-17925	2	68	,	,	PUNCT
ajst-17925	2	69	usa	usa	PROPN
ajst-17925	2	70	3computer	3computer	NUM
ajst-17925	2	71	science	science	NOUN
ajst-17925	2	72	,	,	PUNCT
ajst-17925	2	73	university	university	NOUN
ajst-17925	2	74	of	of	ADP
ajst-17925	2	75	southern	southern	PROPN
ajst-17925	2	76	california	california	PROPN
ajst-17925	2	77	,	,	PUNCT
ajst-17925	2	78	los	los	PROPN
ajst-17925	2	79	angeles	angeles	PROPN
ajst-17925	2	80	,	,	PUNCT
ajst-17925	2	81	ca	ca	PROPN
ajst-17925	2	82	,	,	PUNCT
ajst-17925	2	83	usa	usa	PROPN
ajst-17925	2	84	4computer	4computer	NUM
ajst-17925	2	85	science	science	NOUN
ajst-17925	2	86	,	,	PUNCT
ajst-17925	2	87	university	university	PROPN
ajst-17925	2	88	of	of	ADP
ajst-17925	2	89	texas	texas	PROPN
ajst-17925	2	90	at	at	ADP
ajst-17925	2	91	dallas	dallas	PROPN
ajst-17925	2	92	,	,	PUNCT
ajst-17925	2	93	richardson	richardson	PROPN
ajst-17925	2	94	,	,	PUNCT
ajst-17925	2	95	tx	tx	PROPN
ajst-17925	2	96	,	,	PUNCT
ajst-17925	2	97	usa	usa	PROPN
ajst-17925	2	98	5computer	5computer	PROPN
ajst-17925	2	99	science	science	NOUN
ajst-17925	2	100	,	,	PUNCT
ajst-17925	2	101	university	university	NOUN
ajst-17925	2	102	of	of	ADP
ajst-17925	2	103	southern	southern	PROPN
ajst-17925	2	104	california	california	PROPN
ajst-17925	2	105	,	,	PUNCT
ajst-17925	2	106	los	los	PROPN
ajst-17925	2	107	angeles	angeles	PROPN
ajst-17925	2	108	,	,	PUNCT
ajst-17925	2	109	ca	ca	PROPN
ajst-17925	2	110	,	,	PUNCT
ajst-17925	2	111	usa	usa	PROPN
ajst-17925	2	112	*	*	PUNCT
ajst-17925	2	113	corresponding	correspond	VERB
ajst-17925	2	114	author	author	NOUN
ajst-17925	2	115	:	:	PUNCT
ajst-17925	2	116	zchenwei66@gmail.com	zchenwei66@gmail.com	X
ajst-17925	2	117	abstract	abstract	NOUN
ajst-17925	2	118	:	:	PUNCT
ajst-17925	2	119	semantic	semantic	ADJ
ajst-17925	2	120	image	image	NOUN
ajst-17925	2	121	segmentation	segmentation	NOUN
ajst-17925	2	122	is	be	AUX
ajst-17925	2	123	a	a	DET
ajst-17925	2	124	crucial	crucial	ADJ
ajst-17925	2	125	task	task	NOUN
ajst-17925	2	126	in	in	ADP
ajst-17925	2	127	computer	computer	NOUN
ajst-17925	2	128	vision	vision	NOUN
ajst-17925	2	129	,	,	PUNCT
ajst-17925	2	130	with	with	ADP
ajst-17925	2	131	applications	application	NOUN
ajst-17925	2	132	ranging	range	VERB
ajst-17925	2	133	from	from	ADP
ajst-17925	2	134	autonomous	autonomous	ADJ
ajst-17925	2	135	driving	driving	NOUN
ajst-17925	2	136	to	to	ADP
ajst-17925	2	137	medical	medical	ADJ
ajst-17925	2	138	image	image	NOUN
ajst-17925	2	139	analysis	analysis	NOUN
ajst-17925	2	140	.	.	PUNCT
ajst-17925	3	1	in	in	ADP
ajst-17925	3	2	recent	recent	ADJ
ajst-17925	3	3	years	year	NOUN
ajst-17925	3	4	,	,	PUNCT
ajst-17925	3	5	deep	deep	ADJ
ajst-17925	3	6	learning	learning	NOUN
ajst-17925	3	7	has	have	AUX
ajst-17925	3	8	revolutionized	revolutionize	VERB
ajst-17925	3	9	this	this	DET
ajst-17925	3	10	field	field	NOUN
ajst-17925	3	11	,	,	PUNCT
ajst-17925	3	12	leading	lead	VERB
ajst-17925	3	13	to	to	ADP
ajst-17925	3	14	the	the	DET
ajst-17925	3	15	development	development	NOUN
ajst-17925	3	16	of	of	ADP
ajst-17925	3	17	various	various	ADJ
ajst-17925	3	18	neural	neural	ADJ
ajst-17925	3	19	network	network	NOUN
ajst-17925	3	20	models	model	NOUN
ajst-17925	3	21	aimed	aim	VERB
ajst-17925	3	22	at	at	ADP
ajst-17925	3	23	improving	improve	VERB
ajst-17925	3	24	segmentation	segmentation	NOUN
ajst-17925	3	25	accuracy	accuracy	NOUN
ajst-17925	3	26	.	.	PUNCT
ajst-17925	4	1	one	one	NUM
ajst-17925	4	2	such	such	ADJ
ajst-17925	4	3	architecture	architecture	NOUN
ajst-17925	4	4	is	be	AUX
ajst-17925	4	5	segnet	segnet	NOUN
ajst-17925	4	6	,	,	PUNCT
ajst-17925	4	7	which	which	PRON
ajst-17925	4	8	we	we	PRON
ajst-17925	4	9	explore	explore	VERB
ajst-17925	4	10	in	in	ADP
ajst-17925	4	11	this	this	DET
ajst-17925	4	12	article.segnet	article.segnet	NOUN
ajst-17925	4	13	's	's	PART
ajst-17925	4	14	architecture	architecture	NOUN
ajst-17925	4	15	consists	consist	VERB
ajst-17925	4	16	of	of	ADP
ajst-17925	4	17	an	an	DET
ajst-17925	4	18	encoder	encoder	NOUN
ajst-17925	4	19	network	network	NOUN
ajst-17925	4	20	,	,	PUNCT
ajst-17925	4	21	a	a	DET
ajst-17925	4	22	corresponding	corresponding	ADJ
ajst-17925	4	23	decoder	decoder	NOUN
ajst-17925	4	24	network	network	NOUN
ajst-17925	4	25	,	,	PUNCT
ajst-17925	4	26	and	and	CCONJ
ajst-17925	4	27	a	a	DET
ajst-17925	4	28	pixel	pixel	ADJ
ajst-17925	4	29	-	-	ADJ
ajst-17925	4	30	wise	wise	ADJ
ajst-17925	4	31	classification	classification	NOUN
ajst-17925	4	32	layer	layer	NOUN
ajst-17925	4	33	.	.	PUNCT
ajst-17925	5	1	the	the	DET
ajst-17925	5	2	encoder	encoder	NOUN
ajst-17925	5	3	network	network	NOUN
ajst-17925	5	4	,	,	PUNCT
ajst-17925	5	5	resembling	resemble	VERB
ajst-17925	5	6	vgg16	vgg16	NOUN
ajst-17925	5	7	with	with	ADP
ajst-17925	5	8	13	13	NUM
ajst-17925	5	9	convolutional	convolutional	ADJ
ajst-17925	5	10	layers	layer	NOUN
ajst-17925	5	11	,	,	PUNCT
ajst-17925	5	12	extracts	extract	VERB
ajst-17925	5	13	high	high	ADJ
ajst-17925	5	14	-	-	PUNCT
ajst-17925	5	15	level	level	NOUN
ajst-17925	5	16	features	feature	NOUN
ajst-17925	5	17	from	from	ADP
ajst-17925	5	18	input	input	NOUN
ajst-17925	5	19	images	image	NOUN
ajst-17925	5	20	.	.	PUNCT
ajst-17925	6	1	the	the	DET
ajst-17925	6	2	innovation	innovation	NOUN
ajst-17925	6	3	lies	lie	VERB
ajst-17925	6	4	in	in	ADP
ajst-17925	6	5	the	the	DET
ajst-17925	6	6	decoder	decoder	NOUN
ajst-17925	6	7	network	network	NOUN
ajst-17925	6	8	's	's	PART
ajst-17925	6	9	approach	approach	NOUN
ajst-17925	6	10	to	to	ADP
ajst-17925	6	11	upsampling	upsample	VERB
ajst-17925	6	12	,	,	PUNCT
ajst-17925	6	13	utilizing	utilize	VERB
ajst-17925	6	14	pooled	pool	VERB
ajst-17925	6	15	indices	index	NOUN
ajst-17925	6	16	from	from	ADP
ajst-17925	6	17	the	the	DET
ajst-17925	6	18	encoder	encoder	NOUN
ajst-17925	6	19	's	's	PART
ajst-17925	6	20	maximum	maximum	ADJ
ajst-17925	6	21	pooling	pool	VERB
ajst-17925	6	22	step	step	NOUN
ajst-17925	6	23	to	to	PART
ajst-17925	6	24	perform	perform	VERB
ajst-17925	6	25	non	non	ADJ
ajst-17925	6	26	-	-	ADJ
ajst-17925	6	27	linear	linear	ADJ
ajst-17925	6	28	up	up	ADP
ajst-17925	6	29	sampling	sample	VERB
ajst-17925	6	30	.	.	PUNCT
ajst-17925	7	1	this	this	PRON
ajst-17925	7	2	eliminates	eliminate	VERB
ajst-17925	7	3	the	the	DET
ajst-17925	7	4	need	need	NOUN
ajst-17925	7	5	for	for	ADP
ajst-17925	7	6	additional	additional	ADJ
ajst-17925	7	7	learning	learning	NOUN
ajst-17925	7	8	during	during	ADP
ajst-17925	7	9	up	up	ADP
ajst-17925	7	10	sampling	sample	VERB
ajst-17925	7	11	,	,	PUNCT
ajst-17925	7	12	making	make	VERB
ajst-17925	7	13	segnet	segnet	NOUN
ajst-17925	7	14	efficient	efficient	ADJ
ajst-17925	7	15	in	in	ADP
ajst-17925	7	16	both	both	DET
ajst-17925	7	17	storage	storage	NOUN
ajst-17925	7	18	and	and	CCONJ
ajst-17925	7	19	computation.segnet	computation.segnet	PROPN
ajst-17925	7	20	represents	represent	VERB
ajst-17925	7	21	an	an	DET
ajst-17925	7	22	exciting	exciting	ADJ
ajst-17925	7	23	advancement	advancement	NOUN
ajst-17925	7	24	in	in	ADP
ajst-17925	7	25	deep	deep	ADJ
ajst-17925	7	26	learning	learn	VERB
ajst-17925	7	27	image	image	NOUN
ajst-17925	7	28	segmentation	segmentation	NOUN
ajst-17925	7	29	.	.	PUNCT
ajst-17925	8	1	its	its	PRON
ajst-17925	8	2	efficient	efficient	ADJ
ajst-17925	8	3	architecture	architecture	NOUN
ajst-17925	8	4	,	,	PUNCT
ajst-17925	8	5	memory	memory	NOUN
ajst-17925	8	6	-	-	PUNCT
ajst-17925	8	7	conscious	conscious	ADJ
ajst-17925	8	8	design	design	NOUN
ajst-17925	8	9	,	,	PUNCT
ajst-17925	8	10	and	and	CCONJ
ajst-17925	8	11	potential	potential	NOUN
ajst-17925	8	12	for	for	ADP
ajst-17925	8	13	real	real	ADJ
ajst-17925	8	14	-	-	PUNCT
ajst-17925	8	15	time	time	NOUN
ajst-17925	8	16	applications	application	NOUN
ajst-17925	8	17	make	make	VERB
ajst-17925	8	18	it	it	PRON
ajst-17925	8	19	a	a	DET
ajst-17925	8	20	valuable	valuable	ADJ
ajst-17925	8	21	tool	tool	NOUN
ajst-17925	8	22	in	in	ADP
ajst-17925	8	23	the	the	DET
ajst-17925	8	24	field	field	NOUN
ajst-17925	8	25	of	of	ADP
ajst-17925	8	26	computer	computer	NOUN
ajst-17925	8	27	vision	vision	NOUN
ajst-17925	8	28	with	with	ADP
ajst-17925	8	29	promising	promise	VERB
ajst-17925	8	30	integrated	integrate	VERB
ajst-17925	8	31	applications	application	NOUN
ajst-17925	8	32	and	and	CCONJ
ajst-17925	8	33	prospects	prospect	NOUN
ajst-17925	8	34	.	.	PUNCT
ajst-17925	9	1	keywords	keyword	NOUN
ajst-17925	9	2	:	:	PUNCT
ajst-17925	9	3	segnet	segnet	NOUN
ajst-17925	9	4	,	,	PUNCT
ajst-17925	9	5	image	image	NOUN
ajst-17925	9	6	segmentation	segmentation	NOUN
ajst-17925	9	7	,	,	PUNCT
ajst-17925	9	8	deep	deep	ADJ
ajst-17925	9	9	learning	learning	NOUN
ajst-17925	9	10	,	,	PUNCT
ajst-17925	9	11	computer	computer	NOUN
ajst-17925	9	12	vision	vision	NOUN
ajst-17925	9	13	.	.	PUNCT
ajst-17925	10	1	1	1	X
ajst-17925	10	2	.	.	X
ajst-17925	10	3	introduction	introduction	NOUN
ajst-17925	10	4	in	in	ADP
ajst-17925	10	5	recent	recent	ADJ
ajst-17925	10	6	years	year	NOUN
ajst-17925	10	7	,	,	PUNCT
ajst-17925	10	8	with	with	ADP
ajst-17925	10	9	the	the	DET
ajst-17925	10	10	widespread	widespread	ADJ
ajst-17925	10	11	popularity	popularity	NOUN
ajst-17925	10	12	of	of	ADP
ajst-17925	10	13	deep	deep	ADJ
ajst-17925	10	14	learning	learning	NOUN
ajst-17925	10	15	,	,	PUNCT
ajst-17925	10	16	numerous	numerous	ADJ
ajst-17925	10	17	scholars	scholar	NOUN
ajst-17925	10	18	have	have	AUX
ajst-17925	10	19	proposed	propose	VERB
ajst-17925	10	20	various	various	ADJ
ajst-17925	10	21	semantic	semantic	ADJ
ajst-17925	10	22	segmentation	segmentation	NOUN
ajst-17925	10	23	algorithms	algorithm	NOUN
ajst-17925	10	24	based	base	VERB
ajst-17925	10	25	on	on	ADP
ajst-17925	10	26	different	different	ADJ
ajst-17925	10	27	neural	neural	ADJ
ajst-17925	10	28	network	network	NOUN
ajst-17925	10	29	models	model	NOUN
ajst-17925	10	30	to	to	PART
ajst-17925	10	31	enhance	enhance	VERB
ajst-17925	10	32	the	the	DET
ajst-17925	10	33	accuracy	accuracy	NOUN
ajst-17925	10	34	of	of	ADP
ajst-17925	10	35	semantic	semantic	ADJ
ajst-17925	10	36	segmentation	segmentation	NOUN
ajst-17925	10	37	.	.	PUNCT
ajst-17925	11	1	semantic	semantic	ADJ
ajst-17925	11	2	segmentation	segmentation	NOUN
ajst-17925	11	3	,	,	PUNCT
ajst-17925	11	4	a	a	DET
ajst-17925	11	5	fundamental	fundamental	ADJ
ajst-17925	11	6	topic	topic	NOUN
ajst-17925	11	7	in	in	ADP
ajst-17925	11	8	computer	computer	NOUN
ajst-17925	11	9	vision	vision	NOUN
ajst-17925	11	10	,	,	PUNCT
ajst-17925	11	11	aims	aim	VERB
ajst-17925	11	12	to	to	PART
ajst-17925	11	13	assign	assign	VERB
ajst-17925	11	14	semantic	semantic	ADJ
ajst-17925	11	15	labels	label	NOUN
ajst-17925	11	16	to	to	ADP
ajst-17925	11	17	each	each	DET
ajst-17925	11	18	pixel	pixel	NOUN
ajst-17925	11	19	in	in	ADP
ajst-17925	11	20	an	an	DET
ajst-17925	11	21	image	image	NOUN
ajst-17925	11	22	.	.	PUNCT
ajst-17925	12	1	deep	deep	ADJ
ajst-17925	12	2	convolutional	convolutional	ADJ
ajst-17925	12	3	neural	neural	ADJ
ajst-17925	12	4	networks	network	NOUN
ajst-17925	12	5	,	,	PUNCT
ajst-17925	12	6	particularly	particularly	ADV
ajst-17925	12	7	those	those	PRON
ajst-17925	12	8	based	base	VERB
ajst-17925	12	9	on	on	ADP
ajst-17925	12	10	fully	fully	ADV
ajst-17925	12	11	convolutional	convolutional	ADJ
ajst-17925	12	12	neural	neural	ADJ
ajst-17925	12	13	networks	network	NOUN
ajst-17925	12	14	,	,	PUNCT
ajst-17925	12	15	have	have	AUX
ajst-17925	12	16	demonstrated	demonstrate	VERB
ajst-17925	12	17	significant	significant	ADJ
ajst-17925	12	18	improvements	improvement	NOUN
ajst-17925	12	19	over	over	ADP
ajst-17925	12	20	traditional	traditional	ADJ
ajst-17925	12	21	systems	system	NOUN
ajst-17925	12	22	that	that	PRON
ajst-17925	12	23	rely	rely	VERB
ajst-17925	12	24	on	on	ADP
ajst-17925	12	25	manually	manually	ADV
ajst-17925	12	26	crafted	craft	VERB
ajst-17925	12	27	features	feature	NOUN
ajst-17925	12	28	.	.	PUNCT
ajst-17925	13	1	the	the	DET
ajst-17925	13	2	core	core	NOUN
ajst-17925	13	3	of	of	ADP
ajst-17925	13	4	a	a	DET
ajst-17925	13	5	trainable	trainable	ADJ
ajst-17925	13	6	segmentation	segmentation	NOUN
ajst-17925	13	7	engine	engine	NOUN
ajst-17925	13	8	typically	typically	ADV
ajst-17925	13	9	comprises	comprise	VERB
ajst-17925	13	10	an	an	DET
ajst-17925	13	11	encoder	encoder	NOUN
ajst-17925	13	12	network	network	NOUN
ajst-17925	13	13	,	,	PUNCT
ajst-17925	13	14	a	a	DET
ajst-17925	13	15	corresponding	corresponding	ADJ
ajst-17925	13	16	decoder	decoder	NOUN
ajst-17925	13	17	network	network	NOUN
ajst-17925	13	18	,	,	PUNCT
ajst-17925	13	19	and	and	CCONJ
ajst-17925	13	20	a	a	DET
ajst-17925	13	21	pixel	pixel	VERB
ajst-17925	13	22	-	-	PUNCT
ajst-17925	13	23	by	by	ADP
ajst-17925	13	24	-	-	PUNCT
ajst-17925	13	25	pixel	pixel	NOUN
ajst-17925	13	26	classification	classification	NOUN
ajst-17925	13	27	layer	layer	NOUN
ajst-17925	13	28	.	.	PUNCT
ajst-17925	14	1	the	the	DET
ajst-17925	14	2	encoder	encoder	NOUN
ajst-17925	14	3	network	network	NOUN
ajst-17925	14	4	's	's	PART
ajst-17925	14	5	architecture	architecture	NOUN
ajst-17925	14	6	is	be	AUX
ajst-17925	14	7	topologically	topologically	ADV
ajst-17925	14	8	similar	similar	ADJ
ajst-17925	14	9	to	to	ADP
ajst-17925	14	10	that	that	PRON
ajst-17925	14	11	of	of	ADP
ajst-17925	14	12	the	the	DET
ajst-17925	14	13	vgg16	vgg16	NOUN
ajst-17925	14	14	network	network	NOUN
ajst-17925	14	15	,	,	PUNCT
ajst-17925	14	16	consisting	consist	VERB
ajst-17925	14	17	of	of	ADP
ajst-17925	14	18	13	13	NUM
ajst-17925	14	19	convolutional	convolutional	ADJ
ajst-17925	14	20	layers	layer	NOUN
ajst-17925	14	21	.	.	PUNCT
ajst-17925	15	1	the	the	DET
ajst-17925	15	2	decoder	decoder	NOUN
ajst-17925	15	3	network	network	NOUN
ajst-17925	15	4	is	be	AUX
ajst-17925	15	5	responsible	responsible	ADJ
ajst-17925	15	6	for	for	ADP
ajst-17925	15	7	mapping	map	VERB
ajst-17925	15	8	the	the	DET
ajst-17925	15	9	lowresolution	lowresolution	NOUN
ajst-17925	15	10	encoder	encoder	NOUN
ajst-17925	15	11	feature	feature	NOUN
ajst-17925	15	12	map	map	NOUN
ajst-17925	15	13	back	back	ADV
ajst-17925	15	14	to	to	ADP
ajst-17925	15	15	the	the	DET
ajst-17925	15	16	full	full	ADJ
ajst-17925	15	17	input	input	NOUN
ajst-17925	15	18	resolution	resolution	NOUN
ajst-17925	15	19	feature	feature	NOUN
ajst-17925	15	20	map	map	NOUN
ajst-17925	15	21	for	for	ADP
ajst-17925	15	22	pixel	pixel	ADJ
ajst-17925	15	23	-	-	ADJ
ajst-17925	15	24	wise	wise	ADJ
ajst-17925	15	25	classification	classification	NOUN
ajst-17925	15	26	.	.	PUNCT
ajst-17925	16	1	one	one	NUM
ajst-17925	16	2	of	of	ADP
ajst-17925	16	3	the	the	DET
ajst-17925	16	4	noteworthy	noteworthy	ADJ
ajst-17925	16	5	innovations	innovation	NOUN
ajst-17925	16	6	introduced	introduce	VERB
ajst-17925	16	7	by	by	ADP
ajst-17925	16	8	segnet	segnet	NOUN
ajst-17925	16	9	is	be	AUX
ajst-17925	16	10	the	the	DET
ajst-17925	16	11	approach	approach	NOUN
ajst-17925	16	12	it	it	PRON
ajst-17925	16	13	uses	use	VERB
ajst-17925	16	14	for	for	ADP
ajst-17925	16	15	upsampling	upsample	VERB
ajst-17925	16	16	the	the	DET
ajst-17925	16	17	lower	low	ADJ
ajst-17925	16	18	-	-	PUNCT
ajst-17925	16	19	resolution	resolution	NOUN
ajst-17925	16	20	input	input	NOUN
ajst-17925	16	21	feature	feature	NOUN
ajst-17925	16	22	map	map	NOUN
ajst-17925	16	23	in	in	ADP
ajst-17925	16	24	the	the	DET
ajst-17925	16	25	decoder	decoder	NOUN
ajst-17925	16	26	.	.	PUNCT
ajst-17925	17	1	specifically	specifically	ADV
ajst-17925	17	2	,	,	PUNCT
ajst-17925	17	3	the	the	DET
ajst-17925	17	4	decoder	decoder	NOUN
ajst-17925	17	5	performs	perform	VERB
ajst-17925	17	6	nonlinear	nonlinear	ADJ
ajst-17925	17	7	upsampling	upsampling	NOUN
ajst-17925	17	8	by	by	ADP
ajst-17925	17	9	using	use	VERB
ajst-17925	17	10	the	the	DET
ajst-17925	17	11	pooled	pooled	ADJ
ajst-17925	17	12	index	index	NOUN
ajst-17925	17	13	calculated	calculate	VERB
ajst-17925	17	14	during	during	ADP
ajst-17925	17	15	the	the	DET
ajst-17925	17	16	maximum	maximum	ADJ
ajst-17925	17	17	pooling	pool	VERB
ajst-17925	17	18	step	step	NOUN
ajst-17925	17	19	of	of	ADP
ajst-17925	17	20	the	the	DET
ajst-17925	17	21	corresponding	corresponding	ADJ
ajst-17925	17	22	encoder	encoder	NOUN
ajst-17925	17	23	.	.	PUNCT
ajst-17925	18	1	this	this	DET
ajst-17925	18	2	method	method	NOUN
ajst-17925	18	3	eliminates	eliminate	VERB
ajst-17925	18	4	the	the	DET
ajst-17925	18	5	need	need	NOUN
ajst-17925	18	6	for	for	ADP
ajst-17925	18	7	additional	additional	ADJ
ajst-17925	18	8	learning	learning	NOUN
ajst-17925	18	9	during	during	ADP
ajst-17925	18	10	the	the	DET
ajst-17925	18	11	upsampling	upsampling	NOUN
ajst-17925	18	12	process	process	NOUN
ajst-17925	18	13	.	.	PUNCT
ajst-17925	19	1	the	the	DET
ajst-17925	19	2	upsampled	upsample	VERB
ajst-17925	19	3	map	map	NOUN
ajst-17925	19	4	is	be	AUX
ajst-17925	19	5	sparse	sparse	ADJ
ajst-17925	19	6	and	and	CCONJ
ajst-17925	19	7	is	be	AUX
ajst-17925	19	8	then	then	ADV
ajst-17925	19	9	convolved	convolve	VERB
ajst-17925	19	10	with	with	ADP
ajst-17925	19	11	a	a	DET
ajst-17925	19	12	trainable	trainable	ADJ
ajst-17925	19	13	filter	filter	NOUN
ajst-17925	19	14	to	to	PART
ajst-17925	19	15	generate	generate	VERB
ajst-17925	19	16	a	a	DET
ajst-17925	19	17	dense	dense	ADJ
ajst-17925	19	18	feature	feature	NOUN
ajst-17925	19	19	map	map	NOUN
ajst-17925	19	20	.	.	PUNCT
ajst-17925	20	1	to	to	PART
ajst-17925	20	2	evaluate	evaluate	VERB
ajst-17925	20	3	the	the	DET
ajst-17925	20	4	proposed	propose	VERB
ajst-17925	20	5	architecture	architecture	NOUN
ajst-17925	20	6	's	's	PART
ajst-17925	20	7	performance	performance	NOUN
ajst-17925	20	8	,	,	PUNCT
ajst-17925	20	9	we	we	PRON
ajst-17925	20	10	conducted	conduct	VERB
ajst-17925	20	11	a	a	DET
ajst-17925	20	12	comparison	comparison	NOUN
ajst-17925	20	13	with	with	ADP
ajst-17925	20	14	widely	widely	ADV
ajst-17925	20	15	used	use	VERB
ajst-17925	20	16	techniques	technique	NOUN
ajst-17925	20	17	such	such	ADJ
ajst-17925	20	18	as	as	ADP
ajst-17925	20	19	fcn	fcn	PROPN
ajst-17925	20	20	,	,	PUNCT
ajst-17925	20	21	as	as	ADV
ajst-17925	20	22	well	well	ADV
ajst-17925	20	23	as	as	ADP
ajst-17925	20	24	well	well	ADV
ajst-17925	20	25	-	-	PUNCT
ajst-17925	20	26	known	know	VERB
ajst-17925	20	27	architectures	architecture	NOUN
ajst-17925	20	28	like	like	ADP
ajst-17925	20	29	deeplablargefov	deeplablargefov	NOUN
ajst-17925	20	30	and	and	CCONJ
ajst-17925	20	31	deconvnet	deconvnet	NOUN
ajst-17925	20	32	.	.	PUNCT
ajst-17925	21	1	this	this	DET
ajst-17925	21	2	comparison	comparison	NOUN
ajst-17925	21	3	reveals	reveal	VERB
ajst-17925	21	4	the	the	DET
ajst-17925	21	5	trade	trade	NOUN
ajst-17925	21	6	-	-	PUNCT
ajst-17925	21	7	off	off	NOUN
ajst-17925	21	8	between	between	ADP
ajst-17925	21	9	memory	memory	NOUN
ajst-17925	21	10	usage	usage	NOUN
ajst-17925	21	11	and	and	CCONJ
ajst-17925	21	12	segmentation	segmentation	NOUN
ajst-17925	21	13	accuracy	accuracy	NOUN
ajst-17925	21	14	,	,	PUNCT
ajst-17925	21	15	highlighting	highlight	VERB
ajst-17925	21	16	the	the	DET
ajst-17925	21	17	importance	importance	NOUN
ajst-17925	21	18	of	of	ADP
ajst-17925	21	19	balancing	balance	VERB
ajst-17925	21	20	these	these	DET
ajst-17925	21	21	factors	factor	NOUN
ajst-17925	21	22	to	to	PART
ajst-17925	21	23	achieve	achieve	VERB
ajst-17925	21	24	optimal	optimal	ADJ
ajst-17925	21	25	segmentation	segmentation	NOUN
ajst-17925	21	26	performance	performance	NOUN
ajst-17925	21	27	.	.	PUNCT
ajst-17925	22	1	segnet	segnet	PROPN
ajst-17925	22	2	was	be	AUX
ajst-17925	22	3	primarily	primarily	ADV
ajst-17925	22	4	inspired	inspire	VERB
ajst-17925	22	5	by	by	ADP
ajst-17925	22	6	applications	application	NOUN
ajst-17925	22	7	related	relate	VERB
ajst-17925	22	8	to	to	ADP
ajst-17925	22	9	scenario	scenario	NOUN
ajst-17925	22	10	understanding	understanding	NOUN
ajst-17925	22	11	.	.	PUNCT
ajst-17925	23	1	as	as	ADP
ajst-17925	23	2	a	a	DET
ajst-17925	23	3	result	result	NOUN
ajst-17925	23	4	,	,	PUNCT
ajst-17925	23	5	it	it	PRON
ajst-17925	23	6	was	be	AUX
ajst-17925	23	7	designed	design	VERB
ajst-17925	23	8	to	to	PART
ajst-17925	23	9	be	be	AUX
ajst-17925	23	10	efficient	efficient	ADJ
ajst-17925	23	11	in	in	ADP
ajst-17925	23	12	terms	term	NOUN
ajst-17925	23	13	of	of	ADP
ajst-17925	23	14	both	both	CCONJ
ajst-17925	23	15	storage	storage	NOUN
ajst-17925	23	16	and	and	CCONJ
ajst-17925	23	17	computation	computation	NOUN
ajst-17925	23	18	time	time	NOUN
ajst-17925	23	19	during	during	ADP
ajst-17925	23	20	inference	inference	NOUN
ajst-17925	23	21	.	.	PUNCT
ajst-17925	24	1	additionally	additionally	ADV
ajst-17925	24	2	,	,	PUNCT
ajst-17925	24	3	it	it	PRON
ajst-17925	24	4	boasts	boast	VERB
ajst-17925	24	5	a	a	DET
ajst-17925	24	6	significantly	significantly	ADV
ajst-17925	24	7	smaller	small	ADJ
ajst-17925	24	8	number	number	NOUN
ajst-17925	24	9	of	of	ADP
ajst-17925	24	10	trainable	trainable	ADJ
ajst-17925	24	11	parameters	parameter	NOUN
ajst-17925	24	12	compared	compare	VERB
ajst-17925	24	13	to	to	ADP
ajst-17925	24	14	competing	compete	VERB
ajst-17925	24	15	architectures	architecture	NOUN
ajst-17925	24	16	,	,	PUNCT
ajst-17925	24	17	and	and	CCONJ
ajst-17925	24	18	it	it	PRON
ajst-17925	24	19	can	can	AUX
ajst-17925	24	20	be	be	AUX
ajst-17925	24	21	trained	train	VERB
ajst-17925	24	22	end	end	NOUN
ajst-17925	24	23	-	-	PUNCT
ajst-17925	24	24	to	to	ADP
ajst-17925	24	25	-	-	PUNCT
ajst-17925	24	26	end	end	NOUN
ajst-17925	24	27	using	use	VERB
ajst-17925	24	28	stochastic	stochastic	ADJ
ajst-17925	24	29	gradient	gradient	ADJ
ajst-17925	24	30	descent	descent	NOUN
ajst-17925	24	31	(	(	PUNCT
ajst-17925	24	32	sgd	sgd	PROPN
ajst-17925	24	33	)	)	PUNCT
ajst-17925	24	34	optimization.overall	optimization.overall	PROPN
ajst-17925	24	35	,	,	PUNCT
ajst-17925	24	36	segnet	segnet	NOUN
ajst-17925	24	37	represents	represent	VERB
ajst-17925	24	38	a	a	DET
ajst-17925	24	39	notable	notable	ADJ
ajst-17925	24	40	advancement	advancement	NOUN
ajst-17925	24	41	in	in	ADP
ajst-17925	24	42	semantic	semantic	ADJ
ajst-17925	24	43	segmentation	segmentation	NOUN
ajst-17925	24	44	,	,	PUNCT
ajst-17925	24	45	offering	offer	VERB
ajst-17925	24	46	an	an	DET
ajst-17925	24	47	efficient	efficient	ADJ
ajst-17925	24	48	and	and	CCONJ
ajst-17925	24	49	effective	effective	ADJ
ajst-17925	24	50	approach	approach	NOUN
ajst-17925	24	51	for	for	ADP
ajst-17925	24	52	various	various	ADJ
ajst-17925	24	53	computer	computer	NOUN
ajst-17925	24	54	vision	vision	NOUN
ajst-17925	24	55	tasks	task	NOUN
ajst-17925	24	56	.	.	PUNCT
ajst-17925	25	1	2	2	X
ajst-17925	25	2	.	.	NUM
ajst-17925	25	3	related	relate	VERB
ajst-17925	25	4	work	work	NOUN
ajst-17925	25	5	"	"	PUNCT
ajst-17925	25	6	segnet	segnet	NOUN
ajst-17925	25	7	draws	draw	VERB
ajst-17925	25	8	inspiration	inspiration	NOUN
ajst-17925	25	9	from	from	ADP
ajst-17925	25	10	scenario	scenario	NOUN
ajst-17925	25	11	understanding	understand	VERB
ajst-17925	25	12	applications	application	NOUN
ajst-17925	25	13	,	,	PUNCT
ajst-17925	25	14	and	and	CCONJ
ajst-17925	25	15	as	as	ADP
ajst-17925	25	16	such	such	ADJ
ajst-17925	25	17	,	,	PUNCT
ajst-17925	25	18	it	it	PRON
ajst-17925	25	19	is	be	AUX
ajst-17925	25	20	meticulously	meticulously	ADV
ajst-17925	25	21	designed	design	VERB
ajst-17925	25	22	to	to	PART
ajst-17925	25	23	excel	excel	VERB
ajst-17925	25	24	in	in	ADP
ajst-17925	25	25	both	both	PRON
ajst-17925	25	26	storage	storage	NOUN
ajst-17925	25	27	and	and	CCONJ
ajst-17925	25	28	computational	computational	ADJ
ajst-17925	25	29	efficiency	efficiency	NOUN
ajst-17925	25	30	during	during	ADP
ajst-17925	25	31	inference	inference	NOUN
ajst-17925	25	32	.	.	PUNCT
ajst-17925	26	1	furthermore	furthermore	ADV
ajst-17925	26	2	,	,	PUNCT
ajst-17925	26	3	it	it	PRON
ajst-17925	26	4	boasts	boast	VERB
ajst-17925	26	5	significantly	significantly	ADV
ajst-17925	26	6	fewer	few	ADJ
ajst-17925	26	7	trainable	trainable	ADJ
ajst-17925	26	8	parameters	parameter	NOUN
ajst-17925	26	9	compared	compare	VERB
ajst-17925	26	10	to	to	ADP
ajst-17925	26	11	competing	compete	VERB
ajst-17925	26	12	architectures	architecture	NOUN
ajst-17925	26	13	and	and	CCONJ
ajst-17925	26	14	can	can	AUX
ajst-17925	26	15	be	be	AUX
ajst-17925	26	16	trained	train	VERB
ajst-17925	26	17	end	end	NOUN
ajst-17925	26	18	-	-	PUNCT
ajst-17925	26	19	to	to	ADP
ajst-17925	26	20	-	-	PUNCT
ajst-17925	26	21	end	end	NOUN
ajst-17925	26	22	using	use	VERB
ajst-17925	26	23	stochastic	stochastic	ADJ
ajst-17925	26	24	gradient	gradient	ADJ
ajst-17925	26	25	descent	descent	NOUN
ajst-17925	26	26	.	.	PUNCT
ajst-17925	27	1	we	we	PRON
ajst-17925	27	2	conducted	conduct	VERB
ajst-17925	27	3	controlled	control	VERB
ajst-17925	27	4	benchmark	benchmark	NOUN
ajst-17925	27	5	tests	test	NOUN
ajst-17925	27	6	of	of	ADP
ajst-17925	27	7	segnet	segnet	NOUN
ajst-17925	27	8	and	and	CCONJ
ajst-17925	27	9	other	other	ADJ
ajst-17925	27	10	architectures	architecture	NOUN
ajst-17925	27	11	in	in	ADP
ajst-17925	27	12	road	road	NOUN
ajst-17925	27	13	scene	scene	NOUN
ajst-17925	27	14	and	and	CCONJ
ajst-17925	27	15	sun	sun	PROPN
ajst-17925	27	16	rgb	rgb	PROPN
ajst-17925	27	17	-	-	PROPN
ajst-17925	27	18	d	d	PROPN
ajst-17925	27	19	indoor	indoor	ADJ
ajst-17925	27	20	scene	scene	NOUN
ajst-17925	27	21	segmentation	segmentation	NOUN
ajst-17925	27	22	tasks	task	NOUN
ajst-17925	27	23	.	.	PUNCT
ajst-17925	28	1	these	these	DET
ajst-17925	28	2	quantitative	quantitative	ADJ
ajst-17925	28	3	evaluations	evaluation	NOUN
ajst-17925	28	4	demonstrate	demonstrate	VERB
ajst-17925	28	5	that	that	SCONJ
ajst-17925	28	6	,	,	PUNCT
ajst-17925	28	7	in	in	ADP
ajst-17925	28	8	comparison	comparison	NOUN
ajst-17925	28	9	to	to	ADP
ajst-17925	28	10	other	other	ADJ
ajst-17925	28	11	architectures	architecture	NOUN
ajst-17925	28	12	,	,	PUNCT
ajst-17925	28	13	segnet	segnet	NOUN
ajst-17925	28	14	offers	offer	VERB
ajst-17925	28	15	excellent	excellent	ADJ
ajst-17925	28	16	performance	performance	NOUN
ajst-17925	28	17	while	while	SCONJ
ajst-17925	28	18	maintaining	maintain	VERB
ajst-17925	28	19	competitive	competitive	ADJ
ajst-17925	28	20	inference	inference	NOUN
ajst-17925	28	21	times	time	NOUN
ajst-17925	28	22	and	and	CCONJ
ajst-17925	28	23	highly	highly	ADV
ajst-17925	28	24	efficient	efficient	ADJ
ajst-17925	28	25	inference	inference	NOUN
ajst-17925	28	26	storage	storage	NOUN
ajst-17925	28	27	.	.	PUNCT
ajst-17925	28	28	"	"	PUNCT
ajst-17925	29	1	2.1	2.1	NUM
ajst-17925	29	2	.	.	PUNCT
ajst-17925	29	3	segnet	segnet	PROPN
ajst-17925	29	4	semantic	semantic	ADJ
ajst-17925	29	5	segmentation	segmentation	NOUN
ajst-17925	29	6	segnet	segnet	NOUN
ajst-17925	29	7	consists	consist	VERB
ajst-17925	29	8	of	of	ADP
ajst-17925	29	9	a	a	DET
ajst-17925	29	10	network	network	NOUN
ajst-17925	29	11	of	of	ADP
ajst-17925	29	12	encoders	encoder	NOUN
ajst-17925	29	13	and	and	CCONJ
ajst-17925	29	14	a	a	DET
ajst-17925	29	15	network	network	NOUN
ajst-17925	29	16	of	of	ADP
ajst-17925	29	17	225	225	NUM
ajst-17925	29	18	decoders	decoder	NOUN
ajst-17925	29	19	,	,	PUNCT
ajst-17925	29	20	both	both	PRON
ajst-17925	29	21	of	of	ADP
ajst-17925	29	22	which	which	PRON
ajst-17925	29	23	are	be	AUX
ajst-17925	29	24	convolutional	convolutional	ADJ
ajst-17925	29	25	networks	network	NOUN
ajst-17925	29	26	.	.	PUNCT
ajst-17925	30	1	the	the	DET
ajst-17925	30	2	encoder	encoder	NOUN
ajst-17925	30	3	network	network	NOUN
ajst-17925	30	4	is	be	AUX
ajst-17925	30	5	typically	typically	ADV
ajst-17925	30	6	extracted	extract	VERB
ajst-17925	30	7	from	from	ADP
ajst-17925	30	8	a	a	DET
ajst-17925	30	9	pre	pre	ADJ
ajst-17925	30	10	-	-	ADJ
ajst-17925	30	11	trained	train	VERB
ajst-17925	30	12	vgg16	vgg16	NOUN
ajst-17925	30	13	network	network	NOUN
ajst-17925	30	14	with	with	ADP
ajst-17925	30	15	its	its	PRON
ajst-17925	30	16	fully	fully	ADV
ajst-17925	30	17	connected	connect	VERB
ajst-17925	30	18	layer	layer	NOUN
ajst-17925	30	19	removed	remove	VERB
ajst-17925	30	20	.	.	PUNCT
ajst-17925	31	1	the	the	DET
ajst-17925	31	2	decoder	decoder	NOUN
ajst-17925	31	3	network	network	NOUN
ajst-17925	31	4	is	be	AUX
ajst-17925	31	5	used	use	VERB
ajst-17925	31	6	to	to	PART
ajst-17925	31	7	upsample	upsample	VERB
ajst-17925	31	8	the	the	DET
ajst-17925	31	9	features	feature	NOUN
ajst-17925	31	10	obtained	obtain	VERB
ajst-17925	31	11	from	from	ADP
ajst-17925	31	12	the	the	DET
ajst-17925	31	13	encoder	encoder	NOUN
ajst-17925	31	14	network	network	NOUN
ajst-17925	31	15	to	to	PART
ajst-17925	31	16	produce	produce	VERB
ajst-17925	31	17	an	an	DET
ajst-17925	31	18	output	output	NOUN
ajst-17925	31	19	of	of	ADP
ajst-17925	31	20	the	the	DET
ajst-17925	31	21	same	same	ADJ
ajst-17925	31	22	size	size	NOUN
ajst-17925	31	23	as	as	ADP
ajst-17925	31	24	the	the	DET
ajst-17925	31	25	input	input	NOUN
ajst-17925	31	26	image	image	NOUN
ajst-17925	31	27	.	.	PUNCT
ajst-17925	32	1	during	during	ADP
ajst-17925	32	2	the	the	DET
ajst-17925	32	3	coding	code	VERB
ajst-17925	32	4	phase	phase	NOUN
ajst-17925	32	5	,	,	PUNCT
ajst-17925	32	6	when	when	SCONJ
ajst-17925	32	7	maximum	maximum	ADJ
ajst-17925	32	8	pooling	pooling	NOUN
ajst-17925	32	9	is	be	AUX
ajst-17925	32	10	performed	perform	VERB
ajst-17925	32	11	,	,	PUNCT
ajst-17925	32	12	segnet	segnet	PROPN
ajst-17925	32	13	remembers	remember	VERB
ajst-17925	32	14	the	the	DET
ajst-17925	32	15	index	index	NOUN
ajst-17925	32	16	of	of	ADP
ajst-17925	32	17	the	the	DET
ajst-17925	32	18	maximum	maximum	ADJ
ajst-17925	32	19	value	value	NOUN
ajst-17925	32	20	of	of	ADP
ajst-17925	32	21	each	each	DET
ajst-17925	32	22	pooled	pool	VERB
ajst-17925	32	23	area	area	NOUN
ajst-17925	32	24	.	.	PUNCT
ajst-17925	33	1	during	during	ADP
ajst-17925	33	2	the	the	DET
ajst-17925	33	3	decoding	decode	VERB
ajst-17925	33	4	phase	phase	NOUN
ajst-17925	33	5	,	,	PUNCT
ajst-17925	33	6	these	these	DET
ajst-17925	33	7	indexes	index	NOUN
ajst-17925	33	8	are	be	AUX
ajst-17925	33	9	used	use	VERB
ajst-17925	33	10	to	to	PART
ajst-17925	33	11	upsample	upsample	VERB
ajst-17925	33	12	,	,	PUNCT
ajst-17925	33	13	providing	provide	VERB
ajst-17925	33	14	a	a	DET
ajst-17925	33	15	more	more	ADV
ajst-17925	33	16	accurate	accurate	ADJ
ajst-17925	33	17	reconstruction	reconstruction	NOUN
ajst-17925	33	18	of	of	ADP
ajst-17925	33	19	the	the	DET
ajst-17925	33	20	structure	structure	NOUN
ajst-17925	33	21	.	.	PUNCT
ajst-17925	34	1	since	since	SCONJ
ajst-17925	34	2	segnet	segnet	NOUN
ajst-17925	34	3	uses	use	VERB
ajst-17925	34	4	parameters	parameter	NOUN
ajst-17925	34	5	only	only	ADV
ajst-17925	34	6	in	in	ADP
ajst-17925	34	7	the	the	DET
ajst-17925	34	8	encoder	encoder	NOUN
ajst-17925	34	9	and	and	CCONJ
ajst-17925	34	10	pooled	pool	VERB
ajst-17925	34	11	indexes	index	NOUN
ajst-17925	34	12	in	in	ADP
ajst-17925	34	13	the	the	DET
ajst-17925	34	14	decoder	decoder	NOUN
ajst-17925	34	15	for	for	ADP
ajst-17925	34	16	non	non	ADJ
ajst-17925	34	17	-	-	ADJ
ajst-17925	34	18	learning	learning	ADJ
ajst-17925	34	19	upsampling	upsampling	NOUN
ajst-17925	34	20	,	,	PUNCT
ajst-17925	34	21	it	it	PRON
ajst-17925	34	22	has	have	VERB
ajst-17925	34	23	fewer	few	ADJ
ajst-17925	34	24	parameters	parameter	NOUN
ajst-17925	34	25	than	than	ADP
ajst-17925	34	26	other	other	ADJ
ajst-17925	34	27	models	model	NOUN
ajst-17925	34	28	such	such	ADJ
ajst-17925	34	29	as	as	ADP
ajst-17925	34	30	fcn	fcn	PROPN
ajst-17925	34	31	.	.	PUNCT
ajst-17925	35	1	(	(	PUNCT
ajst-17925	35	2	1	1	X
ajst-17925	35	3	)	)	PUNCT
ajst-17925	35	4	using	use	VERB
ajst-17925	35	5	encoder	encoder	NOUN
ajst-17925	35	6	-	-	PUNCT
ajst-17925	35	7	decoder	decoder	NOUN
ajst-17925	35	8	method	method	NOUN
ajst-17925	35	9	and	and	CCONJ
ajst-17925	35	10	multi	multi	ADJ
ajst-17925	35	11	-	-	ADJ
ajst-17925	35	12	classification	classification	ADJ
ajst-17925	35	13	softmax	softmax	NOUN
ajst-17925	35	14	classifier	classifier	NOUN
ajst-17925	35	15	to	to	PART
ajst-17925	35	16	calculate	calculate	VERB
ajst-17925	35	17	the	the	DET
ajst-17925	35	18	classification	classification	NOUN
ajst-17925	35	19	confidence	confidence	NOUN
ajst-17925	35	20	of	of	ADP
ajst-17925	35	21	each	each	DET
ajst-17925	35	22	pixel	pixel	NOUN
ajst-17925	35	23	,	,	PUNCT
ajst-17925	35	24	the	the	DET
ajst-17925	35	25	image	image	NOUN
ajst-17925	35	26	is	be	AUX
ajst-17925	35	27	segmented	segment	VERB
ajst-17925	35	28	semantically	semantically	ADV
ajst-17925	35	29	;	;	PUNCT
ajst-17925	35	30	(	(	PUNCT
ajst-17925	35	31	2	2	X
ajst-17925	35	32	)	)	PUNCT
ajst-17925	35	33	in	in	ADP
ajst-17925	35	34	the	the	DET
ajst-17925	35	35	coding	code	VERB
ajst-17925	35	36	stage	stage	NOUN
ajst-17925	35	37	,	,	PUNCT
ajst-17925	35	38	only	only	ADV
ajst-17925	35	39	the	the	DET
ajst-17925	35	40	maximum	maximum	ADJ
ajst-17925	35	41	pooled	pooled	ADJ
ajst-17925	35	42	index	index	NOUN
ajst-17925	35	43	is	be	AUX
ajst-17925	35	44	recorded	record	VERB
ajst-17925	35	45	and	and	CCONJ
ajst-17925	35	46	stored	store	VERB
ajst-17925	35	47	,	,	PUNCT
ajst-17925	35	48	which	which	PRON
ajst-17925	35	49	greatly	greatly	ADV
ajst-17925	35	50	reduces	reduce	VERB
ajst-17925	35	51	the	the	DET
ajst-17925	35	52	memory	memory	NOUN
ajst-17925	35	53	space	space	NOUN
ajst-17925	35	54	occupied	occupy	VERB
ajst-17925	35	55	while	while	SCONJ
ajst-17925	35	56	depicting	depict	VERB
ajst-17925	35	57	the	the	DET
ajst-17925	35	58	boundary	boundary	ADJ
ajst-17925	35	59	information	information	NOUN
ajst-17925	35	60	;	;	PUNCT
ajst-17925	35	61	figure	figure	NOUN
ajst-17925	35	62	1	1	NUM
ajst-17925	35	63	.	.	PUNCT
ajst-17925	35	64	segnet	segnet	NOUN
ajst-17925	35	65	network	network	NOUN
ajst-17925	35	66	structure	structure	NOUN
ajst-17925	35	67	the	the	DET
ajst-17925	35	68	network	network	NOUN
ajst-17925	35	69	structure	structure	NOUN
ajst-17925	35	70	is	be	AUX
ajst-17925	35	71	mainly	mainly	ADV
ajst-17925	35	72	composed	compose	VERB
ajst-17925	35	73	of	of	ADP
ajst-17925	35	74	encoder	encoder	NOUN
ajst-17925	35	75	and	and	CCONJ
ajst-17925	35	76	decoder	decoder	NOUN
ajst-17925	35	77	.	.	PUNCT
ajst-17925	36	1	its	its	PRON
ajst-17925	36	2	network	network	NOUN
ajst-17925	36	3	structure	structure	NOUN
ajst-17925	36	4	is	be	AUX
ajst-17925	36	5	shown	show	VERB
ajst-17925	36	6	in	in	ADP
ajst-17925	36	7	the	the	DET
ajst-17925	36	8	figure	figure	NOUN
ajst-17925	36	9	below	below	ADV
ajst-17925	36	10	.	.	PUNCT
ajst-17925	37	1	this	this	DET
ajst-17925	37	2	network	network	NOUN
ajst-17925	37	3	is	be	AUX
ajst-17925	37	4	adapted	adapt	VERB
ajst-17925	37	5	to	to	PART
ajst-17925	37	6	vgg16	vgg16	VERB
ajst-17925	37	7	,	,	PUNCT
ajst-17925	37	8	removing	remove	VERB
ajst-17925	37	9	the	the	DET
ajst-17925	37	10	last	last	ADJ
ajst-17925	37	11	fully	fully	ADV
ajst-17925	37	12	connected	connect	VERB
ajst-17925	37	13	layer	layer	NOUN
ajst-17925	37	14	and	and	CCONJ
ajst-17925	37	15	retaining	retain	VERB
ajst-17925	37	16	13	13	NUM
ajst-17925	37	17	convolutional	convolutional	ADJ
ajst-17925	37	18	layers	layer	NOUN
ajst-17925	37	19	,	,	PUNCT
ajst-17925	37	20	which	which	PRON
ajst-17925	37	21	exactly	exactly	ADV
ajst-17925	37	22	constitute	constitute	VERB
ajst-17925	37	23	the	the	DET
ajst-17925	37	24	encoder	encoder	NOUN
ajst-17925	37	25	network	network	NOUN
ajst-17925	37	26	,	,	PUNCT
ajst-17925	37	27	that	that	ADV
ajst-17925	37	28	is	is	ADV
ajst-17925	37	29	,	,	PUNCT
ajst-17925	37	30	there	there	PRON
ajst-17925	37	31	are	be	VERB
ajst-17925	37	32	5	5	NUM
ajst-17925	37	33	coding	code	VERB
ajst-17925	37	34	blocks	block	NOUN
ajst-17925	37	35	on	on	ADP
ajst-17925	37	36	the	the	DET
ajst-17925	37	37	left	left	NOUN
ajst-17925	37	38	(	(	PUNCT
ajst-17925	37	39	blue	blue	ADJ
ajst-17925	37	40	convolutional	convolutional	ADJ
ajst-17925	37	41	layer	layer	NOUN
ajst-17925	37	42	)	)	PUNCT
ajst-17925	37	43	.	.	PUNCT
ajst-17925	38	1	each	each	DET
ajst-17925	38	2	block	block	NOUN
ajst-17925	38	3	is	be	AUX
ajst-17925	38	4	downsampled	downsample	VERB
ajst-17925	38	5	through	through	ADP
ajst-17925	38	6	the	the	DET
ajst-17925	38	7	maximum	maximum	ADJ
ajst-17925	38	8	pooling	pool	VERB
ajst-17925	38	9	layer	layer	NOUN
ajst-17925	38	10	(	(	PUNCT
ajst-17925	38	11	green	green	ADJ
ajst-17925	38	12	pooling	pool	VERB
ajst-17925	38	13	layer	layer	NOUN
ajst-17925	38	14	)	)	PUNCT
ajst-17925	38	15	and	and	CCONJ
ajst-17925	38	16	sent	send	VERB
ajst-17925	38	17	to	to	ADP
ajst-17925	38	18	the	the	DET
ajst-17925	38	19	right	right	ADJ
ajst-17925	38	20	side	side	NOUN
ajst-17925	38	21	,	,	PUNCT
ajst-17925	38	22	then	then	ADV
ajst-17925	38	23	the	the	DET
ajst-17925	38	24	feature	feature	NOUN
ajst-17925	38	25	map	map	NOUN
ajst-17925	38	26	is	be	AUX
ajst-17925	38	27	up	up	ADV
ajst-17925	38	28	-	-	PUNCT
ajst-17925	38	29	sampled	sample	VERB
ajst-17925	38	30	(	(	PUNCT
ajst-17925	38	31	red	red	ADJ
ajst-17925	38	32	de	de	ADJ
ajst-17925	38	33	-	-	ADJ
ajst-17925	38	34	pooling	pool	VERB
ajst-17925	38	35	layer	layer	NOUN
ajst-17925	38	36	)	)	PUNCT
ajst-17925	38	37	,	,	PUNCT
ajst-17925	38	38	and	and	CCONJ
ajst-17925	38	39	then	then	ADV
ajst-17925	38	40	decoded	decode	VERB
ajst-17925	38	41	through	through	ADP
ajst-17925	38	42	the	the	DET
ajst-17925	38	43	decoding	decode	VERB
ajst-17925	38	44	block	block	NOUN
ajst-17925	38	45	(	(	PUNCT
ajst-17925	38	46	blue	blue	ADJ
ajst-17925	38	47	convolutional	convolutional	ADJ
ajst-17925	38	48	layer	layer	NOUN
ajst-17925	38	49	on	on	ADP
ajst-17925	38	50	the	the	DET
ajst-17925	38	51	right	right	ADJ
ajst-17925	38	52	side	side	NOUN
ajst-17925	38	53	)	)	PUNCT
ajst-17925	38	54	after	after	ADP
ajst-17925	38	55	up	up	ADV
ajst-17925	38	56	-	-	PUNCT
ajst-17925	38	57	sampling	sampling	NOUN
ajst-17925	38	58	,	,	PUNCT
ajst-17925	38	59	that	that	ADV
ajst-17925	38	60	is	is	ADV
ajst-17925	38	61	,	,	PUNCT
ajst-17925	38	62	decoded	decode	VERB
ajst-17925	38	63	through	through	ADP
ajst-17925	38	64	the	the	DET
ajst-17925	38	65	convolutional	convolutional	ADJ
ajst-17925	38	66	layer	layer	NOUN
ajst-17925	38	67	.	.	PUNCT
ajst-17925	39	1	finally	finally	ADV
ajst-17925	39	2	,	,	PUNCT
ajst-17925	39	3	the	the	DET
ajst-17925	39	4	decoder	decoder	NOUN
ajst-17925	39	5	output	output	NOUN
ajst-17925	39	6	feature	feature	NOUN
ajst-17925	39	7	map	map	NOUN
ajst-17925	39	8	is	be	AUX
ajst-17925	39	9	sent	send	VERB
ajst-17925	39	10	to	to	ADP
ajst-17925	39	11	softmax	softmax	NOUN
ajst-17925	39	12	classifier	classifier	NOUN
ajst-17925	39	13	for	for	ADP
ajst-17925	39	14	pixelated	pixelated	ADJ
ajst-17925	39	15	classification	classification	NOUN
ajst-17925	39	16	.	.	PUNCT
ajst-17925	40	1	a	a	DET
ajst-17925	40	2	completely	completely	ADV
ajst-17925	40	3	symmetric	symmetric	ADJ
ajst-17925	40	4	coding	code	VERB
ajst-17925	40	5	-	-	PUNCT
ajst-17925	40	6	decoding	decode	VERB
ajst-17925	40	7	structure	structure	NOUN
ajst-17925	40	8	is	be	AUX
ajst-17925	40	9	formed	form	VERB
ajst-17925	40	10	.	.	PUNCT
ajst-17925	41	1	2.2	2.2	NUM
ajst-17925	41	2	.	.	PUNCT
ajst-17925	42	1	pooling	pool	VERB
ajst-17925	42	2	indices	index	NOUN
ajst-17925	42	3	"	"	PUNCT
ajst-17925	42	4	in	in	ADP
ajst-17925	42	5	the	the	DET
ajst-17925	42	6	aforementioned	aforementioned	ADJ
ajst-17925	42	7	description	description	NOUN
ajst-17925	42	8	,	,	PUNCT
ajst-17925	42	9	the	the	DET
ajst-17925	42	10	encoding	encoding	NOUN
ajst-17925	42	11	layer	layer	NOUN
ajst-17925	42	12	employs	employ	VERB
ajst-17925	42	13	the	the	DET
ajst-17925	42	14	initial	initial	ADJ
ajst-17925	42	15	13	13	NUM
ajst-17925	42	16	layers	layer	NOUN
ajst-17925	42	17	of	of	ADP
ajst-17925	42	18	the	the	DET
ajst-17925	42	19	vgg16	vgg16	NOUN
ajst-17925	42	20	structure	structure	NOUN
ajst-17925	42	21	to	to	PART
ajst-17925	42	22	extract	extract	VERB
ajst-17925	42	23	features	feature	NOUN
ajst-17925	42	24	through	through	ADP
ajst-17925	42	25	convolution	convolution	NOUN
ajst-17925	42	26	,	,	PUNCT
ajst-17925	42	27	batch	batch	NOUN
ajst-17925	42	28	normalization	normalization	NOUN
ajst-17925	42	29	,	,	PUNCT
ajst-17925	42	30	and	and	CCONJ
ajst-17925	42	31	relu	relu	NOUN
ajst-17925	42	32	activation	activation	NOUN
ajst-17925	42	33	operations	operation	NOUN
ajst-17925	42	34	.	.	PUNCT
ajst-17925	43	1	subsequently	subsequently	ADV
ajst-17925	43	2	,	,	PUNCT
ajst-17925	43	3	downsampling	downsample	VERB
ajst-17925	43	4	is	be	AUX
ajst-17925	43	5	achieved	achieve	VERB
ajst-17925	43	6	using	use	VERB
ajst-17925	43	7	max	max	PROPN
ajst-17925	43	8	-	-	PUNCT
ajst-17925	43	9	pooling	pool	VERB
ajst-17925	43	10	layers	layer	NOUN
ajst-17925	43	11	with	with	ADP
ajst-17925	43	12	a	a	DET
ajst-17925	43	13	kernel	kernel	NOUN
ajst-17925	43	14	size	size	NOUN
ajst-17925	43	15	of	of	ADP
ajst-17925	43	16	2	2	NUM
ajst-17925	43	17	and	and	CCONJ
ajst-17925	43	18	a	a	DET
ajst-17925	43	19	stride	stride	NOUN
ajst-17925	43	20	of	of	ADP
ajst-17925	43	21	2	2	NUM
ajst-17925	43	22	,	,	PUNCT
ajst-17925	43	23	ensuring	ensure	VERB
ajst-17925	43	24	translational	translational	ADJ
ajst-17925	43	25	invariance	invariance	NOUN
ajst-17925	43	26	in	in	ADP
ajst-17925	43	27	the	the	DET
ajst-17925	43	28	input	input	NOUN
ajst-17925	43	29	images	image	NOUN
ajst-17925	43	30	.	.	PUNCT
ajst-17925	44	1	however	however	ADV
ajst-17925	44	2	,	,	PUNCT
ajst-17925	44	3	such	such	ADJ
ajst-17925	44	4	pooling	pooling	NOUN
ajst-17925	44	5	and	and	CCONJ
ajst-17925	44	6	downsampling	downsample	VERB
ajst-17925	44	7	operations	operation	NOUN
ajst-17925	44	8	result	result	VERB
ajst-17925	44	9	in	in	ADP
ajst-17925	44	10	a	a	DET
ajst-17925	44	11	loss	loss	NOUN
ajst-17925	44	12	of	of	ADP
ajst-17925	44	13	feature	feature	NOUN
ajst-17925	44	14	map	map	NOUN
ajst-17925	44	15	resolution	resolution	NOUN
ajst-17925	44	16	.	.	PUNCT
ajst-17925	45	1	as	as	ADP
ajst-17925	45	2	the	the	DET
ajst-17925	45	3	network	network	NOUN
ajst-17925	45	4	depth	depth	NOUN
ajst-17925	45	5	increases	increase	NOUN
ajst-17925	45	6	,	,	PUNCT
ajst-17925	45	7	the	the	DET
ajst-17925	45	8	resolution	resolution	NOUN
ajst-17925	45	9	of	of	ADP
ajst-17925	45	10	feature	feature	NOUN
ajst-17925	45	11	maps	map	NOUN
ajst-17925	45	12	decreases	decrease	VERB
ajst-17925	45	13	,	,	PUNCT
ajst-17925	45	14	making	make	VERB
ajst-17925	45	15	it	it	PRON
ajst-17925	45	16	challenging	challenging	ADJ
ajst-17925	45	17	to	to	PART
ajst-17925	45	18	perform	perform	VERB
ajst-17925	45	19	upsampling	upsample	VERB
ajst-17925	45	20	effectively	effectively	ADV
ajst-17925	45	21	and	and	CCONJ
ajst-17925	45	22	restore	restore	VERB
ajst-17925	45	23	the	the	DET
ajst-17925	45	24	fine	fine	ADJ
ajst-17925	45	25	details	detail	NOUN
ajst-17925	45	26	of	of	ADP
ajst-17925	45	27	the	the	DET
ajst-17925	45	28	original	original	ADJ
ajst-17925	45	29	image	image	NOUN
ajst-17925	45	30	.	.	PUNCT
ajst-17925	46	1	therefore	therefore	ADV
ajst-17925	46	2	,	,	PUNCT
ajst-17925	46	3	the	the	DET
ajst-17925	46	4	authors	author	NOUN
ajst-17925	46	5	have	have	AUX
ajst-17925	46	6	introduced	introduce	VERB
ajst-17925	46	7	optimizations	optimization	NOUN
ajst-17925	46	8	within	within	ADP
ajst-17925	46	9	the	the	DET
ajst-17925	46	10	encoder	encoder	NOUN
ajst-17925	46	11	module	module	NOUN
ajst-17925	46	12	.	.	PUNCT
ajst-17925	47	1	figure	figure	NOUN
ajst-17925	47	2	2	2	NUM
ajst-17925	47	3	.	.	PUNCT
ajst-17925	47	4	deconvolution	deconvolution	NOUN
ajst-17925	47	5	deconvolution	deconvolution	NOUN
ajst-17925	47	6	implementation	implementation	NOUN
ajst-17925	47	7	based	base	VERB
ajst-17925	47	8	on	on	ADP
ajst-17925	47	9	fcn	fcn	PROPN
ajst-17925	47	10	to	to	PART
ajst-17925	47	11	preserve	preserve	VERB
ajst-17925	47	12	crucial	crucial	ADJ
ajst-17925	47	13	information	information	NOUN
ajst-17925	47	14	during	during	ADP
ajst-17925	47	15	the	the	DET
ajst-17925	47	16	downsampling	downsample	VERB
ajst-17925	47	17	process	process	NOUN
ajst-17925	47	18	,	,	PUNCT
ajst-17925	47	19	the	the	DET
ajst-17925	47	20	authors	author	NOUN
ajst-17925	47	21	proposed	propose	VERB
ajst-17925	47	22	a	a	DET
ajst-17925	47	23	method	method	NOUN
ajst-17925	47	24	for	for	ADP
ajst-17925	47	25	capturing	capture	VERB
ajst-17925	47	26	and	and	CCONJ
ajst-17925	47	27	storing	store	VERB
ajst-17925	47	28	boundary	boundary	ADJ
ajst-17925	47	29	information	information	NOUN
ajst-17925	47	30	in	in	ADP
ajst-17925	47	31	the	the	DET
ajst-17925	47	32	encoder	encoder	NOUN
ajst-17925	47	33	's	's	PART
ajst-17925	47	34	feature	feature	NOUN
ajst-17925	47	35	maps	map	NOUN
ajst-17925	47	36	.	.	PUNCT
ajst-17925	48	1	this	this	DET
ajst-17925	48	2	method	method	NOUN
ajst-17925	48	3	involves	involve	VERB
ajst-17925	48	4	preserving	preserve	VERB
ajst-17925	48	5	the	the	DET
ajst-17925	48	6	pooling	pool	VERB
ajst-17925	48	7	layer	layer	NOUN
ajst-17925	48	8	indices	index	NOUN
ajst-17925	48	9	(	(	PUNCT
ajst-17925	48	10	referred	refer	VERB
ajst-17925	48	11	to	to	ADP
ajst-17925	48	12	as	as	ADP
ajst-17925	48	13	pooling	pool	VERB
ajst-17925	48	14	indices	index	NOUN
ajst-17925	48	15	)	)	PUNCT
ajst-17925	48	16	and	and	CCONJ
ajst-17925	48	17	using	use	VERB
ajst-17925	48	18	positional	positional	ADJ
ajst-17925	48	19	information	information	NOUN
ajst-17925	48	20	from	from	ADP
ajst-17925	48	21	the	the	DET
ajst-17925	48	22	recorded	recorded	ADJ
ajst-17925	48	23	pooling	pooling	NOUN
ajst-17925	48	24	process	process	NOUN
ajst-17925	48	25	instead	instead	ADV
ajst-17925	48	26	of	of	ADP
ajst-17925	48	27	employing	employ	VERB
ajst-17925	48	28	direct	direct	ADJ
ajst-17925	48	29	deconvolution	deconvolution	NOUN
ajst-17925	48	30	operations	operation	NOUN
ajst-17925	48	31	.	.	PUNCT
ajst-17925	49	1	specifically	specifically	ADV
ajst-17925	49	2	,	,	PUNCT
ajst-17925	49	3	as	as	SCONJ
ajst-17925	49	4	depicted	depict	VERB
ajst-17925	49	5	in	in	ADP
ajst-17925	49	6	the	the	DET
ajst-17925	49	7	figure	figure	NOUN
ajst-17925	49	8	below	below	ADV
ajst-17925	49	9	,	,	PUNCT
ajst-17925	49	10	segnet	segnet	PROPN
ajst-17925	49	11	employs	employ	VERB
ajst-17925	49	12	max	max	PROPN
ajst-17925	49	13	-	-	PUNCT
ajst-17925	49	14	pooling	pool	VERB
ajst-17925	49	15	indices	index	NOUN
ajst-17925	49	16	to	to	PART
ajst-17925	49	17	map	map	VERB
ajst-17925	49	18	the	the	DET
ajst-17925	49	19	features	feature	NOUN
ajst-17925	49	20	(	(	PUNCT
ajst-17925	49	21	a	a	DET
ajst-17925	49	22	step	step	NOUN
ajst-17925	49	23	that	that	PRON
ajst-17925	49	24	does	do	AUX
ajst-17925	49	25	not	not	PART
ajst-17925	49	26	require	require	VERB
ajst-17925	49	27	learning	learning	NOUN
ajst-17925	49	28	)	)	PUNCT
ajst-17925	49	29	and	and	CCONJ
ajst-17925	49	30	then	then	ADV
ajst-17925	49	31	follows	follow	VERB
ajst-17925	49	32	it	it	PRON
ajst-17925	49	33	with	with	ADP
ajst-17925	49	34	a	a	DET
ajst-17925	49	35	trainable	trainable	ADJ
ajst-17925	49	36	decoding	decode	VERB
ajst-17925	49	37	filter	filter	NOUN
ajst-17925	49	38	(	(	PUNCT
ajst-17925	49	39	consisting	consist	VERB
ajst-17925	49	40	of	of	ADP
ajst-17925	49	41	several	several	ADJ
ajst-17925	49	42	convolutional	convolutional	ADJ
ajst-17925	49	43	layers	layer	NOUN
ajst-17925	49	44	)	)	PUNCT
ajst-17925	49	45	.	.	PUNCT
ajst-17925	50	1	in	in	ADP
ajst-17925	50	2	contrast	contrast	NOUN
ajst-17925	50	3	,	,	PUNCT
ajst-17925	50	4	fcn	fcn	NOUN
ajst-17925	50	5	utilizes	utilize	NOUN
ajst-17925	50	6	deconvolution	deconvolution	NOUN
ajst-17925	50	7	for	for	ADP
ajst-17925	50	8	2.3	2.3	NUM
ajst-17925	50	9	.	.	PUNCT
ajst-17925	51	1	segnet	segnet	NOUN
ajst-17925	51	2	and	and	CCONJ
ajst-17925	51	3	deep	deep	ADJ
ajst-17925	51	4	learning	learning	NOUN
ajst-17925	51	5	applications	application	NOUN
ajst-17925	51	6	segnet	segnet	NOUN
ajst-17925	51	7	is	be	AUX
ajst-17925	51	8	a	a	DET
ajst-17925	51	9	deep	deep	ADJ
ajst-17925	51	10	learning	learning	NOUN
ajst-17925	51	11	architecture	architecture	NOUN
ajst-17925	51	12	for	for	ADP
ajst-17925	51	13	image	image	NOUN
ajst-17925	51	14	segmentation	segmentation	NOUN
ajst-17925	51	15	.	.	PUNCT
ajst-17925	52	1	it	it	PRON
ajst-17925	52	2	improves	improve	VERB
ajst-17925	52	3	fcn	fcn	NOUN
ajst-17925	52	4	in	in	ADP
ajst-17925	52	5	some	some	DET
ajst-17925	52	6	aspects	aspect	NOUN
ajst-17925	52	7	.	.	PUNCT
ajst-17925	53	1	these	these	DET
ajst-17925	53	2	226	226	NUM
ajst-17925	53	3	improvements	improvement	NOUN
ajst-17925	53	4	not	not	PART
ajst-17925	53	5	only	only	ADV
ajst-17925	53	6	improve	improve	VERB
ajst-17925	53	7	the	the	DET
ajst-17925	53	8	performance	performance	NOUN
ajst-17925	53	9	,	,	PUNCT
ajst-17925	53	10	but	but	CCONJ
ajst-17925	53	11	also	also	ADV
ajst-17925	53	12	reduce	reduce	VERB
ajst-17925	53	13	the	the	DET
ajst-17925	53	14	computational	computational	ADJ
ajst-17925	53	15	complexity	complexity	NOUN
ajst-17925	53	16	,	,	PUNCT
ajst-17925	53	17	reflecting	reflect	VERB
ajst-17925	53	18	the	the	DET
ajst-17925	53	19	importance	importance	NOUN
ajst-17925	53	20	and	and	CCONJ
ajst-17925	53	21	application	application	NOUN
ajst-17925	53	22	development	development	NOUN
ajst-17925	53	23	of	of	ADP
ajst-17925	53	24	image	image	NOUN
ajst-17925	53	25	segmentation	segmentation	NOUN
ajst-17925	53	26	technology	technology	NOUN
ajst-17925	53	27	based	base	VERB
ajst-17925	53	28	on	on	ADP
ajst-17925	53	29	deep	deep	ADJ
ajst-17925	53	30	learning	learning	NOUN
ajst-17925	53	31	.	.	PUNCT
ajst-17925	54	1	however	however	ADV
ajst-17925	54	2	,	,	PUNCT
ajst-17925	54	3	segnet	segnet	PROPN
ajst-17925	54	4	achieves	achieve	VERB
ajst-17925	54	5	upsampling	upsample	VERB
ajst-17925	54	6	by	by	ADP
ajst-17925	54	7	using	use	VERB
ajst-17925	54	8	the	the	DET
ajst-17925	54	9	unpooling	unpooling	ADJ
ajst-17925	54	10	operation	operation	NOUN
ajst-17925	54	11	,	,	PUNCT
ajst-17925	54	12	rather	rather	ADV
ajst-17925	54	13	than	than	ADP
ajst-17925	54	14	the	the	DET
ajst-17925	54	15	deconvolution	deconvolution	NOUN
ajst-17925	54	16	operation	operation	NOUN
ajst-17925	54	17	.	.	PUNCT
ajst-17925	55	1	these	these	DET
ajst-17925	55	2	unpooling	unpooling	ADJ
ajst-17925	55	3	operations	operation	NOUN
ajst-17925	55	4	are	be	AUX
ajst-17925	55	5	performed	perform	VERB
ajst-17925	55	6	based	base	VERB
ajst-17925	55	7	on	on	ADP
ajst-17925	55	8	the	the	DET
ajst-17925	55	9	stored	store	VERB
ajst-17925	55	10	index	index	NOUN
ajst-17925	55	11	without	without	ADP
ajst-17925	55	12	the	the	DET
ajst-17925	55	13	need	need	NOUN
ajst-17925	55	14	to	to	PART
ajst-17925	55	15	learn	learn	VERB
ajst-17925	55	16	parameters	parameter	NOUN
ajst-17925	55	17	.	.	PUNCT
ajst-17925	56	1	this	this	PRON
ajst-17925	56	2	reduces	reduce	VERB
ajst-17925	56	3	the	the	DET
ajst-17925	56	4	complexity	complexity	NOUN
ajst-17925	56	5	and	and	CCONJ
ajst-17925	56	6	computation	computation	NOUN
ajst-17925	56	7	of	of	ADP
ajst-17925	56	8	the	the	DET
ajst-17925	56	9	network	network	NOUN
ajst-17925	56	10	,	,	PUNCT
ajst-17925	56	11	since	since	SCONJ
ajst-17925	56	12	deconvolution	deconvolution	NOUN
ajst-17925	56	13	operations	operation	NOUN
ajst-17925	56	14	typically	typically	ADV
ajst-17925	56	15	require	require	VERB
ajst-17925	56	16	learning	learn	VERB
ajst-17925	56	17	a	a	DET
ajst-17925	56	18	large	large	ADJ
ajst-17925	56	19	number	number	NOUN
ajst-17925	56	20	of	of	ADP
ajst-17925	56	21	parameters	parameter	NOUN
ajst-17925	56	22	.	.	PUNCT
ajst-17925	57	1	secondly	secondly	ADV
ajst-17925	57	2	,	,	PUNCT
ajst-17925	57	3	segnet	segnet	NOUN
ajst-17925	57	4	decoder	decoder	NOUN
ajst-17925	57	5	uses	use	VERB
ajst-17925	57	6	the	the	DET
ajst-17925	57	7	stored	store	VERB
ajst-17925	57	8	index	index	NOUN
ajst-17925	57	9	when	when	SCONJ
ajst-17925	57	10	carrying	carry	VERB
ajst-17925	57	11	out	out	ADP
ajst-17925	57	12	unpooling	unpooling	ADJ
ajst-17925	57	13	operation	operation	NOUN
ajst-17925	57	14	to	to	PART
ajst-17925	57	15	maintain	maintain	VERB
ajst-17925	57	16	the	the	DET
ajst-17925	57	17	integrity	integrity	NOUN
ajst-17925	57	18	of	of	ADP
ajst-17925	57	19	high	high	ADJ
ajst-17925	57	20	-	-	PUNCT
ajst-17925	57	21	frequency	frequency	NOUN
ajst-17925	57	22	information	information	NOUN
ajst-17925	57	23	.	.	PUNCT
ajst-17925	58	1	in	in	ADP
ajst-17925	58	2	order	order	NOUN
ajst-17925	58	3	to	to	PART
ajst-17925	58	4	overcome	overcome	VERB
ajst-17925	58	5	the	the	DET
ajst-17925	58	6	shortcomings	shortcoming	NOUN
ajst-17925	58	7	of	of	ADP
ajst-17925	58	8	short	short	ADJ
ajst-17925	58	9	-	-	PUNCT
ajst-17925	58	10	range	range	NOUN
ajst-17925	58	11	crf	crf	PROPN
ajst-17925	58	12	,	,	PUNCT
ajst-17925	58	13	fully	fully	ADV
ajst-17925	58	14	connected	connected	ADJ
ajst-17925	58	15	crf	crf	PROPN
ajst-17925	58	16	is	be	AUX
ajst-17925	58	17	adopted	adopt	VERB
ajst-17925	58	18	here	here	ADV
ajst-17925	58	19	.	.	PUNCT
ajst-17925	59	1	the	the	DET
ajst-17925	59	2	basic	basic	ADJ
ajst-17925	59	3	form	form	NOUN
ajst-17925	59	4	of	of	ADP
ajst-17925	59	5	its	its	PRON
ajst-17925	59	6	energy	energy	NOUN
ajst-17925	59	7	function	function	NOUN
ajst-17925	59	8	(	(	PUNCT
ajst-17925	59	9	actually	actually	ADV
ajst-17925	59	10	equivalent	equivalent	ADJ
ajst-17925	59	11	to	to	ADP
ajst-17925	59	12	the	the	DET
ajst-17925	59	13	penalty	penalty	NOUN
ajst-17925	59	14	function	function	NOUN
ajst-17925	59	15	)	)	PUNCT
ajst-17925	59	16	is	be	AUX
ajst-17925	59	17	as	as	SCONJ
ajst-17925	59	18	follows	follow	VERB
ajst-17925	59	19	:	:	PUNCT
ajst-17925	59	20	(	(	PUNCT
ajst-17925	59	21	1	1	X
ajst-17925	59	22	)	)	PUNCT
ajst-17925	59	23	(	(	PUNCT
ajst-17925	59	24	2	2	X
ajst-17925	59	25	)	)	PUNCT
ajst-17925	59	26	however	however	ADV
ajst-17925	59	27	,	,	PUNCT
ajst-17925	59	28	when	when	SCONJ
ajst-17925	59	29	unpooling	unpoole	VERB
ajst-17925	59	30	a	a	DET
ajst-17925	59	31	feature	feature	NOUN
ajst-17925	59	32	map	map	NOUN
ajst-17925	59	33	with	with	ADP
ajst-17925	59	34	a	a	DET
ajst-17925	59	35	lower	low	ADJ
ajst-17925	59	36	resolution	resolution	NOUN
ajst-17925	59	37	,	,	PUNCT
ajst-17925	59	38	the	the	DET
ajst-17925	59	39	information	information	NOUN
ajst-17925	59	40	between	between	ADP
ajst-17925	59	41	pixel	pixel	PROPN
ajst-17925	59	42	neighbors	neighbor	NOUN
ajst-17925	59	43	may	may	AUX
ajst-17925	59	44	still	still	ADV
ajst-17925	59	45	be	be	AUX
ajst-17925	59	46	ignored	ignore	VERB
ajst-17925	59	47	.	.	PUNCT
ajst-17925	60	1	this	this	PRON
ajst-17925	60	2	shows	show	VERB
ajst-17925	60	3	that	that	SCONJ
ajst-17925	60	4	image	image	NOUN
ajst-17925	60	5	segmentation	segmentation	NOUN
ajst-17925	60	6	remains	remain	VERB
ajst-17925	60	7	a	a	DET
ajst-17925	60	8	challenging	challenging	ADJ
ajst-17925	60	9	task	task	NOUN
ajst-17925	60	10	that	that	PRON
ajst-17925	60	11	requires	require	VERB
ajst-17925	60	12	a	a	DET
ajst-17925	60	13	trade	trade	NOUN
ajst-17925	60	14	-	-	PUNCT
ajst-17925	60	15	off	off	NOUN
ajst-17925	60	16	between	between	ADP
ajst-17925	60	17	computational	computational	ADJ
ajst-17925	60	18	efficiency	efficiency	NOUN
ajst-17925	60	19	and	and	CCONJ
ajst-17925	60	20	accuracy	accuracy	NOUN
ajst-17925	60	21	.	.	PUNCT
ajst-17925	61	1	the	the	DET
ajst-17925	61	2	application	application	NOUN
ajst-17925	61	3	of	of	ADP
ajst-17925	61	4	deep	deep	ADJ
ajst-17925	61	5	learning	learning	NOUN
ajst-17925	61	6	in	in	ADP
ajst-17925	61	7	the	the	DET
ajst-17925	61	8	field	field	NOUN
ajst-17925	61	9	of	of	ADP
ajst-17925	61	10	image	image	NOUN
ajst-17925	61	11	segmentation	segmentation	NOUN
ajst-17925	61	12	has	have	AUX
ajst-17925	61	13	developed	develop	VERB
ajst-17925	61	14	rapidly	rapidly	ADV
ajst-17925	61	15	,	,	PUNCT
ajst-17925	61	16	and	and	CCONJ
ajst-17925	61	17	it	it	PRON
ajst-17925	61	18	has	have	AUX
ajst-17925	61	19	achieved	achieve	VERB
ajst-17925	61	20	great	great	ADJ
ajst-17925	61	21	success	success	NOUN
ajst-17925	61	22	in	in	ADP
ajst-17925	61	23	many	many	ADJ
ajst-17925	61	24	fields	field	NOUN
ajst-17925	61	25	.	.	PUNCT
ajst-17925	62	1	in	in	ADP
ajst-17925	62	2	medical	medical	ADJ
ajst-17925	62	3	image	image	NOUN
ajst-17925	62	4	segmentation	segmentation	NOUN
ajst-17925	62	5	,	,	PUNCT
ajst-17925	62	6	for	for	ADP
ajst-17925	62	7	example	example	NOUN
ajst-17925	62	8	,	,	PUNCT
ajst-17925	62	9	deep	deep	ADJ
ajst-17925	62	10	learning	learning	NOUN
ajst-17925	62	11	is	be	AUX
ajst-17925	62	12	already	already	ADV
ajst-17925	62	13	being	be	AUX
ajst-17925	62	14	used	use	VERB
ajst-17925	62	15	to	to	PART
ajst-17925	62	16	identify	identify	VERB
ajst-17925	62	17	tumors	tumor	NOUN
ajst-17925	62	18	,	,	PUNCT
ajst-17925	62	19	organs	organ	NOUN
ajst-17925	62	20	,	,	PUNCT
ajst-17925	62	21	and	and	CCONJ
ajst-17925	62	22	lesions	lesion	NOUN
ajst-17925	62	23	,	,	PUNCT
ajst-17925	62	24	helping	help	VERB
ajst-17925	62	25	doctors	doctor	NOUN
ajst-17925	62	26	make	make	VERB
ajst-17925	62	27	more	more	ADV
ajst-17925	62	28	accurate	accurate	ADJ
ajst-17925	62	29	diagnosis	diagnosis	NOUN
ajst-17925	62	30	and	and	CCONJ
ajst-17925	62	31	treatment	treatment	NOUN
ajst-17925	62	32	decisions	decision	NOUN
ajst-17925	62	33	.	.	PUNCT
ajst-17925	63	1	in	in	ADP
ajst-17925	63	2	the	the	DET
ajst-17925	63	3	field	field	NOUN
ajst-17925	63	4	of	of	ADP
ajst-17925	63	5	autonomous	autonomous	ADJ
ajst-17925	63	6	driving	driving	NOUN
ajst-17925	63	7	,	,	PUNCT
ajst-17925	63	8	image	image	NOUN
ajst-17925	63	9	segmentation	segmentation	NOUN
ajst-17925	63	10	is	be	AUX
ajst-17925	63	11	used	use	VERB
ajst-17925	63	12	to	to	PART
ajst-17925	63	13	detect	detect	VERB
ajst-17925	63	14	and	and	CCONJ
ajst-17925	63	15	track	track	NOUN
ajst-17925	63	16	roads	road	NOUN
ajst-17925	63	17	,	,	PUNCT
ajst-17925	63	18	pedestrians	pedestrian	NOUN
ajst-17925	63	19	and	and	CCONJ
ajst-17925	63	20	other	other	ADJ
ajst-17925	63	21	vehicles	vehicle	NOUN
ajst-17925	63	22	,	,	PUNCT
ajst-17925	63	23	thereby	thereby	ADV
ajst-17925	63	24	improving	improve	VERB
ajst-17925	63	25	vehicle	vehicle	NOUN
ajst-17925	63	26	safety	safety	NOUN
ajst-17925	63	27	and	and	CCONJ
ajst-17925	63	28	the	the	DET
ajst-17925	63	29	performance	performance	NOUN
ajst-17925	63	30	of	of	ADP
ajst-17925	63	31	autonomous	autonomous	ADJ
ajst-17925	63	32	driving	driving	NOUN
ajst-17925	63	33	systems	system	NOUN
ajst-17925	63	34	.	.	PUNCT
ajst-17925	64	1	in	in	ADP
ajst-17925	64	2	addition	addition	NOUN
ajst-17925	64	3	,	,	PUNCT
ajst-17925	64	4	image	image	NOUN
ajst-17925	64	5	segmentation	segmentation	NOUN
ajst-17925	64	6	is	be	AUX
ajst-17925	64	7	also	also	ADV
ajst-17925	64	8	widely	widely	ADV
ajst-17925	64	9	used	use	VERB
ajst-17925	64	10	in	in	ADP
ajst-17925	64	11	uav	uav	PROPN
ajst-17925	64	12	,	,	PUNCT
ajst-17925	64	13	agriculture	agriculture	PROPN
ajst-17925	64	14	,	,	PUNCT
ajst-17925	64	15	geographic	geographic	ADJ
ajst-17925	64	16	information	information	NOUN
ajst-17925	64	17	system	system	NOUN
ajst-17925	64	18	and	and	CCONJ
ajst-17925	64	19	other	other	ADJ
ajst-17925	64	20	fields	field	NOUN
ajst-17925	64	21	.	.	PUNCT
ajst-17925	65	1	in	in	ADP
ajst-17925	65	2	conclusion	conclusion	NOUN
ajst-17925	65	3	,	,	PUNCT
ajst-17925	65	4	the	the	DET
ajst-17925	65	5	application	application	NOUN
ajst-17925	65	6	development	development	NOUN
ajst-17925	65	7	of	of	ADP
ajst-17925	65	8	image	image	NOUN
ajst-17925	65	9	segmentation	segmentation	NOUN
ajst-17925	65	10	technology	technology	NOUN
ajst-17925	65	11	based	base	VERB
ajst-17925	65	12	on	on	ADP
ajst-17925	65	13	deep	deep	ADJ
ajst-17925	65	14	learning	learning	NOUN
ajst-17925	65	15	is	be	AUX
ajst-17925	65	16	very	very	ADV
ajst-17925	65	17	important	important	ADJ
ajst-17925	65	18	in	in	ADP
ajst-17925	65	19	different	different	ADJ
ajst-17925	65	20	fields	field	NOUN
ajst-17925	65	21	,	,	PUNCT
ajst-17925	65	22	which	which	PRON
ajst-17925	65	23	not	not	PART
ajst-17925	65	24	only	only	ADV
ajst-17925	65	25	improves	improve	VERB
ajst-17925	65	26	the	the	DET
ajst-17925	65	27	accuracy	accuracy	NOUN
ajst-17925	65	28	of	of	ADP
ajst-17925	65	29	segmentation	segmentation	NOUN
ajst-17925	65	30	,	,	PUNCT
ajst-17925	65	31	but	but	CCONJ
ajst-17925	65	32	also	also	ADV
ajst-17925	65	33	makes	make	VERB
ajst-17925	65	34	the	the	DET
ajst-17925	65	35	calculation	calculation	NOUN
ajst-17925	65	36	more	more	ADV
ajst-17925	65	37	efficient	efficient	ADJ
ajst-17925	65	38	.	.	PUNCT
ajst-17925	66	1	as	as	SCONJ
ajst-17925	66	2	the	the	DET
ajst-17925	66	3	technology	technology	NOUN
ajst-17925	66	4	continues	continue	VERB
ajst-17925	66	5	to	to	PART
ajst-17925	66	6	evolve	evolve	VERB
ajst-17925	66	7	,	,	PUNCT
ajst-17925	66	8	we	we	PRON
ajst-17925	66	9	can	can	AUX
ajst-17925	66	10	expect	expect	VERB
ajst-17925	66	11	more	more	ADJ
ajst-17925	66	12	innovations	innovation	NOUN
ajst-17925	66	13	and	and	CCONJ
ajst-17925	66	14	improvements	improvement	NOUN
ajst-17925	66	15	to	to	PART
ajst-17925	66	16	make	make	VERB
ajst-17925	66	17	image	image	NOUN
ajst-17925	66	18	segmentation	segmentation	NOUN
ajst-17925	66	19	technology	technology	NOUN
ajst-17925	66	20	more	more	ADV
ajst-17925	66	21	successful	successful	ADJ
ajst-17925	66	22	in	in	ADP
ajst-17925	66	23	various	various	ADJ
ajst-17925	66	24	fields	field	NOUN
ajst-17925	66	25	.	.	PUNCT
ajst-17925	67	1	3	3	X
ajst-17925	67	2	.	.	X
ajst-17925	67	3	methodology	methodology	NOUN
ajst-17925	67	4	this	this	DET
ajst-17925	67	5	paper	paper	NOUN
ajst-17925	67	6	mainly	mainly	ADV
ajst-17925	67	7	introduces	introduce	VERB
ajst-17925	67	8	a	a	DET
ajst-17925	67	9	lightweight	lightweight	ADJ
ajst-17925	67	10	medical	medical	ADJ
ajst-17925	67	11	image	image	NOUN
ajst-17925	67	12	segmentation	segmentation	NOUN
ajst-17925	67	13	network	network	NOUN
ajst-17925	67	14	named	name	VERB
ajst-17925	67	15	segnetr	segnetr	PROPN
ajst-17925	67	16	,	,	PUNCT
ajst-17925	67	17	and	and	CCONJ
ajst-17925	67	18	rethinks	rethink	VERB
ajst-17925	67	19	and	and	CCONJ
ajst-17925	67	20	improves	improve	VERB
ajst-17925	67	21	the	the	DET
ajst-17925	67	22	local	local	ADJ
ajst-17925	67	23	global	global	ADJ
ajst-17925	67	24	interaction	interaction	NOUN
ajst-17925	67	25	and	and	CCONJ
ajst-17925	67	26	long	long	ADJ
ajst-17925	67	27	jump	jump	NOUN
ajst-17925	67	28	connection	connection	NOUN
ajst-17925	67	29	operation	operation	NOUN
ajst-17925	67	30	in	in	ADP
ajst-17925	67	31	traditional	traditional	ADJ
ajst-17925	67	32	codec	codec	NOUN
ajst-17925	67	33	networks	network	NOUN
ajst-17925	67	34	.	.	PUNCT
ajst-17925	68	1	in	in	ADP
ajst-17925	68	2	the	the	DET
ajst-17925	68	3	field	field	NOUN
ajst-17925	68	4	of	of	ADP
ajst-17925	68	5	medical	medical	ADJ
ajst-17925	68	6	image	image	NOUN
ajst-17925	68	7	segmentation	segmentation	NOUN
ajst-17925	68	8	,	,	PUNCT
ajst-17925	68	9	u	u	NOUN
ajst-17925	68	10	-	-	ADJ
ajst-17925	68	11	net	net	ADJ
ajst-17925	68	12	type	type	NOUN
ajst-17925	68	13	network	network	NOUN
ajst-17925	68	14	has	have	AUX
ajst-17925	68	15	basically	basically	ADV
ajst-17925	68	16	become	become	VERB
ajst-17925	68	17	the	the	DET
ajst-17925	68	18	mainstream	mainstream	NOUN
ajst-17925	68	19	.	.	PUNCT
ajst-17925	69	1	however	however	ADV
ajst-17925	69	2	,	,	PUNCT
ajst-17925	69	3	u	u	NOUN
ajst-17925	69	4	-	-	NOUN
ajst-17925	69	5	net	net	NOUN
ajst-17925	69	6	still	still	ADV
ajst-17925	69	7	has	have	VERB
ajst-17925	69	8	some	some	DET
ajst-17925	69	9	shortcomings	shortcoming	NOUN
ajst-17925	69	10	in	in	ADP
ajst-17925	69	11	capturing	capture	VERB
ajst-17925	69	12	long	long	ADJ
ajst-17925	69	13	-	-	PUNCT
ajst-17925	69	14	distance	distance	NOUN
ajst-17925	69	15	context	context	NOUN
ajst-17925	69	16	dependencies	dependency	NOUN
ajst-17925	69	17	based	base	VERB
ajst-17925	69	18	on	on	ADP
ajst-17925	69	19	convolutional	convolutional	ADJ
ajst-17925	69	20	operations	operation	NOUN
ajst-17925	69	21	,	,	PUNCT
ajst-17925	69	22	which	which	PRON
ajst-17925	69	23	increases	increase	VERB
ajst-17925	69	24	the	the	DET
ajst-17925	69	25	parameter	parameter	NOUN
ajst-17925	69	26	and	and	CCONJ
ajst-17925	69	27	computational	computational	ADJ
ajst-17925	69	28	complexity	complexity	NOUN
ajst-17925	69	29	of	of	ADP
ajst-17925	69	30	the	the	DET
ajst-17925	69	31	network	network	NOUN
ajst-17925	69	32	or	or	CCONJ
ajst-17925	69	33	simply	simply	ADV
ajst-17925	69	34	integrates	integrate	VERB
ajst-17925	69	35	the	the	DET
ajst-17925	69	36	features	feature	NOUN
ajst-17925	69	37	of	of	ADP
ajst-17925	69	38	the	the	DET
ajst-17925	69	39	encoder	encoder	NOUN
ajst-17925	69	40	and	and	CCONJ
ajst-17925	69	41	decoder	decoder	NOUN
ajst-17925	69	42	,	,	PUNCT
ajst-17925	69	43	ignoring	ignore	VERB
ajst-17925	69	44	the	the	DET
ajst-17925	69	45	correlation	correlation	NOUN
ajst-17925	69	46	between	between	ADP
ajst-17925	69	47	their	their	PRON
ajst-17925	69	48	spatial	spatial	ADJ
ajst-17925	69	49	positions	position	NOUN
ajst-17925	69	50	.	.	PUNCT
ajst-17925	70	1	to	to	PART
ajst-17925	70	2	solve	solve	VERB
ajst-17925	70	3	the	the	DET
ajst-17925	70	4	above	above	ADJ
ajst-17925	70	5	problems	problem	NOUN
ajst-17925	70	6	,	,	PUNCT
ajst-17925	70	7	the	the	DET
ajst-17925	70	8	paper	paper	NOUN
ajst-17925	70	9	introduces	introduce	VERB
ajst-17925	70	10	a	a	DET
ajst-17925	70	11	novel	novel	ADJ
ajst-17925	70	12	segnetr	segnetr	NOUN
ajst-17925	70	13	block	block	NOUN
ajst-17925	70	14	,	,	PUNCT
ajst-17925	70	15	which	which	PRON
ajst-17925	70	16	can	can	AUX
ajst-17925	70	17	dynamically	dynamically	ADV
ajst-17925	70	18	perform	perform	VERB
ajst-17925	70	19	local	local	ADJ
ajst-17925	70	20	-	-	PUNCT
ajst-17925	70	21	global	global	ADJ
ajst-17925	70	22	interaction	interaction	NOUN
ajst-17925	70	23	at	at	ADP
ajst-17925	70	24	any	any	DET
ajst-17925	70	25	stage	stage	NOUN
ajst-17925	70	26	and	and	CCONJ
ajst-17925	70	27	has	have	VERB
ajst-17925	70	28	linear	linear	ADJ
ajst-17925	70	29	complexity	complexity	NOUN
ajst-17925	70	30	3.1	3.1	NUM
ajst-17925	70	31	.	.	PUNCT
ajst-17925	71	1	the	the	DET
ajst-17925	71	2	parameters	parameter	NOUN
ajst-17925	71	3	and	and	CCONJ
ajst-17925	71	4	model	model	NOUN
ajst-17925	71	5	of	of	ADP
ajst-17925	71	6	segnetr	segnetr	PROPN
ajst-17925	71	7	segnetr	segnetr	PROPN
ajst-17925	71	8	is	be	AUX
ajst-17925	71	9	a	a	DET
ajst-17925	71	10	typical	typical	ADJ
ajst-17925	71	11	hierarchical	hierarchical	ADJ
ajst-17925	71	12	u	u	NOUN
ajst-17925	71	13	network	network	NOUN
ajst-17925	71	14	,	,	PUNCT
ajst-17925	71	15	which	which	PRON
ajst-17925	71	16	includes	include	VERB
ajst-17925	71	17	segnetr	segnetr	NOUN
ajst-17925	71	18	block	block	NOUN
ajst-17925	71	19	and	and	CCONJ
ajst-17925	71	20	irsc	irsc	NOUN
ajst-17925	71	21	two	two	NUM
ajst-17925	71	22	important	important	ADJ
ajst-17925	71	23	components	component	NOUN
ajst-17925	71	24	.	.	PUNCT
ajst-17925	72	1	in	in	ADP
ajst-17925	72	2	order	order	NOUN
ajst-17925	72	3	to	to	PART
ajst-17925	72	4	make	make	VERB
ajst-17925	72	5	the	the	DET
ajst-17925	72	6	network	network	NOUN
ajst-17925	72	7	more	more	ADV
ajst-17925	72	8	lightweight	lightweight	ADJ
ajst-17925	72	9	,	,	PUNCT
ajst-17925	72	10	the	the	DET
ajst-17925	72	11	authors	author	NOUN
ajst-17925	72	12	base	base	VERB
ajst-17925	72	13	on	on	ADP
ajst-17925	72	14	mbconv	mbconv	NOUN
ajst-17925	72	15	as	as	ADP
ajst-17925	72	16	the	the	DET
ajst-17925	72	17	underlying	underlie	VERB
ajst-17925	72	18	convolution	convolution	NOUN
ajst-17925	72	19	building	building	NOUN
ajst-17925	72	20	block	block	NOUN
ajst-17925	72	21	.	.	PUNCT
ajst-17925	73	1	the	the	DET
ajst-17925	73	2	segnetr	segnetr	NOUN
ajst-17925	73	3	block	block	NOUN
ajst-17925	73	4	enables	enable	VERB
ajst-17925	73	5	dynamic	dynamic	ADJ
ajst-17925	73	6	local	local	ADJ
ajst-17925	73	7	-	-	PUNCT
ajst-17925	73	8	global	global	ADJ
ajst-17925	73	9	interactions	interaction	NOUN
ajst-17925	73	10	at	at	ADP
ajst-17925	73	11	the	the	DET
ajst-17925	73	12	encoder	encoder	NOUN
ajst-17925	73	13	and	and	CCONJ
ajst-17925	73	14	decoder	decoder	NOUN
ajst-17925	73	15	stages	stage	NOUN
ajst-17925	73	16	.	.	PUNCT
ajst-17925	74	1	use	use	VERB
ajst-17925	74	2	patch	patch	NOUN
ajst-17925	74	3	merging	merge	VERB
ajst-17925	74	4	to	to	PART
ajst-17925	74	5	reduce	reduce	VERB
ajst-17925	74	6	resolution	resolution	NOUN
ajst-17925	74	7	by	by	ADP
ajst-17925	74	8	up	up	ADP
ajst-17925	74	9	to	to	PART
ajst-17925	74	10	twice	twice	ADV
ajst-17925	74	11	without	without	ADP
ajst-17925	74	12	losing	lose	VERB
ajst-17925	74	13	the	the	DET
ajst-17925	74	14	original	original	ADJ
ajst-17925	74	15	image	image	NOUN
ajst-17925	74	16	information	information	NOUN
ajst-17925	74	17	.	.	PUNCT
ajst-17925	75	1	figure	figure	VERB
ajst-17925	75	2	3	3	NUM
ajst-17925	75	3	.	.	PUNCT
ajst-17925	75	4	segnetr	segnetr	PROPN
ajst-17925	75	5	model	model	NOUN
ajst-17925	75	6	structure	structure	NOUN
ajst-17925	75	7	in	in	ADP
ajst-17925	75	8	addition	addition	NOUN
ajst-17925	75	9	,	,	PUNCT
ajst-17925	75	10	irsc	irsc	NOUN
ajst-17925	75	11	is	be	AUX
ajst-17925	75	12	used	use	VERB
ajst-17925	75	13	in	in	ADP
ajst-17925	75	14	practical	practical	ADJ
ajst-17925	75	15	applications	application	NOUN
ajst-17925	75	16	to	to	PART
ajst-17925	75	17	fuse	fuse	VERB
ajst-17925	75	18	the	the	DET
ajst-17925	75	19	characteristics	characteristic	NOUN
ajst-17925	75	20	of	of	ADP
ajst-17925	75	21	the	the	DET
ajst-17925	75	22	encoder	encoder	NOUN
ajst-17925	75	23	and	and	CCONJ
ajst-17925	75	24	decoder	decoder	NOUN
ajst-17925	75	25	,	,	PUNCT
ajst-17925	75	26	reducing	reduce	VERB
ajst-17925	75	27	the	the	DET
ajst-17925	75	28	loss	loss	NOUN
ajst-17925	75	29	of	of	ADP
ajst-17925	75	30	detail	detail	NOUN
ajst-17925	75	31	information	information	NOUN
ajst-17925	75	32	as	as	SCONJ
ajst-17925	75	33	the	the	DET
ajst-17925	75	34	network	network	NOUN
ajst-17925	75	35	increases	increase	VERB
ajst-17925	75	36	in	in	ADP
ajst-17925	75	37	depth	depth	NOUN
ajst-17925	75	38	.	.	PUNCT
ajst-17925	76	1	227	227	NUM
ajst-17925	76	2	figure	figure	NOUN
ajst-17925	76	3	4	4	NUM
ajst-17925	76	4	.	.	NOUN
ajst-17925	76	5	mbconv	mbconv	NOUN
ajst-17925	76	6	and	and	CCONJ
ajst-17925	76	7	fused	fuse	VERB
ajst-17925	76	8	-	-	PUNCT
ajst-17925	76	9	mbconv	mbconv	NOUN
ajst-17925	76	10	in	in	ADP
ajst-17925	76	11	efficientnetv2	efficientnetv2	PROPN
ajst-17925	76	12	3.2	3.2	NUM
ajst-17925	76	13	.	.	PUNCT
ajst-17925	77	1	context	context	NOUN
ajst-17925	77	2	capture	capture	NOUN
ajst-17925	77	3	segnetr	segnetr	PROPN
ajst-17925	77	4	is	be	AUX
ajst-17925	77	5	the	the	DET
ajst-17925	77	6	core	core	NOUN
ajst-17925	77	7	component	component	NOUN
ajst-17925	77	8	of	of	ADP
ajst-17925	77	9	the	the	DET
ajst-17925	77	10	entire	entire	ADJ
ajst-17925	77	11	network	network	NOUN
ajst-17925	77	12	.	.	PUNCT
ajst-17925	78	1	it	it	PRON
ajst-17925	78	2	implements	implement	VERB
ajst-17925	78	3	dynamic	dynamic	ADJ
ajst-17925	78	4	processing	processing	NOUN
ajst-17925	78	5	of	of	ADP
ajst-17925	78	6	features	feature	NOUN
ajst-17925	78	7	through	through	ADP
ajst-17925	78	8	localglobal	localglobal	ADJ
ajst-17925	78	9	interaction	interaction	NOUN
ajst-17925	78	10	.	.	PUNCT
ajst-17925	79	1	it	it	PRON
ajst-17925	79	2	uses	use	VERB
ajst-17925	79	3	mbconv	mbconv	NOUN
ajst-17925	79	4	as	as	SCONJ
ajst-17925	79	5	the	the	DET
ajst-17925	79	6	base	base	NOUN
ajst-17925	79	7	convolution	convolution	NOUN
ajst-17925	79	8	module	module	NOUN
ajst-17925	79	9	and	and	CCONJ
ajst-17925	79	10	introduces	introduce	NOUN
ajst-17925	79	11	local	local	ADJ
ajst-17925	79	12	and	and	CCONJ
ajst-17925	79	13	global	global	ADJ
ajst-17925	79	14	branches	branch	NOUN
ajst-17925	79	15	to	to	PART
ajst-17925	79	16	enable	enable	VERB
ajst-17925	79	17	interaction	interaction	NOUN
ajst-17925	79	18	.	.	PUNCT
ajst-17925	80	1	therefore	therefore	ADV
ajst-17925	80	2	,	,	PUNCT
ajst-17925	80	3	the	the	DET
ajst-17925	80	4	local	local	ADJ
ajst-17925	80	5	interaction	interaction	NOUN
ajst-17925	80	6	is	be	AUX
ajst-17925	80	7	realized	realize	VERB
ajst-17925	80	8	by	by	ADP
ajst-17925	80	9	calculating	calculate	VERB
ajst-17925	80	10	the	the	DET
ajst-17925	80	11	attention	attention	NOUN
ajst-17925	80	12	matrix	matrix	NOUN
ajst-17925	80	13	of	of	ADP
ajst-17925	80	14	non	non	ADJ
ajst-17925	80	15	-	-	ADJ
ajst-17925	80	16	overlapping	overlapping	ADJ
ajst-17925	80	17	small	small	ADJ
ajst-17925	80	18	patches	patch	NOUN
ajst-17925	80	19	when	when	SCONJ
ajst-17925	80	20	implementing	implement	VERB
ajst-17925	80	21	the	the	DET
ajst-17925	80	22	local	local	ADJ
ajst-17925	80	23	branch	branch	NOUN
ajst-17925	80	24	of	of	ADP
ajst-17925	80	25	context	context	NOUN
ajst-17925	80	26	capture	capture	NOUN
ajst-17925	80	27	.	.	PUNCT
ajst-17925	81	1	global	global	ADJ
ajst-17925	81	2	branches	branch	NOUN
ajst-17925	81	3	realize	realize	VERB
ajst-17925	81	4	global	global	ADJ
ajst-17925	81	5	interaction	interaction	NOUN
ajst-17925	81	6	through	through	ADP
ajst-17925	81	7	aggregation	aggregation	NOUN
ajst-17925	81	8	and	and	CCONJ
ajst-17925	81	9	displacement	displacement	NOUN
ajst-17925	81	10	of	of	ADP
ajst-17925	81	11	discontinuous	discontinuous	ADJ
ajst-17925	81	12	patches	patch	NOUN
ajst-17925	81	13	in	in	ADP
ajst-17925	81	14	space	space	NOUN
ajst-17925	81	15	.	.	PUNCT
ajst-17925	82	1	local	local	ADJ
ajst-17925	82	2	and	and	CCONJ
ajst-17925	82	3	global	global	ADJ
ajst-17925	82	4	branches	branch	NOUN
ajst-17925	82	5	are	be	AUX
ajst-17925	82	6	finally	finally	ADV
ajst-17925	82	7	fused	fuse	VERB
ajst-17925	82	8	by	by	ADP
ajst-17925	82	9	weighted	weight	VERB
ajst-17925	82	10	summation	summation	NOUN
ajst-17925	82	11	.	.	PUNCT
ajst-17925	83	1	this	this	DET
ajst-17925	83	2	design	design	NOUN
ajst-17925	83	3	not	not	PART
ajst-17925	83	4	only	only	ADV
ajst-17925	83	5	reduces	reduce	VERB
ajst-17925	83	6	the	the	DET
ajst-17925	83	7	computational	computational	ADJ
ajst-17925	83	8	complexity	complexity	NOUN
ajst-17925	83	9	,	,	PUNCT
ajst-17925	83	10	but	but	CCONJ
ajst-17925	83	11	also	also	ADV
ajst-17925	83	12	better	well	ADV
ajst-17925	83	13	captures	capture	VERB
ajst-17925	83	14	the	the	DET
ajst-17925	83	15	local	local	ADJ
ajst-17925	83	16	and	and	CCONJ
ajst-17925	83	17	global	global	ADJ
ajst-17925	83	18	information	information	NOUN
ajst-17925	83	19	in	in	ADP
ajst-17925	83	20	the	the	DET
ajst-17925	83	21	image	image	NOUN
ajst-17925	83	22	.	.	PUNCT
ajst-17925	84	1	the	the	DET
ajst-17925	84	2	main	main	ADJ
ajst-17925	84	3	process	process	NOUN
ajst-17925	84	4	structure	structure	NOUN
ajst-17925	84	5	is	be	AUX
ajst-17925	84	6	as	as	SCONJ
ajst-17925	84	7	follows	follow	VERB
ajst-17925	84	8	:	:	PUNCT
ajst-17925	84	9	figure	figure	NOUN
ajst-17925	84	10	5	5	NUM
ajst-17925	84	11	.	.	PUNCT
ajst-17925	85	1	context	context	PROPN
ajst-17925	85	2	capture	capture	NOUN
ajst-17925	85	3	structure	structure	NOUN
ajst-17925	85	4	diagram	diagram	VERB
ajst-17925	85	5	the	the	DET
ajst-17925	85	6	information	information	NOUN
ajst-17925	85	7	retention	retention	NOUN
ajst-17925	85	8	skip	skip	ADJ
ajst-17925	85	9	connection	connection	NOUN
ajst-17925	85	10	realizes	realize	VERB
ajst-17925	85	11	the	the	DET
ajst-17925	85	12	fusion	fusion	NOUN
ajst-17925	85	13	of	of	ADP
ajst-17925	85	14	encoder	encoder	NOUN
ajst-17925	85	15	and	and	CCONJ
ajst-17925	85	16	decoder	decoder	NOUN
ajst-17925	85	17	features	feature	NOUN
ajst-17925	85	18	by	by	ADP
ajst-17925	85	19	patch	patch	NOUN
ajst-17925	85	20	merging	merging	NOUN
ajst-17925	85	21	and	and	CCONJ
ajst-17925	85	22	patch	patch	NOUN
ajst-17925	85	23	reverse	reverse	NOUN
ajst-17925	85	24	.	.	PUNCT
ajst-17925	86	1	among	among	ADP
ajst-17925	86	2	them	they	PRON
ajst-17925	86	3	,	,	PUNCT
ajst-17925	86	4	the	the	DET
ajst-17925	86	5	specific	specific	ADJ
ajst-17925	86	6	operation	operation	NOUN
ajst-17925	86	7	of	of	ADP
ajst-17925	86	8	patch	patch	NOUN
ajst-17925	86	9	merging	merging	NOUN
ajst-17925	86	10	reduces	reduce	VERB
ajst-17925	86	11	the	the	DET
ajst-17925	86	12	resolution	resolution	NOUN
ajst-17925	86	13	of	of	ADP
ajst-17925	86	14	the	the	DET
ajst-17925	86	15	input	input	NOUN
ajst-17925	86	16	feature	feature	NOUN
ajst-17925	86	17	map	map	NOUN
ajst-17925	86	18	,	,	PUNCT
ajst-17925	86	19	while	while	SCONJ
ajst-17925	86	20	expanding	expand	VERB
ajst-17925	86	21	the	the	DET
ajst-17925	86	22	channel	channel	NOUN
ajst-17925	86	23	dimension	dimension	NOUN
ajst-17925	86	24	to	to	PART
ajst-17925	86	25	retain	retain	VERB
ajst-17925	86	26	more	more	ADJ
ajst-17925	86	27	highresolution	highresolution	NOUN
ajst-17925	86	28	detail	detail	NOUN
ajst-17925	86	29	information	information	NOUN
ajst-17925	86	30	.	.	PUNCT
ajst-17925	87	1	patch	patch	ADJ
ajst-17925	87	2	reverse	reverse	NOUN
ajst-17925	87	3	is	be	AUX
ajst-17925	87	4	used	use	VERB
ajst-17925	87	5	to	to	PART
ajst-17925	87	6	restore	restore	VERB
ajst-17925	87	7	the	the	DET
ajst-17925	87	8	spatial	spatial	ADJ
ajst-17925	87	9	resolution	resolution	NOUN
ajst-17925	87	10	of	of	ADP
ajst-17925	87	11	the	the	DET
ajst-17925	87	12	encoder	encoder	NOUN
ajst-17925	87	13	and	and	CCONJ
ajst-17925	87	14	fuse	fuse	VERB
ajst-17925	87	15	it	it	PRON
ajst-17925	87	16	with	with	ADP
ajst-17925	87	17	the	the	DET
ajst-17925	87	18	upsampled	upsample	VERB
ajst-17925	87	19	features	feature	NOUN
ajst-17925	87	20	of	of	ADP
ajst-17925	87	21	the	the	DET
ajst-17925	87	22	decoder	decoder	NOUN
ajst-17925	87	23	.	.	PUNCT
ajst-17925	88	1	in	in	ADP
ajst-17925	88	2	this	this	DET
ajst-17925	88	3	way	way	NOUN
ajst-17925	88	4	,	,	PUNCT
ajst-17925	88	5	the	the	DET
ajst-17925	88	6	detail	detail	NOUN
ajst-17925	88	7	and	and	CCONJ
ajst-17925	88	8	position	position	NOUN
ajst-17925	88	9	information	information	NOUN
ajst-17925	88	10	of	of	ADP
ajst-17925	88	11	the	the	DET
ajst-17925	88	12	feature	feature	NOUN
ajst-17925	88	13	map	map	NOUN
ajst-17925	88	14	can	can	AUX
ajst-17925	88	15	be	be	AUX
ajst-17925	88	16	recovered	recover	VERB
ajst-17925	88	17	better	well	ADV
ajst-17925	88	18	,	,	PUNCT
ajst-17925	88	19	and	and	CCONJ
ajst-17925	88	20	the	the	DET
ajst-17925	88	21	accuracy	accuracy	NOUN
ajst-17925	88	22	of	of	ADP
ajst-17925	88	23	segmentation	segmentation	NOUN
ajst-17925	88	24	can	can	AUX
ajst-17925	88	25	be	be	AUX
ajst-17925	88	26	improved	improve	VERB
ajst-17925	88	27	.	.	PUNCT
ajst-17925	89	1	3.3	3.3	NUM
ajst-17925	89	2	.	.	PUNCT
ajst-17925	89	3	data	datum	NOUN
ajst-17925	89	4	set	set	VERB
ajst-17925	89	5	segnetr	segnetr	PROPN
ajst-17925	89	6	and	and	CCONJ
ajst-17925	89	7	transunet	transunet	PROPN
ajst-17925	89	8	achieved	achieve	VERB
ajst-17925	89	9	the	the	DET
ajst-17925	89	10	highest	high	ADJ
ajst-17925	89	11	iou	iou	NOUN
ajst-17925	89	12	(	(	PUNCT
ajst-17925	89	13	0.775	0.775	NUM
ajst-17925	89	14	)	)	PUNCT
ajst-17925	89	15	,	,	PUNCT
ajst-17925	89	16	3.9	3.9	NUM
ajst-17925	89	17	%	%	NOUN
ajst-17925	89	18	higher	high	ADJ
ajst-17925	89	19	than	than	ADP
ajst-17925	89	20	the	the	DET
ajst-17925	89	21	benchmark	benchmark	ADJ
ajst-17925	89	22	u	u	NOUN
ajst-17925	89	23	-	-	NOUN
ajst-17925	89	24	net	net	NOUN
ajst-17925	89	25	.	.	PUNCT
ajst-17925	90	1	even	even	ADV
ajst-17925	90	2	segnetr	segnetr	PROPN
ajst-17925	90	3	-	-	PUNCT
ajst-17925	90	4	s	s	NOUN
ajst-17925	90	5	with	with	ADP
ajst-17925	90	6	fewer	few	ADJ
ajst-17925	90	7	parameters	parameter	NOUN
ajst-17925	90	8	can	can	AUX
ajst-17925	90	9	achieve	achieve	VERB
ajst-17925	90	10	similar	similar	ADJ
ajst-17925	90	11	segmentation	segmentation	NOUN
ajst-17925	90	12	performance	performance	NOUN
ajst-17925	90	13	to	to	ADP
ajst-17925	90	14	unext	unext	PROPN
ajst-17925	90	15	-	-	PUNCT
ajst-17925	90	16	l.	l.	NOUN
ajst-17925	90	17	on	on	ADP
ajst-17925	90	18	the	the	DET
ajst-17925	90	19	ph2	ph2	NOUN
ajst-17925	90	20	dataset	dataset	NOUN
ajst-17925	90	21	,	,	PUNCT
ajst-17925	90	22	we	we	PRON
ajst-17925	90	23	observed	observe	VERB
ajst-17925	90	24	that	that	SCONJ
ajst-17925	90	25	the	the	DET
ajst-17925	90	26	transformer	transformer	NOUN
ajst-17925	90	27	-	-	PUNCT
ajst-17925	90	28	based	base	VERB
ajst-17925	90	29	method	method	NOUN
ajst-17925	90	30	swin	swin	PROPN
ajst-17925	90	31	-	-	PUNCT
ajst-17925	90	32	unet	unet	NOUN
ajst-17925	90	33	has	have	VERB
ajst-17925	90	34	the	the	DET
ajst-17925	90	35	worst	bad	ADJ
ajst-17925	90	36	segmentation	segmentation	NOUN
ajst-17925	90	37	performance	performance	NOUN
ajst-17925	90	38	,	,	PUNCT
ajst-17925	90	39	which	which	PRON
ajst-17925	90	40	is	be	AUX
ajst-17925	90	41	directly	directly	ADV
ajst-17925	90	42	related	relate	VERB
ajst-17925	90	43	to	to	ADP
ajst-17925	90	44	the	the	DET
ajst-17925	90	45	amount	amount	NOUN
ajst-17925	90	46	of	of	ADP
ajst-17925	90	47	data	datum	NOUN
ajst-17925	90	48	in	in	ADP
ajst-17925	90	49	the	the	DET
ajst-17925	90	50	target	target	NOUN
ajst-17925	90	51	dataset	dataset	NOUN
ajst-17925	90	52	.	.	PUNCT
ajst-17925	91	1	the	the	DET
ajst-17925	91	2	proposed	propose	VERB
ajst-17925	91	3	method	method	NOUN
ajst-17925	91	4	achieves	achieve	VERB
ajst-17925	91	5	the	the	DET
ajst-17925	91	6	best	good	ADJ
ajst-17925	91	7	segmentation	segmentation	NOUN
ajst-17925	91	8	performance	performance	NOUN
ajst-17925	91	9	on	on	ADP
ajst-17925	91	10	the	the	DET
ajst-17925	91	11	data	datum	NOUN
ajst-17925	91	12	set	set	VERB
ajst-17925	91	13	and	and	CCONJ
ajst-17925	91	14	keeps	keep	VERB
ajst-17925	91	15	the	the	DET
ajst-17925	91	16	computation	computation	NOUN
ajst-17925	91	17	cost	cost	NOUN
ajst-17925	91	18	low	low	ADJ
ajst-17925	91	19	.	.	PUNCT
ajst-17925	91	20	table	table	NOUN
ajst-17925	91	21	1	1	NUM
ajst-17925	91	22	.	.	PUNCT
ajst-17925	91	23	quantitative	quantitative	ADJ
ajst-17925	91	24	results	result	NOUN
ajst-17925	91	25	on	on	ADP
ajst-17925	91	26	tnscui	tnscui	PROPN
ajst-17925	91	27	and	and	CCONJ
ajst-17925	91	28	acdc	acdc	PROPN
ajst-17925	91	29	datasets	datasets	PROPN
ajst-17925	91	30	.	.	PUNCT
ajst-17925	92	1	table	table	NOUN
ajst-17925	92	2	results	result	NOUN
ajst-17925	92	3	show	show	VERB
ajst-17925	92	4	that	that	SCONJ
ajst-17925	92	5	segnetr	segnetr	NOUN
ajst-17925	92	6	's	's	PART
ajst-17925	92	7	iou	iou	NOUN
ajst-17925	92	8	and	and	CCONJ
ajst-17925	92	9	dice	dice	NOUN
ajst-17925	92	10	are	be	AUX
ajst-17925	92	11	1.6	1.6	NUM
ajst-17925	92	12	%	%	NOUN
ajst-17925	92	13	and	and	CCONJ
ajst-17925	92	14	0.8	0.8	NUM
ajst-17925	92	15	%	%	NOUN
ajst-17925	92	16	higher	high	ADJ
ajst-17925	92	17	than	than	ADP
ajst-17925	92	18	fatnet	fatnet	NOUN
ajst-17925	92	19	,	,	PUNCT
ajst-17925	92	20	respectively	respectively	ADV
ajst-17925	92	21	,	,	PUNCT
ajst-17925	92	22	while	while	SCONJ
ajst-17925	92	23	gflops	gflop	NOUN
ajst-17925	92	24	are	be	AUX
ajst-17925	92	25	32.65	32.65	NUM
ajst-17925	92	26	lower	low	ADJ
ajst-17925	92	27	.	.	PUNCT
ajst-17925	93	1	in	in	ADP
ajst-17925	93	2	the	the	DET
ajst-17925	93	3	acdc	acdc	PROPN
ajst-17925	93	4	dataset	dataset	PROPN
ajst-17925	93	5	,	,	PUNCT
ajst-17925	93	6	the	the	DET
ajst-17925	93	7	segmentation	segmentation	NOUN
ajst-17925	93	8	of	of	ADP
ajst-17925	93	9	the	the	DET
ajst-17925	93	10	left	left	ADJ
ajst-17925	93	11	ventricle	ventricle	NOUN
ajst-17925	93	12	is	be	AUX
ajst-17925	93	13	relatively	relatively	ADV
ajst-17925	93	14	easy	easy	ADJ
ajst-17925	93	15	,	,	PUNCT
ajst-17925	93	16	and	and	CCONJ
ajst-17925	93	17	u	u	NOUN
ajst-17925	93	18	-	-	NOUN
ajst-17925	93	19	net	net	NOUN
ajst-17925	93	20	has	have	VERB
ajst-17925	93	21	an	an	DET
ajst-17925	93	22	iou	iou	NOUN
ajst-17925	93	23	of	of	ADP
ajst-17925	93	24	0.861	0.861	NUM
ajst-17925	93	25	,	,	PUNCT
ajst-17925	93	26	but	but	CCONJ
ajst-17925	93	27	it	it	PRON
ajst-17925	93	28	is	be	AUX
ajst-17925	93	29	1.1	1.1	NUM
ajst-17925	93	30	%	%	NOUN
ajst-17925	93	31	worse	bad	ADJ
ajst-17925	93	32	than	than	ADP
ajst-17925	93	33	segnetr	segnetr	NOUN
ajst-17925	93	34	.	.	PUNCT
ajst-17925	94	1	the	the	DET
ajst-17925	94	2	myocardium	myocardium	NOUN
ajst-17925	94	3	is	be	AUX
ajst-17925	94	4	located	locate	VERB
ajst-17925	94	5	between	between	ADP
ajst-17925	94	6	the	the	DET
ajst-17925	94	7	left	left	ADJ
ajst-17925	94	8	and	and	CCONJ
ajst-17925	94	9	right	right	ADJ
ajst-17925	94	10	ventricles	ventricle	NOUN
ajst-17925	94	11	in	in	ADP
ajst-17925	94	12	a	a	DET
ajst-17925	94	13	circular	circular	ADJ
ajst-17925	94	14	pattern	pattern	NOUN
ajst-17925	94	15	,	,	PUNCT
ajst-17925	94	16	and	and	CCONJ
ajst-17925	94	17	the	the	DET
ajst-17925	94	18	iou	iou	NOUN
ajst-17925	94	19	of	of	ADP
ajst-17925	94	20	the	the	DET
ajst-17925	94	21	proposed	propose	VERB
ajst-17925	94	22	method	method	NOUN
ajst-17925	94	23	is	be	AUX
ajst-17925	94	24	0.6	0.6	NUM
ajst-17925	94	25	%	%	NOUN
ajst-17925	94	26	higher	high	ADJ
ajst-17925	94	27	than	than	ADP
ajst-17925	94	28	the	the	DET
ajst-17925	94	29	eanet	eanet	NOUN
ajst-17925	94	30	focused	focus	VERB
ajst-17925	94	31	on	on	ADP
ajst-17925	94	32	boundary	boundary	ADJ
ajst-17925	94	33	segmentation	segmentation	NOUN
ajst-17925	94	34	.	.	PUNCT
ajst-17925	95	1	3.4	3.4	NUM
ajst-17925	95	2	.	.	PUNCT
ajst-17925	95	3	experiment	experiment	NOUN
ajst-17925	95	4	results	result	VERB
ajst-17925	95	5	228	228	NUM
ajst-17925	95	6	figure	figure	NOUN
ajst-17925	95	7	6	6	NUM
ajst-17925	95	8	.	.	PUNCT
ajst-17925	96	1	segnetr	segnetr	PROPN
ajst-17925	96	2	image	image	NOUN
ajst-17925	96	3	segmentation	segmentation	NOUN
ajst-17925	96	4	results	result	NOUN
ajst-17925	96	5	as	as	SCONJ
ajst-17925	96	6	shown	show	VERB
ajst-17925	96	7	in	in	ADP
ajst-17925	96	8	the	the	DET
ajst-17925	96	9	figure	figure	NOUN
ajst-17925	96	10	,	,	PUNCT
ajst-17925	96	11	it	it	PRON
ajst-17925	96	12	can	can	AUX
ajst-17925	96	13	be	be	AUX
ajst-17925	96	14	seen	see	VERB
ajst-17925	96	15	that	that	SCONJ
ajst-17925	96	16	segnetr	segnetr	NOUN
ajst-17925	96	17	can	can	AUX
ajst-17925	96	18	accurately	accurately	ADV
ajst-17925	96	19	describe	describe	VERB
ajst-17925	96	20	skin	skin	NOUN
ajst-17925	96	21	lesions	lesion	NOUN
ajst-17925	96	22	with	with	ADP
ajst-17925	96	23	less	less	ADJ
ajst-17925	96	24	data	datum	NOUN
ajst-17925	96	25	and	and	CCONJ
ajst-17925	96	26	achieve	achieve	VERB
ajst-17925	96	27	multi	multi	ADJ
ajst-17925	96	28	-	-	ADJ
ajst-17925	96	29	class	class	ADJ
ajst-17925	96	30	segmentation	segmentation	NOUN
ajst-17925	96	31	,	,	PUNCT
ajst-17925	96	32	minimizing	minimize	VERB
ajst-17925	96	33	the	the	DET
ajst-17925	96	34	cases	case	NOUN
ajst-17925	96	35	of	of	ADP
ajst-17925	96	36	undersegmentation	undersegmentation	NOUN
ajst-17925	96	37	and	and	CCONJ
ajst-17925	96	38	over	over	ADP
ajst-17925	96	39	-	-	PUNCT
ajst-17925	96	40	segmentation	segmentation	NOUN
ajst-17925	96	41	.	.	PUNCT
ajst-17925	97	1	the	the	DET
ajst-17925	97	2	experimental	experimental	ADJ
ajst-17925	97	3	results	result	NOUN
ajst-17925	97	4	show	show	VERB
ajst-17925	97	5	that	that	SCONJ
ajst-17925	97	6	segnetr	segnetr	NOUN
ajst-17925	97	7	improves	improve	VERB
ajst-17925	97	8	the	the	DET
ajst-17925	97	9	segmentation	segmentation	NOUN
ajst-17925	97	10	performance	performance	NOUN
ajst-17925	97	11	of	of	ADP
ajst-17925	97	12	u	u	NOUN
ajst-17925	97	13	-	-	ADJ
ajst-17925	97	14	shaped	shape	VERB
ajst-17925	97	15	networks	network	NOUN
ajst-17925	97	16	by	by	ADP
ajst-17925	97	17	introducing	introduce	VERB
ajst-17925	97	18	segnetr	segnetr	NOUN
ajst-17925	97	19	blocks	block	NOUN
ajst-17925	97	20	and	and	CCONJ
ajst-17925	97	21	information	information	NOUN
ajst-17925	97	22	retention	retention	NOUN
ajst-17925	97	23	skip	skip	NOUN
ajst-17925	97	24	connections	connection	NOUN
ajst-17925	97	25	.	.	PUNCT
ajst-17925	98	1	among	among	ADP
ajst-17925	98	2	them	they	PRON
ajst-17925	98	3	,	,	PUNCT
ajst-17925	98	4	segnetr	segnetr	NOUN
ajst-17925	98	5	blocks	block	NOUN
ajst-17925	98	6	achieve	achieve	VERB
ajst-17925	98	7	better	well	ADJ
ajst-17925	98	8	feature	feature	NOUN
ajst-17925	98	9	representation	representation	NOUN
ajst-17925	98	10	through	through	ADP
ajst-17925	98	11	local	local	ADJ
ajst-17925	98	12	-	-	PUNCT
ajst-17925	98	13	global	global	ADJ
ajst-17925	98	14	interaction	interaction	NOUN
ajst-17925	98	15	,	,	PUNCT
ajst-17925	98	16	while	while	SCONJ
ajst-17925	98	17	information	information	NOUN
ajst-17925	98	18	retention	retention	NOUN
ajst-17925	98	19	skip	skip	NOUN
ajst-17925	98	20	connections	connection	NOUN
ajst-17925	98	21	provide	provide	VERB
ajst-17925	98	22	better	well	ADJ
ajst-17925	98	23	feature	feature	NOUN
ajst-17925	98	24	fusion	fusion	NOUN
ajst-17925	98	25	mechanism	mechanism	NOUN
ajst-17925	98	26	.	.	PUNCT
ajst-17925	99	1	these	these	DET
ajst-17925	99	2	methods	method	NOUN
ajst-17925	99	3	enable	enable	VERB
ajst-17925	99	4	segnetr	segnetr	NOUN
ajst-17925	99	5	to	to	PART
ajst-17925	99	6	achieve	achieve	VERB
ajst-17925	99	7	segmentation	segmentation	NOUN
ajst-17925	99	8	performance	performance	NOUN
ajst-17925	99	9	comparable	comparable	ADJ
ajst-17925	99	10	to	to	ADP
ajst-17925	99	11	or	or	CCONJ
ajst-17925	99	12	even	even	ADV
ajst-17925	99	13	better	well	ADJ
ajst-17925	99	14	than	than	ADP
ajst-17925	99	15	traditional	traditional	ADJ
ajst-17925	99	16	methods	method	NOUN
ajst-17925	99	17	while	while	SCONJ
ajst-17925	99	18	reducing	reduce	VERB
ajst-17925	99	19	computational	computational	ADJ
ajst-17925	99	20	complexity	complexity	NOUN
ajst-17925	99	21	.	.	PUNCT
ajst-17925	100	1	4	4	X
ajst-17925	100	2	.	.	X
ajst-17925	100	3	conclusion	conclusion	NOUN
ajst-17925	100	4	this	this	DET
ajst-17925	100	5	paper	paper	NOUN
ajst-17925	100	6	discusses	discuss	VERB
ajst-17925	100	7	one	one	NUM
ajst-17925	100	8	of	of	ADP
ajst-17925	100	9	the	the	DET
ajst-17925	100	10	important	important	ADJ
ajst-17925	100	11	tasks	task	NOUN
ajst-17925	100	12	of	of	ADP
ajst-17925	100	13	deep	deep	ADJ
ajst-17925	100	14	learning	learning	NOUN
ajst-17925	100	15	in	in	ADP
ajst-17925	100	16	the	the	DET
ajst-17925	100	17	field	field	NOUN
ajst-17925	100	18	of	of	ADP
ajst-17925	100	19	computer	computer	NOUN
ajst-17925	100	20	vision	vision	NOUN
ajst-17925	100	21	,	,	PUNCT
ajst-17925	100	22	namely	namely	ADV
ajst-17925	100	23	semantic	semantic	ADJ
ajst-17925	100	24	image	image	NOUN
ajst-17925	100	25	segmentation	segmentation	NOUN
ajst-17925	100	26	.	.	PUNCT
ajst-17925	101	1	semantic	semantic	ADJ
ajst-17925	101	2	image	image	NOUN
ajst-17925	101	3	segmentation	segmentation	NOUN
ajst-17925	101	4	has	have	VERB
ajst-17925	101	5	a	a	DET
ajst-17925	101	6	wide	wide	ADJ
ajst-17925	101	7	range	range	NOUN
ajst-17925	101	8	of	of	ADP
ajst-17925	101	9	applications	application	NOUN
ajst-17925	101	10	,	,	PUNCT
ajst-17925	101	11	including	include	VERB
ajst-17925	101	12	autonomous	autonomous	ADJ
ajst-17925	101	13	driving	driving	NOUN
ajst-17925	101	14	and	and	CCONJ
ajst-17925	101	15	medical	medical	ADJ
ajst-17925	101	16	image	image	NOUN
ajst-17925	101	17	analysis	analysis	NOUN
ajst-17925	101	18	.	.	PUNCT
ajst-17925	102	1	deep	deep	ADJ
ajst-17925	102	2	learning	learning	NOUN
ajst-17925	102	3	has	have	AUX
ajst-17925	102	4	revolutionized	revolutionize	VERB
ajst-17925	102	5	the	the	DET
ajst-17925	102	6	field	field	NOUN
ajst-17925	102	7	in	in	ADP
ajst-17925	102	8	recent	recent	ADJ
ajst-17925	102	9	years	year	NOUN
ajst-17925	102	10	,	,	PUNCT
ajst-17925	102	11	driving	drive	VERB
ajst-17925	102	12	the	the	DET
ajst-17925	102	13	development	development	NOUN
ajst-17925	102	14	of	of	ADP
ajst-17925	102	15	various	various	ADJ
ajst-17925	102	16	neural	neural	ADJ
ajst-17925	102	17	network	network	NOUN
ajst-17925	102	18	models	model	NOUN
ajst-17925	102	19	to	to	PART
ajst-17925	102	20	improve	improve	VERB
ajst-17925	102	21	segmentation	segmentation	NOUN
ajst-17925	102	22	accuracy	accuracy	NOUN
ajst-17925	102	23	.	.	PUNCT
ajst-17925	103	1	one	one	NUM
ajst-17925	103	2	such	such	ADJ
ajst-17925	103	3	architecture	architecture	NOUN
ajst-17925	103	4	is	be	AUX
ajst-17925	103	5	segnet	segnet	NOUN
ajst-17925	103	6	,	,	PUNCT
ajst-17925	103	7	which	which	PRON
ajst-17925	103	8	is	be	AUX
ajst-17925	103	9	discussed	discuss	VERB
ajst-17925	103	10	in	in	ADP
ajst-17925	103	11	this	this	DET
ajst-17925	103	12	article	article	NOUN
ajst-17925	103	13	.	.	PUNCT
ajst-17925	104	1	the	the	DET
ajst-17925	104	2	architecture	architecture	NOUN
ajst-17925	104	3	of	of	ADP
ajst-17925	104	4	segnet	segnet	NOUN
ajst-17925	104	5	consists	consist	VERB
ajst-17925	104	6	of	of	ADP
ajst-17925	104	7	an	an	DET
ajst-17925	104	8	encoder	encoder	NOUN
ajst-17925	104	9	network	network	NOUN
ajst-17925	104	10	,	,	PUNCT
ajst-17925	104	11	a	a	DET
ajst-17925	104	12	corresponding	corresponding	ADJ
ajst-17925	104	13	decoder	decoder	NOUN
ajst-17925	104	14	network	network	NOUN
ajst-17925	104	15	,	,	PUNCT
ajst-17925	104	16	and	and	CCONJ
ajst-17925	104	17	a	a	DET
ajst-17925	104	18	pixel	pixel	ADJ
ajst-17925	104	19	-	-	PUNCT
ajst-17925	104	20	level	level	NOUN
ajst-17925	104	21	classification	classification	NOUN
ajst-17925	104	22	layer	layer	NOUN
ajst-17925	104	23	.	.	PUNCT
ajst-17925	105	1	the	the	DET
ajst-17925	105	2	encoder	encoder	NOUN
ajst-17925	105	3	network	network	NOUN
ajst-17925	105	4	is	be	AUX
ajst-17925	105	5	similar	similar	ADJ
ajst-17925	105	6	to	to	ADP
ajst-17925	105	7	vgg16	vgg16	NOUN
ajst-17925	105	8	,	,	PUNCT
ajst-17925	105	9	with	with	ADP
ajst-17925	105	10	13	13	NUM
ajst-17925	105	11	convolutional	convolutional	ADJ
ajst-17925	105	12	layers	layer	NOUN
ajst-17925	105	13	for	for	ADP
ajst-17925	105	14	extracting	extract	VERB
ajst-17925	105	15	high	high	ADJ
ajst-17925	105	16	-	-	PUNCT
ajst-17925	105	17	level	level	NOUN
ajst-17925	105	18	features	feature	NOUN
ajst-17925	105	19	from	from	ADP
ajst-17925	105	20	input	input	NOUN
ajst-17925	105	21	images	image	NOUN
ajst-17925	105	22	.	.	PUNCT
ajst-17925	106	1	the	the	DET
ajst-17925	106	2	innovation	innovation	NOUN
ajst-17925	106	3	of	of	ADP
ajst-17925	106	4	decoder	decoder	NOUN
ajst-17925	106	5	network	network	NOUN
ajst-17925	106	6	lies	lie	VERB
ajst-17925	106	7	in	in	ADP
ajst-17925	106	8	its	its	PRON
ajst-17925	106	9	upsampling	upsampling	NOUN
ajst-17925	106	10	method	method	NOUN
ajst-17925	106	11	,	,	PUNCT
ajst-17925	106	12	which	which	PRON
ajst-17925	106	13	utilizes	utilize	VERB
ajst-17925	106	14	the	the	DET
ajst-17925	106	15	pooling	pool	VERB
ajst-17925	106	16	index	index	NOUN
ajst-17925	106	17	in	in	ADP
ajst-17925	106	18	the	the	DET
ajst-17925	106	19	encoder	encoder	NOUN
ajst-17925	106	20	maximum	maximum	NOUN
ajst-17925	106	21	pooling	pool	VERB
ajst-17925	106	22	step	step	NOUN
ajst-17925	106	23	to	to	PART
ajst-17925	106	24	perform	perform	VERB
ajst-17925	106	25	nonlinear	nonlinear	ADJ
ajst-17925	106	26	upsampling	upsampling	NOUN
ajst-17925	106	27	.	.	PUNCT
ajst-17925	107	1	this	this	PRON
ajst-17925	107	2	eliminates	eliminate	VERB
ajst-17925	107	3	the	the	DET
ajst-17925	107	4	need	need	NOUN
ajst-17925	107	5	for	for	ADP
ajst-17925	107	6	additional	additional	ADJ
ajst-17925	107	7	learning	learning	NOUN
ajst-17925	107	8	during	during	ADP
ajst-17925	107	9	the	the	DET
ajst-17925	107	10	upsampling	upsampling	NOUN
ajst-17925	107	11	process	process	NOUN
ajst-17925	107	12	,	,	PUNCT
ajst-17925	107	13	making	make	VERB
ajst-17925	107	14	segnet	segnet	NOUN
ajst-17925	107	15	more	more	ADV
ajst-17925	107	16	efficient	efficient	ADJ
ajst-17925	107	17	in	in	ADP
ajst-17925	107	18	both	both	PRON
ajst-17925	107	19	storage	storage	NOUN
ajst-17925	107	20	and	and	CCONJ
ajst-17925	107	21	computational	computational	ADJ
ajst-17925	107	22	efficiency	efficiency	NOUN
ajst-17925	107	23	.	.	PUNCT
ajst-17925	108	1	segnet	segnet	PROPN
ajst-17925	108	2	represents	represent	VERB
ajst-17925	108	3	a	a	DET
ajst-17925	108	4	significant	significant	ADJ
ajst-17925	108	5	advance	advance	NOUN
ajst-17925	108	6	in	in	ADP
ajst-17925	108	7	the	the	DET
ajst-17925	108	8	field	field	NOUN
ajst-17925	108	9	of	of	ADP
ajst-17925	108	10	deep	deep	ADJ
ajst-17925	108	11	learning	learn	VERB
ajst-17925	108	12	image	image	NOUN
ajst-17925	108	13	segmentation	segmentation	NOUN
ajst-17925	108	14	.	.	PUNCT
ajst-17925	109	1	its	its	PRON
ajst-17925	109	2	efficient	efficient	ADJ
ajst-17925	109	3	architecture	architecture	NOUN
ajst-17925	109	4	,	,	PUNCT
ajst-17925	109	5	memory	memory	NOUN
ajst-17925	109	6	-	-	PUNCT
ajst-17925	109	7	optimized	optimize	VERB
ajst-17925	109	8	design	design	NOUN
ajst-17925	109	9	,	,	PUNCT
ajst-17925	109	10	and	and	CCONJ
ajst-17925	109	11	potential	potential	NOUN
ajst-17925	109	12	for	for	ADP
ajst-17925	109	13	real	real	ADJ
ajst-17925	109	14	-	-	PUNCT
ajst-17925	109	15	time	time	NOUN
ajst-17925	109	16	applications	application	NOUN
ajst-17925	109	17	make	make	VERB
ajst-17925	109	18	it	it	PRON
ajst-17925	109	19	a	a	DET
ajst-17925	109	20	valuable	valuable	ADJ
ajst-17925	109	21	tool	tool	NOUN
ajst-17925	109	22	in	in	ADP
ajst-17925	109	23	the	the	DET
ajst-17925	109	24	field	field	NOUN
ajst-17925	109	25	of	of	ADP
ajst-17925	109	26	computer	computer	NOUN
ajst-17925	109	27	vision	vision	NOUN
ajst-17925	109	28	with	with	ADP
ajst-17925	109	29	many	many	ADJ
ajst-17925	109	30	potential	potential	ADJ
ajst-17925	109	31	integrated	integrate	VERB
ajst-17925	109	32	applications	application	NOUN
ajst-17925	109	33	and	and	CCONJ
ajst-17925	109	34	prospects	prospect	NOUN
ajst-17925	109	35	.	.	PUNCT
ajst-17925	110	1	finally	finally	ADV
ajst-17925	110	2	,	,	PUNCT
ajst-17925	110	3	segnet	segnet	PROPN
ajst-17925	110	4	,	,	PUNCT
ajst-17925	110	5	as	as	ADP
ajst-17925	110	6	an	an	DET
ajst-17925	110	7	effective	effective	ADJ
ajst-17925	110	8	and	and	CCONJ
ajst-17925	110	9	efficient	efficient	ADJ
ajst-17925	110	10	method	method	NOUN
ajst-17925	110	11	,	,	PUNCT
ajst-17925	110	12	improves	improve	VERB
ajst-17925	110	13	segmentation	segmentation	NOUN
ajst-17925	110	14	performance	performance	NOUN
ajst-17925	110	15	while	while	SCONJ
ajst-17925	110	16	reducing	reduce	VERB
ajst-17925	110	17	computational	computational	ADJ
ajst-17925	110	18	complexity	complexity	NOUN
ajst-17925	110	19	,	,	PUNCT
ajst-17925	110	20	providing	provide	VERB
ajst-17925	110	21	new	new	ADJ
ajst-17925	110	22	possibilities	possibility	NOUN
ajst-17925	110	23	for	for	ADP
ajst-17925	110	24	various	various	ADJ
ajst-17925	110	25	tasks	task	NOUN
ajst-17925	110	26	in	in	ADP
ajst-17925	110	27	the	the	DET
ajst-17925	110	28	field	field	NOUN
ajst-17925	110	29	of	of	ADP
ajst-17925	110	30	computer	computer	NOUN
ajst-17925	110	31	vision	vision	NOUN
ajst-17925	110	32	.	.	PUNCT
ajst-17925	111	1	references	reference	NOUN
ajst-17925	111	2	[	[	X
ajst-17925	111	3	1	1	X
ajst-17925	111	4	]	]	PUNCT
ajst-17925	111	5	“	"	PUNCT
ajst-17925	111	6	implementation	implementation	NOUN
ajst-17925	111	7	of	of	ADP
ajst-17925	111	8	computer	computer	NOUN
ajst-17925	111	9	vision	vision	NOUN
ajst-17925	111	10	technology	technology	NOUN
ajst-17925	111	11	based	base	VERB
ajst-17925	111	12	on	on	ADP
ajst-17925	111	13	artificial	artificial	ADJ
ajst-17925	111	14	intelligence	intelligence	NOUN
ajst-17925	111	15	for	for	ADP
ajst-17925	111	16	medical	medical	ADJ
ajst-17925	111	17	image	image	NOUN
ajst-17925	111	18	analysis	analysis	NOUN
ajst-17925	111	19	”	"	PUNCT
ajst-17925	111	20	.	.	PUNCT
ajst-17925	112	1	international	international	ADJ
ajst-17925	112	2	journal	journal	PROPN
ajst-17925	112	3	of	of	ADP
ajst-17925	112	4	computer	computer	NOUN
ajst-17925	112	5	science	science	NOUN
ajst-17925	112	6	and	and	CCONJ
ajst-17925	112	7	information	information	NOUN
ajst-17925	112	8	technology	technology	NOUN
ajst-17925	112	9	,	,	PUNCT
ajst-17925	112	10	vol	vol	NOUN
ajst-17925	112	11	.	.	PROPN
ajst-17925	112	12	1	1	NUM
ajst-17925	112	13	,	,	PUNCT
ajst-17925	112	14	no	no	INTJ
ajst-17925	112	15	.	.	NOUN
ajst-17925	112	16	1	1	NUM
ajst-17925	112	17	,	,	PUNCT
ajst-17925	112	18	dec	dec	PROPN
ajst-17925	112	19	.	.	PROPN
ajst-17925	112	20	2023	2023	NUM
ajst-17925	112	21	,	,	PUNCT
ajst-17925	112	22	pp	pp	ADJ
ajst-17925	112	23	.	.	PUNCT
ajst-17925	113	1	69	69	NUM
ajst-17925	113	2	-	-	SYM
ajst-17925	113	3	76	76	NUM
ajst-17925	113	4	,	,	PUNCT
ajst-17925	113	5	https://doi.org/10.62051/ijcsit.v1n1.10	https://doi.org/10.62051/ijcsit.v1n1.10	NOUN
ajst-17925	113	6	.	.	PUNCT
ajst-17925	114	1	[	[	X
ajst-17925	114	2	2	2	NUM
ajst-17925	114	3	]	]	SYM
ajst-17925	114	4	dong	dong	PROPN
ajst-17925	114	5	,	,	PUNCT
ajst-17925	114	6	xinqi	xinqi	PROPN
ajst-17925	114	7	,	,	PUNCT
ajst-17925	114	8	et	et	PROPN
ajst-17925	114	9	al	al	PROPN
ajst-17925	114	10	.	.	PUNCT
ajst-17925	115	1	“	"	PUNCT
ajst-17925	115	2	the	the	DET
ajst-17925	115	3	prediction	prediction	NOUN
ajst-17925	115	4	trend	trend	NOUN
ajst-17925	115	5	of	of	ADP
ajst-17925	115	6	enterprise	enterprise	NOUN
ajst-17925	115	7	financial	financial	ADJ
ajst-17925	115	8	risk	risk	NOUN
ajst-17925	115	9	based	base	VERB
ajst-17925	115	10	on	on	ADP
ajst-17925	115	11	machine	machine	NOUN
ajst-17925	115	12	learning	learn	VERB
ajst-17925	115	13	arima	arima	PROPN
ajst-17925	115	14	model	model	NOUN
ajst-17925	115	15	”	"	PUNCT
ajst-17925	115	16	.	.	PUNCT
ajst-17925	116	1	journal	journal	PROPN
ajst-17925	116	2	of	of	ADP
ajst-17925	116	3	theory	theory	NOUN
ajst-17925	116	4	and	and	CCONJ
ajst-17925	116	5	practice	practice	NOUN
ajst-17925	116	6	of	of	ADP
ajst-17925	116	7	engineering	engineering	NOUN
ajst-17925	116	8	science	science	NOUN
ajst-17925	116	9	,	,	PUNCT
ajst-17925	116	10	vol	vol	NOUN
ajst-17925	116	11	.	.	PROPN
ajst-17925	116	12	4	4	NUM
ajst-17925	116	13	,	,	PUNCT
ajst-17925	116	14	no	no	INTJ
ajst-17925	116	15	.	.	NOUN
ajst-17925	116	16	01	01	NUM
ajst-17925	116	17	,	,	PUNCT
ajst-17925	116	18	jan	jan	PROPN
ajst-17925	116	19	.	.	PROPN
ajst-17925	116	20	2024	2024	NUM
ajst-17925	116	21	,	,	PUNCT
ajst-17925	116	22	pp	pp	ADV
ajst-17925	116	23	.	.	PUNCT
ajst-17925	117	1	65	65	NUM
ajst-17925	117	2	-	-	SYM
ajst-17925	117	3	71	71	NUM
ajst-17925	117	4	,	,	PUNCT
ajst-17925	117	5	doi:10.53469	doi:10.53469	X
ajst-17925	117	6	/	/	SYM
ajst-17925	117	7	jtpes.2024.04(01).09	jtpes.2024.04(01).09	NOUN
ajst-17925	117	8	.	.	PUNCT
ajst-17925	118	1	[	[	X
ajst-17925	118	2	3	3	X
ajst-17925	118	3	]	]	PUNCT
ajst-17925	118	4	“	"	PUNCT
ajst-17925	118	5	a	a	DET
ajst-17925	118	6	deep	deep	ADJ
ajst-17925	118	7	learning	learning	NOUN
ajst-17925	118	8	-	-	PUNCT
ajst-17925	118	9	based	base	VERB
ajst-17925	118	10	algorithm	algorithm	NOUN
ajst-17925	118	11	for	for	ADP
ajst-17925	118	12	crop	crop	NOUN
ajst-17925	118	13	disease	disease	NOUN
ajst-17925	118	14	identification	identification	NOUN
ajst-17925	118	15	positioning	positioning	NOUN
ajst-17925	118	16	using	use	VERB
ajst-17925	118	17	computer	computer	NOUN
ajst-17925	118	18	vision	vision	NOUN
ajst-17925	118	19	”	"	PUNCT
ajst-17925	118	20	.	.	PUNCT
ajst-17925	119	1	international	international	ADJ
ajst-17925	119	2	journal	journal	PROPN
ajst-17925	119	3	of	of	ADP
ajst-17925	119	4	computer	computer	NOUN
ajst-17925	119	5	science	science	NOUN
ajst-17925	119	6	and	and	CCONJ
ajst-17925	119	7	information	information	NOUN
ajst-17925	119	8	technology	technology	NOUN
ajst-17925	119	9	,	,	PUNCT
ajst-17925	119	10	vol	vol	NOUN
ajst-17925	119	11	.	.	PROPN
ajst-17925	119	12	1	1	NUM
ajst-17925	119	13	,	,	PUNCT
ajst-17925	119	14	no	no	INTJ
ajst-17925	119	15	.	.	NOUN
ajst-17925	119	16	1	1	NUM
ajst-17925	119	17	,	,	PUNCT
ajst-17925	119	18	dec	dec	PROPN
ajst-17925	119	19	.	.	PROPN
ajst-17925	119	20	2023	2023	NUM
ajst-17925	119	21	,	,	PUNCT
ajst-17925	119	22	pp	pp	ADJ
ajst-17925	119	23	.	.	PUNCT
ajst-17925	120	1	85	85	NUM
ajst-17925	120	2	-	-	SYM
ajst-17925	120	3	92	92	NUM
ajst-17925	120	4	,	,	PUNCT
ajst-17925	120	5	https://doi.org/10.62051/ijcsit.v1n1.12	https://doi.org/10.62051/ijcsit.v1n1.12	NOUN
ajst-17925	120	6	.	.	PUNCT
ajst-17925	121	1	[	[	X
ajst-17925	121	2	4	4	NUM
ajst-17925	121	3	]	]	X
ajst-17925	121	4	wang	wang	PROPN
ajst-17925	121	5	,	,	PUNCT
ajst-17925	121	6	sihao	sihao	PROPN
ajst-17925	121	7	,	,	PUNCT
ajst-17925	121	8	et	et	PROPN
ajst-17925	121	9	al	al	PROPN
ajst-17925	121	10	.	.	PUNCT
ajst-17925	122	1	“	"	PUNCT
ajst-17925	122	2	diabetes	diabete	VERB
ajst-17925	122	3	risk	risk	NOUN
ajst-17925	122	4	analysis	analysis	NOUN
ajst-17925	122	5	based	base	VERB
ajst-17925	122	6	on	on	ADP
ajst-17925	122	7	machine	machine	NOUN
ajst-17925	122	8	learning	learn	VERB
ajst-17925	122	9	lasso	lasso	NOUN
ajst-17925	122	10	regression	regression	NOUN
ajst-17925	122	11	model	model	NOUN
ajst-17925	122	12	”	"	PUNCT
ajst-17925	122	13	.	.	PUNCT
ajst-17925	123	1	journal	journal	PROPN
ajst-17925	123	2	of	of	ADP
ajst-17925	123	3	theory	theory	NOUN
ajst-17925	123	4	and	and	CCONJ
ajst-17925	123	5	practice	practice	NOUN
ajst-17925	123	6	of	of	ADP
ajst-17925	123	7	engineering	engineering	NOUN
ajst-17925	123	8	science	science	NOUN
ajst-17925	123	9	,	,	PUNCT
ajst-17925	123	10	vol	vol	NOUN
ajst-17925	123	11	.	.	PROPN
ajst-17925	123	12	4	4	NUM
ajst-17925	123	13	,	,	PUNCT
ajst-17925	123	14	no	no	INTJ
ajst-17925	123	15	.	.	NOUN
ajst-17925	123	16	01	01	NUM
ajst-17925	123	17	,	,	PUNCT
ajst-17925	123	18	jan	jan	PROPN
ajst-17925	123	19	.	.	PROPN
ajst-17925	123	20	2024	2024	NUM
ajst-17925	123	21	,	,	PUNCT
ajst-17925	123	22	pp	pp	ADV
ajst-17925	123	23	.	.	PUNCT
ajst-17925	124	1	58	58	NUM
ajst-17925	124	2	-	-	SYM
ajst-17925	124	3	64	64	NUM
ajst-17925	124	4	,	,	PUNCT
ajst-17925	124	5	doi:10.53469	doi:10.53469	X
ajst-17925	124	6	/	/	SYM
ajst-17925	124	7	jtpes.2024.04(01).08	jtpes.2024.04(01).08	NOUN
ajst-17925	124	8	.	.	PUNCT
ajst-17925	125	1	[	[	X
ajst-17925	125	2	5	5	NUM
ajst-17925	125	3	]	]	PUNCT
ajst-17925	125	4	“	"	PUNCT
ajst-17925	125	5	based	base	VERB
ajst-17925	125	6	on	on	ADP
ajst-17925	125	7	intelligent	intelligent	ADJ
ajst-17925	125	8	advertising	advertising	NOUN
ajst-17925	125	9	recommendation	recommendation	NOUN
ajst-17925	125	10	and	and	CCONJ
ajst-17925	125	11	abnormal	abnormal	ADJ
ajst-17925	125	12	advertising	advertising	NOUN
ajst-17925	125	13	monitoring	monitoring	NOUN
ajst-17925	125	14	system	system	NOUN
ajst-17925	125	15	in	in	ADP
ajst-17925	125	16	the	the	DET
ajst-17925	125	17	field	field	NOUN
ajst-17925	125	18	of	of	ADP
ajst-17925	125	19	machine	machine	NOUN
ajst-17925	125	20	learning	learning	NOUN
ajst-17925	125	21	”	"	PUNCT
ajst-17925	125	22	.	.	PUNCT
ajst-17925	126	1	international	international	ADJ
ajst-17925	126	2	journal	journal	PROPN
ajst-17925	126	3	of	of	ADP
ajst-17925	126	4	computer	computer	NOUN
ajst-17925	126	5	science	science	NOUN
ajst-17925	126	6	and	and	CCONJ
ajst-17925	126	7	information	information	NOUN
ajst-17925	126	8	technology	technology	NOUN
ajst-17925	126	9	,	,	PUNCT
ajst-17925	126	10	vol	vol	NOUN
ajst-17925	126	11	.	.	PROPN
ajst-17925	126	12	1	1	NUM
ajst-17925	126	13	,	,	PUNCT
ajst-17925	126	14	no	no	INTJ
ajst-17925	126	15	.	.	NOUN
ajst-17925	126	16	1	1	NUM
ajst-17925	126	17	,	,	PUNCT
ajst-17925	126	18	dec	dec	PROPN
ajst-17925	126	19	.	.	PROPN
ajst-17925	126	20	2023	2023	NUM
ajst-17925	126	21	,	,	PUNCT
ajst-17925	126	22	pp	pp	ADJ
ajst-17925	126	23	.	.	PUNCT
ajst-17925	126	24	1723	1723	NUM
ajst-17925	126	25	,	,	PUNCT
ajst-17925	126	26	https://doi.org/10.62051/ijcsit.v1n1.03	https://doi.org/10.62051/ijcsit.v1n1.03	NOUN
ajst-17925	126	27	.	.	PUNCT
ajst-17925	127	1	[	[	X
ajst-17925	127	2	6	6	NUM
ajst-17925	127	3	]	]	SYM
ajst-17925	127	4	yu	yu	PROPN
ajst-17925	127	5	,	,	PUNCT
ajst-17925	127	6	liqiang	liqiang	PROPN
ajst-17925	127	7	,	,	PUNCT
ajst-17925	127	8	et	et	PROPN
ajst-17925	127	9	al	al	PROPN
ajst-17925	127	10	.	.	PUNCT
ajst-17925	128	1	“	"	PUNCT
ajst-17925	128	2	research	research	NOUN
ajst-17925	128	3	on	on	ADP
ajst-17925	128	4	machine	machine	NOUN
ajst-17925	128	5	learning	learn	VERB
ajst-17925	128	6	with	with	ADP
ajst-17925	128	7	algorithms	algorithm	NOUN
ajst-17925	128	8	and	and	CCONJ
ajst-17925	128	9	development	development	NOUN
ajst-17925	128	10	”	"	PUNCT
ajst-17925	128	11	.	.	PUNCT
ajst-17925	129	1	journal	journal	PROPN
ajst-17925	129	2	of	of	ADP
ajst-17925	129	3	theory	theory	NOUN
ajst-17925	129	4	and	and	CCONJ
ajst-17925	129	5	practice	practice	NOUN
ajst-17925	129	6	of	of	ADP
ajst-17925	129	7	engineering	engineering	NOUN
ajst-17925	129	8	science	science	NOUN
ajst-17925	129	9	,	,	PUNCT
ajst-17925	129	10	vol	vol	NOUN
ajst-17925	129	11	.	.	PROPN
ajst-17925	130	1	3	3	NUM
ajst-17925	130	2	,	,	PUNCT
ajst-17925	130	3	no	no	INTJ
ajst-17925	130	4	.	.	NOUN
ajst-17925	130	5	12	12	NUM
ajst-17925	130	6	,	,	PUNCT
ajst-17925	130	7	dec	dec	PROPN
ajst-17925	130	8	.	.	PROPN
ajst-17925	130	9	2023	2023	NUM
ajst-17925	130	10	,	,	PUNCT
ajst-17925	130	11	pp	pp	ADJ
ajst-17925	130	12	.	.	PUNCT
ajst-17925	131	1	7	7	NUM
ajst-17925	131	2	-	-	SYM
ajst-17925	131	3	14	14	NUM
ajst-17925	131	4	,	,	PUNCT
ajst-17925	131	5	doi:10.53469	doi:10.53469	X
ajst-17925	131	6	/	/	SYM
ajst-17925	131	7	jtpes.2023.03(12).02	jtpes.2023.03(12).02	PROPN
ajst-17925	131	8	.	.	PUNCT
ajst-17925	132	1	[	[	X
ajst-17925	132	2	7	7	NUM
ajst-17925	132	3	]	]	X
ajst-17925	132	4	huang	huang	PROPN
ajst-17925	132	5	,	,	PUNCT
ajst-17925	132	6	j.	j.	PROPN
ajst-17925	132	7	,	,	PUNCT
ajst-17925	132	8	zhao	zhao	PROPN
ajst-17925	132	9	,	,	PUNCT
ajst-17925	132	10	x.	x.	NOUN
ajst-17925	132	11	,	,	PUNCT
ajst-17925	132	12	che	che	PROPN
ajst-17925	132	13	,	,	PUNCT
ajst-17925	132	14	c.	c.	PROPN
ajst-17925	132	15	,	,	PUNCT
ajst-17925	132	16	lin	lin	PROPN
ajst-17925	132	17	,	,	PUNCT
ajst-17925	132	18	q.	q.	PROPN
ajst-17925	132	19	,	,	PUNCT
ajst-17925	132	20	&	&	CCONJ
ajst-17925	132	21	liu	liu	PROPN
ajst-17925	132	22	,	,	PUNCT
ajst-17925	132	23	b.	b.	PROPN
ajst-17925	132	24	(	(	PUNCT
ajst-17925	132	25	2024	2024	NUM
ajst-17925	132	26	)	)	PUNCT
ajst-17925	132	27	.	.	PUNCT
ajst-17925	133	1	enhancing	enhance	VERB
ajst-17925	133	2	essay	essay	NOUN
ajst-17925	133	3	scoring	score	VERB
ajst-17925	133	4	with	with	ADP
ajst-17925	133	5	adversarial	adversarial	ADJ
ajst-17925	133	6	weights	weight	NOUN
ajst-17925	133	7	perturbation	perturbation	NOUN
ajst-17925	133	8	and	and	CCONJ
ajst-17925	133	9	metric	metric	ADJ
ajst-17925	133	10	-	-	PUNCT
ajst-17925	133	11	specific	specific	ADJ
ajst-17925	133	12	attentionpooling	attentionpooling	NOUN
ajst-17925	133	13	.	.	PUNCT
ajst-17925	134	1	arxiv	arxiv	PROPN
ajst-17925	134	2	preprint	preprint	VERB
ajst-17925	134	3	arxiv:2401.05433	arxiv:2401.05433	PROPN
ajst-17925	134	4	.	.	PUNCT
ajst-17925	135	1	[	[	X
ajst-17925	135	2	8	8	NUM
ajst-17925	135	3	]	]	X
ajst-17925	135	4	tan	tan	PROPN
ajst-17925	135	5	,	,	PUNCT
ajst-17925	135	6	kai	kai	PROPN
ajst-17925	135	7	,	,	PUNCT
ajst-17925	135	8	et	et	PROPN
ajst-17925	135	9	al	al	PROPN
ajst-17925	135	10	.	.	PUNCT
ajst-17925	136	1	“	"	PUNCT
ajst-17925	136	2	integrating	integrate	VERB
ajst-17925	136	3	advanced	advanced	ADJ
ajst-17925	136	4	computer	computer	NOUN
ajst-17925	136	5	vision	vision	NOUN
ajst-17925	136	6	and	and	CCONJ
ajst-17925	136	7	ai	ai	VERB
ajst-17925	136	8	algorithms	algorithm	NOUN
ajst-17925	136	9	for	for	ADP
ajst-17925	136	10	autonomous	autonomous	ADJ
ajst-17925	136	11	driving	driving	NOUN
ajst-17925	136	12	systems	system	NOUN
ajst-17925	136	13	”	"	PUNCT
ajst-17925	136	14	.	.	PUNCT
ajst-17925	137	1	journal	journal	PROPN
ajst-17925	137	2	of	of	ADP
ajst-17925	137	3	theory	theory	NOUN
ajst-17925	137	4	and	and	CCONJ
ajst-17925	137	5	practice	practice	NOUN
ajst-17925	137	6	of	of	ADP
ajst-17925	137	7	engineering	engineering	NOUN
ajst-17925	137	8	science	science	NOUN
ajst-17925	137	9	,	,	PUNCT
ajst-17925	137	10	vol	vol	NOUN
ajst-17925	137	11	.	.	PROPN
ajst-17925	137	12	4	4	NUM
ajst-17925	137	13	,	,	PUNCT
ajst-17925	137	14	no	no	INTJ
ajst-17925	137	15	.	.	NOUN
ajst-17925	137	16	01	01	NUM
ajst-17925	137	17	,	,	PUNCT
ajst-17925	137	18	jan	jan	PROPN
ajst-17925	137	19	.	.	PROPN
ajst-17925	137	20	2024	2024	NUM
ajst-17925	137	21	,	,	PUNCT
ajst-17925	137	22	pp	pp	ADP
ajst-17925	137	23	.	.	PUNCT
ajst-17925	138	1	41	41	NUM
ajst-17925	138	2	-	-	SYM
ajst-17925	138	3	48	48	NUM
ajst-17925	138	4	,	,	PUNCT
ajst-17925	138	5	doi:10.53469	doi:10.53469	X
ajst-17925	138	6	/	/	SYM
ajst-17925	138	7	jtpes.2024.04(01).06	jtpes.2024.04(01).06	NOUN
ajst-17925	138	8	.	.	PUNCT
ajst-17925	139	1	[	[	X
ajst-17925	139	2	9	9	NUM
ajst-17925	139	3	]	]	SYM
ajst-17925	139	4	tianbo	tianbo	NOUN
ajst-17925	139	5	,	,	PUNCT
ajst-17925	139	6	song	song	NOUN
ajst-17925	139	7	,	,	PUNCT
ajst-17925	139	8	hu	hu	PROPN
ajst-17925	139	9	weijun	weijun	PROPN
ajst-17925	139	10	,	,	PUNCT
ajst-17925	139	11	cai	cai	PROPN
ajst-17925	139	12	jiangfeng	jiangfeng	PROPN
ajst-17925	139	13	,	,	PUNCT
ajst-17925	139	14	liu	liu	PROPN
ajst-17925	139	15	weijia	weijia	PROPN
ajst-17925	139	16	,	,	PUNCT
ajst-17925	139	17	yuan	yuan	PROPN
ajst-17925	139	18	quan	quan	PROPN
ajst-17925	139	19	,	,	PUNCT
ajst-17925	139	20	and	and	CCONJ
ajst-17925	139	21	he	he	PRON
ajst-17925	139	22	kun	kun	NOUN
ajst-17925	139	23	.	.	PUNCT
ajst-17925	140	1	"	"	PUNCT
ajst-17925	140	2	bio	bio	ADJ
ajst-17925	140	3	-	-	PUNCT
ajst-17925	140	4	inspired	inspired	ADJ
ajst-17925	140	5	swarm	swarm	NOUN
ajst-17925	140	6	intelligence	intelligence	NOUN
ajst-17925	140	7	:	:	PUNCT
ajst-17925	140	8	a	a	DET
ajst-17925	140	9	flocking	flock	VERB
ajst-17925	140	10	project	project	NOUN
ajst-17925	140	11	with	with	ADP
ajst-17925	140	12	group	group	NOUN
ajst-17925	140	13	object	object	NOUN
ajst-17925	140	14	recognition	recognition	NOUN
ajst-17925	140	15	.	.	PUNCT
ajst-17925	140	16	"	"	PUNCT
ajst-17925	141	1	in	in	ADP
ajst-17925	141	2	2023	2023	NUM
ajst-17925	141	3	3rd	3rd	ADJ
ajst-17925	141	4	international	international	ADJ
ajst-17925	141	5	conference	conference	NOUN
ajst-17925	141	6	on	on	ADP
ajst-17925	141	7	consumer	consumer	NOUN
ajst-17925	141	8	electronics	electronic	NOUN
ajst-17925	141	9	and	and	CCONJ
ajst-17925	141	10	computer	computer	NOUN
ajst-17925	141	11	engineering	engineering	NOUN
ajst-17925	141	12	(	(	PUNCT
ajst-17925	141	13	iccece	iccece	PROPN
ajst-17925	141	14	)	)	PUNCT
ajst-17925	141	15	,	,	PUNCT
ajst-17925	141	16	pp	pp	PROPN
ajst-17925	141	17	.	.	PUNCT
ajst-17925	142	1	834	834	NUM
ajst-17925	142	2	-	-	SYM
ajst-17925	142	3	837	837	NUM
ajst-17925	142	4	.	.	PUNCT
ajst-17925	143	1	ieee	ieee	NOUN
ajst-17925	143	2	,	,	PUNCT
ajst-17925	143	3	2023.doi	2023.doi	NUM
ajst-17925	143	4	:	:	PUNCT
ajst-17925	143	5	10.1109	10.1109	NUM
ajst-17925	143	6	/	/	SYM
ajst-17925	143	7	mce.2022.3206678	mce.2022.3206678	NOUN
ajst-17925	143	8	[	[	X
ajst-17925	143	9	10	10	NUM
ajst-17925	143	10	]	]	PUNCT
ajst-17925	143	11	k.	k.	PROPN
ajst-17925	143	12	jin	jin	PROPN
ajst-17925	143	13	,	,	PUNCT
ajst-17925	143	14	z.	z.	PROPN
ajst-17925	143	15	z.	z.	PROPN
ajst-17925	143	16	zhong	zhong	PROPN
ajst-17925	143	17	and	and	CCONJ
ajst-17925	143	18	e.	e.	PROPN
ajst-17925	143	19	y.	y.	PROPN
ajst-17925	143	20	zhao	zhao	PROPN
ajst-17925	143	21	,	,	PUNCT
ajst-17925	143	22	"	"	PUNCT
ajst-17925	143	23	sustainable	sustainable	ADJ
ajst-17925	143	24	digital	digital	ADJ
ajst-17925	143	25	marketing	marketing	NOUN
ajst-17925	143	26	under	under	ADP
ajst-17925	143	27	big	big	ADJ
ajst-17925	143	28	data	datum	NOUN
ajst-17925	143	29	:	:	PUNCT
ajst-17925	143	30	an	an	DET
ajst-17925	143	31	ai	ai	ADJ
ajst-17925	143	32	random	random	ADJ
ajst-17925	143	33	forest	forest	NOUN
ajst-17925	143	34	model	model	NOUN
ajst-17925	143	35	approach	approach	NOUN
ajst-17925	143	36	,	,	PUNCT
ajst-17925	143	37	"	"	PUNCT
ajst-17925	143	38	in	in	ADP
ajst-17925	143	39	ieee	ieee	NOUN
ajst-17925	143	40	transactions	transaction	NOUN
ajst-17925	143	41	on	on	ADP
ajst-17925	143	42	engineering	engineering	NOUN
ajst-17925	143	43	management	management	NOUN
ajst-17925	143	44	,	,	PUNCT
ajst-17925	143	45	vol	vol	NOUN
ajst-17925	143	46	.	.	PROPN
ajst-17925	143	47	71	71	NUM
ajst-17925	143	48	,	,	PUNCT
ajst-17925	143	49	pp	pp	ADJ
ajst-17925	143	50	.	.	PUNCT
ajst-17925	144	1	3566	3566	NUM
ajst-17925	144	2	-	-	SYM
ajst-17925	144	3	3579	3579	NUM
ajst-17925	144	4	,	,	PUNCT
ajst-17925	144	5	2024	2024	NUM
ajst-17925	144	6	,	,	PUNCT
ajst-17925	144	7	doi	doi	NOUN
ajst-17925	144	8	:	:	PUNCT
ajst-17925	144	9	10.1109	10.1109	NUM
ajst-17925	144	10	/	/	SYM
ajst-17925	144	11	tem.2023.3348991	tem.2023.3348991	NUM
ajst-17925	144	12	.	.	PUNCT
ajst-17925	145	1	[	[	X
ajst-17925	145	2	11	11	NUM
ajst-17925	145	3	]	]	PUNCT
ajst-17925	145	4	“	"	PUNCT
ajst-17925	145	5	the	the	DET
ajst-17925	145	6	application	application	NOUN
ajst-17925	145	7	of	of	ADP
ajst-17925	145	8	artificial	artificial	ADJ
ajst-17925	145	9	intelligence	intelligence	NOUN
ajst-17925	145	10	in	in	ADP
ajst-17925	145	11	medical	medical	ADJ
ajst-17925	145	12	diagnostics	diagnostic	NOUN
ajst-17925	145	13	:	:	PUNCT
ajst-17925	145	14	a	a	DET
ajst-17925	145	15	new	new	ADJ
ajst-17925	145	16	frontier	frontier	NOUN
ajst-17925	145	17	”	"	PUNCT
ajst-17925	145	18	.	.	PUNCT
ajst-17925	146	1	academic	academic	ADJ
ajst-17925	146	2	journal	journal	NOUN
ajst-17925	146	3	of	of	ADP
ajst-17925	146	4	science	science	NOUN
ajst-17925	146	5	and	and	CCONJ
ajst-17925	146	6	technology	technology	NOUN
ajst-17925	146	7	,	,	PUNCT
ajst-17925	146	8	vol	vol	NOUN
ajst-17925	146	9	.	.	PROPN
ajst-17925	146	10	8	8	NUM
ajst-17925	146	11	,	,	PUNCT
ajst-17925	146	12	no	no	INTJ
ajst-17925	146	13	.	.	NOUN
ajst-17925	146	14	2	2	NUM
ajst-17925	146	15	,	,	PUNCT
ajst-17925	146	16	dec	dec	PROPN
ajst-17925	146	17	.	.	PROPN
ajst-17925	146	18	2023	2023	NUM
ajst-17925	146	19	,	,	PUNCT
ajst-17925	146	20	pp	pp	ADJ
ajst-17925	146	21	.	.	PUNCT
ajst-17925	147	1	57	57	NUM
ajst-17925	147	2	-	-	SYM
ajst-17925	147	3	61	61	NUM
ajst-17925	147	4	,	,	PUNCT
ajst-17925	147	5	https://doi.org/10.54097/ajst.v8i2.14945	https://doi.org/10.54097/ajst.v8i2.14945	X
ajst-17925	147	6	[	[	X
ajst-17925	147	7	12	12	NUM
ajst-17925	147	8	]	]	PUNCT
ajst-17925	147	9	pan	pan	PROPN
ajst-17925	147	10	,	,	PUNCT
ajst-17925	147	11	yiming	yiming	PROPN
ajst-17925	147	12	,	,	PUNCT
ajst-17925	147	13	et	et	PROPN
ajst-17925	147	14	al	al	PROPN
ajst-17925	147	15	.	.	PUNCT
ajst-17925	148	1	“	"	PUNCT
ajst-17925	148	2	application	application	NOUN
ajst-17925	148	3	of	of	ADP
ajst-17925	148	4	three	three	NUM
ajst-17925	148	5	-	-	PUNCT
ajst-17925	148	6	dimensional	dimensional	ADJ
ajst-17925	148	7	coding	code	VERB
ajst-17925	148	8	network	network	NOUN
ajst-17925	148	9	in	in	ADP
ajst-17925	148	10	screening	screening	NOUN
ajst-17925	148	11	and	and	CCONJ
ajst-17925	148	12	diagnosis	diagnosis	NOUN
ajst-17925	148	13	of	of	ADP
ajst-17925	148	14	cervical	cervical	ADJ
ajst-17925	148	15	precancerous	precancerous	ADJ
ajst-17925	148	16	lesions	lesion	NOUN
ajst-17925	148	17	”	"	PUNCT
ajst-17925	148	18	.	.	PUNCT
ajst-17925	149	1	frontiers	frontier	NOUN
ajst-17925	149	2	in	in	ADP
ajst-17925	149	3	computing	computing	NOUN
ajst-17925	149	4	and	and	CCONJ
ajst-17925	149	5	intelligent	intelligent	ADJ
ajst-17925	149	6	systems	system	NOUN
ajst-17925	149	7	,	,	PUNCT
ajst-17925	149	8	vol	vol	NOUN
ajst-17925	149	9	.	.	PROPN
ajst-17925	149	10	6	6	NUM
ajst-17925	149	11	,	,	PUNCT
ajst-17925	149	12	no	no	INTJ
ajst-17925	149	13	.	.	NOUN
ajst-17925	149	14	3	3	NUM
ajst-17925	149	15	,	,	PUNCT
ajst-17925	149	16	jan	jan	PROPN
ajst-17925	149	17	.	.	PROPN
ajst-17925	149	18	2024	2024	NUM
ajst-17925	149	19	,	,	PUNCT
ajst-17925	149	20	pp	pp	ADJ
ajst-17925	149	21	.	.	PUNCT
ajst-17925	150	1	61	61	NUM
ajst-17925	150	2	-	-	SYM
ajst-17925	150	3	64	64	NUM
ajst-17925	150	4	,	,	PUNCT
ajst-17925	150	5	https://doi.org/10.54097/mi3vm0yb	https://doi.org/10.54097/mi3vm0yb	X
ajst-17925	150	6	.	.	PUNCT
ajst-17925	151	1	229	229	NUM
ajst-17925	152	1	[	[	X
ajst-17925	152	2	13	13	NUM
ajst-17925	152	3	]	]	X
ajst-17925	152	4	liu	liu	PROPN
ajst-17925	152	5	,	,	PUNCT
ajst-17925	152	6	b.	b.	PROPN
ajst-17925	152	7	,	,	PUNCT
ajst-17925	152	8	zhao	zhao	PROPN
ajst-17925	152	9	,	,	PUNCT
ajst-17925	152	10	x.	x.	PROPN
ajst-17925	152	11	,	,	PUNCT
ajst-17925	152	12	hu	hu	PROPN
ajst-17925	152	13	,	,	PUNCT
ajst-17925	152	14	h.	h.	PROPN
ajst-17925	152	15	,	,	PUNCT
ajst-17925	152	16	lin	lin	PROPN
ajst-17925	152	17	,	,	PUNCT
ajst-17925	152	18	q.	q.	PROPN
ajst-17925	152	19	,	,	PUNCT
ajst-17925	152	20	&	&	CCONJ
ajst-17925	152	21	huang	huang	PROPN
ajst-17925	152	22	,	,	PUNCT
ajst-17925	152	23	j.	j.	PROPN
ajst-17925	152	24	(	(	PUNCT
ajst-17925	152	25	2023	2023	NUM
ajst-17925	152	26	)	)	PUNCT
ajst-17925	152	27	.	.	PUNCT
ajst-17925	153	1	detection	detection	NOUN
ajst-17925	153	2	of	of	ADP
ajst-17925	153	3	esophageal	esophageal	ADJ
ajst-17925	153	4	cancer	cancer	NOUN
ajst-17925	153	5	lesions	lesion	NOUN
ajst-17925	153	6	based	base	VERB
ajst-17925	153	7	on	on	ADP
ajst-17925	153	8	cbam	cbam	NOUN
ajst-17925	153	9	faster	fast	ADV
ajst-17925	153	10	r	r	NOUN
ajst-17925	153	11	-	-	PUNCT
ajst-17925	153	12	cnn	cnn	PROPN
ajst-17925	153	13	.	.	PUNCT
ajst-17925	154	1	journal	journal	PROPN
ajst-17925	154	2	of	of	ADP
ajst-17925	154	3	theory	theory	NOUN
ajst-17925	154	4	and	and	CCONJ
ajst-17925	154	5	practice	practice	NOUN
ajst-17925	154	6	of	of	ADP
ajst-17925	154	7	engineering	engineering	NOUN
ajst-17925	154	8	science	science	NOUN
ajst-17925	154	9	,	,	PUNCT
ajst-17925	154	10	3(12	3(12	NUM
ajst-17925	154	11	)	)	PUNCT
ajst-17925	154	12	,	,	PUNCT
ajst-17925	154	13	36–42	36–42	NUM
ajst-17925	154	14	.	.	PUNCT
ajst-17925	155	1	https://doi.org/10.53469/jtpes.2023.03(12).06	https://doi.org/10.53469/jtpes.2023.03(12).06	NOUN
ajst-17925	155	2	[	[	X
ajst-17925	155	3	14	14	NUM
ajst-17925	155	4	]	]	X
ajst-17925	155	5	liu	liu	PROPN
ajst-17925	155	6	,	,	PUNCT
ajst-17925	155	7	bo	bo	PROPN
ajst-17925	155	8	,	,	PUNCT
ajst-17925	155	9	et	et	PROPN
ajst-17925	155	10	al	al	PROPN
ajst-17925	155	11	.	.	PUNCT
ajst-17925	156	1	"	"	PUNCT
ajst-17925	156	2	integration	integration	NOUN
ajst-17925	156	3	and	and	CCONJ
ajst-17925	156	4	performance	performance	NOUN
ajst-17925	156	5	analysis	analysis	NOUN
ajst-17925	156	6	of	of	ADP
ajst-17925	156	7	artificial	artificial	ADJ
ajst-17925	156	8	intelligence	intelligence	NOUN
ajst-17925	156	9	and	and	CCONJ
ajst-17925	156	10	computer	computer	NOUN
ajst-17925	156	11	vision	vision	NOUN
ajst-17925	156	12	based	base	VERB
ajst-17925	156	13	on	on	ADP
ajst-17925	156	14	deep	deep	ADJ
ajst-17925	156	15	learning	learning	NOUN
ajst-17925	156	16	algorithms	algorithm	NOUN
ajst-17925	156	17	.	.	PUNCT
ajst-17925	156	18	"	"	PUNCT
ajst-17925	157	1	arxiv	arxiv	PROPN
ajst-17925	157	2	preprint	preprint	NOUN
ajst-17925	157	3	arxiv:2312.12872	arxiv:2312.12872	NOUN
ajst-17925	157	4	(	(	PUNCT
ajst-17925	157	5	2023	2023	NUM
ajst-17925	157	6	)	)	PUNCT
ajst-17925	157	7	.	.	PUNCT
ajst-17925	158	1	[	[	X
ajst-17925	158	2	15	15	NUM
ajst-17925	158	3	]	]	X
ajst-17925	158	4	liu	liu	PROPN
ajst-17925	158	5	,	,	PUNCT
ajst-17925	158	6	bo	bo	PROPN
ajst-17925	158	7	,	,	PUNCT
ajst-17925	158	8	et	et	PROPN
ajst-17925	158	9	al	al	PROPN
ajst-17925	158	10	.	.	PUNCT
ajst-17925	159	1	"	"	PUNCT
ajst-17925	159	2	integration	integration	NOUN
ajst-17925	159	3	and	and	CCONJ
ajst-17925	159	4	performance	performance	NOUN
ajst-17925	159	5	analysis	analysis	NOUN
ajst-17925	159	6	of	of	ADP
ajst-17925	159	7	artificial	artificial	ADJ
ajst-17925	159	8	intelligence	intelligence	NOUN
ajst-17925	159	9	and	and	CCONJ
ajst-17925	159	10	computer	computer	NOUN
ajst-17925	159	11	vision	vision	NOUN
ajst-17925	159	12	based	base	VERB
ajst-17925	159	13	on	on	ADP
ajst-17925	159	14	deep	deep	ADJ
ajst-17925	159	15	learning	learning	NOUN
ajst-17925	159	16	algorithms	algorithm	NOUN
ajst-17925	159	17	.	.	PUNCT
ajst-17925	159	18	"	"	PUNCT
ajst-17925	160	1	arxiv	arxiv	PROPN
ajst-17925	160	2	preprint	preprint	NOUN
ajst-17925	160	3	arxiv:2312.12872	arxiv:2312.12872	NOUN
ajst-17925	160	4	(	(	PUNCT
ajst-17925	160	5	2023	2023	NUM
ajst-17925	160	6	)	)	PUNCT
ajst-17925	160	7	.	.	PUNCT
ajst-17925	161	1	[	[	X
ajst-17925	161	2	16	16	NUM
ajst-17925	161	3	]	]	X
ajst-17925	161	4	yu	yu	PROPN
ajst-17925	161	5	,	,	PUNCT
ajst-17925	161	6	l.	l.	PROPN
ajst-17925	161	7	,	,	PUNCT
ajst-17925	161	8	liu	liu	PROPN
ajst-17925	161	9	,	,	PUNCT
ajst-17925	161	10	b.	b.	PROPN
ajst-17925	161	11	,	,	PUNCT
ajst-17925	161	12	lin	lin	PROPN
ajst-17925	161	13	,	,	PUNCT
ajst-17925	161	14	q.	q.	PROPN
ajst-17925	161	15	,	,	PUNCT
ajst-17925	161	16	zhao	zhao	PROPN
ajst-17925	161	17	,	,	PUNCT
ajst-17925	161	18	x.	x.	NOUN
ajst-17925	161	19	,	,	PUNCT
ajst-17925	161	20	&	&	CCONJ
ajst-17925	161	21	che	che	PROPN
ajst-17925	161	22	,	,	PUNCT
ajst-17925	161	23	c.	c.	PROPN
ajst-17925	161	24	(	(	PUNCT
ajst-17925	161	25	2024	2024	NUM
ajst-17925	161	26	)	)	PUNCT
ajst-17925	161	27	.	.	PUNCT
ajst-17925	162	1	semantic	semantic	ADJ
ajst-17925	162	2	similarity	similarity	NOUN
ajst-17925	162	3	matching	match	VERB
ajst-17925	162	4	for	for	ADP
ajst-17925	162	5	patent	patent	NOUN
ajst-17925	162	6	documents	document	NOUN
ajst-17925	162	7	using	use	VERB
ajst-17925	162	8	ensemble	ensemble	ADJ
ajst-17925	162	9	bert	bert	NOUN
ajst-17925	162	10	-	-	PUNCT
ajst-17925	162	11	related	relate	VERB
ajst-17925	162	12	model	model	NOUN
ajst-17925	162	13	and	and	CCONJ
ajst-17925	162	14	novel	novel	ADJ
ajst-17925	162	15	text	text	NOUN
ajst-17925	162	16	processing	processing	NOUN
ajst-17925	162	17	method	method	NOUN
ajst-17925	162	18	.	.	PUNCT
ajst-17925	163	1	arxiv	arxiv	PROPN
ajst-17925	163	2	preprint	preprint	PROPN
ajst-17925	163	3	arxiv:2401.06782	arxiv:2401.06782	PROPN
ajst-17925	163	4	.	.	PUNCT
ajst-17925	164	1	[	[	X
ajst-17925	164	2	17	17	NUM
ajst-17925	164	3	]	]	PUNCT
ajst-17925	164	4	“	"	PUNCT
ajst-17925	164	5	the	the	DET
ajst-17925	164	6	application	application	NOUN
ajst-17925	164	7	of	of	ADP
ajst-17925	164	8	artificial	artificial	ADJ
ajst-17925	164	9	intelligence	intelligence	NOUN
ajst-17925	164	10	to	to	ADP
ajst-17925	164	11	the	the	DET
ajst-17925	164	12	bayesian	bayesian	NOUN
ajst-17925	164	13	model	model	NOUN
ajst-17925	164	14	algorithm	algorithm	NOUN
ajst-17925	164	15	for	for	ADP
ajst-17925	164	16	combining	combine	VERB
ajst-17925	164	17	genome	genome	NOUN
ajst-17925	164	18	data	datum	NOUN
ajst-17925	164	19	”	"	PUNCT
ajst-17925	164	20	.	.	PUNCT
ajst-17925	165	1	academic	academic	ADJ
ajst-17925	165	2	journal	journal	NOUN
ajst-17925	165	3	of	of	ADP
ajst-17925	165	4	science	science	NOUN
ajst-17925	165	5	and	and	CCONJ
ajst-17925	165	6	technology	technology	NOUN
ajst-17925	165	7	,	,	PUNCT
ajst-17925	165	8	vol	vol	NOUN
ajst-17925	165	9	.	.	PROPN
ajst-17925	165	10	8	8	NUM
ajst-17925	165	11	,	,	PUNCT
ajst-17925	165	12	no	no	INTJ
ajst-17925	165	13	.	.	NOUN
ajst-17925	165	14	3	3	NUM
ajst-17925	165	15	,	,	PUNCT
ajst-17925	165	16	dec	dec	PROPN
ajst-17925	165	17	.	.	PROPN
ajst-17925	165	18	2023	2023	NUM
ajst-17925	165	19	,	,	PUNCT
ajst-17925	165	20	pp	pp	ADJ
ajst-17925	165	21	.	.	PUNCT
ajst-17925	166	1	132	132	NUM
ajst-17925	166	2	-	-	SYM
ajst-17925	166	3	5	5	NUM
ajst-17925	166	4	,	,	PUNCT
ajst-17925	166	5	https://doi.org/10.54097/ykhccb53	https://doi.org/10.54097/ykhccb53	NOUN
ajst-17925	166	6	.	.	PUNCT
ajst-17925	167	1	[	[	X
ajst-17925	167	2	18	18	NUM
ajst-17925	167	3	]	]	X
ajst-17925	167	4	jin	jin	NOUN
ajst-17925	167	5	,	,	PUNCT
ajst-17925	167	6	keyan	keyan	PROPN
ajst-17925	167	7	.	.	PUNCT
ajst-17925	168	1	"	"	PUNCT
ajst-17925	168	2	impacts	impact	NOUN
ajst-17925	168	3	of	of	ADP
ajst-17925	168	4	word	word	NOUN
ajst-17925	168	5	of	of	ADP
ajst-17925	168	6	mouth	mouth	NOUN
ajst-17925	168	7	(	(	PUNCT
ajst-17925	168	8	wom	wom	PROPN
ajst-17925	168	9	)	)	PUNCT
ajst-17925	168	10	on	on	ADP
ajst-17925	168	11	e	e	NOUN
ajst-17925	168	12	-	-	NOUN
ajst-17925	168	13	business	business	ADJ
ajst-17925	168	14	online	online	ADJ
ajst-17925	168	15	pricing	pricing	NOUN
ajst-17925	168	16	.	.	PUNCT
ajst-17925	168	17	"	"	PUNCT
ajst-17925	169	1	jgim	jgim	PROPN
ajst-17925	169	2	vol.31	vol.31	PROPN
ajst-17925	169	3	,	,	PUNCT
ajst-17925	169	4	no.3	no.3	VERB
ajst-17925	169	5	2023	2023	NUM
ajst-17925	169	6	:	:	PUNCT
ajst-17925	169	7	pp.1	pp.1	PROPN
ajst-17925	169	8	-	-	PUNCT
ajst-17925	169	9	17	17	NUM
ajst-17925	169	10	.	.	PUNCT
ajst-17925	170	1	http://doi.org/10.4018/jgim.324813	http://doi.org/10.4018/jgim.324813	NOUN
ajst-17925	170	2	[	[	X
ajst-17925	170	3	19	19	NUM
ajst-17925	170	4	]	]	X
ajst-17925	170	5	wei	wei	PROPN
ajst-17925	170	6	,	,	PUNCT
ajst-17925	170	7	kuo	kuo	PROPN
ajst-17925	170	8	,	,	PUNCT
ajst-17925	170	9	et	et	PROPN
ajst-17925	170	10	al	al	PROPN
ajst-17925	170	11	.	.	PUNCT
ajst-17925	171	1	“	"	PUNCT
ajst-17925	171	2	strategic	strategic	ADJ
ajst-17925	171	3	application	application	NOUN
ajst-17925	171	4	of	of	ADP
ajst-17925	171	5	ai	ai	PRON
ajst-17925	171	6	intelligent	intelligent	ADJ
ajst-17925	171	7	algorithm	algorithm	NOUN
ajst-17925	171	8	in	in	ADP
ajst-17925	171	9	network	network	NOUN
ajst-17925	171	10	threat	threat	NOUN
ajst-17925	171	11	detection	detection	NOUN
ajst-17925	171	12	and	and	CCONJ
ajst-17925	171	13	defense	defense	NOUN
ajst-17925	171	14	”	"	PUNCT
ajst-17925	171	15	.	.	PUNCT
ajst-17925	172	1	journal	journal	PROPN
ajst-17925	172	2	of	of	ADP
ajst-17925	172	3	theory	theory	NOUN
ajst-17925	172	4	and	and	CCONJ
ajst-17925	172	5	practice	practice	NOUN
ajst-17925	172	6	of	of	ADP
ajst-17925	172	7	engineering	engineering	NOUN
ajst-17925	172	8	science	science	NOUN
ajst-17925	172	9	,	,	PUNCT
ajst-17925	172	10	vol	vol	NOUN
ajst-17925	172	11	.	.	PROPN
ajst-17925	172	12	4	4	NUM
ajst-17925	172	13	,	,	PUNCT
ajst-17925	172	14	no	no	INTJ
ajst-17925	172	15	.	.	NOUN
ajst-17925	172	16	01	01	NUM
ajst-17925	172	17	,	,	PUNCT
ajst-17925	172	18	jan	jan	PROPN
ajst-17925	172	19	.	.	PROPN
ajst-17925	172	20	2024	2024	NUM
ajst-17925	172	21	,	,	PUNCT
ajst-17925	172	22	pp	pp	ADV
ajst-17925	172	23	.	.	PUNCT
ajst-17925	173	1	49	49	NUM
ajst-17925	173	2	-	-	SYM
ajst-17925	173	3	57	57	NUM
ajst-17925	173	4	,	,	PUNCT
ajst-17925	173	5	doi:10.53469	doi:10.53469	NOUN
ajst-17925	173	6	/	/	SYM
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ajst-17925	173	8	.	.	PUNCT
ajst-17925	174	1	[	[	X
ajst-17925	174	2	20	20	NUM
ajst-17925	174	3	]	]	SYM
ajst-17925	174	4	du	du	X
ajst-17925	174	5	,	,	PUNCT
ajst-17925	174	6	shuqian	shuqian	NOUN
ajst-17925	174	7	,	,	PUNCT
ajst-17925	174	8	et	et	PROPN
ajst-17925	174	9	al	al	PROPN
ajst-17925	174	10	.	.	PUNCT
ajst-17925	175	1	“	"	PUNCT
ajst-17925	175	2	application	application	NOUN
ajst-17925	175	3	of	of	ADP
ajst-17925	175	4	hpv-16	hpv-16	NUM
ajst-17925	175	5	in	in	ADP
ajst-17925	175	6	liquid	liquid	NOUN
ajst-17925	175	7	-	-	PUNCT
ajst-17925	175	8	based	base	VERB
ajst-17925	175	9	thin	thin	ADJ
ajst-17925	175	10	layer	layer	NOUN
ajst-17925	175	11	cytology	cytology	NOUN
ajst-17925	175	12	of	of	ADP
ajst-17925	175	13	host	host	NOUN
ajst-17925	175	14	genetic	genetic	ADJ
ajst-17925	175	15	lesions	lesion	NOUN
ajst-17925	175	16	based	base	VERB
ajst-17925	175	17	on	on	ADP
ajst-17925	175	18	ai	ai	PRON
ajst-17925	175	19	diagnostic	diagnostic	ADJ
ajst-17925	175	20	technology	technology	NOUN
ajst-17925	175	21	presentation	presentation	NOUN
ajst-17925	175	22	of	of	ADP
ajst-17925	175	23	liquid	liquid	NOUN
ajst-17925	175	24	”	"	PUNCT
ajst-17925	175	25	.	.	PUNCT
ajst-17925	176	1	journal	journal	PROPN
ajst-17925	176	2	of	of	ADP
ajst-17925	176	3	theory	theory	NOUN
ajst-17925	176	4	and	and	CCONJ
ajst-17925	176	5	practice	practice	NOUN
ajst-17925	176	6	of	of	ADP
ajst-17925	176	7	engineering	engineering	NOUN
ajst-17925	176	8	science	science	NOUN
ajst-17925	176	9	,	,	PUNCT
ajst-17925	176	10	vol	vol	NOUN
ajst-17925	176	11	.	.	PROPN
ajst-17925	177	1	3	3	NUM
ajst-17925	177	2	,	,	PUNCT
ajst-17925	177	3	no	no	INTJ
ajst-17925	177	4	.	.	NOUN
ajst-17925	177	5	12	12	NUM
ajst-17925	177	6	,	,	PUNCT
ajst-17925	177	7	dec	dec	PROPN
ajst-17925	177	8	.	.	PROPN
ajst-17925	177	9	2023	2023	NUM
ajst-17925	177	10	,	,	PUNCT
ajst-17925	177	11	pp	pp	ADJ
ajst-17925	177	12	.	.	PUNCT
ajst-17925	178	1	1	1	NUM
ajst-17925	178	2	-	-	SYM
ajst-17925	178	3	6	6	NUM
ajst-17925	178	4	,	,	PUNCT
ajst-17925	178	5	doi:10.53469	doi:10.53469	X
ajst-17925	178	6	/	/	SYM
ajst-17925	178	7	jtpes.2023.03(12).01	jtpes.2023.03(12).01	PROPN
ajst-17925	178	8	.	.	PUNCT
ajst-17925	179	1	[	[	X
ajst-17925	179	2	21	21	NUM
ajst-17925	179	3	]	]	X
ajst-17925	179	4	xin	xin	PROPN
ajst-17925	179	5	,	,	PUNCT
ajst-17925	179	6	q.	q.	PROPN
ajst-17925	179	7	,	,	PUNCT
ajst-17925	179	8	he	he	PRON
ajst-17925	179	9	,	,	PUNCT
ajst-17925	179	10	y.	y.	PROPN
ajst-17925	179	11	,	,	PUNCT
ajst-17925	179	12	pan	pan	PROPN
ajst-17925	179	13	,	,	PUNCT
ajst-17925	179	14	y.	y.	PROPN
ajst-17925	179	15	,	,	PUNCT
ajst-17925	179	16	wang	wang	PROPN
ajst-17925	179	17	,	,	PUNCT
ajst-17925	179	18	y.	y.	PROPN
ajst-17925	179	19	,	,	PUNCT
ajst-17925	179	20	&	&	CCONJ
ajst-17925	179	21	du	du	PROPN
ajst-17925	179	22	,	,	PUNCT
ajst-17925	179	23	s.	s.	PROPN
ajst-17925	179	24	(	(	PUNCT
ajst-17925	179	25	2023	2023	NUM
ajst-17925	179	26	)	)	PUNCT
ajst-17925	179	27	.	.	PUNCT
ajst-17925	180	1	the	the	DET
ajst-17925	180	2	implementation	implementation	NOUN
ajst-17925	180	3	of	of	ADP
ajst-17925	180	4	an	an	DET
ajst-17925	180	5	ai	ai	ADJ
ajst-17925	180	6	-	-	PUNCT
ajst-17925	180	7	driven	drive	VERB
ajst-17925	180	8	advertising	advertising	NOUN
ajst-17925	180	9	push	push	NOUN
ajst-17925	180	10	system	system	NOUN
ajst-17925	180	11	based	base	VERB
ajst-17925	180	12	on	on	ADP
ajst-17925	180	13	a	a	DET
ajst-17925	180	14	nlp	nlp	NOUN
ajst-17925	180	15	algorithm	algorithm	NOUN
ajst-17925	180	16	.	.	PUNCT
ajst-17925	181	1	international	international	ADJ
ajst-17925	181	2	journal	journal	PROPN
ajst-17925	181	3	of	of	ADP
ajst-17925	181	4	computer	computer	NOUN
ajst-17925	181	5	science	science	NOUN
ajst-17925	181	6	and	and	CCONJ
ajst-17925	181	7	information	information	NOUN
ajst-17925	181	8	technology	technology	NOUN
ajst-17925	181	9	,	,	PUNCT
ajst-17925	181	10	1(1	1(1	NUM
ajst-17925	181	11	)	)	PUNCT
ajst-17925	181	12	,	,	PUNCT
ajst-17925	181	13	30	30	NUM
ajst-17925	181	14	-	-	SYM
ajst-17925	181	15	37.0	37.0	NUM
ajst-17925	181	16	[	[	PUNCT
ajst-17925	181	17	22	22	NUM
ajst-17925	181	18	]	]	SYM
ajst-17925	181	19	pan	pan	PROPN
ajst-17925	181	20	,	,	PUNCT
ajst-17925	181	21	yiming	yiming	PROPN
ajst-17925	181	22	,	,	PUNCT
ajst-17925	181	23	et	et	PROPN
ajst-17925	181	24	al	al	PROPN
ajst-17925	181	25	.	.	PUNCT
ajst-17925	182	1	“	"	PUNCT
ajst-17925	182	2	application	application	NOUN
ajst-17925	182	3	of	of	ADP
ajst-17925	182	4	three	three	NUM
ajst-17925	182	5	-	-	PUNCT
ajst-17925	182	6	dimensional	dimensional	ADJ
ajst-17925	182	7	coding	code	VERB
ajst-17925	182	8	network	network	NOUN
ajst-17925	182	9	in	in	ADP
ajst-17925	182	10	screening	screening	NOUN
ajst-17925	182	11	and	and	CCONJ
ajst-17925	182	12	diagnosis	diagnosis	NOUN
ajst-17925	182	13	of	of	ADP
ajst-17925	182	14	cervical	cervical	ADJ
ajst-17925	182	15	precancerous	precancerous	ADJ
ajst-17925	182	16	lesions	lesion	NOUN
ajst-17925	182	17	”	"	PUNCT
ajst-17925	182	18	.	.	PUNCT
ajst-17925	183	1	frontiers	frontier	NOUN
ajst-17925	183	2	in	in	ADP
ajst-17925	183	3	computing	computing	NOUN
ajst-17925	183	4	and	and	CCONJ
ajst-17925	183	5	intelligent	intelligent	ADJ
ajst-17925	183	6	systems	system	NOUN
ajst-17925	183	7	,	,	PUNCT
ajst-17925	183	8	vol	vol	NOUN
ajst-17925	183	9	.	.	PROPN
ajst-17925	183	10	6	6	NUM
ajst-17925	183	11	,	,	PUNCT
ajst-17925	183	12	no	no	INTJ
ajst-17925	183	13	.	.	NOUN
ajst-17925	183	14	3	3	NUM
ajst-17925	183	15	,	,	PUNCT
ajst-17925	183	16	jan	jan	PROPN
ajst-17925	183	17	.	.	PROPN
ajst-17925	183	18	2024	2024	NUM
ajst-17925	183	19	,	,	PUNCT
ajst-17925	183	20	pp	pp	ADJ
ajst-17925	183	21	.	.	PUNCT
ajst-17925	184	1	61	61	NUM
ajst-17925	184	2	-	-	SYM
ajst-17925	184	3	64	64	NUM
ajst-17925	184	4	,	,	PUNCT
ajst-17925	184	5	https://doi.org/10.54097/mi3vm0yb	https://doi.org/10.54097/mi3vm0yb	X
ajst-17925	184	6	.	.	PUNCT
ajst-17925	185	1	[	[	X
ajst-17925	185	2	23	23	NUM
ajst-17925	185	3	]	]	PUNCT
ajst-17925	185	4	“	"	PUNCT
ajst-17925	185	5	enhancing	enhance	VERB
ajst-17925	185	6	computer	computer	NOUN
ajst-17925	185	7	digital	digital	ADJ
ajst-17925	185	8	signal	signal	NOUN
ajst-17925	185	9	processing	processing	NOUN
ajst-17925	185	10	through	through	ADP
ajst-17925	185	11	the	the	DET
ajst-17925	185	12	utilization	utilization	NOUN
ajst-17925	185	13	of	of	ADP
ajst-17925	185	14	rnn	rnn	NOUN
ajst-17925	185	15	sequence	sequence	NOUN
ajst-17925	185	16	algorithms	algorithm	NOUN
ajst-17925	185	17	”	"	PUNCT
ajst-17925	185	18	.	.	PUNCT
ajst-17925	186	1	international	international	ADJ
ajst-17925	186	2	journal	journal	PROPN
ajst-17925	186	3	of	of	ADP
ajst-17925	186	4	computer	computer	NOUN
ajst-17925	186	5	science	science	NOUN
ajst-17925	186	6	and	and	CCONJ
ajst-17925	186	7	information	information	NOUN
ajst-17925	186	8	technology	technology	NOUN
ajst-17925	186	9	,	,	PUNCT
ajst-17925	186	10	vol	vol	NOUN
ajst-17925	186	11	.	.	PROPN
ajst-17925	186	12	1	1	NUM
ajst-17925	186	13	,	,	PUNCT
ajst-17925	186	14	no	no	INTJ
ajst-17925	186	15	.	.	NOUN
ajst-17925	186	16	1	1	NUM
ajst-17925	186	17	,	,	PUNCT
ajst-17925	186	18	dec	dec	PROPN
ajst-17925	186	19	.	.	PROPN
ajst-17925	186	20	2023	2023	NUM
ajst-17925	186	21	,	,	PUNCT
ajst-17925	186	22	pp	pp	ADJ
ajst-17925	186	23	.	.	PUNCT
ajst-17925	187	1	60	60	NUM
ajst-17925	187	2	-	-	SYM
ajst-17925	187	3	68	68	NUM
ajst-17925	187	4	,	,	PUNCT
ajst-17925	187	5	https://doi.org/10.62051/ijcsit.v1n1.09	https://doi.org/10.62051/ijcsit.v1n1.09	NOUN
ajst-17925	187	6	.	.	PUNCT