id	sid	tid	token	lemma	pos
fcis-14858	1	1	frontiers	frontier	NOUN
fcis-14858	1	2	in	in	ADP
fcis-14858	1	3	computing	computing	NOUN
fcis-14858	1	4	and	and	CCONJ
fcis-14858	1	5	intelligent	intelligent	ADJ
fcis-14858	1	6	systems	system	NOUN
fcis-14858	1	7	issn	issn	VERB
fcis-14858	1	8	:	:	PUNCT
fcis-14858	1	9	2832	2832	NUM
fcis-14858	1	10	-	-	SYM
fcis-14858	1	11	6024	6024	NUM
fcis-14858	1	12	|	|	NOUN
fcis-14858	1	13	vol	vol	NOUN
fcis-14858	1	14	.	.	PROPN
fcis-14858	2	1	6	6	NUM
fcis-14858	2	2	,	,	PUNCT
fcis-14858	2	3	no	no	INTJ
fcis-14858	2	4	.	.	NOUN
fcis-14858	2	5	1	1	NUM
fcis-14858	2	6	,	,	PUNCT
fcis-14858	2	7	2023	2023	NUM
fcis-14858	2	8	103	103	NUM
fcis-14858	2	9	improvement	improvement	NOUN
fcis-14858	2	10	of	of	ADP
fcis-14858	2	11	deep	deep	ADJ
fcis-14858	2	12	learning	learning	NOUN
fcis-14858	2	13	model	model	NOUN
fcis-14858	2	14	for	for	ADP
fcis-14858	2	15	gastrointestinal	gastrointestinal	ADJ
fcis-14858	2	16	tract	tract	NOUN
fcis-14858	2	17	segmentation	segmentation	NOUN
fcis-14858	2	18	surgery	surgery	NOUN
fcis-14858	2	19	hong	hong	PROPN
fcis-14858	2	20	zhou	zhou	PROPN
fcis-14858	2	21	1	1	NUM
fcis-14858	2	22	,	,	PUNCT
fcis-14858	2	23	*	*	PROPN
fcis-14858	2	24	,	,	PUNCT
fcis-14858	2	25	yan	yan	PROPN
fcis-14858	2	26	lou	lou	PROPN
fcis-14858	2	27	2	2	NUM
fcis-14858	2	28	,	,	PUNCT
fcis-14858	2	29	jize	jize	PROPN
fcis-14858	2	30	xiong	xiong	PROPN
fcis-14858	2	31	3	3	NUM
fcis-14858	2	32	,	,	PUNCT
fcis-14858	2	33	yixu	yixu	NOUN
fcis-14858	2	34	wang	wang	PROPN
fcis-14858	2	35	4	4	NUM
fcis-14858	2	36	,	,	PUNCT
fcis-14858	2	37	yuxiang	yuxiang	PROPN
fcis-14858	2	38	liu	liu	PROPN
fcis-14858	2	39	5	5	NUM
fcis-14858	2	40	1	1	NUM
fcis-14858	2	41	computer	computer	NOUN
fcis-14858	2	42	technology	technology	NOUN
fcis-14858	2	43	,	,	PUNCT
fcis-14858	2	44	peking	peking	NOUN
fcis-14858	2	45	university	university	PROPN
fcis-14858	2	46	,	,	PUNCT
fcis-14858	2	47	beijing	beijing	PROPN
fcis-14858	2	48	,	,	PUNCT
fcis-14858	2	49	china	china	PROPN
fcis-14858	2	50	2	2	NUM
fcis-14858	2	51	software	software	NOUN
fcis-14858	2	52	engineering	engineering	NOUN
fcis-14858	2	53	,	,	PUNCT
fcis-14858	2	54	illinois	illinois	PROPN
fcis-14858	2	55	institute	institute	PROPN
fcis-14858	2	56	of	of	ADP
fcis-14858	2	57	technology	technology	PROPN
fcis-14858	2	58	,	,	PUNCT
fcis-14858	2	59	chicago	chicago	PROPN
fcis-14858	2	60	,	,	PUNCT
fcis-14858	2	61	illinois	illinois	PROPN
fcis-14858	2	62	,	,	PUNCT
fcis-14858	2	63	usa	usa	PROPN
fcis-14858	2	64	3	3	NUM
fcis-14858	2	65	computer	computer	NOUN
fcis-14858	2	66	information	information	NOUN
fcis-14858	2	67	technology	technology	NOUN
fcis-14858	2	68	,	,	PUNCT
fcis-14858	2	69	northern	northern	PROPN
fcis-14858	2	70	arizona	arizona	PROPN
fcis-14858	2	71	university	university	PROPN
fcis-14858	2	72	,	,	PUNCT
fcis-14858	2	73	flagstaff	flagstaff	PROPN
fcis-14858	2	74	az	az	PROPN
fcis-14858	2	75	,	,	PUNCT
fcis-14858	2	76	usa	usa	PROPN
fcis-14858	2	77	4	4	NUM
fcis-14858	2	78	computer	computer	NOUN
fcis-14858	2	79	technology	technology	NOUN
fcis-14858	2	80	peking	peking	PROPN
fcis-14858	2	81	university	university	PROPN
fcis-14858	2	82	,	,	PUNCT
fcis-14858	2	83	beijing	beijing	PROPN
fcis-14858	2	84	,	,	PUNCT
fcis-14858	2	85	china	china	PROPN
fcis-14858	2	86	5	5	NUM
fcis-14858	2	87	computer	computer	NOUN
fcis-14858	2	88	engineering	engineering	NOUN
fcis-14858	2	89	,	,	PUNCT
fcis-14858	2	90	northwestern	northwestern	ADJ
fcis-14858	2	91	university	university	NOUN
fcis-14858	2	92	,	,	PUNCT
fcis-14858	2	93	atlanta	atlanta	PROPN
fcis-14858	2	94	,	,	PUNCT
fcis-14858	2	95	georgia	georgia	PROPN
fcis-14858	2	96	,	,	PUNCT
fcis-14858	2	97	usa	usa	PROPN
fcis-14858	2	98	*	*	PUNCT
fcis-14858	2	99	corresponding	correspond	VERB
fcis-14858	2	100	author	author	NOUN
fcis-14858	2	101	:	:	PUNCT
fcis-14858	2	102	hong	hong	PROPN
fcis-14858	2	103	zhou	zhou	PROPN
fcis-14858	2	104	(	(	PUNCT
fcis-14858	2	105	email	email	NOUN
fcis-14858	2	106	:	:	PUNCT
fcis-14858	2	107	zh.robot@pku.edu.cn	zh.robot@pku.edu.cn	NUM
fcis-14858	2	108	)	)	PUNCT
fcis-14858	2	109	abstract	abstract	NOUN
fcis-14858	2	110	:	:	PUNCT
fcis-14858	2	111	in	in	ADP
fcis-14858	2	112	2019	2019	NUM
fcis-14858	2	113	,	,	PUNCT
fcis-14858	2	114	approximately	approximately	ADV
fcis-14858	2	115	5	5	NUM
fcis-14858	2	116	million	million	NUM
fcis-14858	2	117	individuals	individual	NOUN
fcis-14858	2	118	were	be	AUX
fcis-14858	2	119	diagnosed	diagnose	VERB
fcis-14858	2	120	with	with	ADP
fcis-14858	2	121	gastrointestinal	gastrointestinal	ADJ
fcis-14858	2	122	tract	tract	NOUN
fcis-14858	2	123	cancer	cancer	NOUN
fcis-14858	2	124	globally	globally	ADV
fcis-14858	2	125	,	,	PUNCT
fcis-14858	2	126	with	with	ADP
fcis-14858	2	127	about	about	ADP
fcis-14858	2	128	half	half	NOUN
fcis-14858	2	129	eligible	eligible	ADJ
fcis-14858	2	130	for	for	ADP
fcis-14858	2	131	radiation	radiation	NOUN
fcis-14858	2	132	therapy	therapy	NOUN
fcis-14858	2	133	.	.	PUNCT
fcis-14858	3	1	this	this	DET
fcis-14858	3	2	treatment	treatment	NOUN
fcis-14858	3	3	,	,	PUNCT
fcis-14858	3	4	crucial	crucial	ADJ
fcis-14858	3	5	for	for	ADP
fcis-14858	3	6	many	many	ADJ
fcis-14858	3	7	patients	patient	NOUN
fcis-14858	3	8	,	,	PUNCT
fcis-14858	3	9	faces	face	VERB
fcis-14858	3	10	challenges	challenge	NOUN
fcis-14858	3	11	due	due	ADP
fcis-14858	3	12	to	to	ADP
fcis-14858	3	13	the	the	DET
fcis-14858	3	14	manual	manual	ADJ
fcis-14858	3	15	segmentation	segmentation	NOUN
fcis-14858	3	16	process	process	NOUN
fcis-14858	3	17	required	require	VERB
fcis-14858	3	18	in	in	ADP
fcis-14858	3	19	newer	new	ADJ
fcis-14858	3	20	technologies	technology	NOUN
fcis-14858	3	21	like	like	ADP
fcis-14858	3	22	mr	mr	NOUN
fcis-14858	3	23	-	-	PUNCT
fcis-14858	3	24	linacs	linac	NOUN
fcis-14858	3	25	.	.	PUNCT
fcis-14858	4	1	this	this	DET
fcis-14858	4	2	project	project	NOUN
fcis-14858	4	3	,	,	PUNCT
fcis-14858	4	4	supported	support	VERB
fcis-14858	4	5	by	by	ADP
fcis-14858	4	6	the	the	DET
fcis-14858	4	7	uw	uw	PROPN
fcis-14858	4	8	-	-	PROPN
fcis-14858	4	9	madison	madison	PROPN
fcis-14858	4	10	carbone	carbone	NOUN
fcis-14858	4	11	cancer	cancer	NOUN
fcis-14858	4	12	center	center	NOUN
fcis-14858	4	13	,	,	PUNCT
fcis-14858	4	14	aims	aim	VERB
fcis-14858	4	15	to	to	PART
fcis-14858	4	16	automate	automate	VERB
fcis-14858	4	17	the	the	DET
fcis-14858	4	18	segmentation	segmentation	NOUN
fcis-14858	4	19	of	of	ADP
fcis-14858	4	20	stomach	stomach	NOUN
fcis-14858	4	21	and	and	CCONJ
fcis-14858	4	22	intestines	intestine	NOUN
fcis-14858	4	23	in	in	ADP
fcis-14858	4	24	mri	mri	NOUN
fcis-14858	4	25	scans	scan	NOUN
fcis-14858	4	26	using	use	VERB
fcis-14858	4	27	deep	deep	ADJ
fcis-14858	4	28	learning	learning	NOUN
fcis-14858	4	29	.	.	PUNCT
fcis-14858	5	1	the	the	DET
fcis-14858	5	2	unet2.5d	unet2.5d	PROPN
fcis-14858	5	3	model	model	NOUN
fcis-14858	5	4	,	,	PUNCT
fcis-14858	5	5	specifically	specifically	ADV
fcis-14858	5	6	unet2.5d(se	unet2.5d(se	ADJ
fcis-14858	5	7	-	-	PUNCT
fcis-14858	5	8	resnet50	resnet50	NOUN
fcis-14858	5	9	)	)	PUNCT
fcis-14858	5	10	,	,	PUNCT
fcis-14858	5	11	has	have	AUX
fcis-14858	5	12	shown	show	VERB
fcis-14858	5	13	promising	promising	ADJ
fcis-14858	5	14	results	result	NOUN
fcis-14858	5	15	,	,	PUNCT
fcis-14858	5	16	achieving	achieve	VERB
fcis-14858	5	17	a	a	DET
fcis-14858	5	18	dice	dice	NOUN
fcis-14858	5	19	coefficient	coefficient	NOUN
fcis-14858	5	20	of	of	ADP
fcis-14858	5	21	0.848	0.848	NUM
fcis-14858	5	22	.	.	PUNCT
fcis-14858	6	1	successful	successful	ADJ
fcis-14858	6	2	implementation	implementation	NOUN
fcis-14858	6	3	of	of	ADP
fcis-14858	6	4	this	this	DET
fcis-14858	6	5	model	model	NOUN
fcis-14858	6	6	could	could	AUX
fcis-14858	6	7	significantly	significantly	ADV
fcis-14858	6	8	expedite	expedite	VERB
fcis-14858	6	9	treatments	treatment	NOUN
fcis-14858	6	10	,	,	PUNCT
fcis-14858	6	11	enabling	enable	VERB
fcis-14858	6	12	higher	high	ADJ
fcis-14858	6	13	radiation	radiation	NOUN
fcis-14858	6	14	doses	dose	NOUN
fcis-14858	6	15	to	to	ADP
fcis-14858	6	16	tumors	tumor	NOUN
fcis-14858	6	17	while	while	SCONJ
fcis-14858	6	18	minimizing	minimize	VERB
fcis-14858	6	19	exposure	exposure	NOUN
fcis-14858	6	20	to	to	ADP
fcis-14858	6	21	healthy	healthy	ADJ
fcis-14858	6	22	tissues	tissue	NOUN
fcis-14858	6	23	,	,	PUNCT
fcis-14858	6	24	ultimately	ultimately	ADV
fcis-14858	6	25	improving	improve	VERB
fcis-14858	6	26	patient	patient	ADJ
fcis-14858	6	27	care	care	NOUN
fcis-14858	6	28	and	and	CCONJ
fcis-14858	6	29	long	long	ADJ
fcis-14858	6	30	-	-	PUNCT
fcis-14858	6	31	term	term	NOUN
fcis-14858	6	32	cancer	cancer	NOUN
fcis-14858	6	33	control	control	NOUN
fcis-14858	6	34	.	.	PUNCT
fcis-14858	7	1	keywords	keyword	NOUN
fcis-14858	7	2	:	:	PUNCT
fcis-14858	7	3	mri	mri	NOUN
fcis-14858	7	4	segmentation	segmentation	NOUN
fcis-14858	7	5	;	;	PUNCT
fcis-14858	7	6	machine	machine	NOUN
fcis-14858	7	7	learning	learning	NOUN
fcis-14858	7	8	;	;	PUNCT
fcis-14858	7	9	unet2.5d	unet2.5d	PROPN
fcis-14858	7	10	;	;	PUNCT
fcis-14858	7	11	neural	neural	ADJ
fcis-14858	7	12	networks	network	NOUN
fcis-14858	7	13	;	;	PUNCT
fcis-14858	7	14	deep	deep	ADJ
fcis-14858	7	15	learning	learning	NOUN
fcis-14858	7	16	.	.	PUNCT
fcis-14858	8	1	1	1	X
fcis-14858	8	2	.	.	X
fcis-14858	8	3	introduction	introduction	NOUN
fcis-14858	8	4	cancer	cancer	NOUN
fcis-14858	8	5	of	of	ADP
fcis-14858	8	6	the	the	DET
fcis-14858	8	7	gastro	gastro	ADJ
fcis-14858	8	8	-	-	PUNCT
fcis-14858	8	9	intestinal	intestinal	ADJ
fcis-14858	8	10	tract	tract	NOUN
fcis-14858	8	11	remains	remain	VERB
fcis-14858	8	12	a	a	DET
fcis-14858	8	13	significant	significant	ADJ
fcis-14858	8	14	global	global	ADJ
fcis-14858	8	15	health	health	NOUN
fcis-14858	8	16	concern	concern	NOUN
fcis-14858	8	17	,	,	PUNCT
fcis-14858	8	18	affecting	affect	VERB
fcis-14858	8	19	an	an	DET
fcis-14858	8	20	estimated	estimate	VERB
fcis-14858	8	21	5	5	NUM
fcis-14858	8	22	million	million	NUM
fcis-14858	8	23	individuals	individual	NOUN
fcis-14858	8	24	worldwide	worldwide	ADV
fcis-14858	8	25	in	in	ADP
fcis-14858	8	26	2019	2019	NUM
fcis-14858	8	27	[	[	X
fcis-14858	8	28	reference	reference	NOUN
fcis-14858	8	29	:	:	PUNCT
fcis-14858	8	30	world	world	NOUN
fcis-14858	8	31	health	health	PROPN
fcis-14858	8	32	organization	organization	PROPN
fcis-14858	8	33	]	]	PUNCT
fcis-14858	8	34	.	.	PUNCT
fcis-14858	9	1	among	among	ADP
fcis-14858	9	2	the	the	DET
fcis-14858	9	3	available	available	ADJ
fcis-14858	9	4	treatment	treatment	NOUN
fcis-14858	9	5	modalities	modality	NOUN
fcis-14858	9	6	,	,	PUNCT
fcis-14858	9	7	radiation	radiation	NOUN
fcis-14858	9	8	therapy	therapy	NOUN
fcis-14858	9	9	plays	play	VERB
fcis-14858	9	10	a	a	DET
fcis-14858	9	11	pivotal	pivotal	ADJ
fcis-14858	9	12	role	role	NOUN
fcis-14858	9	13	,	,	PUNCT
fcis-14858	9	14	with	with	ADP
fcis-14858	9	15	approximately	approximately	ADV
fcis-14858	9	16	half	half	NOUN
fcis-14858	9	17	of	of	ADP
fcis-14858	9	18	diagnosed	diagnose	VERB
fcis-14858	9	19	patients	patient	NOUN
fcis-14858	9	20	being	be	AUX
fcis-14858	9	21	eligible	eligible	ADJ
fcis-14858	9	22	for	for	ADP
fcis-14858	9	23	this	this	DET
fcis-14858	9	24	intervention	intervention	NOUN
fcis-14858	9	25	[	[	X
fcis-14858	9	26	1	1	NUM
fcis-14858	9	27	]	]	PUNCT
fcis-14858	9	28	.	.	PUNCT
fcis-14858	10	1	traditionally	traditionally	ADV
fcis-14858	10	2	,	,	PUNCT
fcis-14858	10	3	radiation	radiation	NOUN
fcis-14858	10	4	therapy	therapy	NOUN
fcis-14858	10	5	involves	involve	VERB
fcis-14858	10	6	daily	daily	ADJ
fcis-14858	10	7	sessions	session	NOUN
fcis-14858	10	8	over	over	ADP
fcis-14858	10	9	1	1	NUM
fcis-14858	10	10	-	-	SYM
fcis-14858	10	11	6	6	NUM
fcis-14858	10	12	weeks	week	NOUN
fcis-14858	10	13	,	,	PUNCT
fcis-14858	10	14	demanding	demand	VERB
fcis-14858	10	15	precision	precision	NOUN
fcis-14858	10	16	to	to	PART
fcis-14858	10	17	deliver	deliver	VERB
fcis-14858	10	18	high	high	ADJ
fcis-14858	10	19	radiation	radiation	NOUN
fcis-14858	10	20	doses	dose	NOUN
fcis-14858	10	21	to	to	ADP
fcis-14858	10	22	tumors	tumor	NOUN
fcis-14858	10	23	while	while	SCONJ
fcis-14858	10	24	sparing	spare	VERB
fcis-14858	10	25	adjacent	adjacent	ADJ
fcis-14858	10	26	healthy	healthy	ADJ
fcis-14858	10	27	tissues	tissue	NOUN
fcis-14858	10	28	,	,	PUNCT
fcis-14858	10	29	particularly	particularly	ADV
fcis-14858	10	30	the	the	DET
fcis-14858	10	31	stomach	stomach	NOUN
fcis-14858	10	32	and	and	CCONJ
fcis-14858	10	33	intestines	intestine	NOUN
fcis-14858	10	34	.	.	PUNCT
fcis-14858	11	1	recent	recent	ADJ
fcis-14858	11	2	advancements	advancement	NOUN
fcis-14858	11	3	in	in	ADP
fcis-14858	11	4	technology	technology	NOUN
fcis-14858	11	5	,	,	PUNCT
fcis-14858	11	6	such	such	ADJ
fcis-14858	11	7	as	as	ADP
fcis-14858	11	8	integrated	integrated	ADJ
fcis-14858	11	9	magnetic	magnetic	ADJ
fcis-14858	11	10	resonance	resonance	NOUN
fcis-14858	11	11	imaging	imaging	NOUN
fcis-14858	11	12	and	and	CCONJ
fcis-14858	11	13	linear	linear	ADJ
fcis-14858	11	14	accelerator	accelerator	NOUN
fcis-14858	11	15	systems	system	NOUN
fcis-14858	11	16	(	(	PUNCT
fcis-14858	11	17	mr	mr	NOUN
fcis-14858	11	18	-	-	PUNCT
fcis-14858	11	19	linacs	linac	NOUN
fcis-14858	11	20	)	)	PUNCT
fcis-14858	11	21	,	,	PUNCT
fcis-14858	11	22	provide	provide	VERB
fcis-14858	11	23	an	an	DET
fcis-14858	11	24	opportunity	opportunity	NOUN
fcis-14858	11	25	to	to	PART
fcis-14858	11	26	enhance	enhance	VERB
fcis-14858	11	27	the	the	DET
fcis-14858	11	28	accuracy	accuracy	NOUN
fcis-14858	11	29	of	of	ADP
fcis-14858	11	30	radiation	radiation	NOUN
fcis-14858	11	31	therapy	therapy	NOUN
fcis-14858	11	32	.	.	PUNCT
fcis-14858	12	1	these	these	DET
fcis-14858	12	2	systems	system	NOUN
fcis-14858	12	3	enable	enable	VERB
fcis-14858	12	4	daily	daily	ADJ
fcis-14858	12	5	visualization	visualization	NOUN
fcis-14858	12	6	of	of	ADP
fcis-14858	12	7	tumor	tumor	NOUN
fcis-14858	12	8	and	and	CCONJ
fcis-14858	12	9	organ	organ	NOUN
fcis-14858	12	10	positions	position	NOUN
fcis-14858	12	11	,	,	PUNCT
fcis-14858	12	12	crucial	crucial	ADJ
fcis-14858	12	13	for	for	ADP
fcis-14858	12	14	adapting	adapt	VERB
fcis-14858	12	15	treatment	treatment	NOUN
fcis-14858	12	16	plans	plan	NOUN
fcis-14858	12	17	to	to	ADP
fcis-14858	12	18	the	the	DET
fcis-14858	12	19	dynamic	dynamic	ADJ
fcis-14858	12	20	nature	nature	NOUN
fcis-14858	12	21	of	of	ADP
fcis-14858	12	22	the	the	DET
fcis-14858	12	23	gastro	gastro	ADJ
fcis-14858	12	24	-	-	PUNCT
fcis-14858	12	25	intestinal	intestinal	ADJ
fcis-14858	12	26	anatomy	anatomy	NOUN
fcis-14858	12	27	[	[	X
fcis-14858	12	28	2	2	NUM
fcis-14858	12	29	]	]	PUNCT
fcis-14858	12	30	.	.	PUNCT
fcis-14858	13	1	however	however	ADV
fcis-14858	13	2	,	,	PUNCT
fcis-14858	13	3	the	the	DET
fcis-14858	13	4	manual	manual	ADJ
fcis-14858	13	5	segmentation	segmentation	NOUN
fcis-14858	13	6	of	of	ADP
fcis-14858	13	7	stomach	stomach	NOUN
fcis-14858	13	8	and	and	CCONJ
fcis-14858	13	9	intestines	intestine	NOUN
fcis-14858	13	10	in	in	ADP
fcis-14858	13	11	mr	mr	PROPN
fcis-14858	13	12	images	image	NOUN
fcis-14858	13	13	is	be	AUX
fcis-14858	13	14	a	a	DET
fcis-14858	13	15	time	time	NOUN
fcis-14858	13	16	-	-	PUNCT
fcis-14858	13	17	consuming	consume	VERB
fcis-14858	13	18	process	process	NOUN
fcis-14858	13	19	,	,	PUNCT
fcis-14858	13	20	hindering	hinder	VERB
fcis-14858	13	21	the	the	DET
fcis-14858	13	22	efficiency	efficiency	NOUN
fcis-14858	13	23	of	of	ADP
fcis-14858	13	24	treatments	treatment	NOUN
fcis-14858	13	25	.	.	PUNCT
fcis-14858	14	1	this	this	DET
fcis-14858	14	2	challenge	challenge	NOUN
fcis-14858	14	3	motivates	motivate	VERB
fcis-14858	14	4	the	the	DET
fcis-14858	14	5	exploration	exploration	NOUN
fcis-14858	14	6	of	of	ADP
fcis-14858	14	7	deep	deep	ADJ
fcis-14858	14	8	learning	learning	NOUN
fcis-14858	14	9	solutions	solution	NOUN
fcis-14858	14	10	to	to	PART
fcis-14858	14	11	automate	automate	VERB
fcis-14858	14	12	the	the	DET
fcis-14858	14	13	segmentation	segmentation	NOUN
fcis-14858	14	14	process	process	NOUN
fcis-14858	14	15	and	and	CCONJ
fcis-14858	14	16	streamline	streamline	VERB
fcis-14858	14	17	radiation	radiation	NOUN
fcis-14858	14	18	therapy	therapy	NOUN
fcis-14858	14	19	.	.	PUNCT
fcis-14858	15	1	the	the	DET
fcis-14858	15	2	uw	uw	PROPN
fcis-14858	15	3	-	-	PROPN
fcis-14858	15	4	madison	madison	PROPN
fcis-14858	15	5	carbone	carbone	NOUN
fcis-14858	15	6	cancer	cancer	NOUN
fcis-14858	15	7	center	center	NOUN
fcis-14858	15	8	,	,	PUNCT
fcis-14858	15	9	a	a	DET
fcis-14858	15	10	pioneer	pioneer	NOUN
fcis-14858	15	11	in	in	ADP
fcis-14858	15	12	mr	mr	PROPN
fcis-14858	15	13	-	-	PUNCT
fcis-14858	15	14	linac	linac	NOUN
fcis-14858	15	15	-	-	PUNCT
fcis-14858	15	16	based	base	VERB
fcis-14858	15	17	radiotherapy	radiotherapy	NOUN
fcis-14858	15	18	,	,	PUNCT
fcis-14858	15	19	has	have	AUX
fcis-14858	15	20	generously	generously	ADV
fcis-14858	15	21	supported	support	VERB
fcis-14858	15	22	this	this	DET
fcis-14858	15	23	initiative	initiative	NOUN
fcis-14858	15	24	by	by	ADP
fcis-14858	15	25	providing	provide	VERB
fcis-14858	15	26	a	a	DET
fcis-14858	15	27	dataset	dataset	NOUN
fcis-14858	15	28	of	of	ADP
fcis-14858	15	29	anonymized	anonymize	VERB
fcis-14858	15	30	mris	mris	NOUN
fcis-14858	15	31	from	from	ADP
fcis-14858	15	32	cancer	cancer	NOUN
fcis-14858	15	33	patients	patient	NOUN
fcis-14858	15	34	treated	treat	VERB
fcis-14858	15	35	at	at	ADP
fcis-14858	15	36	their	their	PRON
fcis-14858	15	37	facility	facility	NOUN
fcis-14858	15	38	.	.	PUNCT
fcis-14858	16	1	leveraging	leverage	VERB
fcis-14858	16	2	this	this	DET
fcis-14858	16	3	dataset	dataset	NOUN
fcis-14858	16	4	,	,	PUNCT
fcis-14858	16	5	our	our	PRON
fcis-14858	16	6	objective	objective	NOUN
fcis-14858	16	7	is	be	AUX
fcis-14858	16	8	to	to	PART
fcis-14858	16	9	develop	develop	VERB
fcis-14858	16	10	a	a	DET
fcis-14858	16	11	deep	deep	ADJ
fcis-14858	16	12	learning	learning	NOUN
fcis-14858	16	13	model	model	NOUN
fcis-14858	16	14	capable	capable	ADJ
fcis-14858	16	15	of	of	ADP
fcis-14858	16	16	automatically	automatically	ADV
fcis-14858	16	17	segmenting	segment	VERB
fcis-14858	16	18	the	the	DET
fcis-14858	16	19	stomach	stomach	NOUN
fcis-14858	16	20	and	and	CCONJ
fcis-14858	16	21	intestines	intestine	NOUN
fcis-14858	16	22	in	in	ADP
fcis-14858	16	23	mri	mri	NOUN
fcis-14858	16	24	scans	scan	NOUN
fcis-14858	16	25	.	.	PUNCT
fcis-14858	17	1	this	this	DET
fcis-14858	17	2	innovation	innovation	NOUN
fcis-14858	17	3	has	have	VERB
fcis-14858	17	4	the	the	DET
fcis-14858	17	5	potential	potential	NOUN
fcis-14858	17	6	to	to	PART
fcis-14858	17	7	revolutionize	revolutionize	VERB
fcis-14858	17	8	cancer	cancer	NOUN
fcis-14858	17	9	treatment	treatment	NOUN
fcis-14858	17	10	by	by	ADP
fcis-14858	17	11	making	make	VERB
fcis-14858	17	12	daily	daily	ADJ
fcis-14858	17	13	sessions	session	NOUN
fcis-14858	17	14	more	more	ADV
fcis-14858	17	15	efficient	efficient	ADJ
fcis-14858	17	16	,	,	PUNCT
fcis-14858	17	17	reducing	reduce	VERB
fcis-14858	17	18	treatment	treatment	NOUN
fcis-14858	17	19	times	time	NOUN
fcis-14858	17	20	from	from	ADP
fcis-14858	17	21	an	an	DET
fcis-14858	17	22	hour	hour	NOUN
fcis-14858	17	23	to	to	ADP
fcis-14858	17	24	15	15	NUM
fcis-14858	17	25	minutes	minute	NOUN
fcis-14858	17	26	,	,	PUNCT
fcis-14858	17	27	and	and	CCONJ
fcis-14858	17	28	,	,	PUNCT
fcis-14858	17	29	consequently	consequently	ADV
fcis-14858	17	30	,	,	PUNCT
fcis-14858	17	31	enhancing	enhance	VERB
fcis-14858	17	32	the	the	DET
fcis-14858	17	33	overall	overall	ADJ
fcis-14858	17	34	quality	quality	NOUN
fcis-14858	17	35	of	of	ADP
fcis-14858	17	36	care	care	NOUN
fcis-14858	17	37	for	for	ADP
fcis-14858	17	38	cancer	cancer	NOUN
fcis-14858	17	39	patients	patient	NOUN
fcis-14858	17	40	.	.	PUNCT
fcis-14858	18	1	in	in	ADP
fcis-14858	18	2	recent	recent	ADJ
fcis-14858	18	3	years	year	NOUN
fcis-14858	18	4	,	,	PUNCT
fcis-14858	18	5	deep	deep	ADJ
fcis-14858	18	6	learning	learning	NOUN
fcis-14858	18	7	has	have	AUX
fcis-14858	18	8	emerged	emerge	VERB
fcis-14858	18	9	as	as	ADP
fcis-14858	18	10	a	a	DET
fcis-14858	18	11	transformative	transformative	ADJ
fcis-14858	18	12	force	force	NOUN
fcis-14858	18	13	in	in	ADP
fcis-14858	18	14	many	many	ADJ
fcis-14858	18	15	scenarios	scenario	NOUN
fcis-14858	18	16	[	[	X
fcis-14858	18	17	7,8,9	7,8,9	NOUN
fcis-14858	18	18	]	]	PUNCT
fcis-14858	18	19	.	.	PUNCT
fcis-14858	19	1	for	for	ADP
fcis-14858	19	2	the	the	DET
fcis-14858	19	3	field	field	NOUN
fcis-14858	19	4	of	of	ADP
fcis-14858	19	5	computer	computer	NOUN
fcis-14858	19	6	vision	vision	NOUN
fcis-14858	19	7	,	,	PUNCT
fcis-14858	19	8	revolutionizing	revolutionize	VERB
fcis-14858	19	9	the	the	DET
fcis-14858	19	10	way	way	NOUN
fcis-14858	19	11	machines	machine	NOUN
fcis-14858	19	12	perceive	perceive	VERB
fcis-14858	19	13	and	and	CCONJ
fcis-14858	19	14	interpret	interpret	VERB
fcis-14858	19	15	visual	visual	ADJ
fcis-14858	19	16	information	information	NOUN
fcis-14858	19	17	.	.	PUNCT
fcis-14858	20	1	this	this	DET
fcis-14858	20	2	paradigm	paradigm	NOUN
fcis-14858	20	3	shift	shift	NOUN
fcis-14858	20	4	is	be	AUX
fcis-14858	20	5	primarily	primarily	ADV
fcis-14858	20	6	attributed	attribute	VERB
fcis-14858	20	7	to	to	ADP
fcis-14858	20	8	the	the	DET
fcis-14858	20	9	remarkable	remarkable	ADJ
fcis-14858	20	10	success	success	NOUN
fcis-14858	20	11	of	of	ADP
fcis-14858	20	12	convolutional	convolutional	ADJ
fcis-14858	20	13	neural	neural	ADJ
fcis-14858	20	14	networks	network	NOUN
fcis-14858	20	15	(	(	PUNCT
fcis-14858	20	16	cnns	cnns	PROPN
fcis-14858	20	17	)	)	PUNCT
fcis-14858	20	18	in	in	ADP
fcis-14858	20	19	extracting	extract	VERB
fcis-14858	20	20	intricate	intricate	ADJ
fcis-14858	20	21	features	feature	NOUN
fcis-14858	20	22	from	from	ADP
fcis-14858	20	23	images	image	NOUN
fcis-14858	20	24	,	,	PUNCT
fcis-14858	20	25	enabling	enable	VERB
fcis-14858	20	26	unprecedented	unprecedented	ADJ
fcis-14858	20	27	levels	level	NOUN
fcis-14858	20	28	of	of	ADP
fcis-14858	20	29	accuracy	accuracy	NOUN
fcis-14858	20	30	in	in	ADP
fcis-14858	20	31	tasks	task	NOUN
fcis-14858	20	32	such	such	ADJ
fcis-14858	20	33	as	as	ADP
fcis-14858	20	34	object	object	NOUN
fcis-14858	20	35	recognition	recognition	NOUN
fcis-14858	20	36	,	,	PUNCT
fcis-14858	20	37	image	image	NOUN
fcis-14858	20	38	classification	classification	NOUN
fcis-14858	20	39	,	,	PUNCT
fcis-14858	20	40	and	and	CCONJ
fcis-14858	20	41	segmentation	segmentation	NOUN
fcis-14858	20	42	.	.	PUNCT
fcis-14858	21	1	the	the	DET
fcis-14858	21	2	ability	ability	NOUN
fcis-14858	21	3	of	of	ADP
fcis-14858	21	4	deep	deep	ADJ
fcis-14858	21	5	learning	learning	NOUN
fcis-14858	21	6	models	model	NOUN
fcis-14858	21	7	to	to	PART
fcis-14858	21	8	automatically	automatically	ADV
fcis-14858	21	9	learn	learn	VERB
fcis-14858	21	10	hierarchical	hierarchical	ADJ
fcis-14858	21	11	representations	representation	NOUN
fcis-14858	21	12	from	from	ADP
fcis-14858	21	13	vast	vast	ADJ
fcis-14858	21	14	amounts	amount	NOUN
fcis-14858	21	15	of	of	ADP
fcis-14858	21	16	data	datum	NOUN
fcis-14858	21	17	has	have	AUX
fcis-14858	21	18	significantly	significantly	ADV
fcis-14858	21	19	enhanced	enhance	VERB
fcis-14858	21	20	the	the	DET
fcis-14858	21	21	robustness	robustness	NOUN
fcis-14858	21	22	and	and	CCONJ
fcis-14858	21	23	versatility	versatility	NOUN
fcis-14858	21	24	of	of	ADP
fcis-14858	21	25	computer	computer	NOUN
fcis-14858	21	26	vision	vision	NOUN
fcis-14858	21	27	systems	system	NOUN
fcis-14858	21	28	.	.	PUNCT
fcis-14858	22	1	this	this	DET
fcis-14858	22	2	breakthrough	breakthrough	NOUN
fcis-14858	22	3	has	have	AUX
fcis-14858	22	4	fueled	fuel	VERB
fcis-14858	22	5	advancements	advancement	NOUN
fcis-14858	22	6	in	in	ADP
fcis-14858	22	7	various	various	ADJ
fcis-14858	22	8	applications	application	NOUN
fcis-14858	22	9	,	,	PUNCT
fcis-14858	22	10	including	include	VERB
fcis-14858	22	11	autonomous	autonomous	ADJ
fcis-14858	22	12	vehicles	vehicle	NOUN
fcis-14858	22	13	,	,	PUNCT
fcis-14858	22	14	medical	medical	ADJ
fcis-14858	22	15	image	image	NOUN
fcis-14858	22	16	analysis	analysis	NOUN
fcis-14858	22	17	,	,	PUNCT
fcis-14858	22	18	and	and	CCONJ
fcis-14858	22	19	facial	facial	ADJ
fcis-14858	22	20	recognition	recognition	NOUN
fcis-14858	22	21	technology	technology	NOUN
fcis-14858	22	22	.	.	PUNCT
fcis-14858	23	1	hence	hence	ADV
fcis-14858	23	2	,	,	PUNCT
fcis-14858	23	3	in	in	ADP
fcis-14858	23	4	this	this	DET
fcis-14858	23	5	paper	paper	NOUN
fcis-14858	23	6	,	,	PUNCT
fcis-14858	23	7	we	we	PRON
fcis-14858	23	8	try	try	VERB
fcis-14858	23	9	to	to	PART
fcis-14858	23	10	do	do	VERB
fcis-14858	23	11	medical	medical	ADJ
fcis-14858	23	12	image	image	NOUN
fcis-14858	23	13	analysis	analysis	NOUN
fcis-14858	23	14	for	for	ADP
fcis-14858	23	15	stomach	stomach	NOUN
fcis-14858	23	16	and	and	CCONJ
fcis-14858	23	17	tract	tract	ADJ
fcis-14858	23	18	segmentation	segmentation	NOUN
fcis-14858	23	19	.	.	PUNCT
fcis-14858	24	1	this	this	DET
fcis-14858	24	2	paper	paper	NOUN
fcis-14858	24	3	presents	present	VERB
fcis-14858	24	4	an	an	DET
fcis-14858	24	5	in	in	ADP
fcis-14858	24	6	-	-	PUNCT
fcis-14858	24	7	depth	depth	NOUN
fcis-14858	24	8	exploration	exploration	NOUN
fcis-14858	24	9	of	of	ADP
fcis-14858	24	10	the	the	DET
fcis-14858	24	11	methodology	methodology	NOUN
fcis-14858	24	12	employed	employ	VERB
fcis-14858	24	13	in	in	ADP
fcis-14858	24	14	developing	develop	VERB
fcis-14858	24	15	the	the	DET
fcis-14858	24	16	segmentation	segmentation	NOUN
fcis-14858	24	17	model	model	NOUN
fcis-14858	24	18	,	,	PUNCT
fcis-14858	24	19	including	include	VERB
fcis-14858	24	20	model	model	NOUN
fcis-14858	24	21	architectures	architecture	NOUN
fcis-14858	24	22	,	,	PUNCT
fcis-14858	24	23	dataset	dataset	ADJ
fcis-14858	24	24	introduction	introduction	NOUN
fcis-14858	24	25	,	,	PUNCT
fcis-14858	24	26	data	data	VERB
fcis-14858	24	27	analysis	analysis	NOUN
fcis-14858	24	28	and	and	CCONJ
fcis-14858	24	29	preprocessing	preprocessing	NOUN
fcis-14858	24	30	,	,	PUNCT
fcis-14858	24	31	choice	choice	NOUN
fcis-14858	24	32	of	of	ADP
fcis-14858	24	33	loss	loss	NOUN
fcis-14858	24	34	function	function	NOUN
fcis-14858	24	35	,	,	PUNCT
fcis-14858	24	36	and	and	CCONJ
fcis-14858	24	37	evaluation	evaluation	NOUN
fcis-14858	24	38	metrics	metric	NOUN
fcis-14858	24	39	.	.	PUNCT
fcis-14858	25	1	the	the	DET
fcis-14858	25	2	experiment	experiment	NOUN
fcis-14858	25	3	results	result	VERB
fcis-14858	25	4	showcase	showcase	VERB
fcis-14858	25	5	the	the	DET
fcis-14858	25	6	effectiveness	effectiveness	NOUN
fcis-14858	25	7	of	of	ADP
fcis-14858	25	8	the	the	DET
fcis-14858	25	9	proposed	propose	VERB
fcis-14858	25	10	unet2.5d(se	unet2.5d(se	NOUN
fcis-14858	25	11	-	-	PUNCT
fcis-14858	25	12	resnet50	resnet50	NOUN
fcis-14858	25	13	)	)	PUNCT
fcis-14858	25	14	model	model	NOUN
fcis-14858	25	15	,	,	PUNCT
fcis-14858	25	16	as	as	SCONJ
fcis-14858	25	17	evidenced	evidence	VERB
fcis-14858	25	18	by	by	ADP
fcis-14858	25	19	a	a	DET
fcis-14858	25	20	dice	dice	NOUN
fcis-14858	25	21	coefficient	coefficient	NOUN
fcis-14858	25	22	of	of	ADP
fcis-14858	25	23	0.848	0.848	NUM
fcis-14858	25	24	.	.	PUNCT
fcis-14858	26	1	the	the	DET
fcis-14858	26	2	implications	implication	NOUN
fcis-14858	26	3	of	of	ADP
fcis-14858	26	4	this	this	DET
fcis-14858	26	5	research	research	NOUN
fcis-14858	26	6	extend	extend	VERB
fcis-14858	26	7	beyond	beyond	ADP
fcis-14858	26	8	technical	technical	ADJ
fcis-14858	26	9	advancements	advancement	NOUN
fcis-14858	26	10	,	,	PUNCT
fcis-14858	26	11	holding	hold	VERB
fcis-14858	26	12	the	the	DET
fcis-14858	26	13	promise	promise	NOUN
fcis-14858	26	14	to	to	PART
fcis-14858	26	15	significantly	significantly	ADV
fcis-14858	26	16	improve	improve	VERB
fcis-14858	26	17	the	the	DET
fcis-14858	26	18	daily	daily	ADJ
fcis-14858	26	19	lives	life	NOUN
fcis-14858	26	20	and	and	CCONJ
fcis-14858	26	21	outcomes	outcome	NOUN
fcis-14858	26	22	for	for	ADP
fcis-14858	26	23	cancer	cancer	NOUN
fcis-14858	26	24	patients	patient	NOUN
fcis-14858	26	25	undergoing	undergo	VERB
fcis-14858	26	26	radiation	radiation	NOUN
fcis-14858	26	27	therapy	therapy	NOUN
fcis-14858	26	28	.	.	PUNCT
fcis-14858	27	1	2	2	X
fcis-14858	27	2	.	.	X
fcis-14858	27	3	related	relate	VERB
fcis-14858	27	4	work	work	NOUN
fcis-14858	27	5	research	research	NOUN
fcis-14858	27	6	in	in	ADP
fcis-14858	27	7	medical	medical	ADJ
fcis-14858	27	8	image	image	NOUN
fcis-14858	27	9	segmentation	segmentation	NOUN
fcis-14858	27	10	,	,	PUNCT
fcis-14858	27	11	particularly	particularly	ADV
fcis-14858	27	12	in	in	ADP
fcis-14858	27	13	the	the	DET
fcis-14858	27	14	context	context	NOUN
fcis-14858	27	15	of	of	ADP
fcis-14858	27	16	oncology	oncology	NOUN
fcis-14858	27	17	,	,	PUNCT
fcis-14858	27	18	has	have	AUX
fcis-14858	27	19	witnessed	witness	VERB
fcis-14858	27	20	significant	significant	ADJ
fcis-14858	27	21	advancements	advancement	NOUN
fcis-14858	27	22	driven	drive	VERB
fcis-14858	27	23	by	by	ADP
fcis-14858	27	24	the	the	DET
fcis-14858	27	25	integration	integration	NOUN
fcis-14858	27	26	of	of	ADP
fcis-14858	27	27	deep	deep	ADJ
fcis-14858	27	28	learning	learning	NOUN
fcis-14858	27	29	techniques	technique	NOUN
fcis-14858	27	30	.	.	PUNCT
fcis-14858	28	1	segmentation	segmentation	NOUN
fcis-14858	28	2	of	of	ADP
fcis-14858	28	3	abdominal	abdominal	ADJ
fcis-14858	28	4	organs	organ	NOUN
fcis-14858	28	5	,	,	PUNCT
fcis-14858	28	6	including	include	VERB
fcis-14858	28	7	the	the	DET
fcis-14858	28	8	gastro	gastro	ADJ
fcis-14858	28	9	-	-	PUNCT
fcis-14858	28	10	intestinal	intestinal	ADJ
fcis-14858	28	11	tract	tract	NOUN
fcis-14858	28	12	,	,	PUNCT
fcis-14858	28	13	is	be	AUX
fcis-14858	28	14	a	a	DET
fcis-14858	28	15	critical	critical	ADJ
fcis-14858	28	16	step	step	NOUN
fcis-14858	28	17	in	in	ADP
fcis-14858	28	18	facilitating	facilitate	VERB
fcis-14858	28	19	accurate	accurate	ADJ
fcis-14858	28	20	and	and	CCONJ
fcis-14858	28	21	efficient	efficient	ADJ
fcis-14858	28	22	radiation	radiation	NOUN
fcis-14858	28	23	therapy	therapy	NOUN
fcis-14858	28	24	.	.	PUNCT
fcis-14858	29	1	existing	exist	VERB
fcis-14858	29	2	literature	literature	NOUN
fcis-14858	29	3	reflects	reflect	VERB
fcis-14858	29	4	a	a	DET
fcis-14858	29	5	growing	grow	VERB
fcis-14858	29	6	interest	interest	NOUN
fcis-14858	29	7	in	in	ADP
fcis-14858	29	8	leveraging	leverage	VERB
fcis-14858	29	9	deep	deep	ADJ
fcis-14858	29	10	neural	neural	ADJ
fcis-14858	29	11	networks	network	NOUN
fcis-14858	29	12	for	for	ADP
fcis-14858	29	13	automating	automate	VERB
fcis-14858	29	14	this	this	DET
fcis-14858	29	15	process	process	NOUN
fcis-14858	29	16	.	.	PUNCT
fcis-14858	30	1	wang	wang	PROPN
fcis-14858	30	2	et	et	PROPN
fcis-14858	30	3	al	al	PROPN
fcis-14858	30	4	.	.	PUNCT
fcis-14858	31	1	[	[	X
fcis-14858	31	2	3	3	X
fcis-14858	31	3	]	]	PUNCT
fcis-14858	31	4	proposed	propose	VERB
fcis-14858	31	5	a	a	DET
fcis-14858	31	6	deep	deep	ADJ
fcis-14858	31	7	learning	learning	NOUN
fcis-14858	31	8	approach	approach	NOUN
fcis-14858	31	9	for	for	ADP
fcis-14858	31	10	104	104	NUM
fcis-14858	31	11	abdominal	abdominal	ADJ
fcis-14858	31	12	multi	multi	ADJ
fcis-14858	31	13	-	-	ADJ
fcis-14858	31	14	organ	organ	ADJ
fcis-14858	31	15	segmentation	segmentation	NOUN
fcis-14858	31	16	,	,	PUNCT
fcis-14858	31	17	achieving	achieve	VERB
fcis-14858	31	18	promising	promising	ADJ
fcis-14858	31	19	results	result	NOUN
fcis-14858	31	20	in	in	ADP
fcis-14858	31	21	segmenting	segment	VERB
fcis-14858	31	22	organs	organ	NOUN
fcis-14858	31	23	such	such	ADJ
fcis-14858	31	24	as	as	ADP
fcis-14858	31	25	the	the	DET
fcis-14858	31	26	liver	liver	NOUN
fcis-14858	31	27	,	,	PUNCT
fcis-14858	31	28	spleen	spleen	NOUN
fcis-14858	31	29	,	,	PUNCT
fcis-14858	31	30	and	and	CCONJ
fcis-14858	31	31	kidneys	kidney	NOUN
fcis-14858	31	32	.	.	PUNCT
fcis-14858	32	1	this	this	DET
fcis-14858	32	2	work	work	NOUN
fcis-14858	32	3	demonstrated	demonstrate	VERB
fcis-14858	32	4	the	the	DET
fcis-14858	32	5	potential	potential	NOUN
fcis-14858	32	6	of	of	ADP
fcis-14858	32	7	deep	deep	ADJ
fcis-14858	32	8	learning	learning	NOUN
fcis-14858	32	9	in	in	ADP
fcis-14858	32	10	handling	handle	VERB
fcis-14858	32	11	the	the	DET
fcis-14858	32	12	complexities	complexity	NOUN
fcis-14858	32	13	of	of	ADP
fcis-14858	32	14	abdominal	abdominal	ADJ
fcis-14858	32	15	anatomy	anatomy	NOUN
fcis-14858	32	16	.	.	PUNCT
fcis-14858	33	1	in	in	ADP
fcis-14858	33	2	the	the	DET
fcis-14858	33	3	specific	specific	ADJ
fcis-14858	33	4	domain	domain	NOUN
fcis-14858	33	5	of	of	ADP
fcis-14858	33	6	gastrointestinal	gastrointestinal	ADJ
fcis-14858	33	7	image	image	NOUN
fcis-14858	33	8	segmentation	segmentation	NOUN
fcis-14858	33	9	,	,	PUNCT
fcis-14858	33	10	zhang	zhang	PROPN
fcis-14858	33	11	et	et	PROPN
fcis-14858	33	12	al	al	PROPN
fcis-14858	33	13	.	.	PUNCT
fcis-14858	34	1	[	[	X
fcis-14858	34	2	4	4	X
fcis-14858	34	3	]	]	PUNCT
fcis-14858	34	4	explored	explore	VERB
fcis-14858	34	5	the	the	DET
fcis-14858	34	6	application	application	NOUN
fcis-14858	34	7	of	of	ADP
fcis-14858	34	8	convolutional	convolutional	ADJ
fcis-14858	34	9	neural	neural	ADJ
fcis-14858	34	10	networks	network	NOUN
fcis-14858	34	11	(	(	PUNCT
fcis-14858	34	12	cnns	cnns	PROPN
fcis-14858	34	13	)	)	PUNCT
fcis-14858	34	14	for	for	ADP
fcis-14858	34	15	automatic	automatic	ADJ
fcis-14858	34	16	segmentation	segmentation	NOUN
fcis-14858	34	17	of	of	ADP
fcis-14858	34	18	the	the	DET
fcis-14858	34	19	stomach	stomach	NOUN
fcis-14858	34	20	and	and	CCONJ
fcis-14858	34	21	intestines	intestine	NOUN
fcis-14858	34	22	in	in	ADP
fcis-14858	34	23	ct	ct	PROPN
fcis-14858	34	24	scans	scan	NOUN
fcis-14858	34	25	.	.	PUNCT
fcis-14858	35	1	their	their	PRON
fcis-14858	35	2	findings	finding	NOUN
fcis-14858	35	3	highlighted	highlight	VERB
fcis-14858	35	4	the	the	DET
fcis-14858	35	5	feasibility	feasibility	NOUN
fcis-14858	35	6	of	of	ADP
fcis-14858	35	7	deep	deep	ADJ
fcis-14858	35	8	learning	learning	NOUN
fcis-14858	35	9	in	in	ADP
fcis-14858	35	10	handling	handle	VERB
fcis-14858	35	11	variations	variation	NOUN
fcis-14858	35	12	in	in	ADP
fcis-14858	35	13	organ	organ	NOUN
fcis-14858	35	14	shapes	shape	NOUN
fcis-14858	35	15	and	and	CCONJ
fcis-14858	35	16	positions	position	NOUN
fcis-14858	35	17	.	.	PUNCT
fcis-14858	36	1	furthermore	furthermore	ADV
fcis-14858	36	2	,	,	PUNCT
fcis-14858	36	3	recent	recent	ADJ
fcis-14858	36	4	studies	study	NOUN
fcis-14858	36	5	by	by	ADP
fcis-14858	36	6	smith	smith	PROPN
fcis-14858	36	7	et	et	PROPN
fcis-14858	36	8	al	al	PROPN
fcis-14858	36	9	.	.	PUNCT
fcis-14858	37	1	[	[	X
fcis-14858	37	2	5	5	NUM
fcis-14858	37	3	]	]	PUNCT
fcis-14858	37	4	and	and	CCONJ
fcis-14858	37	5	kim	kim	PROPN
fcis-14858	37	6	et	et	PROPN
fcis-14858	37	7	al	al	PROPN
fcis-14858	37	8	.	.	PUNCT
fcis-14858	38	1	[	[	X
fcis-14858	38	2	6	6	NUM
fcis-14858	38	3	]	]	PUNCT
fcis-14858	38	4	focused	focus	VERB
fcis-14858	38	5	on	on	ADP
fcis-14858	38	6	integrating	integrate	VERB
fcis-14858	38	7	advanced	advanced	ADJ
fcis-14858	38	8	imaging	imaging	NOUN
fcis-14858	38	9	modalities	modality	NOUN
fcis-14858	38	10	,	,	PUNCT
fcis-14858	38	11	such	such	ADJ
fcis-14858	38	12	as	as	ADP
fcis-14858	38	13	magnetic	magnetic	ADJ
fcis-14858	38	14	resonance	resonance	NOUN
fcis-14858	38	15	imaging	imaging	NOUN
fcis-14858	38	16	(	(	PUNCT
fcis-14858	38	17	mri	mri	NOUN
fcis-14858	38	18	)	)	PUNCT
fcis-14858	38	19	,	,	PUNCT
fcis-14858	38	20	into	into	ADP
fcis-14858	38	21	the	the	DET
fcis-14858	38	22	segmentation	segmentation	NOUN
fcis-14858	38	23	pipeline	pipeline	NOUN
fcis-14858	38	24	.	.	PUNCT
fcis-14858	39	1	these	these	DET
fcis-14858	39	2	works	work	NOUN
fcis-14858	39	3	underscore	underscore	VERB
fcis-14858	39	4	the	the	DET
fcis-14858	39	5	importance	importance	NOUN
fcis-14858	39	6	of	of	ADP
fcis-14858	39	7	combining	combine	VERB
fcis-14858	39	8	imaging	imaging	NOUN
fcis-14858	39	9	technologies	technology	NOUN
fcis-14858	39	10	to	to	PART
fcis-14858	39	11	enhance	enhance	VERB
fcis-14858	39	12	the	the	DET
fcis-14858	39	13	precision	precision	NOUN
fcis-14858	39	14	of	of	ADP
fcis-14858	39	15	organ	organ	NOUN
fcis-14858	39	16	delineation	delineation	NOUN
fcis-14858	39	17	.	.	PUNCT
fcis-14858	40	1	while	while	SCONJ
fcis-14858	40	2	these	these	DET
fcis-14858	40	3	studies	study	NOUN
fcis-14858	40	4	provide	provide	VERB
fcis-14858	40	5	valuable	valuable	ADJ
fcis-14858	40	6	insights	insight	NOUN
fcis-14858	40	7	,	,	PUNCT
fcis-14858	40	8	our	our	PRON
fcis-14858	40	9	research	research	NOUN
fcis-14858	40	10	contributes	contribute	VERB
fcis-14858	40	11	by	by	ADP
fcis-14858	40	12	addressing	address	VERB
fcis-14858	40	13	the	the	DET
fcis-14858	40	14	unique	unique	ADJ
fcis-14858	40	15	challenges	challenge	NOUN
fcis-14858	40	16	associated	associate	VERB
fcis-14858	40	17	with	with	ADP
fcis-14858	40	18	daily	daily	ADJ
fcis-14858	40	19	variations	variation	NOUN
fcis-14858	40	20	in	in	ADP
fcis-14858	40	21	gastro	gastro	ADJ
fcis-14858	40	22	-	-	PUNCT
fcis-14858	40	23	intestinal	intestinal	ADJ
fcis-14858	40	24	anatomy	anatomy	NOUN
fcis-14858	40	25	during	during	ADP
fcis-14858	40	26	radiation	radiation	NOUN
fcis-14858	40	27	therapy	therapy	NOUN
fcis-14858	40	28	.	.	PUNCT
fcis-14858	41	1	the	the	DET
fcis-14858	41	2	unet2.5d(se	unet2.5d(se	ADJ
fcis-14858	41	3	-	-	PUNCT
fcis-14858	41	4	resnet50	resnet50	NOUN
fcis-14858	41	5	)	)	PUNCT
fcis-14858	41	6	model	model	NOUN
fcis-14858	41	7	proposed	propose	VERB
fcis-14858	41	8	in	in	ADP
fcis-14858	41	9	this	this	DET
fcis-14858	41	10	paper	paper	NOUN
fcis-14858	41	11	aims	aim	VERB
fcis-14858	41	12	to	to	PART
fcis-14858	41	13	optimize	optimize	VERB
fcis-14858	41	14	segmentation	segmentation	NOUN
fcis-14858	41	15	accuracy	accuracy	NOUN
fcis-14858	41	16	and	and	CCONJ
fcis-14858	41	17	efficiency	efficiency	NOUN
fcis-14858	41	18	,	,	PUNCT
fcis-14858	41	19	aligning	align	VERB
fcis-14858	41	20	with	with	ADP
fcis-14858	41	21	the	the	DET
fcis-14858	41	22	objectives	objective	NOUN
fcis-14858	41	23	of	of	ADP
fcis-14858	41	24	improving	improve	VERB
fcis-14858	41	25	treatment	treatment	NOUN
fcis-14858	41	26	outcomes	outcome	NOUN
fcis-14858	41	27	for	for	ADP
fcis-14858	41	28	cancer	cancer	NOUN
fcis-14858	41	29	patients	patient	NOUN
fcis-14858	41	30	.	.	PUNCT
fcis-14858	42	1	3	3	X
fcis-14858	42	2	.	.	X
fcis-14858	42	3	methodology	methodology	NOUN
fcis-14858	42	4	in	in	ADP
fcis-14858	42	5	this	this	DET
fcis-14858	42	6	section	section	NOUN
fcis-14858	42	7	,	,	PUNCT
fcis-14858	42	8	the	the	DET
fcis-14858	42	9	overview	overview	NOUN
fcis-14858	42	10	of	of	ADP
fcis-14858	42	11	the	the	DET
fcis-14858	42	12	methodology	methodology	NOUN
fcis-14858	42	13	employed	employ	VERB
fcis-14858	42	14	in	in	ADP
fcis-14858	42	15	our	our	PRON
fcis-14858	42	16	research	research	NOUN
fcis-14858	42	17	to	to	PART
fcis-14858	42	18	automate	automate	VERB
fcis-14858	42	19	the	the	DET
fcis-14858	42	20	segmentation	segmentation	NOUN
fcis-14858	42	21	of	of	ADP
fcis-14858	42	22	the	the	DET
fcis-14858	42	23	stomach	stomach	NOUN
fcis-14858	42	24	and	and	CCONJ
fcis-14858	42	25	intestines	intestine	NOUN
fcis-14858	42	26	in	in	ADP
fcis-14858	42	27	mri	mri	NOUN
fcis-14858	42	28	scans	scan	NOUN
fcis-14858	42	29	are	be	AUX
fcis-14858	42	30	provided	provide	VERB
fcis-14858	42	31	.	.	PUNCT
fcis-14858	43	1	we	we	PRON
fcis-14858	43	2	detail	detail	VERB
fcis-14858	43	3	the	the	DET
fcis-14858	43	4	chosen	choose	VERB
fcis-14858	43	5	model	model	NOUN
fcis-14858	43	6	architectures	architecture	NOUN
fcis-14858	43	7	,	,	PUNCT
fcis-14858	43	8	introduce	introduce	VERB
fcis-14858	43	9	the	the	DET
fcis-14858	43	10	dataset	dataset	NOUN
fcis-14858	43	11	,	,	PUNCT
fcis-14858	43	12	discuss	discuss	VERB
fcis-14858	43	13	data	datum	NOUN
fcis-14858	43	14	analysis	analysis	NOUN
fcis-14858	43	15	and	and	CCONJ
fcis-14858	43	16	preprocessing	preprocessing	NOUN
fcis-14858	43	17	steps	step	NOUN
fcis-14858	43	18	,	,	PUNCT
fcis-14858	43	19	describe	describe	VERB
fcis-14858	43	20	the	the	DET
fcis-14858	43	21	selected	select	VERB
fcis-14858	43	22	loss	loss	NOUN
fcis-14858	43	23	functions	function	NOUN
fcis-14858	43	24	,	,	PUNCT
fcis-14858	43	25	and	and	CCONJ
fcis-14858	43	26	outline	outline	VERB
fcis-14858	43	27	the	the	DET
fcis-14858	43	28	evaluation	evaluation	NOUN
fcis-14858	43	29	metrics	metric	NOUN
fcis-14858	43	30	used	use	VERB
fcis-14858	43	31	to	to	PART
fcis-14858	43	32	assess	assess	VERB
fcis-14858	43	33	the	the	DET
fcis-14858	43	34	model	model	NOUN
fcis-14858	43	35	's	's	PART
fcis-14858	43	36	performance	performance	NOUN
fcis-14858	43	37	.	.	PUNCT
fcis-14858	44	1	3.1	3.1	NUM
fcis-14858	44	2	.	.	PUNCT
fcis-14858	44	3	model	model	PROPN
fcis-14858	44	4	architectures	architecture	NOUN
fcis-14858	44	5	figure	figure	VERB
fcis-14858	44	6	1	1	NUM
fcis-14858	44	7	.	.	PUNCT
fcis-14858	45	1	se	se	ADJ
fcis-14858	45	2	-	-	NOUN
fcis-14858	45	3	resnet	resnet	ADJ
fcis-14858	45	4	backbone	backbone	NOUN
fcis-14858	45	5	the	the	DET
fcis-14858	45	6	chosen	choose	VERB
fcis-14858	45	7	model	model	NOUN
fcis-14858	45	8	architecture	architecture	NOUN
fcis-14858	45	9	for	for	ADP
fcis-14858	45	10	this	this	DET
fcis-14858	45	11	segmentation	segmentation	NOUN
fcis-14858	45	12	task	task	NOUN
fcis-14858	45	13	is	be	AUX
fcis-14858	45	14	unet2.5d	unet2.5d	PROPN
fcis-14858	45	15	,	,	PUNCT
fcis-14858	45	16	utilizing	utilize	VERB
fcis-14858	45	17	the	the	DET
fcis-14858	45	18	se	se	ADJ
fcis-14858	45	19	-	-	NOUN
fcis-14858	45	20	resnet50	resnet50	NOUN
fcis-14858	45	21	backbone	backbone	NOUN
fcis-14858	45	22	.	.	PUNCT
fcis-14858	46	1	the	the	DET
fcis-14858	46	2	unet2.5d	unet2.5d	PROPN
fcis-14858	46	3	architecture	architecture	NOUN
fcis-14858	46	4	extends	extend	VERB
fcis-14858	46	5	the	the	DET
fcis-14858	46	6	traditional	traditional	ADJ
fcis-14858	46	7	unet	unet	NOUN
fcis-14858	46	8	model	model	NOUN
fcis-14858	46	9	to	to	PART
fcis-14858	46	10	incorporate	incorporate	VERB
fcis-14858	46	11	three	three	NUM
fcis-14858	46	12	-	-	PUNCT
fcis-14858	46	13	dimensional	dimensional	ADJ
fcis-14858	46	14	information	information	NOUN
fcis-14858	46	15	,	,	PUNCT
fcis-14858	46	16	allowing	allow	VERB
fcis-14858	46	17	the	the	DET
fcis-14858	46	18	model	model	NOUN
fcis-14858	46	19	to	to	PART
fcis-14858	46	20	consider	consider	VERB
fcis-14858	46	21	contextual	contextual	ADJ
fcis-14858	46	22	information	information	NOUN
fcis-14858	46	23	across	across	ADP
fcis-14858	46	24	multiple	multiple	ADJ
fcis-14858	46	25	slices	slice	NOUN
fcis-14858	46	26	in	in	ADP
fcis-14858	46	27	the	the	DET
fcis-14858	46	28	mri	mri	NOUN
fcis-14858	46	29	scans	scan	NOUN
fcis-14858	46	30	.	.	PUNCT
fcis-14858	47	1	the	the	DET
fcis-14858	47	2	se	se	PROPN
fcis-14858	47	3	-	-	NOUN
fcis-14858	47	4	resnet50	resnet50	NOUN
fcis-14858	47	5	backbone	backbone	NOUN
fcis-14858	47	6	enhances	enhance	NOUN
fcis-14858	47	7	feature	feature	NOUN
fcis-14858	47	8	extraction	extraction	NOUN
fcis-14858	47	9	capabilities	capability	NOUN
fcis-14858	47	10	,	,	PUNCT
fcis-14858	47	11	making	make	VERB
fcis-14858	47	12	the	the	DET
fcis-14858	47	13	model	model	NOUN
fcis-14858	47	14	well	well	ADV
fcis-14858	47	15	-	-	PUNCT
fcis-14858	47	16	suited	suit	VERB
fcis-14858	47	17	for	for	ADP
fcis-14858	47	18	intricate	intricate	ADJ
fcis-14858	47	19	segmentation	segmentation	NOUN
fcis-14858	47	20	tasks	task	NOUN
fcis-14858	47	21	.	.	PUNCT
fcis-14858	48	1	se	se	VERB
fcis-14858	48	2	-	-	NOUN
fcis-14858	48	3	resnet	resnet	ADJ
fcis-14858	48	4	excels	excel	NOUN
fcis-14858	48	5	in	in	ADP
fcis-14858	48	6	image	image	NOUN
fcis-14858	48	7	recognition	recognition	NOUN
fcis-14858	48	8	due	due	ADP
fcis-14858	48	9	to	to	ADP
fcis-14858	48	10	its	its	PRON
fcis-14858	48	11	innovative	innovative	ADJ
fcis-14858	48	12	architecture	architecture	NOUN
fcis-14858	48	13	,	,	PUNCT
fcis-14858	48	14	featuring	feature	VERB
fcis-14858	48	15	squeeze	squeeze	NOUN
fcis-14858	48	16	-	-	PUNCT
fcis-14858	48	17	and	and	CCONJ
fcis-14858	48	18	-	-	PUNCT
fcis-14858	48	19	excitation	excitation	NOUN
fcis-14858	48	20	modules	module	NOUN
fcis-14858	48	21	.	.	PUNCT
fcis-14858	49	1	these	these	DET
fcis-14858	49	2	modules	module	NOUN
fcis-14858	49	3	enhance	enhance	VERB
fcis-14858	49	4	feature	feature	NOUN
fcis-14858	49	5	adaptability	adaptability	NOUN
fcis-14858	49	6	,	,	PUNCT
fcis-14858	49	7	improving	improve	VERB
fcis-14858	49	8	model	model	NOUN
fcis-14858	49	9	interpretability	interpretability	NOUN
fcis-14858	49	10	,	,	PUNCT
fcis-14858	49	11	accuracy	accuracy	NOUN
fcis-14858	49	12	,	,	PUNCT
fcis-14858	49	13	and	and	CCONJ
fcis-14858	49	14	robustness	robustness	NOUN
fcis-14858	49	15	.	.	PUNCT
fcis-14858	50	1	the	the	DET
fcis-14858	50	2	incorporation	incorporation	NOUN
fcis-14858	50	3	of	of	ADP
fcis-14858	50	4	residual	residual	ADJ
fcis-14858	50	5	connections	connection	NOUN
fcis-14858	50	6	ensures	ensure	VERB
fcis-14858	50	7	efficient	efficient	ADJ
fcis-14858	50	8	training	training	NOUN
fcis-14858	50	9	and	and	CCONJ
fcis-14858	50	10	mitigates	mitigate	VERB
fcis-14858	50	11	the	the	DET
fcis-14858	50	12	vanishing	vanish	VERB
fcis-14858	50	13	gradient	gradient	NOUN
fcis-14858	50	14	problem	problem	NOUN
fcis-14858	50	15	,	,	PUNCT
fcis-14858	50	16	contributing	contribute	VERB
fcis-14858	50	17	to	to	ADP
fcis-14858	50	18	its	its	PRON
fcis-14858	50	19	success	success	NOUN
fcis-14858	50	20	in	in	ADP
fcis-14858	50	21	complex	complex	ADJ
fcis-14858	50	22	visual	visual	ADJ
fcis-14858	50	23	tasks	task	NOUN
fcis-14858	50	24	.	.	PUNCT
fcis-14858	51	1	this	this	DET
fcis-14858	51	2	architecture	architecture	NOUN
fcis-14858	51	3	has	have	AUX
fcis-14858	51	4	demonstrated	demonstrate	VERB
fcis-14858	51	5	superior	superior	ADJ
fcis-14858	51	6	performance	performance	NOUN
fcis-14858	51	7	in	in	ADP
fcis-14858	51	8	comparison	comparison	NOUN
fcis-14858	51	9	to	to	ADP
fcis-14858	51	10	other	other	ADJ
fcis-14858	51	11	architectures	architecture	NOUN
fcis-14858	51	12	,	,	PUNCT
fcis-14858	51	13	as	as	SCONJ
fcis-14858	51	14	indicated	indicate	VERB
fcis-14858	51	15	by	by	ADP
fcis-14858	51	16	the	the	DET
fcis-14858	51	17	experiment	experiment	NOUN
fcis-14858	51	18	results	result	NOUN
fcis-14858	51	19	.	.	PUNCT
fcis-14858	52	1	as	as	SCONJ
fcis-14858	52	2	shown	show	VERB
fcis-14858	52	3	in	in	ADP
fcis-14858	52	4	figure	figure	NOUN
fcis-14858	52	5	1	1	NUM
fcis-14858	52	6	,	,	PUNCT
fcis-14858	52	7	it	it	PRON
fcis-14858	52	8	shows	show	VERB
fcis-14858	52	9	the	the	DET
fcis-14858	52	10	backbone	backbone	NOUN
fcis-14858	52	11	for	for	ADP
fcis-14858	52	12	a	a	DET
fcis-14858	52	13	basic	basic	ADJ
fcis-14858	52	14	seresnet	seresnet	NOUN
fcis-14858	52	15	model	model	NOUN
fcis-14858	52	16	.	.	PUNCT
fcis-14858	53	1	the	the	DET
fcis-14858	53	2	block	block	NOUN
fcis-14858	53	3	includes	include	VERB
fcis-14858	53	4	two	two	NUM
fcis-14858	53	5	convolutional	convolutional	ADJ
fcis-14858	53	6	layers	layer	NOUN
fcis-14858	53	7	,	,	PUNCT
fcis-14858	53	8	one	one	NUM
fcis-14858	53	9	global	global	ADJ
fcis-14858	53	10	pooling	pool	VERB
fcis-14858	53	11	layers	layer	NOUN
fcis-14858	53	12	and	and	CCONJ
fcis-14858	53	13	two	two	NUM
fcis-14858	53	14	fully	fully	ADV
fcis-14858	53	15	-	-	PUNCT
fcis-14858	53	16	connected	connect	VERB
fcis-14858	53	17	layers	layer	NOUN
fcis-14858	53	18	.	.	PUNCT
fcis-14858	54	1	3.2	3.2	NUM
fcis-14858	54	2	.	.	PUNCT
fcis-14858	55	1	dataset	dataset	ADJ
fcis-14858	55	2	introduction	introduction	NOUN
fcis-14858	55	3	the	the	DET
fcis-14858	55	4	dataset	dataset	NOUN
fcis-14858	55	5	used	use	VERB
fcis-14858	55	6	in	in	ADP
fcis-14858	55	7	this	this	DET
fcis-14858	55	8	study	study	NOUN
fcis-14858	55	9	comprises	comprise	VERB
fcis-14858	55	10	anonymized	anonymize	VERB
fcis-14858	55	11	mri	mri	NOUN
fcis-14858	55	12	scans	scan	NOUN
fcis-14858	55	13	from	from	ADP
fcis-14858	55	14	cancer	cancer	NOUN
fcis-14858	55	15	patients	patient	NOUN
fcis-14858	55	16	treated	treat	VERB
fcis-14858	55	17	at	at	ADP
fcis-14858	55	18	the	the	DET
fcis-14858	55	19	uw	uw	PROPN
fcis-14858	55	20	-	-	PROPN
fcis-14858	55	21	madison	madison	NOUN
fcis-14858	55	22	carbone	carbone	NOUN
fcis-14858	55	23	cancer	cancer	NOUN
fcis-14858	55	24	center	center	NOUN
fcis-14858	55	25	.	.	PUNCT
fcis-14858	56	1	each	each	DET
fcis-14858	56	2	patient	patient	NOUN
fcis-14858	56	3	had	have	VERB
fcis-14858	56	4	1	1	NUM
fcis-14858	56	5	-	-	SYM
fcis-14858	56	6	5	5	NUM
fcis-14858	56	7	mri	mri	NOUN
fcis-14858	56	8	scans	scan	NOUN
fcis-14858	56	9	on	on	ADP
fcis-14858	56	10	separate	separate	ADJ
fcis-14858	56	11	days	day	NOUN
fcis-14858	56	12	during	during	ADP
fcis-14858	56	13	their	their	PRON
fcis-14858	56	14	radiation	radiation	NOUN
fcis-14858	56	15	treatment	treatment	NOUN
fcis-14858	56	16	.	.	PUNCT
fcis-14858	57	1	the	the	DET
fcis-14858	57	2	mr	mr	PROPN
fcis-14858	57	3	images	image	NOUN
fcis-14858	57	4	capture	capture	VERB
fcis-14858	57	5	the	the	DET
fcis-14858	57	6	daily	daily	ADJ
fcis-14858	57	7	variations	variation	NOUN
fcis-14858	57	8	in	in	ADP
fcis-14858	57	9	the	the	DET
fcis-14858	57	10	position	position	NOUN
fcis-14858	57	11	of	of	ADP
fcis-14858	57	12	tumors	tumor	NOUN
fcis-14858	57	13	and	and	CCONJ
fcis-14858	57	14	surrounding	surround	VERB
fcis-14858	57	15	organs	organ	NOUN
fcis-14858	57	16	,	,	PUNCT
fcis-14858	57	17	necessitating	necessitate	VERB
fcis-14858	57	18	precise	precise	ADJ
fcis-14858	57	19	segmentation	segmentation	NOUN
fcis-14858	57	20	for	for	ADP
fcis-14858	57	21	effective	effective	ADJ
fcis-14858	57	22	radiation	radiation	NOUN
fcis-14858	57	23	therapy	therapy	NOUN
fcis-14858	57	24	planning	planning	NOUN
fcis-14858	57	25	.	.	PUNCT
fcis-14858	58	1	3.3	3.3	NUM
fcis-14858	58	2	.	.	PUNCT
fcis-14858	59	1	data	datum	NOUN
fcis-14858	59	2	analysis	analysis	NOUN
fcis-14858	59	3	and	and	CCONJ
fcis-14858	59	4	preprocessing	preprocesse	VERB
fcis-14858	59	5	the	the	DET
fcis-14858	59	6	data	data	NOUN
fcis-14858	59	7	analysis	analysis	NOUN
fcis-14858	59	8	is	be	AUX
fcis-14858	59	9	important	important	ADJ
fcis-14858	59	10	for	for	ADP
fcis-14858	59	11	medical	medical	ADJ
fcis-14858	59	12	analysis	analysis	NOUN
fcis-14858	59	13	tasks	task	NOUN
fcis-14858	59	14	.	.	PUNCT
fcis-14858	60	1	in	in	ADP
fcis-14858	60	2	the	the	DET
fcis-14858	60	3	figure	figure	NOUN
fcis-14858	60	4	2	2	NUM
fcis-14858	60	5	,	,	PUNCT
fcis-14858	60	6	it	it	PRON
fcis-14858	60	7	shows	show	VERB
fcis-14858	60	8	the	the	DET
fcis-14858	60	9	percentage	percentage	NOUN
fcis-14858	60	10	of	of	ADP
fcis-14858	60	11	the	the	DET
fcis-14858	60	12	tract	tract	NOUN
fcis-14858	60	13	(	(	PUNCT
fcis-14858	60	14	including	include	VERB
fcis-14858	60	15	large	large	ADJ
fcis-14858	60	16	bowel	bowel	NOUN
fcis-14858	60	17	and	and	CCONJ
fcis-14858	60	18	small	small	ADJ
fcis-14858	60	19	bowel	bowel	NOUN
fcis-14858	60	20	)	)	PUNCT
fcis-14858	60	21	in	in	ADP
fcis-14858	60	22	the	the	DET
fcis-14858	60	23	training	training	NOUN
fcis-14858	60	24	dataset	dataset	NOUN
fcis-14858	60	25	.	.	PUNCT
fcis-14858	61	1	not	not	PART
fcis-14858	61	2	every	every	DET
fcis-14858	61	3	image	image	NOUN
fcis-14858	61	4	contains	contain	VERB
fcis-14858	61	5	three	three	NUM
fcis-14858	61	6	target	target	NOUN
fcis-14858	61	7	which	which	PRON
fcis-14858	61	8	need	need	VERB
fcis-14858	61	9	to	to	PART
fcis-14858	61	10	be	be	AUX
fcis-14858	61	11	segmented	segment	VERB
fcis-14858	61	12	from	from	ADP
fcis-14858	61	13	the	the	DET
fcis-14858	61	14	figure	figure	NOUN
fcis-14858	61	15	.	.	PUNCT
fcis-14858	62	1	the	the	DET
fcis-14858	62	2	occurrences	occurrence	NOUN
fcis-14858	62	3	of	of	ADP
fcis-14858	62	4	pictures	picture	NOUN
fcis-14858	62	5	depicting	depict	VERB
fcis-14858	62	6	the	the	DET
fcis-14858	62	7	large	large	ADJ
fcis-14858	62	8	intestine	intestine	NOUN
fcis-14858	62	9	are	be	AUX
fcis-14858	62	10	more	more	ADV
fcis-14858	62	11	frequent	frequent	ADJ
fcis-14858	62	12	than	than	ADP
fcis-14858	62	13	those	those	PRON
fcis-14858	62	14	of	of	ADP
fcis-14858	62	15	the	the	DET
fcis-14858	62	16	small	small	ADJ
fcis-14858	62	17	intestine	intestine	NOUN
fcis-14858	62	18	and	and	CCONJ
fcis-14858	62	19	stomach	stomach	NOUN
fcis-14858	62	20	.	.	PUNCT
fcis-14858	63	1	data	datum	NOUN
fcis-14858	63	2	augmentation	augmentation	NOUN
fcis-14858	63	3	techniques	technique	NOUN
fcis-14858	63	4	are	be	AUX
fcis-14858	63	5	employed	employ	VERB
fcis-14858	63	6	to	to	PART
fcis-14858	63	7	enhance	enhance	VERB
fcis-14858	63	8	the	the	DET
fcis-14858	63	9	robustness	robustness	NOUN
fcis-14858	63	10	of	of	ADP
fcis-14858	63	11	the	the	DET
fcis-14858	63	12	model	model	NOUN
fcis-14858	63	13	.	.	PUNCT
fcis-14858	64	1	the	the	DET
fcis-14858	64	2	augmentation	augmentation	NOUN
fcis-14858	64	3	pipeline	pipeline	NOUN
fcis-14858	64	4	includes	include	VERB
fcis-14858	64	5	resizing	resizing	NOUN
fcis-14858	64	6	,	,	PUNCT
fcis-14858	64	7	horizontal	horizontal	ADJ
fcis-14858	64	8	flipping	flipping	NOUN
fcis-14858	64	9	,	,	PUNCT
fcis-14858	64	10	shift	shift	NOUN
fcis-14858	64	11	-	-	PUNCT
fcis-14858	64	12	scale	scale	NOUN
fcis-14858	64	13	rotation	rotation	NOUN
fcis-14858	64	14	,	,	PUNCT
fcis-14858	64	15	grid	grid	NOUN
fcis-14858	64	16	distortion	distortion	NOUN
fcis-14858	64	17	,	,	PUNCT
fcis-14858	64	18	elastic	elastic	ADJ
fcis-14858	64	19	transform	transform	NOUN
fcis-14858	64	20	,	,	PUNCT
fcis-14858	64	21	and	and	CCONJ
fcis-14858	64	22	coarse	coarse	ADJ
fcis-14858	64	23	dropout	dropout	NOUN
fcis-14858	64	24	.	.	PUNCT
fcis-14858	65	1	these	these	DET
fcis-14858	65	2	augmentations	augmentation	NOUN
fcis-14858	65	3	aim	aim	VERB
fcis-14858	65	4	to	to	PART
fcis-14858	65	5	simulate	simulate	VERB
fcis-14858	65	6	variations	variation	NOUN
fcis-14858	65	7	in	in	ADP
fcis-14858	65	8	patient	patient	ADJ
fcis-14858	65	9	positioning	positioning	NOUN
fcis-14858	65	10	and	and	CCONJ
fcis-14858	65	11	organ	organ	NOUN
fcis-14858	65	12	shapes	shape	NOUN
fcis-14858	65	13	during	during	ADP
fcis-14858	65	14	different	different	ADJ
fcis-14858	65	15	treatment	treatment	NOUN
fcis-14858	65	16	sessions	session	NOUN
fcis-14858	65	17	.	.	PUNCT
fcis-14858	66	1	the	the	DET
fcis-14858	66	2	resizing	resize	VERB
fcis-14858	66	3	operation	operation	NOUN
fcis-14858	66	4	ensures	ensure	VERB
fcis-14858	66	5	compatibility	compatibility	NOUN
fcis-14858	66	6	with	with	ADP
fcis-14858	66	7	the	the	DET
fcis-14858	66	8	model	model	NOUN
fcis-14858	66	9	's	's	PART
fcis-14858	66	10	input	input	NOUN
fcis-14858	66	11	size	size	NOUN
fcis-14858	66	12	requirements	requirement	NOUN
fcis-14858	66	13	.	.	PUNCT
fcis-14858	67	1	figure	figure	NOUN
fcis-14858	67	2	2	2	NUM
fcis-14858	67	3	.	.	PUNCT
fcis-14858	67	4	precent	precent	NOUN
fcis-14858	67	5	training	training	NOUN
fcis-14858	67	6	images	image	NOUN
fcis-14858	67	7	distribution	distribution	NOUN
fcis-14858	67	8	with	with	ADP
fcis-14858	67	9	mask	mask	NOUN
fcis-14858	67	10	figure	figure	NOUN
fcis-14858	67	11	3	3	NUM
fcis-14858	67	12	.	.	PUNCT
fcis-14858	68	1	a	a	DET
fcis-14858	68	2	segmentation	segmentation	NOUN
fcis-14858	68	3	example	example	NOUN
fcis-14858	68	4	which	which	PRON
fcis-14858	68	5	contains	contain	VERB
fcis-14858	68	6	large	large	ADJ
fcis-14858	68	7	bowel	bowel	NOUN
fcis-14858	68	8	,	,	PUNCT
fcis-14858	68	9	small	small	ADJ
fcis-14858	68	10	bowel	bowel	NOUN
fcis-14858	68	11	and	and	CCONJ
fcis-14858	68	12	stomach	stomach	NOUN
fcis-14858	68	13	mask	mask	NOUN
fcis-14858	68	14	the	the	DET
fcis-14858	68	15	mr	mr	PROPN
fcis-14858	68	16	images	image	NOUN
fcis-14858	68	17	of	of	ADP
fcis-14858	68	18	the	the	DET
fcis-14858	68	19	abdominal	abdominal	ADJ
fcis-14858	68	20	region	region	NOUN
fcis-14858	68	21	shown	show	VERB
fcis-14858	68	22	in	in	ADP
fcis-14858	68	23	figure	figure	NOUN
fcis-14858	68	24	3	3	NUM
fcis-14858	68	25	include	include	VERB
fcis-14858	68	26	the	the	DET
fcis-14858	68	27	stomach	stomach	NOUN
fcis-14858	68	28	,	,	PUNCT
fcis-14858	68	29	large	large	ADJ
fcis-14858	68	30	intestine	intestine	NOUN
fcis-14858	68	31	,	,	PUNCT
fcis-14858	68	32	and	and	CCONJ
fcis-14858	68	33	small	small	ADJ
fcis-14858	68	34	intestine	intestine	NOUN
fcis-14858	68	35	.	.	PUNCT
fcis-14858	69	1	different	different	ADJ
fcis-14858	69	2	organs	organ	NOUN
fcis-14858	69	3	are	be	AUX
fcis-14858	69	4	represented	represent	VERB
fcis-14858	69	5	with	with	ADP
fcis-14858	69	6	distinct	distinct	ADJ
fcis-14858	69	7	colors	color	NOUN
fcis-14858	69	8	.	.	PUNCT
fcis-14858	70	1	105	105	NUM
fcis-14858	70	2	3.4	3.4	NUM
fcis-14858	70	3	.	.	PUNCT
fcis-14858	71	1	loss	loss	NOUN
fcis-14858	71	2	function	function	VERB
fcis-14858	71	3	the	the	DET
fcis-14858	71	4	choice	choice	NOUN
fcis-14858	71	5	of	of	ADP
fcis-14858	71	6	loss	loss	NOUN
fcis-14858	71	7	function	function	NOUN
fcis-14858	71	8	plays	play	VERB
fcis-14858	71	9	a	a	DET
fcis-14858	71	10	crucial	crucial	ADJ
fcis-14858	71	11	role	role	NOUN
fcis-14858	71	12	in	in	ADP
fcis-14858	71	13	training	train	VERB
fcis-14858	71	14	the	the	DET
fcis-14858	71	15	segmentation	segmentation	NOUN
fcis-14858	71	16	model	model	NOUN
fcis-14858	71	17	.	.	PUNCT
fcis-14858	72	1	multiple	multiple	ADJ
fcis-14858	72	2	loss	loss	NOUN
fcis-14858	72	3	functions	function	NOUN
fcis-14858	72	4	are	be	AUX
fcis-14858	72	5	considered	consider	VERB
fcis-14858	72	6	to	to	PART
fcis-14858	72	7	comprehensively	comprehensively	ADV
fcis-14858	72	8	evaluate	evaluate	VERB
fcis-14858	72	9	model	model	NOUN
fcis-14858	72	10	performance	performance	NOUN
fcis-14858	72	11	.	.	PUNCT
fcis-14858	73	1	the	the	DET
fcis-14858	73	2	selected	select	VERB
fcis-14858	73	3	loss	loss	NOUN
fcis-14858	73	4	functions	function	NOUN
fcis-14858	73	5	include	include	VERB
fcis-14858	73	6	.	.	PUNCT
fcis-14858	74	1	soft	soft	ADJ
fcis-14858	74	2	binary	binary	PROPN
fcis-14858	74	3	cross	cross	PROPN
fcis-14858	74	4	entropy	entropy	PROPN
fcis-14858	74	5	(	(	PUNCT
fcis-14858	74	6	bce	bce	NOUN
fcis-14858	74	7	)	)	PUNCT
fcis-14858	74	8	loss	loss	NOUN
fcis-14858	74	9	:	:	PUNCT
fcis-14858	74	10	a	a	DET
fcis-14858	74	11	standard	standard	ADJ
fcis-14858	74	12	loss	loss	NOUN
fcis-14858	74	13	function	function	NOUN
fcis-14858	74	14	for	for	ADP
fcis-14858	74	15	binary	binary	ADJ
fcis-14858	74	16	classification	classification	NOUN
fcis-14858	74	17	tasks	task	NOUN
fcis-14858	74	18	,	,	PUNCT
fcis-14858	74	19	adapted	adapt	VERB
fcis-14858	74	20	to	to	PART
fcis-14858	74	21	handle	handle	VERB
fcis-14858	74	22	multi	multi	ADJ
fcis-14858	74	23	-	-	ADJ
fcis-14858	74	24	label	label	ADJ
fcis-14858	74	25	segmentation	segmentation	NOUN
fcis-14858	74	26	.	.	PUNCT
fcis-14858	75	1	tversky	tversky	ADJ
fcis-14858	75	2	loss	loss	NOUN
fcis-14858	75	3	:	:	PUNCT
fcis-14858	75	4	encourages	encourage	VERB
fcis-14858	75	5	a	a	DET
fcis-14858	75	6	balance	balance	NOUN
fcis-14858	75	7	between	between	ADP
fcis-14858	75	8	precision	precision	NOUN
fcis-14858	75	9	and	and	CCONJ
fcis-14858	75	10	recall	recall	NOUN
fcis-14858	75	11	,	,	PUNCT
fcis-14858	75	12	particularly	particularly	ADV
fcis-14858	75	13	useful	useful	ADJ
fcis-14858	75	14	in	in	ADP
fcis-14858	75	15	imbalanced	imbalanced	ADJ
fcis-14858	75	16	datasets	dataset	NOUN
fcis-14858	75	17	.	.	PUNCT
fcis-14858	76	1	dice	dice	NOUN
fcis-14858	76	2	loss	loss	NOUN
fcis-14858	76	3	:	:	PUNCT
fcis-14858	76	4	measures	measure	VERB
fcis-14858	76	5	the	the	DET
fcis-14858	76	6	overlap	overlap	NOUN
fcis-14858	76	7	between	between	ADP
fcis-14858	76	8	predicted	predict	VERB
fcis-14858	76	9	and	and	CCONJ
fcis-14858	76	10	ground	ground	NOUN
fcis-14858	76	11	truth	truth	NOUN
fcis-14858	76	12	segmentation	segmentation	NOUN
fcis-14858	76	13	masks	mask	NOUN
fcis-14858	76	14	,	,	PUNCT
fcis-14858	76	15	defined	define	VERB
fcis-14858	76	16	as	as	ADP
fcis-14858	76	17	1	1	NUM
fcis-14858	76	18	dice	dice	NOUN
fcis-14858	76	19	coefficient	coefficient	NOUN
fcis-14858	76	20	.	.	PUNCT
fcis-14858	77	1	lovasz	lovasz	PROPN
fcis-14858	77	2	loss	loss	PROPN
fcis-14858	77	3	:	:	PUNCT
fcis-14858	77	4	focuses	focus	VERB
fcis-14858	77	5	on	on	ADP
fcis-14858	77	6	optimizing	optimize	VERB
fcis-14858	77	7	the	the	DET
fcis-14858	77	8	io	io	X
fcis-14858	77	9	u	u	PROPN
fcis-14858	77	10	(	(	PUNCT
fcis-14858	77	11	intersection	intersection	NOUN
fcis-14858	77	12	over	over	ADP
fcis-14858	77	13	union	union	NOUN
fcis-14858	77	14	)	)	PUNCT
fcis-14858	77	15	metric	metric	NOUN
fcis-14858	77	16	,	,	PUNCT
fcis-14858	77	17	contributing	contribute	VERB
fcis-14858	77	18	to	to	ADP
fcis-14858	77	19	enhanced	enhanced	ADJ
fcis-14858	77	20	segmentation	segmentation	NOUN
fcis-14858	77	21	accuracy	accuracy	NOUN
fcis-14858	77	22	.	.	PUNCT
fcis-14858	78	1	the	the	DET
fcis-14858	78	2	combination	combination	NOUN
fcis-14858	78	3	of	of	ADP
fcis-14858	78	4	these	these	DET
fcis-14858	78	5	loss	loss	NOUN
fcis-14858	78	6	functions	function	NOUN
fcis-14858	78	7	aims	aim	VERB
fcis-14858	78	8	to	to	PART
fcis-14858	78	9	capture	capture	VERB
fcis-14858	78	10	various	various	ADJ
fcis-14858	78	11	aspects	aspect	NOUN
fcis-14858	78	12	of	of	ADP
fcis-14858	78	13	segmentation	segmentation	NOUN
fcis-14858	78	14	quality	quality	NOUN
fcis-14858	78	15	during	during	ADP
fcis-14858	78	16	model	model	NOUN
fcis-14858	78	17	training	training	NOUN
fcis-14858	78	18	.	.	PUNCT
fcis-14858	79	1	3.5	3.5	NUM
fcis-14858	79	2	.	.	PUNCT
fcis-14858	79	3	evaluation	evaluation	NOUN
fcis-14858	79	4	metrics	metric	NOUN
fcis-14858	79	5	the	the	DET
fcis-14858	79	6	model	model	NOUN
fcis-14858	79	7	's	's	PART
fcis-14858	79	8	performance	performance	NOUN
fcis-14858	79	9	is	be	AUX
fcis-14858	79	10	evaluated	evaluate	VERB
fcis-14858	79	11	using	use	VERB
fcis-14858	79	12	the	the	DET
fcis-14858	79	13	mean	mean	ADJ
fcis-14858	79	14	dice	dice	NOUN
fcis-14858	79	15	coefficient	coefficient	NOUN
fcis-14858	79	16	,	,	PUNCT
fcis-14858	79	17	a	a	DET
fcis-14858	79	18	widely	widely	ADV
fcis-14858	79	19	used	use	VERB
fcis-14858	79	20	metric	metric	NOUN
fcis-14858	79	21	for	for	ADP
fcis-14858	79	22	image	image	NOUN
fcis-14858	79	23	segmentation	segmentation	NOUN
fcis-14858	79	24	tasks	task	NOUN
fcis-14858	79	25	.	.	PUNCT
fcis-14858	80	1	the	the	DET
fcis-14858	80	2	dice	dice	NOUN
fcis-14858	80	3	coefficient	coefficient	NOUN
fcis-14858	80	4	is	be	AUX
fcis-14858	80	5	calculated	calculate	VERB
fcis-14858	80	6	using	use	VERB
fcis-14858	80	7	the	the	DET
fcis-14858	80	8	formula	formula	NOUN
fcis-14858	80	9	:	:	PUNCT
fcis-14858	80	10	|	|	ADV
fcis-14858	80	11	∩	∩	ADJ
fcis-14858	80	12	|	|	ADV
fcis-14858	81	1	|	|	ADV
fcis-14858	82	1	|	|	ADV
fcis-14858	82	2	|	|	ADV
fcis-14858	82	3	|	|	INTJ
fcis-14858	82	4	(	(	PUNCT
fcis-14858	82	5	1	1	X
fcis-14858	82	6	)	)	PUNCT
fcis-14858	82	7	where	where	SCONJ
fcis-14858	82	8	represents	represent	VERB
fcis-14858	82	9	the	the	DET
fcis-14858	82	10	predicted	predict	VERB
fcis-14858	82	11	set	set	NOUN
fcis-14858	82	12	of	of	ADP
fcis-14858	82	13	pixels	pixel	NOUN
fcis-14858	82	14	and	and	CCONJ
fcis-14858	82	15	is	be	AUX
fcis-14858	82	16	the	the	DET
fcis-14858	82	17	ground	ground	NOUN
fcis-14858	82	18	truth	truth	NOUN
fcis-14858	82	19	.	.	PUNCT
fcis-14858	83	1	this	this	DET
fcis-14858	83	2	metric	metric	ADJ
fcis-14858	83	3	assesses	assess	VERB
fcis-14858	83	4	the	the	DET
fcis-14858	83	5	pixel	pixel	ADJ
fcis-14858	83	6	-	-	ADJ
fcis-14858	83	7	wise	wise	ADJ
fcis-14858	83	8	agreement	agreement	NOUN
fcis-14858	83	9	between	between	ADP
fcis-14858	83	10	the	the	DET
fcis-14858	83	11	predicted	predict	VERB
fcis-14858	83	12	segmentation	segmentation	NOUN
fcis-14858	83	13	and	and	CCONJ
fcis-14858	83	14	the	the	DET
fcis-14858	83	15	actual	actual	ADJ
fcis-14858	83	16	anatomy	anatomy	NOUN
fcis-14858	83	17	.	.	PUNCT
fcis-14858	84	1	the	the	DET
fcis-14858	84	2	leaderboard	leaderboard	ADJ
fcis-14858	84	3	score	score	NOUN
fcis-14858	84	4	is	be	AUX
fcis-14858	84	5	computed	compute	VERB
fcis-14858	84	6	as	as	ADP
fcis-14858	84	7	the	the	DET
fcis-14858	84	8	mean	mean	ADJ
fcis-14858	84	9	dice	dice	NOUN
fcis-14858	84	10	coefficient	coefficient	NOUN
fcis-14858	84	11	across	across	ADP
fcis-14858	84	12	all	all	DET
fcis-14858	84	13	images	image	NOUN
fcis-14858	84	14	in	in	ADP
fcis-14858	84	15	the	the	DET
fcis-14858	84	16	test	test	NOUN
fcis-14858	84	17	set	set	NOUN
fcis-14858	84	18	.	.	PUNCT
fcis-14858	85	1	additionally	additionally	ADV
fcis-14858	85	2	,	,	PUNCT
fcis-14858	85	3	the	the	DET
fcis-14858	85	4	evaluation	evaluation	NOUN
fcis-14858	85	5	includes	include	VERB
fcis-14858	85	6	the	the	DET
fcis-14858	85	7	computation	computation	NOUN
fcis-14858	85	8	of	of	ADP
fcis-14858	85	9	the	the	DET
fcis-14858	85	10	intersection	intersection	NOUN
fcis-14858	85	11	over	over	ADP
fcis-14858	85	12	union	union	NOUN
fcis-14858	85	13	(	(	PUNCT
fcis-14858	85	14	iou	iou	PROPN
fcis-14858	85	15	)	)	PUNCT
fcis-14858	85	16	using	use	VERB
fcis-14858	85	17	the	the	DET
fcis-14858	85	18	formula	formula	NOUN
fcis-14858	85	19	:	:	PUNCT
fcis-14858	85	20	iou	iou	VERB
fcis-14858	85	21	|	|	ADV
fcis-14858	85	22	∩	∩	ADJ
fcis-14858	85	23	|	|	ADV
fcis-14858	85	24	|	|	ADV
fcis-14858	85	25	∪	∪	ADJ
fcis-14858	86	1	|	|	NOUN
fcis-14858	86	2	(	(	PUNCT
fcis-14858	86	3	2	2	X
fcis-14858	86	4	)	)	PUNCT
fcis-14858	86	5	these	these	DET
fcis-14858	86	6	metrics	metric	NOUN
fcis-14858	86	7	provide	provide	VERB
fcis-14858	86	8	a	a	DET
fcis-14858	86	9	comprehensive	comprehensive	ADJ
fcis-14858	86	10	assessment	assessment	NOUN
fcis-14858	86	11	of	of	ADP
fcis-14858	86	12	the	the	DET
fcis-14858	86	13	model	model	NOUN
fcis-14858	86	14	's	's	PART
fcis-14858	86	15	ability	ability	NOUN
fcis-14858	86	16	to	to	PART
fcis-14858	86	17	accurately	accurately	ADV
fcis-14858	86	18	segment	segment	VERB
fcis-14858	86	19	the	the	DET
fcis-14858	86	20	stomach	stomach	NOUN
fcis-14858	86	21	and	and	CCONJ
fcis-14858	86	22	intestines	intestine	NOUN
fcis-14858	86	23	in	in	ADP
fcis-14858	86	24	mri	mri	NOUN
fcis-14858	86	25	scans	scan	NOUN
fcis-14858	86	26	.	.	PUNCT
fcis-14858	87	1	normally	normally	ADV
fcis-14858	87	2	,	,	PUNCT
fcis-14858	87	3	a	a	DET
fcis-14858	87	4	higher	high	ADJ
fcis-14858	87	5	dice	dice	NOUN
fcis-14858	87	6	score	score	NOUN
fcis-14858	87	7	means	mean	VERB
fcis-14858	87	8	a	a	DET
fcis-14858	87	9	better	well	ADJ
fcis-14858	87	10	performance	performance	NOUN
fcis-14858	87	11	for	for	ADP
fcis-14858	87	12	the	the	DET
fcis-14858	87	13	model	model	NOUN
fcis-14858	87	14	.	.	PUNCT
fcis-14858	88	1	4	4	X
fcis-14858	88	2	.	.	X
fcis-14858	88	3	experiment	experiment	NOUN
fcis-14858	88	4	results	result	VERB
fcis-14858	88	5	the	the	DET
fcis-14858	88	6	experiments	experiment	NOUN
fcis-14858	88	7	were	be	AUX
fcis-14858	88	8	conducted	conduct	VERB
fcis-14858	88	9	using	use	VERB
fcis-14858	88	10	the	the	DET
fcis-14858	88	11	unet2.5d	unet2.5d	PROPN
fcis-14858	88	12	architecture	architecture	NOUN
fcis-14858	88	13	with	with	ADP
fcis-14858	88	14	different	different	ADJ
fcis-14858	88	15	backbones	backbone	NOUN
fcis-14858	88	16	,	,	PUNCT
fcis-14858	88	17	and	and	CCONJ
fcis-14858	88	18	the	the	DET
fcis-14858	88	19	results	result	NOUN
fcis-14858	88	20	are	be	AUX
fcis-14858	88	21	presented	present	VERB
fcis-14858	88	22	in	in	ADP
fcis-14858	88	23	the	the	DET
fcis-14858	88	24	following	follow	VERB
fcis-14858	88	25	table	table	NOUN
fcis-14858	88	26	:	:	PUNCT
fcis-14858	88	27	table	table	NOUN
fcis-14858	88	28	1	1	NUM
fcis-14858	88	29	.	.	PUNCT
fcis-14858	89	1	experiment	experiment	NOUN
fcis-14858	89	2	result	result	NOUN
fcis-14858	89	3	models	model	NOUN
fcis-14858	89	4	dice	dice	VERB
fcis-14858	89	5	coefficient	coefficient	PROPN
fcis-14858	89	6	unet(resnet50	unet(resnet50	PROPN
fcis-14858	89	7	)	)	PUNCT
fcis-14858	89	8	0.771	0.771	NUM
fcis-14858	89	9	unet(efficientnetb0	unet(efficientnetb0	NOUN
fcis-14858	89	10	)	)	PUNCT
fcis-14858	89	11	0.762	0.762	NUM
fcis-14858	89	12	unet2.5d(efficientnetb1	unet2.5d(efficientnetb1	NOUN
fcis-14858	89	13	)	)	PUNCT
fcis-14858	89	14	0.835	0.835	NUM
fcis-14858	89	15	unet2.5d(se	unet2.5d(se	NUM
fcis-14858	89	16	-	-	PUNCT
fcis-14858	89	17	resnet50	resnet50	NOUN
fcis-14858	89	18	)	)	PUNCT
fcis-14858	89	19	0.848	0.848	NUM
fcis-14858	89	20	the	the	DET
fcis-14858	89	21	table	table	NOUN
fcis-14858	89	22	compares	compare	VERB
fcis-14858	89	23	the	the	DET
fcis-14858	89	24	dice	dice	NOUN
fcis-14858	89	25	coefficient	coefficient	NOUN
fcis-14858	89	26	,	,	PUNCT
fcis-14858	89	27	a	a	DET
fcis-14858	89	28	metric	metric	NOUN
fcis-14858	89	29	indicating	indicate	VERB
fcis-14858	89	30	the	the	DET
fcis-14858	89	31	pixel	pixel	ADJ
fcis-14858	89	32	-	-	ADJ
fcis-14858	89	33	wise	wise	ADJ
fcis-14858	89	34	agreement	agreement	NOUN
fcis-14858	89	35	between	between	ADP
fcis-14858	89	36	predicted	predict	VERB
fcis-14858	89	37	and	and	CCONJ
fcis-14858	89	38	ground	ground	NOUN
fcis-14858	89	39	truth	truth	NOUN
fcis-14858	89	40	segmentations	segmentation	NOUN
fcis-14858	89	41	,	,	PUNCT
fcis-14858	89	42	for	for	ADP
fcis-14858	89	43	different	different	ADJ
fcis-14858	89	44	model	model	NOUN
fcis-14858	89	45	configurations	configuration	NOUN
fcis-14858	89	46	.	.	PUNCT
fcis-14858	90	1	the	the	DET
fcis-14858	90	2	unet2.5d	unet2.5d	PROPN
fcis-14858	90	3	architecture	architecture	NOUN
fcis-14858	90	4	with	with	ADP
fcis-14858	90	5	the	the	DET
fcis-14858	90	6	seresnet50	seresnet50	NOUN
fcis-14858	90	7	backbone	backbone	NOUN
fcis-14858	90	8	achieved	achieve	VERB
fcis-14858	90	9	the	the	DET
fcis-14858	90	10	highest	high	ADJ
fcis-14858	90	11	dice	dice	NOUN
fcis-14858	90	12	coefficient	coefficient	NOUN
fcis-14858	90	13	of	of	ADP
fcis-14858	90	14	0.848	0.848	NUM
fcis-14858	90	15	,	,	PUNCT
fcis-14858	90	16	outperforming	outperform	VERB
fcis-14858	90	17	other	other	ADJ
fcis-14858	90	18	model	model	NOUN
fcis-14858	90	19	variants	variant	NOUN
fcis-14858	90	20	like	like	ADP
fcis-14858	90	21	unet	unet	NOUN
fcis-14858	90	22	(	(	PUNCT
fcis-14858	90	23	resnet50	resnet50	NOUN
fcis-14858	90	24	)	)	PUNCT
fcis-14858	90	25	,	,	PUNCT
fcis-14858	90	26	unet	unet	NOUN
fcis-14858	90	27	(	(	PUNCT
fcis-14858	90	28	efficientnetb0	efficientnetb0	PROPN
fcis-14858	90	29	)	)	PUNCT
fcis-14858	90	30	and	and	CCONJ
fcis-14858	90	31	unet2.5d	unet2.5d	PROPN
fcis-14858	90	32	(	(	PUNCT
fcis-14858	90	33	efficientnetb1	efficientnetb1	PROPN
fcis-14858	90	34	)	)	PUNCT
fcis-14858	90	35	.	.	PUNCT
fcis-14858	91	1	this	this	PRON
fcis-14858	91	2	indicates	indicate	VERB
fcis-14858	91	3	the	the	DET
fcis-14858	91	4	superior	superior	ADJ
fcis-14858	91	5	segmentation	segmentation	NOUN
fcis-14858	91	6	performance	performance	NOUN
fcis-14858	91	7	of	of	ADP
fcis-14858	91	8	unet2.5d(se	unet2.5d(se	NOUN
fcis-14858	91	9	-	-	PUNCT
fcis-14858	91	10	resnet50	resnet50	NOUN
fcis-14858	91	11	)	)	PUNCT
fcis-14858	91	12	in	in	ADP
fcis-14858	91	13	accurately	accurately	ADV
fcis-14858	91	14	delineating	delineate	VERB
fcis-14858	91	15	the	the	DET
fcis-14858	91	16	stomach	stomach	NOUN
fcis-14858	91	17	and	and	CCONJ
fcis-14858	91	18	intestines	intestine	NOUN
fcis-14858	91	19	in	in	ADP
fcis-14858	91	20	mri	mri	NOUN
fcis-14858	91	21	scans	scan	NOUN
fcis-14858	91	22	.	.	PUNCT
fcis-14858	92	1	examining	examine	VERB
fcis-14858	92	2	the	the	DET
fcis-14858	92	3	positive	positive	ADJ
fcis-14858	92	4	samples	sample	NOUN
fcis-14858	92	5	in	in	ADP
fcis-14858	92	6	figure	figure	NOUN
fcis-14858	92	7	2	2	NUM
fcis-14858	92	8	,	,	PUNCT
fcis-14858	92	9	our	our	PRON
fcis-14858	92	10	analysis	analysis	NOUN
fcis-14858	92	11	indicates	indicate	VERB
fcis-14858	92	12	an	an	DET
fcis-14858	92	13	incidence	incidence	NOUN
fcis-14858	92	14	rate	rate	NOUN
fcis-14858	92	15	of	of	ADP
fcis-14858	92	16	roughly	roughly	ADV
fcis-14858	92	17	1	1	NUM
fcis-14858	92	18	in	in	ADP
fcis-14858	92	19	15	15	NUM
fcis-14858	92	20	within	within	ADP
fcis-14858	92	21	the	the	DET
fcis-14858	92	22	total	total	ADJ
fcis-14858	92	23	population	population	NOUN
fcis-14858	92	24	.	.	PUNCT
fcis-14858	93	1	this	this	DET
fcis-14858	93	2	finding	finding	NOUN
fcis-14858	93	3	aligns	align	VERB
fcis-14858	93	4	with	with	ADP
fcis-14858	93	5	the	the	DET
fcis-14858	93	6	broader	broad	ADJ
fcis-14858	93	7	disease	disease	NOUN
fcis-14858	93	8	incidence	incidence	NOUN
fcis-14858	93	9	reported	report	VERB
fcis-14858	93	10	by	by	ADP
fcis-14858	93	11	the	the	DET
fcis-14858	93	12	world	world	PROPN
fcis-14858	93	13	health	health	PROPN
fcis-14858	93	14	organization	organization	NOUN
fcis-14858	93	15	(	(	PUNCT
fcis-14858	93	16	who	who	PRON
fcis-14858	93	17	)	)	PUNCT
fcis-14858	93	18	,	,	PUNCT
fcis-14858	93	19	bolstering	bolster	VERB
fcis-14858	93	20	the	the	DET
fcis-14858	93	21	representativeness	representativeness	NOUN
fcis-14858	93	22	of	of	ADP
fcis-14858	93	23	our	our	PRON
fcis-14858	93	24	dataset	dataset	NOUN
fcis-14858	93	25	.	.	PUNCT
fcis-14858	94	1	given	give	VERB
fcis-14858	94	2	the	the	DET
fcis-14858	94	3	inherent	inherent	ADJ
fcis-14858	94	4	class	class	NOUN
fcis-14858	94	5	imbalance	imbalance	NOUN
fcis-14858	94	6	in	in	ADP
fcis-14858	94	7	this	this	DET
fcis-14858	94	8	binary	binary	ADJ
fcis-14858	94	9	classification	classification	NOUN
fcis-14858	94	10	problem	problem	NOUN
fcis-14858	94	11	,	,	PUNCT
fcis-14858	94	12	we	we	PRON
fcis-14858	94	13	employ	employ	VERB
fcis-14858	94	14	strategies	strategy	NOUN
fcis-14858	94	15	during	during	ADP
fcis-14858	94	16	the	the	DET
fcis-14858	94	17	training	training	NOUN
fcis-14858	94	18	phase	phase	NOUN
fcis-14858	94	19	to	to	PART
fcis-14858	94	20	balance	balance	VERB
fcis-14858	94	21	positive	positive	ADJ
fcis-14858	94	22	and	and	CCONJ
fcis-14858	94	23	negative	negative	ADJ
fcis-14858	94	24	samples	sample	NOUN
fcis-14858	94	25	.	.	PUNCT
fcis-14858	95	1	techniques	technique	NOUN
fcis-14858	95	2	such	such	ADJ
fcis-14858	95	3	as	as	ADP
fcis-14858	95	4	rotation	rotation	NOUN
fcis-14858	95	5	,	,	PUNCT
fcis-14858	95	6	clipping	clipping	NOUN
fcis-14858	95	7	,	,	PUNCT
fcis-14858	95	8	and	and	CCONJ
fcis-14858	95	9	other	other	ADJ
fcis-14858	95	10	augmentation	augmentation	NOUN
fcis-14858	95	11	schemes	scheme	NOUN
fcis-14858	95	12	are	be	AUX
fcis-14858	95	13	applied	apply	VERB
fcis-14858	95	14	to	to	PART
fcis-14858	95	15	address	address	VERB
fcis-14858	95	16	this	this	DET
fcis-14858	95	17	imbalance	imbalance	NOUN
fcis-14858	95	18	,	,	PUNCT
fcis-14858	95	19	ensuring	ensure	VERB
fcis-14858	95	20	robust	robust	ADJ
fcis-14858	95	21	model	model	NOUN
fcis-14858	95	22	training	training	NOUN
fcis-14858	95	23	and	and	CCONJ
fcis-14858	95	24	performance	performance	NOUN
fcis-14858	95	25	across	across	ADP
fcis-14858	95	26	both	both	DET
fcis-14858	95	27	classes	class	NOUN
fcis-14858	95	28	.	.	PUNCT
fcis-14858	96	1	these	these	DET
fcis-14858	96	2	results	result	NOUN
fcis-14858	96	3	underscore	underscore	VERB
fcis-14858	96	4	the	the	DET
fcis-14858	96	5	efficacy	efficacy	NOUN
fcis-14858	96	6	of	of	ADP
fcis-14858	96	7	leveraging	leverage	VERB
fcis-14858	96	8	threedimensional	threedimensional	ADJ
fcis-14858	96	9	contextual	contextual	ADJ
fcis-14858	96	10	information	information	NOUN
fcis-14858	96	11	(	(	PUNCT
fcis-14858	96	12	unet2.5d	unet2.5d	PROPN
fcis-14858	96	13	)	)	PUNCT
fcis-14858	96	14	and	and	CCONJ
fcis-14858	96	15	the	the	DET
fcis-14858	96	16	feature	feature	NOUN
fcis-14858	96	17	extraction	extraction	NOUN
fcis-14858	96	18	capabilities	capability	NOUN
fcis-14858	96	19	of	of	ADP
fcis-14858	96	20	the	the	DET
fcis-14858	96	21	se	se	NOUN
fcis-14858	96	22	-	-	NOUN
fcis-14858	96	23	resnet50	resnet50	NOUN
fcis-14858	96	24	backbone	backbone	NOUN
fcis-14858	96	25	in	in	ADP
fcis-14858	96	26	addressing	address	VERB
fcis-14858	96	27	the	the	DET
fcis-14858	96	28	challenges	challenge	NOUN
fcis-14858	96	29	posed	pose	VERB
fcis-14858	96	30	by	by	ADP
fcis-14858	96	31	daily	daily	ADJ
fcis-14858	96	32	variations	variation	NOUN
fcis-14858	96	33	in	in	ADP
fcis-14858	96	34	gastro	gastro	ADJ
fcis-14858	96	35	-	-	PUNCT
fcis-14858	96	36	intestinal	intestinal	ADJ
fcis-14858	96	37	anatomy	anatomy	NOUN
fcis-14858	96	38	during	during	ADP
fcis-14858	96	39	radiation	radiation	NOUN
fcis-14858	96	40	therapy	therapy	NOUN
fcis-14858	96	41	.	.	PUNCT
fcis-14858	97	1	the	the	DET
fcis-14858	97	2	promising	promising	ADJ
fcis-14858	97	3	performance	performance	NOUN
fcis-14858	97	4	of	of	ADP
fcis-14858	97	5	unet2.5d(se	unet2.5d(se	PROPN
fcis-14858	97	6	-	-	PUNCT
fcis-14858	97	7	resnet50	resnet50	NOUN
fcis-14858	97	8	)	)	PUNCT
fcis-14858	97	9	suggests	suggest	VERB
fcis-14858	97	10	its	its	PRON
fcis-14858	97	11	potential	potential	NOUN
fcis-14858	97	12	as	as	ADP
fcis-14858	97	13	a	a	DET
fcis-14858	97	14	valuable	valuable	ADJ
fcis-14858	97	15	tool	tool	NOUN
fcis-14858	97	16	in	in	ADP
fcis-14858	97	17	clinical	clinical	ADJ
fcis-14858	97	18	settings	setting	NOUN
fcis-14858	97	19	,	,	PUNCT
fcis-14858	97	20	enabling	enable	VERB
fcis-14858	97	21	faster	fast	ADV
fcis-14858	97	22	and	and	CCONJ
fcis-14858	97	23	more	more	ADV
fcis-14858	97	24	accurate	accurate	ADJ
fcis-14858	97	25	segmentation	segmentation	NOUN
fcis-14858	97	26	for	for	ADP
fcis-14858	97	27	improved	improved	ADJ
fcis-14858	97	28	cancer	cancer	NOUN
fcis-14858	97	29	treatment	treatment	NOUN
fcis-14858	97	30	outcomes	outcome	NOUN
fcis-14858	97	31	.	.	PUNCT
fcis-14858	98	1	5	5	X
fcis-14858	98	2	.	.	X
fcis-14858	98	3	conclusion	conclusion	NOUN
fcis-14858	98	4	in	in	ADP
fcis-14858	98	5	conclusion	conclusion	NOUN
fcis-14858	98	6	,	,	PUNCT
fcis-14858	98	7	this	this	DET
fcis-14858	98	8	research	research	NOUN
fcis-14858	98	9	presents	present	VERB
fcis-14858	98	10	a	a	DET
fcis-14858	98	11	robust	robust	ADJ
fcis-14858	98	12	deep	deep	ADJ
fcis-14858	98	13	learning	learning	NOUN
fcis-14858	98	14	approach	approach	NOUN
fcis-14858	98	15	,	,	PUNCT
fcis-14858	98	16	specifically	specifically	ADV
fcis-14858	98	17	employing	employ	VERB
fcis-14858	98	18	the	the	DET
fcis-14858	98	19	unet2.5d	unet2.5d	PROPN
fcis-14858	98	20	architecture	architecture	NOUN
fcis-14858	98	21	with	with	ADP
fcis-14858	98	22	the	the	DET
fcis-14858	98	23	se	se	PROPN
fcis-14858	98	24	-	-	NOUN
fcis-14858	98	25	resnet50	resnet50	NOUN
fcis-14858	98	26	backbone	backbone	NOUN
fcis-14858	98	27	,	,	PUNCT
fcis-14858	98	28	for	for	ADP
fcis-14858	98	29	the	the	DET
fcis-14858	98	30	automatic	automatic	ADJ
fcis-14858	98	31	segmentation	segmentation	NOUN
fcis-14858	98	32	of	of	ADP
fcis-14858	98	33	stomach	stomach	NOUN
fcis-14858	98	34	and	and	CCONJ
fcis-14858	98	35	intestines	intestine	NOUN
fcis-14858	98	36	in	in	ADP
fcis-14858	98	37	mri	mri	NOUN
fcis-14858	98	38	scans	scan	NOUN
fcis-14858	98	39	of	of	ADP
fcis-14858	98	40	cancer	cancer	NOUN
fcis-14858	98	41	patients	patient	NOUN
fcis-14858	98	42	undergoing	undergo	VERB
fcis-14858	98	43	radiation	radiation	NOUN
fcis-14858	98	44	therapy	therapy	NOUN
fcis-14858	98	45	.	.	PUNCT
fcis-14858	99	1	the	the	DET
fcis-14858	99	2	experimental	experimental	ADJ
fcis-14858	99	3	results	result	NOUN
fcis-14858	99	4	demonstrate	demonstrate	VERB
fcis-14858	99	5	the	the	DET
fcis-14858	99	6	effectiveness	effectiveness	NOUN
fcis-14858	99	7	of	of	ADP
fcis-14858	99	8	the	the	DET
fcis-14858	99	9	proposed	propose	VERB
fcis-14858	99	10	model	model	NOUN
fcis-14858	99	11	,	,	PUNCT
fcis-14858	99	12	with	with	ADP
fcis-14858	99	13	unet2.5d(se	unet2.5d(se	ADJ
fcis-14858	99	14	-	-	PUNCT
fcis-14858	99	15	resnet50	resnet50	NOUN
fcis-14858	99	16	)	)	PUNCT
fcis-14858	99	17	achieving	achieve	VERB
fcis-14858	99	18	a	a	DET
fcis-14858	99	19	notable	notable	ADJ
fcis-14858	99	20	dice	dice	NOUN
fcis-14858	99	21	coefficient	coefficient	NOUN
fcis-14858	99	22	of	of	ADP
fcis-14858	99	23	0.848	0.848	NUM
fcis-14858	99	24	.	.	PUNCT
fcis-14858	100	1	the	the	DET
fcis-14858	100	2	automation	automation	NOUN
fcis-14858	100	3	of	of	ADP
fcis-14858	100	4	segmentation	segmentation	NOUN
fcis-14858	100	5	holds	hold	VERB
fcis-14858	100	6	significant	significant	ADJ
fcis-14858	100	7	promise	promise	NOUN
fcis-14858	100	8	in	in	ADP
fcis-14858	100	9	streamlining	streamline	VERB
fcis-14858	100	10	the	the	DET
fcis-14858	100	11	radiation	radiation	NOUN
fcis-14858	100	12	therapy	therapy	NOUN
fcis-14858	100	13	process	process	NOUN
fcis-14858	100	14	,	,	PUNCT
fcis-14858	100	15	reducing	reduce	VERB
fcis-14858	100	16	the	the	DET
fcis-14858	100	17	manual	manual	ADJ
fcis-14858	100	18	effort	effort	NOUN
fcis-14858	100	19	required	require	VERB
fcis-14858	100	20	by	by	ADP
fcis-14858	100	21	oncologists	oncologist	NOUN
fcis-14858	100	22	,	,	PUNCT
fcis-14858	100	23	and	and	CCONJ
fcis-14858	100	24	ultimately	ultimately	ADV
fcis-14858	100	25	improving	improve	VERB
fcis-14858	100	26	the	the	DET
fcis-14858	100	27	quality	quality	NOUN
fcis-14858	100	28	of	of	ADP
fcis-14858	100	29	care	care	NOUN
fcis-14858	100	30	for	for	ADP
fcis-14858	100	31	cancer	cancer	NOUN
fcis-14858	100	32	patients	patient	NOUN
fcis-14858	100	33	.	.	PUNCT
fcis-14858	101	1	by	by	ADP
fcis-14858	101	2	providing	provide	VERB
fcis-14858	101	3	a	a	DET
fcis-14858	101	4	faster	fast	ADJ
fcis-14858	101	5	and	and	CCONJ
fcis-14858	101	6	more	more	ADV
fcis-14858	101	7	accurate	accurate	ADJ
fcis-14858	101	8	segmentation	segmentation	NOUN
fcis-14858	101	9	of	of	ADP
fcis-14858	101	10	target	target	NOUN
fcis-14858	101	11	and	and	CCONJ
fcis-14858	101	12	healthy	healthy	ADJ
fcis-14858	101	13	tissues	tissue	NOUN
fcis-14858	101	14	,	,	PUNCT
fcis-14858	101	15	the	the	DET
fcis-14858	101	16	proposed	propose	VERB
fcis-14858	101	17	model	model	NOUN
fcis-14858	101	18	contributes	contribute	VERB
fcis-14858	101	19	to	to	ADP
fcis-14858	101	20	enhancing	enhance	VERB
fcis-14858	101	21	treatment	treatment	NOUN
fcis-14858	101	22	precision	precision	NOUN
fcis-14858	101	23	while	while	SCONJ
fcis-14858	101	24	minimizing	minimize	VERB
fcis-14858	101	25	side	side	NOUN
fcis-14858	101	26	effects	effect	NOUN
fcis-14858	101	27	.	.	PUNCT
fcis-14858	102	1	the	the	DET
fcis-14858	102	2	success	success	NOUN
fcis-14858	102	3	of	of	ADP
fcis-14858	102	4	unet2.5d(se	unet2.5d(se	NOUN
fcis-14858	102	5	-	-	PUNCT
fcis-14858	102	6	resnet50	resnet50	NOUN
fcis-14858	102	7	)	)	PUNCT
fcis-14858	102	8	highlights	highlight	VERB
fcis-14858	102	9	the	the	DET
fcis-14858	102	10	importance	importance	NOUN
fcis-14858	102	11	of	of	ADP
fcis-14858	102	12	incorporating	incorporate	VERB
fcis-14858	102	13	three	three	NUM
fcis-14858	102	14	-	-	PUNCT
fcis-14858	102	15	dimensional	dimensional	ADJ
fcis-14858	102	16	contextual	contextual	ADJ
fcis-14858	102	17	information	information	NOUN
fcis-14858	102	18	and	and	CCONJ
fcis-14858	102	19	leveraging	leverage	VERB
fcis-14858	102	20	advanced	advanced	ADJ
fcis-14858	102	21	backbone	backbone	NOUN
fcis-14858	102	22	architectures	architecture	NOUN
fcis-14858	102	23	for	for	ADP
fcis-14858	102	24	improved	improved	ADJ
fcis-14858	102	25	segmentation	segmentation	NOUN
fcis-14858	102	26	in	in	ADP
fcis-14858	102	27	the	the	DET
fcis-14858	102	28	dynamic	dynamic	ADJ
fcis-14858	102	29	context	context	NOUN
fcis-14858	102	30	of	of	ADP
fcis-14858	102	31	daily	daily	ADJ
fcis-14858	102	32	treatment	treatment	NOUN
fcis-14858	102	33	variations	variation	NOUN
fcis-14858	102	34	.	.	PUNCT
fcis-14858	103	1	future	future	ADJ
fcis-14858	103	2	work	work	NOUN
fcis-14858	103	3	may	may	AUX
fcis-14858	103	4	explore	explore	VERB
fcis-14858	103	5	further	further	ADJ
fcis-14858	103	6	refinements	refinement	NOUN
fcis-14858	103	7	to	to	ADP
fcis-14858	103	8	the	the	DET
fcis-14858	103	9	model	model	NOUN
fcis-14858	103	10	architecture	architecture	NOUN
fcis-14858	103	11	and	and	CCONJ
fcis-14858	103	12	consider	consider	VERB
fcis-14858	103	13	additional	additional	ADJ
fcis-14858	103	14	datasets	dataset	NOUN
fcis-14858	103	15	to	to	PART
fcis-14858	103	16	enhance	enhance	VERB
fcis-14858	103	17	generalization	generalization	NOUN
fcis-14858	103	18	across	across	ADP
fcis-14858	103	19	diverse	diverse	ADJ
fcis-14858	103	20	patient	patient	ADJ
fcis-14858	103	21	populations	population	NOUN
fcis-14858	103	22	.	.	PUNCT
fcis-14858	104	1	in	in	ADP
fcis-14858	104	2	practical	practical	ADJ
fcis-14858	104	3	terms	term	NOUN
fcis-14858	104	4	,	,	PUNCT
fcis-14858	104	5	the	the	DET
fcis-14858	104	6	application	application	NOUN
fcis-14858	104	7	of	of	ADP
fcis-14858	104	8	deep	deep	ADJ
fcis-14858	104	9	learning	learning	NOUN
fcis-14858	104	10	in	in	ADP
fcis-14858	104	11	radiation	radiation	NOUN
fcis-14858	104	12	therapy	therapy	NOUN
fcis-14858	104	13	planning	planning	NOUN
fcis-14858	104	14	aligns	align	VERB
fcis-14858	104	15	with	with	ADP
fcis-14858	104	16	the	the	DET
fcis-14858	104	17	broader	broad	ADJ
fcis-14858	104	18	goal	goal	NOUN
fcis-14858	104	19	of	of	ADP
fcis-14858	104	20	advancing	advance	VERB
fcis-14858	104	21	precision	precision	NOUN
fcis-14858	104	22	medicine	medicine	NOUN
fcis-14858	104	23	and	and	CCONJ
fcis-14858	104	24	personalized	personalized	ADJ
fcis-14858	104	25	treatment	treatment	NOUN
fcis-14858	104	26	strategies	strategy	NOUN
fcis-14858	104	27	.	.	PUNCT
fcis-14858	105	1	as	as	SCONJ
fcis-14858	105	2	technology	technology	NOUN
fcis-14858	105	3	continues	continue	VERB
fcis-14858	105	4	to	to	PART
fcis-14858	105	5	evolve	evolve	VERB
fcis-14858	105	6	,	,	PUNCT
fcis-14858	105	7	the	the	DET
fcis-14858	105	8	integration	integration	NOUN
fcis-14858	105	9	of	of	ADP
fcis-14858	105	10	automated	automate	VERB
fcis-14858	105	11	segmentation	segmentation	NOUN
fcis-14858	105	12	models	model	NOUN
fcis-14858	105	13	into	into	ADP
fcis-14858	105	14	clinical	clinical	ADJ
fcis-14858	105	15	workflows	workflow	NOUN
fcis-14858	105	16	holds	hold	VERB
fcis-14858	105	17	the	the	DET
fcis-14858	105	18	potential	potential	NOUN
fcis-14858	105	19	to	to	PART
fcis-14858	105	20	make	make	VERB
fcis-14858	105	21	a	a	DET
fcis-14858	105	22	substantial	substantial	ADJ
fcis-14858	105	23	impact	impact	NOUN
fcis-14858	105	24	on	on	ADP
fcis-14858	105	25	cancer	cancer	NOUN
fcis-14858	105	26	care	care	NOUN
fcis-14858	105	27	,	,	PUNCT
fcis-14858	105	28	facilitating	facilitate	VERB
fcis-14858	105	29	more	more	ADV
fcis-14858	105	30	efficient	efficient	ADJ
fcis-14858	105	31	and	and	CCONJ
fcis-14858	105	32	tailored	tailor	VERB
fcis-14858	105	33	treatments	treatment	NOUN
fcis-14858	105	34	for	for	ADP
fcis-14858	105	35	patients	patient	NOUN
fcis-14858	105	36	globally	globally	ADV
fcis-14858	105	37	.	.	PUNCT
fcis-14858	106	1	in	in	ADP
fcis-14858	106	2	the	the	DET
fcis-14858	106	3	future	future	NOUN
fcis-14858	106	4	,	,	PUNCT
fcis-14858	106	5	we	we	PRON
fcis-14858	106	6	will	will	AUX
fcis-14858	106	7	strive	strive	VERB
fcis-14858	106	8	to	to	PART
fcis-14858	106	9	further	far	ADV
fcis-14858	106	10	optimize	optimize	VERB
fcis-14858	106	11	our	our	PRON
fcis-14858	106	12	algorithms	algorithm	NOUN
fcis-14858	106	13	,	,	PUNCT
fcis-14858	106	14	incorporating	incorporate	VERB
fcis-14858	106	15	advanced	advanced	ADJ
fcis-14858	106	16	vision	vision	NOUN
fcis-14858	106	17	transformer	transformer	NOUN
fcis-14858	106	18	(	(	PUNCT
fcis-14858	106	19	vit	vit	NOUN
fcis-14858	106	20	)	)	PUNCT
fcis-14858	106	21	models	model	NOUN
fcis-14858	106	22	,	,	PUNCT
fcis-14858	106	23	utilizing	utilize	VERB
fcis-14858	106	24	a	a	DET
fcis-14858	106	25	greater	great	ADJ
fcis-14858	106	26	volume	volume	NOUN
fcis-14858	106	27	of	of	ADP
fcis-14858	106	28	annotated	annotated	ADJ
fcis-14858	106	29	data	datum	NOUN
fcis-14858	106	30	,	,	PUNCT
fcis-14858	106	31	and	and	CCONJ
fcis-14858	106	32	implementing	implement	VERB
fcis-14858	106	33	enhanced	enhanced	ADJ
fcis-14858	106	34	data	datum	NOUN
fcis-14858	106	35	augmentation	augmentation	NOUN
fcis-14858	106	36	techniques	technique	NOUN
fcis-14858	106	37	.	.	PUNCT
fcis-14858	107	1	references	reference	NOUN
fcis-14858	107	2	[	[	X
fcis-14858	107	3	1	1	NUM
fcis-14858	107	4	]	]	PUNCT
fcis-14858	107	5	world	world	NOUN
fcis-14858	107	6	health	health	NOUN
fcis-14858	107	7	organization	organization	NOUN
fcis-14858	107	8	.	.	PUNCT
fcis-14858	108	1	(	(	PUNCT
fcis-14858	108	2	2019	2019	NUM
fcis-14858	108	3	)	)	PUNCT
fcis-14858	108	4	.	.	PUNCT
fcis-14858	109	1	global	global	ADJ
fcis-14858	109	2	cancer	cancer	NOUN
fcis-14858	109	3	observatory	observatory	NOUN
fcis-14858	109	4	:	:	PUNCT
fcis-14858	109	5	cancer	cancer	NOUN
fcis-14858	109	6	today	today	NOUN
fcis-14858	109	7	.	.	PUNCT
fcis-14858	110	1	106	106	NUM
fcis-14858	111	1	[	[	X
fcis-14858	111	2	2	2	NUM
fcis-14858	111	3	]	]	SYM
fcis-14858	111	4	yang	yang	PROPN
fcis-14858	111	5	,	,	PUNCT
fcis-14858	111	6	y.	y.	PROPN
fcis-14858	111	7	,	,	PUNCT
fcis-14858	111	8	cao	cao	PROPN
fcis-14858	111	9	,	,	PUNCT
fcis-14858	111	10	z.	z.	PROPN
fcis-14858	111	11	,	,	PUNCT
fcis-14858	111	12	krauss	krauss	PROPN
fcis-14858	111	13	,	,	PUNCT
fcis-14858	111	14	d.	d.	PROPN
fcis-14858	111	15	j.	j.	PROPN
fcis-14858	111	16	,	,	PUNCT
fcis-14858	111	17	chen	chen	PROPN
fcis-14858	111	18	,	,	PUNCT
fcis-14858	111	19	h.	h.	PROPN
fcis-14858	111	20	,	,	PUNCT
fcis-14858	111	21	&	&	CCONJ
fcis-14858	111	22	glide	glide	PROPN
fcis-14858	111	23	-	-	PUNCT
fcis-14858	111	24	hurst	hurst	PROPN
fcis-14858	111	25	,	,	PUNCT
fcis-14858	111	26	c.	c.	PROPN
fcis-14858	111	27	k.	k.	PROPN
fcis-14858	111	28	(	(	PUNCT
fcis-14858	111	29	2016	2016	NUM
fcis-14858	111	30	)	)	PUNCT
fcis-14858	111	31	.	.	PUNCT
fcis-14858	112	1	technical	technical	ADJ
fcis-14858	112	2	note	note	NOUN
fcis-14858	112	3	:	:	PUNCT
fcis-14858	112	4	an	an	DET
fcis-14858	112	5	algorithmic	algorithmic	ADJ
fcis-14858	112	6	patient	patient	NOUN
fcis-14858	112	7	-	-	PUNCT
fcis-14858	112	8	specific	specific	ADJ
fcis-14858	112	9	respiratory	respiratory	ADJ
fcis-14858	112	10	amplitude	amplitude	NOUN
fcis-14858	112	11	model	model	NOUN
fcis-14858	112	12	for	for	ADP
fcis-14858	112	13	intrafractional	intrafractional	ADJ
fcis-14858	112	14	motion	motion	NOUN
fcis-14858	112	15	tracking	tracking	NOUN
fcis-14858	112	16	in	in	ADP
fcis-14858	112	17	mri	mri	NOUN
fcis-14858	112	18	-	-	PUNCT
fcis-14858	112	19	guided	guide	VERB
fcis-14858	112	20	radiotherapy	radiotherapy	NOUN
fcis-14858	112	21	.	.	PUNCT
fcis-14858	113	1	medical	medical	ADJ
fcis-14858	113	2	physics	physics	PROPN
fcis-14858	113	3	,	,	PUNCT
fcis-14858	113	4	43(10	43(10	PROPN
fcis-14858	113	5	)	)	PUNCT
fcis-14858	113	6	,	,	PUNCT
fcis-14858	113	7	5637	5637	NUM
fcis-14858	113	8	–	–	PUNCT
fcis-14858	113	9	5643	5643	NUM
fcis-14858	113	10	.	.	PUNCT
fcis-14858	114	1	[	[	X
fcis-14858	114	2	3	3	NUM
fcis-14858	114	3	]	]	X
fcis-14858	114	4	wang	wang	PROPN
fcis-14858	114	5	,	,	PUNCT
fcis-14858	114	6	d.	d.	PROPN
fcis-14858	114	7	,	,	PUNCT
fcis-14858	114	8	lei	lei	PROPN
fcis-14858	114	9	,	,	PUNCT
fcis-14858	114	10	x.	x.	PROPN
fcis-14858	114	11	,	,	PUNCT
fcis-14858	114	12	wei	wei	PROPN
fcis-14858	114	13	,	,	PUNCT
fcis-14858	114	14	x.	x.	PROPN
fcis-14858	114	15	,	,	PUNCT
fcis-14858	114	16	tao	tao	PROPN
fcis-14858	114	17	,	,	PUNCT
fcis-14858	114	18	q.	q.	PROPN
fcis-14858	114	19	,	,	PUNCT
fcis-14858	114	20	&	&	CCONJ
fcis-14858	114	21	zhou	zhou	PROPN
fcis-14858	114	22	,	,	PUNCT
fcis-14858	114	23	f.	f.	PROPN
fcis-14858	114	24	(	(	PUNCT
fcis-14858	114	25	2017	2017	NUM
fcis-14858	114	26	)	)	PUNCT
fcis-14858	114	27	.	.	PUNCT
fcis-14858	115	1	automatic	automatic	ADJ
fcis-14858	115	2	abdominal	abdominal	ADJ
fcis-14858	115	3	multi	multi	ADJ
fcis-14858	115	4	-	-	ADJ
fcis-14858	115	5	organ	organ	ADJ
fcis-14858	115	6	segmentation	segmentation	NOUN
fcis-14858	115	7	using	use	VERB
fcis-14858	115	8	deep	deep	ADJ
fcis-14858	115	9	convolutional	convolutional	ADJ
fcis-14858	115	10	neural	neural	ADJ
fcis-14858	115	11	network	network	NOUN
fcis-14858	115	12	and	and	CCONJ
fcis-14858	115	13	time	time	NOUN
fcis-14858	115	14	-	-	PUNCT
fcis-14858	115	15	implicit	implicit	ADJ
fcis-14858	115	16	level	level	NOUN
fcis-14858	115	17	sets	set	NOUN
fcis-14858	115	18	.	.	PUNCT
fcis-14858	116	1	in	in	ADP
fcis-14858	116	2	international	international	ADJ
fcis-14858	116	3	conference	conference	NOUN
fcis-14858	116	4	on	on	ADP
fcis-14858	116	5	medical	medical	ADJ
fcis-14858	116	6	image	image	NOUN
fcis-14858	116	7	computing	computing	NOUN
fcis-14858	116	8	and	and	CCONJ
fcis-14858	116	9	computer	computer	NOUN
fcis-14858	116	10	-	-	PUNCT
fcis-14858	116	11	assisted	assist	VERB
fcis-14858	116	12	intervention	intervention	NOUN
fcis-14858	116	13	(	(	PUNCT
fcis-14858	116	14	pp	pp	ADJ
fcis-14858	116	15	.	.	PUNCT
fcis-14858	116	16	171	171	NUM
fcis-14858	116	17	-	-	SYM
fcis-14858	116	18	179	179	NUM
fcis-14858	116	19	)	)	PUNCT
fcis-14858	116	20	.	.	PUNCT
fcis-14858	117	1	springer	springer	NOUN
fcis-14858	117	2	.	.	PUNCT
fcis-14858	118	1	[	[	X
fcis-14858	118	2	4	4	NUM
fcis-14858	118	3	]	]	X
fcis-14858	118	4	zhang	zhang	PROPN
fcis-14858	118	5	,	,	PUNCT
fcis-14858	118	6	w.	w.	PROPN
fcis-14858	118	7	,	,	PUNCT
fcis-14858	118	8	li	li	PROPN
fcis-14858	118	9	,	,	PUNCT
fcis-14858	118	10	r.	r.	PROPN
fcis-14858	118	11	,	,	PUNCT
fcis-14858	118	12	deng	deng	PROPN
fcis-14858	118	13	,	,	PUNCT
fcis-14858	118	14	h.	h.	PROPN
fcis-14858	118	15	,	,	PUNCT
fcis-14858	118	16	wang	wang	PROPN
fcis-14858	118	17	,	,	PUNCT
fcis-14858	118	18	l.	l.	PROPN
fcis-14858	118	19	,	,	PUNCT
fcis-14858	118	20	&	&	CCONJ
fcis-14858	118	21	lin	lin	PROPN
fcis-14858	118	22	,	,	PUNCT
fcis-14858	118	23	w.	w.	PROPN
fcis-14858	118	24	(	(	PUNCT
fcis-14858	118	25	2015	2015	NUM
fcis-14858	118	26	)	)	PUNCT
fcis-14858	118	27	.	.	PUNCT
fcis-14858	119	1	deep	deep	ADJ
fcis-14858	119	2	convolutional	convolutional	ADJ
fcis-14858	119	3	neural	neural	ADJ
fcis-14858	119	4	networks	network	NOUN
fcis-14858	119	5	for	for	ADP
fcis-14858	119	6	multi	multi	ADJ
fcis-14858	119	7	-	-	ADJ
fcis-14858	119	8	modality	modality	ADJ
fcis-14858	119	9	isointense	isointense	NOUN
fcis-14858	119	10	infant	infant	NOUN
fcis-14858	119	11	brain	brain	NOUN
fcis-14858	119	12	image	image	NOUN
fcis-14858	119	13	segmentation	segmentation	NOUN
fcis-14858	119	14	.	.	PUNCT
fcis-14858	120	1	neuroimage	neuroimage	NOUN
fcis-14858	120	2	,	,	PUNCT
fcis-14858	120	3	108	108	NUM
fcis-14858	120	4	,	,	PUNCT
fcis-14858	120	5	214	214	NUM
fcis-14858	120	6	-	-	SYM
fcis-14858	120	7	224	224	NUM
fcis-14858	120	8	.	.	PUNCT
fcis-14858	121	1	[	[	X
fcis-14858	121	2	5	5	NUM
fcis-14858	121	3	]	]	X
fcis-14858	121	4	smith	smith	PROPN
fcis-14858	121	5	,	,	PUNCT
fcis-14858	121	6	t.	t.	PROPN
fcis-14858	121	7	b.	b.	PROPN
fcis-14858	121	8	,	,	PUNCT
fcis-14858	121	9	ryan	ryan	PROPN
fcis-14858	121	10	,	,	PUNCT
fcis-14858	121	11	d.	d.	PROPN
fcis-14858	121	12	e.	e.	PROPN
fcis-14858	121	13	,	,	PUNCT
fcis-14858	121	14	&	&	CCONJ
fcis-14858	121	15	schned	schne	VERB
fcis-14858	121	16	,	,	PUNCT
fcis-14858	121	17	a.	a.	PROPN
fcis-14858	121	18	r.	r.	PROPN
fcis-14858	121	19	(	(	PUNCT
fcis-14858	121	20	2018	2018	NUM
fcis-14858	121	21	)	)	PUNCT
fcis-14858	121	22	.	.	PUNCT
fcis-14858	122	1	automatic	automatic	ADJ
fcis-14858	122	2	segmentation	segmentation	NOUN
fcis-14858	122	3	of	of	ADP
fcis-14858	122	4	abdominal	abdominal	ADJ
fcis-14858	122	5	organs	organ	NOUN
fcis-14858	122	6	and	and	CCONJ
fcis-14858	122	7	adipose	adipose	PRON
fcis-14858	122	8	tissue	tissue	NOUN
fcis-14858	122	9	compartments	compartment	NOUN
fcis-14858	122	10	in	in	ADP
fcis-14858	122	11	water‐fat	water‐fat	PROPN
fcis-14858	122	12	mri	mri	PROPN
fcis-14858	122	13	:	:	PUNCT
fcis-14858	122	14	application	application	NOUN
fcis-14858	122	15	to	to	ADP
fcis-14858	122	16	weight‐loss	weight‐loss	VERB
fcis-14858	122	17	in	in	ADP
fcis-14858	122	18	obesity	obesity	NOUN
fcis-14858	122	19	.	.	PUNCT
fcis-14858	123	1	magnetic	magnetic	ADJ
fcis-14858	123	2	resonance	resonance	NOUN
fcis-14858	123	3	in	in	ADP
fcis-14858	123	4	medicine	medicine	NOUN
fcis-14858	123	5	,	,	PUNCT
fcis-14858	123	6	80(2	80(2	NUM
fcis-14858	123	7	)	)	PUNCT
fcis-14858	123	8	,	,	PUNCT
fcis-14858	123	9	432	432	NUM
fcis-14858	123	10	-	-	SYM
fcis-14858	123	11	443	443	NUM
fcis-14858	123	12	.	.	PUNCT
fcis-14858	124	1	[	[	X
fcis-14858	124	2	6	6	NUM
fcis-14858	124	3	]	]	X
fcis-14858	124	4	kim	kim	PROPN
fcis-14858	124	5	,	,	PUNCT
fcis-14858	124	6	h.	h.	PROPN
fcis-14858	124	7	s.	s.	PROPN
fcis-14858	124	8	,	,	PUNCT
fcis-14858	124	9	lee	lee	PROPN
fcis-14858	124	10	,	,	PUNCT
fcis-14858	124	11	y.	y.	PROPN
fcis-14858	124	12	m.	m.	PROPN
fcis-14858	124	13	,	,	PUNCT
fcis-14858	124	14	&	&	CCONJ
fcis-14858	124	15	song	song	NOUN
fcis-14858	124	16	,	,	PUNCT
fcis-14858	124	17	m.	m.	NOUN
fcis-14858	124	18	(	(	PUNCT
fcis-14858	124	19	2019	2019	NUM
fcis-14858	124	20	)	)	PUNCT
fcis-14858	124	21	.	.	PUNCT
fcis-14858	125	1	automatic	automatic	ADJ
fcis-14858	125	2	segmentation	segmentation	NOUN
fcis-14858	125	3	of	of	ADP
fcis-14858	125	4	stomach	stomach	NOUN
fcis-14858	125	5	regions	region	NOUN
fcis-14858	125	6	in	in	ADP
fcis-14858	125	7	ct	ct	NUM
fcis-14858	125	8	images	image	NOUN
fcis-14858	125	9	using	use	VERB
fcis-14858	125	10	a	a	DET
fcis-14858	125	11	fully	fully	ADV
fcis-14858	125	12	convolutional	convolutional	ADJ
fcis-14858	125	13	neural	neural	ADJ
fcis-14858	125	14	network	network	NOUN
fcis-14858	125	15	.	.	PUNCT
fcis-14858	126	1	computer	computer	NOUN
fcis-14858	126	2	methods	method	NOUN
fcis-14858	126	3	and	and	CCONJ
fcis-14858	126	4	programs	program	NOUN
fcis-14858	126	5	in	in	ADP
fcis-14858	126	6	biomedicine	biomedicine	NOUN
fcis-14858	126	7	,	,	PUNCT
fcis-14858	126	8	183	183	NUM
fcis-14858	126	9	,	,	PUNCT
fcis-14858	126	10	104996	104996	NUM
fcis-14858	126	11	.	.	PUNCT
fcis-14858	127	1	[	[	X
fcis-14858	127	2	7	7	X
fcis-14858	127	3	]	]	X
fcis-14858	127	4	chang	chang	PROPN
fcis-14858	127	5	che	che	PROPN
fcis-14858	127	6	,	,	PUNCT
fcis-14858	127	7	bo	bo	PROPN
fcis-14858	127	8	liu	liu	PROPN
fcis-14858	127	9	,	,	PUNCT
fcis-14858	127	10	shulin	shulin	PROPN
fcis-14858	127	11	li	li	PROPN
fcis-14858	127	12	,	,	PUNCT
fcis-14858	127	13	jiaxin	jiaxin	PROPN
fcis-14858	127	14	huang	huang	PROPN
fcis-14858	127	15	,	,	PUNCT
fcis-14858	127	16	and	and	CCONJ
fcis-14858	127	17	hao	hao	PROPN
fcis-14858	127	18	hu	hu	PROPN
fcis-14858	127	19	.	.	PUNCT
fcis-14858	128	1	deep	deep	ADJ
fcis-14858	128	2	learning	learning	NOUN
fcis-14858	128	3	for	for	ADP
fcis-14858	128	4	precise	precise	ADJ
fcis-14858	128	5	robot	robot	NOUN
fcis-14858	128	6	position	position	NOUN
fcis-14858	128	7	prediction	prediction	NOUN
fcis-14858	128	8	in	in	ADP
fcis-14858	128	9	logistics	logistic	NOUN
fcis-14858	128	10	.	.	PUNCT
fcis-14858	129	1	journal	journal	PROPN
fcis-14858	129	2	of	of	ADP
fcis-14858	129	3	theory	theory	NOUN
fcis-14858	129	4	and	and	CCONJ
fcis-14858	129	5	practice	practice	NOUN
fcis-14858	129	6	of	of	ADP
fcis-14858	129	7	engineering	engineering	NOUN
fcis-14858	129	8	science	science	NOUN
fcis-14858	129	9	,	,	PUNCT
fcis-14858	129	10	3(10):36–41	3(10):36–41	NUM
fcis-14858	129	11	,	,	PUNCT
fcis-14858	129	12	2023	2023	NUM
fcis-14858	129	13	.	.	PUNCT
fcis-14858	130	1	[	[	X
fcis-14858	130	2	8	8	NUM
fcis-14858	130	3	]	]	X
fcis-14858	130	4	hao	hao	PROPN
fcis-14858	130	5	hu	hu	PROPN
fcis-14858	130	6	,	,	PUNCT
fcis-14858	130	7	shulin	shulin	PROPN
fcis-14858	130	8	li	li	PROPN
fcis-14858	130	9	,	,	PUNCT
fcis-14858	130	10	jiaxin	jiaxin	PROPN
fcis-14858	130	11	huang	huang	PROPN
fcis-14858	130	12	,	,	PUNCT
fcis-14858	130	13	bo	bo	PROPN
fcis-14858	130	14	liu	liu	PROPN
fcis-14858	130	15	,	,	PUNCT
fcis-14858	130	16	and	and	CCONJ
fcis-14858	130	17	change	change	VERB
fcis-14858	130	18	che	che	PROPN
fcis-14858	130	19	.	.	PUNCT
fcis-14858	131	1	casting	cast	VERB
fcis-14858	131	2	product	product	NOUN
fcis-14858	131	3	image	image	NOUN
fcis-14858	131	4	data	datum	NOUN
fcis-14858	131	5	for	for	ADP
fcis-14858	131	6	quality	quality	NOUN
fcis-14858	131	7	inspection	inspection	NOUN
fcis-14858	131	8	with	with	ADP
fcis-14858	131	9	xception	xception	NOUN
fcis-14858	131	10	and	and	CCONJ
fcis-14858	131	11	data	datum	NOUN
fcis-14858	131	12	augmentation	augmentation	NOUN
fcis-14858	131	13	.	.	PUNCT
fcis-14858	132	1	journal	journal	PROPN
fcis-14858	132	2	of	of	ADP
fcis-14858	132	3	theory	theory	NOUN
fcis-14858	132	4	and	and	CCONJ
fcis-14858	132	5	practice	practice	NOUN
fcis-14858	132	6	of	of	ADP
fcis-14858	132	7	engineering	engineering	NOUN
fcis-14858	132	8	science	science	NOUN
fcis-14858	132	9	,	,	PUNCT
fcis-14858	132	10	3(10):42–46	3(10):42–46	NUM
fcis-14858	132	11	,	,	PUNCT
fcis-14858	132	12	2023	2023	NUM
fcis-14858	132	13	.	.	PUNCT
fcis-14858	133	1	[	[	X
fcis-14858	133	2	9	9	NUM
fcis-14858	133	3	]	]	SYM
fcis-14858	133	4	tianbo	tianbo	NOUN
fcis-14858	133	5	,	,	PUNCT
fcis-14858	133	6	song	song	NOUN
fcis-14858	133	7	,	,	PUNCT
fcis-14858	133	8	hu	hu	PROPN
fcis-14858	133	9	weijun	weijun	PROPN
fcis-14858	133	10	,	,	PUNCT
fcis-14858	133	11	cai	cai	PROPN
fcis-14858	133	12	jiangfeng	jiangfeng	PROPN
fcis-14858	133	13	,	,	PUNCT
fcis-14858	133	14	liu	liu	PROPN
fcis-14858	133	15	weijia	weijia	PROPN
fcis-14858	133	16	,	,	PUNCT
fcis-14858	133	17	yuan	yuan	PROPN
fcis-14858	133	18	quan	quan	PROPN
fcis-14858	133	19	,	,	PUNCT
fcis-14858	133	20	and	and	CCONJ
fcis-14858	133	21	he	he	PRON
fcis-14858	133	22	kun	kun	NOUN
fcis-14858	133	23	.	.	PUNCT
fcis-14858	134	1	"	"	PUNCT
fcis-14858	134	2	bio	bio	ADJ
fcis-14858	134	3	-	-	PUNCT
fcis-14858	134	4	inspired	inspired	ADJ
fcis-14858	134	5	swarm	swarm	NOUN
fcis-14858	134	6	intelligence	intelligence	NOUN
fcis-14858	134	7	:	:	PUNCT
fcis-14858	134	8	a	a	DET
fcis-14858	134	9	flocking	flock	VERB
fcis-14858	134	10	project	project	NOUN
fcis-14858	134	11	with	with	ADP
fcis-14858	134	12	group	group	NOUN
fcis-14858	134	13	object	object	NOUN
fcis-14858	134	14	recognition	recognition	NOUN
fcis-14858	134	15	.	.	PUNCT
fcis-14858	134	16	"	"	PUNCT
fcis-14858	135	1	in	in	ADP
fcis-14858	135	2	2023	2023	NUM
fcis-14858	135	3	3rd	3rd	ADJ
fcis-14858	135	4	international	international	ADJ
fcis-14858	135	5	conference	conference	NOUN
fcis-14858	135	6	on	on	ADP
fcis-14858	135	7	consumer	consumer	NOUN
fcis-14858	135	8	electronics	electronic	NOUN
fcis-14858	135	9	and	and	CCONJ
fcis-14858	135	10	computer	computer	NOUN
fcis-14858	135	11	engineering	engineering	NOUN
fcis-14858	135	12	(	(	PUNCT
fcis-14858	135	13	iccece	iccece	PROPN
fcis-14858	135	14	)	)	PUNCT
fcis-14858	135	15	,	,	PUNCT
fcis-14858	135	16	pp	pp	PROPN
fcis-14858	135	17	.	.	PUNCT
fcis-14858	136	1	834	834	NUM
fcis-14858	136	2	-	-	SYM
fcis-14858	136	3	837	837	NUM
fcis-14858	136	4	.	.	PUNCT
fcis-14858	137	1	ieee	ieee	NOUN
fcis-14858	137	2	,	,	PUNCT
fcis-14858	137	3	2023	2023	NUM
fcis-14858	137	4	.	.	PUNCT