id	sid	tid	token	lemma	pos
bracis-28375	1	1	transformer	transformer	NOUN
bracis-28375	1	2	model	model	NOUN
bracis-28375	1	3	for	for	ADP
bracis-28375	1	4	 	 	SPACE
bracis-28375	1	5	fault	fault	VERB
bracis-28375	1	6	detection	detection	NOUN
bracis-28375	1	7	from	from	ADP
bracis-28375	1	8	 	 	SPACE
bracis-28375	1	9	brazilian	brazilian	ADJ
bracis-28375	1	10	pre	pre	ADJ
bracis-28375	1	11	-	-	ADJ
bracis-28375	1	12	salt	salt	ADJ
bracis-28375	1	13	seismic	seismic	ADJ
bracis-28375	1	14	data	datum	NOUN
bracis-28375	1	15	|	|	ADV
bracis-28375	1	16	springer	springer	NOUN
bracis-28375	1	17	nature	nature	PROPN
bracis-28375	1	18	link	link	PROPN
bracis-28375	1	19	(	(	PUNCT
bracis-28375	1	20	formerly	formerly	ADV
bracis-28375	1	21	springerlink	springerlink	NOUN
bracis-28375	1	22	)	)	PUNCT
bracis-28375	1	23	skip	skip	VERB
bracis-28375	1	24	to	to	ADP
bracis-28375	1	25	main	main	ADJ
bracis-28375	1	26	content	content	NOUN
bracis-28375	1	27	advertisement	advertisement	NOUN
bracis-28375	1	28	log	log	NOUN
bracis-28375	1	29	in	in	ADP
bracis-28375	1	30	menu	menu	NOUN
bracis-28375	1	31	find	find	VERB
bracis-28375	1	32	a	a	DET
bracis-28375	1	33	journal	journal	NOUN
bracis-28375	1	34	publish	publish	VERB
bracis-28375	1	35	with	with	ADP
bracis-28375	1	36	us	we	PRON
bracis-28375	1	37	track	track	VERB
bracis-28375	1	38	your	your	PRON
bracis-28375	1	39	research	research	NOUN
bracis-28375	1	40	search	search	NOUN
bracis-28375	1	41	cart	cart	NOUN
bracis-28375	1	42	home	home	NOUN
bracis-28375	1	43	intelligent	intelligent	ADJ
bracis-28375	1	44	systems	system	NOUN
bracis-28375	1	45	conference	conference	NOUN
bracis-28375	1	46	paper	paper	NOUN
bracis-28375	1	47	transformer	transformer	NOUN
bracis-28375	1	48	model	model	NOUN
bracis-28375	1	49	for	for	ADP
bracis-28375	1	50	 	 	SPACE
bracis-28375	1	51	fault	fault	VERB
bracis-28375	1	52	detection	detection	NOUN
bracis-28375	1	53	from	from	ADP
bracis-28375	1	54	 	 	SPACE
bracis-28375	1	55	brazilian	brazilian	ADJ
bracis-28375	1	56	pre	pre	ADJ
bracis-28375	1	57	-	-	ADJ
bracis-28375	1	58	salt	salt	ADJ
bracis-28375	1	59	seismic	seismic	ADJ
bracis-28375	1	60	data	datum	NOUN
bracis-28375	1	61	conference	conference	PROPN
bracis-28375	1	62	paper	paper	NOUN
bracis-28375	1	63	first	first	ADV
bracis-28375	1	64	online	online	ADV
bracis-28375	1	65	:	:	PUNCT
bracis-28375	1	66	12	12	NUM
bracis-28375	1	67	october	october	NOUN
bracis-28375	1	68	2023	2023	NUM
bracis-28375	1	69	pp	pp	ADP
bracis-28375	1	70	3–17	3–17	PROPN
bracis-28375	1	71	cite	cite	VERB
bracis-28375	1	72	this	this	DET
bracis-28375	1	73	conference	conference	NOUN
bracis-28375	1	74	paper	paper	NOUN
bracis-28375	1	75	access	access	NOUN
bracis-28375	1	76	provided	provide	VERB
bracis-28375	1	77	by	by	ADP
bracis-28375	1	78	university	university	PROPN
bracis-28375	1	79	of	of	ADP
bracis-28375	1	80	notre	notre	PROPN
bracis-28375	1	81	dame	dame	PROPN
bracis-28375	1	82	hesburgh	hesburgh	PROPN
bracis-28375	1	83	library	library	PROPN
bracis-28375	1	84	download	download	PROPN
bracis-28375	1	85	book	book	NOUN
bracis-28375	1	86	pdf	pdf	PROPN
bracis-28375	1	87	download	download	NOUN
bracis-28375	1	88	book	book	NOUN
bracis-28375	1	89	epub	epub	PROPN
bracis-28375	1	90	intelligent	intelligent	ADJ
bracis-28375	1	91	systems	system	NOUN
bracis-28375	1	92	(	(	PUNCT
bracis-28375	1	93	bracis	bracis	NOUN
bracis-28375	1	94	2023	2023	NUM
bracis-28375	1	95	)	)	PUNCT
bracis-28375	1	96	transformer	transformer	NOUN
bracis-28375	1	97	model	model	NOUN
bracis-28375	1	98	for	for	ADP
bracis-28375	1	99	 	 	SPACE
bracis-28375	1	100	fault	fault	VERB
bracis-28375	1	101	detection	detection	NOUN
bracis-28375	1	102	from	from	ADP
bracis-28375	1	103	 	 	SPACE
bracis-28375	1	104	brazilian	brazilian	ADJ
bracis-28375	1	105	pre	pre	ADJ
bracis-28375	1	106	-	-	ADJ
bracis-28375	1	107	salt	salt	ADJ
bracis-28375	1	108	seismic	seismic	ADJ
bracis-28375	1	109	data	datum	NOUN
bracis-28375	1	110	download	download	NOUN
bracis-28375	1	111	book	book	NOUN
bracis-28375	1	112	pdf	pdf	PROPN
bracis-28375	1	113	download	download	NOUN
bracis-28375	1	114	book	book	PROPN
bracis-28375	1	115	epub	epub	PROPN
bracis-28375	1	116	letícia	letícia	PROPN
bracis-28375	1	117	bomfim9,11	bomfim9,11	PROPN
bracis-28375	1	118	,	,	PUNCT
bracis-28375	1	119	oton	oton	PROPN
bracis-28375	1	120	cunha11	cunha11	PROPN
bracis-28375	1	121	,	,	PUNCT
bracis-28375	1	122	michelle	michelle	PROPN
bracis-28375	1	123	kuroda11	kuroda11	PROPN
bracis-28375	1	124	,	,	PUNCT
bracis-28375	1	125	alexandre	alexandre	PROPN
bracis-28375	1	126	vidal10,11	vidal10,11	PROPN
bracis-28375	1	127	&	&	CCONJ
bracis-28375	1	128	…	…	PUNCT
bracis-28375	1	129	helio	helio	NOUN
bracis-28375	1	130	pedrini9	pedrini9	NOUN
bracis-28375	1	131	  	  	SPACE
bracis-28375	1	132	show	show	NOUN
bracis-28375	1	133	authors	author	NOUN
bracis-28375	1	134	part	part	NOUN
bracis-28375	1	135	of	of	ADP
bracis-28375	1	136	the	the	DET
bracis-28375	1	137	book	book	NOUN
bracis-28375	1	138	series	series	NOUN
bracis-28375	1	139	:	:	PUNCT
bracis-28375	1	140	lecture	lecture	NOUN
bracis-28375	1	141	notes	note	NOUN
bracis-28375	1	142	in	in	ADP
bracis-28375	1	143	computer	computer	NOUN
bracis-28375	1	144	science	science	NOUN
bracis-28375	1	145	(	(	PUNCT
bracis-28375	1	146	(	(	PUNCT
bracis-28375	1	147	lnai	lnai	ADJ
bracis-28375	1	148	,	,	PUNCT
bracis-28375	1	149	volume	volume	NOUN
bracis-28375	1	150	14196	14196	NUM
bracis-28375	1	151	)	)	PUNCT
bracis-28375	1	152	)	)	PUNCT
bracis-28375	1	153	included	include	VERB
bracis-28375	1	154	in	in	ADP
bracis-28375	1	155	the	the	DET
bracis-28375	1	156	following	follow	VERB
bracis-28375	1	157	conference	conference	NOUN
bracis-28375	1	158	series	series	NOUN
bracis-28375	1	159	:	:	PUNCT
bracis-28375	1	160	brazilian	brazilian	ADJ
bracis-28375	1	161	conference	conference	NOUN
bracis-28375	1	162	on	on	ADP
bracis-28375	1	163	intelligent	intelligent	ADJ
bracis-28375	1	164	systems	system	NOUN
bracis-28375	1	165	611	611	NUM
bracis-28375	1	166	accesses	access	NOUN
bracis-28375	1	167	6	6	NUM
bracis-28375	1	168	citations	citation	NOUN
bracis-28375	1	169	abstract	abstract	ADJ
bracis-28375	1	170	carbonate	carbonate	NOUN
bracis-28375	1	171	reservoirs	reservoir	NOUN
bracis-28375	1	172	are	be	AUX
bracis-28375	1	173	known	know	VERB
bracis-28375	1	174	for	for	ADP
bracis-28375	1	175	their	their	PRON
bracis-28375	1	176	heterogeneity	heterogeneity	NOUN
bracis-28375	1	177	,	,	PUNCT
bracis-28375	1	178	which	which	PRON
bracis-28375	1	179	poses	pose	VERB
bracis-28375	1	180	challenges	challenge	NOUN
bracis-28375	1	181	in	in	ADP
bracis-28375	1	182	interpreting	interpret	VERB
bracis-28375	1	183	and	and	CCONJ
bracis-28375	1	184	defining	define	VERB
bracis-28375	1	185	geological	geological	ADJ
bracis-28375	1	186	models	model	NOUN
bracis-28375	1	187	.	.	PUNCT
bracis-28375	2	1	the	the	DET
bracis-28375	2	2	brazilian	brazilian	ADJ
bracis-28375	2	3	reservoirs	reservoir	NOUN
bracis-28375	2	4	are	be	AUX
bracis-28375	2	5	formed	form	VERB
bracis-28375	2	6	mostly	mostly	ADV
bracis-28375	2	7	in	in	ADP
bracis-28375	2	8	highly	highly	ADV
bracis-28375	2	9	faulted	faulted	ADJ
bracis-28375	2	10	and	and	CCONJ
bracis-28375	2	11	fractured	fractured	ADJ
bracis-28375	2	12	carbonate	carbonate	NOUN
bracis-28375	2	13	rocks	rock	NOUN
bracis-28375	2	14	,	,	PUNCT
bracis-28375	2	15	which	which	PRON
bracis-28375	2	16	can	can	AUX
bracis-28375	2	17	increase	increase	VERB
bracis-28375	2	18	hydrocarbon	hydrocarbon	NOUN
bracis-28375	2	19	transport	transport	NOUN
bracis-28375	2	20	and	and	CCONJ
bracis-28375	2	21	storage	storage	NOUN
bracis-28375	2	22	capacity	capacity	NOUN
bracis-28375	2	23	.	.	PUNCT
bracis-28375	3	1	strategies	strategy	NOUN
bracis-28375	3	2	that	that	PRON
bracis-28375	3	3	permit	permit	VERB
bracis-28375	3	4	the	the	DET
bracis-28375	3	5	identification	identification	NOUN
bracis-28375	3	6	of	of	ADP
bracis-28375	3	7	these	these	DET
bracis-28375	3	8	structures	structure	NOUN
bracis-28375	3	9	allow	allow	VERB
bracis-28375	3	10	the	the	DET
bracis-28375	3	11	optimization	optimization	NOUN
bracis-28375	3	12	in	in	ADP
bracis-28375	3	13	the	the	DET
bracis-28375	3	14	exploration	exploration	NOUN
bracis-28375	3	15	of	of	ADP
bracis-28375	3	16	a	a	DET
bracis-28375	3	17	reservoir	reservoir	NOUN
bracis-28375	3	18	.	.	PUNCT
bracis-28375	4	1	to	to	PART
bracis-28375	4	2	fulfill	fulfill	VERB
bracis-28375	4	3	this	this	DET
bracis-28375	4	4	task	task	NOUN
bracis-28375	4	5	,	,	PUNCT
bracis-28375	4	6	machine	machine	NOUN
bracis-28375	4	7	learning	learning	NOUN
bracis-28375	4	8	models	model	NOUN
bracis-28375	4	9	have	have	AUX
bracis-28375	4	10	been	be	AUX
bracis-28375	4	11	able	able	ADJ
bracis-28375	4	12	to	to	PART
bracis-28375	4	13	provide	provide	VERB
bracis-28375	4	14	an	an	DET
bracis-28375	4	15	understanding	understanding	NOUN
bracis-28375	4	16	of	of	ADP
bracis-28375	4	17	these	these	DET
bracis-28375	4	18	environments	environment	NOUN
bracis-28375	4	19	through	through	ADP
bracis-28375	4	20	the	the	DET
bracis-28375	4	21	use	use	NOUN
bracis-28375	4	22	of	of	ADP
bracis-28375	4	23	data	datum	NOUN
bracis-28375	4	24	obtained	obtain	VERB
bracis-28375	4	25	by	by	ADP
bracis-28375	4	26	seismic	seismic	ADJ
bracis-28375	4	27	methods	method	NOUN
bracis-28375	4	28	.	.	PUNCT
bracis-28375	5	1	the	the	DET
bracis-28375	5	2	use	use	NOUN
bracis-28375	5	3	of	of	ADP
bracis-28375	5	4	convolutional	convolutional	ADJ
bracis-28375	5	5	neural	neural	ADJ
bracis-28375	5	6	networks	network	NOUN
bracis-28375	5	7	(	(	PUNCT
bracis-28375	5	8	cnns	cnns	PROPN
bracis-28375	5	9	)	)	PUNCT
bracis-28375	5	10	has	have	AUX
bracis-28375	5	11	shown	show	VERB
bracis-28375	5	12	to	to	PART
bracis-28375	5	13	be	be	AUX
bracis-28375	5	14	able	able	ADJ
bracis-28375	5	15	to	to	PART
bracis-28375	5	16	provide	provide	VERB
bracis-28375	5	17	excellent	excellent	ADJ
bracis-28375	5	18	abstractions	abstraction	NOUN
bracis-28375	5	19	in	in	ADP
bracis-28375	5	20	the	the	DET
bracis-28375	5	21	field	field	NOUN
bracis-28375	5	22	of	of	ADP
bracis-28375	5	23	semantic	semantic	ADJ
bracis-28375	5	24	segmentation	segmentation	NOUN
bracis-28375	5	25	,	,	PUNCT
bracis-28375	5	26	including	include	VERB
bracis-28375	5	27	its	its	PRON
bracis-28375	5	28	use	use	NOUN
bracis-28375	5	29	in	in	ADP
bracis-28375	5	30	seismic	seismic	ADJ
bracis-28375	5	31	data	datum	NOUN
bracis-28375	5	32	.	.	PUNCT
bracis-28375	6	1	however	however	ADV
bracis-28375	6	2	,	,	PUNCT
bracis-28375	6	3	due	due	ADP
bracis-28375	6	4	to	to	ADP
bracis-28375	6	5	the	the	DET
bracis-28375	6	6	highly	highly	ADV
bracis-28375	6	7	heterogeneous	heterogeneous	ADJ
bracis-28375	6	8	formation	formation	NOUN
bracis-28375	6	9	of	of	ADP
bracis-28375	6	10	this	this	DET
bracis-28375	6	11	type	type	NOUN
bracis-28375	6	12	of	of	ADP
bracis-28375	6	13	data	datum	NOUN
bracis-28375	6	14	,	,	PUNCT
bracis-28375	6	15	the	the	DET
bracis-28375	6	16	work	work	NOUN
bracis-28375	6	17	of	of	ADP
bracis-28375	6	18	extracting	extract	VERB
bracis-28375	6	19	information	information	NOUN
bracis-28375	6	20	from	from	ADP
bracis-28375	6	21	these	these	DET
bracis-28375	6	22	images	image	NOUN
bracis-28375	6	23	remains	remain	VERB
bracis-28375	6	24	challenging	challenge	VERB
bracis-28375	6	25	.	.	PUNCT
bracis-28375	7	1	from	from	ADP
bracis-28375	7	2	this	this	PRON
bracis-28375	7	3	,	,	PUNCT
bracis-28375	7	4	we	we	PRON
bracis-28375	7	5	investigate	investigate	VERB
bracis-28375	7	6	the	the	DET
bracis-28375	7	7	potential	potential	NOUN
bracis-28375	7	8	of	of	ADP
bracis-28375	7	9	using	use	VERB
bracis-28375	7	10	transformer	transformer	NOUN
bracis-28375	7	11	models	model	NOUN
bracis-28375	7	12	in	in	ADP
bracis-28375	7	13	this	this	DET
bracis-28375	7	14	geological	geological	ADJ
bracis-28375	7	15	context	context	NOUN
bracis-28375	7	16	focusing	focus	VERB
bracis-28375	7	17	on	on	ADP
bracis-28375	7	18	the	the	DET
bracis-28375	7	19	faults	fault	NOUN
bracis-28375	7	20	identification	identification	NOUN
bracis-28375	7	21	.	.	PUNCT
bracis-28375	8	1	as	as	ADP
bracis-28375	8	2	a	a	DET
bracis-28375	8	3	technique	technique	NOUN
bracis-28375	8	4	to	to	PART
bracis-28375	8	5	analyze	analyze	VERB
bracis-28375	8	6	this	this	DET
bracis-28375	8	7	type	type	NOUN
bracis-28375	8	8	of	of	ADP
bracis-28375	8	9	architecture	architecture	NOUN
bracis-28375	8	10	,	,	PUNCT
bracis-28375	8	11	we	we	PRON
bracis-28375	8	12	use	use	VERB
bracis-28375	8	13	the	the	DET
bracis-28375	8	14	transunet	transunet	NOUN
bracis-28375	8	15	network	network	NOUN
bracis-28375	8	16	,	,	PUNCT
bracis-28375	8	17	which	which	PRON
bracis-28375	8	18	combines	combine	VERB
bracis-28375	8	19	the	the	DET
bracis-28375	8	20	power	power	NOUN
bracis-28375	8	21	of	of	ADP
bracis-28375	8	22	cnns	cnn	NOUN
bracis-28375	8	23	with	with	ADP
bracis-28375	8	24	the	the	DET
bracis-28375	8	25	innovation	innovation	NOUN
bracis-28375	8	26	brought	bring	VERB
bracis-28375	8	27	by	by	ADP
bracis-28375	8	28	transformers	transformer	NOUN
bracis-28375	8	29	in	in	ADP
bracis-28375	8	30	a	a	DET
bracis-28375	8	31	hybrid	hybrid	ADJ
bracis-28375	8	32	model	model	NOUN
bracis-28375	8	33	of	of	ADP
bracis-28375	8	34	deep	deep	ADJ
bracis-28375	8	35	learning	learning	NOUN
bracis-28375	8	36	.	.	PUNCT
bracis-28375	9	1	to	to	PART
bracis-28375	9	2	evaluate	evaluate	VERB
bracis-28375	9	3	its	its	PRON
bracis-28375	9	4	performance	performance	NOUN
bracis-28375	9	5	,	,	PUNCT
bracis-28375	9	6	we	we	PRON
bracis-28375	9	7	made	make	VERB
bracis-28375	9	8	use	use	NOUN
bracis-28375	9	9	of	of	ADP
bracis-28375	9	10	conventional	conventional	ADJ
bracis-28375	9	11	cnns	cnn	NOUN
bracis-28375	9	12	to	to	PART
bracis-28375	9	13	compare	compare	VERB
bracis-28375	9	14	the	the	DET
bracis-28375	9	15	results	result	NOUN
bracis-28375	9	16	achieved	achieve	VERB
bracis-28375	9	17	.	.	PUNCT
bracis-28375	10	1	the	the	DET
bracis-28375	10	2	results	result	NOUN
bracis-28375	10	3	show	show	VERB
bracis-28375	10	4	that	that	SCONJ
bracis-28375	10	5	transunet	transunet	NOUN
bracis-28375	10	6	outperforms	outperform	VERB
bracis-28375	10	7	conventional	conventional	ADJ
bracis-28375	10	8	cnns	cnn	NOUN
bracis-28375	10	9	,	,	PUNCT
bracis-28375	10	10	achieving	achieve	VERB
bracis-28375	10	11	a	a	DET
bracis-28375	10	12	dice	dice	NOUN
bracis-28375	10	13	metric	metric	ADJ
bracis-28375	10	14	value	value	NOUN
bracis-28375	10	15	of	of	ADP
bracis-28375	10	16	88.34	88.34	NUM
bracis-28375	10	17	%	%	NOUN
bracis-28375	10	18	,	,	PUNCT
bracis-28375	10	19	compared	compare	VERB
bracis-28375	10	20	to	to	ADP
bracis-28375	10	21	85.99	85.99	NUM
bracis-28375	10	22	%	%	NOUN
bracis-28375	10	23	for	for	ADP
bracis-28375	10	24	u	u	NOUN
bracis-28375	10	25	-	-	NOUN
bracis-28375	10	26	net	net	ADJ
bracis-28375	10	27	,	,	PUNCT
bracis-28375	10	28	83.41	83.41	NUM
bracis-28375	10	29	%	%	NOUN
bracis-28375	10	30	for	for	ADP
bracis-28375	10	31	u	u	NOUN
bracis-28375	10	32	-	-	NOUN
bracis-28375	10	33	net++	net++	ADJ
bracis-28375	10	34	,	,	PUNCT
bracis-28375	10	35	and	and	CCONJ
bracis-28375	10	36	83.31	83.31	NUM
bracis-28375	10	37	%	%	NOUN
bracis-28375	10	38	for	for	ADP
bracis-28375	10	39	segnet	segnet	NOUN
bracis-28375	10	40	,	,	PUNCT
bracis-28375	10	41	being	be	AUX
bracis-28375	10	42	also	also	ADV
bracis-28375	10	43	able	able	ADJ
bracis-28375	10	44	to	to	PART
bracis-28375	10	45	identify	identify	VERB
bracis-28375	10	46	small	small	ADJ
bracis-28375	10	47	structures	structure	NOUN
bracis-28375	10	48	beyond	beyond	ADP
bracis-28375	10	49	what	what	PRON
bracis-28375	10	50	is	be	AUX
bracis-28375	10	51	indicated	indicate	VERB
bracis-28375	10	52	in	in	ADP
bracis-28375	10	53	our	our	PRON
bracis-28375	10	54	target	target	NOUN
bracis-28375	10	55	.	.	PUNCT
bracis-28375	11	1	access	access	NOUN
bracis-28375	11	2	provided	provide	VERB
bracis-28375	11	3	by	by	ADP
bracis-28375	11	4	university	university	PROPN
bracis-28375	11	5	of	of	ADP
bracis-28375	11	6	notre	notre	PROPN
bracis-28375	11	7	dame	dame	PROPN
bracis-28375	11	8	hesburgh	hesburgh	PROPN
bracis-28375	11	9	library	library	PROPN
bracis-28375	11	10	.	.	PUNCT
bracis-28375	12	1	download	download	PROPN
bracis-28375	12	2	conference	conference	NOUN
bracis-28375	12	3	paper	paper	NOUN
bracis-28375	12	4	pdf	pdf	NOUN
bracis-28375	12	5	similar	similar	ADJ
bracis-28375	12	6	content	content	NOUN
bracis-28375	12	7	being	be	AUX
bracis-28375	12	8	viewed	view	VERB
bracis-28375	12	9	by	by	ADP
bracis-28375	12	10	others	other	NOUN
bracis-28375	12	11	seismic	seismic	ADJ
bracis-28375	12	12	stratum	stratum	PROPN
bracis-28375	12	13	segmentation	segmentation	NOUN
bracis-28375	12	14	using	use	VERB
bracis-28375	12	15	an	an	DET
bracis-28375	12	16	encoder	encoder	NOUN
bracis-28375	12	17	–	–	PUNCT
bracis-28375	12	18	decoder	decoder	NOUN
bracis-28375	12	19	convolutional	convolutional	ADJ
bracis-28375	12	20	neural	neural	ADJ
bracis-28375	12	21	network	network	NOUN
bracis-28375	12	22	article	article	NOUN
bracis-28375	12	23	12	12	NUM
bracis-28375	12	24	february	february	PROPN
bracis-28375	12	25	2021	2021	NUM
bracis-28375	12	26	a	a	DET
bracis-28375	12	27	deep	deep	ADJ
bracis-28375	12	28	learning	learning	NOUN
bracis-28375	12	29	approach	approach	NOUN
bracis-28375	12	30	for	for	ADP
bracis-28375	12	31	automating	automate	VERB
bracis-28375	12	32	the	the	DET
bracis-28375	12	33	thin	thin	ADJ
bracis-28375	12	34	-	-	PUNCT
bracis-28375	12	35	section	section	NOUN
bracis-28375	12	36	petrography	petrography	NOUN
bracis-28375	12	37	of	of	ADP
bracis-28375	12	38	the	the	DET
bracis-28375	12	39	carbonate	carbonate	NOUN
bracis-28375	12	40	rocks	rock	NOUN
bracis-28375	12	41	for	for	ADP
bracis-28375	12	42	effective	effective	ADJ
bracis-28375	12	43	reservoir	reservoir	NOUN
bracis-28375	12	44	characterization	characterization	NOUN
bracis-28375	12	45	article	article	NOUN
bracis-28375	12	46	04	04	NUM
bracis-28375	12	47	december	december	PROPN
bracis-28375	12	48	2024	2024	NUM
bracis-28375	12	49	a	a	DET
bracis-28375	12	50	hybrid	hybrid	ADJ
bracis-28375	12	51	approach	approach	NOUN
bracis-28375	12	52	for	for	ADP
bracis-28375	12	53	automated	automate	VERB
bracis-28375	12	54	carbonate	carbonate	NOUN
bracis-28375	12	55	body	body	NOUN
bracis-28375	12	56	detection	detection	NOUN
bracis-28375	12	57	in	in	ADP
bracis-28375	12	58	seismic	seismic	ADJ
bracis-28375	12	59	:	:	PUNCT
bracis-28375	12	60	a	a	DET
bracis-28375	12	61	case	case	NOUN
bracis-28375	12	62	study	study	NOUN
bracis-28375	12	63	from	from	ADP
bracis-28375	12	64	offshore	offshore	ADJ
bracis-28375	12	65	sarawak	sarawak	NOUN
bracis-28375	12	66	chapter	chapter	NOUN
bracis-28375	12	67	©	©	PROPN
bracis-28375	12	68	2026	2026	NUM
bracis-28375	12	69	explore	explore	VERB
bracis-28375	12	70	related	relate	VERB
bracis-28375	12	71	subjects	subject	NOUN
bracis-28375	12	72	discover	discover	VERB
bracis-28375	12	73	the	the	DET
bracis-28375	12	74	latest	late	ADJ
bracis-28375	12	75	articles	article	NOUN
bracis-28375	12	76	,	,	PUNCT
bracis-28375	12	77	books	book	NOUN
bracis-28375	12	78	and	and	CCONJ
bracis-28375	12	79	news	news	NOUN
bracis-28375	12	80	in	in	ADP
bracis-28375	12	81	related	related	ADJ
bracis-28375	12	82	subjects	subject	NOUN
bracis-28375	12	83	,	,	PUNCT
bracis-28375	12	84	suggested	suggest	VERB
bracis-28375	12	85	using	use	VERB
bracis-28375	12	86	machine	machine	NOUN
bracis-28375	12	87	learning	learning	NOUN
bracis-28375	12	88	.	.	PUNCT
bracis-28375	13	1	computer	computer	NOUN
bracis-28375	13	2	vision	vision	PROPN
bracis-28375	13	3	energy	energy	NOUN
bracis-28375	13	4	informatics	informatic	NOUN
bracis-28375	13	5	machine	machine	NOUN
bracis-28375	13	6	learning	learn	VERB
bracis-28375	13	7	structural	structural	ADJ
bracis-28375	13	8	geology	geology	NOUN
bracis-28375	13	9	artificial	artificial	ADJ
bracis-28375	13	10	intelligence	intelligence	NOUN
bracis-28375	13	11	geotechnical	geotechnical	ADJ
bracis-28375	13	12	engineering	engineering	NOUN
bracis-28375	13	13	and	and	CCONJ
bracis-28375	13	14	applied	apply	VERB
bracis-28375	13	15	earth	earth	NOUN
bracis-28375	13	16	sciences	science	NOUN
bracis-28375	13	17	1	1	NUM
bracis-28375	13	18	introduction	introduction	NOUN
bracis-28375	13	19	understanding	understanding	NOUN
bracis-28375	13	20	and	and	CCONJ
bracis-28375	13	21	analyzing	analyze	VERB
bracis-28375	13	22	geological	geological	ADJ
bracis-28375	13	23	characteristics	characteristic	NOUN
bracis-28375	13	24	and	and	CCONJ
bracis-28375	13	25	their	their	PRON
bracis-28375	13	26	influence	influence	NOUN
bracis-28375	13	27	on	on	ADP
bracis-28375	13	28	reservoir	reservoir	NOUN
bracis-28375	13	29	properties	property	NOUN
bracis-28375	13	30	is	be	AUX
bracis-28375	13	31	crucial	crucial	ADJ
bracis-28375	13	32	for	for	ADP
bracis-28375	13	33	the	the	DET
bracis-28375	13	34	success	success	NOUN
bracis-28375	13	35	of	of	ADP
bracis-28375	13	36	hydrocarbon	hydrocarbon	NOUN
bracis-28375	13	37	exploration	exploration	NOUN
bracis-28375	13	38	and	and	CCONJ
bracis-28375	13	39	production	production	NOUN
bracis-28375	13	40	.	.	PUNCT
bracis-28375	14	1	moreover	moreover	ADV
bracis-28375	14	2	,	,	PUNCT
bracis-28375	14	3	automating	automate	VERB
bracis-28375	14	4	these	these	DET
bracis-28375	14	5	processes	process	NOUN
bracis-28375	14	6	can	can	AUX
bracis-28375	14	7	result	result	VERB
bracis-28375	14	8	in	in	ADP
bracis-28375	14	9	the	the	DET
bracis-28375	14	10	production	production	NOUN
bracis-28375	14	11	of	of	ADP
bracis-28375	14	12	deliverables	deliverable	NOUN
bracis-28375	14	13	that	that	PRON
bracis-28375	14	14	are	be	AUX
bracis-28375	14	15	useful	useful	ADJ
bracis-28375	14	16	in	in	ADP
bracis-28375	14	17	well	well	ADV
bracis-28375	14	18	planning	planning	NOUN
bracis-28375	14	19	optimization	optimization	NOUN
bracis-28375	14	20	,	,	PUNCT
bracis-28375	14	21	reservoir	reservoir	NOUN
bracis-28375	14	22	modeling	modeling	NOUN
bracis-28375	14	23	,	,	PUNCT
bracis-28375	14	24	and	and	CCONJ
bracis-28375	14	25	risk	risk	NOUN
bracis-28375	14	26	analysis	analysis	NOUN
bracis-28375	14	27	 	 	SPACE
bracis-28375	14	28	(	(	PUNCT
bracis-28375	14	29	zheng	zheng	PROPN
bracis-28375	14	30	et	et	PROPN
bracis-28375	14	31	 	 	SPACE
bracis-28375	14	32	al	al	PROPN
bracis-28375	14	33	.	.	PROPN
bracis-28375	14	34	2019	2019	NUM
bracis-28375	14	35	)	)	PUNCT
bracis-28375	14	36	.	.	PUNCT
bracis-28375	15	1	the	the	DET
bracis-28375	15	2	pre	pre	ADJ
bracis-28375	15	3	-	-	ADJ
bracis-28375	15	4	salt	salt	ADJ
bracis-28375	15	5	region	region	NOUN
bracis-28375	15	6	in	in	ADP
bracis-28375	15	7	brazil	brazil	PROPN
bracis-28375	15	8	has	have	VERB
bracis-28375	15	9	enormous	enormous	ADJ
bracis-28375	15	10	exploration	exploration	NOUN
bracis-28375	15	11	potential	potential	NOUN
bracis-28375	15	12	,	,	PUNCT
bracis-28375	15	13	with	with	ADP
bracis-28375	15	14	reserve	reserve	NOUN
bracis-28375	15	15	estimates	estimate	NOUN
bracis-28375	15	16	suggesting	suggest	VERB
bracis-28375	15	17	that	that	SCONJ
bracis-28375	15	18	it	it	PRON
bracis-28375	15	19	contains	contain	VERB
bracis-28375	15	20	approximately	approximately	ADV
bracis-28375	15	21	70	70	NUM
bracis-28375	15	22	to	to	PART
bracis-28375	15	23	100	100	NUM
bracis-28375	15	24	billion	billion	NUM
bracis-28375	15	25	barrels	barrel	NOUN
bracis-28375	15	26	of	of	ADP
bracis-28375	15	27	oil	oil	NOUN
bracis-28375	15	28	.	.	PUNCT
bracis-28375	16	1	the	the	DET
bracis-28375	16	2	majority	majority	NOUN
bracis-28375	16	3	of	of	ADP
bracis-28375	16	4	production	production	NOUN
bracis-28375	16	5	comes	come	VERB
bracis-28375	16	6	from	from	ADP
bracis-28375	16	7	the	the	DET
bracis-28375	16	8	santos	santos	PROPN
bracis-28375	16	9	basin	basin	NOUN
bracis-28375	16	10	,	,	PUNCT
bracis-28375	16	11	which	which	PRON
bracis-28375	16	12	is	be	AUX
bracis-28375	16	13	located	locate	VERB
bracis-28375	16	14	in	in	ADP
bracis-28375	16	15	the	the	DET
bracis-28375	16	16	southeastern	southeastern	ADJ
bracis-28375	16	17	part	part	NOUN
bracis-28375	16	18	of	of	ADP
bracis-28375	16	19	the	the	DET
bracis-28375	16	20	country	country	NOUN
bracis-28375	16	21	and	and	CCONJ
bracis-28375	16	22	accounts	account	VERB
bracis-28375	16	23	for	for	ADP
bracis-28375	16	24	over	over	ADP
bracis-28375	16	25	70	70	NUM
bracis-28375	16	26	%	%	NOUN
bracis-28375	16	27	of	of	ADP
bracis-28375	16	28	brazilian	brazilian	ADJ
bracis-28375	16	29	production	production	NOUN
bracis-28375	16	30	.	.	PUNCT
bracis-28375	17	1	therefore	therefore	ADV
bracis-28375	17	2	,	,	PUNCT
bracis-28375	17	3	geological	geological	ADJ
bracis-28375	17	4	and	and	CCONJ
bracis-28375	17	5	geophysical	geophysical	ADJ
bracis-28375	17	6	studies	study	NOUN
bracis-28375	17	7	,	,	PUNCT
bracis-28375	17	8	in	in	ADP
bracis-28375	17	9	conjunction	conjunction	NOUN
bracis-28375	17	10	with	with	ADP
bracis-28375	17	11	technological	technological	ADJ
bracis-28375	17	12	tools	tool	NOUN
bracis-28375	17	13	,	,	PUNCT
bracis-28375	17	14	have	have	AUX
bracis-28375	17	15	been	be	AUX
bracis-28375	17	16	employed	employ	VERB
bracis-28375	17	17	to	to	PART
bracis-28375	17	18	investigate	investigate	VERB
bracis-28375	17	19	optimal	optimal	ADJ
bracis-28375	17	20	exploration	exploration	NOUN
bracis-28375	17	21	conditions	condition	NOUN
bracis-28375	17	22	and	and	CCONJ
bracis-28375	17	23	identify	identify	VERB
bracis-28375	17	24	the	the	DET
bracis-28375	17	25	structural	structural	ADJ
bracis-28375	17	26	and	and	CCONJ
bracis-28375	17	27	sedimentary	sedimentary	ADJ
bracis-28375	17	28	characteristics	characteristic	NOUN
bracis-28375	17	29	of	of	ADP
bracis-28375	17	30	these	these	DET
bracis-28375	17	31	complex	complex	ADJ
bracis-28375	17	32	basins	basin	NOUN
bracis-28375	17	33	that	that	PRON
bracis-28375	17	34	contribute	contribute	VERB
bracis-28375	17	35	to	to	ADP
bracis-28375	17	36	their	their	PRON
bracis-28375	17	37	potential	potential	NOUN
bracis-28375	17	38	for	for	ADP
bracis-28375	17	39	hydrocarbon	hydrocarbon	NOUN
bracis-28375	17	40	accumulation	accumulation	NOUN
bracis-28375	17	41	.	.	PUNCT
bracis-28375	18	1	gaining	gain	VERB
bracis-28375	18	2	a	a	DET
bracis-28375	18	3	comprehensive	comprehensive	ADJ
bracis-28375	18	4	understanding	understanding	NOUN
bracis-28375	18	5	of	of	ADP
bracis-28375	18	6	the	the	DET
bracis-28375	18	7	spatial	spatial	ADJ
bracis-28375	18	8	distribution	distribution	NOUN
bracis-28375	18	9	of	of	ADP
bracis-28375	18	10	structural	structural	ADJ
bracis-28375	18	11	,	,	PUNCT
bracis-28375	18	12	faciological	faciological	ADJ
bracis-28375	18	13	,	,	PUNCT
bracis-28375	18	14	and	and	CCONJ
bracis-28375	18	15	petrophysical	petrophysical	ADJ
bracis-28375	18	16	properties	property	NOUN
bracis-28375	18	17	can	can	AUX
bracis-28375	18	18	aid	aid	VERB
bracis-28375	18	19	in	in	ADP
bracis-28375	18	20	optimizing	optimize	VERB
bracis-28375	18	21	the	the	DET
bracis-28375	18	22	characterization	characterization	NOUN
bracis-28375	18	23	,	,	PUNCT
bracis-28375	18	24	prediction	prediction	NOUN
bracis-28375	18	25	,	,	PUNCT
bracis-28375	18	26	and	and	CCONJ
bracis-28375	18	27	recovery	recovery	NOUN
bracis-28375	18	28	phases	phase	NOUN
bracis-28375	18	29	of	of	ADP
bracis-28375	18	30	reservoirs	reservoir	NOUN
bracis-28375	18	31	.	.	PUNCT
bracis-28375	19	1	this	this	PRON
bracis-28375	19	2	is	be	AUX
bracis-28375	19	3	achieved	achieve	VERB
bracis-28375	19	4	by	by	ADP
bracis-28375	19	5	creating	create	VERB
bracis-28375	19	6	more	more	ADJ
bracis-28375	19	7	reliable	reliable	ADJ
bracis-28375	19	8	models	model	NOUN
bracis-28375	19	9	.	.	PUNCT
bracis-28375	20	1	the	the	DET
bracis-28375	20	2	petrophysical	petrophysical	ADJ
bracis-28375	20	3	properties	property	NOUN
bracis-28375	20	4	of	of	ADP
bracis-28375	20	5	interest	interest	NOUN
bracis-28375	20	6	include	include	VERB
bracis-28375	20	7	the	the	DET
bracis-28375	20	8	porous	porous	ADJ
bracis-28375	20	9	medium	medium	NOUN
bracis-28375	20	10	,	,	PUNCT
bracis-28375	20	11	which	which	PRON
bracis-28375	20	12	comprises	comprise	VERB
bracis-28375	20	13	matrix	matrix	NOUN
bracis-28375	20	14	systems	system	NOUN
bracis-28375	20	15	,	,	PUNCT
bracis-28375	20	16	vugs	vug	NOUN
bracis-28375	20	17	,	,	PUNCT
bracis-28375	20	18	and	and	CCONJ
bracis-28375	20	19	fractures	fracture	NOUN
bracis-28375	20	20	that	that	PRON
bracis-28375	20	21	define	define	VERB
bracis-28375	20	22	spaces	space	NOUN
bracis-28375	20	23	for	for	ADP
bracis-28375	20	24	fluid	fluid	ADJ
bracis-28375	20	25	accumulation	accumulation	NOUN
bracis-28375	20	26	in	in	ADP
bracis-28375	20	27	rock	rock	NOUN
bracis-28375	20	28	,	,	PUNCT
bracis-28375	20	29	as	as	ADV
bracis-28375	20	30	well	well	ADV
bracis-28375	20	31	as	as	ADP
bracis-28375	20	32	permeability	permeability	NOUN
bracis-28375	20	33	,	,	PUNCT
bracis-28375	20	34	which	which	PRON
bracis-28375	20	35	determines	determine	VERB
bracis-28375	20	36	the	the	DET
bracis-28375	20	37	connectivity	connectivity	NOUN
bracis-28375	20	38	of	of	ADP
bracis-28375	20	39	pores	pore	NOUN
bracis-28375	20	40	and	and	CCONJ
bracis-28375	20	41	is	be	AUX
bracis-28375	20	42	critical	critical	ADJ
bracis-28375	20	43	for	for	ADP
bracis-28375	20	44	percolation	percolation	NOUN
bracis-28375	20	45	and	and	CCONJ
bracis-28375	20	46	the	the	DET
bracis-28375	20	47	recovery	recovery	NOUN
bracis-28375	20	48	of	of	ADP
bracis-28375	20	49	subsurface	subsurface	NOUN
bracis-28375	20	50	fluids	fluid	NOUN
bracis-28375	20	51	.	.	PUNCT
bracis-28375	21	1	faults	fault	NOUN
bracis-28375	21	2	and	and	CCONJ
bracis-28375	21	3	fractures	fracture	NOUN
bracis-28375	21	4	are	be	AUX
bracis-28375	21	5	crucial	crucial	ADJ
bracis-28375	21	6	features	feature	NOUN
bracis-28375	21	7	within	within	ADP
bracis-28375	21	8	the	the	DET
bracis-28375	21	9	porous	porous	ADJ
bracis-28375	21	10	medium	medium	NOUN
bracis-28375	21	11	,	,	PUNCT
bracis-28375	21	12	as	as	SCONJ
bracis-28375	21	13	they	they	PRON
bracis-28375	21	14	play	play	VERB
bracis-28375	21	15	a	a	DET
bracis-28375	21	16	vital	vital	ADJ
bracis-28375	21	17	role	role	NOUN
bracis-28375	21	18	in	in	ADP
bracis-28375	21	19	engineering	engineering	NOUN
bracis-28375	21	20	,	,	PUNCT
bracis-28375	21	21	geotechnical	geotechnical	ADJ
bracis-28375	21	22	,	,	PUNCT
bracis-28375	21	23	and	and	CCONJ
bracis-28375	21	24	hydrogeological	hydrogeological	ADJ
bracis-28375	21	25	applications	application	NOUN
bracis-28375	21	26	.	.	PUNCT
bracis-28375	22	1	they	they	PRON
bracis-28375	22	2	can	can	AUX
bracis-28375	22	3	exhibit	exhibit	VERB
bracis-28375	22	4	dual	dual	ADJ
bracis-28375	22	5	behavior	behavior	NOUN
bracis-28375	22	6	by	by	ADP
bracis-28375	22	7	either	either	CCONJ
bracis-28375	22	8	serving	serve	VERB
bracis-28375	22	9	as	as	ADP
bracis-28375	22	10	pathways	pathway	NOUN
bracis-28375	22	11	for	for	ADP
bracis-28375	22	12	fluid	fluid	ADJ
bracis-28375	22	13	flow	flow	NOUN
bracis-28375	22	14	or	or	CCONJ
bracis-28375	22	15	barriers	barrier	NOUN
bracis-28375	22	16	,	,	PUNCT
bracis-28375	22	17	depending	depend	VERB
bracis-28375	22	18	on	on	ADP
bracis-28375	22	19	factors	factor	NOUN
bracis-28375	22	20	such	such	ADJ
bracis-28375	22	21	as	as	ADP
bracis-28375	22	22	intensity	intensity	NOUN
bracis-28375	22	23	,	,	PUNCT
bracis-28375	22	24	connectivity	connectivity	NOUN
bracis-28375	22	25	,	,	PUNCT
bracis-28375	22	26	dissolution	dissolution	NOUN
bracis-28375	22	27	,	,	PUNCT
bracis-28375	22	28	or	or	CCONJ
bracis-28375	22	29	cementing	cementing	NOUN
bracis-28375	22	30	,	,	PUNCT
bracis-28375	22	31	which	which	PRON
bracis-28375	22	32	renders	render	VERB
bracis-28375	22	33	them	they	PRON
bracis-28375	22	34	impermeable	impermeable	ADJ
bracis-28375	22	35	.	.	PUNCT
bracis-28375	23	1	numerous	numerous	ADJ
bracis-28375	23	2	oil	oil	NOUN
bracis-28375	23	3	,	,	PUNCT
bracis-28375	23	4	gas	gas	NOUN
bracis-28375	23	5	,	,	PUNCT
bracis-28375	23	6	geothermal	geothermal	NOUN
bracis-28375	23	7	,	,	PUNCT
bracis-28375	23	8	and	and	CCONJ
bracis-28375	23	9	water	water	NOUN
bracis-28375	23	10	supply	supply	NOUN
bracis-28375	23	11	reservoirs	reservoir	NOUN
bracis-28375	23	12	are	be	AUX
bracis-28375	23	13	formed	form	VERB
bracis-28375	23	14	in	in	ADP
bracis-28375	23	15	fractured	fractured	ADJ
bracis-28375	23	16	rock	rock	NOUN
bracis-28375	23	17	.	.	PUNCT
bracis-28375	24	1	therefore	therefore	ADV
bracis-28375	24	2	,	,	PUNCT
bracis-28375	24	3	an	an	DET
bracis-28375	24	4	essential	essential	ADJ
bracis-28375	24	5	aspect	aspect	NOUN
bracis-28375	24	6	of	of	ADP
bracis-28375	24	7	comprehending	comprehending	ADJ
bracis-28375	24	8	and	and	CCONJ
bracis-28375	24	9	predicting	predict	VERB
bracis-28375	24	10	fracture	fracture	NOUN
bracis-28375	24	11	behavior	behavior	NOUN
bracis-28375	24	12	involves	involve	VERB
bracis-28375	24	13	identifying	identify	VERB
bracis-28375	24	14	and	and	CCONJ
bracis-28375	24	15	locating	locate	VERB
bracis-28375	24	16	those	those	PRON
bracis-28375	24	17	that	that	PRON
bracis-28375	24	18	demonstrate	demonstrate	VERB
bracis-28375	24	19	hydraulically	hydraulically	ADV
bracis-28375	24	20	significant	significant	ADJ
bracis-28375	24	21	behavior	behavior	NOUN
bracis-28375	24	22	 	 	SPACE
bracis-28375	24	23	(	(	PUNCT
bracis-28375	24	24	council	council	PROPN
bracis-28375	24	25	1996	1996	NUM
bracis-28375	24	26	)	)	PUNCT
bracis-28375	24	27	.	.	PUNCT
bracis-28375	25	1	in	in	ADP
bracis-28375	25	2	order	order	NOUN
bracis-28375	25	3	to	to	PART
bracis-28375	25	4	analyze	analyze	VERB
bracis-28375	25	5	the	the	DET
bracis-28375	25	6	properties	property	NOUN
bracis-28375	25	7	of	of	ADP
bracis-28375	25	8	data	datum	NOUN
bracis-28375	25	9	from	from	ADP
bracis-28375	25	10	sources	source	NOUN
bracis-28375	25	11	such	such	ADJ
bracis-28375	25	12	as	as	ADP
bracis-28375	25	13	the	the	DET
bracis-28375	25	14	pre	pre	NOUN
bracis-28375	25	15	-	-	NOUN
bracis-28375	25	16	salt	salt	ADJ
bracis-28375	25	17	,	,	PUNCT
bracis-28375	25	18	which	which	PRON
bracis-28375	25	19	is	be	AUX
bracis-28375	25	20	located	locate	VERB
bracis-28375	25	21	in	in	ADP
bracis-28375	25	22	ultra	ultra	ADJ
bracis-28375	25	23	-	-	ADJ
bracis-28375	25	24	deep	deep	ADJ
bracis-28375	25	25	waters	water	NOUN
bracis-28375	25	26	below	below	ADP
bracis-28375	25	27	5000	5000	NUM
bracis-28375	25	28	m	m	NOUN
bracis-28375	25	29	,	,	PUNCT
bracis-28375	25	30	and	and	CCONJ
bracis-28375	25	31	to	to	PART
bracis-28375	25	32	identify	identify	VERB
bracis-28375	25	33	fault	fault	NOUN
bracis-28375	25	34	regions	region	NOUN
bracis-28375	25	35	,	,	PUNCT
bracis-28375	25	36	it	it	PRON
bracis-28375	25	37	is	be	AUX
bracis-28375	25	38	necessary	necessary	ADJ
bracis-28375	25	39	to	to	PART
bracis-28375	25	40	conduct	conduct	VERB
bracis-28375	25	41	seismic	seismic	ADJ
bracis-28375	25	42	studies	study	NOUN
bracis-28375	25	43	.	.	PUNCT
bracis-28375	26	1	this	this	DET
bracis-28375	26	2	type	type	NOUN
bracis-28375	26	3	of	of	ADP
bracis-28375	26	4	data	datum	NOUN
bracis-28375	26	5	offers	offer	VERB
bracis-28375	26	6	insight	insight	NOUN
bracis-28375	26	7	into	into	ADP
bracis-28375	26	8	the	the	DET
bracis-28375	26	9	structures	structure	NOUN
bracis-28375	26	10	present	present	ADJ
bracis-28375	26	11	throughout	throughout	ADP
bracis-28375	26	12	the	the	DET
bracis-28375	26	13	entire	entire	ADJ
bracis-28375	26	14	region	region	NOUN
bracis-28375	26	15	of	of	ADP
bracis-28375	26	16	interest	interest	NOUN
bracis-28375	26	17	 	 	SPACE
bracis-28375	26	18	(	(	PUNCT
bracis-28375	26	19	dondurur	dondurur	NOUN
bracis-28375	26	20	2018	2018	NUM
bracis-28375	26	21	)	)	PUNCT
bracis-28375	26	22	providing	provide	VERB
bracis-28375	26	23	information	information	NOUN
bracis-28375	26	24	about	about	ADP
bracis-28375	26	25	layer	layer	NOUN
bracis-28375	26	26	structures	structure	NOUN
bracis-28375	26	27	and	and	CCONJ
bracis-28375	26	28	their	their	PRON
bracis-28375	26	29	features	feature	NOUN
bracis-28375	26	30	.	.	PUNCT
bracis-28375	27	1	upon	upon	SCONJ
bracis-28375	27	2	obtaining	obtain	VERB
bracis-28375	27	3	this	this	DET
bracis-28375	27	4	data	datum	NOUN
bracis-28375	27	5	,	,	PUNCT
bracis-28375	27	6	segmentation	segmentation	NOUN
bracis-28375	27	7	techniques	technique	NOUN
bracis-28375	27	8	are	be	AUX
bracis-28375	27	9	employed	employ	VERB
bracis-28375	27	10	to	to	PART
bracis-28375	27	11	extract	extract	VERB
bracis-28375	27	12	the	the	DET
bracis-28375	27	13	structures	structure	NOUN
bracis-28375	27	14	that	that	PRON
bracis-28375	27	15	will	will	AUX
bracis-28375	27	16	inform	inform	VERB
bracis-28375	27	17	subsequent	subsequent	ADJ
bracis-28375	27	18	analyses	analysis	NOUN
bracis-28375	27	19	.	.	PUNCT
bracis-28375	28	1	our	our	PRON
bracis-28375	28	2	aim	aim	NOUN
bracis-28375	28	3	is	be	AUX
bracis-28375	28	4	to	to	PART
bracis-28375	28	5	incorporate	incorporate	VERB
bracis-28375	28	6	the	the	DET
bracis-28375	28	7	transformer	transformer	NOUN
bracis-28375	28	8	concept	concept	NOUN
bracis-28375	28	9	in	in	ADP
bracis-28375	28	10	the	the	DET
bracis-28375	28	11	automated	automate	VERB
bracis-28375	28	12	segmentation	segmentation	NOUN
bracis-28375	28	13	of	of	ADP
bracis-28375	28	14	seismic	seismic	ADJ
bracis-28375	28	15	data	datum	NOUN
bracis-28375	28	16	.	.	PUNCT
bracis-28375	29	1	while	while	SCONJ
bracis-28375	29	2	convolutional	convolutional	ADJ
bracis-28375	29	3	networks	network	NOUN
bracis-28375	29	4	have	have	AUX
bracis-28375	29	5	been	be	AUX
bracis-28375	29	6	used	use	VERB
bracis-28375	29	7	in	in	ADP
bracis-28375	29	8	the	the	DET
bracis-28375	29	9	literature	literature	NOUN
bracis-28375	29	10	for	for	ADP
bracis-28375	29	11	this	this	DET
bracis-28375	29	12	task	task	NOUN
bracis-28375	29	13	,	,	PUNCT
bracis-28375	29	14	recent	recent	ADJ
bracis-28375	29	15	studies	study	NOUN
bracis-28375	29	16	have	have	AUX
bracis-28375	29	17	highlighted	highlight	VERB
bracis-28375	29	18	the	the	DET
bracis-28375	29	19	advantages	advantage	NOUN
bracis-28375	29	20	of	of	ADP
bracis-28375	29	21	transformers	transformer	NOUN
bracis-28375	29	22	in	in	ADP
bracis-28375	29	23	computer	computer	NOUN
bracis-28375	29	24	vision	vision	NOUN
bracis-28375	29	25	tasks	task	NOUN
bracis-28375	29	26	.	.	PUNCT
bracis-28375	30	1	according	accord	VERB
bracis-28375	30	2	to	to	ADP
bracis-28375	30	3	 	 	SPACE
bracis-28375	30	4	bi	bi	PROPN
bracis-28375	30	5	et	et	PROPN
bracis-28375	30	6	 	 	SPACE
bracis-28375	30	7	al	al	PROPN
bracis-28375	30	8	.	.	PROPN
bracis-28375	30	9	(	(	PUNCT
bracis-28375	30	10	2021	2021	NUM
bracis-28375	30	11	)	)	PUNCT
bracis-28375	30	12	,	,	PUNCT
bracis-28375	30	13	transformers	transformer	NOUN
bracis-28375	30	14	exhibit	exhibit	VERB
bracis-28375	30	15	a	a	DET
bracis-28375	30	16	lower	low	ADJ
bracis-28375	30	17	inductive	inductive	ADJ
bracis-28375	30	18	bias	bias	NOUN
bracis-28375	30	19	,	,	PUNCT
bracis-28375	30	20	resulting	result	VERB
bracis-28375	30	21	in	in	ADP
bracis-28375	30	22	better	well	ADJ
bracis-28375	30	23	performance	performance	NOUN
bracis-28375	30	24	due	due	ADP
bracis-28375	30	25	to	to	ADP
bracis-28375	30	26	fewer	few	ADJ
bracis-28375	30	27	assumptions	assumption	NOUN
bracis-28375	30	28	about	about	ADP
bracis-28375	30	29	the	the	DET
bracis-28375	30	30	optimal	optimal	ADJ
bracis-28375	30	31	approach	approach	NOUN
bracis-28375	30	32	.	.	PUNCT
bracis-28375	31	1	to	to	ADP
bracis-28375	31	2	this	this	DET
bracis-28375	31	3	end	end	NOUN
bracis-28375	31	4	,	,	PUNCT
bracis-28375	31	5	we	we	PRON
bracis-28375	31	6	have	have	AUX
bracis-28375	31	7	selected	select	VERB
bracis-28375	31	8	the	the	DET
bracis-28375	31	9	transunet	transunet	NOUN
bracis-28375	31	10	 	 	SPACE
bracis-28375	31	11	(	(	PUNCT
bracis-28375	31	12	chen	chen	PROPN
bracis-28375	31	13	et	et	PROPN
bracis-28375	31	14	 	 	SPACE
bracis-28375	31	15	al	al	PROPN
bracis-28375	31	16	.	.	PROPN
bracis-28375	31	17	2021	2021	NUM
bracis-28375	31	18	)	)	PUNCT
bracis-28375	31	19	model	model	NOUN
bracis-28375	31	20	,	,	PUNCT
bracis-28375	31	21	which	which	PRON
bracis-28375	31	22	combines	combine	VERB
bracis-28375	31	23	transformers	transformer	NOUN
bracis-28375	31	24	and	and	CCONJ
bracis-28375	31	25	u	u	NOUN
bracis-28375	31	26	-	-	NOUN
bracis-28375	31	27	net	net	ADJ
bracis-28375	31	28	,	,	PUNCT
bracis-28375	31	29	as	as	ADP
bracis-28375	31	30	a	a	DET
bracis-28375	31	31	promising	promising	ADJ
bracis-28375	31	32	alternative	alternative	NOUN
bracis-28375	31	33	for	for	ADP
bracis-28375	31	34	identifying	identify	VERB
bracis-28375	31	35	faults	fault	NOUN
bracis-28375	31	36	through	through	ADP
bracis-28375	31	37	image	image	NOUN
bracis-28375	31	38	segmentation	segmentation	NOUN
bracis-28375	31	39	.	.	PUNCT
bracis-28375	32	1	2	2	NUM
bracis-28375	32	2	background	background	NOUN
bracis-28375	32	3	the	the	DET
bracis-28375	32	4	analysis	analysis	NOUN
bracis-28375	32	5	of	of	ADP
bracis-28375	32	6	seismic	seismic	ADJ
bracis-28375	32	7	data	datum	NOUN
bracis-28375	32	8	is	be	AUX
bracis-28375	32	9	crucial	crucial	ADJ
bracis-28375	32	10	for	for	ADP
bracis-28375	32	11	the	the	DET
bracis-28375	32	12	progress	progress	NOUN
bracis-28375	32	13	of	of	ADP
bracis-28375	32	14	hydrocarbon	hydrocarbon	NOUN
bracis-28375	32	15	exploration	exploration	NOUN
bracis-28375	32	16	,	,	PUNCT
bracis-28375	32	17	and	and	CCONJ
bracis-28375	32	18	it	it	PRON
bracis-28375	32	19	is	be	AUX
bracis-28375	32	20	commonly	commonly	ADV
bracis-28375	32	21	done	do	VERB
bracis-28375	32	22	through	through	ADP
bracis-28375	32	23	the	the	DET
bracis-28375	32	24	study	study	NOUN
bracis-28375	32	25	of	of	ADP
bracis-28375	32	26	geological	geological	ADJ
bracis-28375	32	27	structures	structure	NOUN
bracis-28375	32	28	.	.	PUNCT
bracis-28375	33	1	various	various	ADJ
bracis-28375	33	2	techniques	technique	NOUN
bracis-28375	33	3	have	have	AUX
bracis-28375	33	4	been	be	AUX
bracis-28375	33	5	employed	employ	VERB
bracis-28375	33	6	to	to	PART
bracis-28375	33	7	analyze	analyze	VERB
bracis-28375	33	8	seismic	seismic	ADJ
bracis-28375	33	9	data	datum	NOUN
bracis-28375	33	10	,	,	PUNCT
bracis-28375	33	11	including	include	VERB
bracis-28375	33	12	machine	machine	NOUN
bracis-28375	33	13	learning	learning	NOUN
bracis-28375	33	14	and	and	CCONJ
bracis-28375	33	15	image	image	NOUN
bracis-28375	33	16	processing	processing	NOUN
bracis-28375	33	17	,	,	PUNCT
bracis-28375	33	18	which	which	PRON
bracis-28375	33	19	aim	aim	VERB
bracis-28375	33	20	to	to	PART
bracis-28375	33	21	automate	automate	VERB
bracis-28375	33	22	and	and	CCONJ
bracis-28375	33	23	facilitate	facilitate	VERB
bracis-28375	33	24	the	the	DET
bracis-28375	33	25	interpretation	interpretation	NOUN
bracis-28375	33	26	process	process	NOUN
bracis-28375	33	27	,	,	PUNCT
bracis-28375	33	28	using	use	VERB
bracis-28375	33	29	seismic	seismic	ADJ
bracis-28375	33	30	data	datum	NOUN
bracis-28375	33	31	in	in	ADP
bracis-28375	33	32	the	the	DET
bracis-28375	33	33	form	form	NOUN
bracis-28375	33	34	of	of	ADP
bracis-28375	33	35	an	an	DET
bracis-28375	33	36	image	image	NOUN
bracis-28375	33	37	.	.	PUNCT
bracis-28375	34	1	pepper	pepper	NOUN
bracis-28375	34	2	and	and	CCONJ
bracis-28375	34	3	bejarano	bejarano	PROPN
bracis-28375	34	4	(	(	PUNCT
bracis-28375	34	5	2005	2005	NUM
bracis-28375	34	6	)	)	PUNCT
bracis-28375	34	7	,	,	PUNCT
bracis-28375	34	8	for	for	ADP
bracis-28375	34	9	example	example	NOUN
bracis-28375	34	10	,	,	PUNCT
bracis-28375	34	11	presented	present	VERB
bracis-28375	34	12	case	case	NOUN
bracis-28375	34	13	studies	study	NOUN
bracis-28375	34	14	on	on	ADP
bracis-28375	34	15	automatic	automatic	ADJ
bracis-28375	34	16	fault	fault	NOUN
bracis-28375	34	17	interpretation	interpretation	NOUN
bracis-28375	34	18	using	use	VERB
bracis-28375	34	19	only	only	ADV
bracis-28375	34	20	seismic	seismic	ADJ
bracis-28375	34	21	attributes	attribute	NOUN
bracis-28375	34	22	that	that	PRON
bracis-28375	34	23	highlight	highlight	VERB
bracis-28375	34	24	faults	fault	NOUN
bracis-28375	34	25	.	.	PUNCT
bracis-28375	35	1	these	these	DET
bracis-28375	35	2	attributes	attribute	NOUN
bracis-28375	35	3	work	work	NOUN
bracis-28375	35	4	similarly	similarly	ADV
bracis-28375	35	5	to	to	ADP
bracis-28375	35	6	filtering	filter	VERB
bracis-28375	35	7	techniques	technique	NOUN
bracis-28375	35	8	used	use	VERB
bracis-28375	35	9	in	in	ADP
bracis-28375	35	10	image	image	NOUN
bracis-28375	35	11	processing	processing	NOUN
bracis-28375	35	12	,	,	PUNCT
bracis-28375	35	13	and	and	CCONJ
bracis-28375	35	14	two	two	NUM
bracis-28375	35	15	of	of	ADP
bracis-28375	35	16	them	they	PRON
bracis-28375	35	17	,	,	PUNCT
bracis-28375	35	18	dip	dip	NOUN
bracis-28375	35	19	and	and	CCONJ
bracis-28375	35	20	azimuth	azimuth	ADV
bracis-28375	35	21	,	,	PUNCT
bracis-28375	35	22	showed	show	VERB
bracis-28375	35	23	the	the	DET
bracis-28375	35	24	best	good	ADJ
bracis-28375	35	25	results	result	NOUN
bracis-28375	35	26	in	in	ADP
bracis-28375	35	27	identifying	identify	VERB
bracis-28375	35	28	fault	fault	NOUN
bracis-28375	35	29	regions	region	NOUN
bracis-28375	35	30	that	that	PRON
bracis-28375	35	31	were	be	AUX
bracis-28375	35	32	extracted	extract	VERB
bracis-28375	35	33	as	as	ADP
bracis-28375	35	34	connected	connected	ADJ
bracis-28375	35	35	components	component	NOUN
bracis-28375	35	36	.	.	PUNCT
bracis-28375	36	1	zhao	zhao	NOUN
bracis-28375	36	2	and	and	CCONJ
bracis-28375	36	3	mukhopadhyay	mukhopadhyay	PROPN
bracis-28375	36	4	(	(	PUNCT
bracis-28375	36	5	2018	2018	NUM
bracis-28375	36	6	)	)	PUNCT
bracis-28375	36	7	explored	explore	VERB
bracis-28375	36	8	the	the	DET
bracis-28375	36	9	task	task	NOUN
bracis-28375	36	10	of	of	ADP
bracis-28375	36	11	fault	fault	NOUN
bracis-28375	36	12	detection	detection	NOUN
bracis-28375	36	13	in	in	ADP
bracis-28375	36	14	synthetic	synthetic	ADJ
bracis-28375	36	15	and	and	CCONJ
bracis-28375	36	16	field	field	NOUN
bracis-28375	36	17	data	datum	NOUN
bracis-28375	36	18	by	by	ADP
bracis-28375	36	19	using	use	VERB
bracis-28375	36	20	convolutional	convolutional	ADJ
bracis-28375	36	21	neural	neural	ADJ
bracis-28375	36	22	networks	network	NOUN
bracis-28375	36	23	(	(	PUNCT
bracis-28375	36	24	cnns	cnns	PROPN
bracis-28375	36	25	)	)	PUNCT
bracis-28375	36	26	to	to	PART
bracis-28375	36	27	develop	develop	VERB
bracis-28375	36	28	prediction	prediction	NOUN
bracis-28375	36	29	models	model	NOUN
bracis-28375	36	30	.	.	PUNCT
bracis-28375	37	1	in	in	ADP
bracis-28375	37	2	particular	particular	ADJ
bracis-28375	37	3	,	,	PUNCT
bracis-28375	37	4	zhao	zhao	PROPN
bracis-28375	37	5	and	and	CCONJ
bracis-28375	37	6	mukhopadhyay	mukhopadhyay	NOUN
bracis-28375	37	7	(	(	PUNCT
bracis-28375	37	8	2018	2018	NUM
bracis-28375	37	9	)	)	PUNCT
bracis-28375	37	10	improved	improve	VERB
bracis-28375	37	11	the	the	DET
bracis-28375	37	12	final	final	ADJ
bracis-28375	37	13	result	result	NOUN
bracis-28375	37	14	by	by	ADP
bracis-28375	37	15	adding	add	VERB
bracis-28375	37	16	image	image	NOUN
bracis-28375	37	17	processing	processing	NOUN
bracis-28375	37	18	algorithms	algorithm	NOUN
bracis-28375	37	19	,	,	PUNCT
bracis-28375	37	20	such	such	ADJ
bracis-28375	37	21	as	as	ADP
bracis-28375	37	22	smoothing	smooth	VERB
bracis-28375	37	23	and	and	CCONJ
bracis-28375	37	24	sharpening	sharpening	NOUN
bracis-28375	37	25	,	,	PUNCT
bracis-28375	37	26	after	after	ADP
bracis-28375	37	27	the	the	DET
bracis-28375	37	28	prediction	prediction	NOUN
bracis-28375	37	29	step	step	NOUN
bracis-28375	37	30	.	.	PUNCT
bracis-28375	38	1	as	as	SCONJ
bracis-28375	38	2	the	the	DET
bracis-28375	38	3	need	need	NOUN
bracis-28375	38	4	for	for	ADP
bracis-28375	38	5	more	more	ADV
bracis-28375	38	6	robust	robust	ADJ
bracis-28375	38	7	models	model	NOUN
bracis-28375	38	8	for	for	ADP
bracis-28375	38	9	seismic	seismic	ADJ
bracis-28375	38	10	interpretation	interpretation	NOUN
bracis-28375	38	11	has	have	AUX
bracis-28375	38	12	become	become	VERB
bracis-28375	38	13	evident	evident	ADJ
bracis-28375	38	14	,	,	PUNCT
bracis-28375	38	15	researchers	researcher	NOUN
bracis-28375	38	16	have	have	AUX
bracis-28375	38	17	turned	turn	VERB
bracis-28375	38	18	to	to	ADP
bracis-28375	38	19	deep	deep	ADJ
bracis-28375	38	20	machine	machine	NOUN
bracis-28375	38	21	learning	learning	NOUN
bracis-28375	38	22	models	model	NOUN
bracis-28375	38	23	for	for	ADP
bracis-28375	38	24	performing	perform	VERB
bracis-28375	38	25	these	these	DET
bracis-28375	38	26	tasks	task	NOUN
bracis-28375	38	27	.	.	PUNCT
bracis-28375	39	1	wu	wu	PROPN
bracis-28375	39	2	et	et	PROPN
bracis-28375	39	3	 	 	SPACE
bracis-28375	39	4	al	al	PROPN
bracis-28375	39	5	.	.	PROPN
bracis-28375	39	6	(	(	PUNCT
bracis-28375	39	7	2019b	2019b	NUM
bracis-28375	39	8	)	)	PUNCT
bracis-28375	39	9	developed	develop	VERB
bracis-28375	39	10	several	several	ADJ
bracis-28375	39	11	models	model	NOUN
bracis-28375	39	12	with	with	ADP
bracis-28375	39	13	a	a	DET
bracis-28375	39	14	primary	primary	ADJ
bracis-28375	39	15	focus	focus	NOUN
bracis-28375	39	16	on	on	ADP
bracis-28375	39	17	fault	fault	NOUN
bracis-28375	39	18	prediction	prediction	NOUN
bracis-28375	39	19	,	,	PUNCT
bracis-28375	39	20	including	include	VERB
bracis-28375	39	21	faultnet3d	faultnet3d	NOUN
bracis-28375	39	22	and	and	CCONJ
bracis-28375	39	23	faultseg3d	faultseg3d	PROPN
bracis-28375	39	24	 	 	SPACE
bracis-28375	39	25	(	(	PUNCT
bracis-28375	39	26	wu	wu	PROPN
bracis-28375	39	27	et	et	PROPN
bracis-28375	39	28	 	 	SPACE
bracis-28375	39	29	al	al	PROPN
bracis-28375	39	30	.	.	PROPN
bracis-28375	39	31	2019a	2019a	NUM
bracis-28375	39	32	)	)	PUNCT
bracis-28375	39	33	.	.	PUNCT
bracis-28375	40	1	using	use	VERB
bracis-28375	40	2	a	a	DET
bracis-28375	40	3	single	single	ADJ
bracis-28375	40	4	cnn	cnn	NOUN
bracis-28375	40	5	,	,	PUNCT
bracis-28375	40	6	the	the	DET
bracis-28375	40	7	faultnet3d	faultnet3d	NOUN
bracis-28375	40	8	model	model	NOUN
bracis-28375	40	9	aimed	aim	VERB
bracis-28375	40	10	to	to	PART
bracis-28375	40	11	estimate	estimate	VERB
bracis-28375	40	12	the	the	DET
bracis-28375	40	13	probability	probability	NOUN
bracis-28375	40	14	of	of	ADP
bracis-28375	40	15	faults	fault	NOUN
bracis-28375	40	16	,	,	PUNCT
bracis-28375	40	17	cracks	crack	NOUN
bracis-28375	40	18	,	,	PUNCT
bracis-28375	40	19	and	and	CCONJ
bracis-28375	40	20	dips	dip	VERB
bracis-28375	40	21	.	.	PUNCT
bracis-28375	41	1	meanwhile	meanwhile	ADV
bracis-28375	41	2	,	,	PUNCT
bracis-28375	41	3	the	the	DET
bracis-28375	41	4	faultseg3d	faultseg3d	PROPN
bracis-28375	41	5	model	model	NOUN
bracis-28375	41	6	focused	focus	VERB
bracis-28375	41	7	on	on	ADP
bracis-28375	41	8	fault	fault	NOUN
bracis-28375	41	9	delineation	delineation	NOUN
bracis-28375	41	10	,	,	PUNCT
bracis-28375	41	11	with	with	ADP
bracis-28375	41	12	its	its	PRON
bracis-28375	41	13	output	output	NOUN
bracis-28375	41	14	being	be	AUX
bracis-28375	41	15	a	a	DET
bracis-28375	41	16	binary	binary	ADJ
bracis-28375	41	17	mask	mask	NOUN
bracis-28375	41	18	representing	represent	VERB
bracis-28375	41	19	the	the	DET
bracis-28375	41	20	seismic	seismic	ADJ
bracis-28375	41	21	data	datum	NOUN
bracis-28375	41	22	,	,	PUNCT
bracis-28375	41	23	where	where	SCONJ
bracis-28375	41	24	1	1	NUM
bracis-28375	41	25	denotes	denote	VERB
bracis-28375	41	26	the	the	DET
bracis-28375	41	27	presence	presence	NOUN
bracis-28375	41	28	of	of	ADP
bracis-28375	41	29	faults	fault	NOUN
bracis-28375	41	30	and	and	CCONJ
bracis-28375	41	31	0	0	NUM
bracis-28375	41	32	represents	represent	VERB
bracis-28375	41	33	the	the	DET
bracis-28375	41	34	absence	absence	NOUN
bracis-28375	41	35	of	of	ADP
bracis-28375	41	36	faults	fault	NOUN
bracis-28375	41	37	.	.	PUNCT
bracis-28375	42	1	research	research	NOUN
bracis-28375	42	2	on	on	ADP
bracis-28375	42	3	fault	fault	NOUN
bracis-28375	42	4	identification	identification	NOUN
bracis-28375	42	5	remains	remain	VERB
bracis-28375	42	6	crucial	crucial	ADJ
bracis-28375	42	7	in	in	ADP
bracis-28375	42	8	the	the	DET
bracis-28375	42	9	geological	geological	ADJ
bracis-28375	42	10	context	context	NOUN
bracis-28375	42	11	,	,	PUNCT
bracis-28375	42	12	as	as	SCONJ
bracis-28375	42	13	seismic	seismic	ADJ
bracis-28375	42	14	data	datum	NOUN
bracis-28375	42	15	acquisition	acquisition	NOUN
bracis-28375	42	16	has	have	AUX
bracis-28375	42	17	significantly	significantly	ADV
bracis-28375	42	18	increased	increase	VERB
bracis-28375	42	19	and	and	CCONJ
bracis-28375	42	20	deep	deep	ADJ
bracis-28375	42	21	convolutional	convolutional	ADJ
bracis-28375	42	22	neural	neural	ADJ
bracis-28375	42	23	networks	network	NOUN
bracis-28375	42	24	have	have	AUX
bracis-28375	42	25	been	be	AUX
bracis-28375	42	26	successfully	successfully	ADV
bracis-28375	42	27	applied	apply	VERB
bracis-28375	42	28	.	.	PUNCT
bracis-28375	43	1	recent	recent	ADJ
bracis-28375	43	2	approaches	approach	NOUN
bracis-28375	43	3	,	,	PUNCT
bracis-28375	43	4	including	include	VERB
bracis-28375	43	5	 	 	SPACE
bracis-28375	43	6	(	(	PUNCT
bracis-28375	43	7	an	an	DET
bracis-28375	43	8	et	et	NOUN
bracis-28375	43	9	 	 	SPACE
bracis-28375	43	10	al	al	PROPN
bracis-28375	43	11	.	.	PROPN
bracis-28375	43	12	2021	2021	NUM
bracis-28375	43	13	)	)	PUNCT
bracis-28375	43	14	,	,	PUNCT
bracis-28375	43	15	have	have	AUX
bracis-28375	43	16	created	create	VERB
bracis-28375	43	17	a	a	DET
bracis-28375	43	18	large	large	ADJ
bracis-28375	43	19	database	database	NOUN
bracis-28375	43	20	labeled	label	VERB
bracis-28375	43	21	by	by	ADP
bracis-28375	43	22	experts	expert	NOUN
bracis-28375	43	23	to	to	PART
bracis-28375	43	24	supplement	supplement	VERB
bracis-28375	43	25	synthetic	synthetic	ADJ
bracis-28375	43	26	data	datum	NOUN
bracis-28375	43	27	.	.	PUNCT
bracis-28375	44	1	a	a	DET
bracis-28375	44	2	deep	deep	ADJ
bracis-28375	44	3	cnn	cnn	NOUN
bracis-28375	44	4	based	base	VERB
bracis-28375	44	5	on	on	ADP
bracis-28375	44	6	edge	edge	NOUN
bracis-28375	44	7	detection	detection	NOUN
bracis-28375	44	8	has	have	AUX
bracis-28375	44	9	been	be	AUX
bracis-28375	44	10	proposed	propose	VERB
bracis-28375	44	11	,	,	PUNCT
bracis-28375	44	12	producing	produce	VERB
bracis-28375	44	13	a	a	DET
bracis-28375	44	14	pixel	pixel	VERB
bracis-28375	44	15	-	-	PUNCT
bracis-28375	44	16	by	by	ADP
bracis-28375	44	17	-	-	PUNCT
bracis-28375	44	18	pixel	pixel	NOUN
bracis-28375	44	19	binary	binary	ADJ
bracis-28375	44	20	classification	classification	NOUN
bracis-28375	44	21	of	of	ADP
bracis-28375	44	22	faults	fault	NOUN
bracis-28375	44	23	with	with	ADP
bracis-28375	44	24	superior	superior	ADJ
bracis-28375	44	25	results	result	NOUN
bracis-28375	44	26	compared	compare	VERB
bracis-28375	44	27	to	to	ADP
bracis-28375	44	28	commonly	commonly	ADV
bracis-28375	44	29	used	use	VERB
bracis-28375	44	30	cnns	cnn	NOUN
bracis-28375	44	31	.	.	PUNCT
bracis-28375	45	1	3	3	NUM
bracis-28375	45	2	materials	material	NOUN
bracis-28375	45	3	the	the	DET
bracis-28375	45	4	primary	primary	ADJ
bracis-28375	45	5	material	material	NOUN
bracis-28375	45	6	for	for	ADP
bracis-28375	45	7	this	this	DET
bracis-28375	45	8	work	work	NOUN
bracis-28375	45	9	is	be	AUX
bracis-28375	45	10	the	the	DET
bracis-28375	45	11	seismic	seismic	ADJ
bracis-28375	45	12	data	datum	NOUN
bracis-28375	45	13	,	,	PUNCT
bracis-28375	45	14	which	which	PRON
bracis-28375	45	15	will	will	AUX
bracis-28375	45	16	be	be	AUX
bracis-28375	45	17	introduced	introduce	VERB
bracis-28375	45	18	along	along	ADP
bracis-28375	45	19	with	with	ADP
bracis-28375	45	20	its	its	PRON
bracis-28375	45	21	acquisition	acquisition	NOUN
bracis-28375	45	22	.	.	PUNCT
bracis-28375	46	1	figure	figure	NOUN
bracis-28375	46	2	 	 	SPACE
bracis-28375	46	3	1	1	NUM
bracis-28375	46	4	shows	show	VERB
bracis-28375	46	5	the	the	DET
bracis-28375	46	6	four	four	NUM
bracis-28375	46	7	main	main	ADJ
bracis-28375	46	8	parts	part	NOUN
bracis-28375	46	9	of	of	ADP
bracis-28375	46	10	this	this	DET
bracis-28375	46	11	phase	phase	NOUN
bracis-28375	46	12	:	:	PUNCT
bracis-28375	46	13	data	data	NOUN
bracis-28375	46	14	section	section	NOUN
bracis-28375	46	15	,	,	PUNCT
bracis-28375	46	16	data	datum	NOUN
bracis-28375	46	17	split	split	NOUN
bracis-28375	46	18	,	,	PUNCT
bracis-28375	46	19	data	datum	NOUN
bracis-28375	46	20	augmentation	augmentation	NOUN
bracis-28375	46	21	,	,	PUNCT
bracis-28375	46	22	and	and	CCONJ
bracis-28375	46	23	data	datum	NOUN
bracis-28375	46	24	normalization	normalization	NOUN
bracis-28375	46	25	.	.	PUNCT
bracis-28375	47	1	initially	initially	ADV
bracis-28375	47	2	,	,	PUNCT
bracis-28375	47	3	two	two	NUM
bracis-28375	47	4	seismic	seismic	ADJ
bracis-28375	47	5	cubes	cube	NOUN
bracis-28375	47	6	representing	represent	VERB
bracis-28375	47	7	the	the	DET
bracis-28375	47	8	input	input	NOUN
bracis-28375	47	9	and	and	CCONJ
bracis-28375	47	10	target	target	NOUN
bracis-28375	47	11	will	will	AUX
bracis-28375	47	12	be	be	AUX
bracis-28375	47	13	used	use	VERB
bracis-28375	47	14	to	to	PART
bracis-28375	47	15	generate	generate	VERB
bracis-28375	47	16	subsamples	subsample	NOUN
bracis-28375	47	17	that	that	PRON
bracis-28375	47	18	will	will	AUX
bracis-28375	47	19	be	be	AUX
bracis-28375	47	20	augmented	augment	VERB
bracis-28375	47	21	to	to	PART
bracis-28375	47	22	provide	provide	VERB
bracis-28375	47	23	the	the	DET
bracis-28375	47	24	model	model	NOUN
bracis-28375	47	25	with	with	ADP
bracis-28375	47	26	a	a	DET
bracis-28375	47	27	diverse	diverse	ADJ
bracis-28375	47	28	set	set	NOUN
bracis-28375	47	29	of	of	ADP
bracis-28375	47	30	inputs	input	NOUN
bracis-28375	47	31	.	.	PUNCT
bracis-28375	48	1	fig	fig	NOUN
bracis-28375	48	2	.	.	PUNCT
bracis-28375	49	1	1	1	X
bracis-28375	49	2	.	.	X
bracis-28375	49	3	pre	pre	ADJ
bracis-28375	49	4	-	-	ADJ
bracis-28375	49	5	processing	processing	ADJ
bracis-28375	49	6	workflow	workflow	NOUN
bracis-28375	49	7	.	.	PUNCT
bracis-28375	50	1	full	full	ADJ
bracis-28375	50	2	size	size	NOUN
bracis-28375	50	3	image	image	NOUN
bracis-28375	50	4	3.1	3.1	NUM
bracis-28375	50	5	seismic	seismic	ADJ
bracis-28375	50	6	data	datum	NOUN
bracis-28375	50	7	and	and	CCONJ
bracis-28375	50	8	 	 	SPACE
bracis-28375	50	9	acquisition	acquisition	NOUN
bracis-28375	50	10	the	the	DET
bracis-28375	50	11	acquisition	acquisition	NOUN
bracis-28375	50	12	of	of	ADP
bracis-28375	50	13	seismic	seismic	ADJ
bracis-28375	50	14	data	datum	NOUN
bracis-28375	50	15	using	use	VERB
bracis-28375	50	16	a	a	DET
bracis-28375	50	17	marine	marine	ADJ
bracis-28375	50	18	approach	approach	NOUN
bracis-28375	50	19	is	be	AUX
bracis-28375	50	20	the	the	DET
bracis-28375	50	21	foundation	foundation	NOUN
bracis-28375	50	22	of	of	ADP
bracis-28375	50	23	this	this	DET
bracis-28375	50	24	work	work	NOUN
bracis-28375	50	25	,	,	PUNCT
bracis-28375	50	26	as	as	SCONJ
bracis-28375	50	27	it	it	PRON
bracis-28375	50	28	enables	enable	VERB
bracis-28375	50	29	the	the	DET
bracis-28375	50	30	extraction	extraction	NOUN
bracis-28375	50	31	of	of	ADP
bracis-28375	50	32	information	information	NOUN
bracis-28375	50	33	and	and	CCONJ
bracis-28375	50	34	characteristics	characteristic	NOUN
bracis-28375	50	35	from	from	ADP
bracis-28375	50	36	sedimentary	sedimentary	ADJ
bracis-28375	50	37	basins	basin	NOUN
bracis-28375	50	38	,	,	PUNCT
bracis-28375	50	39	such	such	ADJ
bracis-28375	50	40	as	as	ADP
bracis-28375	50	41	those	those	PRON
bracis-28375	50	42	in	in	ADP
bracis-28375	50	43	the	the	DET
bracis-28375	50	44	brazilian	brazilian	ADJ
bracis-28375	50	45	pre	pre	NOUN
bracis-28375	50	46	-	-	NOUN
bracis-28375	50	47	salt	salt	ADJ
bracis-28375	50	48	.	.	PUNCT
bracis-28375	51	1	in	in	ADP
bracis-28375	51	2	order	order	NOUN
bracis-28375	51	3	to	to	PART
bracis-28375	51	4	conduct	conduct	VERB
bracis-28375	51	5	seismic	seismic	ADJ
bracis-28375	51	6	surveys	survey	NOUN
bracis-28375	51	7	,	,	PUNCT
bracis-28375	51	8	a	a	DET
bracis-28375	51	9	range	range	NOUN
bracis-28375	51	10	of	of	ADP
bracis-28375	51	11	computational	computational	ADJ
bracis-28375	51	12	tools	tool	NOUN
bracis-28375	51	13	and	and	CCONJ
bracis-28375	51	14	systems	system	NOUN
bracis-28375	51	15	are	be	AUX
bracis-28375	51	16	employed	employ	VERB
bracis-28375	51	17	,	,	PUNCT
bracis-28375	51	18	with	with	ADP
bracis-28375	51	19	compatible	compatible	ADJ
bracis-28375	51	20	real	real	ADJ
bracis-28375	51	21	-	-	PUNCT
bracis-28375	51	22	time	time	NOUN
bracis-28375	51	23	communication	communication	NOUN
bracis-28375	51	24	 	 	SPACE
bracis-28375	51	25	(	(	PUNCT
bracis-28375	51	26	dondurur	dondurur	NOUN
bracis-28375	51	27	2018	2018	NUM
bracis-28375	51	28	)	)	PUNCT
bracis-28375	51	29	.	.	PUNCT
bracis-28375	52	1	this	this	DET
bracis-28375	52	2	process	process	NOUN
bracis-28375	52	3	involves	involve	VERB
bracis-28375	52	4	propagating	propagate	VERB
bracis-28375	52	5	elastic	elastic	ADJ
bracis-28375	52	6	waves	wave	NOUN
bracis-28375	52	7	through	through	ADP
bracis-28375	52	8	the	the	DET
bracis-28375	52	9	subsurface	subsurface	NOUN
bracis-28375	52	10	medium	medium	NOUN
bracis-28375	52	11	,	,	PUNCT
bracis-28375	52	12	which	which	PRON
bracis-28375	52	13	then	then	ADV
bracis-28375	52	14	reflect	reflect	VERB
bracis-28375	52	15	off	off	ADP
bracis-28375	52	16	interfaces	interface	NOUN
bracis-28375	52	17	and	and	CCONJ
bracis-28375	52	18	return	return	VERB
bracis-28375	52	19	to	to	ADP
bracis-28375	52	20	the	the	DET
bracis-28375	52	21	surface	surface	NOUN
bracis-28375	52	22	,	,	PUNCT
bracis-28375	52	23	where	where	SCONJ
bracis-28375	52	24	they	they	PRON
bracis-28375	52	25	are	be	AUX
bracis-28375	52	26	detected	detect	VERB
bracis-28375	52	27	by	by	ADP
bracis-28375	52	28	receivers	receivers	PROPN
bracis-28375	52	29	.	.	PUNCT
bracis-28375	53	1	sound	sound	ADJ
bracis-28375	53	2	waves	wave	NOUN
bracis-28375	53	3	are	be	AUX
bracis-28375	53	4	generated	generate	VERB
bracis-28375	53	5	by	by	ADP
bracis-28375	53	6	equipment	equipment	NOUN
bracis-28375	53	7	called	call	VERB
bracis-28375	53	8	airguns	airgun	NOUN
bracis-28375	53	9	,	,	PUNCT
bracis-28375	53	10	which	which	PRON
bracis-28375	53	11	penetrate	penetrate	VERB
bracis-28375	53	12	the	the	DET
bracis-28375	53	13	marine	marine	PROPN
bracis-28375	53	14	subsoil	subsoil	PROPN
bracis-28375	53	15	and	and	CCONJ
bracis-28375	53	16	,	,	PUNCT
bracis-28375	53	17	upon	upon	SCONJ
bracis-28375	53	18	reflection	reflection	NOUN
bracis-28375	53	19	,	,	PUNCT
bracis-28375	53	20	are	be	AUX
bracis-28375	53	21	detected	detect	VERB
bracis-28375	53	22	by	by	ADP
bracis-28375	53	23	receivers	receiver	NOUN
bracis-28375	53	24	equipped	equip	VERB
bracis-28375	53	25	with	with	ADP
bracis-28375	53	26	vibrating	vibrate	VERB
bracis-28375	53	27	coils	coil	NOUN
bracis-28375	53	28	that	that	PRON
bracis-28375	53	29	produce	produce	VERB
bracis-28375	53	30	electrical	electrical	ADJ
bracis-28375	53	31	signals	signal	NOUN
bracis-28375	53	32	.	.	PUNCT
bracis-28375	54	1	these	these	DET
bracis-28375	54	2	receivers	receiver	NOUN
bracis-28375	54	3	,	,	PUNCT
bracis-28375	54	4	such	such	ADJ
bracis-28375	54	5	as	as	ADP
bracis-28375	54	6	hydrophones	hydrophone	NOUN
bracis-28375	54	7	,	,	PUNCT
bracis-28375	54	8	are	be	AUX
bracis-28375	54	9	often	often	ADV
bracis-28375	54	10	positioned	position	VERB
bracis-28375	54	11	near	near	ADP
bracis-28375	54	12	the	the	DET
bracis-28375	54	13	water	water	NOUN
bracis-28375	54	14	surface	surface	NOUN
bracis-28375	54	15	,	,	PUNCT
bracis-28375	54	16	attached	attach	VERB
bracis-28375	54	17	by	by	ADP
bracis-28375	54	18	cables	cable	NOUN
bracis-28375	54	19	,	,	PUNCT
bracis-28375	54	20	or	or	CCONJ
bracis-28375	54	21	towed	tow	VERB
bracis-28375	54	22	by	by	ADP
bracis-28375	54	23	seismic	seismic	ADJ
bracis-28375	54	24	vessels	vessel	NOUN
bracis-28375	54	25	(	(	PUNCT
bracis-28375	54	26	known	know	VERB
bracis-28375	54	27	as	as	ADP
bracis-28375	54	28	streamers	streamer	NOUN
bracis-28375	54	29	)	)	PUNCT
bracis-28375	54	30	.	.	PUNCT
bracis-28375	55	1	the	the	DET
bracis-28375	55	2	electrical	electrical	ADJ
bracis-28375	55	3	signals	signal	NOUN
bracis-28375	55	4	are	be	AUX
bracis-28375	55	5	transmitted	transmit	VERB
bracis-28375	55	6	via	via	ADP
bracis-28375	55	7	cables	cable	NOUN
bracis-28375	55	8	to	to	ADP
bracis-28375	55	9	a	a	DET
bracis-28375	55	10	seismograph	seismograph	NOUN
bracis-28375	55	11	recorder	recorder	NOUN
bracis-28375	55	12	on	on	ADP
bracis-28375	55	13	the	the	DET
bracis-28375	55	14	ship	ship	NOUN
bracis-28375	55	15	,	,	PUNCT
bracis-28375	55	16	resulting	result	VERB
bracis-28375	55	17	in	in	ADP
bracis-28375	55	18	representative	representative	ADJ
bracis-28375	55	19	images	image	NOUN
bracis-28375	55	20	of	of	ADP
bracis-28375	55	21	subsurface	subsurface	NOUN
bracis-28375	55	22	structures	structure	NOUN
bracis-28375	55	23	.	.	PUNCT
bracis-28375	56	1	the	the	DET
bracis-28375	56	2	data	datum	NOUN
bracis-28375	56	3	then	then	ADV
bracis-28375	56	4	undergo	undergo	VERB
bracis-28375	56	5	a	a	DET
bracis-28375	56	6	careful	careful	ADJ
bracis-28375	56	7	processing	processing	NOUN
bracis-28375	56	8	step	step	NOUN
bracis-28375	56	9	,	,	PUNCT
bracis-28375	56	10	in	in	ADP
bracis-28375	56	11	which	which	PRON
bracis-28375	56	12	they	they	PRON
bracis-28375	56	13	are	be	AUX
bracis-28375	56	14	grouped	group	VERB
bracis-28375	56	15	and	and	CCONJ
bracis-28375	56	16	the	the	DET
bracis-28375	56	17	signal	signal	NOUN
bracis-28375	56	18	-	-	PUNCT
bracis-28375	56	19	to	to	ADP
bracis-28375	56	20	-	-	PUNCT
bracis-28375	56	21	noise	noise	NOUN
bracis-28375	56	22	ratio	ratio	NOUN
bracis-28375	56	23	is	be	AUX
bracis-28375	56	24	enhanced	enhance	VERB
bracis-28375	56	25	to	to	PART
bracis-28375	56	26	create	create	VERB
bracis-28375	56	27	images	image	NOUN
bracis-28375	56	28	of	of	ADP
bracis-28375	56	29	subsurface	subsurface	NOUN
bracis-28375	56	30	structures	structure	NOUN
bracis-28375	56	31	.	.	PUNCT
bracis-28375	57	1	the	the	DET
bracis-28375	57	2	outcome	outcome	NOUN
bracis-28375	57	3	of	of	ADP
bracis-28375	57	4	this	this	DET
bracis-28375	57	5	acquisition	acquisition	NOUN
bracis-28375	57	6	process	process	NOUN
bracis-28375	57	7	is	be	AUX
bracis-28375	57	8	a	a	DET
bracis-28375	57	9	seismic	seismic	ADJ
bracis-28375	57	10	volume	volume	NOUN
bracis-28375	57	11	,	,	PUNCT
bracis-28375	57	12	which	which	PRON
bracis-28375	57	13	is	be	AUX
bracis-28375	57	14	a	a	DET
bracis-28375	57	15	three	three	NUM
bracis-28375	57	16	-	-	PUNCT
bracis-28375	57	17	dimensional	dimensional	ADJ
bracis-28375	57	18	function	function	NOUN
bracis-28375	57	19	denoted	denote	VERB
bracis-28375	57	20	by	by	ADP
bracis-28375	57	21	a(x	a(x	NOUN
bracis-28375	57	22	,	,	PUNCT
bracis-28375	57	23	 	 	SPACE
bracis-28375	57	24	y	y	PROPN
bracis-28375	57	25	,	,	PUNCT
bracis-28375	57	26	 	 	SPACE
bracis-28375	57	27	z	z	NOUN
bracis-28375	57	28	)	)	PUNCT
bracis-28375	57	29	.	.	PUNCT
bracis-28375	58	1	it	it	PRON
bracis-28375	58	2	reflects	reflect	VERB
bracis-28375	58	3	the	the	DET
bracis-28375	58	4	changes	change	NOUN
bracis-28375	58	5	in	in	ADP
bracis-28375	58	6	seismic	seismic	ADJ
bracis-28375	58	7	amplitude	amplitude	NOUN
bracis-28375	58	8	(	(	PUNCT
bracis-28375	58	9	a	a	NOUN
bracis-28375	58	10	)	)	PUNCT
bracis-28375	58	11	along	along	ADP
bracis-28375	58	12	the	the	DET
bracis-28375	58	13	three	three	NUM
bracis-28375	58	14	coordinates	coordinate	NOUN
bracis-28375	58	15	:	:	PUNCT
bracis-28375	58	16	x	x	X
bracis-28375	58	17	,	,	PUNCT
bracis-28375	58	18	y	y	PROPN
bracis-28375	58	19	,	,	PUNCT
bracis-28375	58	20	and	and	CCONJ
bracis-28375	58	21	z.	z.	PROPN
bracis-28375	58	22	the	the	DET
bracis-28375	58	23	seismic	seismic	ADJ
bracis-28375	58	24	amplitude	amplitude	NOUN
bracis-28375	58	25	(	(	PUNCT
bracis-28375	58	26	a	a	X
bracis-28375	58	27	)	)	PUNCT
bracis-28375	58	28	can	can	AUX
bracis-28375	58	29	be	be	AUX
bracis-28375	58	30	expressed	express	VERB
bracis-28375	58	31	as	as	ADP
bracis-28375	58	32	a	a	DET
bracis-28375	58	33	function	function	NOUN
bracis-28375	58	34	of	of	ADP
bracis-28375	58	35	depth	depth	NOUN
bracis-28375	58	36	(	(	PUNCT
bracis-28375	58	37	z	z	NOUN
bracis-28375	58	38	)	)	PUNCT
bracis-28375	58	39	,	,	PUNCT
bracis-28375	58	40	a	a	DET
bracis-28375	58	41	function	function	NOUN
bracis-28375	58	42	of	of	ADP
bracis-28375	58	43	(	(	PUNCT
bracis-28375	58	44	x	x	NOUN
bracis-28375	58	45	,	,	PUNCT
bracis-28375	58	46	 	 	SPACE
bracis-28375	58	47	z	z	NOUN
bracis-28375	58	48	)	)	PUNCT
bracis-28375	58	49	,	,	PUNCT
bracis-28375	58	50	or	or	CCONJ
bracis-28375	58	51	a	a	DET
bracis-28375	58	52	function	function	NOUN
bracis-28375	58	53	of	of	ADP
bracis-28375	58	54	(	(	PUNCT
bracis-28375	58	55	x	x	NOUN
bracis-28375	58	56	,	,	PUNCT
bracis-28375	58	57	 	 	SPACE
bracis-28375	58	58	y	y	PROPN
bracis-28375	58	59	,	,	PUNCT
bracis-28375	58	60	 	 	SPACE
bracis-28375	58	61	z	z	NOUN
bracis-28375	58	62	)	)	PUNCT
bracis-28375	58	63	 	 	SPACE
bracis-28375	58	64	(	(	PUNCT
bracis-28375	58	65	alsadi	alsadi	PROPN
bracis-28375	58	66	2017	2017	NUM
bracis-28375	58	67	)	)	PUNCT
bracis-28375	58	68	.	.	PUNCT
bracis-28375	59	1	the	the	DET
bracis-28375	59	2	dataset	dataset	NOUN
bracis-28375	59	3	utilized	utilize	VERB
bracis-28375	59	4	in	in	ADP
bracis-28375	59	5	this	this	DET
bracis-28375	59	6	study	study	NOUN
bracis-28375	59	7	comprises	comprise	VERB
bracis-28375	59	8	two	two	NUM
bracis-28375	59	9	seismic	seismic	ADJ
bracis-28375	59	10	volumes	volume	NOUN
bracis-28375	59	11	:	:	PUNCT
bracis-28375	59	12	the	the	DET
bracis-28375	59	13	input	input	NOUN
bracis-28375	59	14	and	and	CCONJ
bracis-28375	59	15	the	the	DET
bracis-28375	59	16	target	target	NOUN
bracis-28375	59	17	.	.	PUNCT
bracis-28375	60	1	the	the	DET
bracis-28375	60	2	dimensions	dimension	NOUN
bracis-28375	60	3	of	of	ADP
bracis-28375	60	4	both	both	DET
bracis-28375	60	5	volumes	volume	NOUN
bracis-28375	60	6	are	be	AUX
bracis-28375	60	7	1401\(\times	1401\(\times	NUM
bracis-28375	60	8	\)1481\(\times	\)1481\(\time	NOUN
bracis-28375	60	9	\)241	\)241	NOUN
bracis-28375	60	10	pixels	pixel	NOUN
bracis-28375	60	11	,	,	PUNCT
bracis-28375	60	12	and	and	CCONJ
bracis-28375	60	13	they	they	PRON
bracis-28375	60	14	cover	cover	VERB
bracis-28375	60	15	an	an	DET
bracis-28375	60	16	area	area	NOUN
bracis-28375	60	17	of	of	ADP
bracis-28375	60	18	approximately	approximately	ADV
bracis-28375	60	19	240	240	NUM
bracis-28375	60	20	 	 	SPACE
bracis-28375	60	21	km\(^2\	km\(^2\	NOUN
bracis-28375	60	22	)	)	PUNCT
bracis-28375	60	23	,	,	PUNCT
bracis-28375	60	24	encompassing	encompass	VERB
bracis-28375	60	25	two	two	NUM
bracis-28375	60	26	pre	pre	ADJ
bracis-28375	60	27	-	-	ADJ
bracis-28375	60	28	salt	salt	ADJ
bracis-28375	60	29	santos	santos	NOUN
bracis-28375	60	30	basin	basin	NOUN
bracis-28375	60	31	fields	field	NOUN
bracis-28375	60	32	.	.	PUNCT
bracis-28375	61	1	the	the	DET
bracis-28375	61	2	vertical	vertical	ADJ
bracis-28375	61	3	limit	limit	NOUN
bracis-28375	61	4	of	of	ADP
bracis-28375	61	5	the	the	DET
bracis-28375	61	6	volumes	volume	NOUN
bracis-28375	61	7	is	be	AUX
bracis-28375	61	8	around	around	ADV
bracis-28375	61	9	2000	2000	NUM
bracis-28375	61	10	m	m	NOUN
bracis-28375	61	11	within	within	ADP
bracis-28375	61	12	the	the	DET
bracis-28375	61	13	area	area	NOUN
bracis-28375	61	14	of	of	ADP
bracis-28375	61	15	interest	interest	NOUN
bracis-28375	61	16	.	.	PUNCT
bracis-28375	62	1	the	the	DET
bracis-28375	62	2	input	input	NOUN
bracis-28375	62	3	volume	volume	NOUN
bracis-28375	62	4	represents	represent	VERB
bracis-28375	62	5	the	the	DET
bracis-28375	62	6	amplitude	amplitude	NOUN
bracis-28375	62	7	seismic	seismic	ADJ
bracis-28375	62	8	values	value	NOUN
bracis-28375	62	9	of	of	ADP
bracis-28375	62	10	the	the	DET
bracis-28375	62	11	area	area	NOUN
bracis-28375	62	12	,	,	PUNCT
bracis-28375	62	13	while	while	SCONJ
bracis-28375	62	14	the	the	DET
bracis-28375	62	15	target	target	NOUN
bracis-28375	62	16	volume	volume	NOUN
bracis-28375	62	17	contains	contain	VERB
bracis-28375	62	18	the	the	DET
bracis-28375	62	19	faults	fault	NOUN
bracis-28375	62	20	interpreted	interpret	VERB
bracis-28375	62	21	from	from	ADP
bracis-28375	62	22	the	the	DET
bracis-28375	62	23	amplitude	amplitude	NOUN
bracis-28375	62	24	seismic	seismic	NOUN
bracis-28375	62	25	.	.	PUNCT
bracis-28375	63	1	the	the	DET
bracis-28375	63	2	target	target	NOUN
bracis-28375	63	3	volume	volume	NOUN
bracis-28375	63	4	was	be	AUX
bracis-28375	63	5	generated	generate	VERB
bracis-28375	63	6	from	from	ADP
bracis-28375	63	7	94	94	NUM
bracis-28375	63	8	interpreted	interpret	VERB
bracis-28375	63	9	faults	fault	NOUN
bracis-28375	63	10	,	,	PUNCT
bracis-28375	63	11	as	as	SCONJ
bracis-28375	63	12	depicted	depict	VERB
bracis-28375	63	13	in	in	ADP
bracis-28375	63	14	fig	fig	NOUN
bracis-28375	63	15	.	.	PUNCT
bracis-28375	63	16	 	 	SPACE
bracis-28375	63	17	2	2	NUM
bracis-28375	63	18	,	,	PUNCT
bracis-28375	63	19	and	and	CCONJ
bracis-28375	63	20	used	use	VERB
bracis-28375	63	21	to	to	PART
bracis-28375	63	22	create	create	VERB
bracis-28375	63	23	a	a	DET
bracis-28375	63	24	binary	binary	ADJ
bracis-28375	63	25	model	model	NOUN
bracis-28375	63	26	of	of	ADP
bracis-28375	63	27	fault	fault	NOUN
bracis-28375	63	28	(	(	PUNCT
bracis-28375	63	29	1	1	NUM
bracis-28375	63	30	)	)	PUNCT
bracis-28375	63	31	and	and	CCONJ
bracis-28375	63	32	no	no	DET
bracis-28375	63	33	-	-	PUNCT
bracis-28375	63	34	fault	fault	NOUN
bracis-28375	63	35	(	(	PUNCT
bracis-28375	63	36	0	0	NUM
bracis-28375	63	37	)	)	PUNCT
bracis-28375	63	38	scenarios	scenario	NOUN
bracis-28375	63	39	,	,	PUNCT
bracis-28375	63	40	based	base	VERB
bracis-28375	63	41	on	on	ADP
bracis-28375	63	42	the	the	DET
bracis-28375	63	43	proximity	proximity	NOUN
bracis-28375	63	44	to	to	ADP
bracis-28375	63	45	faults	fault	NOUN
bracis-28375	63	46	.	.	PUNCT
bracis-28375	64	1	fig	fig	NOUN
bracis-28375	64	2	.	.	PUNCT
bracis-28375	65	1	2	2	X
bracis-28375	65	2	.	.	X
bracis-28375	65	3	target	target	VERB
bracis-28375	65	4	seismic	seismic	ADJ
bracis-28375	65	5	definition	definition	NOUN
bracis-28375	65	6	.	.	PUNCT
bracis-28375	66	1	full	full	ADJ
bracis-28375	66	2	size	size	NOUN
bracis-28375	66	3	image	image	NOUN
bracis-28375	66	4	3.2	3.2	NUM
bracis-28375	66	5	pre	pre	NOUN
bracis-28375	66	6	-	-	ADJ
bracis-28375	66	7	processing	processing	ADJ
bracis-28375	66	8	we	we	PRON
bracis-28375	66	9	start	start	VERB
bracis-28375	66	10	by	by	ADP
bracis-28375	66	11	converting	convert	VERB
bracis-28375	66	12	the	the	DET
bracis-28375	66	13	seismic	seismic	ADJ
bracis-28375	66	14	cube	cube	NOUN
bracis-28375	66	15	and	and	CCONJ
bracis-28375	66	16	mask	mask	VERB
bracis-28375	66	17	into	into	ADP
bracis-28375	66	18	a	a	DET
bracis-28375	66	19	numpy	numpy	NOUN
bracis-28375	66	20	array	array	NOUN
bracis-28375	66	21	,	,	PUNCT
bracis-28375	66	22	which	which	PRON
bracis-28375	66	23	are	be	AUX
bracis-28375	66	24	structured	structure	VERB
bracis-28375	66	25	in	in	ADP
bracis-28375	66	26	a	a	DET
bracis-28375	66	27	three	three	NUM
bracis-28375	66	28	-	-	PUNCT
bracis-28375	66	29	dimensional	dimensional	ADJ
bracis-28375	66	30	form	form	NOUN
bracis-28375	66	31	.	.	PUNCT
bracis-28375	67	1	then	then	ADV
bracis-28375	67	2	,	,	PUNCT
bracis-28375	67	3	the	the	DET
bracis-28375	67	4	data	data	NOUN
bracis-28375	67	5	is	be	AUX
bracis-28375	67	6	manipulated	manipulate	VERB
bracis-28375	67	7	in	in	ADP
bracis-28375	67	8	2d	2d	NUM
bracis-28375	67	9	sections	section	NOUN
bracis-28375	67	10	to	to	PART
bracis-28375	67	11	generate	generate	VERB
bracis-28375	67	12	2d	2d	NUM
bracis-28375	67	13	sub	sub	NOUN
bracis-28375	67	14	-	-	NOUN
bracis-28375	67	15	images	image	NOUN
bracis-28375	67	16	that	that	PRON
bracis-28375	67	17	can	can	AUX
bracis-28375	67	18	be	be	AUX
bracis-28375	67	19	used	use	VERB
bracis-28375	67	20	to	to	PART
bracis-28375	67	21	train	train	VERB
bracis-28375	67	22	the	the	DET
bracis-28375	67	23	model	model	NOUN
bracis-28375	67	24	.	.	PUNCT
bracis-28375	68	1	for	for	ADP
bracis-28375	68	2	this	this	DET
bracis-28375	68	3	purpose	purpose	NOUN
bracis-28375	68	4	,	,	PUNCT
bracis-28375	68	5	we	we	PRON
bracis-28375	68	6	extract	extract	VERB
bracis-28375	68	7	smaller	small	ADJ
bracis-28375	68	8	patches	patch	NOUN
bracis-28375	68	9	with	with	ADP
bracis-28375	68	10	dimensions	dimension	NOUN
bracis-28375	68	11	\(p	\(p	ADV
bracis-28375	68	12	\times	\times	ADP
bracis-28375	68	13	p\	p\	NOUN
bracis-28375	68	14	)	)	PUNCT
bracis-28375	68	15	pixels	pixel	NOUN
bracis-28375	68	16	from	from	ADP
bracis-28375	68	17	the	the	DET
bracis-28375	68	18	seismic	seismic	ADJ
bracis-28375	68	19	inlines	inline	NOUN
bracis-28375	68	20	,	,	PUNCT
bracis-28375	68	21	where	where	SCONJ
bracis-28375	68	22	\(p	\(p	NOUN
bracis-28375	68	23	=	=	SYM
bracis-28375	68	24	m\	m\	NOUN
bracis-28375	68	25	)	)	PUNCT
bracis-28375	68	26	.	.	PUNCT
bracis-28375	69	1	this	this	DET
bracis-28375	69	2	method	method	NOUN
bracis-28375	69	3	provides	provide	VERB
bracis-28375	69	4	a	a	DET
bracis-28375	69	5	large	large	ADJ
bracis-28375	69	6	image	image	NOUN
bracis-28375	69	7	dataset	dataset	VERB
bracis-28375	69	8	with	with	ADP
bracis-28375	69	9	samples	sample	NOUN
bracis-28375	69	10	that	that	PRON
bracis-28375	69	11	have	have	VERB
bracis-28375	69	12	a	a	DET
bracis-28375	69	13	conventional	conventional	ADJ
bracis-28375	69	14	square	square	ADJ
bracis-28375	69	15	dimensionality	dimensionality	NOUN
bracis-28375	69	16	suitable	suitable	ADJ
bracis-28375	69	17	for	for	ADP
bracis-28375	69	18	convolutional	convolutional	ADJ
bracis-28375	69	19	models	model	NOUN
bracis-28375	69	20	.	.	PUNCT
bracis-28375	70	1	to	to	PART
bracis-28375	70	2	avoid	avoid	VERB
bracis-28375	70	3	repetition	repetition	NOUN
bracis-28375	70	4	of	of	ADP
bracis-28375	70	5	information	information	NOUN
bracis-28375	70	6	,	,	PUNCT
bracis-28375	70	7	the	the	DET
bracis-28375	70	8	inline	inline	NOUN
bracis-28375	70	9	region	region	NOUN
bracis-28375	70	10	is	be	AUX
bracis-28375	70	11	sectioned	section	VERB
bracis-28375	70	12	into	into	ADP
bracis-28375	70	13	subimages	subimage	NOUN
bracis-28375	70	14	with	with	ADP
bracis-28375	70	15	a	a	DET
bracis-28375	70	16	\(stride	\(stride	NOUN
bracis-28375	70	17	=	=	SYM
bracis-28375	70	18	m\	m\	NOUN
bracis-28375	70	19	)	)	PUNCT
bracis-28375	70	20	,	,	PUNCT
bracis-28375	70	21	without	without	ADP
bracis-28375	70	22	overlapping	overlap	VERB
bracis-28375	70	23	,	,	PUNCT
bracis-28375	70	24	as	as	SCONJ
bracis-28375	70	25	shown	show	VERB
bracis-28375	70	26	in	in	ADP
bracis-28375	70	27	fig	fig	NOUN
bracis-28375	70	28	.	.	PUNCT
bracis-28375	70	29	 	 	SPACE
bracis-28375	71	1	3	3	X
bracis-28375	71	2	.	.	PUNCT
bracis-28375	72	1	this	this	DET
bracis-28375	72	2	process	process	NOUN
bracis-28375	72	3	generates	generate	VERB
bracis-28375	72	4	\(\lfloor	\(\lfloor	ADJ
bracis-28375	72	5	(	(	PUNCT
bracis-28375	72	6	n	n	CCONJ
bracis-28375	72	7	/	/	SYM
bracis-28375	72	8	p)\rfloor	p)\rfloor	NOUN
bracis-28375	72	9	\	\	NOUN
bracis-28375	72	10	)	)	PUNCT
bracis-28375	72	11	subimages	subimage	NOUN
bracis-28375	72	12	from	from	ADP
bracis-28375	72	13	each	each	PRON
bracis-28375	72	14	of	of	ADP
bracis-28375	72	15	the	the	DET
bracis-28375	72	16	treated	treat	VERB
bracis-28375	72	17	inline	inline	NOUN
bracis-28375	72	18	images	image	NOUN
bracis-28375	72	19	.	.	PUNCT
bracis-28375	73	1	fig	fig	NOUN
bracis-28375	73	2	.	.	PUNCT
bracis-28375	74	1	3	3	X
bracis-28375	74	2	.	.	X
bracis-28375	74	3	process	process	NOUN
bracis-28375	74	4	of	of	ADP
bracis-28375	74	5	data	datum	NOUN
bracis-28375	74	6	sectioning	section	VERB
bracis-28375	74	7	.	.	PUNCT
bracis-28375	75	1	full	full	ADJ
bracis-28375	75	2	size	size	NOUN
bracis-28375	75	3	image	image	NOUN
bracis-28375	75	4	once	once	SCONJ
bracis-28375	75	5	the	the	DET
bracis-28375	75	6	seismic	seismic	ADJ
bracis-28375	75	7	data	datum	NOUN
bracis-28375	75	8	,	,	PUNCT
bracis-28375	75	9	input	input	NOUN
bracis-28375	75	10	,	,	PUNCT
bracis-28375	75	11	and	and	CCONJ
bracis-28375	75	12	target	target	NOUN
bracis-28375	75	13	have	have	AUX
bracis-28375	75	14	been	be	AUX
bracis-28375	75	15	prepared	prepare	VERB
bracis-28375	75	16	,	,	PUNCT
bracis-28375	75	17	the	the	DET
bracis-28375	75	18	entire	entire	ADJ
bracis-28375	75	19	image	image	NOUN
bracis-28375	75	20	dataset	dataset	NOUN
bracis-28375	75	21	is	be	AUX
bracis-28375	75	22	randomized	randomize	VERB
bracis-28375	75	23	and	and	CCONJ
bracis-28375	75	24	divided	divide	VERB
bracis-28375	75	25	into	into	ADP
bracis-28375	75	26	three	three	NUM
bracis-28375	75	27	separate	separate	ADJ
bracis-28375	75	28	sets	set	NOUN
bracis-28375	75	29	:	:	PUNCT
bracis-28375	75	30	training	training	NOUN
bracis-28375	75	31	,	,	PUNCT
bracis-28375	75	32	validation	validation	NOUN
bracis-28375	75	33	,	,	PUNCT
bracis-28375	75	34	and	and	CCONJ
bracis-28375	75	35	testing	testing	NOUN
bracis-28375	75	36	.	.	PUNCT
bracis-28375	76	1	these	these	DET
bracis-28375	76	2	subsets	subset	NOUN
bracis-28375	76	3	are	be	AUX
bracis-28375	76	4	partitioned	partition	VERB
bracis-28375	76	5	into	into	ADP
bracis-28375	76	6	a	a	DET
bracis-28375	76	7	ratio	ratio	NOUN
bracis-28375	76	8	of	of	ADP
bracis-28375	76	9	70	70	NUM
bracis-28375	76	10	%	%	NOUN
bracis-28375	76	11	,	,	PUNCT
bracis-28375	76	12	15	15	NUM
bracis-28375	76	13	%	%	NOUN
bracis-28375	76	14	,	,	PUNCT
bracis-28375	76	15	and	and	CCONJ
bracis-28375	76	16	15	15	NUM
bracis-28375	76	17	%	%	NOUN
bracis-28375	76	18	accordingly	accordingly	ADV
bracis-28375	76	19	.	.	PUNCT
bracis-28375	77	1	the	the	DET
bracis-28375	77	2	correspondence	correspondence	NOUN
bracis-28375	77	3	between	between	ADP
bracis-28375	77	4	the	the	DET
bracis-28375	77	5	original	original	ADJ
bracis-28375	77	6	seismic	seismic	NOUN
bracis-28375	77	7	and	and	CCONJ
bracis-28375	77	8	the	the	DET
bracis-28375	77	9	fault	fault	NOUN
bracis-28375	77	10	mask	mask	NOUN
bracis-28375	77	11	is	be	AUX
bracis-28375	77	12	maintained	maintain	VERB
bracis-28375	77	13	throughout	throughout	ADP
bracis-28375	77	14	the	the	DET
bracis-28375	77	15	entire	entire	ADJ
bracis-28375	77	16	process	process	NOUN
bracis-28375	77	17	.	.	PUNCT
bracis-28375	78	1	therefore	therefore	ADV
bracis-28375	78	2	,	,	PUNCT
bracis-28375	78	3	once	once	SCONJ
bracis-28375	78	4	the	the	DET
bracis-28375	78	5	data	datum	NOUN
bracis-28375	78	6	had	have	AUX
bracis-28375	78	7	been	be	AUX
bracis-28375	78	8	cropped	crop	VERB
bracis-28375	78	9	and	and	CCONJ
bracis-28375	78	10	separated	separate	VERB
bracis-28375	78	11	,	,	PUNCT
bracis-28375	78	12	we	we	PRON
bracis-28375	78	13	opted	opt	VERB
bracis-28375	78	14	to	to	PART
bracis-28375	78	15	apply	apply	VERB
bracis-28375	78	16	data	datum	NOUN
bracis-28375	78	17	augmentation	augmentation	NOUN
bracis-28375	78	18	to	to	ADP
bracis-28375	78	19	the	the	DET
bracis-28375	78	20	images	image	NOUN
bracis-28375	78	21	that	that	PRON
bracis-28375	78	22	displayed	display	VERB
bracis-28375	78	23	fault	fault	NOUN
bracis-28375	78	24	presence	presence	NOUN
bracis-28375	78	25	.	.	PUNCT
bracis-28375	79	1	this	this	PRON
bracis-28375	79	2	was	be	AUX
bracis-28375	79	3	necessary	necessary	ADJ
bracis-28375	79	4	since	since	SCONJ
bracis-28375	79	5	,	,	PUNCT
bracis-28375	79	6	in	in	ADP
bracis-28375	79	7	this	this	DET
bracis-28375	79	8	type	type	NOUN
bracis-28375	79	9	of	of	ADP
bracis-28375	79	10	task	task	NOUN
bracis-28375	79	11	,	,	PUNCT
bracis-28375	79	12	the	the	DET
bracis-28375	79	13	majority	majority	NOUN
bracis-28375	79	14	of	of	ADP
bracis-28375	79	15	the	the	DET
bracis-28375	79	16	dataset	dataset	NOUN
bracis-28375	79	17	contains	contain	VERB
bracis-28375	79	18	images	image	NOUN
bracis-28375	79	19	without	without	ADP
bracis-28375	79	20	faults	fault	NOUN
bracis-28375	79	21	,	,	PUNCT
bracis-28375	79	22	and	and	CCONJ
bracis-28375	79	23	classifying	classify	VERB
bracis-28375	79	24	pixels	pixel	NOUN
bracis-28375	79	25	one	one	NUM
bracis-28375	79	26	by	by	ADP
bracis-28375	79	27	one	one	NUM
bracis-28375	79	28	tends	tend	VERB
bracis-28375	79	29	to	to	PART
bracis-28375	79	30	be	be	AUX
bracis-28375	79	31	more	more	ADV
bracis-28375	79	32	unbalanced	unbalanced	ADJ
bracis-28375	79	33	,	,	PUNCT
bracis-28375	79	34	with	with	ADP
bracis-28375	79	35	more	more	ADJ
bracis-28375	79	36	pixels	pixel	NOUN
bracis-28375	79	37	labeled	label	VERB
bracis-28375	79	38	as	as	ADP
bracis-28375	79	39	0	0	NUM
bracis-28375	79	40	than	than	ADP
bracis-28375	79	41	as	as	ADP
bracis-28375	79	42	1	1	NUM
bracis-28375	79	43	(	(	PUNCT
bracis-28375	79	44	non	non	ADJ
bracis-28375	79	45	-	-	ADJ
bracis-28375	79	46	fault	fault	ADJ
bracis-28375	79	47	/	/	SYM
bracis-28375	79	48	fault	fault	NOUN
bracis-28375	79	49	)	)	PUNCT
bracis-28375	79	50	 	 	SPACE
bracis-28375	79	51	(	(	PUNCT
bracis-28375	79	52	wei	wei	PROPN
bracis-28375	79	53	et	et	PROPN
bracis-28375	79	54	 	 	SPACE
bracis-28375	79	55	al	al	PROPN
bracis-28375	79	56	.	.	PROPN
bracis-28375	79	57	2022	2022	NUM
bracis-28375	79	58	)	)	PUNCT
bracis-28375	79	59	.	.	PUNCT
bracis-28375	80	1	the	the	DET
bracis-28375	80	2	augmentation	augmentation	NOUN
bracis-28375	80	3	technique	technique	NOUN
bracis-28375	80	4	applied	apply	VERB
bracis-28375	80	5	to	to	ADP
bracis-28375	80	6	the	the	DET
bracis-28375	80	7	database	database	NOUN
bracis-28375	80	8	was	be	AUX
bracis-28375	80	9	the	the	DET
bracis-28375	80	10	flip	flip	ADJ
bracis-28375	80	11	transformation	transformation	NOUN
bracis-28375	80	12	.	.	PUNCT
bracis-28375	81	1	although	although	SCONJ
bracis-28375	81	2	there	there	PRON
bracis-28375	81	3	are	be	VERB
bracis-28375	81	4	various	various	ADJ
bracis-28375	81	5	geometric	geometric	ADJ
bracis-28375	81	6	transformations	transformation	NOUN
bracis-28375	81	7	that	that	PRON
bracis-28375	81	8	can	can	AUX
bracis-28375	81	9	be	be	AUX
bracis-28375	81	10	used	use	VERB
bracis-28375	81	11	for	for	ADP
bracis-28375	81	12	augmentation	augmentation	NOUN
bracis-28375	81	13	,	,	PUNCT
bracis-28375	81	14	it	it	PRON
bracis-28375	81	15	’s	’	VERB
bracis-28375	81	16	important	important	ADJ
bracis-28375	81	17	to	to	PART
bracis-28375	81	18	consider	consider	VERB
bracis-28375	81	19	the	the	DET
bracis-28375	81	20	data	datum	NOUN
bracis-28375	81	21	domain	domain	NOUN
bracis-28375	81	22	to	to	PART
bracis-28375	81	23	ensure	ensure	VERB
bracis-28375	81	24	that	that	SCONJ
bracis-28375	81	25	the	the	DET
bracis-28375	81	26	operations	operation	NOUN
bracis-28375	81	27	do	do	AUX
bracis-28375	81	28	not	not	PART
bracis-28375	81	29	introduce	introduce	VERB
bracis-28375	81	30	errors	error	NOUN
bracis-28375	81	31	in	in	ADP
bracis-28375	81	32	the	the	DET
bracis-28375	81	33	learning	learning	NOUN
bracis-28375	81	34	process	process	NOUN
bracis-28375	81	35	.	.	PUNCT
bracis-28375	82	1	in	in	ADP
bracis-28375	82	2	this	this	DET
bracis-28375	82	3	case	case	NOUN
bracis-28375	82	4	,	,	PUNCT
bracis-28375	82	5	flipping	flipping	NOUN
bracis-28375	82	6	was	be	AUX
bracis-28375	82	7	chosen	choose	VERB
bracis-28375	82	8	as	as	SCONJ
bracis-28375	82	9	it	it	PRON
bracis-28375	82	10	preserves	preserve	VERB
bracis-28375	82	11	the	the	DET
bracis-28375	82	12	original	original	ADJ
bracis-28375	82	13	orientation	orientation	NOUN
bracis-28375	82	14	of	of	ADP
bracis-28375	82	15	faults	fault	NOUN
bracis-28375	82	16	,	,	PUNCT
bracis-28375	82	17	which	which	PRON
bracis-28375	82	18	is	be	AUX
bracis-28375	82	19	typically	typically	ADV
bracis-28375	82	20	vertical	vertical	ADJ
bracis-28375	82	21	.	.	PUNCT
bracis-28375	83	1	by	by	ADP
bracis-28375	83	2	rotating	rotate	VERB
bracis-28375	83	3	on	on	ADP
bracis-28375	83	4	the	the	DET
bracis-28375	83	5	vertical	vertical	ADJ
bracis-28375	83	6	axis	axis	NOUN
bracis-28375	83	7	,	,	PUNCT
bracis-28375	83	8	the	the	DET
bracis-28375	83	9	flip	flip	ADJ
bracis-28375	83	10	operation	operation	NOUN
bracis-28375	83	11	doubles	double	VERB
bracis-28375	83	12	the	the	DET
bracis-28375	83	13	number	number	NOUN
bracis-28375	83	14	of	of	ADP
bracis-28375	83	15	images	image	NOUN
bracis-28375	83	16	,	,	PUNCT
bracis-28375	83	17	as	as	SCONJ
bracis-28375	83	18	illustrated	illustrate	VERB
bracis-28375	83	19	in	in	ADP
bracis-28375	83	20	fig	fig	NOUN
bracis-28375	83	21	.	.	PUNCT
bracis-28375	83	22	 	 	SPACE
bracis-28375	84	1	4	4	NUM
bracis-28375	84	2	.	.	X
bracis-28375	84	3	fig	fig	NOUN
bracis-28375	84	4	.	.	PUNCT
bracis-28375	85	1	4	4	X
bracis-28375	85	2	.	.	X
bracis-28375	85	3	vertical	vertical	ADJ
bracis-28375	85	4	flipping	flipping	NOUN
bracis-28375	85	5	transformation	transformation	NOUN
bracis-28375	85	6	.	.	PUNCT
bracis-28375	86	1	full	full	ADJ
bracis-28375	86	2	size	size	NOUN
bracis-28375	86	3	image	image	NOUN
bracis-28375	86	4	using	use	VERB
bracis-28375	86	5	the	the	DET
bracis-28375	86	6	described	describe	VERB
bracis-28375	86	7	procedure	procedure	NOUN
bracis-28375	86	8	,	,	PUNCT
bracis-28375	86	9	we	we	PRON
bracis-28375	86	10	initially	initially	ADV
bracis-28375	86	11	generated	generate	VERB
bracis-28375	86	12	a	a	DET
bracis-28375	86	13	database	database	NOUN
bracis-28375	86	14	of	of	ADP
bracis-28375	86	15	9369	9369	NUM
bracis-28375	86	16	sub	sub	NOUN
bracis-28375	86	17	-	-	NOUN
bracis-28375	86	18	images	image	NOUN
bracis-28375	86	19	from	from	ADP
bracis-28375	86	20	our	our	PRON
bracis-28375	86	21	seismic	seismic	ADJ
bracis-28375	86	22	dataset	dataset	NOUN
bracis-28375	86	23	,	,	PUNCT
bracis-28375	86	24	which	which	PRON
bracis-28375	86	25	had	have	VERB
bracis-28375	86	26	a	a	DET
bracis-28375	86	27	dimension	dimension	NOUN
bracis-28375	86	28	of	of	ADP
bracis-28375	86	29	1401\(\times	1401\(\times	NUM
bracis-28375	86	30	\)1481\(\times	\)1481\(\time	NOUN
bracis-28375	86	31	\)160	\)160	NOUN
bracis-28375	86	32	pixels	pixel	NOUN
bracis-28375	86	33	(	(	PUNCT
bracis-28375	86	34	inline	inline	NOUN
bracis-28375	86	35	/	/	SYM
bracis-28375	86	36	xlines	xline	NOUN
bracis-28375	86	37	/	/	SYM
bracis-28375	86	38	crossline	crossline	NOUN
bracis-28375	86	39	)	)	PUNCT
bracis-28375	86	40	.	.	PUNCT
bracis-28375	87	1	this	this	PRON
bracis-28375	87	2	was	be	AUX
bracis-28375	87	3	achieved	achieve	VERB
bracis-28375	87	4	by	by	ADP
bracis-28375	87	5	generating	generate	VERB
bracis-28375	87	6	\(\lfloor	\(\lfloor	ADJ
bracis-28375	87	7	(	(	PUNCT
bracis-28375	87	8	n	n	CCONJ
bracis-28375	87	9	/	/	SYM
bracis-28375	87	10	p)\rfloor	p)\rfloor	NOUN
bracis-28375	87	11	=	=	SYM
bracis-28375	87	12	9\	9\	NUM
bracis-28375	87	13	)	)	PUNCT
bracis-28375	87	14	images	image	NOUN
bracis-28375	87	15	per	per	ADP
bracis-28375	87	16	inline	inline	NOUN
bracis-28375	87	17	,	,	PUNCT
bracis-28375	87	18	where	where	SCONJ
bracis-28375	87	19	\(p	\(p	ADV
bracis-28375	87	20	=	=	SYM
bracis-28375	87	21	160\	160\	NUM
bracis-28375	87	22	)	)	PUNCT
bracis-28375	87	23	.	.	PUNCT
bracis-28375	88	1	the	the	DET
bracis-28375	88	2	resulting	result	VERB
bracis-28375	88	3	images	image	NOUN
bracis-28375	88	4	were	be	AUX
bracis-28375	88	5	split	split	VERB
bracis-28375	88	6	into	into	ADP
bracis-28375	88	7	6558	6558	NUM
bracis-28375	88	8	for	for	ADP
bracis-28375	88	9	training	training	NOUN
bracis-28375	88	10	,	,	PUNCT
bracis-28375	88	11	1405	1405	NUM
bracis-28375	88	12	for	for	ADP
bracis-28375	88	13	validation	validation	NOUN
bracis-28375	88	14	,	,	PUNCT
bracis-28375	88	15	and	and	CCONJ
bracis-28375	88	16	1406	1406	NUM
bracis-28375	88	17	for	for	ADP
bracis-28375	88	18	testing	testing	NOUN
bracis-28375	88	19	.	.	PUNCT
bracis-28375	89	1	to	to	PART
bracis-28375	89	2	increase	increase	VERB
bracis-28375	89	3	the	the	DET
bracis-28375	89	4	training	training	NOUN
bracis-28375	89	5	and	and	CCONJ
bracis-28375	89	6	validation	validation	NOUN
bracis-28375	89	7	sets	set	NOUN
bracis-28375	89	8	,	,	PUNCT
bracis-28375	89	9	data	datum	NOUN
bracis-28375	89	10	augmentation	augmentation	NOUN
bracis-28375	89	11	was	be	AUX
bracis-28375	89	12	applied	apply	VERB
bracis-28375	89	13	to	to	ADP
bracis-28375	89	14	all	all	DET
bracis-28375	89	15	images	image	NOUN
bracis-28375	89	16	containing	contain	VERB
bracis-28375	89	17	faults	fault	NOUN
bracis-28375	89	18	,	,	PUNCT
bracis-28375	89	19	resulting	result	VERB
bracis-28375	89	20	in	in	ADP
bracis-28375	89	21	a	a	DET
bracis-28375	89	22	29	29	NUM
bracis-28375	89	23	%	%	NOUN
bracis-28375	89	24	increase	increase	NOUN
bracis-28375	89	25	in	in	ADP
bracis-28375	89	26	the	the	DET
bracis-28375	89	27	training	training	NOUN
bracis-28375	89	28	data	datum	NOUN
bracis-28375	89	29	and	and	CCONJ
bracis-28375	89	30	a	a	DET
bracis-28375	89	31	36	36	NUM
bracis-28375	89	32	%	%	NOUN
bracis-28375	89	33	increase	increase	NOUN
bracis-28375	89	34	in	in	ADP
bracis-28375	89	35	the	the	DET
bracis-28375	89	36	test	test	NOUN
bracis-28375	89	37	data	datum	NOUN
bracis-28375	89	38	.	.	PUNCT
bracis-28375	90	1	as	as	ADP
bracis-28375	90	2	a	a	DET
bracis-28375	90	3	result	result	NOUN
bracis-28375	90	4	,	,	PUNCT
bracis-28375	90	5	the	the	DET
bracis-28375	90	6	total	total	ADJ
bracis-28375	90	7	number	number	NOUN
bracis-28375	90	8	of	of	ADP
bracis-28375	90	9	images	image	NOUN
bracis-28375	90	10	in	in	ADP
bracis-28375	90	11	the	the	DET
bracis-28375	90	12	respective	respective	ADJ
bracis-28375	90	13	groups	group	NOUN
bracis-28375	90	14	became	become	VERB
bracis-28375	90	15	9242	9242	NUM
bracis-28375	90	16	and	and	CCONJ
bracis-28375	90	17	1914	1914	NUM
bracis-28375	90	18	.	.	PUNCT
bracis-28375	91	1	finally	finally	ADV
bracis-28375	91	2	,	,	PUNCT
bracis-28375	91	3	all	all	DET
bracis-28375	91	4	2d	2d	NUM
bracis-28375	91	5	image	image	NOUN
bracis-28375	91	6	sections	section	NOUN
bracis-28375	91	7	referring	refer	VERB
bracis-28375	91	8	to	to	ADP
bracis-28375	91	9	seismic	seismic	ADJ
bracis-28375	91	10	are	be	AUX
bracis-28375	91	11	normalized	normalize	VERB
bracis-28375	91	12	between	between	ADP
bracis-28375	91	13	-1	-1	PUNCT
bracis-28375	91	14	and	and	CCONJ
bracis-28375	91	15	1	1	NUM
bracis-28375	91	16	,	,	PUNCT
bracis-28375	91	17	using	use	VERB
bracis-28375	91	18	the	the	DET
bracis-28375	91	19	following	follow	VERB
bracis-28375	91	20	equation	equation	NOUN
bracis-28375	91	21	:	:	PUNCT
bracis-28375	91	22	$	$	SYM
bracis-28375	91	23	$	$	SYM
bracis-28375	91	24	\begin{aligned	\begin{aligne	VERB
bracis-28375	91	25	}	}	PUNCT
bracis-28375	91	26	\textit{img	\textit{img	PROPN
bracis-28375	91	27	}	}	PUNCT
bracis-28375	91	28	=	=	SYM
bracis-28375	91	29	2	2	NUM
bracis-28375	91	30	\cdot	\cdot	NOUN
bracis-28375	91	31	\frac{\textit{img	\frac{\textit{img	NOUN
bracis-28375	91	32	}	}	PUNCT
bracis-28375	91	33	[:	[:	X
bracis-28375	91	34	,	,	PUNCT
bracis-28375	91	35	:]	:]	PROPN
bracis-28375	91	36	\min	\min	NOUN
bracis-28375	91	37	}	}	PUNCT
bracis-28375	91	38	{	{	PUNCT
bracis-28375	91	39	\max	\max	PROPN
bracis-28375	91	40	\min	\min	PROPN
bracis-28375	91	41	}	}	PUNCT
bracis-28375	91	42	-1	-1	X
bracis-28375	91	43	\end{aligned}$$	\end{aligned}$$	X
bracis-28375	91	44	(	(	PUNCT
bracis-28375	91	45	1	1	NUM
bracis-28375	91	46	)	)	PUNCT
bracis-28375	91	47	where	where	SCONJ
bracis-28375	91	48	img	img	PROPN
bracis-28375	91	49	is	be	AUX
bracis-28375	91	50	the	the	DET
bracis-28375	91	51	2d	2d	NUM
bracis-28375	91	52	image	image	NOUN
bracis-28375	91	53	resulting	result	VERB
bracis-28375	91	54	from	from	ADP
bracis-28375	91	55	the	the	DET
bracis-28375	91	56	normalization	normalization	NOUN
bracis-28375	91	57	,	,	PUNCT
bracis-28375	91	58	\(\min	\(\min	PUNCT
bracis-28375	92	1	\	\	NOUN
bracis-28375	92	2	)	)	PUNCT
bracis-28375	92	3	is	be	AUX
bracis-28375	92	4	the	the	DET
bracis-28375	92	5	minimum	minimum	ADJ
bracis-28375	92	6	image	image	NOUN
bracis-28375	92	7	value	value	NOUN
bracis-28375	92	8	,	,	PUNCT
bracis-28375	92	9	and	and	CCONJ
bracis-28375	92	10	\(\max	\(\max	VERB
bracis-28375	92	11	\	\	NOUN
bracis-28375	92	12	)	)	PUNCT
bracis-28375	93	1	is	be	AUX
bracis-28375	93	2	the	the	DET
bracis-28375	93	3	maximum	maximum	ADJ
bracis-28375	93	4	image	image	NOUN
bracis-28375	93	5	value	value	NOUN
bracis-28375	93	6	.	.	PUNCT
bracis-28375	94	1	4	4	NUM
bracis-28375	94	2	methods	method	NOUN
bracis-28375	94	3	the	the	DET
bracis-28375	94	4	transunet	transunet	PROPN
bracis-28375	94	5	model	model	NOUN
bracis-28375	94	6	,	,	PUNCT
bracis-28375	94	7	which	which	PRON
bracis-28375	94	8	uses	use	VERB
bracis-28375	94	9	transformers	transformer	NOUN
bracis-28375	94	10	,	,	PUNCT
bracis-28375	94	11	is	be	AUX
bracis-28375	94	12	utilized	utilize	VERB
bracis-28375	94	13	in	in	ADP
bracis-28375	94	14	this	this	DET
bracis-28375	94	15	work	work	NOUN
bracis-28375	94	16	.	.	PUNCT
bracis-28375	95	1	given	give	VERB
bracis-28375	95	2	the	the	DET
bracis-28375	95	3	success	success	NOUN
bracis-28375	95	4	of	of	ADP
bracis-28375	95	5	this	this	DET
bracis-28375	95	6	architecture	architecture	NOUN
bracis-28375	95	7	in	in	ADP
bracis-28375	95	8	the	the	DET
bracis-28375	95	9	realm	realm	NOUN
bracis-28375	95	10	of	of	ADP
bracis-28375	95	11	visual	visual	ADJ
bracis-28375	95	12	computing	computing	NOUN
bracis-28375	95	13	,	,	PUNCT
bracis-28375	95	14	our	our	PRON
bracis-28375	95	15	aim	aim	NOUN
bracis-28375	95	16	is	be	AUX
bracis-28375	95	17	to	to	PART
bracis-28375	95	18	evaluate	evaluate	VERB
bracis-28375	95	19	its	its	PRON
bracis-28375	95	20	efficacy	efficacy	NOUN
bracis-28375	95	21	for	for	ADP
bracis-28375	95	22	fault	fault	NOUN
bracis-28375	95	23	extraction	extraction	NOUN
bracis-28375	95	24	in	in	ADP
bracis-28375	95	25	heterogeneous	heterogeneous	ADJ
bracis-28375	95	26	seismic	seismic	ADJ
bracis-28375	95	27	fields	field	NOUN
bracis-28375	95	28	and	and	CCONJ
bracis-28375	95	29	compare	compare	VERB
bracis-28375	95	30	it	it	PRON
bracis-28375	95	31	with	with	ADP
bracis-28375	95	32	traditional	traditional	ADJ
bracis-28375	95	33	models	model	NOUN
bracis-28375	95	34	such	such	ADJ
bracis-28375	95	35	as	as	ADP
bracis-28375	95	36	convolutional	convolutional	ADJ
bracis-28375	95	37	neural	neural	ADJ
bracis-28375	95	38	networks	network	NOUN
bracis-28375	95	39	.	.	PUNCT
bracis-28375	96	1	the	the	DET
bracis-28375	96	2	fig	fig	NOUN
bracis-28375	96	3	.	.	PUNCT
bracis-28375	96	4	 	 	SPACE
bracis-28375	96	5	5	5	NUM
bracis-28375	96	6	shows	show	VERB
bracis-28375	96	7	the	the	DET
bracis-28375	96	8	training	training	NOUN
bracis-28375	96	9	input	input	NOUN
bracis-28375	96	10	and	and	CCONJ
bracis-28375	96	11	the	the	DET
bracis-28375	96	12	models	model	NOUN
bracis-28375	96	13	used	use	VERB
bracis-28375	96	14	in	in	ADP
bracis-28375	96	15	this	this	DET
bracis-28375	96	16	process	process	NOUN
bracis-28375	96	17	.	.	PUNCT
bracis-28375	97	1	fig	fig	NOUN
bracis-28375	97	2	.	.	PUNCT
bracis-28375	98	1	5	5	NUM
bracis-28375	98	2	.	.	X
bracis-28375	98	3	methodology	methodology	NOUN
bracis-28375	98	4	workflow	workflow	NOUN
bracis-28375	98	5	.	.	PUNCT
bracis-28375	99	1	full	full	ADJ
bracis-28375	99	2	size	size	NOUN
bracis-28375	99	3	image	image	NOUN
bracis-28375	99	4	4.1	4.1	NUM
bracis-28375	99	5	cnn	cnn	PROPN
bracis-28375	99	6	models	model	NOUN
bracis-28375	99	7	image	image	NOUN
bracis-28375	99	8	classification	classification	NOUN
bracis-28375	99	9	,	,	PUNCT
bracis-28375	99	10	a	a	DET
bracis-28375	99	11	fundamental	fundamental	ADJ
bracis-28375	99	12	problem	problem	NOUN
bracis-28375	99	13	in	in	ADP
bracis-28375	99	14	computer	computer	NOUN
bracis-28375	99	15	vision	vision	NOUN
bracis-28375	99	16	,	,	PUNCT
bracis-28375	99	17	involves	involve	VERB
bracis-28375	99	18	categorizing	categorize	VERB
bracis-28375	99	19	images	image	NOUN
bracis-28375	99	20	into	into	ADP
bracis-28375	99	21	predefined	predefine	VERB
bracis-28375	99	22	classes	class	NOUN
bracis-28375	99	23	and	and	CCONJ
bracis-28375	99	24	serves	serve	VERB
bracis-28375	99	25	as	as	ADP
bracis-28375	99	26	the	the	DET
bracis-28375	99	27	basis	basis	NOUN
bracis-28375	99	28	for	for	ADP
bracis-28375	99	29	other	other	ADJ
bracis-28375	99	30	tasks	task	NOUN
bracis-28375	99	31	such	such	ADJ
bracis-28375	99	32	as	as	ADP
bracis-28375	99	33	region	region	NOUN
bracis-28375	99	34	localization	localization	NOUN
bracis-28375	99	35	,	,	PUNCT
bracis-28375	99	36	detection	detection	NOUN
bracis-28375	99	37	,	,	PUNCT
bracis-28375	99	38	and	and	CCONJ
bracis-28375	99	39	segmentation	segmentation	NOUN
bracis-28375	99	40	.	.	PUNCT
bracis-28375	100	1	the	the	DET
bracis-28375	100	2	cnns	cnn	NOUN
bracis-28375	100	3	are	be	AUX
bracis-28375	100	4	one	one	NUM
bracis-28375	100	5	of	of	ADP
bracis-28375	100	6	the	the	DET
bracis-28375	100	7	most	most	ADV
bracis-28375	100	8	commonly	commonly	ADV
bracis-28375	100	9	used	use	VERB
bracis-28375	100	10	deep	deep	ADJ
bracis-28375	100	11	learning	learning	NOUN
bracis-28375	100	12	networks	network	NOUN
bracis-28375	100	13	for	for	ADP
bracis-28375	100	14	this	this	DET
bracis-28375	100	15	task	task	NOUN
bracis-28375	100	16	,	,	PUNCT
bracis-28375	100	17	named	name	VERB
bracis-28375	100	18	after	after	SCONJ
bracis-28375	100	19	the	the	DET
bracis-28375	100	20	linear	linear	PROPN
bracis-28375	100	21	mathematical	mathematical	ADJ
bracis-28375	100	22	operation	operation	NOUN
bracis-28375	100	23	called	call	VERB
bracis-28375	100	24	convolution	convolution	NOUN
bracis-28375	100	25	between	between	ADP
bracis-28375	100	26	matrices	matrix	NOUN
bracis-28375	100	27	 	 	SPACE
bracis-28375	100	28	(	(	PUNCT
bracis-28375	100	29	albawi	albawi	PROPN
bracis-28375	100	30	et	et	PROPN
bracis-28375	100	31	 	 	SPACE
bracis-28375	100	32	al	al	PROPN
bracis-28375	100	33	.	.	PROPN
bracis-28375	100	34	2017	2017	NUM
bracis-28375	100	35	)	)	PUNCT
bracis-28375	100	36	.	.	PUNCT
bracis-28375	101	1	cnns	cnns	PROPN
bracis-28375	101	2	are	be	AUX
bracis-28375	101	3	a	a	DET
bracis-28375	101	4	type	type	NOUN
bracis-28375	101	5	of	of	ADP
bracis-28375	101	6	feedforward	feedforward	ADJ
bracis-28375	101	7	neural	neural	ADJ
bracis-28375	101	8	networks	network	NOUN
bracis-28375	101	9	,	,	PUNCT
bracis-28375	101	10	meaning	mean	VERB
bracis-28375	101	11	that	that	SCONJ
bracis-28375	101	12	the	the	DET
bracis-28375	101	13	information	information	NOUN
bracis-28375	101	14	flows	flow	VERB
bracis-28375	101	15	only	only	ADV
bracis-28375	101	16	in	in	ADP
bracis-28375	101	17	one	one	NUM
bracis-28375	101	18	direction	direction	NOUN
bracis-28375	101	19	,	,	PUNCT
bracis-28375	101	20	from	from	ADP
bracis-28375	101	21	the	the	DET
bracis-28375	101	22	input	input	NOUN
bracis-28375	101	23	to	to	ADP
bracis-28375	101	24	the	the	DET
bracis-28375	101	25	output	output	NOUN
bracis-28375	101	26	.	.	PUNCT
bracis-28375	102	1	inspired	inspire	VERB
bracis-28375	102	2	by	by	ADP
bracis-28375	102	3	biological	biological	ADJ
bracis-28375	102	4	neural	neural	ADJ
bracis-28375	102	5	networks	network	NOUN
bracis-28375	102	6	 	 	SPACE
bracis-28375	102	7	(	(	PUNCT
bracis-28375	102	8	rawat	rawat	PROPN
bracis-28375	102	9	and	and	CCONJ
bracis-28375	102	10	wang	wang	PROPN
bracis-28375	102	11	2017	2017	NUM
bracis-28375	102	12	)	)	PUNCT
bracis-28375	102	13	,	,	PUNCT
bracis-28375	102	14	cnns	cnn	NOUN
bracis-28375	102	15	differ	differ	VERB
bracis-28375	102	16	from	from	ADP
bracis-28375	102	17	regular	regular	ADJ
bracis-28375	102	18	neural	neural	ADJ
bracis-28375	102	19	networks	network	NOUN
bracis-28375	102	20	in	in	ADP
bracis-28375	102	21	that	that	SCONJ
bracis-28375	102	22	each	each	DET
bracis-28375	102	23	unit	unit	NOUN
bracis-28375	102	24	in	in	ADP
bracis-28375	102	25	a	a	DET
bracis-28375	102	26	cnn	cnn	NOUN
bracis-28375	102	27	layer	layer	NOUN
bracis-28375	102	28	is	be	AUX
bracis-28375	102	29	a	a	DET
bracis-28375	102	30	two	two	NUM
bracis-28375	102	31	-	-	PUNCT
bracis-28375	102	32	dimensional	dimensional	ADJ
bracis-28375	102	33	filter	filter	NOUN
bracis-28375	102	34	that	that	PRON
bracis-28375	102	35	is	be	AUX
bracis-28375	102	36	convolved	convolve	VERB
bracis-28375	102	37	with	with	ADP
bracis-28375	102	38	the	the	DET
bracis-28375	102	39	input	input	NOUN
bracis-28375	102	40	of	of	ADP
bracis-28375	102	41	that	that	DET
bracis-28375	102	42	layer	layer	NOUN
bracis-28375	102	43	,	,	PUNCT
bracis-28375	102	44	enabling	enable	VERB
bracis-28375	102	45	them	they	PRON
bracis-28375	102	46	to	to	PART
bracis-28375	102	47	extract	extract	VERB
bracis-28375	102	48	local	local	ADJ
bracis-28375	102	49	features	feature	NOUN
bracis-28375	102	50	from	from	ADP
bracis-28375	102	51	images	image	NOUN
bracis-28375	102	52	 	 	SPACE
bracis-28375	102	53	(	(	PUNCT
bracis-28375	102	54	khan	khan	PROPN
bracis-28375	102	55	et	et	PROPN
bracis-28375	102	56	 	 	SPACE
bracis-28375	102	57	al	al	PROPN
bracis-28375	102	58	.	.	PROPN
bracis-28375	102	59	2018	2018	NUM
bracis-28375	102	60	)	)	PUNCT
bracis-28375	102	61	.	.	PUNCT
bracis-28375	103	1	the	the	DET
bracis-28375	103	2	convolutional	convolutional	ADJ
bracis-28375	103	3	layer	layer	NOUN
bracis-28375	103	4	of	of	ADP
bracis-28375	103	5	a	a	DET
bracis-28375	103	6	cnn	cnn	PROPN
bracis-28375	103	7	consists	consist	VERB
bracis-28375	103	8	of	of	ADP
bracis-28375	103	9	a	a	DET
bracis-28375	103	10	two	two	NUM
bracis-28375	103	11	-	-	PUNCT
bracis-28375	103	12	dimensional	dimensional	ADJ
bracis-28375	103	13	filter	filter	NOUN
bracis-28375	103	14	that	that	PRON
bracis-28375	103	15	convolves	convolve	VERB
bracis-28375	103	16	with	with	ADP
bracis-28375	103	17	the	the	DET
bracis-28375	103	18	input	input	NOUN
bracis-28375	103	19	feature	feature	NOUN
bracis-28375	103	20	map	map	NOUN
bracis-28375	103	21	.	.	PUNCT
bracis-28375	104	1	the	the	DET
bracis-28375	104	2	filter	filter	NOUN
bracis-28375	104	3	is	be	AUX
bracis-28375	104	4	an	an	DET
bracis-28375	104	5	array	array	NOUN
bracis-28375	104	6	of	of	ADP
bracis-28375	104	7	discrete	discrete	ADJ
bracis-28375	104	8	numbers	number	NOUN
bracis-28375	104	9	,	,	PUNCT
bracis-28375	104	10	where	where	SCONJ
bracis-28375	104	11	each	each	DET
bracis-28375	104	12	element	element	NOUN
bracis-28375	104	13	is	be	AUX
bracis-28375	104	14	a	a	DET
bracis-28375	104	15	weight	weight	NOUN
bracis-28375	104	16	,	,	PUNCT
bracis-28375	104	17	learned	learn	VERB
bracis-28375	104	18	during	during	ADP
bracis-28375	104	19	the	the	DET
bracis-28375	104	20	training	training	NOUN
bracis-28375	104	21	phase	phase	NOUN
bracis-28375	104	22	.	.	PUNCT
bracis-28375	105	1	in	in	ADP
bracis-28375	105	2	the	the	DET
bracis-28375	105	3	beginning	beginning	NOUN
bracis-28375	105	4	,	,	PUNCT
bracis-28375	105	5	these	these	DET
bracis-28375	105	6	weights	weight	NOUN
bracis-28375	105	7	are	be	AUX
bracis-28375	105	8	randomly	randomly	ADV
bracis-28375	105	9	assigned	assign	VERB
bracis-28375	105	10	until	until	SCONJ
bracis-28375	105	11	the	the	DET
bracis-28375	105	12	learning	learning	NOUN
bracis-28375	105	13	process	process	NOUN
bracis-28375	105	14	updates	update	VERB
bracis-28375	105	15	them	they	PRON
bracis-28375	105	16	.	.	PUNCT
bracis-28375	106	1	the	the	DET
bracis-28375	106	2	cnn	cnn	PROPN
bracis-28375	106	3	architecture	architecture	NOUN
bracis-28375	106	4	includes	include	VERB
bracis-28375	106	5	layers	layer	NOUN
bracis-28375	106	6	for	for	ADP
bracis-28375	106	7	convolution	convolution	NOUN
bracis-28375	106	8	,	,	PUNCT
bracis-28375	106	9	pooling	pool	VERB
bracis-28375	106	10	to	to	PART
bracis-28375	106	11	reduce	reduce	VERB
bracis-28375	106	12	the	the	DET
bracis-28375	106	13	feature	feature	NOUN
bracis-28375	106	14	map	map	NOUN
bracis-28375	106	15	size	size	NOUN
bracis-28375	106	16	,	,	PUNCT
bracis-28375	106	17	and	and	CCONJ
bracis-28375	106	18	fully	fully	ADV
bracis-28375	106	19	connected	connected	ADJ
bracis-28375	106	20	layers	layer	NOUN
bracis-28375	106	21	where	where	SCONJ
bracis-28375	106	22	each	each	DET
bracis-28375	106	23	neuron	neuron	NOUN
bracis-28375	106	24	is	be	AUX
bracis-28375	106	25	directly	directly	ADV
bracis-28375	106	26	connected	connect	VERB
bracis-28375	106	27	to	to	ADP
bracis-28375	106	28	the	the	DET
bracis-28375	106	29	neurons	neuron	NOUN
bracis-28375	106	30	in	in	ADP
bracis-28375	106	31	the	the	DET
bracis-28375	106	32	previous	previous	ADJ
bracis-28375	106	33	and	and	CCONJ
bracis-28375	106	34	next	next	ADJ
bracis-28375	106	35	layers	layer	NOUN
bracis-28375	106	36	.	.	PUNCT
bracis-28375	107	1	to	to	PART
bracis-28375	107	2	gain	gain	VERB
bracis-28375	107	3	an	an	DET
bracis-28375	107	4	understanding	understanding	NOUN
bracis-28375	107	5	of	of	ADP
bracis-28375	107	6	how	how	SCONJ
bracis-28375	107	7	convolutional	convolutional	ADJ
bracis-28375	107	8	networks	network	NOUN
bracis-28375	107	9	can	can	AUX
bracis-28375	107	10	be	be	AUX
bracis-28375	107	11	constructed	construct	VERB
bracis-28375	107	12	,	,	PUNCT
bracis-28375	107	13	we	we	PRON
bracis-28375	107	14	will	will	AUX
bracis-28375	107	15	explore	explore	VERB
bracis-28375	107	16	three	three	NUM
bracis-28375	107	17	models	model	NOUN
bracis-28375	107	18	from	from	ADP
bracis-28375	107	19	the	the	DET
bracis-28375	107	20	u	u	NOUN
bracis-28375	107	21	-	-	ADJ
bracis-28375	107	22	net	net	ADJ
bracis-28375	107	23	family	family	NOUN
bracis-28375	107	24	and	and	CCONJ
bracis-28375	107	25	subsequently	subsequently	ADV
bracis-28375	107	26	utilize	utilize	VERB
bracis-28375	107	27	them	they	PRON
bracis-28375	107	28	to	to	PART
bracis-28375	107	29	draw	draw	VERB
bracis-28375	107	30	comparisons	comparison	NOUN
bracis-28375	107	31	with	with	ADP
bracis-28375	107	32	the	the	DET
bracis-28375	107	33	transformer	transformer	NOUN
bracis-28375	107	34	architecture	architecture	NOUN
bracis-28375	107	35	.	.	PUNCT
bracis-28375	108	1	u	u	NOUN
bracis-28375	108	2	-	-	NOUN
bracis-28375	108	3	net	net	NOUN
bracis-28375	108	4	.	.	PUNCT
bracis-28375	109	1	the	the	DET
bracis-28375	109	2	original	original	ADJ
bracis-28375	109	3	purpose	purpose	NOUN
bracis-28375	109	4	of	of	ADP
bracis-28375	109	5	the	the	DET
bracis-28375	109	6	u	u	ADJ
bracis-28375	109	7	-	-	ADJ
bracis-28375	109	8	net	net	ADJ
bracis-28375	109	9	network	network	NOUN
bracis-28375	109	10	was	be	AUX
bracis-28375	109	11	to	to	PART
bracis-28375	109	12	perform	perform	VERB
bracis-28375	109	13	segmentation	segmentation	NOUN
bracis-28375	109	14	of	of	ADP
bracis-28375	109	15	medical	medical	ADJ
bracis-28375	109	16	images	image	NOUN
bracis-28375	109	17	,	,	PUNCT
bracis-28375	109	18	and	and	CCONJ
bracis-28375	109	19	its	its	PRON
bracis-28375	109	20	architecture	architecture	NOUN
bracis-28375	109	21	was	be	AUX
bracis-28375	109	22	an	an	DET
bracis-28375	109	23	update	update	NOUN
bracis-28375	109	24	and	and	CCONJ
bracis-28375	109	25	extension	extension	NOUN
bracis-28375	109	26	of	of	ADP
bracis-28375	109	27	the	the	DET
bracis-28375	109	28	fully	fully	ADV
bracis-28375	109	29	connected	connected	ADJ
bracis-28375	109	30	network	network	NOUN
bracis-28375	109	31	.	.	PUNCT
bracis-28375	110	1	u	u	NOUN
bracis-28375	110	2	-	-	NOUN
bracis-28375	110	3	net	net	NOUN
bracis-28375	110	4	aimed	aim	VERB
bracis-28375	110	5	to	to	PART
bracis-28375	110	6	improve	improve	VERB
bracis-28375	110	7	segmentation	segmentation	NOUN
bracis-28375	110	8	accuracy	accuracy	NOUN
bracis-28375	110	9	while	while	SCONJ
bracis-28375	110	10	minimizing	minimize	VERB
bracis-28375	110	11	the	the	DET
bracis-28375	110	12	required	require	VERB
bracis-28375	110	13	amount	amount	NOUN
bracis-28375	110	14	of	of	ADP
bracis-28375	110	15	data	datum	NOUN
bracis-28375	110	16	 	 	SPACE
bracis-28375	110	17	(	(	PUNCT
bracis-28375	110	18	long	long	ADJ
bracis-28375	110	19	et	et	NOUN
bracis-28375	110	20	 	 	SPACE
bracis-28375	110	21	al	al	PROPN
bracis-28375	110	22	.	.	PROPN
bracis-28375	110	23	2015	2015	NUM
bracis-28375	110	24	)	)	PUNCT
bracis-28375	110	25	.	.	PUNCT
bracis-28375	111	1	the	the	DET
bracis-28375	111	2	u	u	ADJ
bracis-28375	111	3	-	-	ADJ
bracis-28375	111	4	net	net	ADJ
bracis-28375	111	5	architecture	architecture	NOUN
bracis-28375	111	6	,	,	PUNCT
bracis-28375	111	7	proposed	propose	VERB
bracis-28375	111	8	by	by	ADP
bracis-28375	111	9	 	 	SPACE
bracis-28375	111	10	ronneberger	ronneberger	NOUN
bracis-28375	111	11	et	et	PROPN
bracis-28375	111	12	 	 	SPACE
bracis-28375	111	13	al	al	PROPN
bracis-28375	111	14	.	.	PROPN
bracis-28375	111	15	(	(	PUNCT
bracis-28375	111	16	2015	2015	NUM
bracis-28375	111	17	)	)	PUNCT
bracis-28375	111	18	,	,	PUNCT
bracis-28375	111	19	consists	consist	VERB
bracis-28375	111	20	of	of	ADP
bracis-28375	111	21	a	a	DET
bracis-28375	111	22	contraction	contraction	NOUN
bracis-28375	111	23	path	path	NOUN
bracis-28375	111	24	(	(	PUNCT
bracis-28375	111	25	left	leave	VERB
bracis-28375	111	26	side	side	NOUN
bracis-28375	111	27	)	)	PUNCT
bracis-28375	111	28	and	and	CCONJ
bracis-28375	111	29	an	an	DET
bracis-28375	111	30	expanding	expand	VERB
bracis-28375	111	31	path	path	NOUN
bracis-28375	111	32	(	(	PUNCT
bracis-28375	111	33	right	right	ADJ
bracis-28375	111	34	side	side	NOUN
bracis-28375	111	35	)	)	PUNCT
bracis-28375	111	36	for	for	ADP
bracis-28375	111	37	accurate	accurate	ADJ
bracis-28375	111	38	segmentation	segmentation	NOUN
bracis-28375	111	39	of	of	ADP
bracis-28375	111	40	medical	medical	ADJ
bracis-28375	111	41	images	image	NOUN
bracis-28375	111	42	.	.	PUNCT
bracis-28375	112	1	the	the	DET
bracis-28375	112	2	contraction	contraction	NOUN
bracis-28375	112	3	path	path	NOUN
bracis-28375	112	4	has	have	VERB
bracis-28375	112	5	a	a	DET
bracis-28375	112	6	typical	typical	ADJ
bracis-28375	112	7	convolutional	convolutional	ADJ
bracis-28375	112	8	network	network	NOUN
bracis-28375	112	9	architecture	architecture	NOUN
bracis-28375	112	10	,	,	PUNCT
bracis-28375	112	11	comprising	comprise	VERB
bracis-28375	112	12	two	two	NUM
bracis-28375	112	13	3\(\times	3\(\times	NUM
bracis-28375	112	14	\)3	\)3	PROPN
bracis-28375	112	15	convolutions	convolution	NOUN
bracis-28375	112	16	,	,	PUNCT
bracis-28375	112	17	each	each	PRON
bracis-28375	112	18	followed	follow	VERB
bracis-28375	112	19	by	by	ADP
bracis-28375	112	20	a	a	DET
bracis-28375	112	21	rectified	rectified	ADJ
bracis-28375	112	22	linear	linear	NOUN
bracis-28375	112	23	unit	unit	NOUN
bracis-28375	112	24	(	(	PUNCT
bracis-28375	112	25	relu	relu	NOUN
bracis-28375	112	26	)	)	PUNCT
bracis-28375	112	27	,	,	PUNCT
bracis-28375	112	28	and	and	CCONJ
bracis-28375	112	29	a	a	DET
bracis-28375	112	30	max	max	NOUN
bracis-28375	112	31	-	-	PUNCT
bracis-28375	112	32	pooling	pool	VERB
bracis-28375	112	33	operation	operation	NOUN
bracis-28375	112	34	with	with	ADP
bracis-28375	112	35	a	a	DET
bracis-28375	112	36	2\(\times	2\(\time	NOUN
bracis-28375	112	37	\)2	\)2	NOUN
bracis-28375	112	38	filter	filter	NOUN
bracis-28375	112	39	and	and	CCONJ
bracis-28375	112	40	stride	stride	NOUN
bracis-28375	112	41	2	2	NUM
bracis-28375	112	42	for	for	ADP
bracis-28375	112	43	downsampling	downsample	VERB
bracis-28375	112	44	.	.	PUNCT
bracis-28375	113	1	the	the	DET
bracis-28375	113	2	number	number	NOUN
bracis-28375	113	3	of	of	ADP
bracis-28375	113	4	feature	feature	NOUN
bracis-28375	113	5	channels	channel	NOUN
bracis-28375	113	6	is	be	AUX
bracis-28375	113	7	doubled	double	VERB
bracis-28375	113	8	at	at	ADP
bracis-28375	113	9	each	each	DET
bracis-28375	113	10	downsampling	downsample	VERB
bracis-28375	113	11	step	step	NOUN
bracis-28375	113	12	.	.	PUNCT
bracis-28375	114	1	the	the	DET
bracis-28375	114	2	expansive	expansive	ADJ
bracis-28375	114	3	path	path	NOUN
bracis-28375	114	4	,	,	PUNCT
bracis-28375	114	5	on	on	ADP
bracis-28375	114	6	the	the	DET
bracis-28375	114	7	other	other	ADJ
bracis-28375	114	8	hand	hand	NOUN
bracis-28375	114	9	,	,	PUNCT
bracis-28375	114	10	involves	involve	VERB
bracis-28375	114	11	increasing	increase	VERB
bracis-28375	114	12	the	the	DET
bracis-28375	114	13	resolution	resolution	NOUN
bracis-28375	114	14	of	of	ADP
bracis-28375	114	15	the	the	DET
bracis-28375	114	16	feature	feature	NOUN
bracis-28375	114	17	map	map	NOUN
bracis-28375	114	18	,	,	PUNCT
bracis-28375	114	19	followed	follow	VERB
bracis-28375	114	20	by	by	ADP
bracis-28375	114	21	a	a	DET
bracis-28375	114	22	2\(\times	2\(\times	PROPN
bracis-28375	114	23	\)2	\)2	NOUN
bracis-28375	114	24	convolution	convolution	NOUN
bracis-28375	114	25	(	(	PUNCT
bracis-28375	114	26	half	half	DET
bracis-28375	114	27	the	the	DET
bracis-28375	114	28	number	number	NOUN
bracis-28375	114	29	of	of	ADP
bracis-28375	114	30	channels	channel	NOUN
bracis-28375	114	31	)	)	PUNCT
bracis-28375	114	32	,	,	PUNCT
bracis-28375	114	33	concatenation	concatenation	VERB
bracis-28375	114	34	with	with	ADP
bracis-28375	114	35	the	the	DET
bracis-28375	114	36	corresponding	correspond	VERB
bracis-28375	114	37	feature	feature	NOUN
bracis-28375	114	38	map	map	NOUN
bracis-28375	114	39	of	of	ADP
bracis-28375	114	40	the	the	DET
bracis-28375	114	41	contraction	contraction	NOUN
bracis-28375	114	42	path	path	NOUN
bracis-28375	114	43	,	,	PUNCT
bracis-28375	114	44	and	and	CCONJ
bracis-28375	114	45	two	two	NUM
bracis-28375	114	46	3\(\times	3\(\times	NUM
bracis-28375	114	47	\)3	\)3	PROPN
bracis-28375	114	48	convolutions	convolution	NOUN
bracis-28375	114	49	(	(	PUNCT
bracis-28375	114	50	each	each	PRON
bracis-28375	114	51	followed	follow	VERB
bracis-28375	114	52	by	by	ADP
bracis-28375	114	53	a	a	DET
bracis-28375	114	54	relu	relu	NOUN
bracis-28375	114	55	)	)	PUNCT
bracis-28375	114	56	.	.	PUNCT
bracis-28375	115	1	the	the	DET
bracis-28375	115	2	last	last	ADJ
bracis-28375	115	3	layer	layer	NOUN
bracis-28375	115	4	uses	use	VERB
bracis-28375	115	5	a	a	DET
bracis-28375	115	6	1\(\times	1\(\times	PROPN
bracis-28375	115	7	\)1	\)1	PROPN
bracis-28375	115	8	convolution	convolution	NOUN
bracis-28375	115	9	to	to	PART
bracis-28375	115	10	map	map	VERB
bracis-28375	115	11	the	the	DET
bracis-28375	115	12	output	output	NOUN
bracis-28375	115	13	to	to	ADP
bracis-28375	115	14	the	the	DET
bracis-28375	115	15	desired	desire	VERB
bracis-28375	115	16	number	number	NOUN
bracis-28375	115	17	of	of	ADP
bracis-28375	115	18	classes	class	NOUN
bracis-28375	115	19	.	.	PUNCT
bracis-28375	116	1	u	u	NOUN
bracis-28375	116	2	-	-	NOUN
bracis-28375	116	3	net	net	ADJ
bracis-28375	116	4	+	+	PROPN
bracis-28375	116	5	+	+	PROPN
bracis-28375	116	6	.	.	PUNCT
bracis-28375	117	1	zhou	zhou	PROPN
bracis-28375	117	2	et	et	PROPN
bracis-28375	117	3	 	 	SPACE
bracis-28375	117	4	al	al	PROPN
bracis-28375	117	5	.	.	PROPN
bracis-28375	118	1	(	(	PUNCT
bracis-28375	118	2	2018	2018	NUM
bracis-28375	118	3	)	)	PUNCT
bracis-28375	118	4	developed	develop	VERB
bracis-28375	118	5	the	the	DET
bracis-28375	118	6	u	u	NOUN
bracis-28375	118	7	-	-	NOUN
bracis-28375	118	8	net++	net++	ADJ
bracis-28375	118	9	architecture	architecture	NOUN
bracis-28375	118	10	with	with	ADP
bracis-28375	118	11	the	the	DET
bracis-28375	118	12	goal	goal	NOUN
bracis-28375	118	13	of	of	ADP
bracis-28375	118	14	improving	improve	VERB
bracis-28375	118	15	the	the	DET
bracis-28375	118	16	accuracy	accuracy	NOUN
bracis-28375	118	17	of	of	ADP
bracis-28375	118	18	medical	medical	ADJ
bracis-28375	118	19	image	image	NOUN
bracis-28375	118	20	segmentation	segmentation	NOUN
bracis-28375	118	21	.	.	PUNCT
bracis-28375	119	1	this	this	DET
bracis-28375	119	2	architecture	architecture	NOUN
bracis-28375	119	3	is	be	AUX
bracis-28375	119	4	based	base	VERB
bracis-28375	119	5	on	on	ADP
bracis-28375	119	6	dense	dense	ADJ
bracis-28375	119	7	and	and	CCONJ
bracis-28375	119	8	nested	nested	ADJ
bracis-28375	119	9	skip	skip	ADJ
bracis-28375	119	10	connections	connection	NOUN
bracis-28375	119	11	,	,	PUNCT
bracis-28375	119	12	which	which	PRON
bracis-28375	119	13	provide	provide	VERB
bracis-28375	119	14	a	a	DET
bracis-28375	119	15	new	new	ADJ
bracis-28375	119	16	approach	approach	NOUN
bracis-28375	119	17	to	to	ADP
bracis-28375	119	18	the	the	DET
bracis-28375	119	19	segmentation	segmentation	NOUN
bracis-28375	119	20	task	task	NOUN
bracis-28375	119	21	.	.	PUNCT
bracis-28375	120	1	the	the	DET
bracis-28375	120	2	u	u	NOUN
bracis-28375	120	3	-	-	ADJ
bracis-28375	120	4	net++	net++	ADJ
bracis-28375	120	5	architecture	architecture	NOUN
bracis-28375	120	6	was	be	AUX
bracis-28375	120	7	developed	develop	VERB
bracis-28375	120	8	to	to	PART
bracis-28375	120	9	enhance	enhance	VERB
bracis-28375	120	10	the	the	DET
bracis-28375	120	11	performance	performance	NOUN
bracis-28375	120	12	of	of	ADP
bracis-28375	120	13	medical	medical	ADJ
bracis-28375	120	14	image	image	NOUN
bracis-28375	120	15	segmentation	segmentation	NOUN
bracis-28375	120	16	by	by	ADP
bracis-28375	120	17	addressing	address	VERB
bracis-28375	120	18	limitations	limitation	NOUN
bracis-28375	120	19	in	in	ADP
bracis-28375	120	20	previous	previous	ADJ
bracis-28375	120	21	models	model	NOUN
bracis-28375	120	22	.	.	PUNCT
bracis-28375	121	1	zhou	zhou	PROPN
bracis-28375	121	2	et	et	PROPN
bracis-28375	121	3	 	 	SPACE
bracis-28375	121	4	al	al	PROPN
bracis-28375	121	5	.	.	PROPN
bracis-28375	122	1	(	(	PUNCT
bracis-28375	122	2	2019	2019	NUM
bracis-28375	122	3	)	)	PUNCT
bracis-28375	122	4	proposed	propose	VERB
bracis-28375	122	5	an	an	DET
bracis-28375	122	6	approach	approach	NOUN
bracis-28375	122	7	that	that	PRON
bracis-28375	122	8	employs	employ	VERB
bracis-28375	122	9	multiple	multiple	ADJ
bracis-28375	122	10	u	u	NOUN
bracis-28375	122	11	-	-	NOUN
bracis-28375	122	12	nets	net	NOUN
bracis-28375	122	13	with	with	ADP
bracis-28375	122	14	different	different	ADJ
bracis-28375	122	15	depths	depth	NOUN
bracis-28375	122	16	,	,	PUNCT
bracis-28375	122	17	where	where	SCONJ
bracis-28375	122	18	the	the	DET
bracis-28375	122	19	encoders	encoder	NOUN
bracis-28375	122	20	and	and	CCONJ
bracis-28375	122	21	decoders	decoder	NOUN
bracis-28375	122	22	are	be	AUX
bracis-28375	122	23	connected	connect	VERB
bracis-28375	122	24	by	by	ADP
bracis-28375	122	25	dense	dense	ADJ
bracis-28375	122	26	and	and	CCONJ
bracis-28375	122	27	nested	nested	ADJ
bracis-28375	122	28	skip	skip	ADJ
bracis-28375	122	29	connections	connection	NOUN
bracis-28375	122	30	.	.	PUNCT
bracis-28375	123	1	the	the	DET
bracis-28375	123	2	u	u	NOUN
bracis-28375	123	3	-	-	NOUN
bracis-28375	123	4	nets	net	NOUN
bracis-28375	123	5	share	share	VERB
bracis-28375	123	6	an	an	DET
bracis-28375	123	7	encoder	encoder	NOUN
bracis-28375	123	8	,	,	PUNCT
bracis-28375	123	9	while	while	SCONJ
bracis-28375	123	10	their	their	PRON
bracis-28375	123	11	decoders	decoder	NOUN
bracis-28375	123	12	are	be	AUX
bracis-28375	123	13	interconnected	interconnect	VERB
bracis-28375	123	14	,	,	PUNCT
bracis-28375	123	15	and	and	CCONJ
bracis-28375	123	16	deep	deep	ADJ
bracis-28375	123	17	supervision	supervision	NOUN
bracis-28375	123	18	is	be	AUX
bracis-28375	123	19	used	use	VERB
bracis-28375	123	20	during	during	ADP
bracis-28375	123	21	to	to	PART
bracis-28375	123	22	train	train	VERB
bracis-28375	123	23	all	all	DET
bracis-28375	123	24	the	the	DET
bracis-28375	123	25	constituent	constituent	NOUN
bracis-28375	123	26	u	u	NOUN
bracis-28375	123	27	-	-	NOUN
bracis-28375	123	28	nets	net	NOUN
bracis-28375	123	29	while	while	SCONJ
bracis-28375	123	30	benefiting	benefit	VERB
bracis-28375	123	31	from	from	ADP
bracis-28375	123	32	a	a	DET
bracis-28375	123	33	shared	share	VERB
bracis-28375	123	34	image	image	NOUN
bracis-28375	123	35	representation	representation	NOUN
bracis-28375	123	36	.	.	PUNCT
bracis-28375	124	1	the	the	DET
bracis-28375	124	2	redesigned	redesign	VERB
bracis-28375	124	3	skip	skip	ADJ
bracis-28375	124	4	connections	connection	NOUN
bracis-28375	124	5	in	in	ADP
bracis-28375	124	6	u	u	NOUN
bracis-28375	124	7	-	-	PROPN
bracis-28375	124	8	net++	net++	PROPN
bracis-28375	124	9	allow	allow	VERB
bracis-28375	124	10	for	for	ADP
bracis-28375	124	11	variable	variable	ADJ
bracis-28375	124	12	-	-	PUNCT
bracis-28375	124	13	scale	scale	NOUN
bracis-28375	124	14	feature	feature	NOUN
bracis-28375	124	15	maps	map	NOUN
bracis-28375	124	16	at	at	ADP
bracis-28375	124	17	a	a	DET
bracis-28375	124	18	decoder	decoder	NOUN
bracis-28375	124	19	node	node	NOUN
bracis-28375	124	20	,	,	PUNCT
bracis-28375	124	21	enabling	enable	VERB
bracis-28375	124	22	the	the	DET
bracis-28375	124	23	aggregation	aggregation	NOUN
bracis-28375	124	24	layer	layer	NOUN
bracis-28375	124	25	to	to	PART
bracis-28375	124	26	decide	decide	VERB
bracis-28375	124	27	how	how	SCONJ
bracis-28375	124	28	attribute	attribute	NOUN
bracis-28375	124	29	maps	map	NOUN
bracis-28375	124	30	carried	carry	VERB
bracis-28375	124	31	over	over	ADP
bracis-28375	124	32	the	the	DET
bracis-28375	124	33	skip	skip	ADJ
bracis-28375	124	34	connections	connection	NOUN
bracis-28375	124	35	should	should	AUX
bracis-28375	124	36	be	be	AUX
bracis-28375	124	37	merged	merge	VERB
bracis-28375	124	38	with	with	ADP
bracis-28375	124	39	the	the	DET
bracis-28375	124	40	decoder	decoder	NOUN
bracis-28375	124	41	feature	feature	NOUN
bracis-28375	124	42	maps	map	NOUN
bracis-28375	124	43	.	.	PUNCT
bracis-28375	125	1	segnet	segnet	PROPN
bracis-28375	125	2	.	.	PUNCT
bracis-28375	126	1	the	the	DET
bracis-28375	126	2	segnet	segnet	NOUN
bracis-28375	126	3	 	 	SPACE
bracis-28375	126	4	(	(	PUNCT
bracis-28375	126	5	badrinarayanan	badrinarayanan	PROPN
bracis-28375	126	6	et	et	PROPN
bracis-28375	126	7	 	 	SPACE
bracis-28375	126	8	al	al	PROPN
bracis-28375	126	9	.	.	PROPN
bracis-28375	126	10	2017	2017	NUM
bracis-28375	126	11	)	)	PUNCT
bracis-28375	126	12	is	be	AUX
bracis-28375	126	13	a	a	DET
bracis-28375	126	14	convolutional	convolutional	ADJ
bracis-28375	126	15	neural	neural	ADJ
bracis-28375	126	16	network	network	NOUN
bracis-28375	126	17	architecture	architecture	NOUN
bracis-28375	126	18	designed	design	VERB
bracis-28375	126	19	for	for	ADP
bracis-28375	126	20	semantic	semantic	ADJ
bracis-28375	126	21	pixel	pixel	PROPN
bracis-28375	126	22	segmentation	segmentation	NOUN
bracis-28375	126	23	,	,	PUNCT
bracis-28375	126	24	comprising	comprising	NOUN
bracis-28375	126	25	of	of	ADP
bracis-28375	126	26	an	an	DET
bracis-28375	126	27	encoder	encoder	NOUN
bracis-28375	126	28	network	network	NOUN
bracis-28375	126	29	,	,	PUNCT
bracis-28375	126	30	a	a	DET
bracis-28375	126	31	corresponding	corresponding	ADJ
bracis-28375	126	32	decoder	decoder	NOUN
bracis-28375	126	33	network	network	NOUN
bracis-28375	126	34	,	,	PUNCT
bracis-28375	126	35	and	and	CCONJ
bracis-28375	126	36	a	a	DET
bracis-28375	126	37	pixel	pixel	ADJ
bracis-28375	126	38	-	-	ADJ
bracis-28375	126	39	wise	wise	ADJ
bracis-28375	126	40	classification	classification	NOUN
bracis-28375	126	41	layer	layer	NOUN
bracis-28375	126	42	.	.	PUNCT
bracis-28375	127	1	the	the	DET
bracis-28375	127	2	encoder	encoder	NOUN
bracis-28375	127	3	network	network	NOUN
bracis-28375	127	4	architecture	architecture	NOUN
bracis-28375	127	5	is	be	AUX
bracis-28375	127	6	similar	similar	ADJ
bracis-28375	127	7	to	to	ADP
bracis-28375	127	8	that	that	PRON
bracis-28375	127	9	of	of	ADP
bracis-28375	127	10	vgg-16	vgg-16	NOUN
bracis-28375	127	11	with	with	ADP
bracis-28375	127	12	13	13	NUM
bracis-28375	127	13	convolutional	convolutional	ADJ
bracis-28375	127	14	layers	layer	NOUN
bracis-28375	127	15	.	.	PUNCT
bracis-28375	128	1	the	the	DET
bracis-28375	128	2	decoder	decoder	NOUN
bracis-28375	128	3	network	network	NOUN
bracis-28375	128	4	also	also	ADV
bracis-28375	128	5	has	have	VERB
bracis-28375	128	6	13	13	NUM
bracis-28375	128	7	layers	layer	NOUN
bracis-28375	128	8	,	,	PUNCT
bracis-28375	128	9	each	each	DET
bracis-28375	128	10	corresponding	correspond	VERB
bracis-28375	128	11	to	to	ADP
bracis-28375	128	12	an	an	DET
bracis-28375	128	13	encoder	encoder	NOUN
bracis-28375	128	14	layer	layer	NOUN
bracis-28375	128	15	.	.	PUNCT
bracis-28375	129	1	the	the	DET
bracis-28375	129	2	final	final	ADJ
bracis-28375	129	3	output	output	NOUN
bracis-28375	129	4	of	of	ADP
bracis-28375	129	5	the	the	DET
bracis-28375	129	6	decoder	decoder	NOUN
bracis-28375	129	7	is	be	AUX
bracis-28375	129	8	fed	feed	VERB
bracis-28375	129	9	into	into	ADP
bracis-28375	129	10	a	a	DET
bracis-28375	129	11	multiclass	multiclass	ADJ
bracis-28375	129	12	softmax	softmax	NOUN
bracis-28375	129	13	classifier	classifier	NOUN
bracis-28375	129	14	to	to	PART
bracis-28375	129	15	generate	generate	VERB
bracis-28375	129	16	class	class	NOUN
bracis-28375	129	17	probabilities	probability	NOUN
bracis-28375	129	18	for	for	ADP
bracis-28375	129	19	each	each	DET
bracis-28375	129	20	pixel	pixel	NOUN
bracis-28375	129	21	.	.	PUNCT
bracis-28375	130	1	unlike	unlike	ADP
bracis-28375	130	2	u	u	NOUN
bracis-28375	130	3	-	-	NOUN
bracis-28375	130	4	net	net	ADJ
bracis-28375	130	5	,	,	PUNCT
bracis-28375	130	6	segnet	segnet	PROPN
bracis-28375	130	7	does	do	AUX
bracis-28375	130	8	not	not	PART
bracis-28375	130	9	reuse	reuse	VERB
bracis-28375	130	10	pooling	pool	VERB
bracis-28375	130	11	indices	index	NOUN
bracis-28375	130	12	but	but	CCONJ
bracis-28375	130	13	transfers	transfer	NOUN
bracis-28375	130	14	the	the	DET
bracis-28375	130	15	entire	entire	ADJ
bracis-28375	130	16	attribute	attribute	NOUN
bracis-28375	130	17	map	map	NOUN
bracis-28375	130	18	to	to	ADP
bracis-28375	130	19	the	the	DET
bracis-28375	130	20	corresponding	correspond	VERB
bracis-28375	130	21	decoder	decoder	NOUN
bracis-28375	130	22	and	and	CCONJ
bracis-28375	130	23	concatenates	concatenate	VERB
bracis-28375	130	24	them	they	PRON
bracis-28375	130	25	into	into	ADP
bracis-28375	130	26	upsampled	upsample	VERB
bracis-28375	130	27	decoder	decoder	NOUN
bracis-28375	130	28	feature	feature	NOUN
bracis-28375	130	29	maps	map	NOUN
bracis-28375	130	30	through	through	ADP
bracis-28375	130	31	deconvolution	deconvolution	NOUN
bracis-28375	130	32	.	.	PUNCT
bracis-28375	131	1	4.2	4.2	NUM
bracis-28375	131	2	transformer	transformer	NOUN
bracis-28375	131	3	models	model	NOUN
bracis-28375	131	4	the	the	DET
bracis-28375	131	5	transformer	transformer	NOUN
bracis-28375	131	6	 	 	SPACE
bracis-28375	131	7	(	(	PUNCT
bracis-28375	131	8	vaswani	vaswani	PROPN
bracis-28375	131	9	et	et	PROPN
bracis-28375	131	10	 	 	SPACE
bracis-28375	131	11	al	al	PROPN
bracis-28375	131	12	.	.	PROPN
bracis-28375	131	13	2017	2017	NUM
bracis-28375	131	14	;	;	PUNCT
bracis-28375	131	15	khan	khan	PROPN
bracis-28375	131	16	et	et	PROPN
bracis-28375	131	17	 	 	SPACE
bracis-28375	131	18	al	al	PROPN
bracis-28375	131	19	.	.	PROPN
bracis-28375	131	20	2022	2022	NUM
bracis-28375	131	21	)	)	PUNCT
bracis-28375	131	22	is	be	AUX
bracis-28375	131	23	a	a	DET
bracis-28375	131	24	novel	novel	ADJ
bracis-28375	131	25	neural	neural	ADJ
bracis-28375	131	26	network	network	NOUN
bracis-28375	131	27	that	that	PRON
bracis-28375	131	28	utilizes	utilize	VERB
bracis-28375	131	29	attention	attention	NOUN
bracis-28375	131	30	operations	operation	NOUN
bracis-28375	131	31	and	and	CCONJ
bracis-28375	131	32	was	be	AUX
bracis-28375	131	33	originally	originally	ADV
bracis-28375	131	34	developed	develop	VERB
bracis-28375	131	35	for	for	ADP
bracis-28375	131	36	natural	natural	ADJ
bracis-28375	131	37	language	language	NOUN
bracis-28375	131	38	processing	processing	NOUN
bracis-28375	131	39	(	(	PUNCT
bracis-28375	131	40	nlp	nlp	NOUN
bracis-28375	131	41	)	)	PUNCT
bracis-28375	131	42	,	,	PUNCT
bracis-28375	131	43	where	where	SCONJ
bracis-28375	131	44	it	it	PRON
bracis-28375	131	45	has	have	AUX
bracis-28375	131	46	demonstrated	demonstrate	VERB
bracis-28375	131	47	remarkable	remarkable	ADJ
bracis-28375	131	48	success	success	NOUN
bracis-28375	131	49	 	 	SPACE
bracis-28375	131	50	(	(	PUNCT
bracis-28375	131	51	huang	huang	PROPN
bracis-28375	131	52	et	et	PROPN
bracis-28375	131	53	 	 	SPACE
bracis-28375	131	54	al	al	PROPN
bracis-28375	131	55	.	.	PROPN
bracis-28375	131	56	2020	2020	NUM
bracis-28375	131	57	)	)	PUNCT
bracis-28375	131	58	.	.	PUNCT
bracis-28375	132	1	in	in	ADP
bracis-28375	132	2	the	the	DET
bracis-28375	132	3	field	field	NOUN
bracis-28375	132	4	of	of	ADP
bracis-28375	132	5	computer	computer	NOUN
bracis-28375	132	6	vision	vision	NOUN
bracis-28375	132	7	,	,	PUNCT
bracis-28375	132	8	the	the	DET
bracis-28375	132	9	transformer	transformer	NOUN
bracis-28375	132	10	has	have	AUX
bracis-28375	132	11	been	be	AUX
bracis-28375	132	12	increasingly	increasingly	ADV
bracis-28375	132	13	employed	employ	VERB
bracis-28375	132	14	to	to	PART
bracis-28375	132	15	replace	replace	VERB
bracis-28375	132	16	traditional	traditional	ADJ
bracis-28375	132	17	techniques	technique	NOUN
bracis-28375	132	18	,	,	PUNCT
bracis-28375	132	19	resulting	result	VERB
bracis-28375	132	20	in	in	ADP
bracis-28375	132	21	various	various	ADJ
bracis-28375	132	22	advantages	advantage	NOUN
bracis-28375	132	23	 	 	SPACE
bracis-28375	132	24	(	(	PUNCT
bracis-28375	132	25	bi	bi	NOUN
bracis-28375	132	26	et	et	PROPN
bracis-28375	132	27	 	 	SPACE
bracis-28375	132	28	al	al	PROPN
bracis-28375	132	29	.	.	PROPN
bracis-28375	132	30	2021	2021	NUM
bracis-28375	132	31	)	)	PUNCT
bracis-28375	132	32	.	.	PUNCT
bracis-28375	133	1	the	the	DET
bracis-28375	133	2	transformer	transformer	NOUN
bracis-28375	133	3	architecture	architecture	NOUN
bracis-28375	133	4	includes	include	VERB
bracis-28375	133	5	an	an	DET
bracis-28375	133	6	encoder	encoder	NOUN
bracis-28375	133	7	and	and	CCONJ
bracis-28375	133	8	a	a	DET
bracis-28375	133	9	decoder	decoder	NOUN
bracis-28375	133	10	,	,	PUNCT
bracis-28375	133	11	both	both	PRON
bracis-28375	133	12	containing	contain	VERB
bracis-28375	133	13	multiple	multiple	ADJ
bracis-28375	133	14	attention	attention	NOUN
bracis-28375	133	15	blocks	block	NOUN
bracis-28375	133	16	with	with	ADP
bracis-28375	133	17	the	the	DET
bracis-28375	133	18	same	same	ADJ
bracis-28375	133	19	architecture	architecture	NOUN
bracis-28375	133	20	.	.	PUNCT
bracis-28375	134	1	the	the	DET
bracis-28375	134	2	encoder	encoder	NOUN
bracis-28375	134	3	produces	produce	VERB
bracis-28375	134	4	encodings	encoding	NOUN
bracis-28375	134	5	of	of	ADP
bracis-28375	134	6	the	the	DET
bracis-28375	134	7	input	input	NOUN
bracis-28375	134	8	,	,	PUNCT
bracis-28375	134	9	while	while	SCONJ
bracis-28375	134	10	the	the	DET
bracis-28375	134	11	decoder	decoder	NOUN
bracis-28375	134	12	takes	take	VERB
bracis-28375	134	13	these	these	DET
bracis-28375	134	14	encodings	encoding	NOUN
bracis-28375	134	15	and	and	CCONJ
bracis-28375	134	16	utilizes	utilize	VERB
bracis-28375	134	17	its	its	PRON
bracis-28375	134	18	contextual	contextual	ADJ
bracis-28375	134	19	information	information	NOUN
bracis-28375	134	20	to	to	PART
bracis-28375	134	21	generate	generate	VERB
bracis-28375	134	22	the	the	DET
bracis-28375	134	23	output	output	NOUN
bracis-28375	134	24	sequence	sequence	NOUN
bracis-28375	134	25	 	 	SPACE
bracis-28375	134	26	(	(	PUNCT
bracis-28375	134	27	han	han	PROPN
bracis-28375	134	28	et	et	PROPN
bracis-28375	134	29	 	 	SPACE
bracis-28375	134	30	al	al	PROPN
bracis-28375	134	31	.	.	PROPN
bracis-28375	134	32	2022	2022	NUM
bracis-28375	134	33	)	)	PUNCT
bracis-28375	134	34	.	.	PUNCT
bracis-28375	135	1	specifically	specifically	ADV
bracis-28375	135	2	,	,	PUNCT
bracis-28375	135	3	the	the	DET
bracis-28375	135	4	transformer	transformer	NOUN
bracis-28375	135	5	encoder	encoder	NOUN
bracis-28375	135	6	is	be	AUX
bracis-28375	135	7	composed	compose	VERB
bracis-28375	135	8	of	of	ADP
bracis-28375	135	9	l	l	NOUN
bracis-28375	135	10	layers	layer	NOUN
bracis-28375	135	11	of	of	ADP
bracis-28375	135	12	multihead	multihead	NOUN
bracis-28375	135	13	self	self	NOUN
bracis-28375	135	14	-	-	PUNCT
bracis-28375	135	15	attention	attention	NOUN
bracis-28375	135	16	(	(	PUNCT
bracis-28375	135	17	msa	msa	PROPN
bracis-28375	135	18	)	)	PUNCT
bracis-28375	135	19	and	and	CCONJ
bracis-28375	135	20	multi	multi	ADJ
bracis-28375	135	21	-	-	ADJ
bracis-28375	135	22	layer	layer	ADJ
bracis-28375	135	23	perceptron	perceptron	NOUN
bracis-28375	135	24	(	(	PUNCT
bracis-28375	135	25	mlp	mlp	NOUN
bracis-28375	135	26	)	)	PUNCT
bracis-28375	135	27	blocks	block	NOUN
bracis-28375	135	28	,	,	PUNCT
bracis-28375	135	29	alternating	alternate	VERB
bracis-28375	135	30	between	between	ADP
bracis-28375	135	31	the	the	DET
bracis-28375	135	32	two	two	NUM
bracis-28375	135	33	.	.	PUNCT
bracis-28375	136	1	before	before	ADP
bracis-28375	136	2	each	each	DET
bracis-28375	136	3	block	block	NOUN
bracis-28375	136	4	,	,	PUNCT
bracis-28375	136	5	layer	layer	NOUN
bracis-28375	136	6	normalization	normalization	NOUN
bracis-28375	136	7	(	(	PUNCT
bracis-28375	136	8	ln	ln	X
bracis-28375	136	9	)	)	PUNCT
bracis-28375	136	10	is	be	AUX
bracis-28375	136	11	applied	apply	VERB
bracis-28375	136	12	,	,	PUNCT
bracis-28375	136	13	and	and	CCONJ
bracis-28375	136	14	residual	residual	ADJ
bracis-28375	136	15	connections	connection	NOUN
bracis-28375	136	16	are	be	AUX
bracis-28375	136	17	used	use	VERB
bracis-28375	136	18	after	after	ADP
bracis-28375	136	19	every	every	DET
bracis-28375	136	20	block	block	NOUN
bracis-28375	136	21	.	.	PUNCT
bracis-28375	137	1	finally	finally	ADV
bracis-28375	137	2	,	,	PUNCT
bracis-28375	137	3	the	the	DET
bracis-28375	137	4	encoded	encode	VERB
bracis-28375	137	5	feature	feature	NOUN
bracis-28375	137	6	representation	representation	NOUN
bracis-28375	137	7	is	be	AUX
bracis-28375	137	8	upsampled	upsample	VERB
bracis-28375	137	9	to	to	ADP
bracis-28375	137	10	full	full	ADJ
bracis-28375	137	11	resolution	resolution	NOUN
bracis-28375	137	12	to	to	PART
bracis-28375	137	13	predict	predict	VERB
bracis-28375	137	14	the	the	DET
bracis-28375	137	15	dense	dense	ADJ
bracis-28375	137	16	output	output	NOUN
bracis-28375	137	17	.	.	PUNCT
bracis-28375	138	1	the	the	DET
bracis-28375	138	2	success	success	NOUN
bracis-28375	138	3	of	of	ADP
bracis-28375	138	4	the	the	DET
bracis-28375	138	5	transformer	transformer	NOUN
bracis-28375	138	6	in	in	ADP
bracis-28375	138	7	nlp	nlp	NOUN
bracis-28375	138	8	has	have	AUX
bracis-28375	138	9	encouraged	encourage	VERB
bracis-28375	138	10	researchers	researcher	NOUN
bracis-28375	138	11	to	to	PART
bracis-28375	138	12	explore	explore	VERB
bracis-28375	138	13	its	its	PRON
bracis-28375	138	14	potential	potential	NOUN
bracis-28375	138	15	in	in	ADP
bracis-28375	138	16	other	other	ADJ
bracis-28375	138	17	areas	area	NOUN
bracis-28375	138	18	.	.	PUNCT
bracis-28375	139	1	consequently	consequently	ADV
bracis-28375	139	2	,	,	PUNCT
bracis-28375	139	3	similar	similar	ADJ
bracis-28375	139	4	models	model	NOUN
bracis-28375	139	5	have	have	AUX
bracis-28375	139	6	been	be	AUX
bracis-28375	139	7	developed	develop	VERB
bracis-28375	139	8	to	to	PART
bracis-28375	139	9	learn	learn	VERB
bracis-28375	139	10	useful	useful	ADJ
bracis-28375	139	11	image	image	NOUN
bracis-28375	139	12	representations	representation	NOUN
bracis-28375	139	13	using	use	VERB
bracis-28375	139	14	the	the	DET
bracis-28375	139	15	transformer	transformer	NOUN
bracis-28375	139	16	’s	’s	PART
bracis-28375	139	17	concept	concept	NOUN
bracis-28375	139	18	.	.	PUNCT
bracis-28375	140	1	the	the	DET
bracis-28375	140	2	vision	vision	PROPN
bracis-28375	140	3	transformer	transformer	NOUN
bracis-28375	140	4	(	(	PUNCT
bracis-28375	140	5	vit	vit	NOUN
bracis-28375	140	6	)	)	PUNCT
bracis-28375	140	7	 	 	SPACE
bracis-28375	140	8	(	(	PUNCT
bracis-28375	140	9	dosovitskiy	dosovitskiy	PROPN
bracis-28375	140	10	et	et	PROPN
bracis-28375	140	11	 	 	SPACE
bracis-28375	140	12	al	al	PROPN
bracis-28375	140	13	.	.	PROPN
bracis-28375	140	14	2020	2020	NUM
bracis-28375	140	15	)	)	PUNCT
bracis-28375	140	16	,	,	PUNCT
bracis-28375	140	17	for	for	ADP
bracis-28375	140	18	instance	instance	NOUN
bracis-28375	140	19	,	,	PUNCT
bracis-28375	140	20	has	have	AUX
bracis-28375	140	21	proven	prove	VERB
bracis-28375	140	22	to	to	PART
bracis-28375	140	23	be	be	AUX
bracis-28375	140	24	highly	highly	ADV
bracis-28375	140	25	effective	effective	ADJ
bracis-28375	140	26	in	in	ADP
bracis-28375	140	27	several	several	ADJ
bracis-28375	140	28	benchmarks	benchmark	NOUN
bracis-28375	140	29	,	,	PUNCT
bracis-28375	140	30	drawing	draw	VERB
bracis-28375	140	31	inspiration	inspiration	NOUN
bracis-28375	140	32	from	from	ADP
bracis-28375	140	33	the	the	DET
bracis-28375	140	34	self	self	NOUN
bracis-28375	140	35	-	-	PUNCT
bracis-28375	140	36	attention	attention	NOUN
bracis-28375	140	37	mechanism	mechanism	NOUN
bracis-28375	140	38	in	in	ADP
bracis-28375	140	39	nlp	nlp	NOUN
bracis-28375	140	40	,	,	PUNCT
bracis-28375	140	41	where	where	SCONJ
bracis-28375	140	42	word	word	NOUN
bracis-28375	140	43	embeddings	embedding	NOUN
bracis-28375	140	44	are	be	AUX
bracis-28375	140	45	substituted	substitute	VERB
bracis-28375	140	46	by	by	ADP
bracis-28375	140	47	patch	patch	ADJ
bracis-28375	140	48	embeddings	embedding	NOUN
bracis-28375	140	49	 	 	SPACE
bracis-28375	140	50	(	(	PUNCT
bracis-28375	140	51	fu	fu	NOUN
bracis-28375	140	52	2022	2022	NUM
bracis-28375	140	53	)	)	PUNCT
bracis-28375	140	54	.	.	PUNCT
bracis-28375	141	1	vit	vit	NOUN
bracis-28375	141	2	has	have	AUX
bracis-28375	141	3	paved	pave	VERB
bracis-28375	141	4	the	the	DET
bracis-28375	141	5	way	way	NOUN
bracis-28375	141	6	for	for	ADP
bracis-28375	141	7	the	the	DET
bracis-28375	141	8	development	development	NOUN
bracis-28375	141	9	of	of	ADP
bracis-28375	141	10	several	several	ADJ
bracis-28375	141	11	other	other	ADJ
bracis-28375	141	12	models	model	NOUN
bracis-28375	141	13	based	base	VERB
bracis-28375	141	14	on	on	ADP
bracis-28375	141	15	attention	attention	NOUN
bracis-28375	141	16	mechanisms	mechanism	NOUN
bracis-28375	141	17	,	,	PUNCT
bracis-28375	141	18	which	which	PRON
bracis-28375	141	19	have	have	AUX
bracis-28375	141	20	brought	bring	VERB
bracis-28375	141	21	about	about	ADP
bracis-28375	141	22	significant	significant	ADJ
bracis-28375	141	23	advances	advance	NOUN
bracis-28375	141	24	in	in	ADP
bracis-28375	141	25	various	various	ADJ
bracis-28375	141	26	fields	field	NOUN
bracis-28375	141	27	of	of	ADP
bracis-28375	141	28	computer	computer	NOUN
bracis-28375	141	29	vision	vision	NOUN
bracis-28375	141	30	.	.	PUNCT
bracis-28375	142	1	surveys	survey	NOUN
bracis-28375	142	2	conducted	conduct	VERB
bracis-28375	142	3	by	by	ADP
bracis-28375	142	4	 	 	SPACE
bracis-28375	142	5	guo	guo	PROPN
bracis-28375	142	6	et	et	PROPN
bracis-28375	142	7	 	 	SPACE
bracis-28375	142	8	al	al	PROPN
bracis-28375	142	9	.	.	PROPN
bracis-28375	142	10	(	(	PUNCT
bracis-28375	142	11	2022	2022	NUM
bracis-28375	142	12	)	)	PUNCT
bracis-28375	142	13	and	and	CCONJ
bracis-28375	142	14	 	 	SPACE
bracis-28375	142	15	han	han	PROPN
bracis-28375	142	16	et	et	PROPN
bracis-28375	142	17	 	 	SPACE
bracis-28375	142	18	al	al	PROPN
bracis-28375	142	19	.	.	PROPN
bracis-28375	142	20	(	(	PUNCT
bracis-28375	142	21	2022	2022	NUM
bracis-28375	142	22	)	)	PUNCT
bracis-28375	142	23	have	have	AUX
bracis-28375	142	24	shown	show	VERB
bracis-28375	142	25	that	that	SCONJ
bracis-28375	142	26	attention	attention	NOUN
bracis-28375	142	27	-	-	PUNCT
bracis-28375	142	28	based	base	VERB
bracis-28375	142	29	methods	method	NOUN
bracis-28375	142	30	have	have	AUX
bracis-28375	142	31	been	be	AUX
bracis-28375	142	32	beneficial	beneficial	ADJ
bracis-28375	142	33	for	for	ADP
bracis-28375	142	34	tasks	task	NOUN
bracis-28375	142	35	such	such	ADJ
bracis-28375	142	36	as	as	ADP
bracis-28375	142	37	image	image	NOUN
bracis-28375	142	38	classification	classification	NOUN
bracis-28375	142	39	,	,	PUNCT
bracis-28375	142	40	semantic	semantic	ADJ
bracis-28375	142	41	segmentation	segmentation	NOUN
bracis-28375	142	42	,	,	PUNCT
bracis-28375	142	43	face	face	NOUN
bracis-28375	142	44	recognition	recognition	NOUN
bracis-28375	142	45	,	,	PUNCT
bracis-28375	142	46	few	few	ADJ
bracis-28375	142	47	-	-	PUNCT
bracis-28375	142	48	shot	shot	NOUN
bracis-28375	142	49	learning	learning	NOUN
bracis-28375	142	50	,	,	PUNCT
bracis-28375	142	51	medical	medical	ADJ
bracis-28375	142	52	image	image	NOUN
bracis-28375	142	53	processing	processing	NOUN
bracis-28375	142	54	,	,	PUNCT
bracis-28375	142	55	image	image	NOUN
bracis-28375	142	56	resolution	resolution	NOUN
bracis-28375	142	57	,	,	PUNCT
bracis-28375	142	58	3d	3d	NUM
bracis-28375	142	59	vision	vision	NOUN
bracis-28375	142	60	,	,	PUNCT
bracis-28375	142	61	among	among	ADP
bracis-28375	142	62	others	other	NOUN
bracis-28375	142	63	.	.	PUNCT
bracis-28375	143	1	transunet	transunet	NOUN
bracis-28375	143	2	 	 	SPACE
bracis-28375	143	3	(	(	PUNCT
bracis-28375	143	4	chen	chen	PROPN
bracis-28375	143	5	et	et	PROPN
bracis-28375	143	6	 	 	SPACE
bracis-28375	143	7	al	al	PROPN
bracis-28375	143	8	.	.	PROPN
bracis-28375	143	9	2021	2021	NUM
bracis-28375	143	10	)	)	PUNCT
bracis-28375	143	11	is	be	AUX
bracis-28375	143	12	a	a	DET
bracis-28375	143	13	model	model	NOUN
bracis-28375	143	14	that	that	PRON
bracis-28375	143	15	harnesses	harness	VERB
bracis-28375	143	16	the	the	DET
bracis-28375	143	17	power	power	NOUN
bracis-28375	143	18	of	of	ADP
bracis-28375	143	19	transformers	transformer	NOUN
bracis-28375	143	20	for	for	ADP
bracis-28375	143	21	medical	medical	ADJ
bracis-28375	143	22	image	image	NOUN
bracis-28375	143	23	segmentation	segmentation	NOUN
bracis-28375	143	24	.	.	PUNCT
bracis-28375	144	1	by	by	ADP
bracis-28375	144	2	combining	combine	VERB
bracis-28375	144	3	cnn	cnn	PROPN
bracis-28375	144	4	architectures	architecture	NOUN
bracis-28375	144	5	,	,	PUNCT
bracis-28375	144	6	such	such	ADJ
bracis-28375	144	7	as	as	ADP
bracis-28375	144	8	u	u	NOUN
bracis-28375	144	9	-	-	NOUN
bracis-28375	144	10	net	net	NOUN
bracis-28375	144	11	,	,	PUNCT
bracis-28375	144	12	which	which	PRON
bracis-28375	144	13	can	can	AUX
bracis-28375	144	14	extract	extract	VERB
bracis-28375	144	15	low	low	ADJ
bracis-28375	144	16	-	-	PUNCT
bracis-28375	144	17	level	level	NOUN
bracis-28375	144	18	visual	visual	ADJ
bracis-28375	144	19	features	feature	NOUN
bracis-28375	144	20	to	to	PART
bracis-28375	144	21	preserve	preserve	VERB
bracis-28375	144	22	fine	fine	ADJ
bracis-28375	144	23	spatial	spatial	ADJ
bracis-28375	144	24	details	detail	NOUN
bracis-28375	144	25	,	,	PUNCT
bracis-28375	144	26	and	and	CCONJ
bracis-28375	144	27	transformers	transformer	NOUN
bracis-28375	144	28	,	,	PUNCT
bracis-28375	144	29	which	which	PRON
bracis-28375	144	30	excel	excel	VERB
bracis-28375	144	31	in	in	ADP
bracis-28375	144	32	modeling	model	VERB
bracis-28375	144	33	global	global	ADJ
bracis-28375	144	34	context	context	NOUN
bracis-28375	144	35	,	,	PUNCT
bracis-28375	144	36	transunet	transunet	NOUN
bracis-28375	144	37	creates	create	VERB
bracis-28375	144	38	a	a	DET
bracis-28375	144	39	powerful	powerful	ADJ
bracis-28375	144	40	hybrid	hybrid	ADJ
bracis-28375	144	41	architecture	architecture	NOUN
bracis-28375	144	42	for	for	ADP
bracis-28375	144	43	accurate	accurate	ADJ
bracis-28375	144	44	and	and	CCONJ
bracis-28375	144	45	efficient	efficient	ADJ
bracis-28375	144	46	medical	medical	ADJ
bracis-28375	144	47	image	image	NOUN
bracis-28375	144	48	segmentation	segmentation	NOUN
bracis-28375	144	49	.	.	PUNCT
bracis-28375	145	1	transunet	transunet	NOUN
bracis-28375	145	2	architecture	architecture	NOUN
bracis-28375	145	3	.	.	PUNCT
bracis-28375	146	1	transunet	transunet	NOUN
bracis-28375	146	2	combines	combine	VERB
bracis-28375	146	3	cnn	cnn	PROPN
bracis-28375	146	4	and	and	CCONJ
bracis-28375	146	5	transformer	transformer	NOUN
bracis-28375	146	6	architectures	architecture	NOUN
bracis-28375	146	7	to	to	PART
bracis-28375	146	8	leverage	leverage	VERB
bracis-28375	146	9	the	the	DET
bracis-28375	146	10	spatial	spatial	ADJ
bracis-28375	146	11	details	detail	NOUN
bracis-28375	146	12	of	of	ADP
bracis-28375	146	13	cnn	cnn	PROPN
bracis-28375	146	14	features	feature	NOUN
bracis-28375	146	15	and	and	CCONJ
bracis-28375	146	16	the	the	DET
bracis-28375	146	17	global	global	ADJ
bracis-28375	146	18	context	context	NOUN
bracis-28375	146	19	captured	capture	VERB
bracis-28375	146	20	by	by	ADP
bracis-28375	146	21	transformers	transformer	NOUN
bracis-28375	146	22	for	for	ADP
bracis-28375	146	23	medical	medical	ADJ
bracis-28375	146	24	image	image	NOUN
bracis-28375	146	25	segmentation	segmentation	NOUN
bracis-28375	146	26	.	.	PUNCT
bracis-28375	147	1	the	the	DET
bracis-28375	147	2	model	model	NOUN
bracis-28375	147	3	follows	follow	VERB
bracis-28375	147	4	a	a	DET
bracis-28375	147	5	u	u	NOUN
bracis-28375	147	6	-	-	NOUN
bracis-28375	147	7	shape	shape	NOUN
bracis-28375	147	8	design	design	NOUN
bracis-28375	147	9	,	,	PUNCT
bracis-28375	147	10	where	where	SCONJ
bracis-28375	147	11	transformers	transformer	NOUN
bracis-28375	147	12	establish	establish	VERB
bracis-28375	147	13	self	self	NOUN
bracis-28375	147	14	-	-	PUNCT
bracis-28375	147	15	attention	attention	NOUN
bracis-28375	147	16	mechanisms	mechanism	NOUN
bracis-28375	147	17	to	to	PART
bracis-28375	147	18	encode	encode	VERB
bracis-28375	147	19	the	the	DET
bracis-28375	147	20	features	feature	NOUN
bracis-28375	147	21	in	in	ADP
bracis-28375	147	22	a	a	DET
bracis-28375	147	23	sequence	sequence	NOUN
bracis-28375	147	24	-	-	PUNCT
bracis-28375	147	25	by	by	ADP
bracis-28375	147	26	-	-	PUNCT
bracis-28375	147	27	sequence	sequence	NOUN
bracis-28375	147	28	prediction	prediction	NOUN
bracis-28375	147	29	perspective	perspective	NOUN
bracis-28375	147	30	.	.	PUNCT
bracis-28375	148	1	the	the	DET
bracis-28375	148	2	resulting	result	VERB
bracis-28375	148	3	self	self	NOUN
bracis-28375	148	4	-	-	PUNCT
bracis-28375	148	5	attentive	attentive	ADJ
bracis-28375	148	6	feature	feature	NOUN
bracis-28375	148	7	is	be	AUX
bracis-28375	148	8	upsampled	upsample	VERB
bracis-28375	148	9	and	and	CCONJ
bracis-28375	148	10	combined	combine	VERB
bracis-28375	148	11	with	with	ADP
bracis-28375	148	12	high	high	ADJ
bracis-28375	148	13	-	-	PUNCT
bracis-28375	148	14	resolution	resolution	NOUN
bracis-28375	148	15	cnn	cnn	PROPN
bracis-28375	148	16	features	feature	VERB
bracis-28375	148	17	that	that	PRON
bracis-28375	148	18	were	be	AUX
bracis-28375	148	19	skipped	skip	VERB
bracis-28375	148	20	during	during	ADP
bracis-28375	148	21	encoding	encoding	NOUN
bracis-28375	148	22	,	,	PUNCT
bracis-28375	148	23	enabling	enable	VERB
bracis-28375	148	24	precise	precise	ADJ
bracis-28375	148	25	localization	localization	NOUN
bracis-28375	148	26	.	.	PUNCT
bracis-28375	149	1	transformer	transformer	NOUN
bracis-28375	149	2	is	be	AUX
bracis-28375	149	3	used	use	VERB
bracis-28375	149	4	as	as	ADP
bracis-28375	149	5	an	an	DET
bracis-28375	149	6	encoder	encoder	NOUN
bracis-28375	149	7	by	by	ADP
bracis-28375	149	8	transforming	transform	VERB
bracis-28375	149	9	the	the	DET
bracis-28375	149	10	input	input	NOUN
bracis-28375	149	11	image	image	NOUN
bracis-28375	149	12	into	into	ADP
bracis-28375	149	13	a	a	DET
bracis-28375	149	14	sequence	sequence	NOUN
bracis-28375	149	15	of	of	ADP
bracis-28375	149	16	flattened	flatten	VERB
bracis-28375	149	17	2d	2d	NUM
bracis-28375	149	18	patches	patch	NOUN
bracis-28375	149	19	through	through	ADP
bracis-28375	149	20	tokenization	tokenization	NOUN
bracis-28375	149	21	.	.	PUNCT
bracis-28375	150	1	to	to	PART
bracis-28375	150	2	achieve	achieve	VERB
bracis-28375	150	3	this	this	PRON
bracis-28375	150	4	,	,	PUNCT
bracis-28375	150	5	the	the	DET
bracis-28375	150	6	input	input	NOUN
bracis-28375	150	7	image	image	NOUN
bracis-28375	150	8	x	x	PUNCT
bracis-28375	150	9	is	be	AUX
bracis-28375	150	10	reshaped	reshape	VERB
bracis-28375	150	11	into	into	ADP
bracis-28375	150	12	n	n	ADP
bracis-28375	150	13	patches	patch	NOUN
bracis-28375	150	14	of	of	ADP
bracis-28375	150	15	size	size	NOUN
bracis-28375	150	16	\(p	\(p	PROPN
bracis-28375	150	17	\times	\times	ADP
bracis-28375	150	18	p\	p\	NOUN
bracis-28375	150	19	)	)	PUNCT
bracis-28375	150	20	,	,	PUNCT
bracis-28375	150	21	where	where	SCONJ
bracis-28375	150	22	n	n	PRON
bracis-28375	150	23	is	be	AUX
bracis-28375	150	24	determined	determine	VERB
bracis-28375	150	25	by	by	ADP
bracis-28375	150	26	the	the	DET
bracis-28375	150	27	image	image	NOUN
bracis-28375	150	28	’s	’s	PART
bracis-28375	150	29	height	height	NOUN
bracis-28375	150	30	and	and	CCONJ
bracis-28375	150	31	width	width	ADJ
bracis-28375	150	32	(	(	PUNCT
bracis-28375	150	33	h	h	NOUN
bracis-28375	150	34	and	and	CCONJ
bracis-28375	150	35	w	w	NOUN
bracis-28375	150	36	)	)	PUNCT
bracis-28375	150	37	and	and	CCONJ
bracis-28375	150	38	the	the	DET
bracis-28375	150	39	patch	patch	ADJ
bracis-28375	150	40	size	size	NOUN
bracis-28375	150	41	(	(	PUNCT
bracis-28375	150	42	p	p	NOUN
bracis-28375	150	43	)	)	PUNCT
bracis-28375	150	44	,	,	PUNCT
bracis-28375	150	45	such	such	ADJ
bracis-28375	150	46	that	that	SCONJ
bracis-28375	150	47	\(n=\frac{hw}{p^{2}}\	\(n=\frac{hw}{p^{2}}\	PROPN
bracis-28375	150	48	)	)	PUNCT
bracis-28375	150	49	.	.	PUNCT
bracis-28375	151	1	a	a	DET
bracis-28375	151	2	unique	unique	ADJ
bracis-28375	151	3	marker	marker	NOUN
bracis-28375	151	4	is	be	AUX
bracis-28375	151	5	assigned	assign	VERB
bracis-28375	151	6	to	to	ADP
bracis-28375	151	7	each	each	DET
bracis-28375	151	8	patch	patch	NOUN
bracis-28375	151	9	to	to	PART
bracis-28375	151	10	preserve	preserve	VERB
bracis-28375	151	11	its	its	PRON
bracis-28375	151	12	positional	positional	ADJ
bracis-28375	151	13	information	information	NOUN
bracis-28375	151	14	in	in	ADP
bracis-28375	151	15	the	the	DET
bracis-28375	151	16	sequence	sequence	NOUN
bracis-28375	151	17	,	,	PUNCT
bracis-28375	151	18	and	and	CCONJ
bracis-28375	151	19	the	the	DET
bracis-28375	151	20	resulting	result	VERB
bracis-28375	151	21	sequence	sequence	NOUN
bracis-28375	151	22	is	be	AUX
bracis-28375	151	23	fed	feed	VERB
bracis-28375	151	24	as	as	ADP
bracis-28375	151	25	input	input	NOUN
bracis-28375	151	26	to	to	ADP
bracis-28375	151	27	the	the	DET
bracis-28375	151	28	encoder	encoder	NOUN
bracis-28375	151	29	.	.	PUNCT
bracis-28375	152	1	to	to	PART
bracis-28375	152	2	recover	recover	VERB
bracis-28375	152	3	the	the	DET
bracis-28375	152	4	spatial	spatial	ADJ
bracis-28375	152	5	order	order	NOUN
bracis-28375	152	6	during	during	ADP
bracis-28375	152	7	upsampling	upsample	VERB
bracis-28375	152	8	,	,	PUNCT
bracis-28375	152	9	the	the	DET
bracis-28375	152	10	encoded	encode	VERB
bracis-28375	152	11	feature	feature	NOUN
bracis-28375	152	12	size	size	NOUN
bracis-28375	152	13	is	be	AUX
bracis-28375	152	14	reshaped	reshape	VERB
bracis-28375	152	15	from	from	ADP
bracis-28375	152	16	\(\frac{hw}{p^{2}}\	\(\frac{hw}{p^{2}}\	NOUN
bracis-28375	152	17	)	)	PUNCT
bracis-28375	152	18	to	to	ADP
bracis-28375	152	19	\(\frac{h}{p	\(\frac{h}{p	PROPN
bracis-28375	152	20	}	}	PUNCT
bracis-28375	152	21	\times	\times	ADP
bracis-28375	152	22	\frac{w}{p}\	\frac{w}{p}\	NUM
bracis-28375	152	23	)	)	PUNCT
bracis-28375	152	24	,	,	PUNCT
bracis-28375	152	25	while	while	SCONJ
bracis-28375	152	26	the	the	DET
bracis-28375	152	27	number	number	NOUN
bracis-28375	152	28	of	of	ADP
bracis-28375	152	29	channels	channel	NOUN
bracis-28375	152	30	is	be	AUX
bracis-28375	152	31	reduced	reduce	VERB
bracis-28375	152	32	to	to	ADP
bracis-28375	152	33	the	the	DET
bracis-28375	152	34	number	number	NOUN
bracis-28375	152	35	of	of	ADP
bracis-28375	152	36	classes	class	NOUN
bracis-28375	152	37	using	use	VERB
bracis-28375	152	38	1\(\times	1\(\times	PROPN
bracis-28375	152	39	\)1	\)1	ADP
bracis-28375	152	40	convolutions	convolution	NOUN
bracis-28375	152	41	.	.	PUNCT
bracis-28375	153	1	finally	finally	ADV
bracis-28375	153	2	,	,	PUNCT
bracis-28375	153	3	the	the	DET
bracis-28375	153	4	feature	feature	NOUN
bracis-28375	153	5	map	map	NOUN
bracis-28375	153	6	is	be	AUX
bracis-28375	153	7	bilinearly	bilinearly	ADV
bracis-28375	153	8	upsampled	upsample	VERB
bracis-28375	153	9	to	to	ADP
bracis-28375	153	10	the	the	DET
bracis-28375	153	11	full	full	ADJ
bracis-28375	153	12	resolution	resolution	NOUN
bracis-28375	153	13	of	of	ADP
bracis-28375	153	14	\(h	\(h	PROPN
bracis-28375	153	15	\times	\time	NOUN
bracis-28375	153	16	w\	w\	PROPN
bracis-28375	153	17	)	)	PUNCT
bracis-28375	153	18	to	to	PART
bracis-28375	153	19	generate	generate	VERB
bracis-28375	153	20	the	the	DET
bracis-28375	153	21	final	final	ADJ
bracis-28375	153	22	segmentation	segmentation	NOUN
bracis-28375	153	23	output	output	NOUN
bracis-28375	153	24	.	.	PUNCT
bracis-28375	154	1	to	to	PART
bracis-28375	154	2	address	address	VERB
bracis-28375	154	3	the	the	DET
bracis-28375	154	4	issue	issue	NOUN
bracis-28375	154	5	of	of	ADP
bracis-28375	154	6	partial	partial	ADJ
bracis-28375	154	7	information	information	NOUN
bracis-28375	154	8	loss	loss	NOUN
bracis-28375	154	9	resulting	result	VERB
bracis-28375	154	10	from	from	ADP
bracis-28375	154	11	using	use	VERB
bracis-28375	154	12	transformer	transformer	NOUN
bracis-28375	154	13	solely	solely	ADV
bracis-28375	154	14	as	as	ADP
bracis-28375	154	15	an	an	DET
bracis-28375	154	16	encoder	encoder	NOUN
bracis-28375	154	17	,	,	PUNCT
bracis-28375	154	18	transunet	transunet	PROPN
bracis-28375	154	19	utilizes	utilize	VERB
bracis-28375	154	20	a	a	DET
bracis-28375	154	21	hybrid	hybrid	ADJ
bracis-28375	154	22	cnn	cnn	PROPN
bracis-28375	154	23	-	-	PUNCT
bracis-28375	154	24	transformer	transformer	NOUN
bracis-28375	154	25	architecture	architecture	NOUN
bracis-28375	154	26	that	that	PRON
bracis-28375	154	27	first	first	ADJ
bracis-28375	154	28	leverages	leverage	VERB
bracis-28375	154	29	cnn	cnn	PROPN
bracis-28375	154	30	to	to	PART
bracis-28375	154	31	extract	extract	VERB
bracis-28375	154	32	features	feature	NOUN
bracis-28375	154	33	from	from	ADP
bracis-28375	154	34	the	the	DET
bracis-28375	154	35	input	input	NOUN
bracis-28375	154	36	,	,	PUNCT
bracis-28375	154	37	followed	follow	VERB
bracis-28375	154	38	by	by	ADP
bracis-28375	154	39	patch	patch	NOUN
bracis-28375	154	40	embedding	embed	VERB
bracis-28375	154	41	of	of	ADP
bracis-28375	154	42	1\(\times	1\(\times	NUM
bracis-28375	154	43	\)1	\)1	PROPN
bracis-28375	154	44	patches	patch	NOUN
bracis-28375	154	45	extracted	extract	VERB
bracis-28375	154	46	from	from	ADP
bracis-28375	154	47	the	the	DET
bracis-28375	154	48	cnn	cnn	PROPN
bracis-28375	154	49	feature	feature	NOUN
bracis-28375	154	50	map	map	NOUN
bracis-28375	154	51	instead	instead	ADV
bracis-28375	154	52	of	of	ADP
bracis-28375	154	53	the	the	DET
bracis-28375	154	54	raw	raw	ADJ
bracis-28375	154	55	images	image	NOUN
bracis-28375	154	56	.	.	PUNCT
bracis-28375	155	1	therefore	therefore	ADV
bracis-28375	155	2	,	,	PUNCT
bracis-28375	155	3	the	the	DET
bracis-28375	155	4	sequence	sequence	NOUN
bracis-28375	155	5	of	of	ADP
bracis-28375	155	6	hidden	hidden	ADJ
bracis-28375	155	7	features	feature	NOUN
bracis-28375	155	8	is	be	AUX
bracis-28375	155	9	reshaped	reshape	VERB
bracis-28375	155	10	to	to	PART
bracis-28375	155	11	achieve	achieve	VERB
bracis-28375	155	12	full	full	ADJ
bracis-28375	155	13	resolution	resolution	NOUN
bracis-28375	155	14	from	from	ADP
bracis-28375	155	15	\(\frac{h}{p	\(\frac{h}{p	PROPN
bracis-28375	155	16	}	}	PUNCT
bracis-28375	155	17	\times	\times	ADP
bracis-28375	155	18	\frac{w}{p}\	\frac{w}{p}\	NUM
bracis-28375	155	19	)	)	PUNCT
bracis-28375	155	20	to	to	PART
bracis-28375	155	21	\(h	\(h	VERB
bracis-28375	155	22	\times	\time	NOUN
bracis-28375	155	23	w\	w\	PROPN
bracis-28375	155	24	)	)	PUNCT
bracis-28375	155	25	by	by	ADP
bracis-28375	155	26	applying	apply	VERB
bracis-28375	155	27	multiple	multiple	ADJ
bracis-28375	155	28	cascades	cascade	NOUN
bracis-28375	155	29	of	of	ADP
bracis-28375	155	30	upsampling	upsample	VERB
bracis-28375	155	31	blocks	block	NOUN
bracis-28375	155	32	.	.	PUNCT
bracis-28375	156	1	each	each	DET
bracis-28375	156	2	block	block	NOUN
bracis-28375	156	3	includes	include	VERB
bracis-28375	156	4	a	a	DET
bracis-28375	156	5	2\(\times	2\(\times	NUM
bracis-28375	156	6	\	\	NOUN
bracis-28375	156	7	)	)	PUNCT
bracis-28375	156	8	upsampling	upsample	VERB
bracis-28375	156	9	operator	operator	NOUN
bracis-28375	156	10	,	,	PUNCT
bracis-28375	156	11	a	a	DET
bracis-28375	156	12	3\(\times	3\(\times	NUM
bracis-28375	156	13	\)3	\)3	PROPN
bracis-28375	156	14	convolution	convolution	NOUN
bracis-28375	156	15	layer	layer	NOUN
bracis-28375	156	16	,	,	PUNCT
bracis-28375	156	17	and	and	CCONJ
bracis-28375	156	18	a	a	DET
bracis-28375	156	19	relu	relu	NOUN
bracis-28375	156	20	layer	layer	NOUN
bracis-28375	156	21	in	in	ADP
bracis-28375	156	22	sequence	sequence	NOUN
bracis-28375	156	23	.	.	PUNCT
bracis-28375	157	1	this	this	PRON
bracis-28375	157	2	enables	enable	VERB
bracis-28375	157	3	the	the	DET
bracis-28375	157	4	aggregation	aggregation	NOUN
bracis-28375	157	5	of	of	ADP
bracis-28375	157	6	features	feature	NOUN
bracis-28375	157	7	at	at	ADP
bracis-28375	157	8	different	different	ADJ
bracis-28375	157	9	resolution	resolution	NOUN
bracis-28375	157	10	levels	level	NOUN
bracis-28375	157	11	through	through	ADP
bracis-28375	157	12	skip	skip	ADJ
bracis-28375	157	13	connections	connection	NOUN
bracis-28375	157	14	.	.	PUNCT
bracis-28375	158	1	4.3	4.3	NUM
bracis-28375	158	2	evaluation	evaluation	NOUN
bracis-28375	158	3	metrics	metric	NOUN
bracis-28375	158	4	as	as	SCONJ
bracis-28375	158	5	the	the	DET
bracis-28375	158	6	task	task	NOUN
bracis-28375	158	7	can	can	AUX
bracis-28375	158	8	be	be	AUX
bracis-28375	158	9	seen	see	VERB
bracis-28375	158	10	as	as	ADP
bracis-28375	158	11	a	a	DET
bracis-28375	158	12	semantic	semantic	ADJ
bracis-28375	158	13	segmentation	segmentation	NOUN
bracis-28375	158	14	task	task	NOUN
bracis-28375	158	15	,	,	PUNCT
bracis-28375	158	16	it	it	PRON
bracis-28375	158	17	is	be	AUX
bracis-28375	158	18	crucial	crucial	ADJ
bracis-28375	158	19	to	to	PART
bracis-28375	158	20	rigorously	rigorously	ADV
bracis-28375	158	21	evaluate	evaluate	VERB
bracis-28375	158	22	the	the	DET
bracis-28375	158	23	system	system	NOUN
bracis-28375	158	24	’s	’s	PART
bracis-28375	158	25	efficiency	efficiency	NOUN
bracis-28375	158	26	for	for	SCONJ
bracis-28375	158	27	it	it	PRON
bracis-28375	158	28	to	to	PART
bracis-28375	158	29	be	be	AUX
bracis-28375	158	30	useful	useful	ADJ
bracis-28375	158	31	and	and	CCONJ
bracis-28375	158	32	produce	produce	VERB
bracis-28375	158	33	effective	effective	ADJ
bracis-28375	158	34	contributions	contribution	NOUN
bracis-28375	158	35	.	.	PUNCT
bracis-28375	159	1	to	to	PART
bracis-28375	159	2	evaluate	evaluate	VERB
bracis-28375	159	3	the	the	DET
bracis-28375	159	4	effectiveness	effectiveness	NOUN
bracis-28375	159	5	of	of	ADP
bracis-28375	159	6	a	a	DET
bracis-28375	159	7	segmentation	segmentation	NOUN
bracis-28375	159	8	system	system	NOUN
bracis-28375	159	9	used	use	VERB
bracis-28375	159	10	for	for	ADP
bracis-28375	159	11	extracting	extract	VERB
bracis-28375	159	12	faults	fault	NOUN
bracis-28375	159	13	in	in	ADP
bracis-28375	159	14	images	image	NOUN
bracis-28375	159	15	using	use	VERB
bracis-28375	159	16	machine	machine	NOUN
bracis-28375	159	17	learning	learning	NOUN
bracis-28375	159	18	methods	method	NOUN
bracis-28375	159	19	,	,	PUNCT
bracis-28375	159	20	two	two	NUM
bracis-28375	159	21	essential	essential	ADJ
bracis-28375	159	22	metrics	metric	NOUN
bracis-28375	159	23	that	that	PRON
bracis-28375	159	24	assess	assess	VERB
bracis-28375	159	25	the	the	DET
bracis-28375	159	26	quality	quality	NOUN
bracis-28375	159	27	of	of	ADP
bracis-28375	159	28	segmentation	segmentation	NOUN
bracis-28375	159	29	were	be	AUX
bracis-28375	159	30	selected	select	VERB
bracis-28375	159	31	:	:	PUNCT
bracis-28375	159	32	jaccard	jaccard	PROPN
bracis-28375	159	33	index	index	PROPN
bracis-28375	159	34	:	:	PUNCT
bracis-28375	159	35	also	also	ADV
bracis-28375	159	36	known	know	VERB
bracis-28375	159	37	as	as	ADP
bracis-28375	159	38	the	the	DET
bracis-28375	159	39	intersection	intersection	NOUN
bracis-28375	159	40	over	over	ADP
bracis-28375	159	41	union	union	NOUN
bracis-28375	159	42	(	(	PUNCT
bracis-28375	159	43	iou	iou	PROPN
bracis-28375	159	44	)	)	PUNCT
bracis-28375	159	45	,	,	PUNCT
bracis-28375	159	46	it	it	PRON
bracis-28375	159	47	quantifies	quantify	VERB
bracis-28375	159	48	the	the	DET
bracis-28375	159	49	percentage	percentage	NOUN
bracis-28375	159	50	overlap	overlap	NOUN
bracis-28375	159	51	between	between	ADP
bracis-28375	159	52	the	the	DET
bracis-28375	159	53	mask	mask	NOUN
bracis-28375	159	54	input	input	NOUN
bracis-28375	159	55	(	(	PUNCT
bracis-28375	159	56	i.e.	i.e.	X
bracis-28375	159	57	,	,	PUNCT
bracis-28375	159	58	the	the	DET
bracis-28375	159	59	target	target	NOUN
bracis-28375	159	60	of	of	ADP
bracis-28375	159	61	the	the	DET
bracis-28375	159	62	segmentation	segmentation	NOUN
bracis-28375	159	63	)	)	PUNCT
bracis-28375	159	64	and	and	CCONJ
bracis-28375	159	65	the	the	DET
bracis-28375	159	66	predicted	predict	VERB
bracis-28375	159	67	output	output	NOUN
bracis-28375	159	68	.	.	PUNCT
bracis-28375	160	1	the	the	DET
bracis-28375	160	2	jaccard	jaccard	PROPN
bracis-28375	160	3	index	index	PROPN
bracis-28375	160	4	 	 	SPACE
bracis-28375	160	5	(	(	PUNCT
bracis-28375	160	6	shi	shi	PROPN
bracis-28375	160	7	et	et	PROPN
bracis-28375	160	8	 	 	SPACE
bracis-28375	160	9	al	al	PROPN
bracis-28375	160	10	.	.	PROPN
bracis-28375	160	11	2014	2014	NUM
bracis-28375	160	12	)	)	PUNCT
bracis-28375	160	13	is	be	AUX
bracis-28375	160	14	calculated	calculate	VERB
bracis-28375	160	15	as	as	ADP
bracis-28375	160	16	the	the	DET
bracis-28375	160	17	number	number	NOUN
bracis-28375	160	18	of	of	ADP
bracis-28375	160	19	pixels	pixel	NOUN
bracis-28375	160	20	that	that	PRON
bracis-28375	160	21	are	be	AUX
bracis-28375	160	22	common	common	ADJ
bracis-28375	160	23	between	between	ADP
bracis-28375	160	24	the	the	DET
bracis-28375	160	25	two	two	NUM
bracis-28375	160	26	images	image	NOUN
bracis-28375	160	27	\((a\cap	\((a\cap	NOUN
bracis-28375	160	28	b)\	b)\	NOUN
bracis-28375	160	29	)	)	PUNCT
bracis-28375	160	30	divided	divide	VERB
bracis-28375	160	31	by	by	ADP
bracis-28375	160	32	the	the	DET
bracis-28375	160	33	number	number	NOUN
bracis-28375	160	34	of	of	ADP
bracis-28375	160	35	pixels	pixel	NOUN
bracis-28375	160	36	resulting	result	VERB
bracis-28375	160	37	from	from	ADP
bracis-28375	160	38	the	the	DET
bracis-28375	160	39	union	union	NOUN
bracis-28375	160	40	of	of	ADP
bracis-28375	160	41	both	both	PRON
bracis-28375	160	42	\((a\cup	\((a\cup	X
bracis-28375	160	43	b)\	b)\	X
bracis-28375	160	44	)	)	PUNCT
bracis-28375	160	45	.	.	PUNCT
bracis-28375	161	1	dice	dice	PROPN
bracis-28375	161	2	coefficient	coefficient	NOUN
bracis-28375	161	3	:	:	PUNCT
bracis-28375	161	4	is	be	AUX
bracis-28375	161	5	a	a	DET
bracis-28375	161	6	measure	measure	NOUN
bracis-28375	161	7	frequently	frequently	ADV
bracis-28375	161	8	utilized	utilize	VERB
bracis-28375	161	9	in	in	ADP
bracis-28375	161	10	the	the	DET
bracis-28375	161	11	computer	computer	NOUN
bracis-28375	161	12	vision	vision	NOUN
bracis-28375	161	13	field	field	NOUN
bracis-28375	161	14	to	to	PART
bracis-28375	161	15	evaluate	evaluate	VERB
bracis-28375	161	16	the	the	DET
bracis-28375	161	17	similarity	similarity	NOUN
bracis-28375	161	18	between	between	ADP
bracis-28375	161	19	two	two	NUM
bracis-28375	161	20	images	image	NOUN
bracis-28375	161	21	 	 	SPACE
bracis-28375	161	22	(	(	PUNCT
bracis-28375	161	23	crum	crum	PROPN
bracis-28375	161	24	et	et	PROPN
bracis-28375	161	25	 	 	SPACE
bracis-28375	161	26	al	al	PROPN
bracis-28375	161	27	.	.	PROPN
bracis-28375	161	28	2006	2006	NUM
bracis-28375	161	29	)	)	PUNCT
bracis-28375	161	30	.	.	PUNCT
bracis-28375	162	1	it	it	PRON
bracis-28375	162	2	is	be	AUX
bracis-28375	162	3	similar	similar	ADJ
bracis-28375	162	4	to	to	ADP
bracis-28375	162	5	the	the	DET
bracis-28375	162	6	iou	iou	NOUN
bracis-28375	162	7	and	and	CCONJ
bracis-28375	162	8	computed	compute	VERB
bracis-28375	162	9	as	as	ADP
bracis-28375	162	10	twice	twice	DET
bracis-28375	162	11	the	the	DET
bracis-28375	162	12	overlap	overlap	NOUN
bracis-28375	162	13	area	area	NOUN
bracis-28375	162	14	divided	divide	VERB
bracis-28375	162	15	by	by	ADP
bracis-28375	162	16	the	the	DET
bracis-28375	162	17	total	total	ADJ
bracis-28375	162	18	number	number	NOUN
bracis-28375	162	19	of	of	ADP
bracis-28375	162	20	pixels	pixel	NOUN
bracis-28375	162	21	in	in	ADP
bracis-28375	162	22	both	both	DET
bracis-28375	162	23	images	image	NOUN
bracis-28375	162	24	.	.	PUNCT
bracis-28375	163	1	the	the	DET
bracis-28375	163	2	performance	performance	NOUN
bracis-28375	163	3	assessment	assessment	NOUN
bracis-28375	163	4	of	of	ADP
bracis-28375	163	5	the	the	DET
bracis-28375	163	6	employed	employ	VERB
bracis-28375	163	7	models	model	NOUN
bracis-28375	163	8	can	can	AUX
bracis-28375	163	9	also	also	ADV
bracis-28375	163	10	be	be	AUX
bracis-28375	163	11	examined	examine	VERB
bracis-28375	163	12	through	through	ADP
bracis-28375	163	13	a	a	DET
bracis-28375	163	14	pixel	pixel	ADJ
bracis-28375	163	15	-	-	ADJ
bracis-28375	163	16	wise	wise	ADJ
bracis-28375	163	17	classification	classification	NOUN
bracis-28375	163	18	approach	approach	NOUN
bracis-28375	163	19	.	.	PUNCT
bracis-28375	164	1	this	this	DET
bracis-28375	164	2	method	method	NOUN
bracis-28375	164	3	employs	employ	VERB
bracis-28375	164	4	metrics	metric	NOUN
bracis-28375	164	5	,	,	PUNCT
bracis-28375	164	6	including	include	VERB
bracis-28375	164	7	accuracy	accuracy	NOUN
bracis-28375	164	8	,	,	PUNCT
bracis-28375	164	9	recall	recall	NOUN
bracis-28375	164	10	,	,	PUNCT
bracis-28375	164	11	precision	precision	NOUN
bracis-28375	164	12	,	,	PUNCT
bracis-28375	164	13	and	and	CCONJ
bracis-28375	164	14	f1	f1	NOUN
bracis-28375	164	15	-	-	PUNCT
bracis-28375	164	16	score	score	NOUN
bracis-28375	164	17	,	,	PUNCT
bracis-28375	164	18	to	to	PART
bracis-28375	164	19	evaluate	evaluate	VERB
bracis-28375	164	20	the	the	DET
bracis-28375	164	21	prediction	prediction	NOUN
bracis-28375	164	22	performance	performance	NOUN
bracis-28375	164	23	of	of	ADP
bracis-28375	164	24	positive	positive	ADJ
bracis-28375	164	25	samples	sample	NOUN
bracis-28375	164	26	.	.	PUNCT
bracis-28375	165	1	the	the	DET
bracis-28375	165	2	matrix	matrix	NOUN
bracis-28375	165	3	presents	present	VERB
bracis-28375	165	4	the	the	DET
bracis-28375	165	5	predictions	prediction	NOUN
bracis-28375	165	6	made	make	VERB
bracis-28375	165	7	for	for	ADP
bracis-28375	165	8	each	each	DET
bracis-28375	165	9	class	class	NOUN
bracis-28375	165	10	and	and	CCONJ
bracis-28375	165	11	provides	provide	VERB
bracis-28375	165	12	a	a	DET
bracis-28375	165	13	representation	representation	NOUN
bracis-28375	165	14	to	to	PART
bracis-28375	165	15	measure	measure	VERB
bracis-28375	165	16	the	the	DET
bracis-28375	165	17	effectiveness	effectiveness	NOUN
bracis-28375	165	18	of	of	ADP
bracis-28375	165	19	the	the	DET
bracis-28375	165	20	classification	classification	NOUN
bracis-28375	165	21	model	model	NOUN
bracis-28375	165	22	.	.	PUNCT
bracis-28375	166	1	in	in	ADP
bracis-28375	166	2	the	the	DET
bracis-28375	166	3	case	case	NOUN
bracis-28375	166	4	of	of	ADP
bracis-28375	166	5	fault	fault	NOUN
bracis-28375	166	6	detection	detection	NOUN
bracis-28375	166	7	applications	application	NOUN
bracis-28375	166	8	,	,	PUNCT
bracis-28375	166	9	positive	positive	ADJ
bracis-28375	166	10	samples	sample	NOUN
bracis-28375	166	11	represent	represent	VERB
bracis-28375	166	12	faults	fault	NOUN
bracis-28375	166	13	and	and	CCONJ
bracis-28375	166	14	their	their	PRON
bracis-28375	166	15	locations	location	NOUN
bracis-28375	166	16	in	in	ADP
bracis-28375	166	17	a	a	DET
bracis-28375	166	18	seismic	seismic	ADJ
bracis-28375	166	19	volume	volume	NOUN
bracis-28375	166	20	 	 	SPACE
bracis-28375	166	21	(	(	PUNCT
bracis-28375	166	22	huang	huang	PROPN
bracis-28375	166	23	et	et	PROPN
bracis-28375	166	24	 	 	SPACE
bracis-28375	166	25	al	al	PROPN
bracis-28375	166	26	.	.	PROPN
bracis-28375	166	27	2017	2017	NUM
bracis-28375	166	28	)	)	PUNCT
bracis-28375	166	29	.	.	PUNCT
bracis-28375	167	1	5	5	NUM
bracis-28375	167	2	results	result	NOUN
bracis-28375	167	3	and	and	CCONJ
bracis-28375	167	4	 	 	SPACE
bracis-28375	167	5	discussions	discussion	NOUN
bracis-28375	167	6	the	the	DET
bracis-28375	167	7	presentation	presentation	NOUN
bracis-28375	167	8	and	and	CCONJ
bracis-28375	167	9	discussion	discussion	NOUN
bracis-28375	167	10	of	of	ADP
bracis-28375	167	11	the	the	DET
bracis-28375	167	12	results	result	NOUN
bracis-28375	167	13	obtained	obtain	VERB
bracis-28375	167	14	from	from	ADP
bracis-28375	167	15	the	the	DET
bracis-28375	167	16	trained	train	VERB
bracis-28375	167	17	models	model	NOUN
bracis-28375	167	18	,	,	PUNCT
bracis-28375	167	19	seismic	seismic	ADJ
bracis-28375	167	20	areas	area	NOUN
bracis-28375	167	21	reconstruction	reconstruction	NOUN
bracis-28375	167	22	,	,	PUNCT
bracis-28375	167	23	and	and	CCONJ
bracis-28375	167	24	performance	performance	NOUN
bracis-28375	167	25	metrics	metric	NOUN
bracis-28375	167	26	are	be	AUX
bracis-28375	167	27	presented	present	VERB
bracis-28375	167	28	using	use	VERB
bracis-28375	167	29	the	the	DET
bracis-28375	167	30	previously	previously	ADV
bracis-28375	167	31	described	describe	VERB
bracis-28375	167	32	model	model	NOUN
bracis-28375	167	33	.	.	PUNCT
bracis-28375	168	1	5.1	5.1	NUM
bracis-28375	168	2	experiments	experiment	NOUN
bracis-28375	168	3	to	to	PART
bracis-28375	168	4	assess	assess	VERB
bracis-28375	168	5	the	the	DET
bracis-28375	168	6	effectiveness	effectiveness	NOUN
bracis-28375	168	7	of	of	ADP
bracis-28375	168	8	applying	apply	VERB
bracis-28375	168	9	transformer	transformer	NOUN
bracis-28375	168	10	on	on	ADP
bracis-28375	168	11	seismic	seismic	ADJ
bracis-28375	168	12	data	datum	NOUN
bracis-28375	168	13	,	,	PUNCT
bracis-28375	168	14	we	we	PRON
bracis-28375	168	15	utilized	utilize	VERB
bracis-28375	168	16	the	the	DET
bracis-28375	168	17	transunet	transunet	NOUN
bracis-28375	168	18	model	model	NOUN
bracis-28375	168	19	on	on	ADP
bracis-28375	168	20	the	the	DET
bracis-28375	168	21	database	database	NOUN
bracis-28375	168	22	outlined	outline	VERB
bracis-28375	168	23	in	in	ADP
bracis-28375	168	24	sect	sect	NOUN
bracis-28375	168	25	.	.	PUNCT
bracis-28375	168	26	 	 	SPACE
bracis-28375	169	1	3	3	X
bracis-28375	169	2	.	.	PUNCT
bracis-28375	170	1	moreover	moreover	ADV
bracis-28375	170	2	,	,	PUNCT
bracis-28375	170	3	we	we	PRON
bracis-28375	170	4	employed	employ	VERB
bracis-28375	170	5	three	three	NUM
bracis-28375	170	6	additional	additional	ADJ
bracis-28375	170	7	models	model	NOUN
bracis-28375	170	8	that	that	PRON
bracis-28375	170	9	employ	employ	VERB
bracis-28375	170	10	the	the	DET
bracis-28375	170	11	convolutional	convolutional	ADJ
bracis-28375	170	12	neural	neural	ADJ
bracis-28375	170	13	network	network	NOUN
bracis-28375	170	14	approach	approach	NOUN
bracis-28375	170	15	to	to	PART
bracis-28375	170	16	compare	compare	VERB
bracis-28375	170	17	the	the	DET
bracis-28375	170	18	attained	attain	VERB
bracis-28375	170	19	results	result	NOUN
bracis-28375	170	20	.	.	PUNCT
bracis-28375	171	1	the	the	DET
bracis-28375	171	2	architectures	architecture	NOUN
bracis-28375	171	3	used	use	VERB
bracis-28375	171	4	were	be	AUX
bracis-28375	171	5	parameterized	parameterized	ADJ
bracis-28375	171	6	with	with	ADP
bracis-28375	171	7	identical	identical	ADJ
bracis-28375	171	8	settings	setting	NOUN
bracis-28375	171	9	for	for	ADP
bracis-28375	171	10	the	the	DET
bracis-28375	171	11	loss	loss	NOUN
bracis-28375	171	12	function	function	NOUN
bracis-28375	171	13	,	,	PUNCT
bracis-28375	171	14	learning	learn	VERB
bracis-28375	171	15	rate	rate	NOUN
bracis-28375	171	16	,	,	PUNCT
bracis-28375	171	17	and	and	CCONJ
bracis-28375	171	18	number	number	NOUN
bracis-28375	171	19	of	of	ADP
bracis-28375	171	20	epochs	epoch	NOUN
bracis-28375	171	21	to	to	PART
bracis-28375	171	22	enable	enable	VERB
bracis-28375	171	23	comparison	comparison	NOUN
bracis-28375	171	24	of	of	ADP
bracis-28375	171	25	outcomes	outcome	NOUN
bracis-28375	171	26	with	with	ADP
bracis-28375	171	27	the	the	DET
bracis-28375	171	28	same	same	ADJ
bracis-28375	171	29	initialization	initialization	NOUN
bracis-28375	171	30	.	.	PUNCT
bracis-28375	172	1	an	an	DET
bracis-28375	172	2	empirical	empirical	ADJ
bracis-28375	172	3	value	value	NOUN
bracis-28375	172	4	of	of	ADP
bracis-28375	172	5	\(1e-4\	\(1e-4\	NOUN
bracis-28375	172	6	)	)	PUNCT
bracis-28375	172	7	was	be	AUX
bracis-28375	172	8	chosen	choose	VERB
bracis-28375	172	9	for	for	ADP
bracis-28375	172	10	the	the	DET
bracis-28375	172	11	learning	learning	NOUN
bracis-28375	172	12	rate	rate	NOUN
bracis-28375	172	13	based	base	VERB
bracis-28375	172	14	on	on	ADP
bracis-28375	172	15	previous	previous	ADJ
bracis-28375	172	16	evaluations	evaluation	NOUN
bracis-28375	172	17	of	of	ADP
bracis-28375	172	18	different	different	ADJ
bracis-28375	172	19	values	value	NOUN
bracis-28375	172	20	.	.	PUNCT
bracis-28375	173	1	for	for	ADP
bracis-28375	173	2	the	the	DET
bracis-28375	173	3	loss	loss	NOUN
bracis-28375	173	4	function	function	NOUN
bracis-28375	173	5	,	,	PUNCT
bracis-28375	173	6	binary	binary	PROPN
bracis-28375	173	7	cross	cross	NOUN
bracis-28375	173	8	-	-	ADJ
bracis-28375	173	9	entropy	entropy	NOUN
bracis-28375	173	10	was	be	AUX
bracis-28375	173	11	chosen	choose	VERB
bracis-28375	173	12	as	as	SCONJ
bracis-28375	173	13	it	it	PRON
bracis-28375	173	14	is	be	AUX
bracis-28375	173	15	commonly	commonly	ADV
bracis-28375	173	16	used	use	VERB
bracis-28375	173	17	for	for	ADP
bracis-28375	173	18	classification	classification	NOUN
bracis-28375	173	19	purposes	purpose	NOUN
bracis-28375	173	20	and	and	CCONJ
bracis-28375	173	21	semantic	semantic	ADJ
bracis-28375	173	22	segmentation	segmentation	NOUN
bracis-28375	173	23	is	be	AUX
bracis-28375	173	24	a	a	DET
bracis-28375	173	25	pixel	pixel	ADJ
bracis-28375	173	26	-	-	PUNCT
bracis-28375	173	27	level	level	NOUN
bracis-28375	173	28	classification	classification	NOUN
bracis-28375	173	29	task	task	NOUN
bracis-28375	173	30	.	.	PUNCT
bracis-28375	174	1	the	the	DET
bracis-28375	174	2	number	number	NOUN
bracis-28375	174	3	of	of	ADP
bracis-28375	174	4	epochs	epoch	NOUN
bracis-28375	174	5	was	be	AUX
bracis-28375	174	6	set	set	VERB
bracis-28375	174	7	to	to	ADP
bracis-28375	174	8	100	100	NUM
bracis-28375	174	9	for	for	ADP
bracis-28375	174	10	all	all	DET
bracis-28375	174	11	models	model	NOUN
bracis-28375	174	12	,	,	PUNCT
bracis-28375	174	13	except	except	SCONJ
bracis-28375	174	14	for	for	ADP
bracis-28375	174	15	transunet	transunet	NOUN
bracis-28375	174	16	where	where	SCONJ
bracis-28375	174	17	the	the	DET
bracis-28375	174	18	batch	batch	NOUN
bracis-28375	174	19	size	size	NOUN
bracis-28375	174	20	was	be	AUX
bracis-28375	174	21	reduced	reduce	VERB
bracis-28375	174	22	to	to	ADP
bracis-28375	174	23	16	16	NUM
bracis-28375	174	24	due	due	ADP
bracis-28375	174	25	to	to	ADP
bracis-28375	174	26	its	its	PRON
bracis-28375	174	27	higher	high	ADJ
bracis-28375	174	28	memory	memory	NOUN
bracis-28375	174	29	complexity	complexity	NOUN
bracis-28375	174	30	compared	compare	VERB
bracis-28375	174	31	to	to	ADP
bracis-28375	174	32	the	the	DET
bracis-28375	174	33	other	other	ADJ
bracis-28375	174	34	networks	network	NOUN
bracis-28375	174	35	.	.	PUNCT
bracis-28375	175	1	the	the	DET
bracis-28375	175	2	results	result	NOUN
bracis-28375	175	3	obtained	obtain	VERB
bracis-28375	175	4	from	from	ADP
bracis-28375	175	5	the	the	DET
bracis-28375	175	6	execution	execution	NOUN
bracis-28375	175	7	of	of	ADP
bracis-28375	175	8	all	all	DET
bracis-28375	175	9	methods	method	NOUN
bracis-28375	175	10	are	be	AUX
bracis-28375	175	11	presented	present	VERB
bracis-28375	175	12	in	in	ADP
bracis-28375	175	13	table	table	NOUN
bracis-28375	175	14	 	 	SPACE
bracis-28375	175	15	1	1	NUM
bracis-28375	175	16	,	,	PUNCT
bracis-28375	175	17	where	where	SCONJ
bracis-28375	175	18	it	it	PRON
bracis-28375	175	19	can	can	AUX
bracis-28375	175	20	be	be	AUX
bracis-28375	175	21	observed	observe	VERB
bracis-28375	175	22	that	that	SCONJ
bracis-28375	175	23	the	the	DET
bracis-28375	175	24	transunet	transunet	NOUN
bracis-28375	175	25	network	network	NOUN
bracis-28375	175	26	surpasses	surpass	VERB
bracis-28375	175	27	the	the	DET
bracis-28375	175	28	other	other	ADJ
bracis-28375	175	29	architectures	architecture	NOUN
bracis-28375	175	30	(	(	PUNCT
bracis-28375	175	31	u	u	NOUN
bracis-28375	175	32	-	-	NOUN
bracis-28375	175	33	net	net	ADJ
bracis-28375	175	34	,	,	PUNCT
bracis-28375	175	35	u	u	NOUN
bracis-28375	175	36	-	-	NOUN
bracis-28375	175	37	net++	net++	ADJ
bracis-28375	175	38	,	,	PUNCT
bracis-28375	175	39	and	and	CCONJ
bracis-28375	175	40	segnet	segnet	NOUN
bracis-28375	175	41	)	)	PUNCT
bracis-28375	175	42	by	by	ADP
bracis-28375	175	43	2.35	2.35	NUM
bracis-28375	175	44	%	%	NOUN
bracis-28375	175	45	,	,	PUNCT
bracis-28375	175	46	4.93	4.93	NUM
bracis-28375	175	47	%	%	NOUN
bracis-28375	175	48	,	,	PUNCT
bracis-28375	175	49	and	and	CCONJ
bracis-28375	175	50	5.03	5.03	NUM
bracis-28375	175	51	%	%	NOUN
bracis-28375	175	52	,	,	PUNCT
bracis-28375	175	53	respectively	respectively	ADV
bracis-28375	175	54	,	,	PUNCT
bracis-28375	175	55	achieving	achieve	VERB
bracis-28375	175	56	an	an	DET
bracis-28375	175	57	overall	overall	ADJ
bracis-28375	175	58	dice	dice	NOUN
bracis-28375	175	59	score	score	NOUN
bracis-28375	175	60	of	of	ADP
bracis-28375	175	61	88.34	88.34	NUM
bracis-28375	175	62	%	%	NOUN
bracis-28375	175	63	.	.	PUNCT
bracis-28375	176	1	considering	consider	VERB
bracis-28375	176	2	the	the	DET
bracis-28375	176	3	iou	iou	PROPN
bracis-28375	176	4	metric	metric	NOUN
bracis-28375	176	5	,	,	PUNCT
bracis-28375	176	6	this	this	DET
bracis-28375	176	7	difference	difference	NOUN
bracis-28375	176	8	increases	increase	VERB
bracis-28375	176	9	to	to	ADP
bracis-28375	176	10	4.86	4.86	NUM
bracis-28375	176	11	%	%	NOUN
bracis-28375	176	12	,	,	PUNCT
bracis-28375	176	13	6.73	6.73	NUM
bracis-28375	176	14	%	%	NOUN
bracis-28375	176	15	,	,	PUNCT
bracis-28375	176	16	and	and	CCONJ
bracis-28375	176	17	7.23	7.23	NUM
bracis-28375	176	18	%	%	NOUN
bracis-28375	176	19	,	,	PUNCT
bracis-28375	176	20	with	with	ADP
bracis-28375	176	21	transunet	transunet	NOUN
bracis-28375	176	22	obtaining	obtain	VERB
bracis-28375	176	23	a	a	DET
bracis-28375	176	24	value	value	NOUN
bracis-28375	176	25	of	of	ADP
bracis-28375	176	26	84.34	84.34	NUM
bracis-28375	176	27	%	%	NOUN
bracis-28375	176	28	.	.	PUNCT
bracis-28375	177	1	it	it	PRON
bracis-28375	177	2	is	be	AUX
bracis-28375	177	3	worth	worth	ADJ
bracis-28375	177	4	noting	note	VERB
bracis-28375	177	5	that	that	SCONJ
bracis-28375	177	6	the	the	DET
bracis-28375	177	7	difference	difference	NOUN
bracis-28375	177	8	between	between	ADP
bracis-28375	177	9	the	the	DET
bracis-28375	177	10	values	value	NOUN
bracis-28375	177	11	obtained	obtain	VERB
bracis-28375	177	12	by	by	ADP
bracis-28375	177	13	these	these	DET
bracis-28375	177	14	two	two	NUM
bracis-28375	177	15	metrics	metric	NOUN
bracis-28375	177	16	is	be	AUX
bracis-28375	177	17	mainly	mainly	ADV
bracis-28375	177	18	due	due	ADJ
bracis-28375	177	19	to	to	ADP
bracis-28375	177	20	the	the	DET
bracis-28375	177	21	high	high	ADJ
bracis-28375	177	22	penalty	penalty	NOUN
bracis-28375	177	23	imposed	impose	VERB
bracis-28375	177	24	by	by	ADP
bracis-28375	177	25	the	the	DET
bracis-28375	177	26	iou	iou	NOUN
bracis-28375	177	27	in	in	ADP
bracis-28375	177	28	cases	case	NOUN
bracis-28375	177	29	where	where	SCONJ
bracis-28375	177	30	the	the	DET
bracis-28375	177	31	classification	classification	NOUN
bracis-28375	177	32	results	result	NOUN
bracis-28375	177	33	are	be	AUX
bracis-28375	177	34	poor	poor	ADJ
bracis-28375	177	35	.	.	PUNCT
bracis-28375	178	1	the	the	DET
bracis-28375	178	2	evaluation	evaluation	NOUN
bracis-28375	178	3	of	of	ADP
bracis-28375	178	4	the	the	DET
bracis-28375	178	5	other	other	ADJ
bracis-28375	178	6	metrics	metric	NOUN
bracis-28375	178	7	confirms	confirm	VERB
bracis-28375	178	8	the	the	DET
bracis-28375	178	9	superior	superior	ADJ
bracis-28375	178	10	performance	performance	NOUN
bracis-28375	178	11	of	of	ADP
bracis-28375	178	12	the	the	DET
bracis-28375	178	13	transunet	transunet	NOUN
bracis-28375	178	14	network	network	NOUN
bracis-28375	178	15	.	.	PUNCT
bracis-28375	179	1	table	table	NOUN
bracis-28375	179	2	1	1	NUM
bracis-28375	179	3	.	.	PUNCT
bracis-28375	180	1	quantitative	quantitative	ADJ
bracis-28375	180	2	comparison	comparison	NOUN
bracis-28375	180	3	of	of	ADP
bracis-28375	180	4	the	the	DET
bracis-28375	180	5	segmentation	segmentation	NOUN
bracis-28375	180	6	performance	performance	NOUN
bracis-28375	180	7	in	in	ADP
bracis-28375	180	8	fault	fault	NOUN
bracis-28375	180	9	detection	detection	NOUN
bracis-28375	180	10	task.full	task.full	NOUN
bracis-28375	180	11	size	size	NOUN
bracis-28375	180	12	table	table	NOUN
bracis-28375	180	13	the	the	DET
bracis-28375	180	14	comparisons	comparison	NOUN
bracis-28375	180	15	between	between	ADP
bracis-28375	180	16	the	the	DET
bracis-28375	180	17	predictions	prediction	NOUN
bracis-28375	180	18	made	make	VERB
bracis-28375	180	19	by	by	ADP
bracis-28375	180	20	the	the	DET
bracis-28375	180	21	previously	previously	ADV
bracis-28375	180	22	presented	present	VERB
bracis-28375	180	23	models	model	NOUN
bracis-28375	180	24	are	be	AUX
bracis-28375	180	25	illustrated	illustrate	VERB
bracis-28375	180	26	in	in	ADP
bracis-28375	180	27	fig	fig	NOUN
bracis-28375	180	28	.	.	PUNCT
bracis-28375	180	29	 	 	SPACE
bracis-28375	181	1	6	6	NUM
bracis-28375	181	2	.	.	PUNCT
bracis-28375	182	1	the	the	DET
bracis-28375	182	2	results	result	NOUN
bracis-28375	182	3	indicate	indicate	VERB
bracis-28375	182	4	that	that	SCONJ
bracis-28375	182	5	u	u	NOUN
bracis-28375	182	6	-	-	NOUN
bracis-28375	182	7	net	net	ADJ
bracis-28375	182	8	and	and	CCONJ
bracis-28375	182	9	transunet	transunet	NOUN
bracis-28375	182	10	produced	produce	VERB
bracis-28375	182	11	images	image	NOUN
bracis-28375	182	12	that	that	PRON
bracis-28375	182	13	are	be	AUX
bracis-28375	182	14	more	more	ADV
bracis-28375	182	15	similar	similar	ADJ
bracis-28375	182	16	to	to	ADP
bracis-28375	182	17	the	the	DET
bracis-28375	182	18	target	target	NOUN
bracis-28375	182	19	,	,	PUNCT
bracis-28375	182	20	while	while	SCONJ
bracis-28375	182	21	segnet	segnet	NOUN
bracis-28375	182	22	and	and	CCONJ
bracis-28375	182	23	u	u	NOUN
bracis-28375	182	24	-	-	NOUN
bracis-28375	182	25	net++	net++	PROPN
bracis-28375	182	26	exhibit	exhibit	VERB
bracis-28375	182	27	a	a	DET
bracis-28375	182	28	considerable	considerable	ADJ
bracis-28375	182	29	amount	amount	NOUN
bracis-28375	182	30	of	of	ADP
bracis-28375	182	31	noise	noise	NOUN
bracis-28375	182	32	in	in	ADP
bracis-28375	182	33	their	their	PRON
bracis-28375	182	34	outputs	output	NOUN
bracis-28375	182	35	.	.	PUNCT
bracis-28375	183	1	when	when	SCONJ
bracis-28375	183	2	comparing	compare	VERB
bracis-28375	183	3	u	u	NOUN
bracis-28375	183	4	-	-	NOUN
bracis-28375	183	5	net	net	ADJ
bracis-28375	183	6	and	and	CCONJ
bracis-28375	183	7	transunet	transunet	NOUN
bracis-28375	183	8	,	,	PUNCT
bracis-28375	183	9	a	a	DET
bracis-28375	183	10	slightly	slightly	ADV
bracis-28375	183	11	more	more	ADV
bracis-28375	183	12	accurate	accurate	ADJ
bracis-28375	183	13	border	border	NOUN
bracis-28375	183	14	delimitation	delimitation	NOUN
bracis-28375	183	15	can	can	AUX
bracis-28375	183	16	be	be	AUX
bracis-28375	183	17	observed	observe	VERB
bracis-28375	183	18	in	in	ADP
bracis-28375	183	19	u	u	NOUN
bracis-28375	183	20	-	-	NOUN
bracis-28375	183	21	net	net	NOUN
bracis-28375	183	22	.	.	PUNCT
bracis-28375	184	1	this	this	PRON
bracis-28375	184	2	may	may	AUX
bracis-28375	184	3	be	be	AUX
bracis-28375	184	4	due	due	ADJ
bracis-28375	184	5	to	to	ADP
bracis-28375	184	6	the	the	DET
bracis-28375	184	7	greater	great	ADJ
bracis-28375	184	8	abstraction	abstraction	NOUN
bracis-28375	184	9	of	of	ADP
bracis-28375	184	10	global	global	ADJ
bracis-28375	184	11	context	context	NOUN
bracis-28375	184	12	extraction	extraction	NOUN
bracis-28375	184	13	in	in	ADP
bracis-28375	184	14	the	the	DET
bracis-28375	184	15	initial	initial	ADJ
bracis-28375	184	16	layers	layer	NOUN
bracis-28375	184	17	of	of	ADP
bracis-28375	184	18	transunet	transunet	PROPN
bracis-28375	184	19	.	.	PUNCT
bracis-28375	185	1	fig	fig	NOUN
bracis-28375	185	2	.	.	PUNCT
bracis-28375	186	1	6	6	X
bracis-28375	186	2	.	.	X
bracis-28375	186	3	qualitative	qualitative	ADJ
bracis-28375	186	4	comparison	comparison	NOUN
bracis-28375	186	5	of	of	ADP
bracis-28375	186	6	different	different	ADJ
bracis-28375	186	7	models	model	NOUN
bracis-28375	186	8	applied	apply	VERB
bracis-28375	186	9	to	to	ADP
bracis-28375	186	10	seismic	seismic	ADJ
bracis-28375	186	11	segmentation	segmentation	NOUN
bracis-28375	186	12	.	.	PUNCT
bracis-28375	187	1	full	full	ADJ
bracis-28375	187	2	size	size	NOUN
bracis-28375	187	3	image	image	NOUN
bracis-28375	187	4	in	in	ADP
bracis-28375	187	5	order	order	NOUN
bracis-28375	187	6	to	to	PART
bracis-28375	187	7	conduct	conduct	VERB
bracis-28375	187	8	a	a	DET
bracis-28375	187	9	more	more	ADV
bracis-28375	187	10	comprehensive	comprehensive	ADJ
bracis-28375	187	11	analysis	analysis	NOUN
bracis-28375	187	12	of	of	ADP
bracis-28375	187	13	the	the	DET
bracis-28375	187	14	performance	performance	NOUN
bracis-28375	187	15	of	of	ADP
bracis-28375	187	16	the	the	DET
bracis-28375	187	17	two	two	NUM
bracis-28375	187	18	networks	network	NOUN
bracis-28375	187	19	,	,	PUNCT
bracis-28375	187	20	we	we	PRON
bracis-28375	187	21	reconstructed	reconstruct	VERB
bracis-28375	187	22	the	the	DET
bracis-28375	187	23	slices	slice	NOUN
bracis-28375	187	24	that	that	PRON
bracis-28375	187	25	were	be	AUX
bracis-28375	187	26	formed	form	VERB
bracis-28375	187	27	by	by	ADP
bracis-28375	187	28	each	each	DET
bracis-28375	187	29	predicted	predict	VERB
bracis-28375	187	30	sub	sub	NOUN
bracis-28375	187	31	-	-	NOUN
bracis-28375	187	32	image	image	NOUN
bracis-28375	187	33	.	.	PUNCT
bracis-28375	188	1	this	this	DET
bracis-28375	188	2	reconstruction	reconstruction	NOUN
bracis-28375	188	3	was	be	AUX
bracis-28375	188	4	made	make	VERB
bracis-28375	188	5	possible	possible	ADJ
bracis-28375	188	6	by	by	ADP
bracis-28375	188	7	the	the	DET
bracis-28375	188	8	fact	fact	NOUN
bracis-28375	188	9	that	that	SCONJ
bracis-28375	188	10	each	each	DET
bracis-28375	188	11	input	input	NOUN
bracis-28375	188	12	image	image	NOUN
bracis-28375	188	13	to	to	ADP
bracis-28375	188	14	the	the	DET
bracis-28375	188	15	network	network	NOUN
bracis-28375	188	16	has	have	AUX
bracis-28375	188	17	a	a	DET
bracis-28375	188	18	corresponding	corresponding	ADJ
bracis-28375	188	19	nomenclature	nomenclature	NOUN
bracis-28375	188	20	that	that	PRON
bracis-28375	188	21	corresponds	correspond	VERB
bracis-28375	188	22	to	to	ADP
bracis-28375	188	23	the	the	DET
bracis-28375	188	24	seismic	seismic	ADJ
bracis-28375	188	25	inline	inline	NOUN
bracis-28375	188	26	and	and	CCONJ
bracis-28375	188	27	its	its	PRON
bracis-28375	188	28	cut	cut	NOUN
bracis-28375	188	29	order	order	NOUN
bracis-28375	188	30	.	.	PUNCT
bracis-28375	189	1	consequently	consequently	ADV
bracis-28375	189	2	,	,	PUNCT
bracis-28375	189	3	the	the	DET
bracis-28375	189	4	training	training	NOUN
bracis-28375	189	5	images	image	NOUN
bracis-28375	189	6	were	be	AUX
bracis-28375	189	7	predicted	predict	VERB
bracis-28375	189	8	in	in	ADP
bracis-28375	189	9	sequential	sequential	ADJ
bracis-28375	189	10	order	order	NOUN
bracis-28375	189	11	and	and	CCONJ
bracis-28375	189	12	their	their	PRON
bracis-28375	189	13	results	result	NOUN
bracis-28375	189	14	were	be	AUX
bracis-28375	189	15	concatenated	concatenate	VERB
bracis-28375	189	16	,	,	PUNCT
bracis-28375	189	17	as	as	SCONJ
bracis-28375	189	18	illustrated	illustrate	VERB
bracis-28375	189	19	in	in	ADP
bracis-28375	189	20	an	an	DET
bracis-28375	189	21	example	example	NOUN
bracis-28375	189	22	shown	show	VERB
bracis-28375	189	23	in	in	ADP
bracis-28375	189	24	fig	fig	NOUN
bracis-28375	189	25	.	.	PUNCT
bracis-28375	189	26	 	 	SPACE
bracis-28375	190	1	7	7	NUM
bracis-28375	190	2	.	.	X
bracis-28375	190	3	fig	fig	NOUN
bracis-28375	190	4	.	.	PUNCT
bracis-28375	191	1	7	7	X
bracis-28375	191	2	.	.	X
bracis-28375	191	3	image	image	NOUN
bracis-28375	191	4	prediction	prediction	NOUN
bracis-28375	191	5	and	and	CCONJ
bracis-28375	191	6	concatenation	concatenation	NOUN
bracis-28375	191	7	process	process	NOUN
bracis-28375	191	8	.	.	PUNCT
bracis-28375	192	1	full	full	ADJ
bracis-28375	192	2	size	size	NOUN
bracis-28375	192	3	image	image	NOUN
bracis-28375	192	4	by	by	ADP
bracis-28375	192	5	applying	apply	VERB
bracis-28375	192	6	this	this	DET
bracis-28375	192	7	approach	approach	NOUN
bracis-28375	192	8	,	,	PUNCT
bracis-28375	192	9	we	we	PRON
bracis-28375	192	10	can	can	AUX
bracis-28375	192	11	reconstruct	reconstruct	VERB
bracis-28375	192	12	the	the	DET
bracis-28375	192	13	entire	entire	ADJ
bracis-28375	192	14	seismic	seismic	ADJ
bracis-28375	192	15	volume	volume	NOUN
bracis-28375	192	16	and	and	CCONJ
bracis-28375	192	17	examine	examine	VERB
bracis-28375	192	18	the	the	DET
bracis-28375	192	19	output	output	NOUN
bracis-28375	192	20	of	of	ADP
bracis-28375	192	21	the	the	DET
bracis-28375	192	22	two	two	NUM
bracis-28375	192	23	models	model	NOUN
bracis-28375	192	24	.	.	PUNCT
bracis-28375	193	1	figure	figure	NOUN
bracis-28375	193	2	 	 	SPACE
bracis-28375	193	3	8	8	NUM
bracis-28375	193	4	presents	present	VERB
bracis-28375	193	5	a	a	DET
bracis-28375	193	6	comparison	comparison	NOUN
bracis-28375	193	7	of	of	ADP
bracis-28375	193	8	the	the	DET
bracis-28375	193	9	predictions	prediction	NOUN
bracis-28375	193	10	made	make	VERB
bracis-28375	193	11	for	for	ADP
bracis-28375	193	12	two	two	NUM
bracis-28375	193	13	different	different	ADJ
bracis-28375	193	14	slices	slice	NOUN
bracis-28375	193	15	,	,	PUNCT
bracis-28375	193	16	indicating	indicate	VERB
bracis-28375	193	17	that	that	SCONJ
bracis-28375	193	18	both	both	DET
bracis-28375	193	19	models	model	NOUN
bracis-28375	193	20	were	be	AUX
bracis-28375	193	21	able	able	ADJ
bracis-28375	193	22	to	to	PART
bracis-28375	193	23	detect	detect	VERB
bracis-28375	193	24	the	the	DET
bracis-28375	193	25	structures	structure	NOUN
bracis-28375	193	26	highlighted	highlight	VERB
bracis-28375	193	27	in	in	ADP
bracis-28375	193	28	the	the	DET
bracis-28375	193	29	target	target	NOUN
bracis-28375	193	30	,	,	PUNCT
bracis-28375	193	31	as	as	ADV
bracis-28375	193	32	well	well	ADV
bracis-28375	193	33	as	as	ADP
bracis-28375	193	34	some	some	DET
bracis-28375	193	35	smaller	small	ADJ
bracis-28375	193	36	regions	region	NOUN
bracis-28375	193	37	,	,	PUNCT
bracis-28375	193	38	with	with	ADP
bracis-28375	193	39	transunet	transunet	NOUN
bracis-28375	193	40	providing	provide	VERB
bracis-28375	193	41	a	a	DET
bracis-28375	193	42	more	more	ADV
bracis-28375	193	43	significant	significant	ADJ
bracis-28375	193	44	representation	representation	NOUN
bracis-28375	193	45	of	of	ADP
bracis-28375	193	46	them	they	PRON
bracis-28375	193	47	.	.	PUNCT
bracis-28375	194	1	fig	fig	NOUN
bracis-28375	194	2	.	.	PUNCT
bracis-28375	195	1	8	8	NUM
bracis-28375	195	2	.	.	X
bracis-28375	195	3	comparison	comparison	NOUN
bracis-28375	195	4	between	between	ADP
bracis-28375	195	5	u	u	NOUN
bracis-28375	195	6	-	-	NOUN
bracis-28375	195	7	net	net	ADJ
bracis-28375	195	8	and	and	CCONJ
bracis-28375	195	9	transunet	transunet	NOUN
bracis-28375	195	10	predictions	prediction	NOUN
bracis-28375	195	11	.	.	PUNCT
bracis-28375	196	1	full	full	ADJ
bracis-28375	196	2	size	size	NOUN
bracis-28375	196	3	image	image	NOUN
bracis-28375	196	4	upon	upon	SCONJ
bracis-28375	196	5	analyzing	analyze	VERB
bracis-28375	196	6	the	the	DET
bracis-28375	196	7	overall	overall	ADJ
bracis-28375	196	8	result	result	NOUN
bracis-28375	196	9	by	by	ADP
bracis-28375	196	10	visualizing	visualize	VERB
bracis-28375	196	11	the	the	DET
bracis-28375	196	12	seismic	seismic	ADJ
bracis-28375	196	13	cube	cube	NOUN
bracis-28375	196	14	prediction	prediction	NOUN
bracis-28375	196	15	,	,	PUNCT
bracis-28375	196	16	as	as	SCONJ
bracis-28375	196	17	presented	present	VERB
bracis-28375	196	18	in	in	ADP
bracis-28375	196	19	fig	fig	NOUN
bracis-28375	196	20	.	.	PUNCT
bracis-28375	196	21	 	 	SPACE
bracis-28375	197	1	9	9	NUM
bracis-28375	197	2	,	,	PUNCT
bracis-28375	197	3	it	it	PRON
bracis-28375	197	4	is	be	AUX
bracis-28375	197	5	evident	evident	ADJ
bracis-28375	197	6	that	that	SCONJ
bracis-28375	197	7	both	both	DET
bracis-28375	197	8	models	model	NOUN
bracis-28375	197	9	were	be	AUX
bracis-28375	197	10	able	able	ADJ
bracis-28375	197	11	to	to	PART
bracis-28375	197	12	identify	identify	VERB
bracis-28375	197	13	most	most	ADJ
bracis-28375	197	14	of	of	ADP
bracis-28375	197	15	the	the	DET
bracis-28375	197	16	structures	structure	NOUN
bracis-28375	197	17	present	present	ADJ
bracis-28375	197	18	in	in	ADP
bracis-28375	197	19	the	the	DET
bracis-28375	197	20	target	target	NOUN
bracis-28375	197	21	.	.	PUNCT
bracis-28375	198	1	however	however	ADV
bracis-28375	198	2	,	,	PUNCT
bracis-28375	198	3	some	some	DET
bracis-28375	198	4	additional	additional	ADJ
bracis-28375	198	5	small	small	ADJ
bracis-28375	198	6	regions	region	NOUN
bracis-28375	198	7	were	be	AUX
bracis-28375	198	8	also	also	ADV
bracis-28375	198	9	detected	detect	VERB
bracis-28375	198	10	,	,	PUNCT
bracis-28375	198	11	which	which	PRON
bracis-28375	198	12	require	require	VERB
bracis-28375	198	13	detailed	detailed	ADJ
bracis-28375	198	14	analysis	analysis	NOUN
bracis-28375	198	15	when	when	SCONJ
bracis-28375	198	16	viewed	view	VERB
bracis-28375	198	17	in	in	ADP
bracis-28375	198	18	two	two	NUM
bracis-28375	198	19	dimensions	dimension	NOUN
bracis-28375	198	20	,	,	PUNCT
bracis-28375	198	21	as	as	SCONJ
bracis-28375	198	22	depicted	depict	VERB
bracis-28375	198	23	in	in	ADP
bracis-28375	198	24	fig	fig	NOUN
bracis-28375	198	25	.	.	PUNCT
bracis-28375	198	26	 	 	SPACE
bracis-28375	199	1	10	10	NUM
bracis-28375	199	2	.	.	PUNCT
bracis-28375	200	1	the	the	DET
bracis-28375	200	2	transunet	transunet	PROPN
bracis-28375	200	3	prediction	prediction	NOUN
bracis-28375	200	4	achieved	achieve	VERB
bracis-28375	200	5	slightly	slightly	ADV
bracis-28375	200	6	better	well	ADJ
bracis-28375	200	7	results	result	NOUN
bracis-28375	200	8	,	,	PUNCT
bracis-28375	200	9	with	with	ADP
bracis-28375	200	10	more	more	ADV
bracis-28375	200	11	indicated	indicate	VERB
bracis-28375	200	12	faults	fault	NOUN
bracis-28375	200	13	and	and	CCONJ
bracis-28375	200	14	greater	great	ADJ
bracis-28375	200	15	vertical	vertical	ADJ
bracis-28375	200	16	continuity	continuity	NOUN
bracis-28375	200	17	of	of	ADP
bracis-28375	200	18	faults	fault	NOUN
bracis-28375	200	19	outside	outside	ADP
bracis-28375	200	20	the	the	DET
bracis-28375	200	21	regions	region	NOUN
bracis-28375	200	22	present	present	ADJ
bracis-28375	200	23	in	in	ADP
bracis-28375	200	24	the	the	DET
bracis-28375	200	25	target	target	NOUN
bracis-28375	200	26	binary	binary	NOUN
bracis-28375	200	27	cube	cube	NOUN
bracis-28375	200	28	.	.	PUNCT
bracis-28375	201	1	nevertheless	nevertheless	ADV
bracis-28375	201	2	,	,	PUNCT
bracis-28375	201	3	the	the	DET
bracis-28375	201	4	overall	overall	ADJ
bracis-28375	201	5	difference	difference	NOUN
bracis-28375	201	6	between	between	ADP
bracis-28375	201	7	the	the	DET
bracis-28375	201	8	two	two	NUM
bracis-28375	201	9	methods	method	NOUN
bracis-28375	201	10	was	be	AUX
bracis-28375	201	11	minimal	minimal	ADJ
bracis-28375	201	12	.	.	PUNCT
bracis-28375	202	1	fig	fig	NOUN
bracis-28375	202	2	.	.	PUNCT
bracis-28375	203	1	9	9	X
bracis-28375	203	2	.	.	X
bracis-28375	203	3	comparison	comparison	NOUN
bracis-28375	203	4	between	between	ADP
bracis-28375	203	5	u	u	NOUN
bracis-28375	203	6	-	-	NOUN
bracis-28375	203	7	net	net	ADJ
bracis-28375	203	8	and	and	CCONJ
bracis-28375	203	9	transunet	transunet	NOUN
bracis-28375	203	10	prediction	prediction	NOUN
bracis-28375	203	11	in	in	ADP
bracis-28375	203	12	full	full	ADJ
bracis-28375	203	13	3d	3d	NUM
bracis-28375	203	14	field	field	NOUN
bracis-28375	203	15	.	.	PUNCT
bracis-28375	204	1	full	full	ADJ
bracis-28375	204	2	size	size	NOUN
bracis-28375	204	3	image	image	NOUN
bracis-28375	204	4	fig	fig	NOUN
bracis-28375	204	5	.	.	PUNCT
bracis-28375	205	1	10	10	NUM
bracis-28375	205	2	.	.	PUNCT
bracis-28375	206	1	analysis	analysis	NOUN
bracis-28375	206	2	of	of	ADP
bracis-28375	206	3	predicted	predict	VERB
bracis-28375	206	4	failures	failure	NOUN
bracis-28375	206	5	in	in	ADP
bracis-28375	206	6	two	two	NUM
bracis-28375	206	7	different	different	ADJ
bracis-28375	206	8	regions	region	NOUN
bracis-28375	206	9	,	,	PUNCT
bracis-28375	206	10	a	a	PRON
bracis-28375	206	11	and	and	CCONJ
bracis-28375	206	12	b.	b.	PROPN
bracis-28375	206	13	full	full	ADJ
bracis-28375	206	14	size	size	NOUN
bracis-28375	206	15	image	image	NOUN
bracis-28375	206	16	6	6	NUM
bracis-28375	206	17	conclusions	conclusion	NOUN
bracis-28375	206	18	this	this	DET
bracis-28375	206	19	work	work	NOUN
bracis-28375	206	20	investigated	investigate	VERB
bracis-28375	206	21	the	the	DET
bracis-28375	206	22	use	use	NOUN
bracis-28375	206	23	of	of	ADP
bracis-28375	206	24	a	a	DET
bracis-28375	206	25	hybrid	hybrid	ADJ
bracis-28375	206	26	model	model	NOUN
bracis-28375	206	27	,	,	PUNCT
bracis-28375	206	28	transunet	transunet	PROPN
bracis-28375	206	29	,	,	PUNCT
bracis-28375	206	30	which	which	PRON
bracis-28375	206	31	combines	combine	VERB
bracis-28375	206	32	the	the	DET
bracis-28375	206	33	strengths	strength	NOUN
bracis-28375	206	34	of	of	ADP
bracis-28375	206	35	convolutional	convolutional	ADJ
bracis-28375	206	36	networks	network	NOUN
bracis-28375	206	37	and	and	CCONJ
bracis-28375	206	38	transformer	transformer	NOUN
bracis-28375	206	39	’s	’s	PART
bracis-28375	206	40	content	content	NOUN
bracis-28375	206	41	abstraction	abstraction	NOUN
bracis-28375	206	42	in	in	ADP
bracis-28375	206	43	the	the	DET
bracis-28375	206	44	geological	geological	ADJ
bracis-28375	206	45	context	context	NOUN
bracis-28375	206	46	.	.	PUNCT
bracis-28375	207	1	the	the	DET
bracis-28375	207	2	results	result	NOUN
bracis-28375	207	3	demonstrate	demonstrate	VERB
bracis-28375	207	4	the	the	DET
bracis-28375	207	5	effectiveness	effectiveness	NOUN
bracis-28375	207	6	of	of	ADP
bracis-28375	207	7	this	this	DET
bracis-28375	207	8	approach	approach	NOUN
bracis-28375	207	9	in	in	ADP
bracis-28375	207	10	segmenting	segment	VERB
bracis-28375	207	11	seismic	seismic	ADJ
bracis-28375	207	12	images	image	NOUN
bracis-28375	207	13	from	from	ADP
bracis-28375	207	14	a	a	DET
bracis-28375	207	15	heterogeneous	heterogeneous	ADJ
bracis-28375	207	16	environment	environment	NOUN
bracis-28375	207	17	,	,	PUNCT
bracis-28375	207	18	such	such	ADJ
bracis-28375	207	19	as	as	ADP
bracis-28375	207	20	the	the	DET
bracis-28375	207	21	pre	pre	ADJ
bracis-28375	207	22	-	-	ADJ
bracis-28375	207	23	salt	salt	ADJ
bracis-28375	207	24	layer	layer	NOUN
bracis-28375	207	25	,	,	PUNCT
bracis-28375	207	26	indicating	indicate	VERB
bracis-28375	207	27	potential	potential	ADJ
bracis-28375	207	28	applications	application	NOUN
bracis-28375	207	29	of	of	ADP
bracis-28375	207	30	this	this	DET
bracis-28375	207	31	architecture	architecture	NOUN
bracis-28375	207	32	in	in	ADP
bracis-28375	207	33	various	various	ADJ
bracis-28375	207	34	configurations	configuration	NOUN
bracis-28375	207	35	for	for	ADP
bracis-28375	207	36	identifying	identify	VERB
bracis-28375	207	37	and	and	CCONJ
bracis-28375	207	38	extracting	extract	VERB
bracis-28375	207	39	geological	geological	ADJ
bracis-28375	207	40	structures	structure	NOUN
bracis-28375	207	41	in	in	ADP
bracis-28375	207	42	the	the	DET
bracis-28375	207	43	field	field	NOUN
bracis-28375	207	44	of	of	ADP
bracis-28375	207	45	seismic	seismic	ADJ
bracis-28375	207	46	imaging	imaging	NOUN
bracis-28375	207	47	.	.	PUNCT
bracis-28375	208	1	the	the	DET
bracis-28375	208	2	effectiveness	effectiveness	NOUN
bracis-28375	208	3	of	of	ADP
bracis-28375	208	4	transunet	transunet	NOUN
bracis-28375	208	5	in	in	ADP
bracis-28375	208	6	fault	fault	NOUN
bracis-28375	208	7	identification	identification	NOUN
bracis-28375	208	8	on	on	ADP
bracis-28375	208	9	seismic	seismic	ADJ
bracis-28375	208	10	data	datum	NOUN
bracis-28375	208	11	was	be	AUX
bracis-28375	208	12	demonstrated	demonstrate	VERB
bracis-28375	208	13	by	by	ADP
bracis-28375	208	14	comparing	compare	VERB
bracis-28375	208	15	it	it	PRON
bracis-28375	208	16	to	to	ADP
bracis-28375	208	17	conventional	conventional	ADJ
bracis-28375	208	18	state	state	NOUN
bracis-28375	208	19	-	-	PUNCT
bracis-28375	208	20	of	of	ADP
bracis-28375	208	21	-	-	PUNCT
bracis-28375	208	22	the	the	DET
bracis-28375	208	23	-	-	PUNCT
bracis-28375	208	24	art	art	NOUN
bracis-28375	208	25	methods	method	NOUN
bracis-28375	208	26	.	.	PUNCT
bracis-28375	209	1	this	this	DET
bracis-28375	209	2	study	study	NOUN
bracis-28375	209	3	concludes	conclude	VERB
bracis-28375	209	4	that	that	SCONJ
bracis-28375	209	5	the	the	DET
bracis-28375	209	6	incorporation	incorporation	NOUN
bracis-28375	209	7	of	of	ADP
bracis-28375	209	8	transformer	transformer	NOUN
bracis-28375	209	9	in	in	ADP
bracis-28375	209	10	this	this	DET
bracis-28375	209	11	context	context	NOUN
bracis-28375	209	12	has	have	VERB
bracis-28375	209	13	the	the	DET
bracis-28375	209	14	potential	potential	NOUN
bracis-28375	209	15	to	to	PART
bracis-28375	209	16	extract	extract	VERB
bracis-28375	209	17	valuable	valuable	ADJ
bracis-28375	209	18	information	information	NOUN
bracis-28375	209	19	from	from	ADP
bracis-28375	209	20	seismic	seismic	ADJ
bracis-28375	209	21	databases	database	NOUN
bracis-28375	209	22	.	.	PUNCT
bracis-28375	210	1	the	the	DET
bracis-28375	210	2	evaluation	evaluation	NOUN
bracis-28375	210	3	included	include	VERB
bracis-28375	210	4	both	both	PRON
bracis-28375	210	5	qualitative	qualitative	ADJ
bracis-28375	210	6	and	and	CCONJ
bracis-28375	210	7	quantitative	quantitative	ADJ
bracis-28375	210	8	approaches	approach	NOUN
bracis-28375	210	9	,	,	PUNCT
bracis-28375	210	10	suggesting	suggest	VERB
bracis-28375	210	11	that	that	SCONJ
bracis-28375	210	12	this	this	DET
bracis-28375	210	13	new	new	ADJ
bracis-28375	210	14	type	type	NOUN
bracis-28375	210	15	of	of	ADP
bracis-28375	210	16	architecture	architecture	NOUN
bracis-28375	210	17	could	could	AUX
bracis-28375	210	18	serve	serve	VERB
bracis-28375	210	19	as	as	ADP
bracis-28375	210	20	a	a	DET
bracis-28375	210	21	benchmark	benchmark	NOUN
bracis-28375	210	22	for	for	ADP
bracis-28375	210	23	other	other	ADJ
bracis-28375	210	24	databases	database	NOUN
bracis-28375	210	25	considering	consider	VERB
bracis-28375	210	26	the	the	DET
bracis-28375	210	27	use	use	NOUN
bracis-28375	210	28	of	of	ADP
bracis-28375	210	29	transunet	transunet	NOUN
bracis-28375	210	30	in	in	ADP
bracis-28375	210	31	the	the	DET
bracis-28375	210	32	field	field	NOUN
bracis-28375	210	33	of	of	ADP
bracis-28375	210	34	visual	visual	ADJ
bracis-28375	210	35	computing	computing	NOUN
bracis-28375	210	36	.	.	PUNCT
bracis-28375	211	1	references	reference	NOUN
bracis-28375	211	2	albawi	albawi	PROPN
bracis-28375	211	3	,	,	PUNCT
bracis-28375	211	4	s.	s.	PROPN
bracis-28375	211	5	,	,	PUNCT
bracis-28375	211	6	mohammed	mohammed	PROPN
bracis-28375	211	7	,	,	PUNCT
bracis-28375	211	8	t.a	t.a	PROPN
bracis-28375	211	9	.	.	PROPN
bracis-28375	211	10	,	,	PUNCT
bracis-28375	211	11	al	al	PROPN
bracis-28375	211	12	-	-	PUNCT
bracis-28375	211	13	zawi	zawi	PROPN
bracis-28375	211	14	,	,	PUNCT
bracis-28375	211	15	s.	s.	PROPN
bracis-28375	211	16	:	:	PUNCT
bracis-28375	212	1	understanding	understanding	NOUN
bracis-28375	212	2	of	of	ADP
bracis-28375	212	3	a	a	DET
bracis-28375	212	4	convolutional	convolutional	ADJ
bracis-28375	212	5	neural	neural	ADJ
bracis-28375	212	6	network	network	NOUN
bracis-28375	212	7	.	.	PUNCT
bracis-28375	213	1	in	in	ADP
bracis-28375	213	2	:	:	PUNCT
bracis-28375	213	3	international	international	ADJ
bracis-28375	213	4	conference	conference	NOUN
bracis-28375	213	5	on	on	ADP
bracis-28375	213	6	engineering	engineering	NOUN
bracis-28375	213	7	and	and	CCONJ
bracis-28375	213	8	technology	technology	NOUN
bracis-28375	213	9	,	,	PUNCT
bracis-28375	213	10	pp	pp	ADV
bracis-28375	213	11	.	.	PUNCT
bracis-28375	214	1	1–6	1–6	X
bracis-28375	214	2	.	.	X
bracis-28375	215	1	ieee	ieee	NOUN
bracis-28375	215	2	(	(	PUNCT
bracis-28375	215	3	2017	2017	NUM
bracis-28375	215	4	)	)	PUNCT
bracis-28375	215	5	google	google	PROPN
bracis-28375	215	6	scholar	scholar	NOUN
bracis-28375	215	7	  	  	SPACE
bracis-28375	215	8	alsadi	alsadi	NOUN
bracis-28375	215	9	,	,	PUNCT
bracis-28375	215	10	h.n	h.n	PROPN
bracis-28375	215	11	.	.	PROPN
bracis-28375	215	12	:	:	PUNCT
bracis-28375	215	13	seismic	seismic	ADJ
bracis-28375	215	14	hydrocarbon	hydrocarbon	NOUN
bracis-28375	215	15	exploration	exploration	NOUN
bracis-28375	215	16	.	.	PUNCT
bracis-28375	216	1	in	in	ADP
bracis-28375	216	2	:	:	PUNCT
bracis-28375	216	3	2d	2d	NUM
bracis-28375	216	4	and	and	CCONJ
bracis-28375	216	5	3d	3d	NUM
bracis-28375	216	6	techniques	technique	NOUN
bracis-28375	216	7	,	,	PUNCT
bracis-28375	216	8	seismic	seismic	ADJ
bracis-28375	216	9	waves	wave	NOUN
bracis-28375	216	10	.	.	PUNCT
bracis-28375	217	1	springer	springer	NOUN
bracis-28375	217	2	(	(	PUNCT
bracis-28375	217	3	2017	2017	NUM
bracis-28375	217	4	)	)	PUNCT
bracis-28375	217	5	google	google	NOUN
bracis-28375	217	6	scholar	scholar	NOUN
bracis-28375	217	7	  	  	SPACE
bracis-28375	217	8	an	an	PROPN
bracis-28375	217	9	,	,	PUNCT
bracis-28375	217	10	y.	y.	PROPN
bracis-28375	217	11	,	,	PUNCT
bracis-28375	217	12	guo	guo	PROPN
bracis-28375	217	13	,	,	PUNCT
bracis-28375	217	14	j.	j.	PROPN
bracis-28375	217	15	,	,	PUNCT
bracis-28375	217	16	ye	ye	PROPN
bracis-28375	217	17	,	,	PUNCT
bracis-28375	217	18	q.	q.	PROPN
bracis-28375	217	19	,	,	PUNCT
bracis-28375	217	20	childs	childs	PROPN
bracis-28375	217	21	,	,	PUNCT
bracis-28375	217	22	c.	c.	PROPN
bracis-28375	217	23	,	,	PUNCT
bracis-28375	217	24	walsh	walsh	PROPN
bracis-28375	217	25	,	,	PUNCT
bracis-28375	217	26	j.	j.	PROPN
bracis-28375	217	27	,	,	PUNCT
bracis-28375	217	28	dong	dong	PROPN
bracis-28375	217	29	,	,	PUNCT
bracis-28375	217	30	r.	r.	PROPN
bracis-28375	217	31	:	:	PUNCT
bracis-28375	217	32	deep	deep	ADJ
bracis-28375	217	33	convolutional	convolutional	ADJ
bracis-28375	217	34	neural	neural	ADJ
bracis-28375	217	35	network	network	NOUN
bracis-28375	217	36	for	for	ADP
bracis-28375	217	37	automatic	automatic	ADJ
bracis-28375	217	38	fault	fault	NOUN
bracis-28375	217	39	recognition	recognition	NOUN
bracis-28375	217	40	from	from	ADP
bracis-28375	217	41	3d	3d	NUM
bracis-28375	217	42	seismic	seismic	ADJ
bracis-28375	217	43	datasets	dataset	NOUN
bracis-28375	217	44	.	.	PUNCT
bracis-28375	218	1	comput	comput	NOUN
bracis-28375	218	2	.	.	PUNCT
bracis-28375	219	1	geosci	geosci	PROPN
bracis-28375	219	2	.	.	PUNCT
bracis-28375	220	1	153	153	NUM
bracis-28375	220	2	,	,	PUNCT
bracis-28375	220	3	104776	104776	NUM
bracis-28375	220	4	(	(	PUNCT
bracis-28375	220	5	2021	2021	NUM
bracis-28375	220	6	)	)	PUNCT
bracis-28375	220	7	article	article	NOUN
bracis-28375	220	8	  	  	SPACE
bracis-28375	220	9	google	google	PROPN
bracis-28375	220	10	scholar	scholar	NOUN
bracis-28375	220	11	  	  	SPACE
bracis-28375	220	12	badrinarayanan	badrinarayanan	NOUN
bracis-28375	220	13	,	,	PUNCT
bracis-28375	220	14	v.	v.	PROPN
bracis-28375	220	15	,	,	PUNCT
bracis-28375	220	16	kendall	kendall	PROPN
bracis-28375	220	17	,	,	PUNCT
bracis-28375	220	18	a.	a.	PROPN
bracis-28375	220	19	,	,	PUNCT
bracis-28375	220	20	cipolla	cipolla	PROPN
bracis-28375	220	21	,	,	PUNCT
bracis-28375	220	22	r.	r.	PROPN
bracis-28375	220	23	:	:	PUNCT
bracis-28375	220	24	segnet	segnet	PROPN
bracis-28375	220	25	:	:	PUNCT
bracis-28375	220	26	a	a	DET
bracis-28375	220	27	deep	deep	ADJ
bracis-28375	220	28	convolutional	convolutional	ADJ
bracis-28375	220	29	encoder	encoder	NOUN
bracis-28375	220	30	-	-	PUNCT
bracis-28375	220	31	decoder	decoder	NOUN
bracis-28375	220	32	architecture	architecture	NOUN
bracis-28375	220	33	for	for	ADP
bracis-28375	220	34	image	image	NOUN
bracis-28375	220	35	segmentation	segmentation	NOUN
bracis-28375	220	36	.	.	PUNCT
bracis-28375	221	1	ieee	ieee	PROPN
bracis-28375	221	2	trans	trans	PROPN
bracis-28375	221	3	.	.	PUNCT
bracis-28375	221	4	pattern	pattern	PROPN
bracis-28375	221	5	anal	anal	PROPN
bracis-28375	221	6	.	.	PUNCT
bracis-28375	222	1	mach	mach	PROPN
bracis-28375	222	2	.	.	PUNCT
bracis-28375	223	1	intell	intell	PROPN
bracis-28375	223	2	.	.	PUNCT
bracis-28375	224	1	39(12	39(12	NUM
bracis-28375	224	2	)	)	PUNCT
bracis-28375	224	3	,	,	PUNCT
bracis-28375	224	4	2481–2495	2481–2495	NUM
bracis-28375	224	5	(	(	PUNCT
bracis-28375	224	6	2017	2017	NUM
bracis-28375	224	7	)	)	PUNCT
bracis-28375	224	8	article	article	NOUN
bracis-28375	224	9	  	  	SPACE
bracis-28375	224	10	google	google	PROPN
bracis-28375	224	11	scholar	scholar	NOUN
bracis-28375	224	12	  	  	SPACE
bracis-28375	224	13	bi	bi	NOUN
bracis-28375	224	14	,	,	PUNCT
bracis-28375	224	15	j.	j.	PROPN
bracis-28375	224	16	,	,	PUNCT
bracis-28375	224	17	zhu	zhu	PROPN
bracis-28375	224	18	,	,	PUNCT
bracis-28375	224	19	z.	z.	PROPN
bracis-28375	224	20	,	,	PUNCT
bracis-28375	224	21	meng	meng	PROPN
bracis-28375	224	22	,	,	PUNCT
bracis-28375	224	23	q.	q.	PROPN
bracis-28375	224	24	:	:	PUNCT
bracis-28375	224	25	transformer	transformer	NOUN
bracis-28375	224	26	in	in	ADP
bracis-28375	224	27	computer	computer	NOUN
bracis-28375	224	28	vision	vision	NOUN
bracis-28375	224	29	.	.	PUNCT
bracis-28375	225	1	in	in	ADP
bracis-28375	225	2	:	:	PUNCT
bracis-28375	225	3	ieee	ieee	PROPN
bracis-28375	225	4	international	international	ADJ
bracis-28375	225	5	conference	conference	NOUN
bracis-28375	225	6	on	on	ADP
bracis-28375	225	7	computer	computer	NOUN
bracis-28375	225	8	science	science	NOUN
bracis-28375	225	9	,	,	PUNCT
bracis-28375	225	10	electronic	electronic	ADJ
bracis-28375	225	11	information	information	NOUN
bracis-28375	225	12	engineering	engineering	NOUN
bracis-28375	225	13	and	and	CCONJ
bracis-28375	225	14	intelligent	intelligent	ADJ
bracis-28375	225	15	control	control	NOUN
bracis-28375	225	16	technology	technology	NOUN
bracis-28375	225	17	,	,	PUNCT
bracis-28375	225	18	pp	pp	ADJ
bracis-28375	225	19	.	.	PUNCT
bracis-28375	226	1	178–188	178–188	NUM
bracis-28375	226	2	.	.	PUNCT
bracis-28375	226	3	ieee	ieee	NOUN
bracis-28375	226	4	(	(	PUNCT
bracis-28375	226	5	2021	2021	NUM
bracis-28375	226	6	)	)	PUNCT
bracis-28375	226	7	google	google	PROPN
bracis-28375	226	8	scholar	scholar	NOUN
bracis-28375	226	9	  	  	SPACE
bracis-28375	226	10	chen	chen	PROPN
bracis-28375	226	11	,	,	PUNCT
bracis-28375	226	12	j.	j.	PROPN
bracis-28375	226	13	,	,	PUNCT
bracis-28375	226	14	et	et	PROPN
bracis-28375	226	15	al	al	PROPN
bracis-28375	226	16	.	.	PROPN
bracis-28375	226	17	:	:	PUNCT
bracis-28375	227	1	trans	tran	NOUN
bracis-28375	227	2	-	-	NOUN
bracis-28375	227	3	unet	unet	NOUN
bracis-28375	227	4	:	:	PUNCT
bracis-28375	227	5	transformers	transformer	NOUN
bracis-28375	227	6	make	make	VERB
bracis-28375	227	7	strong	strong	ADJ
bracis-28375	227	8	encoders	encoder	NOUN
bracis-28375	227	9	for	for	ADP
bracis-28375	227	10	medical	medical	ADJ
bracis-28375	227	11	image	image	NOUN
bracis-28375	227	12	segmentation	segmentation	NOUN
bracis-28375	227	13	.	.	PUNCT
bracis-28375	228	1	arxiv	arxiv	PROPN
bracis-28375	228	2	preprint	preprint	NOUN
bracis-28375	228	3	arxiv:2102.04306	arxiv:2102.04306	NOUN
bracis-28375	228	4	(	(	PUNCT
bracis-28375	228	5	2021	2021	NUM
bracis-28375	228	6	)	)	PUNCT
bracis-28375	228	7	council	council	NOUN
bracis-28375	228	8	,	,	PUNCT
bracis-28375	228	9	n.r	n.r	PROPN
bracis-28375	228	10	.	.	PROPN
bracis-28375	228	11	:	:	PUNCT
bracis-28375	228	12	rock	rock	NOUN
bracis-28375	228	13	fractures	fracture	NOUN
bracis-28375	228	14	and	and	CCONJ
bracis-28375	228	15	fluid	fluid	ADJ
bracis-28375	228	16	flow	flow	NOUN
bracis-28375	228	17	:	:	PUNCT
bracis-28375	228	18	contemporary	contemporary	ADJ
bracis-28375	228	19	understanding	understanding	NOUN
bracis-28375	228	20	and	and	CCONJ
bracis-28375	228	21	applications	application	NOUN
bracis-28375	228	22	.	.	PUNCT
bracis-28375	229	1	national	national	PROPN
bracis-28375	229	2	academies	academies	PROPN
bracis-28375	229	3	press	press	PROPN
bracis-28375	229	4	(	(	PUNCT
bracis-28375	229	5	1996	1996	NUM
bracis-28375	229	6	)	)	PUNCT
bracis-28375	229	7	google	google	PROPN
bracis-28375	229	8	scholar	scholar	NOUN
bracis-28375	229	9	  	  	SPACE
bracis-28375	229	10	crum	crum	PROPN
bracis-28375	229	11	,	,	PUNCT
bracis-28375	229	12	w.r	w.r	PROPN
bracis-28375	229	13	.	.	PROPN
bracis-28375	229	14	,	,	PUNCT
bracis-28375	229	15	camara	camara	PROPN
bracis-28375	229	16	,	,	PUNCT
bracis-28375	229	17	o.	o.	PROPN
bracis-28375	229	18	,	,	PUNCT
bracis-28375	229	19	hill	hill	PROPN
bracis-28375	229	20	,	,	PUNCT
bracis-28375	229	21	d.l	d.l	PROPN
bracis-28375	229	22	.	.	PROPN
bracis-28375	229	23	:	:	PUNCT
bracis-28375	229	24	generalized	generalize	VERB
bracis-28375	229	25	overlap	overlap	NOUN
bracis-28375	229	26	measures	measure	NOUN
bracis-28375	229	27	for	for	ADP
bracis-28375	229	28	evaluation	evaluation	NOUN
bracis-28375	229	29	and	and	CCONJ
bracis-28375	229	30	validation	validation	NOUN
bracis-28375	229	31	in	in	ADP
bracis-28375	229	32	medical	medical	ADJ
bracis-28375	229	33	image	image	NOUN
bracis-28375	229	34	analysis	analysis	NOUN
bracis-28375	229	35	.	.	PUNCT
bracis-28375	230	1	ieee	ieee	PROPN
bracis-28375	230	2	trans	trans	PROPN
bracis-28375	230	3	.	.	PROPN
bracis-28375	230	4	med	med	PROPN
bracis-28375	230	5	.	.	PUNCT
bracis-28375	231	1	imaging	imaging	PROPN
bracis-28375	231	2	25(11	25(11	NUM
bracis-28375	231	3	)	)	PUNCT
bracis-28375	231	4	,	,	PUNCT
bracis-28375	231	5	1451–1461	1451–1461	NUM
bracis-28375	231	6	(	(	PUNCT
bracis-28375	231	7	2006	2006	NUM
bracis-28375	231	8	)	)	PUNCT
bracis-28375	231	9	article	article	NOUN
bracis-28375	231	10	  	  	SPACE
bracis-28375	231	11	google	google	PROPN
bracis-28375	231	12	scholar	scholar	NOUN
bracis-28375	231	13	  	  	SPACE
bracis-28375	231	14	dondurur	dondurur	NOUN
bracis-28375	231	15	,	,	PUNCT
bracis-28375	231	16	d.	d.	NOUN
bracis-28375	231	17	:	:	PUNCT
bracis-28375	231	18	acquisition	acquisition	NOUN
bracis-28375	231	19	and	and	CCONJ
bracis-28375	231	20	processing	processing	NOUN
bracis-28375	231	21	of	of	ADP
bracis-28375	231	22	marine	marine	ADJ
bracis-28375	231	23	seismic	seismic	ADJ
bracis-28375	231	24	data	datum	NOUN
bracis-28375	231	25	.	.	PUNCT
bracis-28375	232	1	elsevier	elsevier	NOUN
bracis-28375	232	2	(	(	PUNCT
bracis-28375	232	3	2018	2018	NUM
bracis-28375	232	4	)	)	PUNCT
bracis-28375	232	5	google	google	NOUN
bracis-28375	232	6	scholar	scholar	NOUN
bracis-28375	232	7	  	  	SPACE
bracis-28375	232	8	dosovitskiy	dosovitskiy	NOUN
bracis-28375	232	9	,	,	PUNCT
bracis-28375	232	10	a.	a.	NOUN
bracis-28375	232	11	,	,	PUNCT
bracis-28375	232	12	et	et	PROPN
bracis-28375	232	13	al	al	PROPN
bracis-28375	232	14	.	.	PUNCT
bracis-28375	232	15	:	:	PUNCT
bracis-28375	233	1	an	an	DET
bracis-28375	233	2	image	image	NOUN
bracis-28375	233	3	is	be	AUX
bracis-28375	233	4	worth	worth	ADJ
bracis-28375	233	5	16\(\times	16\(\times	NUM
bracis-28375	233	6	\)16	\)16	DET
bracis-28375	233	7	words	word	NOUN
bracis-28375	233	8	:	:	PUNCT
bracis-28375	233	9	transformers	transformer	NOUN
bracis-28375	233	10	for	for	ADP
bracis-28375	233	11	image	image	NOUN
bracis-28375	233	12	recognition	recognition	NOUN
bracis-28375	233	13	at	at	ADP
bracis-28375	233	14	scale	scale	NOUN
bracis-28375	233	15	(	(	PUNCT
bracis-28375	233	16	2020	2020	NUM
bracis-28375	233	17	)	)	PUNCT
bracis-28375	233	18	.	.	PUNCT
bracis-28375	234	1	arxiv	arxiv	PROPN
bracis-28375	234	2	preprint	preprint	VERB
bracis-28375	234	3	arxiv:2010.11929	arxiv:2010.11929	NOUN
bracis-28375	234	4	fu	fu	PROPN
bracis-28375	234	5	,	,	PUNCT
bracis-28375	234	6	z.	z.	PROPN
bracis-28375	234	7	:	:	PUNCT
bracis-28375	234	8	vision	vision	PROPN
bracis-28375	234	9	transformer	transformer	NOUN
bracis-28375	234	10	:	:	PUNCT
bracis-28375	234	11	vit	vit	NOUN
bracis-28375	234	12	and	and	CCONJ
bracis-28375	234	13	its	its	PRON
bracis-28375	234	14	derivatives	derivative	NOUN
bracis-28375	234	15	.	.	PUNCT
bracis-28375	235	1	arxiv	arxiv	PROPN
bracis-28375	235	2	e	e	PROPN
bracis-28375	236	1	-	-	NOUN
bracis-28375	236	2	prints	print	NOUN
bracis-28375	236	3	,	,	PUNCT
bracis-28375	236	4	pages	page	NOUN
bracis-28375	236	5	arxiv-2205	arxiv-2205	ADV
bracis-28375	236	6	(	(	PUNCT
bracis-28375	236	7	2022	2022	NUM
bracis-28375	236	8	)	)	PUNCT
bracis-28375	236	9	google	google	PROPN
bracis-28375	236	10	scholar	scholar	NOUN
bracis-28375	236	11	  	  	SPACE
bracis-28375	236	12	guo	guo	PROPN
bracis-28375	236	13	,	,	PUNCT
bracis-28375	236	14	m.-h	m.-h	NOUN
bracis-28375	236	15	.	.	PUNCT
bracis-28375	236	16	,	,	PUNCT
bracis-28375	236	17	et	et	PROPN
bracis-28375	236	18	al	al	PROPN
bracis-28375	236	19	.	.	PUNCT
bracis-28375	236	20	:	:	PUNCT
bracis-28375	237	1	attention	attention	NOUN
bracis-28375	237	2	mechanisms	mechanism	NOUN
bracis-28375	237	3	in	in	ADP
bracis-28375	237	4	computer	computer	NOUN
bracis-28375	237	5	vision	vision	NOUN
bracis-28375	237	6	:	:	PUNCT
bracis-28375	237	7	a	a	DET
bracis-28375	237	8	survey	survey	NOUN
bracis-28375	237	9	.	.	PUNCT
bracis-28375	238	1	comput	comput	NOUN
bracis-28375	238	2	.	.	PUNCT
bracis-28375	239	1	visual	visual	ADJ
bracis-28375	239	2	media	medium	NOUN
bracis-28375	239	3	,	,	PUNCT
bracis-28375	239	4	pp	pp	ADP
bracis-28375	239	5	.	.	PUNCT
bracis-28375	240	1	1–38	1–38	PROPN
bracis-28375	240	2	(	(	PUNCT
bracis-28375	240	3	2022	2022	NUM
bracis-28375	240	4	)	)	PUNCT
bracis-28375	240	5	google	google	PROPN
bracis-28375	240	6	scholar	scholar	NOUN
bracis-28375	240	7	  	  	SPACE
bracis-28375	240	8	han	han	PROPN
bracis-28375	240	9	,	,	PUNCT
bracis-28375	240	10	k.	k.	PROPN
bracis-28375	240	11	,	,	PUNCT
bracis-28375	240	12	et	et	PROPN
bracis-28375	240	13	al	al	PROPN
bracis-28375	240	14	.	.	PUNCT
bracis-28375	240	15	:	:	PUNCT
bracis-28375	241	1	a	a	DET
bracis-28375	241	2	survey	survey	NOUN
bracis-28375	241	3	on	on	ADP
bracis-28375	241	4	vision	vision	NOUN
bracis-28375	241	5	transformer	transformer	NOUN
bracis-28375	241	6	.	.	PUNCT
bracis-28375	242	1	ieee	ieee	PROPN
bracis-28375	242	2	trans	trans	PROPN
bracis-28375	242	3	.	.	PUNCT
bracis-28375	242	4	pattern	pattern	PROPN
bracis-28375	242	5	anal	anal	PROPN
bracis-28375	242	6	.	.	PUNCT
bracis-28375	243	1	mach	mach	PROPN
bracis-28375	243	2	.	.	PUNCT
bracis-28375	244	1	intell	intell	PROPN
bracis-28375	244	2	.	.	PUNCT
bracis-28375	245	1	(	(	PUNCT
bracis-28375	245	2	2022	2022	NUM
bracis-28375	245	3	)	)	PUNCT
bracis-28375	245	4	.	.	PUNCT
bracis-28375	246	1	abs/2012.12556:1–20	abs/2012.12556:1–20	PROPN
bracis-28375	247	1	google	google	PROPN
bracis-28375	247	2	scholar	scholar	NOUN
bracis-28375	247	3	  	  	SPACE
bracis-28375	247	4	huang	huang	PROPN
bracis-28375	247	5	,	,	PUNCT
bracis-28375	247	6	l.	l.	PROPN
bracis-28375	247	7	,	,	PUNCT
bracis-28375	247	8	dong	dong	PROPN
bracis-28375	247	9	,	,	PUNCT
bracis-28375	247	10	x.	x.	PROPN
bracis-28375	247	11	,	,	PUNCT
bracis-28375	247	12	clee	clee	PROPN
bracis-28375	247	13	,	,	PUNCT
bracis-28375	247	14	t.e	t.e	PROPN
bracis-28375	247	15	.	.	PROPN
bracis-28375	247	16	:	:	PUNCT
bracis-28375	248	1	a	a	DET
bracis-28375	248	2	scalable	scalable	ADJ
bracis-28375	248	3	deep	deep	ADJ
bracis-28375	248	4	learning	learning	NOUN
bracis-28375	248	5	platform	platform	NOUN
bracis-28375	248	6	for	for	ADP
bracis-28375	248	7	identifying	identify	VERB
bracis-28375	248	8	geologic	geologic	ADJ
bracis-28375	248	9	features	feature	NOUN
bracis-28375	248	10	from	from	ADP
bracis-28375	248	11	seismic	seismic	ADJ
bracis-28375	248	12	attributes	attribute	NOUN
bracis-28375	248	13	.	.	PUNCT
bracis-28375	249	1	lead	lead	NOUN
bracis-28375	249	2	.	.	PUNCT
bracis-28375	250	1	edge	edge	NOUN
bracis-28375	250	2	36(3	36(3	NUM
bracis-28375	250	3	)	)	PUNCT
bracis-28375	250	4	,	,	PUNCT
bracis-28375	250	5	249–256	249–256	NUM
bracis-28375	250	6	(	(	PUNCT
bracis-28375	250	7	2017	2017	NUM
bracis-28375	250	8	)	)	PUNCT
bracis-28375	250	9	article	article	NOUN
bracis-28375	250	10	  	  	SPACE
bracis-28375	250	11	google	google	PROPN
bracis-28375	250	12	scholar	scholar	NOUN
bracis-28375	250	13	  	  	SPACE
bracis-28375	250	14	huang	huang	PROPN
bracis-28375	250	15	,	,	PUNCT
bracis-28375	250	16	m.	m.	NOUN
bracis-28375	250	17	,	,	PUNCT
bracis-28375	250	18	zhu	zhu	PROPN
bracis-28375	250	19	,	,	PUNCT
bracis-28375	250	20	x.	x.	PROPN
bracis-28375	250	21	,	,	PUNCT
bracis-28375	250	22	gao	gao	PROPN
bracis-28375	250	23	,	,	PUNCT
bracis-28375	250	24	j.	j.	PROPN
bracis-28375	250	25	:	:	PUNCT
bracis-28375	250	26	challenges	challenge	NOUN
bracis-28375	250	27	in	in	ADP
bracis-28375	250	28	building	build	VERB
bracis-28375	250	29	intelligent	intelligent	ADJ
bracis-28375	250	30	open	open	ADJ
bracis-28375	250	31	-	-	PUNCT
bracis-28375	250	32	domain	domain	NOUN
bracis-28375	250	33	dialog	dialog	NOUN
bracis-28375	250	34	systems	system	NOUN
bracis-28375	250	35	.	.	PUNCT
bracis-28375	251	1	acm	acm	PROPN
bracis-28375	251	2	trans	trans	PROPN
bracis-28375	251	3	.	.	PROPN
bracis-28375	251	4	inf	inf	PROPN
bracis-28375	251	5	.	.	PUNCT
bracis-28375	251	6	syst	syst	PROPN
bracis-28375	251	7	.	.	PUNCT
bracis-28375	252	1	38(3	38(3	NUM
bracis-28375	252	2	)	)	PUNCT
bracis-28375	252	3	,	,	PUNCT
bracis-28375	252	4	1–32	1–32	NUM
bracis-28375	252	5	(	(	PUNCT
bracis-28375	252	6	2020	2020	NUM
bracis-28375	252	7	)	)	PUNCT
bracis-28375	252	8	google	google	PROPN
bracis-28375	252	9	scholar	scholar	NOUN
bracis-28375	252	10	  	  	SPACE
bracis-28375	252	11	khan	khan	PROPN
bracis-28375	252	12	,	,	PUNCT
bracis-28375	252	13	s.	s.	PROPN
bracis-28375	252	14	,	,	PUNCT
bracis-28375	252	15	et	et	PROPN
bracis-28375	252	16	al	al	PROPN
bracis-28375	252	17	.	.	PUNCT
bracis-28375	252	18	:	:	PUNCT
bracis-28375	253	1	transformers	transformer	NOUN
bracis-28375	253	2	in	in	ADP
bracis-28375	253	3	vision	vision	NOUN
bracis-28375	253	4	:	:	PUNCT
bracis-28375	253	5	a	a	DET
bracis-28375	253	6	survey	survey	NOUN
bracis-28375	253	7	.	.	PUNCT
bracis-28375	253	8	acm	acm	PROPN
bracis-28375	253	9	comput	comput	NOUN
bracis-28375	253	10	.	.	PUNCT
bracis-28375	254	1	surv	surv	NOUN
bracis-28375	254	2	.	.	PUNCT
bracis-28375	255	1	54(10s	54(10	NOUN
bracis-28375	255	2	)	)	PUNCT
bracis-28375	255	3	,	,	PUNCT
bracis-28375	255	4	1–41	1–41	NOUN
bracis-28375	255	5	(	(	PUNCT
bracis-28375	255	6	2022	2022	NUM
bracis-28375	255	7	)	)	PUNCT
bracis-28375	255	8	article	article	NOUN
bracis-28375	255	9	  	  	SPACE
bracis-28375	255	10	mathscinet	mathscinet	NOUN
bracis-28375	255	11	  	  	SPACE
bracis-28375	255	12	google	google	PROPN
bracis-28375	255	13	scholar	scholar	NOUN
bracis-28375	255	14	  	  	SPACE
bracis-28375	255	15	khan	khan	PROPN
bracis-28375	255	16	,	,	PUNCT
bracis-28375	255	17	s.	s.	PROPN
bracis-28375	255	18	,	,	PUNCT
bracis-28375	255	19	rahmani	rahmani	PROPN
bracis-28375	255	20	,	,	PUNCT
bracis-28375	255	21	h.	h.	PROPN
bracis-28375	255	22	,	,	PUNCT
bracis-28375	255	23	shah	shah	PROPN
bracis-28375	255	24	,	,	PUNCT
bracis-28375	255	25	s.a.a	s.a.a	PROPN
bracis-28375	255	26	.	.	PROPN
bracis-28375	255	27	,	,	PUNCT
bracis-28375	255	28	bennamoun	bennamoun	PROPN
bracis-28375	255	29	,	,	PUNCT
bracis-28375	255	30	m.	m.	NOUN
bracis-28375	255	31	:	:	PUNCT
bracis-28375	255	32	a	a	DET
bracis-28375	255	33	guide	guide	NOUN
bracis-28375	255	34	to	to	ADP
bracis-28375	255	35	convolutional	convolutional	ADJ
bracis-28375	255	36	neural	neural	ADJ
bracis-28375	255	37	networks	network	NOUN
bracis-28375	255	38	for	for	ADP
bracis-28375	255	39	computer	computer	NOUN
bracis-28375	255	40	vision	vision	NOUN
bracis-28375	255	41	.	.	PUNCT
bracis-28375	256	1	synthesis	synthesis	NOUN
bracis-28375	256	2	lectures	lecture	NOUN
bracis-28375	256	3	comput	comput	ADJ
bracis-28375	256	4	.	.	PUNCT
bracis-28375	257	1	vision	vision	NOUN
bracis-28375	257	2	8(1	8(1	NOUN
bracis-28375	257	3	)	)	PUNCT
bracis-28375	257	4	,	,	PUNCT
bracis-28375	257	5	1–207	1–207	NUM
bracis-28375	257	6	(	(	PUNCT
bracis-28375	257	7	2018	2018	NUM
bracis-28375	257	8	)	)	PUNCT
bracis-28375	257	9	article	article	NOUN
bracis-28375	257	10	  	  	SPACE
bracis-28375	257	11	google	google	PROPN
bracis-28375	257	12	scholar	scholar	NOUN
bracis-28375	257	13	  	  	SPACE
bracis-28375	257	14	long	long	ADV
bracis-28375	257	15	,	,	PUNCT
bracis-28375	257	16	j.	j.	PROPN
bracis-28375	257	17	,	,	PUNCT
bracis-28375	257	18	shelhamer	shelhamer	PROPN
bracis-28375	257	19	,	,	PUNCT
bracis-28375	257	20	e.	e.	PROPN
bracis-28375	257	21	,	,	PUNCT
bracis-28375	257	22	darrell	darrell	PROPN
bracis-28375	257	23	,	,	PUNCT
bracis-28375	257	24	t.	t.	PROPN
bracis-28375	257	25	:	:	PUNCT
bracis-28375	257	26	fully	fully	ADV
bracis-28375	257	27	convolutional	convolutional	ADJ
bracis-28375	257	28	networks	network	NOUN
bracis-28375	257	29	for	for	ADP
bracis-28375	257	30	semantic	semantic	ADJ
bracis-28375	257	31	segmentation	segmentation	NOUN
bracis-28375	257	32	.	.	PUNCT
bracis-28375	258	1	in	in	ADP
bracis-28375	258	2	:	:	PUNCT
bracis-28375	258	3	ieee	ieee	NOUN
bracis-28375	258	4	conference	conference	NOUN
bracis-28375	258	5	on	on	ADP
bracis-28375	258	6	computer	computer	NOUN
bracis-28375	258	7	vision	vision	NOUN
bracis-28375	258	8	and	and	CCONJ
bracis-28375	258	9	pattern	pattern	NOUN
bracis-28375	258	10	recognition	recognition	NOUN
bracis-28375	258	11	,	,	PUNCT
bracis-28375	258	12	pp	pp	ADP
bracis-28375	258	13	.	.	PUNCT
bracis-28375	259	1	3431–3440	3431–3440	NUM
bracis-28375	259	2	(	(	PUNCT
bracis-28375	259	3	2015	2015	NUM
bracis-28375	259	4	)	)	PUNCT
bracis-28375	259	5	google	google	NOUN
bracis-28375	259	6	scholar	scholar	NOUN
bracis-28375	259	7	  	  	SPACE
bracis-28375	259	8	pepper	pepper	NOUN
bracis-28375	259	9	,	,	PUNCT
bracis-28375	259	10	r.e.f	r.e.f	PROPN
bracis-28375	259	11	.	.	PROPN
bracis-28375	259	12	,	,	PUNCT
bracis-28375	259	13	bejarano	bejarano	PROPN
bracis-28375	259	14	,	,	PUNCT
bracis-28375	259	15	g.	g.	PROPN
bracis-28375	259	16	:	:	PUNCT
bracis-28375	259	17	ps	ps	NOUN
bracis-28375	259	18	advances	advance	NOUN
bracis-28375	259	19	in	in	ADP
bracis-28375	259	20	seismic	seismic	ADJ
bracis-28375	259	21	fault	fault	NOUN
bracis-28375	259	22	interpretation	interpretation	NOUN
bracis-28375	259	23	automation	automation	NOUN
bracis-28375	259	24	.	.	PUNCT
bracis-28375	260	1	in	in	ADP
bracis-28375	260	2	:	:	PUNCT
bracis-28375	260	3	aapg	aapg	ADJ
bracis-28375	260	4	annual	annual	ADJ
bracis-28375	260	5	convention	convention	NOUN
bracis-28375	260	6	(	(	PUNCT
bracis-28375	260	7	2005	2005	NUM
bracis-28375	260	8	)	)	PUNCT
bracis-28375	260	9	google	google	PROPN
bracis-28375	260	10	scholar	scholar	NOUN
bracis-28375	260	11	  	  	SPACE
bracis-28375	260	12	rawat	rawat	PROPN
bracis-28375	260	13	,	,	PUNCT
bracis-28375	260	14	w.	w.	PROPN
bracis-28375	260	15	,	,	PUNCT
bracis-28375	260	16	wang	wang	PROPN
bracis-28375	260	17	,	,	PUNCT
bracis-28375	260	18	z.	z.	PROPN
bracis-28375	260	19	:	:	PUNCT
bracis-28375	260	20	deep	deep	ADJ
bracis-28375	260	21	convolutional	convolutional	ADJ
bracis-28375	260	22	neural	neural	ADJ
bracis-28375	260	23	networks	network	NOUN
bracis-28375	260	24	for	for	ADP
bracis-28375	260	25	image	image	NOUN
bracis-28375	260	26	classification	classification	NOUN
bracis-28375	260	27	:	:	PUNCT
bracis-28375	260	28	a	a	DET
bracis-28375	260	29	comprehensive	comprehensive	ADJ
bracis-28375	260	30	review	review	NOUN
bracis-28375	260	31	.	.	PUNCT
bracis-28375	261	1	neural	neural	ADJ
bracis-28375	261	2	comput	comput	NOUN
bracis-28375	261	3	.	.	PUNCT
bracis-28375	262	1	29(9	29(9	NOUN
bracis-28375	262	2	)	)	PUNCT
bracis-28375	262	3	,	,	PUNCT
bracis-28375	262	4	2352–2449	2352–2449	NUM
bracis-28375	262	5	(	(	PUNCT
bracis-28375	262	6	2017	2017	NUM
bracis-28375	262	7	)	)	PUNCT
bracis-28375	262	8	article	article	NOUN
bracis-28375	262	9	  	  	SPACE
bracis-28375	262	10	mathscinet	mathscinet	NOUN
bracis-28375	262	11	  	  	SPACE
bracis-28375	262	12	math	math	NOUN
bracis-28375	262	13	  	  	SPACE
bracis-28375	262	14	google	google	PROPN
bracis-28375	262	15	scholar	scholar	NOUN
bracis-28375	262	16	  	  	SPACE
bracis-28375	262	17	ronneberger	ronneberger	NOUN
bracis-28375	262	18	,	,	PUNCT
bracis-28375	262	19	o.	o.	PROPN
bracis-28375	262	20	,	,	PUNCT
bracis-28375	262	21	fischer	fischer	PROPN
bracis-28375	262	22	,	,	PUNCT
bracis-28375	262	23	p.	p.	PROPN
bracis-28375	262	24	,	,	PUNCT
bracis-28375	262	25	brox	brox	PROPN
bracis-28375	262	26	,	,	PUNCT
bracis-28375	262	27	t.	t.	PROPN
bracis-28375	262	28	:	:	PUNCT
bracis-28375	262	29	u	u	NOUN
bracis-28375	262	30	-	-	NOUN
bracis-28375	262	31	net	net	ADJ
bracis-28375	262	32	:	:	PUNCT
bracis-28375	262	33	convolutional	convolutional	ADJ
bracis-28375	262	34	networks	network	NOUN
bracis-28375	262	35	for	for	ADP
bracis-28375	262	36	biomedical	biomedical	ADJ
bracis-28375	262	37	image	image	NOUN
bracis-28375	262	38	segmentation	segmentation	NOUN
bracis-28375	262	39	.	.	PUNCT
bracis-28375	263	1	in	in	ADP
bracis-28375	263	2	:	:	PUNCT
bracis-28375	263	3	international	international	ADJ
bracis-28375	263	4	conference	conference	NOUN
bracis-28375	263	5	on	on	ADP
bracis-28375	263	6	medical	medical	ADJ
bracis-28375	263	7	image	image	NOUN
bracis-28375	263	8	computing	computing	NOUN
bracis-28375	263	9	and	and	CCONJ
bracis-28375	263	10	computer	computer	NOUN
bracis-28375	263	11	-	-	PUNCT
bracis-28375	263	12	assisted	assist	VERB
bracis-28375	263	13	intervention	intervention	NOUN
bracis-28375	263	14	,	,	PUNCT
bracis-28375	263	15	pp	pp	ADJ
bracis-28375	263	16	.	.	PUNCT
bracis-28375	264	1	234–241	234–241	NUM
bracis-28375	264	2	.	.	PUNCT
bracis-28375	265	1	springer	springer	NOUN
bracis-28375	265	2	(	(	PUNCT
bracis-28375	265	3	2015	2015	NUM
bracis-28375	265	4	)	)	PUNCT
bracis-28375	265	5	google	google	PROPN
bracis-28375	265	6	scholar	scholar	NOUN
bracis-28375	265	7	  	  	SPACE
bracis-28375	265	8	shi	shi	PROPN
bracis-28375	265	9	,	,	PUNCT
bracis-28375	265	10	r.	r.	PROPN
bracis-28375	265	11	,	,	PUNCT
bracis-28375	265	12	ngan	ngan	PROPN
bracis-28375	265	13	,	,	PUNCT
bracis-28375	265	14	k.n	k.n	PROPN
bracis-28375	265	15	.	.	PROPN
bracis-28375	265	16	,	,	PUNCT
bracis-28375	265	17	li	li	PROPN
bracis-28375	265	18	,	,	PUNCT
bracis-28375	265	19	s.	s.	PROPN
bracis-28375	265	20	:	:	PUNCT
bracis-28375	265	21	jaccard	jaccard	PROPN
bracis-28375	265	22	index	index	PROPN
bracis-28375	265	23	compensation	compensation	NOUN
bracis-28375	265	24	for	for	ADP
bracis-28375	265	25	object	object	NOUN
bracis-28375	265	26	segmentation	segmentation	NOUN
bracis-28375	265	27	evaluation	evaluation	NOUN
bracis-28375	265	28	.	.	PUNCT
bracis-28375	266	1	in	in	ADP
bracis-28375	266	2	:	:	PUNCT
bracis-28375	266	3	ieee	ieee	PROPN
bracis-28375	266	4	international	international	ADJ
bracis-28375	266	5	conference	conference	NOUN
bracis-28375	266	6	on	on	ADP
bracis-28375	266	7	image	image	NOUN
bracis-28375	266	8	processing	processing	NOUN
bracis-28375	266	9	,	,	PUNCT
bracis-28375	266	10	pp	pp	ADJ
bracis-28375	266	11	.	.	PUNCT
bracis-28375	267	1	4457–4461	4457–4461	NUM
bracis-28375	267	2	.	.	PUNCT
bracis-28375	268	1	ieee	ieee	NOUN
bracis-28375	268	2	(	(	PUNCT
bracis-28375	268	3	2014	2014	NUM
bracis-28375	268	4	)	)	PUNCT
bracis-28375	268	5	google	google	NOUN
bracis-28375	268	6	scholar	scholar	NOUN
bracis-28375	268	7	  	  	SPACE
bracis-28375	268	8	vaswani	vaswani	NOUN
bracis-28375	268	9	,	,	PUNCT
bracis-28375	268	10	a.	a.	NOUN
bracis-28375	268	11	,	,	PUNCT
bracis-28375	268	12	shazeer	shazeer	NOUN
bracis-28375	268	13	,	,	PUNCT
bracis-28375	268	14	n.	n.	NOUN
bracis-28375	268	15	,	,	PUNCT
bracis-28375	268	16	et	et	PROPN
bracis-28375	268	17	al	al	PROPN
bracis-28375	268	18	.	.	PUNCT
bracis-28375	268	19	:	:	PUNCT
bracis-28375	269	1	attention	attention	NOUN
bracis-28375	269	2	is	be	AUX
bracis-28375	269	3	all	all	PRON
bracis-28375	269	4	you	you	PRON
bracis-28375	269	5	need	need	VERB
bracis-28375	269	6	.	.	PUNCT
bracis-28375	270	1	in	in	ADP
bracis-28375	270	2	:	:	PUNCT
bracis-28375	270	3	advances	advance	NOUN
bracis-28375	270	4	in	in	ADP
bracis-28375	270	5	neural	neural	ADJ
bracis-28375	270	6	information	information	NOUN
bracis-28375	270	7	processing	processing	NOUN
bracis-28375	270	8	systems	system	NOUN
bracis-28375	270	9	,	,	PUNCT
bracis-28375	270	10	30	30	NUM
bracis-28375	270	11	(	(	PUNCT
bracis-28375	270	12	2017	2017	NUM
bracis-28375	270	13	)	)	PUNCT
bracis-28375	270	14	google	google	PROPN
bracis-28375	270	15	scholar	scholar	NOUN
bracis-28375	270	16	  	  	SPACE
bracis-28375	270	17	wei	wei	PROPN
bracis-28375	270	18	,	,	PUNCT
bracis-28375	270	19	x.-l	x.-l	PROPN
bracis-28375	270	20	.	.	PUNCT
bracis-28375	270	21	,	,	PUNCT
bracis-28375	270	22	et	et	PROPN
bracis-28375	270	23	al	al	PROPN
bracis-28375	270	24	.	.	PUNCT
bracis-28375	270	25	:	:	PUNCT
bracis-28375	271	1	seismic	seismic	ADJ
bracis-28375	271	2	fault	fault	NOUN
bracis-28375	271	3	detection	detection	NOUN
bracis-28375	271	4	using	use	VERB
bracis-28375	271	5	convolutional	convolutional	ADJ
bracis-28375	271	6	neural	neural	ADJ
bracis-28375	271	7	networks	network	NOUN
bracis-28375	271	8	with	with	ADP
bracis-28375	271	9	focal	focal	ADJ
bracis-28375	271	10	loss	loss	NOUN
bracis-28375	271	11	.	.	PUNCT
bracis-28375	272	1	comput	comput	NOUN
bracis-28375	272	2	.	.	PUNCT
bracis-28375	273	1	geosci	geosci	PROPN
bracis-28375	273	2	.	.	PUNCT
bracis-28375	274	1	158	158	NUM
bracis-28375	274	2	,	,	PUNCT
bracis-28375	274	3	104968	104968	NUM
bracis-28375	274	4	(	(	PUNCT
bracis-28375	274	5	2022	2022	NUM
bracis-28375	274	6	)	)	PUNCT
bracis-28375	274	7	article	article	NOUN
bracis-28375	274	8	  	  	SPACE
bracis-28375	274	9	google	google	PROPN
bracis-28375	274	10	scholar	scholar	NOUN
bracis-28375	274	11	  	  	SPACE
bracis-28375	274	12	wu	wu	PROPN
bracis-28375	274	13	,	,	PUNCT
bracis-28375	274	14	x.	x.	PROPN
bracis-28375	274	15	,	,	PUNCT
bracis-28375	274	16	liang	liang	PROPN
bracis-28375	274	17	,	,	PUNCT
bracis-28375	274	18	l.	l.	PROPN
bracis-28375	274	19	,	,	PUNCT
bracis-28375	274	20	shi	shi	PROPN
bracis-28375	274	21	,	,	PUNCT
bracis-28375	274	22	y.	y.	PROPN
bracis-28375	274	23	,	,	PUNCT
bracis-28375	274	24	fomel	fomel	PROPN
bracis-28375	274	25	,	,	PUNCT
bracis-28375	274	26	s.	s.	PROPN
bracis-28375	274	27	:	:	PUNCT
bracis-28375	274	28	faultseg3d	faultseg3d	PROPN
bracis-28375	274	29	:	:	PUNCT
bracis-28375	274	30	using	use	VERB
bracis-28375	274	31	synthetic	synthetic	ADJ
bracis-28375	274	32	data	datum	NOUN
bracis-28375	274	33	sets	set	NOUN
bracis-28375	274	34	to	to	PART
bracis-28375	274	35	train	train	VERB
bracis-28375	274	36	an	an	DET
bracis-28375	274	37	end	end	NOUN
bracis-28375	274	38	-	-	PUNCT
bracis-28375	274	39	to	to	ADP
bracis-28375	274	40	-	-	PUNCT
bracis-28375	274	41	end	end	VERB
bracis-28375	274	42	convolutional	convolutional	ADJ
bracis-28375	274	43	neural	neural	ADJ
bracis-28375	274	44	network	network	NOUN
bracis-28375	274	45	for	for	ADP
bracis-28375	274	46	3d	3d	PROPN
bracis-28375	274	47	seismic	seismic	ADJ
bracis-28375	274	48	fault	fault	NOUN
bracis-28375	274	49	segmentation	segmentation	NOUN
bracis-28375	274	50	.	.	PUNCT
bracis-28375	275	1	geophysics	geophysic	NOUN
bracis-28375	275	2	84(3	84(3	NUM
bracis-28375	275	3	)	)	PUNCT
bracis-28375	275	4	,	,	PUNCT
bracis-28375	275	5	im35	im35	PROPN
bracis-28375	275	6	-	-	PUNCT
bracis-28375	275	7	im45	im45	PROPN
bracis-28375	275	8	(	(	PUNCT
bracis-28375	275	9	2019a	2019a	NUM
bracis-28375	275	10	)	)	PUNCT
bracis-28375	275	11	google	google	PROPN
bracis-28375	275	12	scholar	scholar	NOUN
bracis-28375	275	13	  	  	SPACE
bracis-28375	275	14	wu	wu	PROPN
bracis-28375	275	15	,	,	PUNCT
bracis-28375	275	16	x.	x.	PROPN
bracis-28375	275	17	,	,	PUNCT
bracis-28375	275	18	shi	shi	PROPN
bracis-28375	275	19	,	,	PUNCT
bracis-28375	275	20	y.	y.	PROPN
bracis-28375	275	21	,	,	PUNCT
bracis-28375	275	22	fomel	fomel	PROPN
bracis-28375	275	23	,	,	PUNCT
bracis-28375	275	24	s.	s.	PROPN
bracis-28375	275	25	,	,	PUNCT
bracis-28375	275	26	liang	liang	PROPN
bracis-28375	275	27	,	,	PUNCT
bracis-28375	275	28	l.	l.	PROPN
bracis-28375	275	29	,	,	PUNCT
bracis-28375	275	30	zhang	zhang	PROPN
bracis-28375	275	31	,	,	PUNCT
bracis-28375	275	32	q.	q.	PROPN
bracis-28375	275	33	,	,	PUNCT
bracis-28375	275	34	yusifov	yusifov	PROPN
bracis-28375	275	35	,	,	PUNCT
bracis-28375	275	36	a.z	a.z	PROPN
bracis-28375	275	37	.	.	PROPN
bracis-28375	275	38	:	:	PUNCT
bracis-28375	276	1	faultnet3d	faultnet3d	NOUN
bracis-28375	276	2	:	:	PUNCT
bracis-28375	276	3	predicting	predict	VERB
bracis-28375	276	4	fault	fault	NOUN
bracis-28375	276	5	probabilities	probability	NOUN
bracis-28375	276	6	,	,	PUNCT
bracis-28375	276	7	strikes	strike	NOUN
bracis-28375	276	8	,	,	PUNCT
bracis-28375	276	9	and	and	CCONJ
bracis-28375	276	10	dips	dip	VERB
bracis-28375	276	11	with	with	ADP
bracis-28375	276	12	a	a	DET
bracis-28375	276	13	single	single	ADJ
bracis-28375	276	14	convolutional	convolutional	ADJ
bracis-28375	276	15	neural	neural	ADJ
bracis-28375	276	16	network	network	NOUN
bracis-28375	276	17	.	.	PUNCT
bracis-28375	277	1	ieee	ieee	PROPN
bracis-28375	277	2	trans	trans	PROPN
bracis-28375	277	3	.	.	PUNCT
bracis-28375	278	1	geosci	geosci	PROPN
bracis-28375	278	2	.	.	PUNCT
bracis-28375	279	1	remote	remote	PROPN
bracis-28375	279	2	sens	sens	PROPN
bracis-28375	279	3	.	.	PROPN
bracis-28375	279	4	57(11	57(11	NUM
bracis-28375	279	5	)	)	PUNCT
bracis-28375	279	6	,	,	PUNCT
bracis-28375	279	7	9138–9155	9138–9155	NUM
bracis-28375	279	8	(	(	PUNCT
bracis-28375	279	9	2019	2019	NUM
bracis-28375	279	10	)	)	PUNCT
bracis-28375	279	11	article	article	NOUN
bracis-28375	279	12	  	  	SPACE
bracis-28375	279	13	google	google	PROPN
bracis-28375	279	14	scholar	scholar	NOUN
bracis-28375	279	15	  	  	SPACE
bracis-28375	279	16	zhao	zhao	PROPN
bracis-28375	279	17	,	,	PUNCT
bracis-28375	279	18	t.	t.	PROPN
bracis-28375	279	19	,	,	PUNCT
bracis-28375	279	20	mukhopadhyay	mukhopadhyay	NOUN
bracis-28375	279	21	,	,	PUNCT
bracis-28375	279	22	p.	p.	NOUN
bracis-28375	279	23	:	:	PUNCT
bracis-28375	279	24	a	a	DET
bracis-28375	279	25	fault	fault	NOUN
bracis-28375	279	26	detection	detection	NOUN
bracis-28375	279	27	workflow	workflow	NOUN
bracis-28375	279	28	using	use	VERB
bracis-28375	279	29	deep	deep	ADJ
bracis-28375	279	30	learning	learning	NOUN
bracis-28375	279	31	and	and	CCONJ
bracis-28375	279	32	image	image	NOUN
bracis-28375	279	33	processing	processing	NOUN
bracis-28375	279	34	.	.	PUNCT
bracis-28375	280	1	in	in	ADP
bracis-28375	280	2	seg	seg	PROPN
bracis-28375	280	3	international	international	PROPN
bracis-28375	280	4	exposition	exposition	NOUN
bracis-28375	280	5	and	and	CCONJ
bracis-28375	280	6	annual	annual	ADJ
bracis-28375	280	7	meeting	meeting	NOUN
bracis-28375	280	8	,	,	PUNCT
bracis-28375	280	9	onepetro	onepetro	VERB
bracis-28375	280	10	(	(	PUNCT
bracis-28375	280	11	2018	2018	NUM
bracis-28375	280	12	)	)	PUNCT
bracis-28375	280	13	book	book	NOUN
bracis-28375	280	14	  	  	SPACE
bracis-28375	280	15	google	google	PROPN
bracis-28375	280	16	scholar	scholar	NOUN
bracis-28375	280	17	  	  	SPACE
bracis-28375	280	18	zheng	zheng	PROPN
bracis-28375	280	19	,	,	PUNCT
bracis-28375	280	20	y.	y.	PROPN
bracis-28375	280	21	,	,	PUNCT
bracis-28375	280	22	zhang	zhang	PROPN
bracis-28375	280	23	,	,	PUNCT
bracis-28375	280	24	q.	q.	PROPN
bracis-28375	280	25	,	,	PUNCT
bracis-28375	280	26	yusifov	yusifov	PROPN
bracis-28375	280	27	,	,	PUNCT
bracis-28375	280	28	a.	a.	PROPN
bracis-28375	280	29	,	,	PUNCT
bracis-28375	280	30	shi	shi	PROPN
bracis-28375	280	31	,	,	PUNCT
bracis-28375	280	32	y.	y.	NOUN
bracis-28375	280	33	:	:	PUNCT
bracis-28375	280	34	applications	application	NOUN
bracis-28375	280	35	of	of	ADP
bracis-28375	280	36	supervised	supervised	ADJ
bracis-28375	280	37	deep	deep	ADJ
bracis-28375	280	38	learning	learning	NOUN
bracis-28375	280	39	for	for	ADP
bracis-28375	280	40	seismic	seismic	ADJ
bracis-28375	280	41	interpretation	interpretation	NOUN
bracis-28375	280	42	and	and	CCONJ
bracis-28375	280	43	inversion	inversion	NOUN
bracis-28375	280	44	.	.	PUNCT
bracis-28375	281	1	lead	lead	NOUN
bracis-28375	281	2	.	.	PUNCT
bracis-28375	282	1	edge	edge	NOUN
bracis-28375	282	2	38(7	38(7	NUM
bracis-28375	282	3	)	)	PUNCT
bracis-28375	282	4	,	,	PUNCT
bracis-28375	282	5	526–533	526–533	NUM
bracis-28375	282	6	(	(	PUNCT
bracis-28375	282	7	2019	2019	NUM
bracis-28375	282	8	)	)	PUNCT
bracis-28375	282	9	article	article	NOUN
bracis-28375	282	10	  	  	SPACE
bracis-28375	282	11	google	google	PROPN
bracis-28375	282	12	scholar	scholar	NOUN
bracis-28375	282	13	  	  	SPACE
bracis-28375	282	14	zhou	zhou	PROPN
bracis-28375	282	15	,	,	PUNCT
bracis-28375	282	16	z.	z.	PROPN
bracis-28375	282	17	,	,	PUNCT
bracis-28375	282	18	siddiquee	siddiquee	PROPN
bracis-28375	282	19	,	,	PUNCT
bracis-28375	282	20	m.m.r	m.m.r	ADJ
bracis-28375	282	21	.	.	PROPN
bracis-28375	282	22	,	,	PUNCT
bracis-28375	282	23	tajbakhsh	tajbakhsh	PROPN
bracis-28375	282	24	,	,	PUNCT
bracis-28375	282	25	n.	n.	PROPN
bracis-28375	282	26	,	,	PUNCT
bracis-28375	282	27	liang	liang	PROPN
bracis-28375	282	28	,	,	PUNCT
bracis-28375	282	29	j.	j.	PROPN
bracis-28375	282	30	:	:	PUNCT
bracis-28375	282	31	u	u	NOUN
bracis-28375	282	32	-	-	PUNCT
bracis-28375	282	33	net++	net++	X
bracis-28375	282	34	:	:	PUNCT
bracis-28375	282	35	a	a	DET
bracis-28375	282	36	nested	nested	ADJ
bracis-28375	282	37	u	u	ADJ
bracis-28375	282	38	-	-	ADJ
bracis-28375	282	39	net	net	ADJ
bracis-28375	282	40	architecture	architecture	NOUN
bracis-28375	282	41	for	for	ADP
bracis-28375	282	42	medical	medical	ADJ
bracis-28375	282	43	image	image	NOUN
bracis-28375	282	44	segmentation	segmentation	NOUN
bracis-28375	282	45	.	.	PUNCT
bracis-28375	283	1	in	in	ADP
bracis-28375	283	2	:	:	PUNCT
bracis-28375	283	3	deep	deep	ADJ
bracis-28375	283	4	learning	learning	NOUN
bracis-28375	283	5	in	in	ADP
bracis-28375	283	6	medical	medical	ADJ
bracis-28375	283	7	image	image	NOUN
bracis-28375	283	8	analysis	analysis	NOUN
bracis-28375	283	9	and	and	CCONJ
bracis-28375	283	10	multimodal	multimodal	NOUN
bracis-28375	283	11	learning	learning	NOUN
bracis-28375	283	12	for	for	ADP
bracis-28375	283	13	clinical	clinical	ADJ
bracis-28375	283	14	decision	decision	NOUN
bracis-28375	283	15	support	support	NOUN
bracis-28375	283	16	,	,	PUNCT
bracis-28375	283	17	pp	pp	ADJ
bracis-28375	283	18	.	.	PUNCT
bracis-28375	284	1	3–11	3–11	NOUN
bracis-28375	284	2	.	.	PUNCT
bracis-28375	284	3	springer	springer	NOUN
bracis-28375	284	4	(	(	PUNCT
bracis-28375	284	5	2018	2018	NUM
bracis-28375	284	6	)	)	PUNCT
bracis-28375	284	7	google	google	PROPN
bracis-28375	284	8	scholar	scholar	NOUN
bracis-28375	284	9	  	  	SPACE
bracis-28375	284	10	zhou	zhou	PROPN
bracis-28375	284	11	,	,	PUNCT
bracis-28375	284	12	z.	z.	PROPN
bracis-28375	284	13	,	,	PUNCT
bracis-28375	284	14	siddiquee	siddiquee	PROPN
bracis-28375	284	15	,	,	PUNCT
bracis-28375	284	16	m.m.r	m.m.r	ADJ
bracis-28375	284	17	.	.	PROPN
bracis-28375	284	18	,	,	PUNCT
bracis-28375	284	19	tajbakhsh	tajbakhsh	PROPN
bracis-28375	284	20	,	,	PUNCT
bracis-28375	284	21	n.	n.	PROPN
bracis-28375	284	22	,	,	PUNCT
bracis-28375	284	23	liang	liang	PROPN
bracis-28375	284	24	,	,	PUNCT
bracis-28375	284	25	j.	j.	PROPN
bracis-28375	284	26	:	:	PUNCT
bracis-28375	284	27	u	u	NOUN
bracis-28375	284	28	-	-	PUNCT
bracis-28375	284	29	net++	net++	ADV
bracis-28375	284	30	:	:	PUNCT
bracis-28375	284	31	redesigning	redesign	VERB
bracis-28375	284	32	skip	skip	ADJ
bracis-28375	284	33	connections	connection	NOUN
bracis-28375	284	34	to	to	PART
bracis-28375	284	35	exploit	exploit	VERB
bracis-28375	284	36	multiscale	multiscale	ADJ
bracis-28375	284	37	features	feature	NOUN
bracis-28375	284	38	in	in	ADP
bracis-28375	284	39	image	image	NOUN
bracis-28375	284	40	segmentation	segmentation	NOUN
bracis-28375	284	41	.	.	PUNCT
bracis-28375	285	1	ieee	ieee	PROPN
bracis-28375	285	2	trans	trans	PROPN
bracis-28375	285	3	.	.	PROPN
bracis-28375	285	4	med	med	PROPN
bracis-28375	285	5	.	.	PUNCT
bracis-28375	286	1	imaging	imaging	PROPN
bracis-28375	286	2	39(6	39(6	NUM
bracis-28375	286	3	)	)	PUNCT
bracis-28375	286	4	,	,	PUNCT
bracis-28375	286	5	1856–1867	1856–1867	NUM
bracis-28375	286	6	(	(	PUNCT
bracis-28375	286	7	2019	2019	NUM
bracis-28375	286	8	)	)	PUNCT
bracis-28375	286	9	article	article	NOUN
bracis-28375	286	10	  	  	SPACE
bracis-28375	286	11	google	google	PROPN
bracis-28375	286	12	scholar	scholar	NOUN
bracis-28375	286	13	  	  	SPACE
bracis-28375	286	14	download	download	NOUN
bracis-28375	286	15	references	reference	NOUN
bracis-28375	286	16	acknowledgments	acknowledgment	NOUN
bracis-28375	286	17	the	the	DET
bracis-28375	286	18	authors	author	NOUN
bracis-28375	286	19	would	would	AUX
bracis-28375	286	20	like	like	VERB
bracis-28375	286	21	to	to	PART
bracis-28375	286	22	thank	thank	VERB
bracis-28375	286	23	the	the	DET
bracis-28375	286	24	brazilian	brazilian	ADJ
bracis-28375	286	25	national	national	PROPN
bracis-28375	286	26	council	council	PROPN
bracis-28375	286	27	for	for	ADP
bracis-28375	286	28	scientific	scientific	ADJ
bracis-28375	286	29	and	and	CCONJ
bracis-28375	286	30	technological	technological	ADJ
bracis-28375	286	31	development	development	NOUN
bracis-28375	286	32	(	(	PUNCT
bracis-28375	286	33	cnpq	cnpq	NOUN
bracis-28375	286	34	#	#	SYM
bracis-28375	286	35	304836/2022	304836/2022	NUM
bracis-28375	286	36	-	-	SYM
bracis-28375	286	37	2	2	NUM
bracis-28375	286	38	)	)	PUNCT
bracis-28375	286	39	and	and	CCONJ
bracis-28375	286	40	shell	shell	VERB
bracis-28375	286	41	brasil	brasil	PROPN
bracis-28375	286	42	petróleo	petróleo	PROPN
bracis-28375	286	43	ltda	ltda	PROPN
bracis-28375	286	44	for	for	ADP
bracis-28375	286	45	their	their	PRON
bracis-28375	286	46	support	support	NOUN
bracis-28375	286	47	.	.	PUNCT
bracis-28375	287	1	author	author	NOUN
bracis-28375	287	2	information	information	NOUN
bracis-28375	287	3	authors	author	NOUN
bracis-28375	287	4	and	and	CCONJ
bracis-28375	287	5	affiliations	affiliation	NOUN
bracis-28375	287	6	institute	institute	PROPN
bracis-28375	287	7	of	of	ADP
bracis-28375	287	8	computing	computing	PROPN
bracis-28375	287	9	(	(	PUNCT
bracis-28375	287	10	ic	ic	PROPN
bracis-28375	287	11	)	)	PUNCT
bracis-28375	287	12	,	,	PUNCT
bracis-28375	287	13	university	university	NOUN
bracis-28375	287	14	of	of	ADP
bracis-28375	287	15	campinas	campinas	PROPN
bracis-28375	287	16	,	,	PUNCT
bracis-28375	287	17	campinas	campinas	PROPN
bracis-28375	287	18	,	,	PUNCT
bracis-28375	287	19	sp	sp	PROPN
bracis-28375	287	20	,	,	PUNCT
bracis-28375	287	21	brazil	brazil	PROPN
bracis-28375	287	22	letícia	letícia	PROPN
bracis-28375	287	23	bomfim	bomfim	NOUN
bracis-28375	287	24	 	 	SPACE
bracis-28375	287	25	&	&	CCONJ
bracis-28375	287	26	 	 	SPACE
bracis-28375	287	27	helio	helio	PROPN
bracis-28375	287	28	pedrini	pedrini	PROPN
bracis-28375	287	29	institute	institute	PROPN
bracis-28375	287	30	of	of	ADP
bracis-28375	287	31	geosciences	geoscience	NOUN
bracis-28375	287	32	(	(	PUNCT
bracis-28375	287	33	ig	ig	PROPN
bracis-28375	287	34	)	)	PUNCT
bracis-28375	287	35	,	,	PUNCT
bracis-28375	287	36	university	university	NOUN
bracis-28375	287	37	of	of	ADP
bracis-28375	287	38	campinas	campinas	PROPN
bracis-28375	287	39	,	,	PUNCT
bracis-28375	287	40	campinas	campinas	PROPN
bracis-28375	287	41	,	,	PUNCT
bracis-28375	287	42	sp	sp	PROPN
bracis-28375	287	43	,	,	PUNCT
bracis-28375	287	44	brazil	brazil	PROPN
bracis-28375	287	45	alexandre	alexandre	PROPN
bracis-28375	287	46	vidal	vidal	PROPN
bracis-28375	287	47	center	center	PROPN
bracis-28375	287	48	for	for	ADP
bracis-28375	287	49	energy	energy	NOUN
bracis-28375	287	50	and	and	CCONJ
bracis-28375	287	51	petroleum	petroleum	NOUN
bracis-28375	287	52	studies	study	NOUN
bracis-28375	287	53	(	(	PUNCT
bracis-28375	287	54	cepetro	cepetro	PROPN
bracis-28375	287	55	)	)	PUNCT
bracis-28375	287	56	,	,	PUNCT
bracis-28375	287	57	campinas	campinas	PROPN
bracis-28375	287	58	,	,	PUNCT
bracis-28375	287	59	sp	sp	PROPN
bracis-28375	287	60	,	,	PUNCT
bracis-28375	287	61	brazil	brazil	PROPN
bracis-28375	287	62	letícia	letícia	PROPN
bracis-28375	287	63	bomfim	bomfim	NOUN
bracis-28375	287	64	,	,	PUNCT
bracis-28375	287	65	 	 	SPACE
bracis-28375	287	66	oton	oton	PROPN
bracis-28375	287	67	cunha	cunha	NOUN
bracis-28375	287	68	,	,	PUNCT
bracis-28375	287	69	 	 	SPACE
bracis-28375	287	70	michelle	michelle	PROPN
bracis-28375	287	71	kuroda	kuroda	PROPN
bracis-28375	287	72	 	 	SPACE
bracis-28375	287	73	&	&	CCONJ
bracis-28375	287	74	 	 	SPACE
bracis-28375	287	75	alexandre	alexandre	PROPN
bracis-28375	287	76	vidal	vidal	PROPN
bracis-28375	287	77	authors	authors	PROPN
bracis-28375	287	78	letícia	letícia	PRON
bracis-28375	287	79	bomfimview	bomfimview	VERB
bracis-28375	287	80	author	author	NOUN
bracis-28375	287	81	publications	publication	NOUN
bracis-28375	287	82	search	search	NOUN
bracis-28375	287	83	author	author	NOUN
bracis-28375	287	84	on	on	ADP
bracis-28375	287	85	:	:	PUNCT
bracis-28375	287	86	pubmed	pubmed	PROPN
bracis-28375	287	87	 	 	SPACE
bracis-28375	287	88	google	google	PROPN
bracis-28375	287	89	scholar	scholar	NOUN
bracis-28375	287	90	oton	oton	PROPN
bracis-28375	287	91	cunhaview	cunhaview	NOUN
bracis-28375	287	92	author	author	NOUN
bracis-28375	287	93	publications	publication	NOUN
bracis-28375	287	94	search	search	NOUN
bracis-28375	287	95	author	author	NOUN
bracis-28375	287	96	on	on	ADP
bracis-28375	287	97	:	:	PUNCT
bracis-28375	287	98	pubmed	pubmed	PROPN
bracis-28375	287	99	 	 	SPACE
bracis-28375	287	100	google	google	PROPN
bracis-28375	287	101	scholar	scholar	PROPN
bracis-28375	287	102	michelle	michelle	PROPN
bracis-28375	287	103	kurodaview	kurodaview	PROPN
bracis-28375	287	104	author	author	NOUN
bracis-28375	287	105	publications	publication	NOUN
bracis-28375	287	106	search	search	NOUN
bracis-28375	287	107	author	author	NOUN
bracis-28375	287	108	on	on	ADP
bracis-28375	287	109	:	:	PUNCT
bracis-28375	287	110	pubmed	pubmed	PROPN
bracis-28375	287	111	 	 	SPACE
bracis-28375	287	112	google	google	PROPN
bracis-28375	287	113	scholar	scholar	PROPN
bracis-28375	287	114	alexandre	alexandre	PROPN
bracis-28375	287	115	vidalview	vidalview	NOUN
bracis-28375	287	116	author	author	NOUN
bracis-28375	287	117	publications	publication	NOUN
bracis-28375	287	118	search	search	NOUN
bracis-28375	287	119	author	author	NOUN
bracis-28375	287	120	on	on	ADP
bracis-28375	287	121	:	:	PUNCT
bracis-28375	287	122	pubmed	pubmed	PROPN
bracis-28375	287	123	 	 	SPACE
bracis-28375	287	124	google	google	PROPN
bracis-28375	287	125	scholar	scholar	NOUN
bracis-28375	287	126	helio	helio	NOUN
bracis-28375	287	127	pedriniview	pedriniview	NOUN
bracis-28375	287	128	author	author	NOUN
bracis-28375	287	129	publications	publication	NOUN
bracis-28375	287	130	search	search	NOUN
bracis-28375	287	131	author	author	NOUN
bracis-28375	287	132	on	on	ADP
bracis-28375	287	133	:	:	PUNCT
bracis-28375	287	134	pubmed	pubmed	PROPN
bracis-28375	287	135	 	 	SPACE
bracis-28375	287	136	google	google	PROPN
bracis-28375	287	137	scholar	scholar	NOUN
bracis-28375	287	138	corresponding	correspond	VERB
bracis-28375	287	139	author	author	NOUN
bracis-28375	287	140	correspondence	correspondence	NOUN
bracis-28375	287	141	to	to	ADP
bracis-28375	287	142	helio	helio	PROPN
bracis-28375	287	143	pedrini	pedrini	PROPN
bracis-28375	287	144	.	.	PUNCT
bracis-28375	288	1	editor	editor	NOUN
bracis-28375	288	2	information	information	NOUN
bracis-28375	288	3	editors	editor	NOUN
bracis-28375	288	4	and	and	CCONJ
bracis-28375	288	5	affiliations	affiliation	NOUN
bracis-28375	288	6	federal	federal	PROPN
bracis-28375	288	7	university	university	PROPN
bracis-28375	288	8	of	of	ADP
bracis-28375	288	9	são	são	PROPN
bracis-28375	288	10	carlos	carlos	PROPN
bracis-28375	288	11	,	,	PUNCT
bracis-28375	288	12	são	são	PROPN
bracis-28375	288	13	carlos	carlos	PROPN
bracis-28375	288	14	,	,	PUNCT
bracis-28375	288	15	brazil	brazil	PROPN
bracis-28375	288	16	murilo	murilo	PROPN
bracis-28375	288	17	c.	c.	PROPN
bracis-28375	288	18	naldi	naldi	PROPN
bracis-28375	288	19	centro	centro	PROPN
bracis-28375	288	20	universitario	universitario	PROPN
bracis-28375	288	21	da	da	PROPN
bracis-28375	288	22	fei	fei	PROPN
bracis-28375	288	23	,	,	PUNCT
bracis-28375	288	24	são	são	PROPN
bracis-28375	288	25	bernardo	bernardo	PROPN
bracis-28375	288	26	do	do	AUX
bracis-28375	288	27	campo	campo	PROPN
bracis-28375	288	28	,	,	PUNCT
bracis-28375	288	29	brazil	brazil	PROPN
bracis-28375	288	30	reinaldo	reinaldo	PROPN
bracis-28375	288	31	a.	a.	PROPN
bracis-28375	288	32	c.	c.	PROPN
bracis-28375	288	33	bianchi	bianchi	PROPN
bracis-28375	288	34	rights	right	NOUN
bracis-28375	288	35	and	and	CCONJ
bracis-28375	288	36	permissions	permission	NOUN
bracis-28375	288	37	reprints	reprint	NOUN
bracis-28375	288	38	and	and	CCONJ
bracis-28375	288	39	permissions	permission	VERB
bracis-28375	288	40	copyright	copyright	NOUN
bracis-28375	288	41	information	information	NOUN
bracis-28375	288	42	©	©	ADP
bracis-28375	288	43	2023	2023	NUM
bracis-28375	288	44	the	the	DET
bracis-28375	288	45	author(s	author(s	NOUN
bracis-28375	288	46	)	)	PUNCT
bracis-28375	288	47	,	,	PUNCT
bracis-28375	288	48	under	under	ADP
bracis-28375	288	49	exclusive	exclusive	ADJ
bracis-28375	288	50	license	license	NOUN
bracis-28375	288	51	to	to	ADP
bracis-28375	288	52	springer	springer	NOUN
bracis-28375	288	53	nature	nature	PROPN
bracis-28375	288	54	switzerland	switzerland	PROPN
bracis-28375	288	55	ag	ag	PROPN
bracis-28375	288	56	about	about	ADP
bracis-28375	288	57	this	this	DET
bracis-28375	288	58	paper	paper	NOUN
bracis-28375	288	59	cite	cite	VERB
bracis-28375	288	60	this	this	DET
bracis-28375	288	61	paper	paper	NOUN
bracis-28375	288	62	bomfim	bomfim	NOUN
bracis-28375	288	63	,	,	PUNCT
bracis-28375	288	64	l.	l.	PROPN
bracis-28375	288	65	,	,	PUNCT
bracis-28375	288	66	cunha	cunha	NOUN
bracis-28375	288	67	,	,	PUNCT
bracis-28375	288	68	o.	o.	PROPN
bracis-28375	288	69	,	,	PUNCT
bracis-28375	288	70	kuroda	kuroda	PROPN
bracis-28375	288	71	,	,	PUNCT
bracis-28375	288	72	m.	m.	NOUN
bracis-28375	288	73	,	,	PUNCT
bracis-28375	288	74	vidal	vidal	NOUN
bracis-28375	288	75	,	,	PUNCT
bracis-28375	288	76	a.	a.	NOUN
bracis-28375	288	77	,	,	PUNCT
bracis-28375	288	78	pedrini	pedrini	PROPN
bracis-28375	288	79	,	,	PUNCT
bracis-28375	288	80	h.	h.	PROPN
bracis-28375	288	81	(	(	PUNCT
bracis-28375	288	82	2023	2023	NUM
bracis-28375	288	83	)	)	PUNCT
bracis-28375	288	84	.	.	PUNCT
bracis-28375	289	1	transformer	transformer	NOUN
bracis-28375	289	2	model	model	NOUN
bracis-28375	289	3	for	for	ADP
bracis-28375	289	4	 	 	SPACE
bracis-28375	289	5	fault	fault	VERB
bracis-28375	289	6	detection	detection	NOUN
bracis-28375	289	7	from	from	ADP
bracis-28375	289	8	 	 	SPACE
bracis-28375	289	9	brazilian	brazilian	ADJ
bracis-28375	289	10	pre	pre	ADJ
bracis-28375	289	11	-	-	ADJ
bracis-28375	289	12	salt	salt	ADJ
bracis-28375	289	13	seismic	seismic	ADJ
bracis-28375	289	14	data	datum	NOUN
bracis-28375	289	15	.	.	PUNCT
bracis-28375	290	1	in	in	ADP
bracis-28375	290	2	:	:	PUNCT
bracis-28375	290	3	naldi	naldi	PROPN
bracis-28375	290	4	,	,	PUNCT
bracis-28375	290	5	m.c	m.c	PROPN
bracis-28375	290	6	.	.	PROPN
bracis-28375	290	7	,	,	PUNCT
bracis-28375	290	8	bianchi	bianchi	PROPN
bracis-28375	290	9	,	,	PUNCT
bracis-28375	290	10	r.a.c	r.a.c	ADP
bracis-28375	290	11	.	.	PUNCT
bracis-28375	290	12	(	(	PUNCT
bracis-28375	290	13	eds	ed	NOUN
bracis-28375	290	14	)	)	PUNCT
bracis-28375	290	15	intelligent	intelligent	ADJ
bracis-28375	290	16	systems	system	NOUN
bracis-28375	290	17	.	.	PUNCT
bracis-28375	291	1	bracis	bracis	PROPN
bracis-28375	291	2	2023	2023	NUM
bracis-28375	291	3	.	.	PUNCT
bracis-28375	292	1	lecture	lecture	NOUN
bracis-28375	292	2	notes	note	NOUN
bracis-28375	292	3	in	in	ADP
bracis-28375	292	4	computer	computer	NOUN
bracis-28375	292	5	science	science	NOUN
bracis-28375	292	6	(	(	PUNCT
bracis-28375	292	7	)	)	PUNCT
bracis-28375	292	8	,	,	PUNCT
bracis-28375	292	9	vol	vol	NOUN
bracis-28375	292	10	14196	14196	NUM
bracis-28375	292	11	.	.	PUNCT
bracis-28375	293	1	springer	springer	NOUN
bracis-28375	293	2	,	,	PUNCT
bracis-28375	293	3	cham	cham	PROPN
bracis-28375	293	4	.	.	PUNCT
bracis-28375	294	1	https://doi.org/10.1007/978-3-031-45389-2_1	https://doi.org/10.1007/978-3-031-45389-2_1	PROPN
bracis-28375	294	2	download	download	NOUN
bracis-28375	294	3	citation	citation	NOUN
bracis-28375	294	4	.ris	.ris	PUNCT
bracis-28375	294	5	.enw	.enw	PROPN
bracis-28375	294	6	.bib	.bib	PUNCT
bracis-28375	295	1	doi	doi	PROPN
bracis-28375	295	2	:	:	PUNCT
bracis-28375	295	3	https://doi.org/10.1007/978-3-031-45389-2_1	https://doi.org/10.1007/978-3-031-45389-2_1	NUM
bracis-28375	295	4	published	publish	VERB
bracis-28375	295	5	:	:	PUNCT
bracis-28375	295	6	12	12	NUM
bracis-28375	295	7	october	october	PROPN
bracis-28375	295	8	2023	2023	NUM
bracis-28375	295	9	publisher	publisher	NOUN
bracis-28375	295	10	name	name	NOUN
bracis-28375	295	11	:	:	PUNCT
bracis-28375	295	12	springer	springer	NOUN
bracis-28375	295	13	,	,	PUNCT
bracis-28375	295	14	cham	cham	PROPN
bracis-28375	295	15	print	print	PROPN
bracis-28375	295	16	isbn	isbn	PROPN
bracis-28375	295	17	:	:	PUNCT
bracis-28375	295	18	978	978	NUM
bracis-28375	295	19	-	-	SYM
bracis-28375	295	20	3	3	NUM
bracis-28375	295	21	-	-	PUNCT
bracis-28375	295	22	031	031	NUM
bracis-28375	295	23	-	-	PUNCT
bracis-28375	295	24	45388	45388	NUM
bracis-28375	295	25	-	-	SYM
bracis-28375	295	26	5	5	NUM
bracis-28375	295	27	online	online	ADJ
bracis-28375	295	28	isbn	isbn	NOUN
bracis-28375	295	29	:	:	PUNCT
bracis-28375	295	30	978	978	NUM
bracis-28375	295	31	-	-	SYM
bracis-28375	295	32	3	3	NUM
bracis-28375	295	33	-	-	PUNCT
bracis-28375	295	34	031	031	NUM
bracis-28375	295	35	-	-	PUNCT
bracis-28375	295	36	45389	45389	NUM
bracis-28375	295	37	-	-	SYM
bracis-28375	295	38	2	2	NUM
bracis-28375	295	39	ebook	ebook	NOUN
bracis-28375	295	40	packages	package	NOUN
bracis-28375	295	41	:	:	PUNCT
bracis-28375	295	42	computer	computer	NOUN
bracis-28375	295	43	sciencecomputer	sciencecomputer	NOUN
bracis-28375	295	44	science	science	NOUN
bracis-28375	295	45	(	(	PUNCT
bracis-28375	295	46	r0	r0	NOUN
bracis-28375	295	47	)	)	PUNCT
bracis-28375	295	48	share	share	VERB
bracis-28375	295	49	this	this	DET
bracis-28375	295	50	paper	paper	NOUN
bracis-28375	295	51	anyone	anyone	PRON
bracis-28375	295	52	you	you	PRON
bracis-28375	295	53	share	share	VERB
bracis-28375	295	54	the	the	DET
bracis-28375	295	55	following	follow	VERB
bracis-28375	295	56	link	link	NOUN
bracis-28375	295	57	with	with	ADP
bracis-28375	295	58	will	will	AUX
bracis-28375	295	59	be	be	AUX
bracis-28375	295	60	able	able	ADJ
bracis-28375	295	61	to	to	PART
bracis-28375	295	62	read	read	VERB
bracis-28375	295	63	this	this	DET
bracis-28375	295	64	content	content	NOUN
bracis-28375	295	65	:	:	PUNCT
bracis-28375	295	66	get	get	VERB
bracis-28375	295	67	shareable	shareable	ADJ
bracis-28375	295	68	linksorry	linksorry	NOUN
bracis-28375	295	69	,	,	PUNCT
bracis-28375	295	70	a	a	DET
bracis-28375	295	71	shareable	shareable	ADJ
bracis-28375	295	72	link	link	NOUN
bracis-28375	295	73	is	be	AUX
bracis-28375	295	74	not	not	PART
bracis-28375	295	75	currently	currently	ADV
bracis-28375	295	76	available	available	ADJ
bracis-28375	295	77	for	for	ADP
bracis-28375	295	78	this	this	DET
bracis-28375	295	79	article	article	NOUN
bracis-28375	295	80	.	.	PUNCT
bracis-28375	296	1	copy	copy	VERB
bracis-28375	296	2	shareable	shareable	ADJ
bracis-28375	296	3	link	link	NOUN
bracis-28375	296	4	to	to	PART
bracis-28375	296	5	clipboard	clipboard	NOUN
bracis-28375	296	6	provided	provide	VERB
bracis-28375	296	7	by	by	ADP
bracis-28375	296	8	the	the	DET
bracis-28375	296	9	springer	springer	NOUN
bracis-28375	296	10	nature	nature	PROPN
bracis-28375	296	11	sharedit	sharedit	PROPN
bracis-28375	296	12	content	content	NOUN
bracis-28375	296	13	-	-	PUNCT
bracis-28375	296	14	sharing	share	VERB
bracis-28375	296	15	initiative	initiative	NOUN
bracis-28375	296	16	keywords	keyword	NOUN
bracis-28375	296	17	fault	fault	VERB
bracis-28375	296	18	detection	detection	NOUN
bracis-28375	296	19	transformer	transformer	NOUN
bracis-28375	296	20	models	model	NOUN
bracis-28375	296	21	seismic	seismic	ADJ
bracis-28375	296	22	data	datum	NOUN
bracis-28375	296	23	publish	publish	VERB
bracis-28375	296	24	with	with	ADP
bracis-28375	296	25	us	us	PROPN
bracis-28375	296	26	policies	policy	NOUN
bracis-28375	296	27	and	and	CCONJ
bracis-28375	296	28	ethics	ethic	NOUN
bracis-28375	296	29	search	search	NOUN
bracis-28375	296	30	search	search	NOUN
bracis-28375	296	31	by	by	ADP
bracis-28375	296	32	keyword	keyword	NOUN
bracis-28375	296	33	or	or	CCONJ
bracis-28375	296	34	author	author	NOUN
bracis-28375	296	35	search	search	NOUN
bracis-28375	296	36	navigation	navigation	NOUN
bracis-28375	296	37	find	find	VERB
bracis-28375	296	38	a	a	DET
bracis-28375	296	39	journal	journal	NOUN
bracis-28375	296	40	publish	publish	VERB
bracis-28375	296	41	with	with	ADP
bracis-28375	296	42	us	we	PRON
bracis-28375	296	43	track	track	VERB
bracis-28375	296	44	your	your	PRON
bracis-28375	296	45	research	research	NOUN
bracis-28375	296	46	discover	discover	VERB
bracis-28375	296	47	content	content	NOUN
bracis-28375	296	48	journals	journal	NOUN
bracis-28375	296	49	a	a	DET
bracis-28375	296	50	-	-	PUNCT
bracis-28375	296	51	z	z	NOUN
bracis-28375	296	52	books	book	NOUN
bracis-28375	296	53	a	a	DET
bracis-28375	296	54	-	-	PUNCT
bracis-28375	296	55	z	z	NOUN
bracis-28375	296	56	publish	publish	NOUN
bracis-28375	296	57	with	with	ADP
bracis-28375	296	58	us	us	PROPN
bracis-28375	296	59	journal	journal	PROPN
bracis-28375	296	60	finder	finder	PROPN
bracis-28375	296	61	publish	publish	VERB
bracis-28375	296	62	your	your	PRON
bracis-28375	296	63	research	research	NOUN
bracis-28375	296	64	language	language	NOUN
bracis-28375	296	65	editing	edit	VERB
bracis-28375	296	66	open	open	ADJ
bracis-28375	296	67	access	access	NOUN
bracis-28375	296	68	publishing	publishing	NOUN
bracis-28375	296	69	products	product	NOUN
bracis-28375	296	70	and	and	CCONJ
bracis-28375	296	71	services	service	NOUN
bracis-28375	296	72	our	our	PRON
bracis-28375	296	73	products	product	NOUN
bracis-28375	296	74	librarians	librarian	VERB
bracis-28375	296	75	societies	society	NOUN
bracis-28375	296	76	partners	partner	NOUN
bracis-28375	296	77	and	and	CCONJ
bracis-28375	296	78	advertisers	advertiser	NOUN
bracis-28375	296	79	our	our	PRON
bracis-28375	296	80	brands	brand	NOUN
bracis-28375	296	81	springer	springer	NOUN
bracis-28375	296	82	nature	nature	PROPN
bracis-28375	296	83	portfolio	portfolio	PROPN
bracis-28375	296	84	bmc	bmc	PROPN
bracis-28375	296	85	palgrave	palgrave	PROPN
bracis-28375	296	86	macmillan	macmillan	PROPN
bracis-28375	296	87	apress	apress	PROPN
bracis-28375	296	88	discover	discover	VERB
bracis-28375	296	89	your	your	PRON
bracis-28375	296	90	privacy	privacy	NOUN
bracis-28375	296	91	choices	choice	NOUN
bracis-28375	296	92	/	/	SYM
bracis-28375	296	93	manage	manage	NOUN
bracis-28375	296	94	cookies	cookie	NOUN
bracis-28375	296	95	your	your	PRON
bracis-28375	296	96	us	us	PROPN
bracis-28375	297	1	state	state	NOUN
bracis-28375	297	2	privacy	privacy	NOUN
bracis-28375	297	3	rights	right	NOUN
bracis-28375	297	4	accessibility	accessibility	NOUN
bracis-28375	297	5	statement	statement	NOUN
bracis-28375	297	6	terms	term	NOUN
bracis-28375	297	7	and	and	CCONJ
bracis-28375	297	8	conditions	condition	NOUN
bracis-28375	297	9	privacy	privacy	NOUN
bracis-28375	297	10	policy	policy	NOUN
bracis-28375	297	11	help	help	NOUN
bracis-28375	297	12	and	and	CCONJ
bracis-28375	297	13	support	support	VERB
bracis-28375	297	14	legal	legal	ADJ
bracis-28375	297	15	notice	notice	NOUN
bracis-28375	297	16	cancel	cancel	VERB
bracis-28375	297	17	contracts	contract	NOUN
bracis-28375	297	18	here	here	ADV
bracis-28375	297	19	129.74.145.123	129.74.145.123	NUM
bracis-28375	297	20	hesburgh	hesburgh	PROPN
bracis-28375	297	21	library	library	PROPN
bracis-28375	297	22	er	er	INTJ
bracis-28375	297	23	unit	unit	NOUN
bracis-28375	297	24	(	(	PUNCT
bracis-28375	297	25	3005732405	3005732405	NUM
bracis-28375	297	26	)	)	PUNCT
bracis-28375	297	27	northeast	northeast	ADJ
bracis-28375	297	28	research	research	NOUN
bracis-28375	297	29	libraries	library	NOUN
bracis-28375	297	30	(	(	PUNCT
bracis-28375	297	31	nerl	nerl	PROPN
bracis-28375	297	32	)	)	PUNCT
bracis-28375	297	33	(	(	PUNCT
bracis-28375	297	34	8200828607	8200828607	NUM
bracis-28375	297	35	)	)	PUNCT
bracis-28375	297	36	nerl	nerl	VERB
bracis-28375	297	37	ta	ta	X
bracis-28375	297	38	account	account	NOUN
bracis-28375	297	39	(	(	PUNCT
bracis-28375	297	40	3006206169	3006206169	NUM
bracis-28375	297	41	)	)	PUNCT
bracis-28375	297	42	university	university	NOUN
bracis-28375	297	43	of	of	ADP
bracis-28375	297	44	notre	notre	PROPN
bracis-28375	297	45	dame	dame	PROPN
bracis-28375	297	46	hesburgh	hesburgh	PROPN
bracis-28375	297	47	library	library	NOUN
bracis-28375	297	48	(	(	PUNCT
bracis-28375	297	49	3000184373	3000184373	NUM
bracis-28375	297	50	)	)	PUNCT
bracis-28375	298	1	©	©	ADP
bracis-28375	298	2	2025	2025	NUM
bracis-28375	298	3	springer	springer	NOUN
bracis-28375	298	4	nature	nature	NOUN