id	sid	tid	token	lemma	pos
fcis-17976	1	1	frontiers	frontier	NOUN
fcis-17976	1	2	in	in	ADP
fcis-17976	1	3	computing	computing	NOUN
fcis-17976	1	4	and	and	CCONJ
fcis-17976	1	5	intelligent	intelligent	ADJ
fcis-17976	1	6	systems	system	NOUN
fcis-17976	1	7	issn	issn	VERB
fcis-17976	1	8	:	:	PUNCT
fcis-17976	1	9	2832	2832	NUM
fcis-17976	1	10	-	-	SYM
fcis-17976	1	11	6024	6024	NUM
fcis-17976	1	12	|	|	NOUN
fcis-17976	1	13	vol	vol	NOUN
fcis-17976	1	14	.	.	PROPN
fcis-17976	2	1	7	7	NUM
fcis-17976	2	2	,	,	PUNCT
fcis-17976	2	3	no	no	INTJ
fcis-17976	2	4	.	.	NOUN
fcis-17976	2	5	2	2	NUM
fcis-17976	2	6	,	,	PUNCT
fcis-17976	2	7	2024	2024	NUM
fcis-17976	2	8	38	38	NUM
fcis-17976	2	9	target	target	NOUN
fcis-17976	2	10	detection	detection	NOUN
fcis-17976	2	11	and	and	CCONJ
fcis-17976	2	12	segmentation	segmentation	NOUN
fcis-17976	2	13	technology	technology	NOUN
fcis-17976	2	14	for	for	ADP
fcis-17976	2	15	zero‐shot	zero‐shot	PROPN
fcis-17976	2	16	learning	learn	VERB
fcis-17976	2	17	zongzhi	zongzhi	PROPN
fcis-17976	2	18	lou	lou	PROPN
fcis-17976	3	1	*	*	PROPN
fcis-17976	3	2	,	,	PUNCT
fcis-17976	3	3	linlin	linlin	PROPN
fcis-17976	3	4	chen	chen	PROPN
fcis-17976	3	5	,	,	PUNCT
fcis-17976	3	6	tian	tian	PROPN
fcis-17976	3	7	guo	guo	PROPN
fcis-17976	3	8	,	,	PUNCT
fcis-17976	3	9	zhizhong	zhizhong	PROPN
fcis-17976	3	10	wang	wang	PROPN
fcis-17976	3	11	,	,	PUNCT
fcis-17976	3	12	yuxuan	yuxuan	PROPN
fcis-17976	3	13	qiu	qiu	PROPN
fcis-17976	3	14	,	,	PUNCT
fcis-17976	3	15	jinyang	jinyang	PROPN
fcis-17976	3	16	liang	liang	PROPN
fcis-17976	3	17	wuhan	wuhan	PROPN
fcis-17976	3	18	railway	railway	PROPN
fcis-17976	3	19	vocational	vocational	PROPN
fcis-17976	3	20	college	college	PROPN
fcis-17976	3	21	of	of	ADP
fcis-17976	3	22	technology	technology	PROPN
fcis-17976	3	23	,	,	PUNCT
fcis-17976	3	24	wuhan	wuhan	PROPN
fcis-17976	3	25	,	,	PUNCT
fcis-17976	3	26	hubei	hubei	PROPN
fcis-17976	3	27	,	,	PUNCT
fcis-17976	3	28	430205	430205	NUM
fcis-17976	3	29	,	,	PUNCT
fcis-17976	3	30	china	china	PROPN
fcis-17976	3	31	*	*	PUNCT
fcis-17976	3	32	corresponding	correspond	VERB
fcis-17976	3	33	author	author	NOUN
fcis-17976	3	34	:	:	PUNCT
fcis-17976	3	35	zongzhi	zongzhi	PROPN
fcis-17976	3	36	lou	lou	PROPN
fcis-17976	3	37	abstract	abstract	PROPN
fcis-17976	3	38	:	:	PUNCT
fcis-17976	3	39	zero	zero	NUM
fcis-17976	3	40	-	-	PUNCT
fcis-17976	3	41	shot	shot	NOUN
fcis-17976	3	42	learning	learning	NOUN
fcis-17976	3	43	(	(	PUNCT
fcis-17976	3	44	zsl	zsl	NOUN
fcis-17976	3	45	)	)	PUNCT
fcis-17976	3	46	in	in	ADP
fcis-17976	3	47	the	the	DET
fcis-17976	3	48	field	field	NOUN
fcis-17976	3	49	of	of	ADP
fcis-17976	3	50	computer	computer	NOUN
fcis-17976	3	51	vision	vision	NOUN
fcis-17976	3	52	refers	refer	VERB
fcis-17976	3	53	to	to	ADP
fcis-17976	3	54	enabling	enable	VERB
fcis-17976	3	55	the	the	DET
fcis-17976	3	56	model	model	NOUN
fcis-17976	3	57	to	to	PART
fcis-17976	3	58	recognize	recognize	VERB
fcis-17976	3	59	and	and	CCONJ
fcis-17976	3	60	understand	understand	VERB
fcis-17976	3	61	categories	category	NOUN
fcis-17976	3	62	that	that	PRON
fcis-17976	3	63	have	have	AUX
fcis-17976	3	64	not	not	PART
fcis-17976	3	65	been	be	AUX
fcis-17976	3	66	encountered	encounter	VERB
fcis-17976	3	67	during	during	ADP
fcis-17976	3	68	the	the	DET
fcis-17976	3	69	training	training	NOUN
fcis-17976	3	70	phase	phase	NOUN
fcis-17976	3	71	.	.	PUNCT
fcis-17976	4	1	it	it	PRON
fcis-17976	4	2	is	be	AUX
fcis-17976	4	3	particularly	particularly	ADV
fcis-17976	4	4	critical	critical	ADJ
fcis-17976	4	5	for	for	ADP
fcis-17976	4	6	object	object	NOUN
fcis-17976	4	7	detection	detection	NOUN
fcis-17976	4	8	and	and	CCONJ
fcis-17976	4	9	segmentation	segmentation	NOUN
fcis-17976	4	10	tasks	task	NOUN
fcis-17976	4	11	,	,	PUNCT
fcis-17976	4	12	because	because	SCONJ
fcis-17976	4	13	these	these	DET
fcis-17976	4	14	tasks	task	NOUN
fcis-17976	4	15	require	require	VERB
fcis-17976	4	16	the	the	DET
fcis-17976	4	17	model	model	NOUN
fcis-17976	4	18	to	to	PART
fcis-17976	4	19	have	have	VERB
fcis-17976	4	20	good	good	ADJ
fcis-17976	4	21	generalization	generalization	NOUN
fcis-17976	4	22	capabilities	capability	NOUN
fcis-17976	4	23	to	to	ADP
fcis-17976	4	24	unknown	unknown	ADJ
fcis-17976	4	25	categories	category	NOUN
fcis-17976	4	26	.	.	PUNCT
fcis-17976	5	1	object	object	NOUN
fcis-17976	5	2	detection	detection	NOUN
fcis-17976	5	3	requires	require	VERB
fcis-17976	5	4	the	the	DET
fcis-17976	5	5	model	model	NOUN
fcis-17976	5	6	to	to	PART
fcis-17976	5	7	determine	determine	VERB
fcis-17976	5	8	the	the	DET
fcis-17976	5	9	location	location	NOUN
fcis-17976	5	10	of	of	ADP
fcis-17976	5	11	the	the	DET
fcis-17976	5	12	object	object	NOUN
fcis-17976	5	13	,	,	PUNCT
fcis-17976	5	14	while	while	SCONJ
fcis-17976	5	15	segmentation	segmentation	NOUN
fcis-17976	5	16	further	far	ADV
fcis-17976	5	17	requires	require	VERB
fcis-17976	5	18	the	the	DET
fcis-17976	5	19	precise	precise	ADJ
fcis-17976	5	20	demarcation	demarcation	NOUN
fcis-17976	5	21	of	of	ADP
fcis-17976	5	22	the	the	DET
fcis-17976	5	23	object	object	NOUN
fcis-17976	5	24	's	's	PART
fcis-17976	5	25	boundaries	boundary	NOUN
fcis-17976	5	26	.	.	PUNCT
fcis-17976	6	1	in	in	ADP
fcis-17976	6	2	zsl	zsl	PROPN
fcis-17976	6	3	research	research	NOUN
fcis-17976	6	4	,	,	PUNCT
fcis-17976	6	5	knowledge	knowledge	NOUN
fcis-17976	6	6	representation	representation	NOUN
fcis-17976	6	7	and	and	CCONJ
fcis-17976	6	8	transfer	transfer	NOUN
fcis-17976	6	9	are	be	AUX
fcis-17976	6	10	core	core	NOUN
fcis-17976	6	11	issues	issue	NOUN
fcis-17976	6	12	.	.	PUNCT
fcis-17976	7	1	researchers	researcher	NOUN
fcis-17976	7	2	have	have	AUX
fcis-17976	7	3	tried	try	VERB
fcis-17976	7	4	to	to	PART
fcis-17976	7	5	use	use	VERB
fcis-17976	7	6	semantic	semantic	ADJ
fcis-17976	7	7	attributes	attribute	NOUN
fcis-17976	7	8	as	as	ADP
fcis-17976	7	9	a	a	DET
fcis-17976	7	10	knowledge	knowledge	NOUN
fcis-17976	7	11	bridge	bridge	NOUN
fcis-17976	7	12	to	to	PART
fcis-17976	7	13	connect	connect	VERB
fcis-17976	7	14	categories	category	NOUN
fcis-17976	7	15	seen	see	VERB
fcis-17976	7	16	during	during	ADP
fcis-17976	7	17	the	the	DET
fcis-17976	7	18	training	training	NOUN
fcis-17976	7	19	phase	phase	NOUN
fcis-17976	7	20	and	and	CCONJ
fcis-17976	7	21	categories	category	NOUN
fcis-17976	7	22	not	not	PART
fcis-17976	7	23	seen	see	VERB
fcis-17976	7	24	during	during	ADP
fcis-17976	7	25	the	the	DET
fcis-17976	7	26	testing	testing	NOUN
fcis-17976	7	27	phase	phase	NOUN
fcis-17976	7	28	.	.	PUNCT
fcis-17976	8	1	these	these	DET
fcis-17976	8	2	attributes	attribute	NOUN
fcis-17976	8	3	may	may	AUX
fcis-17976	8	4	be	be	AUX
fcis-17976	8	5	color	color	NOUN
fcis-17976	8	6	,	,	PUNCT
fcis-17976	8	7	shape	shape	NOUN
fcis-17976	8	8	,	,	PUNCT
fcis-17976	8	9	etc	etc	X
fcis-17976	8	10	.	.	X
fcis-17976	8	11	,	,	PUNCT
fcis-17976	8	12	but	but	CCONJ
fcis-17976	8	13	this	this	DET
fcis-17976	8	14	method	method	NOUN
fcis-17976	8	15	requires	require	VERB
fcis-17976	8	16	accurate	accurate	ADJ
fcis-17976	8	17	attribute	attribute	NOUN
fcis-17976	8	18	annotation	annotation	NOUN
fcis-17976	8	19	,	,	PUNCT
fcis-17976	8	20	which	which	PRON
fcis-17976	8	21	is	be	AUX
fcis-17976	8	22	often	often	ADV
fcis-17976	8	23	not	not	PART
fcis-17976	8	24	easy	easy	ADJ
fcis-17976	8	25	to	to	PART
fcis-17976	8	26	achieve	achieve	VERB
fcis-17976	8	27	in	in	ADP
fcis-17976	8	28	practice	practice	NOUN
fcis-17976	8	29	.	.	PUNCT
fcis-17976	9	1	therefore	therefore	ADV
fcis-17976	9	2	,	,	PUNCT
fcis-17976	9	3	researchers	researcher	NOUN
fcis-17976	9	4	have	have	AUX
fcis-17976	9	5	begun	begin	VERB
fcis-17976	9	6	to	to	PART
fcis-17976	9	7	explore	explore	VERB
fcis-17976	9	8	the	the	DET
fcis-17976	9	9	use	use	NOUN
fcis-17976	9	10	of	of	ADP
fcis-17976	9	11	non	non	ADJ
fcis-17976	9	12	-	-	ADJ
fcis-17976	9	13	visual	visual	ADJ
fcis-17976	9	14	information	information	NOUN
fcis-17976	9	15	such	such	ADJ
fcis-17976	9	16	as	as	ADP
fcis-17976	9	17	knowledge	knowledge	NOUN
fcis-17976	9	18	maps	map	NOUN
fcis-17976	9	19	and	and	CCONJ
fcis-17976	9	20	text	text	NOUN
fcis-17976	9	21	descriptions	description	NOUN
fcis-17976	9	22	to	to	PART
fcis-17976	9	23	enrich	enrich	VERB
fcis-17976	9	24	the	the	DET
fcis-17976	9	25	recognition	recognition	NOUN
fcis-17976	9	26	capabilities	capability	NOUN
fcis-17976	9	27	of	of	ADP
fcis-17976	9	28	models	model	NOUN
fcis-17976	9	29	,	,	PUNCT
fcis-17976	9	30	but	but	CCONJ
fcis-17976	9	31	this	this	PRON
fcis-17976	9	32	also	also	ADV
fcis-17976	9	33	introduces	introduce	VERB
fcis-17976	9	34	the	the	DET
fcis-17976	9	35	challenge	challenge	NOUN
fcis-17976	9	36	of	of	ADP
fcis-17976	9	37	information	information	NOUN
fcis-17976	9	38	integration	integration	NOUN
fcis-17976	9	39	and	and	CCONJ
fcis-17976	9	40	alignment	alignment	NOUN
fcis-17976	9	41	.	.	PUNCT
fcis-17976	10	1	at	at	ADP
fcis-17976	10	2	present	present	ADJ
fcis-17976	10	3	,	,	PUNCT
fcis-17976	10	4	zsl	zsl	NOUN
fcis-17976	10	5	has	have	AUX
fcis-17976	10	6	made	make	VERB
fcis-17976	10	7	certain	certain	ADJ
fcis-17976	10	8	progress	progress	NOUN
fcis-17976	10	9	in	in	ADP
fcis-17976	10	10	target	target	NOUN
fcis-17976	10	11	detection	detection	NOUN
fcis-17976	10	12	and	and	CCONJ
fcis-17976	10	13	segmentation	segmentation	NOUN
fcis-17976	10	14	tasks	task	NOUN
fcis-17976	10	15	,	,	PUNCT
fcis-17976	10	16	but	but	CCONJ
fcis-17976	10	17	there	there	PRON
fcis-17976	10	18	is	be	VERB
fcis-17976	10	19	still	still	ADV
fcis-17976	10	20	a	a	DET
fcis-17976	10	21	significant	significant	ADJ
fcis-17976	10	22	gap	gap	NOUN
fcis-17976	10	23	compared	compare	VERB
fcis-17976	10	24	with	with	ADP
fcis-17976	10	25	traditional	traditional	ADJ
fcis-17976	10	26	supervised	supervised	ADJ
fcis-17976	10	27	learning	learning	NOUN
fcis-17976	10	28	.	.	PUNCT
fcis-17976	11	1	this	this	PRON
fcis-17976	11	2	is	be	AUX
fcis-17976	11	3	mainly	mainly	ADV
fcis-17976	11	4	due	due	ADJ
fcis-17976	11	5	to	to	ADP
fcis-17976	11	6	the	the	DET
fcis-17976	11	7	limited	limited	ADJ
fcis-17976	11	8	ability	ability	NOUN
fcis-17976	11	9	of	of	ADP
fcis-17976	11	10	zsl	zsl	NOUN
fcis-17976	11	11	models	model	NOUN
fcis-17976	11	12	to	to	PART
fcis-17976	11	13	generalize	generalize	VERB
fcis-17976	11	14	to	to	ADP
fcis-17976	11	15	new	new	ADJ
fcis-17976	11	16	categories	category	NOUN
fcis-17976	11	17	.	.	PUNCT
fcis-17976	12	1	to	to	ADP
fcis-17976	12	2	this	this	DET
fcis-17976	12	3	end	end	NOUN
fcis-17976	12	4	,	,	PUNCT
fcis-17976	12	5	researchers	researcher	NOUN
fcis-17976	12	6	have	have	AUX
fcis-17976	12	7	begun	begin	VERB
fcis-17976	12	8	to	to	PART
fcis-17976	12	9	explore	explore	VERB
fcis-17976	12	10	combining	combine	VERB
fcis-17976	12	11	zsl	zsl	NOUN
fcis-17976	12	12	with	with	ADP
fcis-17976	12	13	other	other	ADJ
fcis-17976	12	14	technologies	technology	NOUN
fcis-17976	12	15	,	,	PUNCT
fcis-17976	12	16	such	such	ADJ
fcis-17976	12	17	as	as	ADP
fcis-17976	12	18	generative	generative	ADJ
fcis-17976	12	19	adversarial	adversarial	ADJ
fcis-17976	12	20	networks	network	NOUN
fcis-17976	12	21	(	(	PUNCT
fcis-17976	12	22	gans	gan	NOUN
fcis-17976	12	23	)	)	PUNCT
fcis-17976	12	24	and	and	CCONJ
fcis-17976	12	25	reinforcement	reinforcement	NOUN
fcis-17976	12	26	learning	learning	NOUN
fcis-17976	12	27	,	,	PUNCT
fcis-17976	12	28	to	to	PART
fcis-17976	12	29	enhance	enhance	VERB
fcis-17976	12	30	the	the	DET
fcis-17976	12	31	model	model	NOUN
fcis-17976	12	32	's	's	PART
fcis-17976	12	33	detection	detection	NOUN
fcis-17976	12	34	and	and	CCONJ
fcis-17976	12	35	segmentation	segmentation	NOUN
fcis-17976	12	36	capabilities	capability	NOUN
fcis-17976	12	37	for	for	ADP
fcis-17976	12	38	new	new	ADJ
fcis-17976	12	39	categories	category	NOUN
fcis-17976	12	40	.	.	PUNCT
fcis-17976	13	1	future	future	ADJ
fcis-17976	13	2	research	research	NOUN
fcis-17976	13	3	needs	need	VERB
fcis-17976	13	4	to	to	PART
fcis-17976	13	5	focus	focus	VERB
fcis-17976	13	6	on	on	ADP
fcis-17976	13	7	several	several	ADJ
fcis-17976	13	8	aspects	aspect	NOUN
fcis-17976	13	9	.	.	PUNCT
fcis-17976	14	1	the	the	DET
fcis-17976	14	2	first	first	ADJ
fcis-17976	14	3	is	be	AUX
fcis-17976	14	4	how	how	SCONJ
fcis-17976	14	5	to	to	PART
fcis-17976	14	6	design	design	VERB
fcis-17976	14	7	a	a	DET
fcis-17976	14	8	more	more	ADV
fcis-17976	14	9	effective	effective	ADJ
fcis-17976	14	10	knowledge	knowledge	NOUN
fcis-17976	14	11	representation	representation	NOUN
fcis-17976	14	12	and	and	CCONJ
fcis-17976	14	13	transfer	transfer	NOUN
fcis-17976	14	14	mechanism	mechanism	NOUN
fcis-17976	14	15	so	so	SCONJ
fcis-17976	14	16	that	that	SCONJ
fcis-17976	14	17	the	the	DET
fcis-17976	14	18	model	model	NOUN
fcis-17976	14	19	can	can	AUX
fcis-17976	14	20	better	well	ADV
fcis-17976	14	21	utilize	utilize	VERB
fcis-17976	14	22	existing	exist	VERB
fcis-17976	14	23	knowledge	knowledge	NOUN
fcis-17976	14	24	.	.	PUNCT
fcis-17976	15	1	the	the	DET
fcis-17976	15	2	second	second	ADJ
fcis-17976	15	3	step	step	NOUN
fcis-17976	15	4	is	be	AUX
fcis-17976	15	5	to	to	PART
fcis-17976	15	6	develop	develop	VERB
fcis-17976	15	7	new	new	ADJ
fcis-17976	15	8	algorithms	algorithm	NOUN
fcis-17976	15	9	to	to	PART
fcis-17976	15	10	improve	improve	VERB
fcis-17976	15	11	the	the	DET
fcis-17976	15	12	performance	performance	NOUN
fcis-17976	15	13	of	of	ADP
fcis-17976	15	14	zsl	zsl	NOUN
fcis-17976	15	15	in	in	ADP
fcis-17976	15	16	complex	complex	ADJ
fcis-17976	15	17	environments	environment	NOUN
fcis-17976	15	18	.	.	PUNCT
fcis-17976	16	1	in	in	ADP
fcis-17976	16	2	addition	addition	NOUN
fcis-17976	16	3	,	,	PUNCT
fcis-17976	16	4	research	research	NOUN
fcis-17976	16	5	should	should	AUX
fcis-17976	16	6	focus	focus	VERB
fcis-17976	16	7	on	on	ADP
fcis-17976	16	8	how	how	SCONJ
fcis-17976	16	9	to	to	PART
fcis-17976	16	10	reduce	reduce	VERB
fcis-17976	16	11	the	the	DET
fcis-17976	16	12	dependence	dependence	NOUN
fcis-17976	16	13	on	on	ADP
fcis-17976	16	14	computing	compute	VERB
fcis-17976	16	15	resources	resource	NOUN
fcis-17976	16	16	so	so	SCONJ
fcis-17976	16	17	that	that	SCONJ
fcis-17976	16	18	the	the	DET
fcis-17976	16	19	zsl	zsl	NOUN
fcis-17976	16	20	method	method	NOUN
fcis-17976	16	21	can	can	AUX
fcis-17976	16	22	run	run	VERB
fcis-17976	16	23	effectively	effectively	ADV
fcis-17976	16	24	in	in	ADP
fcis-17976	16	25	resource	resource	NOUN
fcis-17976	16	26	-	-	PUNCT
fcis-17976	16	27	limited	limit	VERB
fcis-17976	16	28	environments	environment	NOUN
fcis-17976	16	29	.	.	PUNCT
fcis-17976	17	1	in	in	ADP
fcis-17976	17	2	summary	summary	NOUN
fcis-17976	17	3	,	,	PUNCT
fcis-17976	17	4	the	the	DET
fcis-17976	17	5	research	research	NOUN
fcis-17976	17	6	on	on	ADP
fcis-17976	17	7	target	target	NOUN
fcis-17976	17	8	detection	detection	NOUN
fcis-17976	17	9	and	and	CCONJ
fcis-17976	17	10	segmentation	segmentation	NOUN
fcis-17976	17	11	technology	technology	NOUN
fcis-17976	17	12	of	of	ADP
fcis-17976	17	13	zero	zero	NUM
fcis-17976	17	14	-	-	PUNCT
fcis-17976	17	15	shot	shot	NOUN
fcis-17976	17	16	learning	learning	NOUN
fcis-17976	17	17	is	be	AUX
fcis-17976	17	18	a	a	DET
fcis-17976	17	19	cutting	cut	VERB
fcis-17976	17	20	-	-	PUNCT
fcis-17976	17	21	edge	edge	NOUN
fcis-17976	17	22	topic	topic	NOUN
fcis-17976	17	23	in	in	ADP
fcis-17976	17	24	the	the	DET
fcis-17976	17	25	field	field	NOUN
fcis-17976	17	26	of	of	ADP
fcis-17976	17	27	computer	computer	NOUN
fcis-17976	17	28	vision	vision	NOUN
fcis-17976	17	29	.	.	PUNCT
fcis-17976	18	1	despite	despite	SCONJ
fcis-17976	18	2	the	the	DET
fcis-17976	18	3	challenges	challenge	NOUN
fcis-17976	18	4	,	,	PUNCT
fcis-17976	18	5	with	with	ADP
fcis-17976	18	6	the	the	DET
fcis-17976	18	7	deepening	deepening	NOUN
fcis-17976	18	8	of	of	ADP
fcis-17976	18	9	research	research	NOUN
fcis-17976	18	10	,	,	PUNCT
fcis-17976	18	11	we	we	PRON
fcis-17976	18	12	expect	expect	VERB
fcis-17976	18	13	these	these	DET
fcis-17976	18	14	technologies	technology	NOUN
fcis-17976	18	15	to	to	PART
fcis-17976	18	16	contribute	contribute	VERB
fcis-17976	18	17	to	to	ADP
fcis-17976	18	18	improving	improve	VERB
fcis-17976	18	19	the	the	DET
fcis-17976	18	20	generalization	generalization	NOUN
fcis-17976	18	21	ability	ability	NOUN
fcis-17976	18	22	and	and	CCONJ
fcis-17976	18	23	intelligence	intelligence	NOUN
fcis-17976	18	24	level	level	NOUN
fcis-17976	18	25	of	of	ADP
fcis-17976	18	26	computer	computer	NOUN
fcis-17976	18	27	vision	vision	NOUN
fcis-17976	18	28	systems	system	NOUN
fcis-17976	18	29	.	.	PUNCT
fcis-17976	19	1	keywords	keyword	NOUN
fcis-17976	19	2	:	:	PUNCT
fcis-17976	19	3	zero	zero	NUM
fcis-17976	19	4	-	-	PUNCT
fcis-17976	19	5	shot	shot	NOUN
fcis-17976	19	6	learning	learning	NOUN
fcis-17976	19	7	;	;	PUNCT
fcis-17976	19	8	target	target	NOUN
fcis-17976	19	9	detection	detection	NOUN
fcis-17976	19	10	;	;	PUNCT
fcis-17976	19	11	image	image	NOUN
fcis-17976	19	12	segmentation	segmentation	NOUN
fcis-17976	19	13	;	;	PUNCT
fcis-17976	19	14	reinforcement	reinforcement	NOUN
fcis-17976	19	15	learning	learning	NOUN
fcis-17976	19	16	;	;	PUNCT
fcis-17976	19	17	computer	computer	NOUN
fcis-17976	19	18	vision	vision	NOUN
fcis-17976	19	19	.	.	PUNCT
fcis-17976	20	1	1	1	X
fcis-17976	20	2	.	.	X
fcis-17976	20	3	introduction	introduction	NOUN
fcis-17976	20	4	today	today	NOUN
fcis-17976	20	5	,	,	PUNCT
fcis-17976	20	6	with	with	ADP
fcis-17976	20	7	the	the	DET
fcis-17976	20	8	rapid	rapid	ADJ
fcis-17976	20	9	development	development	NOUN
fcis-17976	20	10	of	of	ADP
fcis-17976	20	11	information	information	NOUN
fcis-17976	20	12	technology	technology	NOUN
fcis-17976	20	13	,	,	PUNCT
fcis-17976	20	14	we	we	PRON
fcis-17976	20	15	have	have	AUX
fcis-17976	20	16	witnessed	witness	VERB
fcis-17976	20	17	the	the	DET
fcis-17976	20	18	vigorous	vigorous	ADJ
fcis-17976	20	19	rise	rise	NOUN
fcis-17976	20	20	of	of	ADP
fcis-17976	20	21	the	the	DET
fcis-17976	20	22	field	field	NOUN
fcis-17976	20	23	of	of	ADP
fcis-17976	20	24	artificial	artificial	ADJ
fcis-17976	20	25	intelligence	intelligence	NOUN
fcis-17976	20	26	,	,	PUNCT
fcis-17976	20	27	which	which	PRON
fcis-17976	20	28	is	be	AUX
fcis-17976	20	29	gradually	gradually	ADV
fcis-17976	20	30	penetrating	penetrate	VERB
fcis-17976	20	31	into	into	ADP
fcis-17976	20	32	our	our	PRON
fcis-17976	20	33	daily	daily	ADJ
fcis-17976	20	34	lives	life	NOUN
fcis-17976	20	35	.	.	PUNCT
fcis-17976	21	1	especially	especially	ADV
fcis-17976	21	2	computer	computer	NOUN
fcis-17976	21	3	vision	vision	NOUN
fcis-17976	21	4	,	,	PUNCT
fcis-17976	21	5	as	as	ADP
fcis-17976	21	6	an	an	DET
fcis-17976	21	7	important	important	ADJ
fcis-17976	21	8	branch	branch	NOUN
fcis-17976	21	9	of	of	ADP
fcis-17976	21	10	artificial	artificial	ADJ
fcis-17976	21	11	intelligence	intelligence	NOUN
fcis-17976	21	12	,	,	PUNCT
fcis-17976	21	13	its	its	PRON
fcis-17976	21	14	application	application	NOUN
fcis-17976	21	15	in	in	ADP
fcis-17976	21	16	image	image	NOUN
fcis-17976	21	17	recognition	recognition	NOUN
fcis-17976	21	18	,	,	PUNCT
fcis-17976	21	19	video	video	NOUN
fcis-17976	21	20	analysis	analysis	NOUN
fcis-17976	21	21	and	and	CCONJ
fcis-17976	21	22	other	other	ADJ
fcis-17976	21	23	aspects	aspect	NOUN
fcis-17976	21	24	has	have	AUX
fcis-17976	21	25	greatly	greatly	ADV
fcis-17976	21	26	changed	change	VERB
fcis-17976	21	27	our	our	PRON
fcis-17976	21	28	work	work	NOUN
fcis-17976	21	29	and	and	CCONJ
fcis-17976	21	30	lifestyle	lifestyle	NOUN
fcis-17976	21	31	.	.	PUNCT
fcis-17976	22	1	object	object	NOUN
fcis-17976	22	2	detection	detection	NOUN
fcis-17976	22	3	and	and	CCONJ
fcis-17976	22	4	segmentation	segmentation	NOUN
fcis-17976	22	5	technology	technology	NOUN
fcis-17976	22	6	,	,	PUNCT
fcis-17976	22	7	as	as	ADP
fcis-17976	22	8	one	one	NUM
fcis-17976	22	9	of	of	ADP
fcis-17976	22	10	the	the	DET
fcis-17976	22	11	core	core	NOUN
fcis-17976	22	12	tasks	task	NOUN
fcis-17976	22	13	of	of	ADP
fcis-17976	22	14	computer	computer	NOUN
fcis-17976	22	15	vision	vision	NOUN
fcis-17976	22	16	,	,	PUNCT
fcis-17976	22	17	provides	provide	VERB
fcis-17976	22	18	a	a	DET
fcis-17976	22	19	powerful	powerful	ADJ
fcis-17976	22	20	tool	tool	NOUN
fcis-17976	22	21	for	for	SCONJ
fcis-17976	22	22	machines	machine	NOUN
fcis-17976	22	23	to	to	PART
fcis-17976	22	24	understand	understand	VERB
fcis-17976	22	25	the	the	DET
fcis-17976	22	26	visual	visual	ADJ
fcis-17976	22	27	world	world	NOUN
fcis-17976	23	1	[	[	X
fcis-17976	23	2	1	1	NUM
fcis-17976	23	3	]	]	PUNCT
fcis-17976	23	4	.	.	PUNCT
fcis-17976	24	1	however	however	ADV
fcis-17976	24	2	,	,	PUNCT
fcis-17976	24	3	the	the	DET
fcis-17976	24	4	rapid	rapid	ADJ
fcis-17976	24	5	progress	progress	NOUN
fcis-17976	24	6	of	of	ADP
fcis-17976	24	7	these	these	DET
fcis-17976	24	8	technologies	technology	NOUN
fcis-17976	24	9	also	also	ADV
fcis-17976	24	10	brings	bring	VERB
fcis-17976	24	11	new	new	ADJ
fcis-17976	24	12	challenges	challenge	NOUN
fcis-17976	24	13	,	,	PUNCT
fcis-17976	24	14	especially	especially	ADV
fcis-17976	24	15	in	in	ADP
fcis-17976	24	16	how	how	SCONJ
fcis-17976	24	17	to	to	PART
fcis-17976	24	18	handle	handle	VERB
fcis-17976	24	19	and	and	CCONJ
fcis-17976	24	20	understand	understand	VERB
fcis-17976	24	21	categories	category	NOUN
fcis-17976	24	22	that	that	PRON
fcis-17976	24	23	have	have	AUX
fcis-17976	24	24	not	not	PART
fcis-17976	24	25	been	be	AUX
fcis-17976	24	26	seen	see	VERB
fcis-17976	24	27	in	in	ADP
fcis-17976	24	28	the	the	DET
fcis-17976	24	29	training	training	NOUN
fcis-17976	24	30	stage	stage	NOUN
fcis-17976	24	31	.	.	PUNCT
fcis-17976	25	1	this	this	PRON
fcis-17976	25	2	is	be	AUX
fcis-17976	25	3	exactly	exactly	ADV
fcis-17976	25	4	the	the	DET
fcis-17976	25	5	problem	problem	NOUN
fcis-17976	25	6	that	that	SCONJ
fcis-17976	25	7	zero	zero	NUM
fcis-17976	25	8	-	-	PUNCT
fcis-17976	25	9	shot	shot	NOUN
fcis-17976	25	10	learning	learning	NOUN
fcis-17976	25	11	(	(	PUNCT
fcis-17976	25	12	zsl	zsl	NOUN
fcis-17976	25	13	)	)	PUNCT
fcis-17976	25	14	tries	try	VERB
fcis-17976	25	15	to	to	PART
fcis-17976	25	16	solve	solve	VERB
fcis-17976	25	17	.	.	PUNCT
fcis-17976	26	1	the	the	DET
fcis-17976	26	2	core	core	ADJ
fcis-17976	26	3	idea	idea	NOUN
fcis-17976	26	4	of	of	ADP
fcis-17976	26	5	zero	zero	NUM
fcis-17976	26	6	-	-	PUNCT
fcis-17976	26	7	shot	shot	NOUN
fcis-17976	26	8	learning	learning	NOUN
fcis-17976	26	9	is	be	AUX
fcis-17976	26	10	to	to	PART
fcis-17976	26	11	enable	enable	VERB
fcis-17976	26	12	computers	computer	NOUN
fcis-17976	26	13	to	to	PART
fcis-17976	26	14	accurately	accurately	ADV
fcis-17976	26	15	identify	identify	VERB
fcis-17976	26	16	objects	object	NOUN
fcis-17976	26	17	of	of	ADP
fcis-17976	26	18	specific	specific	ADJ
fcis-17976	26	19	categories	category	NOUN
fcis-17976	26	20	without	without	ADP
fcis-17976	26	21	being	be	AUX
fcis-17976	26	22	trained	train	VERB
fcis-17976	26	23	on	on	ADP
fcis-17976	26	24	samples	sample	NOUN
fcis-17976	26	25	of	of	ADP
fcis-17976	26	26	these	these	DET
fcis-17976	26	27	categories	category	NOUN
fcis-17976	26	28	.	.	PUNCT
fcis-17976	27	1	the	the	DET
fcis-17976	27	2	realization	realization	NOUN
fcis-17976	27	3	of	of	ADP
fcis-17976	27	4	this	this	DET
fcis-17976	27	5	concept	concept	NOUN
fcis-17976	27	6	will	will	AUX
fcis-17976	27	7	theoretically	theoretically	ADV
fcis-17976	27	8	break	break	VERB
fcis-17976	27	9	the	the	DET
fcis-17976	27	10	limitation	limitation	NOUN
fcis-17976	27	11	of	of	ADP
fcis-17976	27	12	existing	exist	VERB
fcis-17976	27	13	learning	learning	NOUN
fcis-17976	27	14	models	model	NOUN
fcis-17976	27	15	that	that	PRON
fcis-17976	27	16	rely	rely	VERB
fcis-17976	27	17	entirely	entirely	ADV
fcis-17976	27	18	on	on	ADP
fcis-17976	27	19	a	a	DET
fcis-17976	27	20	large	large	ADJ
fcis-17976	27	21	amount	amount	NOUN
fcis-17976	27	22	of	of	ADP
fcis-17976	27	23	annotated	annotate	VERB
fcis-17976	27	24	data	datum	NOUN
fcis-17976	27	25	,	,	PUNCT
fcis-17976	27	26	making	make	VERB
fcis-17976	27	27	the	the	DET
fcis-17976	27	28	computer	computer	NOUN
fcis-17976	27	29	vision	vision	NOUN
fcis-17976	27	30	system	system	NOUN
fcis-17976	27	31	more	more	ADV
fcis-17976	27	32	flexible	flexible	ADJ
fcis-17976	27	33	and	and	CCONJ
fcis-17976	27	34	intelligent	intelligent	ADJ
fcis-17976	27	35	.	.	PUNCT
fcis-17976	28	1	in	in	ADP
fcis-17976	28	2	practice	practice	NOUN
fcis-17976	28	3	,	,	PUNCT
fcis-17976	28	4	zsl	zsl	NOUN
fcis-17976	28	5	introduces	introduce	NOUN
fcis-17976	28	6	attribute	attribute	NOUN
fcis-17976	28	7	descriptions	description	NOUN
fcis-17976	28	8	of	of	ADP
fcis-17976	28	9	categories	category	NOUN
fcis-17976	28	10	and	and	CCONJ
fcis-17976	28	11	uses	use	VERB
fcis-17976	28	12	semantic	semantic	ADJ
fcis-17976	28	13	associations	association	NOUN
fcis-17976	28	14	between	between	ADP
fcis-17976	28	15	categories	category	NOUN
fcis-17976	28	16	to	to	PART
fcis-17976	28	17	build	build	VERB
fcis-17976	28	18	connections	connection	NOUN
fcis-17976	28	19	between	between	ADP
fcis-17976	28	20	seen	see	VERB
fcis-17976	28	21	categories	category	NOUN
fcis-17976	28	22	and	and	CCONJ
fcis-17976	28	23	unseen	unseen	ADJ
fcis-17976	28	24	categories	category	NOUN
fcis-17976	28	25	,	,	PUNCT
fcis-17976	28	26	allowing	allow	VERB
fcis-17976	28	27	the	the	DET
fcis-17976	28	28	model	model	NOUN
fcis-17976	28	29	to	to	PART
fcis-17976	28	30	predict	predict	VERB
fcis-17976	28	31	new	new	ADJ
fcis-17976	28	32	categories	category	NOUN
fcis-17976	28	33	not	not	PART
fcis-17976	28	34	included	include	VERB
fcis-17976	28	35	in	in	ADP
fcis-17976	28	36	the	the	DET
fcis-17976	28	37	training	training	NOUN
fcis-17976	28	38	data	datum	NOUN
fcis-17976	29	1	[	[	X
fcis-17976	29	2	2	2	NUM
fcis-17976	29	3	]	]	PUNCT
fcis-17976	29	4	.	.	PUNCT
fcis-17976	30	1	although	although	SCONJ
fcis-17976	30	2	this	this	DET
fcis-17976	30	3	learning	learning	NOUN
fcis-17976	30	4	method	method	NOUN
fcis-17976	30	5	has	have	VERB
fcis-17976	30	6	great	great	ADJ
fcis-17976	30	7	potential	potential	NOUN
fcis-17976	30	8	in	in	ADP
fcis-17976	30	9	theory	theory	NOUN
fcis-17976	30	10	,	,	PUNCT
fcis-17976	30	11	it	it	PRON
fcis-17976	30	12	still	still	ADV
fcis-17976	30	13	faces	face	VERB
fcis-17976	30	14	many	many	ADJ
fcis-17976	30	15	challenges	challenge	NOUN
fcis-17976	30	16	in	in	ADP
fcis-17976	30	17	practical	practical	ADJ
fcis-17976	30	18	application	application	NOUN
fcis-17976	30	19	.	.	PUNCT
fcis-17976	31	1	for	for	ADP
fcis-17976	31	2	example	example	NOUN
fcis-17976	31	3	,	,	PUNCT
fcis-17976	31	4	how	how	SCONJ
fcis-17976	31	5	to	to	PART
fcis-17976	31	6	design	design	VERB
fcis-17976	31	7	effective	effective	ADJ
fcis-17976	31	8	learning	learn	VERB
fcis-17976	31	9	algorithms	algorithm	NOUN
fcis-17976	31	10	to	to	PART
fcis-17976	31	11	process	process	VERB
fcis-17976	31	12	and	and	CCONJ
fcis-17976	31	13	utilize	utilize	VERB
fcis-17976	31	14	the	the	DET
fcis-17976	31	15	semantic	semantic	ADJ
fcis-17976	31	16	information	information	NOUN
fcis-17976	31	17	of	of	ADP
fcis-17976	31	18	categories	category	NOUN
fcis-17976	31	19	,	,	PUNCT
fcis-17976	31	20	how	how	SCONJ
fcis-17976	31	21	to	to	PART
fcis-17976	31	22	improve	improve	VERB
fcis-17976	31	23	the	the	DET
fcis-17976	31	24	model	model	NOUN
fcis-17976	31	25	's	's	PART
fcis-17976	31	26	generalization	generalization	NOUN
fcis-17976	31	27	ability	ability	NOUN
fcis-17976	31	28	to	to	ADP
fcis-17976	31	29	new	new	ADJ
fcis-17976	31	30	categories	category	NOUN
fcis-17976	31	31	,	,	PUNCT
fcis-17976	31	32	and	and	CCONJ
fcis-17976	31	33	how	how	SCONJ
fcis-17976	31	34	to	to	PART
fcis-17976	31	35	reduce	reduce	VERB
fcis-17976	31	36	the	the	DET
fcis-17976	31	37	model	model	NOUN
fcis-17976	31	38	's	's	PART
fcis-17976	31	39	dependence	dependence	NOUN
fcis-17976	31	40	on	on	ADP
fcis-17976	31	41	data	datum	NOUN
fcis-17976	31	42	while	while	SCONJ
fcis-17976	31	43	maintaining	maintain	VERB
fcis-17976	31	44	recognition	recognition	NOUN
fcis-17976	31	45	accuracy	accuracy	NOUN
fcis-17976	31	46	.	.	PUNCT
fcis-17976	32	1	solving	solve	VERB
fcis-17976	32	2	these	these	DET
fcis-17976	32	3	problems	problem	NOUN
fcis-17976	32	4	requires	require	VERB
fcis-17976	32	5	not	not	PART
fcis-17976	32	6	only	only	ADV
fcis-17976	32	7	in	in	ADP
fcis-17976	32	8	-	-	PUNCT
fcis-17976	32	9	depth	depth	NOUN
fcis-17976	32	10	theoretical	theoretical	ADJ
fcis-17976	32	11	research	research	NOUN
fcis-17976	32	12	,	,	PUNCT
fcis-17976	32	13	but	but	CCONJ
fcis-17976	32	14	also	also	ADV
fcis-17976	32	15	a	a	DET
fcis-17976	32	16	large	large	ADJ
fcis-17976	32	17	number	number	NOUN
fcis-17976	32	18	of	of	ADP
fcis-17976	32	19	experiments	experiment	NOUN
fcis-17976	32	20	to	to	PART
fcis-17976	32	21	verify	verify	VERB
fcis-17976	32	22	the	the	DET
fcis-17976	32	23	practicality	practicality	NOUN
fcis-17976	32	24	of	of	ADP
fcis-17976	32	25	different	different	ADJ
fcis-17976	32	26	methods	method	NOUN
fcis-17976	32	27	.	.	PUNCT
fcis-17976	33	1	this	this	DET
fcis-17976	33	2	article	article	NOUN
fcis-17976	33	3	will	will	AUX
fcis-17976	33	4	focus	focus	VERB
fcis-17976	33	5	on	on	ADP
fcis-17976	33	6	the	the	DET
fcis-17976	33	7	application	application	NOUN
fcis-17976	33	8	of	of	ADP
fcis-17976	33	9	zero	zero	NUM
fcis-17976	33	10	-	-	PUNCT
fcis-17976	33	11	shot	shot	NOUN
fcis-17976	33	12	learning	learning	NOUN
fcis-17976	33	13	in	in	ADP
fcis-17976	33	14	computer	computer	NOUN
fcis-17976	33	15	vision	vision	NOUN
fcis-17976	33	16	,	,	PUNCT
fcis-17976	33	17	analyzing	analyze	VERB
fcis-17976	33	18	its	its	PRON
fcis-17976	33	19	current	current	ADJ
fcis-17976	33	20	situation	situation	NOUN
fcis-17976	33	21	,	,	PUNCT
fcis-17976	33	22	challenges	challenge	NOUN
fcis-17976	33	23	and	and	CCONJ
fcis-17976	33	24	future	future	ADJ
fcis-17976	33	25	development	development	NOUN
fcis-17976	33	26	trends	trend	NOUN
fcis-17976	33	27	[	[	X
fcis-17976	33	28	3	3	NUM
fcis-17976	33	29	]	]	PUNCT
fcis-17976	33	30	.	.	PUNCT
fcis-17976	34	1	by	by	ADP
fcis-17976	34	2	comparing	compare	VERB
fcis-17976	34	3	traditional	traditional	ADJ
fcis-17976	34	4	supervised	supervised	ADJ
fcis-17976	34	5	learning	learning	NOUN
fcis-17976	34	6	methods	method	NOUN
fcis-17976	34	7	,	,	PUNCT
fcis-17976	34	8	we	we	PRON
fcis-17976	34	9	will	will	AUX
fcis-17976	34	10	gain	gain	VERB
fcis-17976	34	11	a	a	DET
fcis-17976	34	12	deeper	deep	ADJ
fcis-17976	34	13	understanding	understanding	NOUN
fcis-17976	34	14	of	of	ADP
fcis-17976	34	15	the	the	DET
fcis-17976	34	16	unique	unique	ADJ
fcis-17976	34	17	value	value	NOUN
fcis-17976	34	18	and	and	CCONJ
fcis-17976	34	19	potential	potential	ADJ
fcis-17976	34	20	application	application	NOUN
fcis-17976	34	21	scenarios	scenario	NOUN
fcis-17976	34	22	of	of	ADP
fcis-17976	34	23	zsl	zsl	PROPN
fcis-17976	34	24	.	.	PUNCT
fcis-17976	35	1	at	at	ADP
fcis-17976	35	2	the	the	DET
fcis-17976	35	3	same	same	ADJ
fcis-17976	35	4	time	time	NOUN
fcis-17976	35	5	,	,	PUNCT
fcis-17976	35	6	it	it	PRON
fcis-17976	35	7	will	will	AUX
fcis-17976	35	8	also	also	ADV
fcis-17976	35	9	explore	explore	VERB
fcis-17976	35	10	how	how	SCONJ
fcis-17976	35	11	zsl	zsl	NOUN
fcis-17976	35	12	integrates	integrate	VERB
fcis-17976	35	13	with	with	ADP
fcis-17976	35	14	other	other	ADJ
fcis-17976	35	15	artificial	artificial	ADJ
fcis-17976	35	16	intelligence	intelligence	NOUN
fcis-17976	35	17	fields	field	NOUN
fcis-17976	35	18	,	,	PUNCT
fcis-17976	35	19	such	such	ADJ
fcis-17976	35	20	as	as	ADP
fcis-17976	35	21	natural	natural	ADJ
fcis-17976	35	22	language	language	NOUN
fcis-17976	35	23	processing	processing	NOUN
fcis-17976	35	24	,	,	PUNCT
fcis-17976	35	25	recommendation	recommendation	NOUN
fcis-17976	35	26	systems	system	NOUN
fcis-17976	35	27	,	,	PUNCT
fcis-17976	35	28	etc	etc	X
fcis-17976	35	29	.	.	X
fcis-17976	35	30	,	,	PUNCT
fcis-17976	35	31	to	to	PART
fcis-17976	35	32	jointly	jointly	ADV
fcis-17976	35	33	promote	promote	VERB
fcis-17976	35	34	the	the	DET
fcis-17976	35	35	development	development	NOUN
fcis-17976	35	36	of	of	ADP
fcis-17976	35	37	intelligent	intelligent	ADJ
fcis-17976	35	38	systems	system	NOUN
fcis-17976	35	39	.	.	PUNCT
fcis-17976	36	1	ultimately	ultimately	ADV
fcis-17976	36	2	,	,	PUNCT
fcis-17976	36	3	we	we	PRON
fcis-17976	36	4	hope	hope	VERB
fcis-17976	36	5	that	that	SCONJ
fcis-17976	36	6	this	this	DET
fcis-17976	36	7	article	article	NOUN
fcis-17976	36	8	can	can	AUX
fcis-17976	36	9	provide	provide	VERB
fcis-17976	36	10	readers	reader	NOUN
fcis-17976	36	11	with	with	ADP
fcis-17976	36	12	a	a	DET
fcis-17976	36	13	deeper	deep	ADJ
fcis-17976	36	14	understanding	understanding	NOUN
fcis-17976	36	15	of	of	ADP
fcis-17976	36	16	zero	zero	NUM
fcis-17976	36	17	-	-	PUNCT
fcis-17976	36	18	shot	shot	NOUN
fcis-17976	36	19	learning	learning	NOUN
fcis-17976	36	20	and	and	CCONJ
fcis-17976	36	21	inspire	inspire	VERB
fcis-17976	36	22	broad	broad	ADJ
fcis-17976	36	23	thinking	thinking	NOUN
fcis-17976	36	24	about	about	ADP
fcis-17976	36	25	the	the	DET
fcis-17976	36	26	future	future	ADJ
fcis-17976	36	27	development	development	NOUN
fcis-17976	36	28	of	of	ADP
fcis-17976	36	29	artificial	artificial	ADJ
fcis-17976	36	30	intelligence	intelligence	NOUN
fcis-17976	36	31	technology	technology	NOUN
fcis-17976	36	32	.	.	PUNCT
fcis-17976	37	1	2	2	X
fcis-17976	37	2	.	.	X
fcis-17976	37	3	related	relate	VERB
fcis-17976	37	4	work	work	NOUN
fcis-17976	37	5	early	early	ADJ
fcis-17976	37	6	zsl	zsl	NOUN
fcis-17976	37	7	research	research	NOUN
fcis-17976	37	8	focused	focus	VERB
fcis-17976	37	9	on	on	ADP
fcis-17976	37	10	proposing	propose	VERB
fcis-17976	37	11	various	various	ADJ
fcis-17976	37	12	attribute	attribute	NOUN
fcis-17976	37	13	description	description	NOUN
fcis-17976	37	14	methods	method	NOUN
fcis-17976	37	15	to	to	PART
fcis-17976	37	16	bridge	bridge	VERB
fcis-17976	37	17	the	the	DET
fcis-17976	37	18	semantic	semantic	ADJ
fcis-17976	37	19	gap	gap	NOUN
fcis-17976	37	20	between	between	ADP
fcis-17976	37	21	seen	see	VERB
fcis-17976	37	22	categories	category	NOUN
fcis-17976	37	23	and	and	CCONJ
fcis-17976	37	24	unseen	unseen	ADJ
fcis-17976	37	25	categories	category	NOUN
fcis-17976	37	26	.	.	PUNCT
fcis-17976	38	1	researchers	researcher	NOUN
fcis-17976	38	2	try	try	VERB
fcis-17976	38	3	to	to	PART
fcis-17976	38	4	use	use	VERB
fcis-17976	38	5	39	39	NUM
fcis-17976	38	6	different	different	ADJ
fcis-17976	38	7	feature	feature	NOUN
fcis-17976	38	8	extraction	extraction	NOUN
fcis-17976	38	9	techniques	technique	NOUN
fcis-17976	38	10	to	to	PART
fcis-17976	38	11	extract	extract	VERB
fcis-17976	38	12	enough	enough	ADJ
fcis-17976	38	13	information	information	NOUN
fcis-17976	38	14	from	from	ADP
fcis-17976	38	15	the	the	DET
fcis-17976	38	16	image	image	NOUN
fcis-17976	38	17	to	to	PART
fcis-17976	38	18	describe	describe	VERB
fcis-17976	38	19	the	the	DET
fcis-17976	38	20	properties	property	NOUN
fcis-17976	38	21	of	of	ADP
fcis-17976	38	22	the	the	DET
fcis-17976	38	23	object	object	NOUN
fcis-17976	38	24	,	,	PUNCT
fcis-17976	38	25	which	which	PRON
fcis-17976	38	26	can	can	AUX
fcis-17976	38	27	be	be	AUX
fcis-17976	38	28	color	color	NOUN
fcis-17976	38	29	,	,	PUNCT
fcis-17976	38	30	shape	shape	NOUN
fcis-17976	38	31	,	,	PUNCT
fcis-17976	38	32	size	size	NOUN
fcis-17976	38	33	or	or	CCONJ
fcis-17976	38	34	more	more	ADJ
fcis-17976	38	35	abstract	abstract	ADJ
fcis-17976	38	36	concepts	concept	NOUN
fcis-17976	38	37	.	.	PUNCT
fcis-17976	39	1	the	the	DET
fcis-17976	39	2	accuracy	accuracy	NOUN
fcis-17976	39	3	of	of	ADP
fcis-17976	39	4	attribute	attribute	NOUN
fcis-17976	39	5	annotation	annotation	NOUN
fcis-17976	39	6	directly	directly	ADV
fcis-17976	39	7	affects	affect	VERB
fcis-17976	39	8	the	the	DET
fcis-17976	39	9	performance	performance	NOUN
fcis-17976	39	10	of	of	ADP
fcis-17976	39	11	the	the	DET
fcis-17976	39	12	zsl	zsl	NOUN
fcis-17976	39	13	model	model	NOUN
fcis-17976	39	14	,	,	PUNCT
fcis-17976	39	15	so	so	ADV
fcis-17976	39	16	how	how	SCONJ
fcis-17976	39	17	to	to	PART
fcis-17976	39	18	obtain	obtain	VERB
fcis-17976	39	19	highquality	highquality	NOUN
fcis-17976	39	20	attribute	attribute	NOUN
fcis-17976	39	21	labels	label	NOUN
fcis-17976	39	22	has	have	AUX
fcis-17976	39	23	become	become	VERB
fcis-17976	39	24	a	a	DET
fcis-17976	39	25	focus	focus	NOUN
fcis-17976	39	26	of	of	ADP
fcis-17976	39	27	research	research	NOUN
fcis-17976	39	28	.	.	PUNCT
fcis-17976	40	1	in	in	ADP
fcis-17976	40	2	addition	addition	NOUN
fcis-17976	40	3	,	,	PUNCT
fcis-17976	40	4	there	there	PRON
fcis-17976	40	5	are	be	VERB
fcis-17976	40	6	studies	study	NOUN
fcis-17976	40	7	using	use	VERB
fcis-17976	40	8	hierarchical	hierarchical	ADJ
fcis-17976	40	9	category	category	NOUN
fcis-17976	40	10	structures	structure	NOUN
fcis-17976	40	11	to	to	PART
fcis-17976	40	12	enhance	enhance	VERB
fcis-17976	40	13	the	the	DET
fcis-17976	40	14	semantic	semantic	ADJ
fcis-17976	40	15	learning	learning	NOUN
fcis-17976	40	16	capabilities	capability	NOUN
fcis-17976	40	17	of	of	ADP
fcis-17976	40	18	the	the	DET
fcis-17976	40	19	model	model	NOUN
fcis-17976	40	20	.	.	PUNCT
fcis-17976	41	1	knowledge	knowledge	NOUN
fcis-17976	41	2	graphs	graph	NOUN
fcis-17976	41	3	such	such	ADJ
fcis-17976	41	4	as	as	ADP
fcis-17976	41	5	wordnet	wordnet	NOUN
fcis-17976	41	6	are	be	AUX
fcis-17976	41	7	used	use	VERB
fcis-17976	41	8	to	to	PART
fcis-17976	41	9	provide	provide	VERB
fcis-17976	41	10	association	association	NOUN
fcis-17976	41	11	information	information	NOUN
fcis-17976	41	12	between	between	ADP
fcis-17976	41	13	categories	category	NOUN
fcis-17976	41	14	[	[	X
fcis-17976	41	15	4	4	NUM
fcis-17976	41	16	]	]	PUNCT
fcis-17976	41	17	.	.	PUNCT
fcis-17976	42	1	with	with	ADP
fcis-17976	42	2	the	the	DET
fcis-17976	42	3	further	further	ADJ
fcis-17976	42	4	development	development	NOUN
fcis-17976	42	5	of	of	ADP
fcis-17976	42	6	technology	technology	NOUN
fcis-17976	42	7	,	,	PUNCT
fcis-17976	42	8	researchers	researcher	NOUN
fcis-17976	42	9	continue	continue	VERB
fcis-17976	42	10	to	to	PART
fcis-17976	42	11	propose	propose	VERB
fcis-17976	42	12	new	new	ADJ
fcis-17976	42	13	model	model	NOUN
fcis-17976	42	14	architectures	architecture	NOUN
fcis-17976	42	15	to	to	PART
fcis-17976	42	16	improve	improve	VERB
fcis-17976	42	17	the	the	DET
fcis-17976	42	18	performance	performance	NOUN
fcis-17976	42	19	of	of	ADP
fcis-17976	42	20	zsl	zsl	PROPN
fcis-17976	42	21	.	.	PUNCT
fcis-17976	43	1	for	for	ADP
fcis-17976	43	2	example	example	NOUN
fcis-17976	43	3	,	,	PUNCT
fcis-17976	43	4	methods	method	NOUN
fcis-17976	43	5	based	base	VERB
fcis-17976	43	6	on	on	ADP
fcis-17976	43	7	graph	graph	NOUN
fcis-17976	43	8	convolutional	convolutional	ADJ
fcis-17976	43	9	networks	network	NOUN
fcis-17976	43	10	(	(	PUNCT
fcis-17976	43	11	gcn	gcn	NOUN
fcis-17976	43	12	)	)	PUNCT
fcis-17976	43	13	utilize	utilize	VERB
fcis-17976	43	14	the	the	DET
fcis-17976	43	15	relationship	relationship	NOUN
fcis-17976	43	16	graph	graph	NOUN
fcis-17976	43	17	between	between	ADP
fcis-17976	43	18	categories	category	NOUN
fcis-17976	43	19	to	to	PART
fcis-17976	43	20	convey	convey	VERB
fcis-17976	43	21	and	and	CCONJ
fcis-17976	43	22	learn	learn	VERB
fcis-17976	43	23	the	the	DET
fcis-17976	43	24	semantic	semantic	ADJ
fcis-17976	43	25	information	information	NOUN
fcis-17976	43	26	of	of	ADP
fcis-17976	43	27	categories	category	NOUN
fcis-17976	43	28	.	.	PUNCT
fcis-17976	44	1	the	the	DET
fcis-17976	44	2	introduction	introduction	NOUN
fcis-17976	44	3	of	of	ADP
fcis-17976	44	4	deep	deep	ADJ
fcis-17976	44	5	learning	learning	NOUN
fcis-17976	44	6	has	have	AUX
fcis-17976	44	7	brought	bring	VERB
fcis-17976	44	8	new	new	ADJ
fcis-17976	44	9	opportunities	opportunity	NOUN
fcis-17976	44	10	to	to	ADP
fcis-17976	44	11	zsl	zsl	PRON
fcis-17976	44	12	.	.	PUNCT
fcis-17976	45	1	features	feature	NOUN
fcis-17976	45	2	extracted	extract	VERB
fcis-17976	45	3	through	through	ADP
fcis-17976	45	4	deep	deep	ADJ
fcis-17976	45	5	networks	network	NOUN
fcis-17976	45	6	can	can	AUX
fcis-17976	45	7	better	well	ADV
fcis-17976	45	8	capture	capture	VERB
fcis-17976	45	9	the	the	DET
fcis-17976	45	10	details	detail	NOUN
fcis-17976	45	11	and	and	CCONJ
fcis-17976	45	12	hierarchical	hierarchical	ADJ
fcis-17976	45	13	structure	structure	NOUN
fcis-17976	45	14	of	of	ADP
fcis-17976	45	15	images	image	NOUN
fcis-17976	45	16	,	,	PUNCT
fcis-17976	45	17	providing	provide	VERB
fcis-17976	45	18	strong	strong	ADJ
fcis-17976	45	19	support	support	NOUN
fcis-17976	45	20	for	for	ADP
fcis-17976	45	21	attribute	attribute	NOUN
fcis-17976	45	22	learning	learning	NOUN
fcis-17976	45	23	.	.	PUNCT
fcis-17976	46	1	at	at	ADP
fcis-17976	46	2	the	the	DET
fcis-17976	46	3	same	same	ADJ
fcis-17976	46	4	time	time	NOUN
fcis-17976	46	5	,	,	PUNCT
fcis-17976	46	6	end	end	NOUN
fcis-17976	46	7	-	-	PUNCT
fcis-17976	46	8	to	to	ADP
fcis-17976	46	9	-	-	PUNCT
fcis-17976	46	10	end	end	NOUN
fcis-17976	46	11	learning	learning	NOUN
fcis-17976	46	12	methods	method	NOUN
fcis-17976	46	13	have	have	AUX
fcis-17976	46	14	also	also	ADV
fcis-17976	46	15	been	be	AUX
fcis-17976	46	16	proposed	propose	VERB
fcis-17976	46	17	to	to	PART
fcis-17976	46	18	overcome	overcome	VERB
fcis-17976	46	19	the	the	DET
fcis-17976	46	20	problem	problem	NOUN
fcis-17976	46	21	of	of	ADP
fcis-17976	46	22	separation	separation	NOUN
fcis-17976	46	23	of	of	ADP
fcis-17976	46	24	feature	feature	NOUN
fcis-17976	46	25	extraction	extraction	NOUN
fcis-17976	46	26	and	and	CCONJ
fcis-17976	46	27	attribute	attribute	NOUN
fcis-17976	46	28	learning	learn	VERB
fcis-17976	46	29	in	in	ADP
fcis-17976	46	30	traditional	traditional	ADJ
fcis-17976	46	31	methods	method	NOUN
fcis-17976	46	32	[	[	X
fcis-17976	46	33	5	5	NUM
fcis-17976	46	34	]	]	PUNCT
fcis-17976	46	35	.	.	PUNCT
fcis-17976	47	1	in	in	ADP
fcis-17976	47	2	practical	practical	ADJ
fcis-17976	47	3	applications	application	NOUN
fcis-17976	47	4	,	,	PUNCT
fcis-17976	47	5	zsl	zsl	NOUN
fcis-17976	47	6	has	have	AUX
fcis-17976	47	7	been	be	AUX
fcis-17976	47	8	applied	apply	VERB
fcis-17976	47	9	to	to	ADP
fcis-17976	47	10	many	many	ADJ
fcis-17976	47	11	fields	field	NOUN
fcis-17976	47	12	.	.	PUNCT
fcis-17976	48	1	in	in	ADP
fcis-17976	48	2	terms	term	NOUN
fcis-17976	48	3	of	of	ADP
fcis-17976	48	4	species	specie	NOUN
fcis-17976	48	5	identification	identification	NOUN
fcis-17976	48	6	in	in	ADP
fcis-17976	48	7	nature	nature	NOUN
fcis-17976	48	8	,	,	PUNCT
fcis-17976	48	9	zsl	zsl	PRON
fcis-17976	48	10	provides	provide	VERB
fcis-17976	48	11	a	a	DET
fcis-17976	48	12	practical	practical	ADJ
fcis-17976	48	13	solution	solution	NOUN
fcis-17976	48	14	due	due	ADP
fcis-17976	48	15	to	to	ADP
fcis-17976	48	16	the	the	DET
fcis-17976	48	17	inability	inability	NOUN
fcis-17976	48	18	to	to	PART
fcis-17976	48	19	obtain	obtain	VERB
fcis-17976	48	20	samples	sample	NOUN
fcis-17976	48	21	of	of	ADP
fcis-17976	48	22	all	all	DET
fcis-17976	48	23	species	specie	NOUN
fcis-17976	48	24	.	.	PUNCT
fcis-17976	49	1	in	in	ADP
fcis-17976	49	2	the	the	DET
fcis-17976	49	3	product	product	NOUN
fcis-17976	49	4	recommendation	recommendation	NOUN
fcis-17976	49	5	system	system	NOUN
fcis-17976	49	6	,	,	PUNCT
fcis-17976	49	7	zsl	zsl	NOUN
fcis-17976	49	8	can	can	AUX
fcis-17976	49	9	help	help	VERB
fcis-17976	49	10	the	the	DET
fcis-17976	49	11	system	system	NOUN
fcis-17976	49	12	process	process	NOUN
fcis-17976	49	13	newly	newly	ADV
fcis-17976	49	14	launched	launch	VERB
fcis-17976	49	15	products	product	NOUN
fcis-17976	49	16	and	and	CCONJ
fcis-17976	49	17	make	make	VERB
fcis-17976	49	18	effective	effective	ADJ
fcis-17976	49	19	recommendations	recommendation	NOUN
fcis-17976	49	20	even	even	ADV
fcis-17976	49	21	without	without	ADP
fcis-17976	49	22	user	user	NOUN
fcis-17976	49	23	interaction	interaction	NOUN
fcis-17976	49	24	data	datum	NOUN
fcis-17976	49	25	.	.	PUNCT
fcis-17976	50	1	in	in	ADP
fcis-17976	50	2	medical	medical	ADJ
fcis-17976	50	3	image	image	NOUN
fcis-17976	50	4	analysis	analysis	NOUN
fcis-17976	50	5	,	,	PUNCT
fcis-17976	50	6	zsl	zsl	NOUN
fcis-17976	50	7	helps	helps	AUX
fcis-17976	50	8	identify	identify	VERB
fcis-17976	50	9	images	image	NOUN
fcis-17976	50	10	of	of	ADP
fcis-17976	50	11	rare	rare	ADJ
fcis-17976	50	12	diseases	disease	NOUN
fcis-17976	50	13	.	.	PUNCT
fcis-17976	51	1	samples	sample	NOUN
fcis-17976	51	2	of	of	ADP
fcis-17976	51	3	these	these	DET
fcis-17976	51	4	diseases	disease	NOUN
fcis-17976	51	5	are	be	AUX
fcis-17976	51	6	difficult	difficult	ADJ
fcis-17976	51	7	to	to	PART
fcis-17976	51	8	collect	collect	VERB
fcis-17976	51	9	,	,	PUNCT
fcis-17976	51	10	but	but	CCONJ
fcis-17976	51	11	through	through	ADP
fcis-17976	51	12	zsl	zsl	NUM
fcis-17976	51	13	,	,	PUNCT
fcis-17976	51	14	the	the	DET
fcis-17976	51	15	system	system	NOUN
fcis-17976	51	16	can	can	AUX
fcis-17976	51	17	assist	assist	VERB
fcis-17976	51	18	doctors	doctor	NOUN
fcis-17976	51	19	in	in	ADP
fcis-17976	51	20	making	make	VERB
fcis-17976	51	21	preliminary	preliminary	ADJ
fcis-17976	51	22	judgments	judgment	NOUN
fcis-17976	51	23	.	.	PUNCT
fcis-17976	52	1	the	the	DET
fcis-17976	52	2	latest	late	ADJ
fcis-17976	52	3	research	research	NOUN
fcis-17976	52	4	has	have	AUX
fcis-17976	52	5	begun	begin	VERB
fcis-17976	52	6	to	to	PART
fcis-17976	52	7	try	try	VERB
fcis-17976	52	8	to	to	PART
fcis-17976	52	9	solve	solve	VERB
fcis-17976	52	10	some	some	PRON
fcis-17976	52	11	of	of	ADP
fcis-17976	52	12	the	the	DET
fcis-17976	52	13	inherent	inherent	ADJ
fcis-17976	52	14	problems	problem	NOUN
fcis-17976	52	15	in	in	ADP
fcis-17976	52	16	zsl	zsl	PROPN
fcis-17976	52	17	,	,	PUNCT
fcis-17976	52	18	such	such	ADJ
fcis-17976	52	19	as	as	ADP
fcis-17976	52	20	the	the	DET
fcis-17976	52	21	domain	domain	NOUN
fcis-17976	52	22	shift	shift	NOUN
fcis-17976	52	23	problem	problem	NOUN
fcis-17976	52	24	,	,	PUNCT
fcis-17976	52	25	in	in	ADP
fcis-17976	52	26	which	which	PRON
fcis-17976	52	27	the	the	DET
fcis-17976	52	28	model	model	NOUN
fcis-17976	52	29	performs	perform	VERB
fcis-17976	52	30	well	well	ADV
fcis-17976	52	31	on	on	ADP
fcis-17976	52	32	the	the	DET
fcis-17976	52	33	categories	category	NOUN
fcis-17976	52	34	it	it	PRON
fcis-17976	52	35	has	have	AUX
fcis-17976	52	36	been	be	AUX
fcis-17976	52	37	trained	train	VERB
fcis-17976	52	38	on	on	ADP
fcis-17976	52	39	,	,	PUNCT
fcis-17976	52	40	but	but	CCONJ
fcis-17976	52	41	suffers	suffer	VERB
fcis-17976	52	42	from	from	ADP
fcis-17976	52	43	performance	performance	NOUN
fcis-17976	52	44	on	on	ADP
fcis-17976	52	45	unseen	unseen	ADJ
fcis-17976	52	46	categories	category	NOUN
fcis-17976	52	47	.	.	PUNCT
fcis-17976	53	1	decline	decline	NOUN
fcis-17976	53	2	.	.	PUNCT
fcis-17976	54	1	to	to	ADP
fcis-17976	54	2	this	this	DET
fcis-17976	54	3	end	end	NOUN
fcis-17976	54	4	,	,	PUNCT
fcis-17976	54	5	some	some	DET
fcis-17976	54	6	methods	method	NOUN
fcis-17976	54	7	try	try	VERB
fcis-17976	54	8	to	to	PART
fcis-17976	54	9	introduce	introduce	VERB
fcis-17976	54	10	domain	domain	NOUN
fcis-17976	54	11	adaptation	adaptation	NOUN
fcis-17976	54	12	techniques	technique	NOUN
fcis-17976	54	13	to	to	PART
fcis-17976	54	14	reduce	reduce	VERB
fcis-17976	54	15	the	the	DET
fcis-17976	54	16	distribution	distribution	NOUN
fcis-17976	54	17	difference	difference	NOUN
fcis-17976	54	18	between	between	ADP
fcis-17976	54	19	training	training	NOUN
fcis-17976	54	20	and	and	CCONJ
fcis-17976	54	21	testing	testing	NOUN
fcis-17976	54	22	data	datum	NOUN
fcis-17976	54	23	.	.	PUNCT
fcis-17976	55	1	in	in	ADP
fcis-17976	55	2	addition	addition	NOUN
fcis-17976	55	3	,	,	PUNCT
fcis-17976	55	4	generative	generative	ADJ
fcis-17976	55	5	adversarial	adversarial	ADJ
fcis-17976	55	6	networks	network	NOUN
fcis-17976	55	7	(	(	PUNCT
fcis-17976	55	8	gan	gan	PROPN
fcis-17976	55	9	)	)	PUNCT
fcis-17976	55	10	are	be	AUX
fcis-17976	55	11	also	also	ADV
fcis-17976	55	12	used	use	VERB
fcis-17976	55	13	to	to	PART
fcis-17976	55	14	generate	generate	VERB
fcis-17976	55	15	virtual	virtual	ADJ
fcis-17976	55	16	samples	sample	NOUN
fcis-17976	55	17	of	of	ADP
fcis-17976	55	18	unseen	unseen	ADJ
fcis-17976	55	19	categories	category	NOUN
fcis-17976	55	20	.	.	PUNCT
fcis-17976	56	1	in	in	ADP
fcis-17976	56	2	this	this	DET
fcis-17976	56	3	way	way	NOUN
fcis-17976	56	4	,	,	PUNCT
fcis-17976	56	5	the	the	DET
fcis-17976	56	6	model	model	NOUN
fcis-17976	56	7	can	can	AUX
fcis-17976	56	8	be	be	AUX
fcis-17976	56	9	exposed	expose	VERB
fcis-17976	56	10	to	to	ADP
fcis-17976	56	11	samples	sample	NOUN
fcis-17976	56	12	of	of	ADP
fcis-17976	56	13	unseen	unseen	ADJ
fcis-17976	56	14	categories	category	NOUN
fcis-17976	56	15	during	during	ADP
fcis-17976	56	16	training	training	NOUN
fcis-17976	56	17	,	,	PUNCT
fcis-17976	56	18	thereby	thereby	ADV
fcis-17976	56	19	improving	improve	VERB
fcis-17976	56	20	generalization	generalization	NOUN
fcis-17976	56	21	capabilities	capability	NOUN
fcis-17976	56	22	[	[	X
fcis-17976	56	23	6	6	NUM
fcis-17976	56	24	]	]	PUNCT
fcis-17976	56	25	.	.	PUNCT
fcis-17976	57	1	to	to	PART
fcis-17976	57	2	sum	sum	VERB
fcis-17976	57	3	up	up	ADP
fcis-17976	57	4	,	,	PUNCT
fcis-17976	57	5	zsl	zsl	NOUN
fcis-17976	57	6	is	be	AUX
fcis-17976	57	7	an	an	DET
fcis-17976	57	8	active	active	ADJ
fcis-17976	57	9	and	and	CCONJ
fcis-17976	57	10	challenging	challenging	ADJ
fcis-17976	57	11	research	research	NOUN
fcis-17976	57	12	field	field	NOUN
fcis-17976	57	13	.	.	PUNCT
fcis-17976	58	1	despite	despite	SCONJ
fcis-17976	58	2	the	the	DET
fcis-17976	58	3	progress	progress	NOUN
fcis-17976	58	4	that	that	PRON
fcis-17976	58	5	has	have	AUX
fcis-17976	58	6	been	be	AUX
fcis-17976	58	7	made	make	VERB
fcis-17976	58	8	,	,	PUNCT
fcis-17976	58	9	many	many	ADJ
fcis-17976	58	10	issues	issue	NOUN
fcis-17976	58	11	remain	remain	VERB
fcis-17976	58	12	to	to	PART
fcis-17976	58	13	be	be	AUX
fcis-17976	58	14	resolved	resolve	VERB
fcis-17976	58	15	.	.	PUNCT
fcis-17976	59	1	future	future	ADJ
fcis-17976	59	2	research	research	NOUN
fcis-17976	59	3	will	will	AUX
fcis-17976	59	4	focus	focus	VERB
fcis-17976	59	5	more	more	ADV
fcis-17976	59	6	on	on	ADP
fcis-17976	59	7	the	the	DET
fcis-17976	59	8	generalization	generalization	NOUN
fcis-17976	59	9	ability	ability	NOUN
fcis-17976	59	10	of	of	ADP
fcis-17976	59	11	the	the	DET
fcis-17976	59	12	model	model	NOUN
fcis-17976	59	13	,	,	PUNCT
fcis-17976	59	14	the	the	DET
fcis-17976	59	15	practicability	practicability	NOUN
fcis-17976	59	16	of	of	ADP
fcis-17976	59	17	the	the	DET
fcis-17976	59	18	algorithm	algorithm	NOUN
fcis-17976	59	19	,	,	PUNCT
fcis-17976	59	20	and	and	CCONJ
fcis-17976	59	21	its	its	PRON
fcis-17976	59	22	deployment	deployment	NOUN
fcis-17976	59	23	in	in	ADP
fcis-17976	59	24	more	more	ADV
fcis-17976	59	25	practical	practical	ADJ
fcis-17976	59	26	application	application	NOUN
fcis-17976	59	27	scenarios	scenario	NOUN
fcis-17976	59	28	.	.	PUNCT
fcis-17976	60	1	with	with	ADP
fcis-17976	60	2	the	the	DET
fcis-17976	60	3	deepening	deepening	NOUN
fcis-17976	60	4	of	of	ADP
fcis-17976	60	5	research	research	NOUN
fcis-17976	60	6	,	,	PUNCT
fcis-17976	60	7	we	we	PRON
fcis-17976	60	8	have	have	VERB
fcis-17976	60	9	reason	reason	NOUN
fcis-17976	60	10	to	to	PART
fcis-17976	60	11	believe	believe	VERB
fcis-17976	60	12	that	that	SCONJ
fcis-17976	60	13	zero	zero	NUM
fcis-17976	60	14	-	-	PUNCT
fcis-17976	60	15	shot	shot	NOUN
fcis-17976	60	16	learning	learning	NOUN
fcis-17976	60	17	will	will	AUX
fcis-17976	60	18	play	play	VERB
fcis-17976	60	19	an	an	DET
fcis-17976	60	20	increasingly	increasingly	ADV
fcis-17976	60	21	important	important	ADJ
fcis-17976	60	22	role	role	NOUN
fcis-17976	60	23	in	in	ADP
fcis-17976	60	24	future	future	ADJ
fcis-17976	60	25	artificial	artificial	ADJ
fcis-17976	60	26	intelligence	intelligence	NOUN
fcis-17976	60	27	systems	system	NOUN
fcis-17976	60	28	.	.	PUNCT
fcis-17976	61	1	3	3	X
fcis-17976	61	2	.	.	X
fcis-17976	61	3	theoretical	theoretical	ADJ
fcis-17976	61	4	basis	basis	NOUN
fcis-17976	61	5	of	of	ADP
fcis-17976	61	6	zero	zero	NUM
fcis-17976	61	7	-	-	PUNCT
fcis-17976	61	8	shot	shot	NOUN
fcis-17976	61	9	learning	learn	VERB
fcis-17976	61	10	the	the	DET
fcis-17976	61	11	theoretical	theoretical	ADJ
fcis-17976	61	12	foundation	foundation	NOUN
fcis-17976	61	13	of	of	ADP
fcis-17976	61	14	zero	zero	NUM
fcis-17976	61	15	-	-	PUNCT
fcis-17976	61	16	shot	shot	NOUN
fcis-17976	61	17	learning	learning	NOUN
fcis-17976	61	18	(	(	PUNCT
fcis-17976	61	19	zsl	zsl	NOUN
fcis-17976	61	20	)	)	PUNCT
fcis-17976	61	21	revolves	revolve	VERB
fcis-17976	61	22	around	around	ADP
fcis-17976	61	23	the	the	DET
fcis-17976	61	24	concept	concept	NOUN
fcis-17976	61	25	of	of	ADP
fcis-17976	61	26	connecting	connect	VERB
fcis-17976	61	27	unseen	unseen	ADJ
fcis-17976	61	28	classes	class	NOUN
fcis-17976	61	29	to	to	ADP
fcis-17976	61	30	seen	see	VERB
fcis-17976	61	31	classes	class	NOUN
fcis-17976	61	32	.	.	PUNCT
fcis-17976	62	1	the	the	DET
fcis-17976	62	2	core	core	NOUN
fcis-17976	62	3	idea	idea	NOUN
fcis-17976	62	4	is	be	AUX
fcis-17976	62	5	to	to	PART
fcis-17976	62	6	use	use	VERB
fcis-17976	62	7	knowledge	knowledge	NOUN
fcis-17976	62	8	of	of	ADP
fcis-17976	62	9	existing	exist	VERB
fcis-17976	62	10	categories	category	NOUN
fcis-17976	62	11	to	to	PART
fcis-17976	62	12	identify	identify	VERB
fcis-17976	62	13	new	new	ADJ
fcis-17976	62	14	categories	category	NOUN
fcis-17976	62	15	that	that	PRON
fcis-17976	62	16	have	have	AUX
fcis-17976	62	17	never	never	ADV
fcis-17976	62	18	been	be	AUX
fcis-17976	62	19	seen	see	VERB
fcis-17976	62	20	during	during	ADP
fcis-17976	62	21	the	the	DET
fcis-17976	62	22	training	training	NOUN
fcis-17976	62	23	phase	phase	NOUN
fcis-17976	62	24	.	.	PUNCT
fcis-17976	63	1	this	this	PRON
fcis-17976	63	2	requires	require	VERB
fcis-17976	63	3	a	a	DET
fcis-17976	63	4	semantic	semantic	ADJ
fcis-17976	63	5	space	space	NOUN
fcis-17976	63	6	that	that	PRON
fcis-17976	63	7	can	can	AUX
fcis-17976	63	8	represent	represent	VERB
fcis-17976	63	9	shared	shared	ADJ
fcis-17976	63	10	attributes	attribute	NOUN
fcis-17976	63	11	between	between	ADP
fcis-17976	63	12	categories	category	NOUN
fcis-17976	63	13	so	so	SCONJ
fcis-17976	63	14	that	that	SCONJ
fcis-17976	63	15	the	the	DET
fcis-17976	63	16	model	model	NOUN
fcis-17976	63	17	can	can	AUX
fcis-17976	63	18	be	be	AUX
fcis-17976	63	19	generalized	generalize	VERB
fcis-17976	63	20	to	to	ADP
fcis-17976	63	21	new	new	ADJ
fcis-17976	63	22	categories	category	NOUN
fcis-17976	63	23	.	.	PUNCT
fcis-17976	64	1	zsl	zsl	NOUN
fcis-17976	64	2	mainly	mainly	ADV
fcis-17976	64	3	involves	involve	VERB
fcis-17976	64	4	three	three	NUM
fcis-17976	64	5	key	key	ADJ
fcis-17976	64	6	components	component	NOUN
fcis-17976	64	7	:	:	PUNCT
fcis-17976	64	8	visual	visual	ADJ
fcis-17976	64	9	feature	feature	NOUN
fcis-17976	64	10	extractor	extractor	NOUN
fcis-17976	64	11	,	,	PUNCT
fcis-17976	64	12	semantic	semantic	ADJ
fcis-17976	64	13	embedding	embed	VERB
fcis-17976	64	14	space	space	NOUN
fcis-17976	64	15	and	and	CCONJ
fcis-17976	64	16	mapping	mapping	NOUN
fcis-17976	64	17	function	function	NOUN
fcis-17976	64	18	[	[	X
fcis-17976	64	19	7	7	NUM
fcis-17976	64	20	]	]	PUNCT
fcis-17976	64	21	.	.	PUNCT
fcis-17976	65	1	first	first	ADV
fcis-17976	65	2	,	,	PUNCT
fcis-17976	65	3	visual	visual	ADJ
fcis-17976	65	4	feature	feature	NOUN
fcis-17976	65	5	extractors	extractor	NOUN
fcis-17976	65	6	are	be	AUX
fcis-17976	65	7	usually	usually	ADV
fcis-17976	65	8	implemented	implement	VERB
fcis-17976	65	9	by	by	ADP
fcis-17976	65	10	deep	deep	ADJ
fcis-17976	65	11	neural	neural	ADJ
fcis-17976	65	12	networks	network	NOUN
fcis-17976	65	13	,	,	PUNCT
fcis-17976	65	14	which	which	PRON
fcis-17976	65	15	extract	extract	VERB
fcis-17976	65	16	representative	representative	ADJ
fcis-17976	65	17	features	feature	NOUN
fcis-17976	65	18	from	from	ADP
fcis-17976	65	19	images	image	NOUN
fcis-17976	65	20	.	.	PUNCT
fcis-17976	66	1	these	these	DET
fcis-17976	66	2	features	feature	NOUN
fcis-17976	66	3	need	need	VERB
fcis-17976	66	4	to	to	PART
fcis-17976	66	5	capture	capture	VERB
fcis-17976	66	6	enough	enough	ADJ
fcis-17976	66	7	visual	visual	ADJ
fcis-17976	66	8	detail	detail	NOUN
fcis-17976	66	9	to	to	PART
fcis-17976	66	10	distinguish	distinguish	VERB
fcis-17976	66	11	different	different	ADJ
fcis-17976	66	12	objects	object	NOUN
fcis-17976	66	13	.	.	PUNCT
fcis-17976	67	1	through	through	ADP
fcis-17976	67	2	deep	deep	ADJ
fcis-17976	67	3	learning	learning	NOUN
fcis-17976	67	4	,	,	PUNCT
fcis-17976	67	5	extractors	extractor	NOUN
fcis-17976	67	6	are	be	AUX
fcis-17976	67	7	able	able	ADJ
fcis-17976	67	8	to	to	PART
fcis-17976	67	9	learn	learn	VERB
fcis-17976	67	10	complex	complex	ADJ
fcis-17976	67	11	representations	representation	NOUN
fcis-17976	67	12	from	from	ADP
fcis-17976	67	13	edges	edge	NOUN
fcis-17976	67	14	and	and	CCONJ
fcis-17976	67	15	textures	texture	NOUN
fcis-17976	67	16	to	to	ADP
fcis-17976	67	17	higher	high	ADJ
fcis-17976	67	18	-	-	PUNCT
fcis-17976	67	19	level	level	NOUN
fcis-17976	67	20	concepts	concept	NOUN
fcis-17976	67	21	.	.	PUNCT
fcis-17976	68	1	secondly	secondly	ADV
fcis-17976	68	2	,	,	PUNCT
fcis-17976	68	3	the	the	DET
fcis-17976	68	4	semantic	semantic	ADJ
fcis-17976	68	5	embedding	embed	VERB
fcis-17976	68	6	space	space	NOUN
fcis-17976	68	7	is	be	AUX
fcis-17976	68	8	the	the	DET
fcis-17976	68	9	core	core	NOUN
fcis-17976	68	10	of	of	ADP
fcis-17976	68	11	zsl	zsl	PROPN
fcis-17976	68	12	,	,	PUNCT
fcis-17976	68	13	which	which	PRON
fcis-17976	68	14	projects	project	VERB
fcis-17976	68	15	information	information	NOUN
fcis-17976	68	16	from	from	ADP
fcis-17976	68	17	different	different	ADJ
fcis-17976	68	18	sources	source	NOUN
fcis-17976	68	19	(	(	PUNCT
fcis-17976	68	20	such	such	ADJ
fcis-17976	68	21	as	as	ADP
fcis-17976	68	22	visual	visual	ADJ
fcis-17976	68	23	information	information	NOUN
fcis-17976	68	24	and	and	CCONJ
fcis-17976	68	25	text	text	NOUN
fcis-17976	68	26	description	description	NOUN
fcis-17976	68	27	)	)	PUNCT
fcis-17976	68	28	into	into	ADP
fcis-17976	68	29	a	a	DET
fcis-17976	68	30	common	common	ADJ
fcis-17976	68	31	space	space	NOUN
fcis-17976	68	32	.	.	PUNCT
fcis-17976	69	1	this	this	DET
fcis-17976	69	2	space	space	NOUN
fcis-17976	69	3	usually	usually	ADV
fcis-17976	69	4	consists	consist	VERB
fcis-17976	69	5	of	of	ADP
fcis-17976	69	6	attribute	attribute	NOUN
fcis-17976	69	7	vectors	vector	NOUN
fcis-17976	69	8	,	,	PUNCT
fcis-17976	69	9	word	word	NOUN
fcis-17976	69	10	embeddings	embedding	NOUN
fcis-17976	69	11	,	,	PUNCT
fcis-17976	69	12	or	or	CCONJ
fcis-17976	69	13	textual	textual	ADJ
fcis-17976	69	14	descriptions	description	NOUN
fcis-17976	69	15	of	of	ADP
fcis-17976	69	16	categories	category	NOUN
fcis-17976	69	17	.	.	PUNCT
fcis-17976	70	1	for	for	ADP
fcis-17976	70	2	example	example	NOUN
fcis-17976	70	3	,	,	PUNCT
fcis-17976	70	4	through	through	ADP
fcis-17976	70	5	natural	natural	ADJ
fcis-17976	70	6	language	language	NOUN
fcis-17976	70	7	processing	processing	NOUN
fcis-17976	70	8	techniques	technique	NOUN
fcis-17976	70	9	,	,	PUNCT
fcis-17976	70	10	category	category	NOUN
fcis-17976	70	11	names	name	NOUN
fcis-17976	70	12	can	can	AUX
fcis-17976	70	13	be	be	AUX
fcis-17976	70	14	converted	convert	VERB
fcis-17976	70	15	into	into	ADP
fcis-17976	70	16	word	word	NOUN
fcis-17976	70	17	vectors	vector	NOUN
fcis-17976	70	18	,	,	PUNCT
fcis-17976	70	19	and	and	CCONJ
fcis-17976	70	20	the	the	DET
fcis-17976	70	21	distance	distance	NOUN
fcis-17976	70	22	of	of	ADP
fcis-17976	70	23	these	these	DET
fcis-17976	70	24	vectors	vector	NOUN
fcis-17976	70	25	in	in	ADP
fcis-17976	70	26	space	space	NOUN
fcis-17976	70	27	represents	represent	VERB
fcis-17976	70	28	the	the	DET
fcis-17976	70	29	semantic	semantic	ADJ
fcis-17976	70	30	similarity	similarity	NOUN
fcis-17976	70	31	between	between	ADP
fcis-17976	70	32	categories	category	NOUN
fcis-17976	70	33	.	.	PUNCT
fcis-17976	71	1	furthermore	furthermore	ADV
fcis-17976	71	2	,	,	PUNCT
fcis-17976	71	3	the	the	DET
fcis-17976	71	4	purpose	purpose	NOUN
fcis-17976	71	5	of	of	ADP
fcis-17976	71	6	the	the	DET
fcis-17976	71	7	mapping	mapping	NOUN
fcis-17976	71	8	function	function	NOUN
fcis-17976	71	9	is	be	AUX
fcis-17976	71	10	to	to	PART
fcis-17976	71	11	map	map	VERB
fcis-17976	71	12	visual	visual	ADJ
fcis-17976	71	13	features	feature	NOUN
fcis-17976	71	14	to	to	ADP
fcis-17976	71	15	semantic	semantic	ADJ
fcis-17976	71	16	space	space	NOUN
fcis-17976	71	17	,	,	PUNCT
fcis-17976	71	18	or	or	CCONJ
fcis-17976	71	19	vice	vice	NOUN
fcis-17976	71	20	versa	versa	ADV
fcis-17976	71	21	.	.	PUNCT
fcis-17976	72	1	this	this	DET
fcis-17976	72	2	mapping	mapping	NOUN
fcis-17976	72	3	can	can	AUX
fcis-17976	72	4	be	be	AUX
fcis-17976	72	5	linear	linear	ADJ
fcis-17976	72	6	,	,	PUNCT
fcis-17976	72	7	such	such	ADJ
fcis-17976	72	8	as	as	ADP
fcis-17976	72	9	using	use	VERB
fcis-17976	72	10	a	a	DET
fcis-17976	72	11	support	support	NOUN
fcis-17976	72	12	vector	vector	NOUN
fcis-17976	72	13	machine	machine	NOUN
fcis-17976	72	14	(	(	PUNCT
fcis-17976	72	15	svm	svm	PROPN
fcis-17976	72	16	)	)	PUNCT
fcis-17976	72	17	,	,	PUNCT
fcis-17976	72	18	or	or	CCONJ
fcis-17976	72	19	nonlinear	nonlinear	ADJ
fcis-17976	72	20	,	,	PUNCT
fcis-17976	72	21	such	such	ADJ
fcis-17976	72	22	as	as	ADP
fcis-17976	72	23	using	use	VERB
fcis-17976	72	24	a	a	DET
fcis-17976	72	25	neural	neural	ADJ
fcis-17976	72	26	network	network	NOUN
fcis-17976	72	27	.	.	PUNCT
fcis-17976	73	1	the	the	DET
fcis-17976	73	2	training	training	NOUN
fcis-17976	73	3	of	of	ADP
fcis-17976	73	4	the	the	DET
fcis-17976	73	5	mapping	mapping	NOUN
fcis-17976	73	6	function	function	NOUN
fcis-17976	73	7	relies	rely	VERB
fcis-17976	73	8	on	on	ADP
fcis-17976	73	9	data	datum	NOUN
fcis-17976	73	10	from	from	ADP
fcis-17976	73	11	existing	exist	VERB
fcis-17976	73	12	categories	category	NOUN
fcis-17976	73	13	,	,	PUNCT
fcis-17976	73	14	but	but	CCONJ
fcis-17976	73	15	the	the	DET
fcis-17976	73	16	design	design	NOUN
fcis-17976	73	17	must	must	AUX
fcis-17976	73	18	take	take	VERB
fcis-17976	73	19	into	into	ADP
fcis-17976	73	20	account	account	NOUN
fcis-17976	73	21	the	the	DET
fcis-17976	73	22	ability	ability	NOUN
fcis-17976	73	23	to	to	PART
fcis-17976	73	24	generalize	generalize	VERB
fcis-17976	73	25	to	to	ADP
fcis-17976	73	26	new	new	ADJ
fcis-17976	73	27	categories	category	NOUN
fcis-17976	73	28	[	[	X
fcis-17976	73	29	8	8	NUM
fcis-17976	73	30	]	]	PUNCT
fcis-17976	73	31	.	.	PUNCT
fcis-17976	74	1	one	one	NUM
fcis-17976	74	2	of	of	ADP
fcis-17976	74	3	the	the	DET
fcis-17976	74	4	challenges	challenge	NOUN
fcis-17976	74	5	of	of	ADP
fcis-17976	74	6	zsl	zsl	NOUN
fcis-17976	74	7	is	be	AUX
fcis-17976	74	8	how	how	SCONJ
fcis-17976	74	9	to	to	PART
fcis-17976	74	10	deal	deal	VERB
fcis-17976	74	11	with	with	ADP
fcis-17976	74	12	the	the	DET
fcis-17976	74	13	imbalance	imbalance	NOUN
fcis-17976	74	14	between	between	ADP
fcis-17976	74	15	categories	category	NOUN
fcis-17976	74	16	.	.	PUNCT
fcis-17976	75	1	in	in	ADP
fcis-17976	75	2	the	the	DET
fcis-17976	75	3	real	real	ADJ
fcis-17976	75	4	world	world	NOUN
fcis-17976	75	5	,	,	PUNCT
fcis-17976	75	6	samples	sample	NOUN
fcis-17976	75	7	of	of	ADP
fcis-17976	75	8	some	some	DET
fcis-17976	75	9	categories	category	NOUN
fcis-17976	75	10	may	may	AUX
fcis-17976	75	11	be	be	AUX
fcis-17976	75	12	abundant	abundant	ADJ
fcis-17976	75	13	while	while	SCONJ
fcis-17976	75	14	others	other	NOUN
fcis-17976	75	15	may	may	AUX
fcis-17976	75	16	be	be	AUX
fcis-17976	75	17	scarce	scarce	ADJ
fcis-17976	75	18	.	.	PUNCT
fcis-17976	76	1	to	to	PART
fcis-17976	76	2	compensate	compensate	VERB
fcis-17976	76	3	for	for	ADP
fcis-17976	76	4	this	this	DET
fcis-17976	76	5	imbalance	imbalance	NOUN
fcis-17976	76	6	,	,	PUNCT
fcis-17976	76	7	researchers	researcher	NOUN
fcis-17976	76	8	have	have	AUX
fcis-17976	76	9	developed	develop	VERB
fcis-17976	76	10	various	various	ADJ
fcis-17976	76	11	techniques	technique	NOUN
fcis-17976	76	12	,	,	PUNCT
fcis-17976	76	13	such	such	ADJ
fcis-17976	76	14	as	as	ADP
fcis-17976	76	15	using	use	VERB
fcis-17976	76	16	data	datum	NOUN
fcis-17976	76	17	augmentation	augmentation	NOUN
fcis-17976	76	18	,	,	PUNCT
fcis-17976	76	19	transfer	transfer	NOUN
fcis-17976	76	20	learning	learning	NOUN
fcis-17976	76	21	,	,	PUNCT
fcis-17976	76	22	and	and	CCONJ
fcis-17976	76	23	designing	design	VERB
fcis-17976	76	24	more	more	ADV
fcis-17976	76	25	complex	complex	ADJ
fcis-17976	76	26	loss	loss	NOUN
fcis-17976	76	27	functions	function	NOUN
fcis-17976	76	28	to	to	PART
fcis-17976	76	29	optimize	optimize	VERB
fcis-17976	76	30	models	model	NOUN
fcis-17976	76	31	.	.	PUNCT
fcis-17976	77	1	finally	finally	ADV
fcis-17976	77	2	,	,	PUNCT
fcis-17976	77	3	a	a	DET
fcis-17976	77	4	key	key	ADJ
fcis-17976	77	5	issue	issue	NOUN
fcis-17976	77	6	in	in	ADP
fcis-17976	77	7	zsl	zsl	NOUN
fcis-17976	77	8	research	research	NOUN
fcis-17976	77	9	is	be	AUX
fcis-17976	77	10	domain	domain	NOUN
fcis-17976	77	11	shift	shift	NOUN
fcis-17976	77	12	,	,	PUNCT
fcis-17976	77	13	that	that	ADV
fcis-17976	77	14	is	is	ADV
fcis-17976	77	15	,	,	PUNCT
fcis-17976	77	16	the	the	DET
fcis-17976	77	17	knowledge	knowledge	NOUN
fcis-17976	77	18	learned	learn	VERB
fcis-17976	77	19	by	by	ADP
fcis-17976	77	20	the	the	DET
fcis-17976	77	21	model	model	NOUN
fcis-17976	77	22	on	on	ADP
fcis-17976	77	23	the	the	DET
fcis-17976	77	24	training	training	NOUN
fcis-17976	77	25	categories	category	NOUN
fcis-17976	77	26	(	(	PUNCT
fcis-17976	77	27	seen	see	VERB
fcis-17976	77	28	classes	class	NOUN
fcis-17976	77	29	)	)	PUNCT
fcis-17976	77	30	may	may	AUX
fcis-17976	77	31	not	not	PART
fcis-17976	77	32	be	be	AUX
fcis-17976	77	33	applicable	applicable	ADJ
fcis-17976	77	34	to	to	ADP
fcis-17976	77	35	the	the	DET
fcis-17976	77	36	testing	testing	NOUN
fcis-17976	77	37	categories	category	NOUN
fcis-17976	77	38	(	(	PUNCT
fcis-17976	77	39	unseen	unseen	ADJ
fcis-17976	77	40	classes	class	NOUN
fcis-17976	77	41	)	)	PUNCT
fcis-17976	77	42	.	.	PUNCT
fcis-17976	78	1	this	this	PRON
fcis-17976	78	2	will	will	AUX
fcis-17976	78	3	cause	cause	VERB
fcis-17976	78	4	the	the	DET
fcis-17976	78	5	model	model	NOUN
fcis-17976	78	6	's	's	PART
fcis-17976	78	7	generalization	generalization	NOUN
fcis-17976	78	8	ability	ability	NOUN
fcis-17976	78	9	to	to	PART
fcis-17976	78	10	decrease	decrease	VERB
fcis-17976	78	11	on	on	ADP
fcis-17976	78	12	unseen	unseen	ADJ
fcis-17976	78	13	categories	category	NOUN
fcis-17976	79	1	[	[	X
fcis-17976	79	2	9	9	NUM
fcis-17976	79	3	]	]	PUNCT
fcis-17976	79	4	.	.	PUNCT
fcis-17976	80	1	to	to	PART
fcis-17976	80	2	solve	solve	VERB
fcis-17976	80	3	this	this	DET
fcis-17976	80	4	problem	problem	NOUN
fcis-17976	80	5	,	,	PUNCT
fcis-17976	80	6	researchers	researcher	NOUN
fcis-17976	80	7	have	have	AUX
fcis-17976	80	8	proposed	propose	VERB
fcis-17976	80	9	a	a	DET
fcis-17976	80	10	variety	variety	NOUN
fcis-17976	80	11	of	of	ADP
fcis-17976	80	12	strategies	strategy	NOUN
fcis-17976	80	13	,	,	PUNCT
fcis-17976	80	14	including	include	VERB
fcis-17976	80	15	using	use	VERB
fcis-17976	80	16	semantic	semantic	ADJ
fcis-17976	80	17	relationship	relationship	NOUN
fcis-17976	80	18	regularization	regularization	NOUN
fcis-17976	80	19	,	,	PUNCT
fcis-17976	80	20	generative	generative	ADJ
fcis-17976	80	21	adversarial	adversarial	ADJ
fcis-17976	80	22	networks	network	NOUN
fcis-17976	80	23	to	to	PART
fcis-17976	80	24	generate	generate	VERB
fcis-17976	80	25	samples	sample	NOUN
fcis-17976	80	26	of	of	ADP
fcis-17976	80	27	unseen	unseen	ADJ
fcis-17976	80	28	categories	category	NOUN
fcis-17976	80	29	,	,	PUNCT
fcis-17976	80	30	and	and	CCONJ
fcis-17976	80	31	domain	domain	NOUN
fcis-17976	80	32	adaptation	adaptation	NOUN
fcis-17976	80	33	techniques	technique	NOUN
fcis-17976	80	34	to	to	PART
fcis-17976	80	35	reduce	reduce	VERB
fcis-17976	80	36	the	the	DET
fcis-17976	80	37	distribution	distribution	NOUN
fcis-17976	80	38	difference	difference	NOUN
fcis-17976	80	39	between	between	ADP
fcis-17976	80	40	the	the	DET
fcis-17976	80	41	training	training	NOUN
fcis-17976	80	42	set	set	NOUN
fcis-17976	80	43	and	and	CCONJ
fcis-17976	80	44	the	the	DET
fcis-17976	80	45	test	test	NOUN
fcis-17976	80	46	set	set	VERB
fcis-17976	80	47	.	.	PUNCT
fcis-17976	81	1	to	to	PART
fcis-17976	81	2	sum	sum	VERB
fcis-17976	81	3	up	up	ADP
fcis-17976	81	4	,	,	PUNCT
fcis-17976	81	5	the	the	DET
fcis-17976	81	6	theoretical	theoretical	ADJ
fcis-17976	81	7	basis	basis	NOUN
fcis-17976	81	8	of	of	ADP
fcis-17976	81	9	zsl	zsl	NOUN
fcis-17976	81	10	involves	involve	VERB
fcis-17976	81	11	many	many	ADJ
fcis-17976	81	12	aspects	aspect	NOUN
fcis-17976	81	13	,	,	PUNCT
fcis-17976	81	14	including	include	VERB
fcis-17976	81	15	the	the	DET
fcis-17976	81	16	extraction	extraction	NOUN
fcis-17976	81	17	of	of	ADP
fcis-17976	81	18	visual	visual	ADJ
fcis-17976	81	19	features	feature	NOUN
fcis-17976	81	20	,	,	PUNCT
fcis-17976	81	21	the	the	DET
fcis-17976	81	22	construction	construction	NOUN
fcis-17976	81	23	of	of	ADP
fcis-17976	81	24	semantic	semantic	ADJ
fcis-17976	81	25	space	space	NOUN
fcis-17976	81	26	,	,	PUNCT
fcis-17976	81	27	the	the	DET
fcis-17976	81	28	design	design	NOUN
fcis-17976	81	29	of	of	ADP
fcis-17976	81	30	mapping	mapping	NOUN
fcis-17976	81	31	functions	function	NOUN
fcis-17976	81	32	,	,	PUNCT
fcis-17976	81	33	and	and	CCONJ
fcis-17976	81	34	strategies	strategy	NOUN
fcis-17976	81	35	to	to	PART
fcis-17976	81	36	solve	solve	VERB
fcis-17976	81	37	the	the	DET
fcis-17976	81	38	problem	problem	NOUN
fcis-17976	81	39	of	of	ADP
fcis-17976	81	40	category	category	NOUN
fcis-17976	81	41	imbalance	imbalance	NOUN
fcis-17976	81	42	and	and	CCONJ
fcis-17976	81	43	domain	domain	NOUN
fcis-17976	81	44	shift	shift	NOUN
fcis-17976	81	45	.	.	PUNCT
fcis-17976	82	1	the	the	DET
fcis-17976	82	2	combination	combination	NOUN
fcis-17976	82	3	of	of	ADP
fcis-17976	82	4	these	these	DET
fcis-17976	82	5	theories	theory	NOUN
fcis-17976	82	6	and	and	CCONJ
fcis-17976	82	7	technologies	technology	NOUN
fcis-17976	82	8	has	have	AUX
fcis-17976	82	9	promoted	promote	VERB
fcis-17976	82	10	the	the	DET
fcis-17976	82	11	development	development	NOUN
fcis-17976	82	12	of	of	ADP
fcis-17976	82	13	zsl	zsl	NOUN
fcis-17976	82	14	and	and	CCONJ
fcis-17976	82	15	demonstrated	demonstrate	VERB
fcis-17976	82	16	its	its	PRON
fcis-17976	82	17	unique	unique	ADJ
fcis-17976	82	18	value	value	NOUN
fcis-17976	82	19	in	in	ADP
fcis-17976	82	20	practical	practical	ADJ
fcis-17976	82	21	applications	application	NOUN
fcis-17976	82	22	[	[	X
fcis-17976	82	23	10	10	NUM
fcis-17976	82	24	]	]	PUNCT
fcis-17976	82	25	.	.	PUNCT
fcis-17976	83	1	as	as	SCONJ
fcis-17976	83	2	research	research	NOUN
fcis-17976	83	3	continues	continue	VERB
fcis-17976	83	4	to	to	PART
fcis-17976	83	5	advance	advance	VERB
fcis-17976	83	6	,	,	PUNCT
fcis-17976	83	7	zsl	zsl	PROPN
fcis-17976	83	8	is	be	AUX
fcis-17976	83	9	expected	expect	VERB
fcis-17976	83	10	to	to	PART
fcis-17976	83	11	be	be	AUX
fcis-17976	83	12	more	more	ADV
fcis-17976	83	13	widely	widely	ADV
fcis-17976	83	14	used	use	VERB
fcis-17976	83	15	in	in	ADP
fcis-17976	83	16	various	various	ADJ
fcis-17976	83	17	fields	field	NOUN
fcis-17976	83	18	in	in	ADP
fcis-17976	83	19	the	the	DET
fcis-17976	83	20	future	future	NOUN
fcis-17976	83	21	to	to	PART
fcis-17976	83	22	achieve	achieve	VERB
fcis-17976	83	23	effective	effective	ADJ
fcis-17976	83	24	identification	identification	NOUN
fcis-17976	83	25	of	of	ADP
fcis-17976	83	26	new	new	ADJ
fcis-17976	83	27	categories	category	NOUN
fcis-17976	83	28	.	.	PUNCT
fcis-17976	84	1	4	4	X
fcis-17976	84	2	.	.	X
fcis-17976	84	3	target	target	NOUN
fcis-17976	84	4	detection	detection	NOUN
fcis-17976	84	5	technology	technology	NOUN
fcis-17976	84	6	for	for	ADP
fcis-17976	84	7	zero	zero	NUM
fcis-17976	84	8	samples	sample	NOUN
fcis-17976	84	9	zero	zero	NUM
fcis-17976	84	10	-	-	PUNCT
fcis-17976	84	11	shot	shoot	VERB
fcis-17976	84	12	object	object	NOUN
fcis-17976	84	13	detection	detection	NOUN
fcis-17976	84	14	(	(	PUNCT
fcis-17976	84	15	zsod	zsod	NOUN
fcis-17976	84	16	)	)	PUNCT
fcis-17976	84	17	aims	aim	VERB
fcis-17976	84	18	to	to	PART
fcis-17976	84	19	detect	detect	VERB
fcis-17976	84	20	objects	object	NOUN
fcis-17976	84	21	in	in	ADP
fcis-17976	84	22	images	image	NOUN
fcis-17976	84	23	,	,	PUNCT
fcis-17976	84	24	even	even	ADV
fcis-17976	84	25	if	if	SCONJ
fcis-17976	84	26	the	the	DET
fcis-17976	84	27	categories	category	NOUN
fcis-17976	84	28	of	of	ADP
fcis-17976	84	29	these	these	DET
fcis-17976	84	30	objects	object	NOUN
fcis-17976	84	31	have	have	AUX
fcis-17976	84	32	not	not	PART
fcis-17976	84	33	appeared	appear	VERB
fcis-17976	84	34	in	in	ADP
fcis-17976	84	35	the	the	DET
fcis-17976	84	36	training	training	NOUN
fcis-17976	84	37	data	datum	NOUN
fcis-17976	84	38	.	.	PUNCT
fcis-17976	85	1	zsod	zsod	PROPN
fcis-17976	85	2	is	be	AUX
fcis-17976	85	3	different	different	ADJ
fcis-17976	85	4	from	from	ADP
fcis-17976	85	5	traditional	traditional	ADJ
fcis-17976	85	6	object	object	NOUN
fcis-17976	85	7	detection	detection	NOUN
fcis-17976	85	8	because	because	SCONJ
fcis-17976	85	9	it	it	PRON
fcis-17976	85	10	requires	require	VERB
fcis-17976	85	11	the	the	DET
fcis-17976	85	12	detector	detector	NOUN
fcis-17976	85	13	to	to	PART
fcis-17976	85	14	understand	understand	VERB
fcis-17976	85	15	and	and	CCONJ
fcis-17976	85	16	generalize	generalize	VERB
fcis-17976	85	17	to	to	ADP
fcis-17976	85	18	new	new	ADJ
fcis-17976	85	19	categories	category	NOUN
fcis-17976	85	20	.	.	PUNCT
fcis-17976	86	1	the	the	DET
fcis-17976	86	2	key	key	NOUN
fcis-17976	86	3	to	to	ADP
fcis-17976	86	4	achieving	achieve	VERB
fcis-17976	86	5	this	this	DET
fcis-17976	86	6	goal	goal	NOUN
fcis-17976	86	7	is	be	AUX
fcis-17976	86	8	to	to	PART
fcis-17976	86	9	combine	combine	VERB
fcis-17976	86	10	visual	visual	ADJ
fcis-17976	86	11	data	datum	NOUN
fcis-17976	86	12	with	with	ADP
fcis-17976	86	13	auxiliary	auxiliary	ADJ
fcis-17976	86	14	information	information	NOUN
fcis-17976	86	15	(	(	PUNCT
fcis-17976	86	16	such	such	ADJ
fcis-17976	86	17	as	as	ADP
fcis-17976	86	18	textual	textual	ADJ
fcis-17976	86	19	descriptions	description	NOUN
fcis-17976	86	20	of	of	ADP
fcis-17976	86	21	categories	category	NOUN
fcis-17976	86	22	)	)	PUNCT
fcis-17976	86	23	to	to	PART
fcis-17976	86	24	build	build	VERB
fcis-17976	86	25	models	model	NOUN
fcis-17976	86	26	that	that	PRON
fcis-17976	86	27	capture	capture	VERB
fcis-17976	86	28	the	the	DET
fcis-17976	86	29	underlying	underlie	VERB
fcis-17976	86	30	properties	property	NOUN
fcis-17976	86	31	of	of	ADP
fcis-17976	86	32	objects	object	NOUN
fcis-17976	86	33	[	[	X
fcis-17976	86	34	11	11	NUM
fcis-17976	86	35	]	]	PUNCT
fcis-17976	86	36	.	.	PUNCT
fcis-17976	87	1	40	40	NUM
fcis-17976	87	2	zsod	zsod	NOUN
fcis-17976	87	3	usually	usually	ADV
fcis-17976	87	4	requires	require	VERB
fcis-17976	87	5	the	the	DET
fcis-17976	87	6	model	model	NOUN
fcis-17976	87	7	to	to	PART
fcis-17976	87	8	first	first	ADV
fcis-17976	87	9	extract	extract	VERB
fcis-17976	87	10	visual	visual	ADJ
fcis-17976	87	11	features	feature	NOUN
fcis-17976	87	12	from	from	ADP
fcis-17976	87	13	training	training	NOUN
fcis-17976	87	14	images	image	NOUN
fcis-17976	87	15	,	,	PUNCT
fcis-17976	87	16	which	which	PRON
fcis-17976	87	17	is	be	AUX
fcis-17976	87	18	usually	usually	ADV
fcis-17976	87	19	done	do	VERB
fcis-17976	87	20	through	through	ADP
fcis-17976	87	21	a	a	DET
fcis-17976	87	22	pre	pre	ADJ
fcis-17976	87	23	-	-	ADJ
fcis-17976	87	24	trained	train	VERB
fcis-17976	87	25	deep	deep	ADJ
fcis-17976	87	26	neural	neural	ADJ
fcis-17976	87	27	network	network	NOUN
fcis-17976	87	28	.	.	PUNCT
fcis-17976	88	1	however	however	ADV
fcis-17976	88	2	,	,	PUNCT
fcis-17976	88	3	unlike	unlike	ADP
fcis-17976	88	4	traditional	traditional	ADJ
fcis-17976	88	5	object	object	NOUN
fcis-17976	88	6	detection	detection	NOUN
fcis-17976	88	7	,	,	PUNCT
fcis-17976	88	8	zsod	zsod	PROPN
fcis-17976	88	9	requires	require	VERB
fcis-17976	88	10	an	an	DET
fcis-17976	88	11	additional	additional	ADJ
fcis-17976	88	12	step	step	NOUN
fcis-17976	88	13	to	to	PART
fcis-17976	88	14	associate	associate	VERB
fcis-17976	88	15	visual	visual	ADJ
fcis-17976	88	16	features	feature	NOUN
fcis-17976	88	17	with	with	ADP
fcis-17976	88	18	semantic	semantic	ADJ
fcis-17976	88	19	information	information	NOUN
fcis-17976	88	20	.	.	PUNCT
fcis-17976	89	1	this	this	PRON
fcis-17976	89	2	typically	typically	ADV
fcis-17976	89	3	involves	involve	VERB
fcis-17976	89	4	constructing	construct	VERB
fcis-17976	89	5	a	a	DET
fcis-17976	89	6	semantic	semantic	ADJ
fcis-17976	89	7	embedding	embed	VERB
fcis-17976	89	8	space	space	NOUN
fcis-17976	89	9	that	that	PRON
fcis-17976	89	10	is	be	AUX
fcis-17976	89	11	able	able	ADJ
fcis-17976	89	12	to	to	PART
fcis-17976	89	13	relate	relate	VERB
fcis-17976	89	14	the	the	DET
fcis-17976	89	15	visual	visual	ADJ
fcis-17976	89	16	features	feature	NOUN
fcis-17976	89	17	of	of	ADP
fcis-17976	89	18	an	an	DET
fcis-17976	89	19	object	object	NOUN
fcis-17976	89	20	to	to	ADP
fcis-17976	89	21	its	its	PRON
fcis-17976	89	22	semantic	semantic	ADJ
fcis-17976	89	23	properties	property	NOUN
fcis-17976	89	24	[	[	X
fcis-17976	89	25	12	12	NUM
fcis-17976	89	26	]	]	PUNCT
fcis-17976	89	27	.	.	PUNCT
fcis-17976	90	1	in	in	ADP
fcis-17976	90	2	such	such	DET
fcis-17976	90	3	a	a	DET
fcis-17976	90	4	semantic	semantic	ADJ
fcis-17976	90	5	space	space	NOUN
fcis-17976	90	6	,	,	PUNCT
fcis-17976	90	7	each	each	DET
fcis-17976	90	8	category	category	NOUN
fcis-17976	90	9	is	be	AUX
fcis-17976	90	10	described	describe	VERB
fcis-17976	90	11	by	by	ADP
fcis-17976	90	12	a	a	DET
fcis-17976	90	13	set	set	NOUN
fcis-17976	90	14	of	of	ADP
fcis-17976	90	15	attributes	attribute	NOUN
fcis-17976	90	16	,	,	PUNCT
fcis-17976	90	17	which	which	PRON
fcis-17976	90	18	can	can	AUX
fcis-17976	90	19	be	be	AUX
fcis-17976	90	20	manually	manually	ADV
fcis-17976	90	21	defined	define	VERB
fcis-17976	90	22	or	or	CCONJ
fcis-17976	90	23	automatically	automatically	ADV
fcis-17976	90	24	learned	learn	VERB
fcis-17976	90	25	from	from	ADP
fcis-17976	90	26	text	text	NOUN
fcis-17976	90	27	descriptions	description	NOUN
fcis-17976	90	28	.	.	PUNCT
fcis-17976	91	1	for	for	ADP
fcis-17976	91	2	example	example	NOUN
fcis-17976	91	3	,	,	PUNCT
fcis-17976	91	4	a	a	DET
fcis-17976	91	5	"	"	PUNCT
fcis-17976	91	6	zebra	zebra	NOUN
fcis-17976	91	7	"	"	PUNCT
fcis-17976	91	8	category	category	NOUN
fcis-17976	91	9	might	might	AUX
fcis-17976	91	10	be	be	AUX
fcis-17976	91	11	associated	associate	VERB
fcis-17976	91	12	with	with	ADP
fcis-17976	91	13	attributes	attribute	NOUN
fcis-17976	91	14	such	such	ADJ
fcis-17976	91	15	as	as	ADP
fcis-17976	91	16	"	"	PUNCT
fcis-17976	91	17	striped	stripe	VERB
fcis-17976	91	18	,	,	PUNCT
fcis-17976	91	19	"	"	PUNCT
fcis-17976	91	20	"	"	PUNCT
fcis-17976	91	21	four	four	NUM
fcis-17976	91	22	-	-	PUNCT
fcis-17976	91	23	legged	legged	ADJ
fcis-17976	91	24	,	,	PUNCT
fcis-17976	91	25	"	"	PUNCT
fcis-17976	91	26	and	and	CCONJ
fcis-17976	91	27	"	"	PUNCT
fcis-17976	91	28	wild	wild	ADJ
fcis-17976	91	29	animal	animal	NOUN
fcis-17976	91	30	.	.	PUNCT
fcis-17976	91	31	"	"	PUNCT
fcis-17976	92	1	when	when	SCONJ
fcis-17976	92	2	detecting	detect	VERB
fcis-17976	92	3	a	a	DET
fcis-17976	92	4	new	new	ADJ
fcis-17976	92	5	image	image	NOUN
fcis-17976	92	6	,	,	PUNCT
fcis-17976	92	7	the	the	DET
fcis-17976	92	8	zsod	zsod	PROPN
fcis-17976	92	9	model	model	NOUN
fcis-17976	92	10	attempts	attempt	VERB
fcis-17976	92	11	to	to	PART
fcis-17976	92	12	map	map	VERB
fcis-17976	92	13	the	the	DET
fcis-17976	92	14	visual	visual	ADJ
fcis-17976	92	15	features	feature	NOUN
fcis-17976	92	16	of	of	ADP
fcis-17976	92	17	image	image	NOUN
fcis-17976	92	18	regions	region	NOUN
fcis-17976	92	19	into	into	ADP
fcis-17976	92	20	this	this	DET
fcis-17976	92	21	semantic	semantic	ADJ
fcis-17976	92	22	space	space	NOUN
fcis-17976	92	23	and	and	CCONJ
fcis-17976	92	24	predict	predict	VERB
fcis-17976	92	25	the	the	DET
fcis-17976	92	26	unseen	unseen	ADJ
fcis-17976	92	27	categories	category	NOUN
fcis-17976	92	28	to	to	PART
fcis-17976	92	29	which	which	PRON
fcis-17976	92	30	the	the	DET
fcis-17976	92	31	region	region	NOUN
fcis-17976	92	32	may	may	AUX
fcis-17976	92	33	belong	belong	VERB
fcis-17976	92	34	based	base	VERB
fcis-17976	92	35	on	on	ADP
fcis-17976	92	36	semantic	semantic	ADJ
fcis-17976	92	37	similarity	similarity	NOUN
fcis-17976	92	38	.	.	PUNCT
fcis-17976	93	1	to	to	PART
fcis-17976	93	2	train	train	VERB
fcis-17976	93	3	such	such	ADJ
fcis-17976	93	4	models	model	NOUN
fcis-17976	93	5	,	,	PUNCT
fcis-17976	93	6	researchers	researcher	NOUN
fcis-17976	93	7	usually	usually	ADV
fcis-17976	93	8	rely	rely	VERB
fcis-17976	93	9	on	on	ADP
fcis-17976	93	10	a	a	DET
fcis-17976	93	11	powerful	powerful	ADJ
fcis-17976	93	12	mapping	mapping	NOUN
fcis-17976	93	13	function	function	NOUN
fcis-17976	93	14	that	that	PRON
fcis-17976	93	15	can	can	AUX
fcis-17976	93	16	handle	handle	VERB
fcis-17976	93	17	the	the	DET
fcis-17976	93	18	mapping	mapping	NOUN
fcis-17976	93	19	of	of	ADP
fcis-17976	93	20	visual	visual	ADJ
fcis-17976	93	21	features	feature	NOUN
fcis-17976	93	22	to	to	ADP
fcis-17976	93	23	semantic	semantic	ADJ
fcis-17976	93	24	attributes	attribute	NOUN
fcis-17976	93	25	.	.	PUNCT
fcis-17976	94	1	this	this	DET
fcis-17976	94	2	mapping	mapping	NOUN
fcis-17976	94	3	may	may	AUX
fcis-17976	94	4	include	include	VERB
fcis-17976	94	5	a	a	DET
fcis-17976	94	6	simple	simple	ADJ
fcis-17976	94	7	linear	linear	NOUN
fcis-17976	94	8	model	model	NOUN
fcis-17976	94	9	or	or	CCONJ
fcis-17976	94	10	a	a	DET
fcis-17976	94	11	more	more	ADV
fcis-17976	94	12	complex	complex	ADJ
fcis-17976	94	13	neural	neural	ADJ
fcis-17976	94	14	network	network	NOUN
fcis-17976	94	15	architecture	architecture	NOUN
fcis-17976	94	16	.	.	PUNCT
fcis-17976	95	1	in	in	ADP
fcis-17976	95	2	addition	addition	NOUN
fcis-17976	95	3	,	,	PUNCT
fcis-17976	95	4	in	in	ADP
fcis-17976	95	5	order	order	NOUN
fcis-17976	95	6	to	to	PART
fcis-17976	95	7	improve	improve	VERB
fcis-17976	95	8	the	the	DET
fcis-17976	95	9	generalization	generalization	NOUN
fcis-17976	95	10	ability	ability	NOUN
fcis-17976	95	11	of	of	ADP
fcis-17976	95	12	the	the	DET
fcis-17976	95	13	model	model	NOUN
fcis-17976	95	14	,	,	PUNCT
fcis-17976	95	15	various	various	ADJ
fcis-17976	95	16	regularization	regularization	NOUN
fcis-17976	95	17	techniques	technique	NOUN
fcis-17976	95	18	and	and	CCONJ
fcis-17976	95	19	domain	domain	NOUN
fcis-17976	95	20	adaptation	adaptation	NOUN
fcis-17976	95	21	methods	method	NOUN
fcis-17976	95	22	can	can	AUX
fcis-17976	95	23	be	be	AUX
fcis-17976	95	24	used	use	VERB
fcis-17976	95	25	to	to	PART
fcis-17976	95	26	reduce	reduce	VERB
fcis-17976	95	27	the	the	DET
fcis-17976	95	28	difference	difference	NOUN
fcis-17976	95	29	between	between	ADP
fcis-17976	95	30	the	the	DET
fcis-17976	95	31	categories	category	NOUN
fcis-17976	95	32	at	at	ADP
fcis-17976	95	33	training	training	NOUN
fcis-17976	95	34	time	time	NOUN
fcis-17976	95	35	(	(	PUNCT
fcis-17976	95	36	seen	see	VERB
fcis-17976	95	37	classes	class	NOUN
fcis-17976	95	38	)	)	PUNCT
fcis-17976	95	39	and	and	CCONJ
fcis-17976	95	40	the	the	DET
fcis-17976	95	41	categories	category	NOUN
fcis-17976	95	42	at	at	ADP
fcis-17976	95	43	test	test	NOUN
fcis-17976	95	44	time	time	NOUN
fcis-17976	95	45	(	(	PUNCT
fcis-17976	95	46	unseen	unseen	ADJ
fcis-17976	95	47	classes	class	NOUN
fcis-17976	95	48	)	)	PUNCT
fcis-17976	95	49	.	.	PUNCT
fcis-17976	96	1	another	another	DET
fcis-17976	96	2	challenge	challenge	NOUN
fcis-17976	96	3	with	with	ADP
fcis-17976	96	4	zsod	zsod	PROPN
fcis-17976	96	5	is	be	AUX
fcis-17976	96	6	how	how	SCONJ
fcis-17976	96	7	to	to	PART
fcis-17976	96	8	effectively	effectively	ADV
fcis-17976	96	9	locate	locate	VERB
fcis-17976	96	10	and	and	CCONJ
fcis-17976	96	11	identify	identify	VERB
fcis-17976	96	12	objects	object	NOUN
fcis-17976	96	13	in	in	ADP
fcis-17976	96	14	images	image	NOUN
fcis-17976	96	15	.	.	PUNCT
fcis-17976	97	1	to	to	PART
fcis-17976	97	2	solve	solve	VERB
fcis-17976	97	3	this	this	DET
fcis-17976	97	4	problem	problem	NOUN
fcis-17976	97	5	,	,	PUNCT
fcis-17976	97	6	researchers	researcher	NOUN
fcis-17976	97	7	usually	usually	ADV
fcis-17976	97	8	adopt	adopt	VERB
fcis-17976	97	9	a	a	DET
fcis-17976	97	10	two	two	NUM
fcis-17976	97	11	-	-	PUNCT
fcis-17976	97	12	stage	stage	NOUN
fcis-17976	97	13	approach	approach	NOUN
fcis-17976	97	14	.	.	PUNCT
fcis-17976	98	1	in	in	ADP
fcis-17976	98	2	the	the	DET
fcis-17976	98	3	first	first	ADJ
fcis-17976	98	4	stage	stage	NOUN
fcis-17976	98	5	,	,	PUNCT
fcis-17976	98	6	technologies	technology	NOUN
fcis-17976	98	7	such	such	ADJ
fcis-17976	98	8	as	as	ADP
fcis-17976	98	9	region	region	NOUN
fcis-17976	98	10	proposal	proposal	NOUN
fcis-17976	98	11	network	network	NOUN
fcis-17976	98	12	(	(	PUNCT
fcis-17976	98	13	rpn	rpn	PROPN
fcis-17976	98	14	)	)	PUNCT
fcis-17976	98	15	are	be	AUX
fcis-17976	98	16	used	use	VERB
fcis-17976	98	17	to	to	PART
fcis-17976	98	18	generate	generate	VERB
fcis-17976	98	19	potential	potential	ADJ
fcis-17976	98	20	target	target	NOUN
fcis-17976	98	21	regions	region	NOUN
fcis-17976	98	22	.	.	PUNCT
fcis-17976	99	1	in	in	ADP
fcis-17976	99	2	the	the	DET
fcis-17976	99	3	second	second	ADJ
fcis-17976	99	4	stage	stage	NOUN
fcis-17976	99	5	,	,	PUNCT
fcis-17976	99	6	a	a	DET
fcis-17976	99	7	zero	zero	NUM
fcis-17976	99	8	-	-	PUNCT
fcis-17976	99	9	shot	shot	NOUN
fcis-17976	99	10	classifier	classifier	NOUN
fcis-17976	99	11	is	be	AUX
fcis-17976	99	12	applied	apply	VERB
fcis-17976	99	13	to	to	ADP
fcis-17976	99	14	these	these	DET
fcis-17976	99	15	candidate	candidate	NOUN
fcis-17976	99	16	areas	area	NOUN
fcis-17976	99	17	to	to	PART
fcis-17976	99	18	determine	determine	VERB
fcis-17976	99	19	whether	whether	SCONJ
fcis-17976	99	20	they	they	PRON
fcis-17976	99	21	belong	belong	VERB
fcis-17976	99	22	to	to	ADP
fcis-17976	99	23	a	a	DET
fcis-17976	99	24	known	know	VERB
fcis-17976	99	25	category	category	NOUN
fcis-17976	99	26	or	or	CCONJ
fcis-17976	99	27	an	an	DET
fcis-17976	99	28	unseen	unseen	ADJ
fcis-17976	99	29	category	category	NOUN
fcis-17976	99	30	,	,	PUNCT
fcis-17976	99	31	and	and	CCONJ
fcis-17976	99	32	assign	assign	VERB
fcis-17976	99	33	corresponding	correspond	VERB
fcis-17976	99	34	category	category	NOUN
fcis-17976	99	35	labels	label	NOUN
fcis-17976	99	36	[	[	X
fcis-17976	99	37	13	13	NUM
fcis-17976	99	38	]	]	PUNCT
fcis-17976	99	39	.	.	PUNCT
fcis-17976	100	1	although	although	SCONJ
fcis-17976	100	2	zsod	zsod	NOUN
fcis-17976	100	3	has	have	VERB
fcis-17976	100	4	great	great	ADJ
fcis-17976	100	5	potential	potential	NOUN
fcis-17976	100	6	in	in	ADP
fcis-17976	100	7	theory	theory	NOUN
fcis-17976	100	8	,	,	PUNCT
fcis-17976	100	9	it	it	PRON
fcis-17976	100	10	still	still	ADV
fcis-17976	100	11	faces	face	VERB
fcis-17976	100	12	many	many	ADJ
fcis-17976	100	13	challenges	challenge	NOUN
fcis-17976	100	14	in	in	ADP
fcis-17976	100	15	practical	practical	ADJ
fcis-17976	100	16	applications	application	NOUN
fcis-17976	100	17	.	.	PUNCT
fcis-17976	101	1	for	for	ADP
fcis-17976	101	2	example	example	NOUN
fcis-17976	101	3	,	,	PUNCT
fcis-17976	101	4	how	how	SCONJ
fcis-17976	101	5	to	to	PART
fcis-17976	101	6	balance	balance	VERB
fcis-17976	101	7	the	the	DET
fcis-17976	101	8	performance	performance	NOUN
fcis-17976	101	9	between	between	ADP
fcis-17976	101	10	seen	see	VERB
fcis-17976	101	11	categories	category	NOUN
fcis-17976	101	12	and	and	CCONJ
fcis-17976	101	13	unseen	unseen	ADJ
fcis-17976	101	14	categories	category	NOUN
fcis-17976	101	15	,	,	PUNCT
fcis-17976	101	16	how	how	SCONJ
fcis-17976	101	17	to	to	PART
fcis-17976	101	18	handle	handle	VERB
fcis-17976	101	19	multi	multi	ADJ
fcis-17976	101	20	-	-	ADJ
fcis-17976	101	21	target	target	ADJ
fcis-17976	101	22	detection	detection	NOUN
fcis-17976	101	23	in	in	ADP
fcis-17976	101	24	complex	complex	ADJ
fcis-17976	101	25	scenes	scene	NOUN
fcis-17976	101	26	,	,	PUNCT
fcis-17976	101	27	etc	etc	X
fcis-17976	101	28	.	.	X
fcis-17976	102	1	in	in	ADP
fcis-17976	102	2	addition	addition	NOUN
fcis-17976	102	3	,	,	PUNCT
fcis-17976	102	4	noise	noise	NOUN
fcis-17976	102	5	and	and	CCONJ
fcis-17976	102	6	changes	change	NOUN
fcis-17976	102	7	in	in	ADP
fcis-17976	102	8	the	the	DET
fcis-17976	102	9	real	real	ADJ
fcis-17976	102	10	world	world	NOUN
fcis-17976	102	11	also	also	ADV
fcis-17976	102	12	place	place	VERB
fcis-17976	102	13	requirements	requirement	NOUN
fcis-17976	102	14	on	on	ADP
fcis-17976	102	15	the	the	DET
fcis-17976	102	16	robustness	robustness	NOUN
fcis-17976	102	17	of	of	ADP
fcis-17976	102	18	the	the	DET
fcis-17976	102	19	model	model	NOUN
fcis-17976	102	20	.	.	PUNCT
fcis-17976	103	1	in	in	ADP
fcis-17976	103	2	short	short	ADJ
fcis-17976	103	3	,	,	PUNCT
fcis-17976	103	4	zero	zero	NUM
fcis-17976	103	5	-	-	PUNCT
fcis-17976	103	6	sample	sample	NOUN
fcis-17976	103	7	oriented	orient	VERB
fcis-17976	103	8	object	object	NOUN
fcis-17976	103	9	detection	detection	NOUN
fcis-17976	103	10	technology	technology	NOUN
fcis-17976	103	11	is	be	AUX
fcis-17976	103	12	a	a	DET
fcis-17976	103	13	cutting	cut	VERB
fcis-17976	103	14	-	-	PUNCT
fcis-17976	103	15	edge	edge	NOUN
fcis-17976	103	16	research	research	NOUN
fcis-17976	103	17	direction	direction	NOUN
fcis-17976	103	18	,	,	PUNCT
fcis-17976	103	19	which	which	PRON
fcis-17976	103	20	requires	require	VERB
fcis-17976	103	21	the	the	DET
fcis-17976	103	22	model	model	NOUN
fcis-17976	103	23	to	to	PART
fcis-17976	103	24	identify	identify	VERB
fcis-17976	103	25	new	new	ADJ
fcis-17976	103	26	categories	category	NOUN
fcis-17976	103	27	by	by	ADP
fcis-17976	103	28	understanding	understand	VERB
fcis-17976	103	29	the	the	DET
fcis-17976	103	30	semantic	semantic	ADJ
fcis-17976	103	31	attributes	attribute	NOUN
fcis-17976	103	32	of	of	ADP
fcis-17976	103	33	objects	object	NOUN
fcis-17976	103	34	in	in	ADP
fcis-17976	103	35	the	the	DET
fcis-17976	103	36	absence	absence	NOUN
fcis-17976	103	37	of	of	ADP
fcis-17976	103	38	specific	specific	ADJ
fcis-17976	103	39	labeled	label	VERB
fcis-17976	103	40	samples	sample	NOUN
fcis-17976	103	41	.	.	PUNCT
fcis-17976	104	1	this	this	PRON
fcis-17976	104	2	requires	require	VERB
fcis-17976	104	3	the	the	DET
fcis-17976	104	4	comprehensive	comprehensive	ADJ
fcis-17976	104	5	application	application	NOUN
fcis-17976	104	6	of	of	ADP
fcis-17976	104	7	visual	visual	ADJ
fcis-17976	104	8	feature	feature	NOUN
fcis-17976	104	9	extraction	extraction	NOUN
fcis-17976	104	10	,	,	PUNCT
fcis-17976	104	11	semantic	semantic	ADJ
fcis-17976	104	12	embedding	embedding	NOUN
fcis-17976	104	13	,	,	PUNCT
fcis-17976	104	14	mapping	mapping	NOUN
fcis-17976	104	15	learning	learning	NOUN
fcis-17976	104	16	,	,	PUNCT
fcis-17976	104	17	region	region	NOUN
fcis-17976	104	18	proposals	proposal	NOUN
fcis-17976	104	19	,	,	PUNCT
fcis-17976	104	20	and	and	CCONJ
fcis-17976	104	21	various	various	ADJ
fcis-17976	104	22	regularization	regularization	NOUN
fcis-17976	104	23	and	and	CCONJ
fcis-17976	104	24	domain	domain	NOUN
fcis-17976	104	25	adaptation	adaptation	NOUN
fcis-17976	104	26	techniques	technique	NOUN
fcis-17976	104	27	[	[	X
fcis-17976	104	28	14	14	NUM
fcis-17976	104	29	]	]	PUNCT
fcis-17976	104	30	.	.	PUNCT
fcis-17976	105	1	with	with	ADP
fcis-17976	105	2	the	the	DET
fcis-17976	105	3	continuous	continuous	ADJ
fcis-17976	105	4	progress	progress	NOUN
fcis-17976	105	5	in	in	ADP
fcis-17976	105	6	the	the	DET
fcis-17976	105	7	field	field	NOUN
fcis-17976	105	8	of	of	ADP
fcis-17976	105	9	artificial	artificial	ADJ
fcis-17976	105	10	intelligence	intelligence	NOUN
fcis-17976	105	11	,	,	PUNCT
fcis-17976	105	12	zsod	zsod	PROPN
fcis-17976	105	13	is	be	AUX
fcis-17976	105	14	expected	expect	VERB
fcis-17976	105	15	to	to	PART
fcis-17976	105	16	play	play	VERB
fcis-17976	105	17	an	an	DET
fcis-17976	105	18	important	important	ADJ
fcis-17976	105	19	role	role	NOUN
fcis-17976	105	20	in	in	ADP
fcis-17976	105	21	many	many	ADJ
fcis-17976	105	22	fields	field	NOUN
fcis-17976	105	23	such	such	ADJ
fcis-17976	105	24	as	as	ADP
fcis-17976	105	25	autonomous	autonomous	ADJ
fcis-17976	105	26	driving	driving	NOUN
fcis-17976	105	27	and	and	CCONJ
fcis-17976	105	28	intelligent	intelligent	ADJ
fcis-17976	105	29	monitoring	monitoring	NOUN
fcis-17976	105	30	.	.	PUNCT
fcis-17976	106	1	5	5	X
fcis-17976	106	2	.	.	X
fcis-17976	106	3	target	target	NOUN
fcis-17976	106	4	segmentation	segmentation	NOUN
fcis-17976	106	5	technology	technology	NOUN
fcis-17976	106	6	for	for	ADP
fcis-17976	106	7	zero	zero	NUM
fcis-17976	106	8	samples	sample	NOUN
fcis-17976	106	9	zero	zero	NUM
fcis-17976	106	10	-	-	PUNCT
fcis-17976	106	11	shot	shoot	VERB
fcis-17976	106	12	object	object	NOUN
fcis-17976	106	13	segmentation	segmentation	NOUN
fcis-17976	106	14	(	(	PUNCT
fcis-17976	106	15	zsos	zsos	X
fcis-17976	106	16	)	)	PUNCT
fcis-17976	106	17	is	be	AUX
fcis-17976	106	18	a	a	DET
fcis-17976	106	19	challenging	challenging	ADJ
fcis-17976	106	20	task	task	NOUN
fcis-17976	106	21	in	in	ADP
fcis-17976	106	22	the	the	DET
fcis-17976	106	23	field	field	NOUN
fcis-17976	106	24	of	of	ADP
fcis-17976	106	25	computer	computer	NOUN
fcis-17976	106	26	vision	vision	NOUN
fcis-17976	106	27	,	,	PUNCT
fcis-17976	106	28	which	which	PRON
fcis-17976	106	29	aims	aim	VERB
fcis-17976	106	30	to	to	PART
fcis-17976	106	31	perform	perform	VERB
fcis-17976	106	32	pixel	pixel	ADJ
fcis-17976	106	33	-	-	PUNCT
fcis-17976	106	34	level	level	NOUN
fcis-17976	106	35	segmentation	segmentation	NOUN
fcis-17976	106	36	of	of	ADP
fcis-17976	106	37	objects	object	NOUN
fcis-17976	106	38	in	in	ADP
fcis-17976	106	39	categories	category	NOUN
fcis-17976	106	40	that	that	PRON
fcis-17976	106	41	have	have	AUX
fcis-17976	106	42	never	never	ADV
fcis-17976	106	43	been	be	AUX
fcis-17976	106	44	seen	see	VERB
fcis-17976	106	45	in	in	ADP
fcis-17976	106	46	the	the	DET
fcis-17976	106	47	training	training	NOUN
fcis-17976	106	48	stage	stage	NOUN
fcis-17976	106	49	.	.	PUNCT
fcis-17976	107	1	this	this	DET
fcis-17976	107	2	technology	technology	NOUN
fcis-17976	107	3	has	have	VERB
fcis-17976	107	4	great	great	ADJ
fcis-17976	107	5	potential	potential	NOUN
fcis-17976	107	6	because	because	SCONJ
fcis-17976	107	7	it	it	PRON
fcis-17976	107	8	can	can	AUX
fcis-17976	107	9	be	be	AUX
fcis-17976	107	10	generalized	generalize	VERB
fcis-17976	107	11	to	to	ADP
fcis-17976	107	12	new	new	ADJ
fcis-17976	107	13	categories	category	NOUN
fcis-17976	107	14	where	where	SCONJ
fcis-17976	107	15	large	large	ADJ
fcis-17976	107	16	amounts	amount	NOUN
fcis-17976	107	17	of	of	ADP
fcis-17976	107	18	annotated	annotate	VERB
fcis-17976	107	19	data	datum	NOUN
fcis-17976	107	20	are	be	AUX
fcis-17976	107	21	not	not	PART
fcis-17976	107	22	available	available	ADJ
fcis-17976	107	23	,	,	PUNCT
fcis-17976	107	24	which	which	PRON
fcis-17976	107	25	is	be	AUX
fcis-17976	107	26	especially	especially	ADV
fcis-17976	107	27	valuable	valuable	ADJ
fcis-17976	107	28	in	in	ADP
fcis-17976	107	29	areas	area	NOUN
fcis-17976	107	30	such	such	ADJ
fcis-17976	107	31	as	as	ADP
fcis-17976	107	32	medical	medical	ADJ
fcis-17976	107	33	imaging	imaging	NOUN
fcis-17976	107	34	and	and	CCONJ
fcis-17976	107	35	natural	natural	ADJ
fcis-17976	107	36	resource	resource	NOUN
fcis-17976	107	37	monitoring	monitoring	NOUN
fcis-17976	107	38	.	.	PUNCT
fcis-17976	108	1	the	the	DET
fcis-17976	108	2	core	core	NOUN
fcis-17976	108	3	challenge	challenge	NOUN
fcis-17976	108	4	of	of	ADP
fcis-17976	108	5	zsos	zsos	PROPN
fcis-17976	108	6	is	be	AUX
fcis-17976	108	7	how	how	SCONJ
fcis-17976	108	8	to	to	PART
fcis-17976	108	9	make	make	VERB
fcis-17976	108	10	the	the	DET
fcis-17976	108	11	model	model	NOUN
fcis-17976	108	12	use	use	VERB
fcis-17976	108	13	limited	limited	ADJ
fcis-17976	108	14	information	information	NOUN
fcis-17976	108	15	of	of	ADP
fcis-17976	108	16	seen	see	VERB
fcis-17976	108	17	classes	class	NOUN
fcis-17976	108	18	to	to	PART
fcis-17976	108	19	understand	understand	VERB
fcis-17976	108	20	and	and	CCONJ
fcis-17976	108	21	segment	segment	NOUN
fcis-17976	108	22	objects	object	NOUN
fcis-17976	108	23	of	of	ADP
fcis-17976	108	24	unseen	unseen	ADJ
fcis-17976	108	25	classes	class	NOUN
fcis-17976	108	26	.	.	PUNCT
fcis-17976	109	1	typically	typically	ADV
fcis-17976	109	2	,	,	PUNCT
fcis-17976	109	3	this	this	PRON
fcis-17976	109	4	involves	involve	VERB
fcis-17976	109	5	combining	combine	VERB
fcis-17976	109	6	the	the	DET
fcis-17976	109	7	visual	visual	ADJ
fcis-17976	109	8	features	feature	NOUN
fcis-17976	109	9	of	of	ADP
fcis-17976	109	10	the	the	DET
fcis-17976	109	11	image	image	NOUN
fcis-17976	109	12	with	with	ADP
fcis-17976	109	13	the	the	DET
fcis-17976	109	14	semantic	semantic	ADJ
fcis-17976	109	15	information	information	NOUN
fcis-17976	109	16	of	of	ADP
fcis-17976	109	17	the	the	DET
fcis-17976	109	18	object	object	NOUN
fcis-17976	109	19	[	[	X
fcis-17976	109	20	15	15	NUM
fcis-17976	109	21	]	]	PUNCT
fcis-17976	109	22	.	.	PUNCT
fcis-17976	110	1	to	to	ADP
fcis-17976	110	2	this	this	DET
fcis-17976	110	3	end	end	NOUN
fcis-17976	110	4	,	,	PUNCT
fcis-17976	110	5	researchers	researcher	NOUN
fcis-17976	110	6	usually	usually	ADV
fcis-17976	110	7	rely	rely	VERB
fcis-17976	110	8	on	on	ADP
fcis-17976	110	9	rich	rich	ADJ
fcis-17976	110	10	semantic	semantic	ADJ
fcis-17976	110	11	descriptions	description	NOUN
fcis-17976	110	12	,	,	PUNCT
fcis-17976	110	13	such	such	ADJ
fcis-17976	110	14	as	as	ADP
fcis-17976	110	15	text	text	NOUN
fcis-17976	110	16	descriptions	description	NOUN
fcis-17976	110	17	of	of	ADP
fcis-17976	110	18	categories	category	NOUN
fcis-17976	110	19	or	or	CCONJ
fcis-17976	110	20	attribute	attribute	NOUN
fcis-17976	110	21	labels	label	NOUN
fcis-17976	110	22	,	,	PUNCT
fcis-17976	110	23	to	to	PART
fcis-17976	110	24	build	build	VERB
fcis-17976	110	25	a	a	DET
fcis-17976	110	26	bridge	bridge	NOUN
fcis-17976	110	27	between	between	ADP
fcis-17976	110	28	visual	visual	ADJ
fcis-17976	110	29	features	feature	NOUN
fcis-17976	110	30	and	and	CCONJ
fcis-17976	110	31	semantic	semantic	ADJ
fcis-17976	110	32	concepts	concept	NOUN
fcis-17976	110	33	.	.	PUNCT
fcis-17976	111	1	in	in	ADP
fcis-17976	111	2	practice	practice	NOUN
fcis-17976	111	3	,	,	PUNCT
fcis-17976	111	4	the	the	DET
fcis-17976	111	5	zsos	zsos	PROPN
fcis-17976	111	6	model	model	NOUN
fcis-17976	111	7	first	first	ADV
fcis-17976	111	8	needs	need	VERB
fcis-17976	111	9	to	to	PART
fcis-17976	111	10	extract	extract	VERB
fcis-17976	111	11	highquality	highquality	NOUN
fcis-17976	111	12	visual	visual	ADJ
fcis-17976	111	13	features	feature	NOUN
fcis-17976	111	14	from	from	ADP
fcis-17976	111	15	the	the	DET
fcis-17976	111	16	image	image	NOUN
fcis-17976	111	17	,	,	PUNCT
fcis-17976	111	18	and	and	CCONJ
fcis-17976	111	19	this	this	DET
fcis-17976	111	20	step	step	NOUN
fcis-17976	111	21	often	often	ADV
fcis-17976	111	22	relies	rely	VERB
fcis-17976	111	23	on	on	ADP
fcis-17976	111	24	deep	deep	ADJ
fcis-17976	111	25	learning	learning	NOUN
fcis-17976	111	26	networks	network	NOUN
fcis-17976	111	27	,	,	PUNCT
fcis-17976	111	28	such	such	ADJ
fcis-17976	111	29	as	as	ADP
fcis-17976	111	30	convolutional	convolutional	ADJ
fcis-17976	111	31	neural	neural	ADJ
fcis-17976	111	32	networks	network	NOUN
fcis-17976	111	33	(	(	PUNCT
fcis-17976	111	34	cnn	cnn	PROPN
fcis-17976	111	35	)	)	PUNCT
fcis-17976	111	36	.	.	PUNCT
fcis-17976	112	1	the	the	DET
fcis-17976	112	2	model	model	NOUN
fcis-17976	112	3	then	then	ADV
fcis-17976	112	4	needs	need	VERB
fcis-17976	112	5	to	to	PART
fcis-17976	112	6	project	project	VERB
fcis-17976	112	7	these	these	DET
fcis-17976	112	8	visual	visual	ADJ
fcis-17976	112	9	features	feature	NOUN
fcis-17976	112	10	into	into	ADP
fcis-17976	112	11	a	a	DET
fcis-17976	112	12	semantic	semantic	ADJ
fcis-17976	112	13	space	space	NOUN
fcis-17976	112	14	that	that	PRON
fcis-17976	112	15	contains	contain	VERB
fcis-17976	112	16	category	category	NOUN
fcis-17976	112	17	descriptions	description	NOUN
fcis-17976	112	18	of	of	ADP
fcis-17976	112	19	the	the	DET
fcis-17976	112	20	objects	object	NOUN
fcis-17976	112	21	.	.	PUNCT
fcis-17976	113	1	this	this	DET
fcis-17976	113	2	semantic	semantic	ADJ
fcis-17976	113	3	space	space	NOUN
fcis-17976	113	4	can	can	AUX
fcis-17976	113	5	be	be	AUX
fcis-17976	113	6	constructed	construct	VERB
fcis-17976	113	7	through	through	ADP
fcis-17976	113	8	various	various	ADJ
fcis-17976	113	9	methods	method	NOUN
fcis-17976	113	10	,	,	PUNCT
fcis-17976	113	11	such	such	ADJ
fcis-17976	113	12	as	as	ADP
fcis-17976	113	13	embedding	embed	VERB
fcis-17976	113	14	text	text	NOUN
fcis-17976	113	15	descriptions	description	NOUN
fcis-17976	113	16	into	into	ADP
fcis-17976	113	17	vector	vector	NOUN
fcis-17976	113	18	space	space	NOUN
fcis-17976	113	19	,	,	PUNCT
fcis-17976	113	20	or	or	CCONJ
fcis-17976	113	21	using	use	VERB
fcis-17976	113	22	attribute	attribute	NOUN
fcis-17976	113	23	labels	label	NOUN
fcis-17976	113	24	to	to	PART
fcis-17976	113	25	represent	represent	VERB
fcis-17976	113	26	the	the	DET
fcis-17976	113	27	characteristics	characteristic	NOUN
fcis-17976	113	28	of	of	ADP
fcis-17976	113	29	each	each	DET
fcis-17976	113	30	category	category	NOUN
fcis-17976	113	31	.	.	PUNCT
fcis-17976	114	1	once	once	SCONJ
fcis-17976	114	2	the	the	DET
fcis-17976	114	3	semantic	semantic	ADJ
fcis-17976	114	4	space	space	NOUN
fcis-17976	114	5	is	be	AUX
fcis-17976	114	6	established	establish	VERB
fcis-17976	114	7	,	,	PUNCT
fcis-17976	114	8	the	the	DET
fcis-17976	114	9	model	model	NOUN
fcis-17976	114	10	can	can	AUX
fcis-17976	114	11	perform	perform	VERB
fcis-17976	114	12	segmentation	segmentation	NOUN
fcis-17976	114	13	by	by	ADP
fcis-17976	114	14	comparing	compare	VERB
fcis-17976	114	15	the	the	DET
fcis-17976	114	16	similarity	similarity	NOUN
fcis-17976	114	17	of	of	ADP
fcis-17976	114	18	visual	visual	ADJ
fcis-17976	114	19	features	feature	NOUN
fcis-17976	114	20	of	of	ADP
fcis-17976	114	21	image	image	NOUN
fcis-17976	114	22	regions	region	NOUN
fcis-17976	114	23	with	with	ADP
fcis-17976	114	24	category	category	NOUN
fcis-17976	114	25	descriptions	description	NOUN
fcis-17976	114	26	in	in	ADP
fcis-17976	114	27	the	the	DET
fcis-17976	114	28	semantic	semantic	ADJ
fcis-17976	114	29	space	space	NOUN
fcis-17976	114	30	.	.	PUNCT
fcis-17976	115	1	this	this	PRON
fcis-17976	115	2	often	often	ADV
fcis-17976	115	3	requires	require	VERB
fcis-17976	115	4	a	a	DET
fcis-17976	115	5	complex	complex	ADJ
fcis-17976	115	6	inference	inference	NOUN
fcis-17976	115	7	mechanism	mechanism	NOUN
fcis-17976	115	8	to	to	PART
fcis-17976	115	9	ensure	ensure	VERB
fcis-17976	115	10	that	that	SCONJ
fcis-17976	115	11	the	the	DET
fcis-17976	115	12	model	model	NOUN
fcis-17976	115	13	can	can	AUX
fcis-17976	115	14	correctly	correctly	ADV
fcis-17976	115	15	segment	segment	VERB
fcis-17976	115	16	objects	object	NOUN
fcis-17976	115	17	of	of	ADP
fcis-17976	115	18	unseen	unseen	ADJ
fcis-17976	115	19	categories	category	NOUN
fcis-17976	115	20	even	even	ADV
fcis-17976	115	21	when	when	SCONJ
fcis-17976	115	22	the	the	DET
fcis-17976	115	23	visual	visual	ADJ
fcis-17976	115	24	similarity	similarity	NOUN
fcis-17976	115	25	is	be	AUX
fcis-17976	115	26	not	not	PART
fcis-17976	115	27	high	high	ADJ
fcis-17976	115	28	.	.	PUNCT
fcis-17976	116	1	training	train	VERB
fcis-17976	116	2	zsos	zsos	NOUN
fcis-17976	116	3	models	model	NOUN
fcis-17976	116	4	usually	usually	ADV
fcis-17976	116	5	involves	involve	VERB
fcis-17976	116	6	some	some	DET
fcis-17976	116	7	advanced	advanced	ADJ
fcis-17976	116	8	techniques	technique	NOUN
fcis-17976	116	9	,	,	PUNCT
fcis-17976	116	10	such	such	ADJ
fcis-17976	116	11	as	as	ADP
fcis-17976	116	12	using	use	VERB
fcis-17976	116	13	generative	generative	ADJ
fcis-17976	116	14	adversarial	adversarial	ADJ
fcis-17976	116	15	networks	network	NOUN
fcis-17976	116	16	(	(	PUNCT
fcis-17976	116	17	gan	gan	PROPN
fcis-17976	116	18	)	)	PUNCT
fcis-17976	116	19	to	to	PART
fcis-17976	116	20	generate	generate	VERB
fcis-17976	116	21	samples	sample	NOUN
fcis-17976	116	22	of	of	ADP
fcis-17976	116	23	unseen	unseen	ADJ
fcis-17976	116	24	classes	class	NOUN
fcis-17976	116	25	,	,	PUNCT
fcis-17976	116	26	or	or	CCONJ
fcis-17976	116	27	employing	employ	VERB
fcis-17976	116	28	graph	graph	NOUN
fcis-17976	116	29	convolutional	convolutional	ADJ
fcis-17976	116	30	networks	network	NOUN
fcis-17976	116	31	(	(	PUNCT
fcis-17976	116	32	gcn	gcn	NOUN
fcis-17976	116	33	)	)	PUNCT
fcis-17976	116	34	to	to	PART
fcis-17976	116	35	model	model	VERB
fcis-17976	116	36	relationships	relationship	NOUN
fcis-17976	116	37	between	between	ADP
fcis-17976	116	38	classes	class	NOUN
fcis-17976	116	39	.	.	PUNCT
fcis-17976	117	1	these	these	DET
fcis-17976	117	2	techniques	technique	NOUN
fcis-17976	117	3	can	can	AUX
fcis-17976	117	4	help	help	VERB
fcis-17976	117	5	the	the	DET
fcis-17976	117	6	model	model	NOUN
fcis-17976	117	7	learn	learn	VERB
fcis-17976	117	8	effective	effective	ADJ
fcis-17976	117	9	information	information	NOUN
fcis-17976	117	10	about	about	ADP
fcis-17976	117	11	unseen	unseen	ADJ
fcis-17976	117	12	categories	category	NOUN
fcis-17976	117	13	without	without	ADP
fcis-17976	117	14	direct	direct	ADJ
fcis-17976	117	15	samples	sample	NOUN
fcis-17976	117	16	[	[	X
fcis-17976	117	17	16	16	NUM
fcis-17976	117	18	]	]	PUNCT
fcis-17976	117	19	.	.	PUNCT
fcis-17976	118	1	despite	despite	SCONJ
fcis-17976	118	2	these	these	DET
fcis-17976	118	3	technologies	technology	NOUN
fcis-17976	118	4	,	,	PUNCT
fcis-17976	118	5	zsos	zsos	PROPN
fcis-17976	118	6	still	still	ADV
fcis-17976	118	7	faces	face	VERB
fcis-17976	118	8	many	many	ADJ
fcis-17976	118	9	challenges	challenge	NOUN
fcis-17976	118	10	in	in	ADP
fcis-17976	118	11	practical	practical	ADJ
fcis-17976	118	12	applications	application	NOUN
fcis-17976	118	13	.	.	PUNCT
fcis-17976	119	1	for	for	ADP
fcis-17976	119	2	example	example	NOUN
fcis-17976	119	3	,	,	PUNCT
fcis-17976	119	4	accurately	accurately	ADV
fcis-17976	119	5	segmenting	segment	VERB
fcis-17976	119	6	objects	object	NOUN
fcis-17976	119	7	in	in	ADP
fcis-17976	119	8	scenes	scene	NOUN
fcis-17976	119	9	with	with	ADP
fcis-17976	119	10	complex	complex	ADJ
fcis-17976	119	11	backgrounds	background	NOUN
fcis-17976	119	12	and	and	CCONJ
fcis-17976	119	13	multi	multi	ADJ
fcis-17976	119	14	-	-	ADJ
fcis-17976	119	15	scale	scale	ADJ
fcis-17976	119	16	objects	object	NOUN
fcis-17976	119	17	remains	remain	VERB
fcis-17976	119	18	a	a	DET
fcis-17976	119	19	difficult	difficult	ADJ
fcis-17976	119	20	problem	problem	NOUN
fcis-17976	119	21	.	.	PUNCT
fcis-17976	120	1	in	in	ADP
fcis-17976	120	2	addition	addition	NOUN
fcis-17976	120	3	,	,	PUNCT
fcis-17976	120	4	how	how	SCONJ
fcis-17976	120	5	to	to	PART
fcis-17976	120	6	select	select	VERB
fcis-17976	120	7	and	and	CCONJ
fcis-17976	120	8	construct	construct	VERB
fcis-17976	120	9	effective	effective	ADJ
fcis-17976	120	10	semantic	semantic	ADJ
fcis-17976	120	11	descriptions	description	NOUN
fcis-17976	120	12	and	and	CCONJ
fcis-17976	120	13	how	how	SCONJ
fcis-17976	120	14	to	to	PART
fcis-17976	120	15	evaluate	evaluate	VERB
fcis-17976	120	16	the	the	DET
fcis-17976	120	17	performance	performance	NOUN
fcis-17976	120	18	of	of	ADP
fcis-17976	120	19	the	the	DET
fcis-17976	120	20	model	model	NOUN
fcis-17976	120	21	are	be	AUX
fcis-17976	120	22	also	also	ADV
fcis-17976	120	23	current	current	ADJ
fcis-17976	120	24	research	research	NOUN
fcis-17976	120	25	hotspots	hotspot	NOUN
fcis-17976	120	26	.	.	PUNCT
fcis-17976	121	1	to	to	PART
fcis-17976	121	2	summarize	summarize	VERB
fcis-17976	121	3	,	,	PUNCT
fcis-17976	121	4	zero	zero	NUM
fcis-17976	121	5	-	-	PUNCT
fcis-17976	121	6	shot	shoot	VERB
fcis-17976	121	7	object	object	NOUN
fcis-17976	121	8	segmentation	segmentation	NOUN
fcis-17976	121	9	techniques	technique	NOUN
fcis-17976	121	10	attempt	attempt	VERB
fcis-17976	121	11	to	to	PART
fcis-17976	121	12	identify	identify	VERB
fcis-17976	121	13	and	and	CCONJ
fcis-17976	121	14	segment	segment	VERB
fcis-17976	121	15	new	new	ADJ
fcis-17976	121	16	categories	category	NOUN
fcis-17976	121	17	of	of	ADP
fcis-17976	121	18	objects	object	NOUN
fcis-17976	121	19	without	without	ADP
fcis-17976	121	20	ever	ever	ADV
fcis-17976	121	21	seeing	see	VERB
fcis-17976	121	22	specific	specific	ADJ
fcis-17976	121	23	instances	instance	NOUN
fcis-17976	121	24	.	.	PUNCT
fcis-17976	122	1	the	the	DET
fcis-17976	122	2	key	key	NOUN
fcis-17976	122	3	to	to	ADP
fcis-17976	122	4	this	this	DET
fcis-17976	122	5	technology	technology	NOUN
fcis-17976	122	6	lies	lie	VERB
fcis-17976	122	7	in	in	ADP
fcis-17976	122	8	constructing	construct	VERB
fcis-17976	122	9	the	the	DET
fcis-17976	122	10	mapping	mapping	NOUN
fcis-17976	122	11	between	between	ADP
fcis-17976	122	12	visual	visual	ADJ
fcis-17976	122	13	features	feature	NOUN
fcis-17976	122	14	and	and	CCONJ
fcis-17976	122	15	semantic	semantic	ADJ
fcis-17976	122	16	information	information	NOUN
fcis-17976	122	17	,	,	PUNCT
fcis-17976	122	18	and	and	CCONJ
fcis-17976	122	19	designing	designing	NOUN
fcis-17976	122	20	models	model	NOUN
fcis-17976	122	21	that	that	PRON
fcis-17976	122	22	can	can	AUX
fcis-17976	122	23	understand	understand	VERB
fcis-17976	122	24	and	and	CCONJ
fcis-17976	122	25	process	process	VERB
fcis-17976	122	26	complex	complex	ADJ
fcis-17976	122	27	visual	visual	ADJ
fcis-17976	122	28	scenes	scene	NOUN
fcis-17976	122	29	.	.	PUNCT
fcis-17976	123	1	with	with	ADP
fcis-17976	123	2	the	the	DET
fcis-17976	123	3	continuous	continuous	ADJ
fcis-17976	123	4	advancement	advancement	NOUN
fcis-17976	123	5	of	of	ADP
fcis-17976	123	6	technology	technology	NOUN
fcis-17976	123	7	,	,	PUNCT
fcis-17976	123	8	zsos	zsos	PROPN
fcis-17976	123	9	is	be	AUX
fcis-17976	123	10	expected	expect	VERB
fcis-17976	123	11	to	to	PART
fcis-17976	123	12	be	be	AUX
fcis-17976	123	13	widely	widely	ADV
fcis-17976	123	14	used	use	VERB
fcis-17976	123	15	in	in	ADP
fcis-17976	123	16	many	many	ADJ
fcis-17976	123	17	fields	field	NOUN
fcis-17976	123	18	in	in	ADP
fcis-17976	123	19	the	the	DET
fcis-17976	123	20	future	future	NOUN
fcis-17976	123	21	,	,	PUNCT
fcis-17976	123	22	providing	provide	VERB
fcis-17976	123	23	smarter	smart	ADJ
fcis-17976	123	24	and	and	CCONJ
fcis-17976	123	25	more	more	ADV
fcis-17976	123	26	flexible	flexible	ADJ
fcis-17976	123	27	image	image	NOUN
fcis-17976	123	28	analysis	analysis	NOUN
fcis-17976	123	29	tools	tool	NOUN
fcis-17976	123	30	.	.	PUNCT
fcis-17976	124	1	6	6	X
fcis-17976	124	2	.	.	X
fcis-17976	124	3	comprehensive	comprehensive	ADJ
fcis-17976	124	4	application	application	NOUN
fcis-17976	124	5	integrated	integrate	VERB
fcis-17976	124	6	application	application	NOUN
fcis-17976	124	7	refers	refer	VERB
fcis-17976	124	8	to	to	ADP
fcis-17976	124	9	the	the	DET
fcis-17976	124	10	practice	practice	NOUN
fcis-17976	124	11	of	of	ADP
fcis-17976	124	12	combining	combine	VERB
fcis-17976	124	13	multiple	multiple	ADJ
fcis-17976	124	14	technologies	technology	NOUN
fcis-17976	124	15	,	,	PUNCT
fcis-17976	124	16	methods	method	NOUN
fcis-17976	124	17	,	,	PUNCT
fcis-17976	124	18	or	or	CCONJ
fcis-17976	124	19	tools	tool	NOUN
fcis-17976	124	20	to	to	PART
fcis-17976	124	21	solve	solve	VERB
fcis-17976	124	22	complex	complex	ADJ
fcis-17976	124	23	problems	problem	NOUN
fcis-17976	124	24	or	or	CCONJ
fcis-17976	124	25	improve	improve	VERB
fcis-17976	124	26	efficiency	efficiency	NOUN
fcis-17976	124	27	.	.	PUNCT
fcis-17976	125	1	in	in	ADP
fcis-17976	125	2	today	today	NOUN
fcis-17976	125	3	's	's	PART
fcis-17976	125	4	changing	change	VERB
fcis-17976	125	5	technological	technological	ADJ
fcis-17976	125	6	environment	environment	NOUN
fcis-17976	125	7	,	,	PUNCT
fcis-17976	125	8	comprehensive	comprehensive	ADJ
fcis-17976	125	9	applications	application	NOUN
fcis-17976	125	10	have	have	AUX
fcis-17976	125	11	become	become	VERB
fcis-17976	125	12	the	the	DET
fcis-17976	125	13	key	key	NOUN
fcis-17976	125	14	to	to	ADP
fcis-17976	125	15	innovation	innovation	NOUN
fcis-17976	125	16	and	and	CCONJ
fcis-17976	125	17	improving	improve	VERB
fcis-17976	125	18	competitiveness	competitiveness	NOUN
fcis-17976	125	19	.	.	PUNCT
fcis-17976	126	1	for	for	ADP
fcis-17976	126	2	example	example	NOUN
fcis-17976	126	3	,	,	PUNCT
fcis-17976	126	4	in	in	ADP
fcis-17976	126	5	the	the	DET
fcis-17976	126	6	field	field	NOUN
fcis-17976	126	7	of	of	ADP
fcis-17976	126	8	smart	smart	ADJ
fcis-17976	126	9	homes	home	NOUN
fcis-17976	126	10	,	,	PUNCT
fcis-17976	126	11	comprehensive	comprehensive	ADJ
fcis-17976	126	12	applications	application	NOUN
fcis-17976	126	13	can	can	AUX
fcis-17976	126	14	include	include	VERB
fcis-17976	126	15	combining	combine	VERB
fcis-17976	126	16	internet	internet	NOUN
fcis-17976	126	17	of	of	ADP
fcis-17976	126	18	things	thing	NOUN
fcis-17976	126	19	(	(	PUNCT
fcis-17976	126	20	iot	iot	NOUN
fcis-17976	126	21	)	)	PUNCT
fcis-17976	126	22	devices	device	NOUN
fcis-17976	126	23	,	,	PUNCT
fcis-17976	126	24	artificial	artificial	ADJ
fcis-17976	126	25	intelligence	intelligence	NOUN
fcis-17976	126	26	(	(	PUNCT
fcis-17976	126	27	ai	ai	NOUN
fcis-17976	126	28	)	)	PUNCT
fcis-17976	126	29	,	,	PUNCT
fcis-17976	126	30	cloud	cloud	NOUN
fcis-17976	126	31	computing	computing	NOUN
fcis-17976	126	32	,	,	PUNCT
fcis-17976	126	33	and	and	CCONJ
fcis-17976	126	34	big	big	ADJ
fcis-17976	126	35	data	datum	NOUN
fcis-17976	126	36	analytics	analytic	NOUN
fcis-17976	126	37	technologies	technology	NOUN
fcis-17976	126	38	to	to	PART
fcis-17976	126	39	create	create	VERB
fcis-17976	126	40	an	an	DET
fcis-17976	126	41	environment	environment	NOUN
fcis-17976	126	42	that	that	PRON
fcis-17976	126	43	can	can	AUX
fcis-17976	126	44	adapt	adapt	VERB
fcis-17976	126	45	and	and	CCONJ
fcis-17976	126	46	respond	respond	VERB
fcis-17976	126	47	to	to	ADP
fcis-17976	126	48	user	user	NOUN
fcis-17976	126	49	needs	need	NOUN
fcis-17976	126	50	[	[	X
fcis-17976	126	51	17	17	NUM
fcis-17976	126	52	]	]	PUNCT
fcis-17976	126	53	.	.	PUNCT
fcis-17976	127	1	the	the	DET
fcis-17976	127	2	convergence	convergence	NOUN
fcis-17976	127	3	of	of	ADP
fcis-17976	127	4	these	these	DET
fcis-17976	127	5	technologies	technology	NOUN
fcis-17976	127	6	not	not	PART
fcis-17976	127	7	only	only	ADV
fcis-17976	127	8	improves	improve	VERB
fcis-17976	127	9	home	home	NOUN
fcis-17976	127	10	automation	automation	NOUN
fcis-17976	127	11	but	but	CCONJ
fcis-17976	127	12	also	also	ADV
fcis-17976	127	13	enhances	enhance	VERB
fcis-17976	127	14	energy	energy	NOUN
fcis-17976	127	15	efficiency	efficiency	NOUN
fcis-17976	127	16	and	and	CCONJ
fcis-17976	127	17	security	security	NOUN
fcis-17976	127	18	.	.	PUNCT
fcis-17976	128	1	users	user	NOUN
fcis-17976	128	2	can	can	AUX
fcis-17976	128	3	remotely	remotely	ADV
fcis-17976	128	4	control	control	VERB
fcis-17976	128	5	devices	device	NOUN
fcis-17976	128	6	at	at	ADP
fcis-17976	128	7	home	home	NOUN
fcis-17976	128	8	through	through	ADP
fcis-17976	128	9	smartphones	smartphone	NOUN
fcis-17976	128	10	or	or	CCONJ
fcis-17976	128	11	voice	voice	NOUN
fcis-17976	128	12	assistants	assistant	NOUN
fcis-17976	128	13	,	,	PUNCT
fcis-17976	128	14	while	while	SCONJ
fcis-17976	128	15	the	the	DET
fcis-17976	128	16	system	system	NOUN
fcis-17976	128	17	can	can	AUX
fcis-17976	128	18	also	also	ADV
fcis-17976	128	19	learn	learn	VERB
fcis-17976	128	20	the	the	DET
fcis-17976	128	21	user	user	NOUN
fcis-17976	128	22	's	's	PART
fcis-17976	128	23	habits	habit	NOUN
fcis-17976	128	24	and	and	CCONJ
fcis-17976	128	25	automatically	automatically	ADV
fcis-17976	128	26	adjust	adjust	VERB
fcis-17976	128	27	settings	setting	NOUN
fcis-17976	128	28	to	to	PART
fcis-17976	128	29	provide	provide	VERB
fcis-17976	128	30	optimal	optimal	ADJ
fcis-17976	128	31	41	41	NUM
fcis-17976	128	32	comfort	comfort	NOUN
fcis-17976	128	33	and	and	CCONJ
fcis-17976	128	34	efficiency	efficiency	NOUN
fcis-17976	128	35	.	.	PUNCT
fcis-17976	129	1	in	in	ADP
fcis-17976	129	2	healthcare	healthcare	PROPN
fcis-17976	129	3	,	,	PUNCT
fcis-17976	129	4	integrated	integrate	VERB
fcis-17976	129	5	applications	application	NOUN
fcis-17976	129	6	can	can	AUX
fcis-17976	129	7	manifest	manifest	VERB
fcis-17976	129	8	in	in	ADP
fcis-17976	129	9	electronic	electronic	ADJ
fcis-17976	129	10	health	health	NOUN
fcis-17976	129	11	record	record	NOUN
fcis-17976	129	12	(	(	PUNCT
fcis-17976	129	13	ehr	ehr	NOUN
fcis-17976	129	14	)	)	PUNCT
fcis-17976	129	15	systems	system	NOUN
fcis-17976	129	16	that	that	PRON
fcis-17976	129	17	integrate	integrate	VERB
fcis-17976	129	18	machine	machine	NOUN
fcis-17976	129	19	learning	learn	VERB
fcis-17976	129	20	algorithms	algorithm	NOUN
fcis-17976	129	21	to	to	PART
fcis-17976	129	22	aid	aid	VERB
fcis-17976	129	23	diagnosis	diagnosis	NOUN
fcis-17976	129	24	,	,	PUNCT
fcis-17976	129	25	as	as	ADV
fcis-17976	129	26	well	well	ADV
fcis-17976	129	27	as	as	ADP
fcis-17976	129	28	wearable	wearable	ADJ
fcis-17976	129	29	technology	technology	NOUN
fcis-17976	129	30	to	to	PART
fcis-17976	129	31	monitor	monitor	VERB
fcis-17976	129	32	patients	patient	NOUN
fcis-17976	129	33	'	'	PART
fcis-17976	129	34	vital	vital	ADJ
fcis-17976	129	35	signs	sign	NOUN
fcis-17976	129	36	,	,	PUNCT
fcis-17976	129	37	and	and	CCONJ
fcis-17976	129	38	telemedicine	telemedicine	NOUN
fcis-17976	129	39	services	service	NOUN
fcis-17976	129	40	that	that	PRON
fcis-17976	129	41	allow	allow	VERB
fcis-17976	129	42	doctors	doctor	NOUN
fcis-17976	129	43	to	to	PART
fcis-17976	129	44	diagnose	diagnose	VERB
fcis-17976	129	45	patients	patient	NOUN
fcis-17976	129	46	remotely	remotely	ADV
fcis-17976	129	47	.	.	PUNCT
fcis-17976	130	1	this	this	DET
fcis-17976	130	2	integration	integration	NOUN
fcis-17976	130	3	of	of	ADP
fcis-17976	130	4	technology	technology	NOUN
fcis-17976	130	5	makes	make	VERB
fcis-17976	130	6	medical	medical	ADJ
fcis-17976	130	7	services	service	NOUN
fcis-17976	130	8	more	more	ADV
fcis-17976	130	9	personalized	personalize	VERB
fcis-17976	130	10	,	,	PUNCT
fcis-17976	130	11	improves	improve	VERB
fcis-17976	130	12	the	the	DET
fcis-17976	130	13	accuracy	accuracy	NOUN
fcis-17976	130	14	and	and	CCONJ
fcis-17976	130	15	efficiency	efficiency	NOUN
fcis-17976	130	16	of	of	ADP
fcis-17976	130	17	treatment	treatment	NOUN
fcis-17976	130	18	,	,	PUNCT
fcis-17976	130	19	and	and	CCONJ
fcis-17976	130	20	also	also	ADV
fcis-17976	130	21	facilitates	facilitate	VERB
fcis-17976	130	22	patients	patient	NOUN
fcis-17976	130	23	'	'	PART
fcis-17976	130	24	daily	daily	ADJ
fcis-17976	130	25	lives	life	NOUN
fcis-17976	130	26	.	.	PUNCT
fcis-17976	131	1	in	in	ADP
fcis-17976	131	2	business	business	NOUN
fcis-17976	131	3	management	management	NOUN
fcis-17976	131	4	,	,	PUNCT
fcis-17976	131	5	integrated	integrate	VERB
fcis-17976	131	6	application	application	NOUN
fcis-17976	131	7	may	may	AUX
fcis-17976	131	8	mean	mean	VERB
fcis-17976	131	9	integrating	integrate	VERB
fcis-17976	131	10	customer	customer	NOUN
fcis-17976	131	11	relationship	relationship	NOUN
fcis-17976	131	12	management	management	NOUN
fcis-17976	131	13	(	(	PUNCT
fcis-17976	131	14	crm	crm	NOUN
fcis-17976	131	15	)	)	PUNCT
fcis-17976	131	16	systems	system	NOUN
fcis-17976	131	17	,	,	PUNCT
fcis-17976	131	18	enterprise	enterprise	NOUN
fcis-17976	131	19	resource	resource	NOUN
fcis-17976	131	20	planning	planning	NOUN
fcis-17976	131	21	(	(	PUNCT
fcis-17976	131	22	erp	erp	NOUN
fcis-17976	131	23	)	)	PUNCT
fcis-17976	131	24	systems	system	NOUN
fcis-17976	131	25	,	,	PUNCT
fcis-17976	131	26	and	and	CCONJ
fcis-17976	131	27	supply	supply	NOUN
fcis-17976	131	28	chain	chain	NOUN
fcis-17976	131	29	management	management	NOUN
fcis-17976	131	30	(	(	PUNCT
fcis-17976	131	31	scm	scm	PROPN
fcis-17976	131	32	)	)	PUNCT
fcis-17976	131	33	systems	system	NOUN
fcis-17976	131	34	.	.	PUNCT
fcis-17976	132	1	this	this	DET
fcis-17976	132	2	integration	integration	NOUN
fcis-17976	132	3	can	can	AUX
fcis-17976	132	4	help	help	VERB
fcis-17976	132	5	enterprises	enterprise	NOUN
fcis-17976	132	6	share	share	VERB
fcis-17976	132	7	data	datum	NOUN
fcis-17976	132	8	and	and	CCONJ
fcis-17976	132	9	automate	automate	NOUN
fcis-17976	132	10	processes	process	NOUN
fcis-17976	132	11	across	across	ADP
fcis-17976	132	12	departments	department	NOUN
fcis-17976	132	13	,	,	PUNCT
fcis-17976	132	14	thereby	thereby	ADV
fcis-17976	132	15	improving	improve	VERB
fcis-17976	132	16	decision	decision	NOUN
fcis-17976	132	17	-	-	PUNCT
fcis-17976	132	18	making	make	VERB
fcis-17976	132	19	efficiency	efficiency	NOUN
fcis-17976	132	20	and	and	CCONJ
fcis-17976	132	21	operational	operational	ADJ
fcis-17976	132	22	transparency	transparency	NOUN
fcis-17976	133	1	[	[	X
fcis-17976	133	2	18	18	NUM
fcis-17976	133	3	]	]	PUNCT
fcis-17976	133	4	.	.	PUNCT
fcis-17976	134	1	through	through	ADP
fcis-17976	134	2	in	in	ADP
fcis-17976	134	3	-	-	PUNCT
fcis-17976	134	4	depth	depth	NOUN
fcis-17976	134	5	analysis	analysis	NOUN
fcis-17976	134	6	of	of	ADP
fcis-17976	134	7	data	datum	NOUN
fcis-17976	134	8	,	,	PUNCT
fcis-17976	134	9	companies	company	NOUN
fcis-17976	134	10	can	can	AUX
fcis-17976	134	11	better	well	ADV
fcis-17976	134	12	understand	understand	VERB
fcis-17976	134	13	market	market	NOUN
fcis-17976	134	14	trends	trend	NOUN
fcis-17976	134	15	,	,	PUNCT
fcis-17976	134	16	optimize	optimize	VERB
fcis-17976	134	17	inventory	inventory	NOUN
fcis-17976	134	18	control	control	NOUN
fcis-17976	134	19	,	,	PUNCT
fcis-17976	134	20	and	and	CCONJ
fcis-17976	134	21	improve	improve	VERB
fcis-17976	134	22	customer	customer	NOUN
fcis-17976	134	23	satisfaction	satisfaction	NOUN
fcis-17976	134	24	.	.	PUNCT
fcis-17976	135	1	the	the	DET
fcis-17976	135	2	key	key	NOUN
fcis-17976	135	3	to	to	ADP
fcis-17976	135	4	a	a	DET
fcis-17976	135	5	successful	successful	ADJ
fcis-17976	135	6	integrated	integrate	VERB
fcis-17976	135	7	application	application	NOUN
fcis-17976	135	8	is	be	AUX
fcis-17976	135	9	choosing	choose	VERB
fcis-17976	135	10	the	the	DET
fcis-17976	135	11	right	right	ADJ
fcis-17976	135	12	combination	combination	NOUN
fcis-17976	135	13	of	of	ADP
fcis-17976	135	14	technologies	technology	NOUN
fcis-17976	135	15	and	and	CCONJ
fcis-17976	135	16	ensuring	ensure	VERB
fcis-17976	135	17	they	they	PRON
fcis-17976	135	18	are	be	AUX
fcis-17976	135	19	compatible	compatible	ADJ
fcis-17976	135	20	and	and	CCONJ
fcis-17976	135	21	work	work	VERB
fcis-17976	135	22	together	together	ADV
fcis-17976	135	23	.	.	PUNCT
fcis-17976	136	1	in	in	ADP
fcis-17976	136	2	order	order	NOUN
fcis-17976	136	3	to	to	PART
fcis-17976	136	4	achieve	achieve	VERB
fcis-17976	136	5	true	true	ADJ
fcis-17976	136	6	integration	integration	NOUN
fcis-17976	136	7	,	,	PUNCT
fcis-17976	136	8	the	the	DET
fcis-17976	136	9	design	design	NOUN
fcis-17976	136	10	of	of	ADP
fcis-17976	136	11	the	the	DET
fcis-17976	136	12	user	user	NOUN
fcis-17976	136	13	interface	interface	NOUN
fcis-17976	136	14	also	also	ADV
fcis-17976	136	15	needs	need	VERB
fcis-17976	136	16	to	to	PART
fcis-17976	136	17	be	be	AUX
fcis-17976	136	18	considered	consider	VERB
fcis-17976	136	19	to	to	PART
fcis-17976	136	20	ensure	ensure	VERB
fcis-17976	136	21	user	user	NOUN
fcis-17976	136	22	convenience	convenience	NOUN
fcis-17976	136	23	and	and	CCONJ
fcis-17976	136	24	intuitiveness	intuitiveness	NOUN
fcis-17976	136	25	during	during	ADP
fcis-17976	136	26	use	use	NOUN
fcis-17976	136	27	.	.	PUNCT
fcis-17976	137	1	in	in	ADP
fcis-17976	137	2	addition	addition	NOUN
fcis-17976	137	3	,	,	PUNCT
fcis-17976	137	4	security	security	NOUN
fcis-17976	137	5	and	and	CCONJ
fcis-17976	137	6	privacy	privacy	NOUN
fcis-17976	137	7	protection	protection	NOUN
fcis-17976	137	8	are	be	AUX
fcis-17976	137	9	also	also	ADV
fcis-17976	137	10	aspects	aspect	NOUN
fcis-17976	137	11	that	that	PRON
fcis-17976	137	12	can	can	AUX
fcis-17976	137	13	not	not	PART
fcis-17976	137	14	be	be	AUX
fcis-17976	137	15	ignored	ignore	VERB
fcis-17976	137	16	in	in	ADP
fcis-17976	137	17	comprehensive	comprehensive	ADJ
fcis-17976	137	18	applications	application	NOUN
fcis-17976	137	19	,	,	PUNCT
fcis-17976	137	20	especially	especially	ADV
fcis-17976	137	21	when	when	SCONJ
fcis-17976	137	22	sensitive	sensitive	ADJ
fcis-17976	137	23	data	datum	NOUN
fcis-17976	137	24	is	be	AUX
fcis-17976	137	25	involved	involve	VERB
fcis-17976	137	26	.	.	PUNCT
fcis-17976	138	1	with	with	ADP
fcis-17976	138	2	the	the	DET
fcis-17976	138	3	continuous	continuous	ADJ
fcis-17976	138	4	advancement	advancement	NOUN
fcis-17976	138	5	of	of	ADP
fcis-17976	138	6	technology	technology	NOUN
fcis-17976	138	7	and	and	CCONJ
fcis-17976	138	8	the	the	DET
fcis-17976	138	9	emergence	emergence	NOUN
fcis-17976	138	10	of	of	ADP
fcis-17976	138	11	new	new	ADJ
fcis-17976	138	12	technologies	technology	NOUN
fcis-17976	138	13	,	,	PUNCT
fcis-17976	138	14	comprehensive	comprehensive	ADJ
fcis-17976	138	15	applications	application	NOUN
fcis-17976	138	16	will	will	AUX
fcis-17976	138	17	become	become	VERB
fcis-17976	138	18	more	more	ADV
fcis-17976	138	19	extensive	extensive	ADJ
fcis-17976	138	20	and	and	CCONJ
fcis-17976	138	21	in	in	ADP
fcis-17976	138	22	-	-	PUNCT
fcis-17976	138	23	depth	depth	NOUN
fcis-17976	138	24	.	.	PUNCT
fcis-17976	139	1	it	it	PRON
fcis-17976	139	2	is	be	AUX
fcis-17976	139	3	not	not	PART
fcis-17976	139	4	limited	limit	VERB
fcis-17976	139	5	to	to	ADP
fcis-17976	139	6	a	a	DET
fcis-17976	139	7	certain	certain	ADJ
fcis-17976	139	8	field	field	NOUN
fcis-17976	139	9	,	,	PUNCT
fcis-17976	139	10	but	but	CCONJ
fcis-17976	139	11	has	have	AUX
fcis-17976	139	12	become	become	VERB
fcis-17976	139	13	a	a	DET
fcis-17976	139	14	universal	universal	ADJ
fcis-17976	139	15	method	method	NOUN
fcis-17976	139	16	to	to	PART
fcis-17976	139	17	solve	solve	VERB
fcis-17976	139	18	contemporary	contemporary	ADJ
fcis-17976	139	19	diverse	diverse	ADJ
fcis-17976	139	20	problems	problem	NOUN
fcis-17976	139	21	.	.	PUNCT
fcis-17976	140	1	in	in	ADP
fcis-17976	140	2	the	the	DET
fcis-17976	140	3	future	future	NOUN
fcis-17976	140	4	,	,	PUNCT
fcis-17976	140	5	we	we	PRON
fcis-17976	140	6	can	can	AUX
fcis-17976	140	7	look	look	VERB
fcis-17976	140	8	forward	forward	ADV
fcis-17976	140	9	to	to	ADP
fcis-17976	140	10	more	more	ADV
fcis-17976	140	11	intelligent	intelligent	ADJ
fcis-17976	140	12	,	,	PUNCT
fcis-17976	140	13	automated	automate	VERB
fcis-17976	140	14	and	and	CCONJ
fcis-17976	140	15	personalized	personalize	VERB
fcis-17976	140	16	comprehensive	comprehensive	ADJ
fcis-17976	140	17	application	application	NOUN
fcis-17976	140	18	solutions	solution	NOUN
fcis-17976	140	19	that	that	PRON
fcis-17976	140	20	will	will	AUX
fcis-17976	140	21	bring	bring	VERB
fcis-17976	140	22	more	more	ADJ
fcis-17976	140	23	convenience	convenience	NOUN
fcis-17976	140	24	to	to	ADP
fcis-17976	140	25	people	people	NOUN
fcis-17976	140	26	's	's	PART
fcis-17976	140	27	work	work	NOUN
fcis-17976	140	28	and	and	CCONJ
fcis-17976	140	29	life	life	NOUN
fcis-17976	140	30	.	.	PUNCT
fcis-17976	141	1	7	7	X
fcis-17976	141	2	.	.	X
fcis-17976	141	3	conclusion	conclusion	NOUN
fcis-17976	141	4	zero	zero	NUM
fcis-17976	141	5	-	-	PUNCT
fcis-17976	141	6	shot	shot	NOUN
fcis-17976	141	7	learning	learning	NOUN
fcis-17976	141	8	(	(	PUNCT
fcis-17976	141	9	zsl	zsl	NOUN
fcis-17976	141	10	)	)	PUNCT
fcis-17976	141	11	,	,	PUNCT
fcis-17976	141	12	in	in	ADP
fcis-17976	141	13	the	the	DET
fcis-17976	141	14	study	study	NOUN
fcis-17976	141	15	of	of	ADP
fcis-17976	141	16	target	target	NOUN
fcis-17976	141	17	detection	detection	NOUN
fcis-17976	141	18	and	and	CCONJ
fcis-17976	141	19	segmentation	segmentation	NOUN
fcis-17976	141	20	technology	technology	NOUN
fcis-17976	141	21	,	,	PUNCT
fcis-17976	141	22	proposes	propose	VERB
fcis-17976	141	23	a	a	DET
fcis-17976	141	24	model	model	NOUN
fcis-17976	141	25	that	that	PRON
fcis-17976	141	26	can	can	AUX
fcis-17976	141	27	be	be	AUX
fcis-17976	141	28	generalized	generalize	VERB
fcis-17976	141	29	to	to	ADP
fcis-17976	141	30	new	new	ADJ
fcis-17976	141	31	categories	category	NOUN
fcis-17976	141	32	without	without	ADP
fcis-17976	141	33	the	the	DET
fcis-17976	141	34	need	need	NOUN
fcis-17976	141	35	for	for	ADP
fcis-17976	141	36	labeled	label	VERB
fcis-17976	141	37	samples	sample	NOUN
fcis-17976	141	38	of	of	ADP
fcis-17976	141	39	these	these	DET
fcis-17976	141	40	categories	category	NOUN
fcis-17976	141	41	.	.	PUNCT
fcis-17976	142	1	this	this	DET
fcis-17976	142	2	method	method	NOUN
fcis-17976	142	3	is	be	AUX
fcis-17976	142	4	theoretically	theoretically	ADV
fcis-17976	142	5	of	of	ADP
fcis-17976	142	6	great	great	ADJ
fcis-17976	142	7	significance	significance	NOUN
fcis-17976	142	8	for	for	ADP
fcis-17976	142	9	expanding	expand	VERB
fcis-17976	142	10	the	the	DET
fcis-17976	142	11	generalization	generalization	NOUN
fcis-17976	142	12	capabilities	capability	NOUN
fcis-17976	142	13	of	of	ADP
fcis-17976	142	14	computer	computer	NOUN
fcis-17976	142	15	vision	vision	NOUN
fcis-17976	142	16	systems	system	NOUN
fcis-17976	142	17	.	.	PUNCT
fcis-17976	143	1	through	through	ADP
fcis-17976	143	2	this	this	DET
fcis-17976	143	3	research	research	NOUN
fcis-17976	143	4	,	,	PUNCT
fcis-17976	143	5	we	we	PRON
fcis-17976	143	6	can	can	AUX
fcis-17976	143	7	expect	expect	VERB
fcis-17976	143	8	future	future	ADJ
fcis-17976	143	9	vision	vision	NOUN
fcis-17976	143	10	systems	system	NOUN
fcis-17976	143	11	to	to	PART
fcis-17976	143	12	be	be	AUX
fcis-17976	143	13	more	more	ADV
fcis-17976	143	14	intelligent	intelligent	ADJ
fcis-17976	143	15	and	and	CCONJ
fcis-17976	143	16	adaptable	adaptable	ADJ
fcis-17976	143	17	,	,	PUNCT
fcis-17976	143	18	capable	capable	ADJ
fcis-17976	143	19	of	of	ADP
fcis-17976	143	20	handling	handle	VERB
fcis-17976	143	21	a	a	DET
fcis-17976	143	22	wider	wide	ADJ
fcis-17976	143	23	variety	variety	NOUN
fcis-17976	143	24	of	of	ADP
fcis-17976	143	25	visual	visual	ADJ
fcis-17976	143	26	recognition	recognition	NOUN
fcis-17976	143	27	tasks	task	NOUN
fcis-17976	143	28	.	.	PUNCT
fcis-17976	144	1	in	in	ADP
fcis-17976	144	2	experiments	experiment	NOUN
fcis-17976	144	3	and	and	CCONJ
fcis-17976	144	4	theoretical	theoretical	ADJ
fcis-17976	144	5	analyses	analysis	NOUN
fcis-17976	144	6	,	,	PUNCT
fcis-17976	144	7	we	we	PRON
fcis-17976	144	8	have	have	AUX
fcis-17976	144	9	seen	see	VERB
fcis-17976	144	10	multiple	multiple	ADJ
fcis-17976	144	11	methods	method	NOUN
fcis-17976	144	12	proposed	propose	VERB
fcis-17976	144	13	to	to	PART
fcis-17976	144	14	solve	solve	VERB
fcis-17976	144	15	the	the	DET
fcis-17976	144	16	zsl	zsl	NOUN
fcis-17976	144	17	problem	problem	NOUN
fcis-17976	144	18	,	,	PUNCT
fcis-17976	144	19	ranging	range	VERB
fcis-17976	144	20	from	from	ADP
fcis-17976	144	21	attribute	attribute	NOUN
fcis-17976	144	22	-	-	PUNCT
fcis-17976	144	23	based	base	VERB
fcis-17976	144	24	classification	classification	NOUN
fcis-17976	144	25	to	to	ADP
fcis-17976	144	26	methods	method	NOUN
fcis-17976	144	27	utilizing	utilize	VERB
fcis-17976	144	28	external	external	ADJ
fcis-17976	144	29	knowledge	knowledge	NOUN
fcis-17976	144	30	bases	basis	NOUN
fcis-17976	144	31	,	,	PUNCT
fcis-17976	144	32	each	each	PRON
fcis-17976	144	33	with	with	ADP
fcis-17976	144	34	its	its	PRON
fcis-17976	144	35	unique	unique	ADJ
fcis-17976	144	36	advantages	advantage	NOUN
fcis-17976	144	37	and	and	CCONJ
fcis-17976	144	38	limitations	limitation	NOUN
fcis-17976	144	39	.	.	PUNCT
fcis-17976	145	1	since	since	SCONJ
fcis-17976	145	2	there	there	PRON
fcis-17976	145	3	is	be	VERB
fcis-17976	145	4	a	a	DET
fcis-17976	145	5	large	large	ADJ
fcis-17976	145	6	gap	gap	NOUN
fcis-17976	145	7	between	between	ADP
fcis-17976	145	8	zero	zero	NUM
fcis-17976	145	9	-	-	PUNCT
fcis-17976	145	10	shot	shot	NOUN
fcis-17976	145	11	learning	learning	NOUN
fcis-17976	145	12	and	and	CCONJ
fcis-17976	145	13	traditional	traditional	ADJ
fcis-17976	145	14	supervised	supervised	ADJ
fcis-17976	145	15	learning	learning	NOUN
fcis-17976	145	16	,	,	PUNCT
fcis-17976	145	17	how	how	SCONJ
fcis-17976	145	18	to	to	PART
fcis-17976	145	19	design	design	VERB
fcis-17976	145	20	effective	effective	ADJ
fcis-17976	145	21	learning	learning	NOUN
fcis-17976	145	22	strategies	strategy	NOUN
fcis-17976	145	23	and	and	CCONJ
fcis-17976	145	24	model	model	NOUN
fcis-17976	145	25	structures	structure	NOUN
fcis-17976	145	26	so	so	SCONJ
fcis-17976	145	27	that	that	SCONJ
fcis-17976	145	28	the	the	DET
fcis-17976	145	29	model	model	NOUN
fcis-17976	145	30	can	can	AUX
fcis-17976	145	31	achieve	achieve	VERB
fcis-17976	145	32	good	good	ADJ
fcis-17976	145	33	generalization	generalization	NOUN
fcis-17976	145	34	performance	performance	NOUN
fcis-17976	145	35	on	on	ADP
fcis-17976	145	36	unseen	unseen	ADJ
fcis-17976	145	37	categories	category	NOUN
fcis-17976	145	38	is	be	AUX
fcis-17976	145	39	the	the	DET
fcis-17976	145	40	focus	focus	NOUN
fcis-17976	145	41	of	of	ADP
fcis-17976	145	42	current	current	ADJ
fcis-17976	145	43	research	research	NOUN
fcis-17976	145	44	.	.	PUNCT
fcis-17976	146	1	in	in	ADP
fcis-17976	146	2	target	target	NOUN
fcis-17976	146	3	detection	detection	NOUN
fcis-17976	146	4	and	and	CCONJ
fcis-17976	146	5	segmentation	segmentation	NOUN
fcis-17976	146	6	tasks	task	NOUN
fcis-17976	146	7	,	,	PUNCT
fcis-17976	146	8	zsl	zsl	NOUN
fcis-17976	146	9	faces	face	VERB
fcis-17976	146	10	more	more	ADV
fcis-17976	146	11	severe	severe	ADJ
fcis-17976	146	12	challenges	challenge	NOUN
fcis-17976	146	13	.	.	PUNCT
fcis-17976	147	1	this	this	PRON
fcis-17976	147	2	is	be	AUX
fcis-17976	147	3	not	not	PART
fcis-17976	147	4	just	just	ADV
fcis-17976	147	5	because	because	SCONJ
fcis-17976	147	6	of	of	ADP
fcis-17976	147	7	the	the	DET
fcis-17976	147	8	need	need	NOUN
fcis-17976	147	9	to	to	PART
fcis-17976	147	10	identify	identify	VERB
fcis-17976	147	11	new	new	ADJ
fcis-17976	147	12	categories	category	NOUN
fcis-17976	147	13	,	,	PUNCT
fcis-17976	147	14	but	but	CCONJ
fcis-17976	147	15	also	also	ADV
fcis-17976	147	16	because	because	SCONJ
fcis-17976	147	17	of	of	ADP
fcis-17976	147	18	the	the	DET
fcis-17976	147	19	need	need	NOUN
fcis-17976	147	20	to	to	PART
fcis-17976	147	21	accurately	accurately	ADV
fcis-17976	147	22	locate	locate	VERB
fcis-17976	147	23	and	and	CCONJ
fcis-17976	147	24	segment	segment	NOUN
fcis-17976	147	25	objects	object	NOUN
fcis-17976	147	26	in	in	ADP
fcis-17976	147	27	images	image	NOUN
fcis-17976	147	28	.	.	PUNCT
fcis-17976	148	1	current	current	ADJ
fcis-17976	148	2	research	research	NOUN
fcis-17976	148	3	results	result	NOUN
fcis-17976	148	4	show	show	VERB
fcis-17976	148	5	that	that	SCONJ
fcis-17976	148	6	combining	combine	VERB
fcis-17976	148	7	the	the	DET
fcis-17976	148	8	feature	feature	NOUN
fcis-17976	148	9	extraction	extraction	NOUN
fcis-17976	148	10	capabilities	capability	NOUN
fcis-17976	148	11	of	of	ADP
fcis-17976	148	12	deep	deep	ADJ
fcis-17976	148	13	learning	learning	NOUN
fcis-17976	148	14	and	and	CCONJ
fcis-17976	148	15	the	the	DET
fcis-17976	148	16	generalization	generalization	NOUN
fcis-17976	148	17	strategy	strategy	NOUN
fcis-17976	148	18	of	of	ADP
fcis-17976	148	19	zsl	zsl	NOUN
fcis-17976	148	20	can	can	AUX
fcis-17976	148	21	solve	solve	VERB
fcis-17976	148	22	this	this	DET
fcis-17976	148	23	problem	problem	NOUN
fcis-17976	148	24	to	to	ADP
fcis-17976	148	25	a	a	DET
fcis-17976	148	26	certain	certain	ADJ
fcis-17976	148	27	extent	extent	NOUN
fcis-17976	148	28	.	.	PUNCT
fcis-17976	149	1	however	however	ADV
fcis-17976	149	2	,	,	PUNCT
fcis-17976	149	3	these	these	DET
fcis-17976	149	4	methods	method	NOUN
fcis-17976	149	5	often	often	ADV
fcis-17976	149	6	require	require	VERB
fcis-17976	149	7	complex	complex	ADJ
fcis-17976	149	8	models	model	NOUN
fcis-17976	149	9	and	and	CCONJ
fcis-17976	149	10	extensive	extensive	ADJ
fcis-17976	149	11	computing	computing	NOUN
fcis-17976	149	12	resources	resource	NOUN
fcis-17976	149	13	.	.	PUNCT
fcis-17976	150	1	technological	technological	ADJ
fcis-17976	150	2	advances	advance	NOUN
fcis-17976	150	3	,	,	PUNCT
fcis-17976	150	4	such	such	ADJ
fcis-17976	150	5	as	as	ADP
fcis-17976	150	6	improved	improve	VERB
fcis-17976	150	7	feature	feature	NOUN
fcis-17976	150	8	extraction	extraction	NOUN
fcis-17976	150	9	networks	network	NOUN
fcis-17976	150	10	,	,	PUNCT
fcis-17976	150	11	more	more	ADV
fcis-17976	150	12	effective	effective	ADJ
fcis-17976	150	13	knowledge	knowledge	NOUN
fcis-17976	150	14	transfer	transfer	NOUN
fcis-17976	150	15	mechanisms	mechanism	NOUN
fcis-17976	150	16	,	,	PUNCT
fcis-17976	150	17	and	and	CCONJ
fcis-17976	150	18	new	new	ADJ
fcis-17976	150	19	learning	learning	NOUN
fcis-17976	150	20	paradigms	paradigm	VERB
fcis-17976	150	21	,	,	PUNCT
fcis-17976	150	22	such	such	ADJ
fcis-17976	150	23	as	as	ADP
fcis-17976	150	24	selfsupervised	selfsupervise	VERB
fcis-17976	150	25	learning	learning	NOUN
fcis-17976	150	26	,	,	PUNCT
fcis-17976	150	27	provide	provide	VERB
fcis-17976	150	28	new	new	ADJ
fcis-17976	150	29	tools	tool	NOUN
fcis-17976	150	30	and	and	CCONJ
fcis-17976	150	31	ideas	idea	NOUN
fcis-17976	150	32	for	for	ADP
fcis-17976	150	33	target	target	NOUN
fcis-17976	150	34	detection	detection	NOUN
fcis-17976	150	35	and	and	CCONJ
fcis-17976	150	36	segmentation	segmentation	NOUN
fcis-17976	150	37	tasks	task	NOUN
fcis-17976	150	38	in	in	ADP
fcis-17976	150	39	zero	zero	NUM
fcis-17976	150	40	-	-	PUNCT
fcis-17976	150	41	shot	shot	NOUN
fcis-17976	150	42	learning	learning	NOUN
fcis-17976	150	43	.	.	PUNCT
fcis-17976	151	1	at	at	ADP
fcis-17976	151	2	the	the	DET
fcis-17976	151	3	same	same	ADJ
fcis-17976	151	4	time	time	NOUN
fcis-17976	151	5	,	,	PUNCT
fcis-17976	151	6	the	the	DET
fcis-17976	151	7	requirements	requirement	NOUN
fcis-17976	151	8	for	for	ADP
fcis-17976	151	9	the	the	DET
fcis-17976	151	10	interpretability	interpretability	NOUN
fcis-17976	151	11	and	and	CCONJ
fcis-17976	151	12	adaptability	adaptability	NOUN
fcis-17976	151	13	of	of	ADP
fcis-17976	151	14	the	the	DET
fcis-17976	151	15	model	model	NOUN
fcis-17976	151	16	have	have	AUX
fcis-17976	151	17	also	also	ADV
fcis-17976	151	18	proposed	propose	VERB
fcis-17976	151	19	new	new	ADJ
fcis-17976	151	20	research	research	NOUN
fcis-17976	151	21	directions	direction	NOUN
fcis-17976	151	22	.	.	PUNCT
fcis-17976	152	1	these	these	DET
fcis-17976	152	2	directions	direction	NOUN
fcis-17976	152	3	may	may	AUX
fcis-17976	152	4	improve	improve	VERB
fcis-17976	152	5	the	the	DET
fcis-17976	152	6	generalization	generalization	NOUN
fcis-17976	152	7	ability	ability	NOUN
fcis-17976	152	8	of	of	ADP
fcis-17976	152	9	the	the	DET
fcis-17976	152	10	model	model	NOUN
fcis-17976	152	11	while	while	SCONJ
fcis-17976	152	12	also	also	ADV
fcis-17976	152	13	making	make	VERB
fcis-17976	152	14	the	the	DET
fcis-17976	152	15	model	model	NOUN
fcis-17976	152	16	more	more	ADV
fcis-17976	152	17	transparent	transparent	ADJ
fcis-17976	152	18	and	and	CCONJ
fcis-17976	152	19	credible	credible	ADJ
fcis-17976	152	20	.	.	PUNCT
fcis-17976	153	1	in	in	ADP
fcis-17976	153	2	summary	summary	NOUN
fcis-17976	153	3	,	,	PUNCT
fcis-17976	153	4	research	research	NOUN
fcis-17976	153	5	on	on	ADP
fcis-17976	153	6	target	target	NOUN
fcis-17976	153	7	detection	detection	NOUN
fcis-17976	153	8	and	and	CCONJ
fcis-17976	153	9	segmentation	segmentation	NOUN
fcis-17976	153	10	technology	technology	NOUN
fcis-17976	153	11	for	for	ADP
fcis-17976	153	12	zero	zero	NUM
fcis-17976	153	13	-	-	PUNCT
fcis-17976	153	14	shot	shot	NOUN
fcis-17976	153	15	learning	learning	NOUN
fcis-17976	153	16	has	have	AUX
fcis-17976	153	17	made	make	VERB
fcis-17976	153	18	initial	initial	ADJ
fcis-17976	153	19	progress	progress	NOUN
fcis-17976	153	20	,	,	PUNCT
fcis-17976	153	21	but	but	CCONJ
fcis-17976	153	22	there	there	PRON
fcis-17976	153	23	are	be	VERB
fcis-17976	153	24	still	still	ADV
fcis-17976	153	25	many	many	ADJ
fcis-17976	153	26	challenges	challenge	NOUN
fcis-17976	153	27	.	.	PUNCT
fcis-17976	154	1	future	future	ADJ
fcis-17976	154	2	research	research	NOUN
fcis-17976	154	3	needs	need	VERB
fcis-17976	154	4	to	to	PART
fcis-17976	154	5	work	work	VERB
fcis-17976	154	6	on	on	ADP
fcis-17976	154	7	improving	improve	VERB
fcis-17976	154	8	detection	detection	NOUN
fcis-17976	154	9	and	and	CCONJ
fcis-17976	154	10	segmentation	segmentation	NOUN
fcis-17976	154	11	accuracy	accuracy	NOUN
fcis-17976	154	12	,	,	PUNCT
fcis-17976	154	13	reducing	reduce	VERB
fcis-17976	154	14	the	the	DET
fcis-17976	154	15	demand	demand	NOUN
fcis-17976	154	16	for	for	ADP
fcis-17976	154	17	computing	compute	VERB
fcis-17976	154	18	resources	resource	NOUN
fcis-17976	154	19	,	,	PUNCT
fcis-17976	154	20	and	and	CCONJ
fcis-17976	154	21	improving	improve	VERB
fcis-17976	154	22	model	model	NOUN
fcis-17976	154	23	generalization	generalization	NOUN
fcis-17976	154	24	capabilities	capability	NOUN
fcis-17976	154	25	.	.	PUNCT
fcis-17976	155	1	as	as	SCONJ
fcis-17976	155	2	technology	technology	NOUN
fcis-17976	155	3	continues	continue	VERB
fcis-17976	155	4	to	to	PART
fcis-17976	155	5	develop	develop	VERB
fcis-17976	155	6	,	,	PUNCT
fcis-17976	155	7	it	it	PRON
fcis-17976	155	8	can	can	AUX
fcis-17976	155	9	be	be	AUX
fcis-17976	155	10	expected	expect	VERB
fcis-17976	155	11	that	that	SCONJ
fcis-17976	155	12	this	this	DET
fcis-17976	155	13	area	area	NOUN
fcis-17976	155	14	will	will	AUX
fcis-17976	155	15	have	have	VERB
fcis-17976	155	16	a	a	DET
fcis-17976	155	17	profound	profound	ADJ
fcis-17976	155	18	impact	impact	NOUN
fcis-17976	155	19	on	on	ADP
fcis-17976	155	20	the	the	DET
fcis-17976	155	21	development	development	NOUN
fcis-17976	155	22	of	of	ADP
fcis-17976	155	23	intelligent	intelligent	ADJ
fcis-17976	155	24	systems	system	NOUN
fcis-17976	155	25	.	.	PUNCT
fcis-17976	156	1	8	8	NUM
fcis-17976	156	2	.	.	X
fcis-17976	156	3	discussion	discussion	NOUN
fcis-17976	156	4	zero	zero	NUM
fcis-17976	156	5	-	-	PUNCT
fcis-17976	156	6	shot	shot	NOUN
fcis-17976	156	7	learning	learning	NOUN
fcis-17976	156	8	(	(	PUNCT
fcis-17976	156	9	zsl	zsl	NOUN
fcis-17976	156	10	)	)	PUNCT
fcis-17976	156	11	is	be	AUX
fcis-17976	156	12	an	an	DET
fcis-17976	156	13	emerging	emerge	VERB
fcis-17976	156	14	research	research	NOUN
fcis-17976	156	15	direction	direction	NOUN
fcis-17976	156	16	in	in	ADP
fcis-17976	156	17	the	the	DET
fcis-17976	156	18	field	field	NOUN
fcis-17976	156	19	of	of	ADP
fcis-17976	156	20	computer	computer	NOUN
fcis-17976	156	21	vision	vision	NOUN
fcis-17976	156	22	,	,	PUNCT
fcis-17976	156	23	which	which	PRON
fcis-17976	156	24	aims	aim	VERB
fcis-17976	156	25	to	to	PART
fcis-17976	156	26	enable	enable	VERB
fcis-17976	156	27	machine	machine	NOUN
fcis-17976	156	28	learning	learning	NOUN
fcis-17976	156	29	models	model	NOUN
fcis-17976	156	30	to	to	PART
fcis-17976	156	31	identify	identify	VERB
fcis-17976	156	32	categories	category	NOUN
fcis-17976	156	33	that	that	PRON
fcis-17976	156	34	have	have	AUX
fcis-17976	156	35	not	not	PART
fcis-17976	156	36	appeared	appear	VERB
fcis-17976	156	37	in	in	ADP
fcis-17976	156	38	the	the	DET
fcis-17976	156	39	training	training	NOUN
fcis-17976	156	40	stage	stage	NOUN
fcis-17976	156	41	.	.	PUNCT
fcis-17976	157	1	this	this	PRON
fcis-17976	157	2	has	have	VERB
fcis-17976	157	3	significant	significant	ADJ
fcis-17976	157	4	implications	implication	NOUN
fcis-17976	157	5	for	for	ADP
fcis-17976	157	6	object	object	NOUN
fcis-17976	157	7	detection	detection	NOUN
fcis-17976	157	8	and	and	CCONJ
fcis-17976	157	9	segmentation	segmentation	NOUN
fcis-17976	157	10	tasks	task	NOUN
fcis-17976	157	11	,	,	PUNCT
fcis-17976	157	12	as	as	SCONJ
fcis-17976	157	13	these	these	DET
fcis-17976	157	14	tasks	task	NOUN
fcis-17976	157	15	often	often	ADV
fcis-17976	157	16	require	require	VERB
fcis-17976	157	17	models	model	NOUN
fcis-17976	157	18	to	to	PART
fcis-17976	157	19	be	be	AUX
fcis-17976	157	20	able	able	ADJ
fcis-17976	157	21	to	to	PART
fcis-17976	157	22	handle	handle	VERB
fcis-17976	157	23	diverse	diverse	ADJ
fcis-17976	157	24	data	datum	NOUN
fcis-17976	157	25	and	and	CCONJ
fcis-17976	157	26	have	have	VERB
fcis-17976	157	27	strong	strong	ADJ
fcis-17976	157	28	generalization	generalization	NOUN
fcis-17976	157	29	capabilities	capability	NOUN
fcis-17976	157	30	.	.	PUNCT
fcis-17976	158	1	currently	currently	ADV
fcis-17976	158	2	,	,	PUNCT
fcis-17976	158	3	zsl	zsl	NOUN
fcis-17976	158	4	research	research	NOUN
fcis-17976	158	5	mainly	mainly	ADV
fcis-17976	158	6	focuses	focus	VERB
fcis-17976	158	7	on	on	ADP
fcis-17976	158	8	how	how	SCONJ
fcis-17976	158	9	to	to	PART
fcis-17976	158	10	use	use	VERB
fcis-17976	158	11	existing	exist	VERB
fcis-17976	158	12	knowledge	knowledge	NOUN
fcis-17976	158	13	to	to	PART
fcis-17976	158	14	assist	assist	VERB
fcis-17976	158	15	the	the	DET
fcis-17976	158	16	model	model	NOUN
fcis-17976	158	17	in	in	ADP
fcis-17976	158	18	identifying	identify	VERB
fcis-17976	158	19	new	new	ADJ
fcis-17976	158	20	categories	category	NOUN
fcis-17976	158	21	.	.	PUNCT
fcis-17976	159	1	this	this	PRON
fcis-17976	159	2	involves	involve	VERB
fcis-17976	159	3	the	the	DET
fcis-17976	159	4	representation	representation	NOUN
fcis-17976	159	5	,	,	PUNCT
fcis-17976	159	6	transfer	transfer	NOUN
fcis-17976	159	7	and	and	CCONJ
fcis-17976	159	8	utilization	utilization	NOUN
fcis-17976	159	9	of	of	ADP
fcis-17976	159	10	knowledge	knowledge	NOUN
fcis-17976	159	11	at	at	ADP
fcis-17976	159	12	multiple	multiple	ADJ
fcis-17976	159	13	levels	level	NOUN
fcis-17976	159	14	.	.	PUNCT
fcis-17976	160	1	a	a	DET
fcis-17976	160	2	common	common	ADJ
fcis-17976	160	3	approach	approach	NOUN
fcis-17976	160	4	is	be	AUX
fcis-17976	160	5	to	to	PART
fcis-17976	160	6	use	use	VERB
fcis-17976	160	7	semantic	semantic	ADJ
fcis-17976	160	8	attributes	attribute	NOUN
fcis-17976	160	9	to	to	PART
fcis-17976	160	10	bridge	bridge	VERB
fcis-17976	160	11	the	the	DET
fcis-17976	160	12	differences	difference	NOUN
fcis-17976	160	13	between	between	ADP
fcis-17976	160	14	seen	see	VERB
fcis-17976	160	15	and	and	CCONJ
fcis-17976	160	16	unseen	unseen	ADJ
fcis-17976	160	17	categories	category	NOUN
fcis-17976	160	18	.	.	PUNCT
fcis-17976	161	1	however	however	ADV
fcis-17976	161	2	,	,	PUNCT
fcis-17976	161	3	this	this	DET
fcis-17976	161	4	method	method	NOUN
fcis-17976	161	5	relies	rely	VERB
fcis-17976	161	6	on	on	ADP
fcis-17976	161	7	accurate	accurate	ADJ
fcis-17976	161	8	attribute	attribute	NOUN
fcis-17976	161	9	annotation	annotation	NOUN
fcis-17976	161	10	,	,	PUNCT
fcis-17976	161	11	which	which	PRON
fcis-17976	161	12	is	be	AUX
fcis-17976	161	13	often	often	ADV
fcis-17976	161	14	difficult	difficult	ADJ
fcis-17976	161	15	to	to	PART
fcis-17976	161	16	obtain	obtain	VERB
fcis-17976	161	17	in	in	ADP
fcis-17976	161	18	practical	practical	ADJ
fcis-17976	161	19	applications	application	NOUN
fcis-17976	161	20	.	.	PUNCT
fcis-17976	162	1	in	in	ADP
fcis-17976	162	2	addition	addition	NOUN
fcis-17976	162	3	to	to	ADP
fcis-17976	162	4	attribute	attribute	NOUN
fcis-17976	162	5	annotation	annotation	NOUN
fcis-17976	162	6	,	,	PUNCT
fcis-17976	162	7	researchers	researcher	NOUN
fcis-17976	162	8	also	also	ADV
fcis-17976	162	9	try	try	VERB
fcis-17976	162	10	to	to	PART
fcis-17976	162	11	use	use	VERB
fcis-17976	162	12	non	non	ADJ
fcis-17976	162	13	-	-	ADJ
fcis-17976	162	14	visual	visual	ADJ
fcis-17976	162	15	information	information	NOUN
fcis-17976	162	16	such	such	ADJ
fcis-17976	162	17	as	as	ADP
fcis-17976	162	18	knowledge	knowledge	NOUN
fcis-17976	162	19	graphs	graph	NOUN
fcis-17976	162	20	and	and	CCONJ
fcis-17976	162	21	text	text	NOUN
fcis-17976	162	22	descriptions	description	NOUN
fcis-17976	162	23	to	to	PART
fcis-17976	162	24	assist	assist	VERB
fcis-17976	162	25	zsl	zsl	PRON
fcis-17976	162	26	.	.	PUNCT
fcis-17976	163	1	these	these	DET
fcis-17976	163	2	methods	method	NOUN
fcis-17976	163	3	provide	provide	VERB
fcis-17976	163	4	a	a	DET
fcis-17976	163	5	more	more	ADV
fcis-17976	163	6	comprehensive	comprehensive	ADJ
fcis-17976	163	7	understanding	understanding	NOUN
fcis-17976	163	8	of	of	ADP
fcis-17976	163	9	the	the	DET
fcis-17976	163	10	model	model	NOUN
fcis-17976	163	11	through	through	ADP
fcis-17976	163	12	rich	rich	ADJ
fcis-17976	163	13	background	background	NOUN
fcis-17976	163	14	knowledge	knowledge	NOUN
fcis-17976	163	15	,	,	PUNCT
fcis-17976	163	16	but	but	CCONJ
fcis-17976	163	17	also	also	ADV
fcis-17976	163	18	bring	bring	VERB
fcis-17976	163	19	challenges	challenge	NOUN
fcis-17976	163	20	of	of	ADP
fcis-17976	163	21	information	information	NOUN
fcis-17976	163	22	integration	integration	NOUN
fcis-17976	163	23	and	and	CCONJ
fcis-17976	163	24	alignment	alignment	NOUN
fcis-17976	163	25	.	.	PUNCT
fcis-17976	164	1	in	in	ADP
fcis-17976	164	2	the	the	DET
fcis-17976	164	3	specific	specific	ADJ
fcis-17976	164	4	tasks	task	NOUN
fcis-17976	164	5	of	of	ADP
fcis-17976	164	6	target	target	NOUN
fcis-17976	164	7	detection	detection	NOUN
fcis-17976	164	8	and	and	CCONJ
fcis-17976	164	9	segmentation	segmentation	NOUN
fcis-17976	164	10	,	,	PUNCT
fcis-17976	164	11	the	the	DET
fcis-17976	164	12	traditional	traditional	ADJ
fcis-17976	164	13	zsl	zsl	NOUN
fcis-17976	164	14	method	method	NOUN
fcis-17976	164	15	faces	face	VERB
fcis-17976	164	16	greater	great	ADJ
fcis-17976	164	17	challenges	challenge	NOUN
fcis-17976	164	18	.	.	PUNCT
fcis-17976	165	1	detection	detection	NOUN
fcis-17976	165	2	and	and	CCONJ
fcis-17976	165	3	segmentation	segmentation	NOUN
fcis-17976	165	4	tasks	task	NOUN
fcis-17976	165	5	require	require	VERB
fcis-17976	165	6	not	not	PART
fcis-17976	165	7	only	only	ADV
fcis-17976	165	8	accurate	accurate	ADJ
fcis-17976	165	9	classification	classification	NOUN
fcis-17976	165	10	but	but	CCONJ
fcis-17976	165	11	also	also	ADV
fcis-17976	165	12	precise	precise	ADJ
fcis-17976	165	13	estimation	estimation	NOUN
fcis-17976	165	14	of	of	ADP
fcis-17976	165	15	object	object	NOUN
fcis-17976	165	16	location	location	NOUN
fcis-17976	165	17	and	and	CCONJ
fcis-17976	165	18	shape	shape	NOUN
fcis-17976	165	19	.	.	PUNCT
fcis-17976	166	1	in	in	ADP
fcis-17976	166	2	order	order	NOUN
fcis-17976	166	3	to	to	PART
fcis-17976	166	4	solve	solve	VERB
fcis-17976	166	5	this	this	DET
fcis-17976	166	6	problem	problem	NOUN
fcis-17976	166	7	,	,	PUNCT
fcis-17976	166	8	researchers	researcher	NOUN
fcis-17976	166	9	have	have	AUX
fcis-17976	166	10	tried	try	VERB
fcis-17976	166	11	to	to	PART
fcis-17976	166	12	combine	combine	VERB
fcis-17976	166	13	zsl	zsl	NOUN
fcis-17976	166	14	with	with	ADP
fcis-17976	166	15	other	other	ADJ
fcis-17976	166	16	computer	computer	NOUN
fcis-17976	166	17	vision	vision	NOUN
fcis-17976	166	18	technologies	technology	NOUN
fcis-17976	166	19	,	,	PUNCT
fcis-17976	166	20	such	such	ADJ
fcis-17976	166	21	as	as	ADP
fcis-17976	166	22	generative	generative	ADJ
fcis-17976	166	23	adversarial	adversarial	ADJ
fcis-17976	166	24	networks	network	NOUN
fcis-17976	166	25	(	(	PUNCT
fcis-17976	166	26	gans	gan	NOUN
fcis-17976	166	27	)	)	PUNCT
fcis-17976	166	28	and	and	CCONJ
fcis-17976	166	29	reinforcement	reinforcement	NOUN
fcis-17976	166	30	learning	learning	NOUN
fcis-17976	166	31	,	,	PUNCT
fcis-17976	166	32	in	in	ADP
fcis-17976	166	33	order	order	NOUN
fcis-17976	166	34	to	to	PART
fcis-17976	166	35	improve	improve	VERB
fcis-17976	166	36	the	the	DET
fcis-17976	166	37	model	model	NOUN
fcis-17976	166	38	's	's	PART
fcis-17976	166	39	detection	detection	NOUN
fcis-17976	166	40	and	and	CCONJ
fcis-17976	166	41	segmentation	segmentation	NOUN
fcis-17976	166	42	capabilities	capability	NOUN
fcis-17976	166	43	of	of	ADP
fcis-17976	166	44	new	new	ADJ
fcis-17976	166	45	categories	category	NOUN
fcis-17976	166	46	.	.	PUNCT
fcis-17976	167	1	current	current	ADJ
fcis-17976	167	2	research	research	NOUN
fcis-17976	167	3	shows	show	VERB
fcis-17976	167	4	that	that	SCONJ
fcis-17976	167	5	although	although	SCONJ
fcis-17976	167	6	zsl	zsl	NOUN
fcis-17976	167	7	has	have	AUX
fcis-17976	167	8	made	make	VERB
fcis-17976	167	9	certain	certain	ADJ
fcis-17976	167	10	progress	progress	NOUN
fcis-17976	167	11	in	in	ADP
fcis-17976	167	12	target	target	NOUN
fcis-17976	167	13	detection	detection	NOUN
fcis-17976	167	14	and	and	CCONJ
fcis-17976	167	15	segmentation	segmentation	NOUN
fcis-17976	167	16	tasks	task	NOUN
fcis-17976	167	17	,	,	PUNCT
fcis-17976	167	18	the	the	DET
fcis-17976	167	19	effect	effect	NOUN
fcis-17976	167	20	is	be	AUX
fcis-17976	167	21	still	still	ADV
fcis-17976	167	22	far	far	ADV
fcis-17976	167	23	behind	behind	ADP
fcis-17976	167	24	traditional	traditional	ADJ
fcis-17976	167	25	supervised	supervised	ADJ
fcis-17976	167	26	learning	learning	NOUN
fcis-17976	167	27	methods	method	NOUN
fcis-17976	167	28	.	.	PUNCT
fcis-17976	168	1	this	this	PRON
fcis-17976	168	2	is	be	AUX
fcis-17976	168	3	mainly	mainly	ADV
fcis-17976	168	4	because	because	SCONJ
fcis-17976	168	5	the	the	DET
fcis-17976	168	6	zsl	zsl	NOUN
fcis-17976	168	7	model	model	NOUN
fcis-17976	168	8	is	be	AUX
fcis-17976	168	9	still	still	ADV
fcis-17976	168	10	limited	limit	VERB
fcis-17976	168	11	in	in	ADP
fcis-17976	168	12	its	its	PRON
fcis-17976	168	13	ability	ability	NOUN
fcis-17976	168	14	to	to	PART
fcis-17976	168	15	generalize	generalize	VERB
fcis-17976	168	16	to	to	ADP
fcis-17976	168	17	new	new	ADJ
fcis-17976	168	18	categories	category	NOUN
fcis-17976	168	19	,	,	PUNCT
fcis-17976	168	20	especially	especially	ADV
fcis-17976	168	21	in	in	ADP
fcis-17976	168	22	complex	complex	ADJ
fcis-17976	168	23	backgrounds	background	NOUN
fcis-17976	168	24	and	and	CCONJ
fcis-17976	168	25	multi	multi	ADJ
fcis-17976	168	26	-	-	ADJ
fcis-17976	168	27	object	object	ADJ
fcis-17976	168	28	scenes	scene	NOUN
fcis-17976	168	29	.	.	PUNCT
fcis-17976	169	1	future	future	ADJ
fcis-17976	169	2	research	research	NOUN
fcis-17976	169	3	needs	need	VERB
fcis-17976	169	4	to	to	PART
fcis-17976	169	5	address	address	VERB
fcis-17976	169	6	several	several	ADJ
fcis-17976	169	7	key	key	ADJ
fcis-17976	169	8	issues	issue	NOUN
fcis-17976	169	9	.	.	PUNCT
fcis-17976	170	1	first	first	ADV
fcis-17976	170	2	,	,	PUNCT
fcis-17976	170	3	how	how	SCONJ
fcis-17976	170	4	to	to	PART
fcis-17976	170	5	design	design	VERB
fcis-17976	170	6	better	well	ADJ
fcis-17976	170	7	knowledge	knowledge	NOUN
fcis-17976	170	8	representation	representation	NOUN
fcis-17976	170	9	and	and	CCONJ
fcis-17976	170	10	transfer	transfer	NOUN
fcis-17976	170	11	mechanisms	mechanism	NOUN
fcis-17976	170	12	so	so	SCONJ
fcis-17976	170	13	that	that	SCONJ
fcis-17976	170	14	the	the	DET
fcis-17976	170	15	model	model	NOUN
fcis-17976	170	16	can	can	AUX
fcis-17976	170	17	effectively	effectively	ADV
fcis-17976	170	18	utilize	utilize	VERB
fcis-17976	170	19	existing	exist	VERB
fcis-17976	170	20	information	information	NOUN
fcis-17976	170	21	.	.	PUNCT
fcis-17976	171	1	secondly	secondly	ADV
fcis-17976	171	2	,	,	PUNCT
fcis-17976	171	3	new	new	ADJ
fcis-17976	171	4	models	model	NOUN
fcis-17976	171	5	and	and	CCONJ
fcis-17976	171	6	algorithms	algorithm	NOUN
fcis-17976	171	7	need	need	VERB
fcis-17976	171	8	to	to	PART
fcis-17976	171	9	be	be	AUX
fcis-17976	171	10	developed	develop	VERB
fcis-17976	171	11	to	to	PART
fcis-17976	171	12	improve	improve	VERB
fcis-17976	171	13	the	the	DET
fcis-17976	171	14	performance	performance	NOUN
fcis-17976	171	15	of	of	ADP
fcis-17976	171	16	zsl	zsl	NOUN
fcis-17976	171	17	in	in	ADP
fcis-17976	171	18	complex	complex	ADJ
fcis-17976	171	19	scenes	scene	NOUN
fcis-17976	171	20	.	.	PUNCT
fcis-17976	172	1	finally	finally	ADV
fcis-17976	172	2	,	,	PUNCT
fcis-17976	172	3	how	how	SCONJ
fcis-17976	172	4	to	to	PART
fcis-17976	172	5	reduce	reduce	VERB
fcis-17976	172	6	the	the	DET
fcis-17976	172	7	dependence	dependence	NOUN
fcis-17976	172	8	on	on	ADP
fcis-17976	172	9	computing	compute	VERB
fcis-17976	172	10	resources	resource	NOUN
fcis-17976	172	11	so	so	SCONJ
fcis-17976	172	12	that	that	SCONJ
fcis-17976	172	13	the	the	DET
fcis-17976	172	14	zsl	zsl	NOUN
fcis-17976	172	15	method	method	NOUN
fcis-17976	172	16	can	can	AUX
fcis-17976	172	17	run	run	VERB
fcis-17976	172	18	in	in	ADP
fcis-17976	172	19	resource	resource	NOUN
fcis-17976	172	20	42	42	NUM
fcis-17976	172	21	constrained	constrain	VERB
fcis-17976	172	22	environments	environment	NOUN
fcis-17976	172	23	is	be	AUX
fcis-17976	172	24	also	also	ADV
fcis-17976	172	25	an	an	DET
fcis-17976	172	26	important	important	ADJ
fcis-17976	172	27	research	research	NOUN
fcis-17976	172	28	direction	direction	NOUN
fcis-17976	172	29	.	.	PUNCT
fcis-17976	173	1	in	in	ADP
fcis-17976	173	2	summary	summary	NOUN
fcis-17976	173	3	,	,	PUNCT
fcis-17976	173	4	research	research	NOUN
fcis-17976	173	5	on	on	ADP
fcis-17976	173	6	target	target	NOUN
fcis-17976	173	7	detection	detection	NOUN
fcis-17976	173	8	and	and	CCONJ
fcis-17976	173	9	segmentation	segmentation	NOUN
fcis-17976	173	10	technology	technology	NOUN
fcis-17976	173	11	based	base	VERB
fcis-17976	173	12	on	on	ADP
fcis-17976	173	13	zero	zero	NUM
fcis-17976	173	14	-	-	PUNCT
fcis-17976	173	15	shot	shot	NOUN
fcis-17976	173	16	learning	learning	NOUN
fcis-17976	173	17	still	still	ADV
fcis-17976	173	18	faces	face	VERB
fcis-17976	173	19	many	many	ADJ
fcis-17976	173	20	challenges	challenge	NOUN
fcis-17976	173	21	.	.	PUNCT
fcis-17976	174	1	as	as	SCONJ
fcis-17976	174	2	research	research	NOUN
fcis-17976	174	3	continues	continue	VERB
fcis-17976	174	4	to	to	PART
fcis-17976	174	5	deepen	deepen	VERB
fcis-17976	174	6	,	,	PUNCT
fcis-17976	174	7	we	we	PRON
fcis-17976	174	8	have	have	VERB
fcis-17976	174	9	reason	reason	NOUN
fcis-17976	174	10	to	to	PART
fcis-17976	174	11	believe	believe	VERB
fcis-17976	174	12	that	that	SCONJ
fcis-17976	174	13	more	more	ADJ
fcis-17976	174	14	breakthroughs	breakthrough	NOUN
fcis-17976	174	15	will	will	AUX
fcis-17976	174	16	be	be	AUX
fcis-17976	174	17	made	make	VERB
fcis-17976	174	18	in	in	ADP
fcis-17976	174	19	this	this	DET
fcis-17976	174	20	field	field	NOUN
fcis-17976	174	21	,	,	PUNCT
fcis-17976	174	22	providing	provide	VERB
fcis-17976	174	23	strong	strong	ADJ
fcis-17976	174	24	support	support	NOUN
fcis-17976	174	25	for	for	ADP
fcis-17976	174	26	the	the	DET
fcis-17976	174	27	improvement	improvement	NOUN
fcis-17976	174	28	of	of	ADP
fcis-17976	174	29	the	the	DET
fcis-17976	174	30	generalization	generalization	NOUN
fcis-17976	174	31	ability	ability	NOUN
fcis-17976	174	32	and	and	CCONJ
fcis-17976	174	33	intelligence	intelligence	NOUN
fcis-17976	174	34	level	level	NOUN
fcis-17976	174	35	of	of	ADP
fcis-17976	174	36	computer	computer	NOUN
fcis-17976	174	37	vision	vision	NOUN
fcis-17976	174	38	systems	system	NOUN
fcis-17976	174	39	.	.	PUNCT
fcis-17976	175	1	references	reference	NOUN
fcis-17976	175	2	[	[	X
fcis-17976	175	3	1	1	NUM
fcis-17976	175	4	]	]	X
fcis-17976	175	5	ren	ren	PROPN
fcis-17976	175	6	,	,	PUNCT
fcis-17976	175	7	w.	w.	PROPN
fcis-17976	175	8	,	,	PUNCT
fcis-17976	175	9	tang	tang	PROPN
fcis-17976	175	10	,	,	PUNCT
fcis-17976	175	11	y.	y.	PROPN
fcis-17976	175	12	,	,	PUNCT
fcis-17976	175	13	sun	sun	PROPN
fcis-17976	175	14	,	,	PUNCT
fcis-17976	175	15	q.	q.	PROPN
fcis-17976	175	16	,	,	PUNCT
fcis-17976	175	17	zhao	zhao	PROPN
fcis-17976	175	18	,	,	PUNCT
fcis-17976	175	19	c.	c.	PROPN
fcis-17976	175	20	,	,	PUNCT
fcis-17976	175	21	&	&	CCONJ
fcis-17976	175	22	han	han	PROPN
fcis-17976	175	23	,	,	PUNCT
fcis-17976	175	24	q.	q.	PROPN
fcis-17976	175	25	l.	l.	PROPN
fcis-17976	175	26	(	(	PUNCT
fcis-17976	175	27	2023	2023	NUM
fcis-17976	175	28	)	)	PUNCT
fcis-17976	175	29	.	.	PUNCT
fcis-17976	176	1	visual	visual	ADJ
fcis-17976	176	2	semantic	semantic	ADJ
fcis-17976	176	3	segmentation	segmentation	NOUN
fcis-17976	176	4	based	base	VERB
fcis-17976	176	5	on	on	ADP
fcis-17976	176	6	few	few	ADJ
fcis-17976	176	7	/	/	SYM
fcis-17976	176	8	zero	zero	NUM
fcis-17976	176	9	-	-	PUNCT
fcis-17976	176	10	shot	shot	NOUN
fcis-17976	176	11	learning	learning	NOUN
fcis-17976	176	12	:	:	PUNCT
fcis-17976	176	13	an	an	DET
fcis-17976	176	14	overview	overview	NOUN
fcis-17976	176	15	.	.	PUNCT
fcis-17976	177	1	ieee	ieee	NOUN
fcis-17976	177	2	/	/	SYM
fcis-17976	177	3	caa	caa	PROPN
fcis-17976	177	4	journal	journal	PROPN
fcis-17976	177	5	of	of	ADP
fcis-17976	177	6	automatica	automatica	PROPN
fcis-17976	177	7	sinica	sinica	PROPN
fcis-17976	177	8	.	.	PUNCT
fcis-17976	178	1	[	[	X
fcis-17976	178	2	2	2	NUM
fcis-17976	178	3	]	]	X
fcis-17976	178	4	lu	lu	PROPN
fcis-17976	178	5	,	,	PUNCT
fcis-17976	178	6	x.	x.	PROPN
fcis-17976	178	7	,	,	PUNCT
fcis-17976	178	8	wang	wang	PROPN
fcis-17976	178	9	,	,	PUNCT
fcis-17976	178	10	w.	w.	PROPN
fcis-17976	178	11	,	,	PUNCT
fcis-17976	178	12	shen	shen	PROPN
fcis-17976	178	13	,	,	PUNCT
fcis-17976	178	14	j.	j.	PROPN
fcis-17976	178	15	,	,	PUNCT
fcis-17976	178	16	crandall	crandall	PROPN
fcis-17976	178	17	,	,	PUNCT
fcis-17976	178	18	d.	d.	PROPN
fcis-17976	178	19	,	,	PUNCT
fcis-17976	178	20	&	&	CCONJ
fcis-17976	178	21	luo	luo	PROPN
fcis-17976	178	22	,	,	PUNCT
fcis-17976	178	23	j.	j.	PROPN
fcis-17976	178	24	(	(	PUNCT
fcis-17976	178	25	2020	2020	NUM
fcis-17976	178	26	)	)	PUNCT
fcis-17976	178	27	.	.	PUNCT
fcis-17976	179	1	zero	zero	NUM
fcis-17976	179	2	-	-	PUNCT
fcis-17976	179	3	shot	shot	NOUN
fcis-17976	179	4	video	video	NOUN
fcis-17976	179	5	object	object	NOUN
fcis-17976	179	6	segmentation	segmentation	NOUN
fcis-17976	179	7	with	with	ADP
fcis-17976	179	8	co	co	NOUN
fcis-17976	179	9	-	-	ADJ
fcis-17976	179	10	attention	attention	ADJ
fcis-17976	179	11	siamese	siamese	ADJ
fcis-17976	179	12	networks	network	NOUN
fcis-17976	179	13	.	.	PUNCT
fcis-17976	180	1	ieee	ieee	NOUN
fcis-17976	180	2	transactions	transaction	NOUN
fcis-17976	180	3	on	on	ADP
fcis-17976	180	4	pattern	pattern	NOUN
fcis-17976	180	5	analysis	analysis	NOUN
fcis-17976	180	6	and	and	CCONJ
fcis-17976	180	7	machine	machine	NOUN
fcis-17976	180	8	intelligence	intelligence	NOUN
fcis-17976	180	9	,	,	PUNCT
fcis-17976	180	10	44(4	44(4	NOUN
fcis-17976	180	11	)	)	PUNCT
fcis-17976	180	12	,	,	PUNCT
fcis-17976	180	13	2228	2228	NUM
fcis-17976	180	14	-	-	SYM
fcis-17976	180	15	2242	2242	NUM
fcis-17976	180	16	.	.	PUNCT
fcis-17976	181	1	[	[	X
fcis-17976	181	2	3	3	NUM
fcis-17976	181	3	]	]	X
fcis-17976	181	4	dong	dong	PROPN
fcis-17976	181	5	,	,	PUNCT
fcis-17976	181	6	y.	y.	PROPN
fcis-17976	181	7	,	,	PUNCT
fcis-17976	181	8	jiang	jiang	PROPN
fcis-17976	181	9	,	,	PUNCT
fcis-17976	181	10	x.	x.	PROPN
fcis-17976	181	11	,	,	PUNCT
fcis-17976	181	12	zhou	zhou	PROPN
fcis-17976	181	13	,	,	PUNCT
fcis-17976	181	14	h.	h.	PROPN
fcis-17976	181	15	,	,	PUNCT
fcis-17976	181	16	lin	lin	PROPN
fcis-17976	181	17	,	,	PUNCT
fcis-17976	181	18	y.	y.	PROPN
fcis-17976	181	19	,	,	PUNCT
fcis-17976	181	20	&	&	CCONJ
fcis-17976	181	21	shi	shi	PROPN
fcis-17976	181	22	,	,	PUNCT
fcis-17976	181	23	q.	q.	PROPN
fcis-17976	181	24	(	(	PUNCT
fcis-17976	181	25	2021	2021	NUM
fcis-17976	181	26	)	)	PUNCT
fcis-17976	181	27	.	.	PUNCT
fcis-17976	182	1	sr2cnn	sr2cnn	PROPN
fcis-17976	182	2	:	:	PUNCT
fcis-17976	182	3	zero	zero	NUM
fcis-17976	182	4	-	-	PUNCT
fcis-17976	182	5	shot	shot	NOUN
fcis-17976	182	6	learning	learning	NOUN
fcis-17976	182	7	for	for	ADP
fcis-17976	182	8	signal	signal	ADJ
fcis-17976	182	9	recognition	recognition	NOUN
fcis-17976	182	10	.	.	PUNCT
fcis-17976	183	1	ieee	ieee	NOUN
fcis-17976	183	2	transactions	transaction	NOUN
fcis-17976	183	3	on	on	ADP
fcis-17976	183	4	signal	signal	ADJ
fcis-17976	183	5	processing	processing	NOUN
fcis-17976	183	6	,	,	PUNCT
fcis-17976	183	7	69	69	NUM
fcis-17976	183	8	,	,	PUNCT
fcis-17976	183	9	2316	2316	NUM
fcis-17976	183	10	-	-	SYM
fcis-17976	183	11	2329	2329	NUM
fcis-17976	183	12	.	.	PUNCT
fcis-17976	184	1	[	[	X
fcis-17976	184	2	4	4	NUM
fcis-17976	184	3	]	]	X
fcis-17976	184	4	bian	bian	PROPN
fcis-17976	184	5	,	,	PUNCT
fcis-17976	184	6	c.	c.	PROPN
fcis-17976	184	7	,	,	PUNCT
fcis-17976	184	8	yuan	yuan	PROPN
fcis-17976	184	9	,	,	PUNCT
fcis-17976	184	10	c.	c.	PROPN
fcis-17976	184	11	,	,	PUNCT
fcis-17976	184	12	ma	ma	PROPN
fcis-17976	184	13	,	,	PUNCT
fcis-17976	184	14	k.	k.	PROPN
fcis-17976	184	15	,	,	PUNCT
fcis-17976	184	16	yu	yu	PROPN
fcis-17976	184	17	,	,	PUNCT
fcis-17976	184	18	s.	s.	PROPN
fcis-17976	184	19	,	,	PUNCT
fcis-17976	184	20	wei	wei	PROPN
fcis-17976	184	21	,	,	PUNCT
fcis-17976	184	22	d.	d.	PROPN
fcis-17976	184	23	,	,	PUNCT
fcis-17976	184	24	&	&	CCONJ
fcis-17976	184	25	zheng	zheng	PROPN
fcis-17976	184	26	,	,	PUNCT
fcis-17976	184	27	y.	y.	PROPN
fcis-17976	184	28	(	(	PUNCT
fcis-17976	184	29	2021	2021	NUM
fcis-17976	184	30	)	)	PUNCT
fcis-17976	184	31	.	.	PUNCT
fcis-17976	185	1	domain	domain	NOUN
fcis-17976	185	2	adaptation	adaptation	NOUN
fcis-17976	185	3	meets	meet	VERB
fcis-17976	185	4	zero	zero	NUM
fcis-17976	185	5	-	-	PUNCT
fcis-17976	185	6	shot	shot	NOUN
fcis-17976	185	7	learning	learning	NOUN
fcis-17976	185	8	:	:	PUNCT
fcis-17976	185	9	an	an	DET
fcis-17976	185	10	annotationefficient	annotationefficient	NOUN
fcis-17976	185	11	approach	approach	NOUN
fcis-17976	185	12	to	to	ADP
fcis-17976	185	13	multi	multi	ADJ
fcis-17976	185	14	-	-	ADJ
fcis-17976	185	15	modality	modality	ADJ
fcis-17976	185	16	medical	medical	ADJ
fcis-17976	185	17	image	image	NOUN
fcis-17976	185	18	segmentation	segmentation	NOUN
fcis-17976	185	19	.	.	PUNCT
fcis-17976	186	1	ieee	ieee	NOUN
fcis-17976	186	2	transactions	transaction	NOUN
fcis-17976	186	3	on	on	ADP
fcis-17976	186	4	medical	medical	ADJ
fcis-17976	186	5	imaging	imaging	NOUN
fcis-17976	186	6	,	,	PUNCT
fcis-17976	186	7	41(5	41(5	NUM
fcis-17976	186	8	)	)	PUNCT
fcis-17976	186	9	,	,	PUNCT
fcis-17976	186	10	1043	1043	NUM
fcis-17976	186	11	-	-	SYM
fcis-17976	186	12	1056	1056	NUM
fcis-17976	186	13	.	.	PUNCT
fcis-17976	187	1	[	[	X
fcis-17976	187	2	5	5	NUM
fcis-17976	187	3	]	]	SYM
fcis-17976	187	4	li	li	PROPN
fcis-17976	187	5	,	,	PUNCT
fcis-17976	187	6	p.	p.	PROPN
fcis-17976	187	7	,	,	PUNCT
fcis-17976	187	8	wei	wei	PROPN
fcis-17976	187	9	,	,	PUNCT
fcis-17976	187	10	y.	y.	PROPN
fcis-17976	187	11	,	,	PUNCT
fcis-17976	187	12	&	&	CCONJ
fcis-17976	187	13	yang	yang	PROPN
fcis-17976	187	14	,	,	PUNCT
fcis-17976	187	15	y.	y.	PROPN
fcis-17976	187	16	(	(	PUNCT
fcis-17976	187	17	2020	2020	NUM
fcis-17976	187	18	)	)	PUNCT
fcis-17976	187	19	.	.	PUNCT
fcis-17976	188	1	consistent	consistent	ADJ
fcis-17976	188	2	structural	structural	ADJ
fcis-17976	188	3	relation	relation	NOUN
fcis-17976	188	4	learning	learn	VERB
fcis-17976	188	5	for	for	ADP
fcis-17976	188	6	zero	zero	NUM
fcis-17976	188	7	-	-	PUNCT
fcis-17976	188	8	shot	shot	NOUN
fcis-17976	188	9	segmentation	segmentation	NOUN
fcis-17976	188	10	.	.	PUNCT
fcis-17976	189	1	advances	advance	NOUN
fcis-17976	189	2	in	in	ADP
fcis-17976	189	3	neural	neural	ADJ
fcis-17976	189	4	information	information	NOUN
fcis-17976	189	5	processing	processing	NOUN
fcis-17976	189	6	systems	system	NOUN
fcis-17976	189	7	,	,	PUNCT
fcis-17976	189	8	33	33	NUM
fcis-17976	189	9	,	,	PUNCT
fcis-17976	189	10	10317	10317	NUM
fcis-17976	189	11	-	-	SYM
fcis-17976	189	12	10327	10327	NUM
fcis-17976	189	13	.	.	PUNCT
fcis-17976	190	1	[	[	X
fcis-17976	190	2	6	6	NUM
fcis-17976	190	3	]	]	X
fcis-17976	190	4	lv	lv	PROPN
fcis-17976	190	5	,	,	PUNCT
fcis-17976	190	6	f.	f.	PROPN
fcis-17976	190	7	,	,	PUNCT
fcis-17976	190	8	liu	liu	PROPN
fcis-17976	190	9	,	,	PUNCT
fcis-17976	190	10	h.	h.	PROPN
fcis-17976	190	11	,	,	PUNCT
fcis-17976	190	12	wang	wang	PROPN
fcis-17976	190	13	,	,	PUNCT
fcis-17976	190	14	y.	y.	PROPN
fcis-17976	190	15	,	,	PUNCT
fcis-17976	190	16	zhao	zhao	PROPN
fcis-17976	190	17	,	,	PUNCT
fcis-17976	190	18	j.	j.	PROPN
fcis-17976	190	19	,	,	PUNCT
fcis-17976	190	20	&	&	CCONJ
fcis-17976	190	21	yang	yang	PROPN
fcis-17976	190	22	,	,	PUNCT
fcis-17976	190	23	g.	g.	PROPN
fcis-17976	190	24	(	(	PUNCT
fcis-17976	190	25	2020	2020	NUM
fcis-17976	190	26	)	)	PUNCT
fcis-17976	190	27	.	.	PUNCT
fcis-17976	191	1	learning	learn	VERB
fcis-17976	191	2	unbiased	unbiased	ADJ
fcis-17976	191	3	zero	zero	NUM
fcis-17976	191	4	-	-	PUNCT
fcis-17976	191	5	shot	shoot	VERB
fcis-17976	191	6	semantic	semantic	ADJ
fcis-17976	191	7	segmentation	segmentation	NOUN
fcis-17976	191	8	networks	network	NOUN
fcis-17976	191	9	via	via	ADP
fcis-17976	191	10	transductive	transductive	ADJ
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fcis-17976	191	12	.	.	PUNCT
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fcis-17976	192	2	signal	signal	NOUN
fcis-17976	192	3	processing	processing	NOUN
fcis-17976	192	4	letters	letter	NOUN
fcis-17976	192	5	,	,	PUNCT
fcis-17976	192	6	27	27	NUM
fcis-17976	192	7	,	,	PUNCT
fcis-17976	192	8	1640	1640	NUM
fcis-17976	192	9	-	-	SYM
fcis-17976	192	10	1644	1644	NUM
fcis-17976	192	11	.	.	PUNCT
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fcis-17976	193	2	7	7	NUM
fcis-17976	193	3	]	]	SYM
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fcis-17976	193	5	,	,	PUNCT
fcis-17976	193	6	z.	z.	PROPN
fcis-17976	193	7	,	,	PUNCT
fcis-17976	193	8	zhou	zhou	PROPN
fcis-17976	193	9	,	,	PUNCT
fcis-17976	193	10	s.	s.	PROPN
fcis-17976	193	11	,	,	PUNCT
fcis-17976	193	12	niu	niu	PROPN
fcis-17976	193	13	,	,	PUNCT
fcis-17976	193	14	l.	l.	PROPN
fcis-17976	193	15	,	,	PUNCT
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fcis-17976	193	17	,	,	PUNCT
fcis-17976	193	18	z.	z.	PROPN
fcis-17976	193	19	,	,	PUNCT
fcis-17976	193	20	&	&	CCONJ
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fcis-17976	193	23	l.	l.	PROPN
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fcis-17976	193	25	2022	2022	NUM
fcis-17976	193	26	)	)	PUNCT
fcis-17976	193	27	.	.	PUNCT
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fcis-17976	194	2	pixel	pixel	PROPN
fcis-17976	194	3	to	to	ADP
fcis-17976	194	4	patch	patch	NOUN
fcis-17976	194	5	:	:	PUNCT
fcis-17976	194	6	synthesize	synthesize	VERB
fcis-17976	194	7	context	context	NOUN
fcis-17976	194	8	-	-	PUNCT
fcis-17976	194	9	aware	aware	ADJ
fcis-17976	194	10	features	feature	NOUN
fcis-17976	194	11	for	for	ADP
fcis-17976	194	12	zero	zero	NUM
fcis-17976	194	13	-	-	PUNCT
fcis-17976	194	14	shot	shoot	VERB
fcis-17976	194	15	semantic	semantic	ADJ
fcis-17976	194	16	segmentation	segmentation	NOUN
fcis-17976	194	17	.	.	PUNCT
fcis-17976	195	1	ieee	ieee	NOUN
fcis-17976	195	2	transactions	transaction	NOUN
fcis-17976	195	3	on	on	ADP
fcis-17976	195	4	neural	neural	ADJ
fcis-17976	195	5	networks	network	NOUN
fcis-17976	195	6	and	and	CCONJ
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fcis-17976	195	8	systems	system	NOUN
fcis-17976	195	9	.	.	PUNCT
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fcis-17976	196	2	8	8	NUM
fcis-17976	196	3	]	]	X
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fcis-17976	196	5	,	,	PUNCT
fcis-17976	196	6	z.	z.	PROPN
fcis-17976	196	7	,	,	PUNCT
fcis-17976	196	8	liu	liu	PROPN
fcis-17976	196	9	,	,	PUNCT
fcis-17976	196	10	q.	q.	PROPN
fcis-17976	196	11	,	,	PUNCT
fcis-17976	196	12	qiu	qiu	PROPN
fcis-17976	196	13	,	,	PUNCT
fcis-17976	196	14	s.	s.	PROPN
fcis-17976	196	15	,	,	PUNCT
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fcis-17976	196	17	,	,	PUNCT
fcis-17976	196	18	s.	s.	PROPN
fcis-17976	196	19	,	,	PUNCT
fcis-17976	196	20	&	&	CCONJ
fcis-17976	196	21	zhang	zhang	PROPN
fcis-17976	196	22	,	,	PUNCT
fcis-17976	196	23	c.	c.	PROPN
fcis-17976	196	24	(	(	PUNCT
fcis-17976	196	25	2020	2020	NUM
fcis-17976	196	26	)	)	PUNCT
fcis-17976	196	27	.	.	PUNCT
fcis-17976	197	1	unknown	unknown	ADJ
fcis-17976	197	2	attack	attack	NOUN
fcis-17976	197	3	detection	detection	NOUN
fcis-17976	197	4	based	base	VERB
fcis-17976	197	5	on	on	ADP
fcis-17976	197	6	zero	zero	NUM
fcis-17976	197	7	-	-	PUNCT
fcis-17976	197	8	shot	shot	NOUN
fcis-17976	197	9	learning	learning	NOUN
fcis-17976	197	10	.	.	PUNCT
fcis-17976	198	1	ieee	ieee	NOUN
fcis-17976	198	2	access	access	NOUN
fcis-17976	198	3	,	,	PUNCT
fcis-17976	198	4	8	8	NUM
fcis-17976	198	5	,	,	PUNCT
fcis-17976	198	6	193981	193981	NUM
fcis-17976	198	7	-	-	SYM
fcis-17976	198	8	193991	193991	NUM
fcis-17976	198	9	.	.	PUNCT
fcis-17976	199	1	[	[	X
fcis-17976	199	2	9	9	NUM
fcis-17976	199	3	]	]	X
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fcis-17976	199	5	,	,	PUNCT
fcis-17976	199	6	r.	r.	PROPN
fcis-17976	199	7	,	,	PUNCT
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fcis-17976	199	9	,	,	PUNCT
fcis-17976	199	10	z.	z.	PROPN
fcis-17976	199	11	,	,	PUNCT
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fcis-17976	199	13	,	,	PUNCT
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fcis-17976	199	16	&	&	CCONJ
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fcis-17976	199	19	s.	s.	PROPN
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fcis-17976	199	21	2021	2021	NUM
fcis-17976	199	22	)	)	PUNCT
fcis-17976	199	23	.	.	PUNCT
fcis-17976	200	1	the	the	DET
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fcis-17976	200	3	of	of	ADP
fcis-17976	200	4	objectness	objectness	NOUN
fcis-17976	200	5	:	:	PUNCT
fcis-17976	200	6	learning	learn	VERB
fcis-17976	200	7	zero	zero	NUM
fcis-17976	200	8	-	-	PUNCT
fcis-17976	200	9	shot	shot	NOUN
fcis-17976	200	10	segmentation	segmentation	NOUN
fcis-17976	200	11	from	from	ADP
fcis-17976	200	12	videos	video	NOUN
fcis-17976	200	13	.	.	PUNCT
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fcis-17976	201	2	in	in	ADP
fcis-17976	201	3	neural	neural	ADJ
fcis-17976	201	4	information	information	NOUN
fcis-17976	201	5	processing	processing	NOUN
fcis-17976	201	6	systems	system	NOUN
fcis-17976	201	7	,	,	PUNCT
fcis-17976	201	8	34	34	NUM
fcis-17976	201	9	,	,	PUNCT
fcis-17976	201	10	13137	13137	NUM
fcis-17976	201	11	-	-	SYM
fcis-17976	201	12	13152	13152	NUM
fcis-17976	201	13	.	.	PUNCT
fcis-17976	202	1	[	[	X
fcis-17976	202	2	10	10	NUM
fcis-17976	202	3	]	]	X
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fcis-17976	202	6	t.	t.	PROPN
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fcis-17976	202	9	,	,	PUNCT
fcis-17976	202	10	j.	j.	PROPN
fcis-17976	202	11	,	,	PUNCT
fcis-17976	202	12	wang	wang	PROPN
fcis-17976	202	13	,	,	PUNCT
fcis-17976	202	14	s.	s.	PROPN
fcis-17976	202	15	,	,	PUNCT
fcis-17976	202	16	tao	tao	PROPN
fcis-17976	202	17	,	,	PUNCT
fcis-17976	202	18	r.	r.	PROPN
fcis-17976	202	19	,	,	PUNCT
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fcis-17976	202	25	2020	2020	NUM
fcis-17976	202	26	)	)	PUNCT
fcis-17976	202	27	.	.	PUNCT
fcis-17976	203	1	matnet	matnet	NOUN
fcis-17976	203	2	:	:	PUNCT
fcis-17976	203	3	motion	motion	NOUN
fcis-17976	203	4	-	-	PUNCT
fcis-17976	203	5	attentive	attentive	ADJ
fcis-17976	203	6	transition	transition	NOUN
fcis-17976	203	7	network	network	NOUN
fcis-17976	203	8	for	for	ADP
fcis-17976	203	9	zero	zero	NUM
fcis-17976	203	10	-	-	PUNCT
fcis-17976	203	11	shot	shot	NOUN
fcis-17976	203	12	video	video	NOUN
fcis-17976	203	13	object	object	NOUN
fcis-17976	203	14	segmentation	segmentation	NOUN
fcis-17976	203	15	.	.	PUNCT
fcis-17976	204	1	ieee	ieee	NOUN
fcis-17976	204	2	transactions	transaction	NOUN
fcis-17976	204	3	on	on	ADP
fcis-17976	204	4	image	image	NOUN
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fcis-17976	204	6	,	,	PUNCT
fcis-17976	204	7	29	29	NUM
fcis-17976	204	8	,	,	PUNCT
fcis-17976	204	9	8326	8326	NUM
fcis-17976	204	10	-	-	SYM
fcis-17976	204	11	8338	8338	NUM
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fcis-17976	205	2	11	11	NUM
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fcis-17976	205	5	,	,	PUNCT
fcis-17976	205	6	g.	g.	PROPN
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fcis-17976	205	8	,	,	PUNCT
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fcis-17976	205	11	z.	z.	PROPN
fcis-17976	205	12	,	,	PUNCT
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fcis-17976	205	14	,	,	PUNCT
fcis-17976	205	15	h.	h.	PROPN
fcis-17976	205	16	,	,	PUNCT
fcis-17976	205	17	shao	shao	PROPN
fcis-17976	205	18	,	,	PUNCT
fcis-17976	205	19	l.	l.	PROPN
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fcis-17976	205	23	,	,	PUNCT
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fcis-17976	205	25	(	(	PUNCT
fcis-17976	205	26	2022	2022	NUM
fcis-17976	205	27	)	)	PUNCT
fcis-17976	205	28	.	.	PUNCT
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fcis-17976	206	2	zero	zero	NUM
fcis-17976	206	3	-	-	PUNCT
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fcis-17976	206	6	:	:	PUNCT
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fcis-17976	206	11	an	an	DET
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fcis-17976	206	14	network	network	NOUN
fcis-17976	206	15	.	.	PUNCT
fcis-17976	207	1	ieee	ieee	NOUN
fcis-17976	207	2	transactions	transaction	NOUN
fcis-17976	207	3	on	on	ADP
fcis-17976	207	4	circuits	circuit	NOUN
fcis-17976	207	5	and	and	CCONJ
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fcis-17976	208	3	]	]	SYM
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fcis-17976	208	7	,	,	PUNCT
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fcis-17976	208	9	,	,	PUNCT
fcis-17976	208	10	c.	c.	PROPN
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fcis-17976	208	14	,	,	PUNCT
fcis-17976	208	15	y.	y.	PROPN
fcis-17976	208	16	,	,	PUNCT
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fcis-17976	208	18	,	,	PUNCT
fcis-17976	208	19	t.	t.	PROPN
fcis-17976	208	20	,	,	PUNCT
fcis-17976	208	21	yao	yao	PROPN
fcis-17976	208	22	,	,	PUNCT
fcis-17976	208	23	l.	l.	PROPN
fcis-17976	208	24	,	,	PUNCT
fcis-17976	208	25	&	&	CCONJ
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fcis-17976	208	27	,	,	PUNCT
fcis-17976	208	28	x.	x.	PROPN
fcis-17976	208	29	(	(	PUNCT
fcis-17976	208	30	2023	2023	NUM
fcis-17976	208	31	)	)	PUNCT
fcis-17976	208	32	.	.	PUNCT
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fcis-17976	209	2	-	-	PUNCT
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fcis-17976	209	4	camouflaged	camouflage	VERB
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fcis-17976	209	7	.	.	PUNCT
fcis-17976	210	1	ieee	ieee	NOUN
fcis-17976	210	2	transactions	transaction	NOUN
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fcis-17976	210	4	image	image	NOUN
fcis-17976	210	5	processing	processing	NOUN
fcis-17976	210	6	.	.	PUNCT
fcis-17976	211	1	[	[	X
fcis-17976	211	2	13	13	NUM
fcis-17976	211	3	]	]	SYM
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fcis-17976	211	7	,	,	PUNCT
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fcis-17976	211	11	,	,	PUNCT
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fcis-17976	211	13	,	,	PUNCT
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fcis-17976	211	15	,	,	PUNCT
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fcis-17976	211	17	,	,	PUNCT
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fcis-17976	211	42	pseudo	pseudo	NOUN
fcis-17976	211	43	samples	sample	NOUN
fcis-17976	211	44	.	.	PUNCT
fcis-17976	212	1	applied	apply	VERB
fcis-17976	212	2	acoustics	acoustic	NOUN
fcis-17976	212	3	,	,	PUNCT
fcis-17976	212	4	173	173	NUM
fcis-17976	212	5	,	,	PUNCT
fcis-17976	212	6	107691	107691	NUM
fcis-17976	212	7	.	.	PUNCT
fcis-17976	213	1	[	[	X
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fcis-17976	213	3	]	]	SYM
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fcis-17976	213	6	j.	j.	PROPN
fcis-17976	213	7	,	,	PUNCT
fcis-17976	213	8	ye	ye	PROPN
fcis-17976	213	9	,	,	PUNCT
fcis-17976	213	10	x.	x.	NOUN
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fcis-17976	213	18	)	)	PUNCT
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fcis-17976	214	4	detection	detection	NOUN
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fcis-17976	214	18	target	target	NOUN
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fcis-17976	215	2	sensing	sensing	NOUN
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fcis-17976	215	4	14(24	14(24	NUM
fcis-17976	215	5	)	)	PUNCT
fcis-17976	215	6	,	,	PUNCT
fcis-17976	215	7	6260	6260	NUM
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fcis-17976	216	1	[	[	X
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fcis-17976	216	3	]	]	X
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fcis-17976	216	19	,	,	PUNCT
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fcis-17976	216	21	,	,	PUNCT
fcis-17976	216	22	m.	m.	NOUN
fcis-17976	216	23	,	,	PUNCT
fcis-17976	216	24	&	&	CCONJ
fcis-17976	216	25	mandt	mandt	PROPN
fcis-17976	216	26	,	,	PUNCT
fcis-17976	216	27	s.	s.	PROPN
fcis-17976	216	28	(	(	PUNCT
fcis-17976	216	29	2024	2024	NUM
fcis-17976	216	30	)	)	PUNCT
fcis-17976	216	31	.	.	PUNCT
fcis-17976	217	1	zero	zero	NUM
fcis-17976	217	2	-	-	PUNCT
fcis-17976	217	3	shot	shot	NOUN
fcis-17976	217	4	anomaly	anomaly	NOUN
fcis-17976	217	5	detection	detection	NOUN
fcis-17976	217	6	via	via	ADP
fcis-17976	217	7	batch	batch	NOUN
fcis-17976	217	8	normalization	normalization	NOUN
fcis-17976	217	9	.	.	PUNCT
fcis-17976	218	1	advances	advance	NOUN
fcis-17976	218	2	in	in	ADP
fcis-17976	218	3	neural	neural	ADJ
fcis-17976	218	4	information	information	NOUN
fcis-17976	218	5	processing	processing	NOUN
fcis-17976	218	6	systems	system	NOUN
fcis-17976	218	7	,	,	PUNCT
fcis-17976	218	8	36	36	NUM
fcis-17976	218	9	.	.	PUNCT
fcis-17976	219	1	[	[	X
fcis-17976	219	2	16	16	NUM
fcis-17976	219	3	]	]	X
fcis-17976	219	4	shi	shi	PROPN
fcis-17976	219	5	,	,	PUNCT
fcis-17976	219	6	p.	p.	PROPN
fcis-17976	219	7	,	,	PUNCT
fcis-17976	219	8	qiu	qiu	PROPN
fcis-17976	219	9	,	,	PUNCT
fcis-17976	219	10	j.	j.	PROPN
fcis-17976	219	11	,	,	PUNCT
fcis-17976	219	12	abaxi	abaxi	PROPN
fcis-17976	219	13	,	,	PUNCT
fcis-17976	219	14	s.	s.	PROPN
fcis-17976	219	15	m.	m.	PROPN
fcis-17976	219	16	d.	d.	PROPN
fcis-17976	219	17	,	,	PUNCT
fcis-17976	219	18	wei	wei	PROPN
fcis-17976	219	19	,	,	PUNCT
fcis-17976	219	20	h.	h.	PROPN
fcis-17976	219	21	,	,	PUNCT
fcis-17976	219	22	lo	lo	PROPN
fcis-17976	219	23	,	,	PUNCT
fcis-17976	219	24	f.	f.	PROPN
fcis-17976	219	25	p.	p.	PROPN
fcis-17976	219	26	w.	w.	PROPN
fcis-17976	219	27	,	,	PUNCT
fcis-17976	219	28	&	&	CCONJ
fcis-17976	219	29	yuan	yuan	PROPN
fcis-17976	219	30	,	,	PUNCT
fcis-17976	219	31	w.	w.	PROPN
fcis-17976	219	32	(	(	PUNCT
fcis-17976	219	33	2023	2023	NUM
fcis-17976	219	34	)	)	PUNCT
fcis-17976	219	35	.	.	PUNCT
fcis-17976	220	1	generalist	generalist	ADJ
fcis-17976	220	2	vision	vision	PROPN
fcis-17976	220	3	foundation	foundation	NOUN
fcis-17976	220	4	models	model	NOUN
fcis-17976	220	5	for	for	ADP
fcis-17976	220	6	medical	medical	ADJ
fcis-17976	220	7	imaging	imaging	NOUN
fcis-17976	220	8	:	:	PUNCT
fcis-17976	220	9	a	a	DET
fcis-17976	220	10	case	case	NOUN
fcis-17976	220	11	study	study	NOUN
fcis-17976	220	12	of	of	ADP
fcis-17976	220	13	segment	segment	NOUN
fcis-17976	220	14	anything	anything	PRON
fcis-17976	220	15	model	model	NOUN
fcis-17976	220	16	on	on	ADP
fcis-17976	220	17	zero	zero	NUM
fcis-17976	220	18	-	-	PUNCT
fcis-17976	220	19	shot	shoot	VERB
fcis-17976	220	20	medical	medical	ADJ
fcis-17976	220	21	segmentation	segmentation	NOUN
fcis-17976	220	22	.	.	PUNCT
fcis-17976	221	1	diagnostics	diagnostic	NOUN
fcis-17976	221	2	,	,	PUNCT
fcis-17976	221	3	13(11	13(11	NUM
fcis-17976	221	4	)	)	PUNCT
fcis-17976	221	5	,	,	PUNCT
fcis-17976	221	6	1947	1947	NUM
fcis-17976	221	7	.	.	PUNCT
fcis-17976	222	1	[	[	X
fcis-17976	222	2	17	17	NUM
fcis-17976	222	3	]	]	PUNCT
fcis-17976	222	4	shin	shin	NOUN
fcis-17976	222	5	,	,	PUNCT
fcis-17976	222	6	g.	g.	PROPN
fcis-17976	222	7	,	,	PUNCT
fcis-17976	222	8	xie	xie	PROPN
fcis-17976	222	9	,	,	PUNCT
fcis-17976	222	10	w.	w.	PROPN
fcis-17976	222	11	,	,	PUNCT
fcis-17976	222	12	&	&	CCONJ
fcis-17976	222	13	albanie	albanie	PROPN
fcis-17976	222	14	,	,	PUNCT
fcis-17976	222	15	s.	s.	PROPN
fcis-17976	222	16	(	(	PUNCT
fcis-17976	222	17	2022	2022	NUM
fcis-17976	222	18	)	)	PUNCT
fcis-17976	222	19	.	.	PUNCT
fcis-17976	223	1	reco	reco	PROPN
fcis-17976	223	2	:	:	PUNCT
fcis-17976	223	3	retrieve	retrieve	VERB
fcis-17976	223	4	and	and	CCONJ
fcis-17976	223	5	cosegment	cosegment	NOUN
fcis-17976	223	6	for	for	ADP
fcis-17976	223	7	zero	zero	NUM
fcis-17976	223	8	-	-	PUNCT
fcis-17976	223	9	shot	shot	NOUN
fcis-17976	223	10	transfer	transfer	NOUN
fcis-17976	223	11	.	.	PUNCT
fcis-17976	224	1	advances	advance	NOUN
fcis-17976	224	2	in	in	ADP
fcis-17976	224	3	neural	neural	ADJ
fcis-17976	224	4	information	information	NOUN
fcis-17976	224	5	processing	processing	NOUN
fcis-17976	224	6	systems	system	NOUN
fcis-17976	224	7	,	,	PUNCT
fcis-17976	224	8	35	35	NUM
fcis-17976	224	9	,	,	PUNCT
fcis-17976	224	10	33754	33754	NUM
fcis-17976	224	11	-	-	SYM
fcis-17976	224	12	33767	33767	NUM
fcis-17976	224	13	.	.	PUNCT
fcis-17976	225	1	[	[	X
fcis-17976	225	2	18	18	NUM
fcis-17976	225	3	]	]	X
fcis-17976	225	4	zhou	zhou	PROPN
fcis-17976	225	5	,	,	PUNCT
fcis-17976	225	6	t.	t.	PROPN
fcis-17976	225	7	,	,	PUNCT
fcis-17976	225	8	wang	wang	PROPN
fcis-17976	225	9	,	,	PUNCT
fcis-17976	225	10	s.	s.	PROPN
fcis-17976	225	11	,	,	PUNCT
fcis-17976	225	12	zhou	zhou	PROPN
fcis-17976	225	13	,	,	PUNCT
fcis-17976	225	14	y.	y.	PROPN
fcis-17976	225	15	,	,	PUNCT
fcis-17976	225	16	yao	yao	PROPN
fcis-17976	225	17	,	,	PUNCT
fcis-17976	225	18	y.	y.	PROPN
fcis-17976	225	19	,	,	PUNCT
fcis-17976	225	20	li	li	PROPN
fcis-17976	225	21	,	,	PUNCT
fcis-17976	225	22	j.	j.	PROPN
fcis-17976	225	23	,	,	PUNCT
fcis-17976	225	24	&	&	CCONJ
fcis-17976	225	25	shao	shao	PROPN
fcis-17976	225	26	,	,	PUNCT
fcis-17976	225	27	l.	l.	PROPN
fcis-17976	225	28	(	(	PUNCT
fcis-17976	225	29	2020	2020	NUM
fcis-17976	225	30	,	,	PUNCT
fcis-17976	225	31	april	april	PROPN
fcis-17976	225	32	)	)	PUNCT
fcis-17976	225	33	.	.	PUNCT
fcis-17976	226	1	motion	motion	NOUN
fcis-17976	226	2	-	-	PUNCT
fcis-17976	226	3	attentive	attentive	ADJ
fcis-17976	226	4	transition	transition	NOUN
fcis-17976	226	5	for	for	ADP
fcis-17976	226	6	zero	zero	NUM
fcis-17976	226	7	-	-	PUNCT
fcis-17976	226	8	shot	shot	NOUN
fcis-17976	226	9	video	video	NOUN
fcis-17976	226	10	object	object	NOUN
fcis-17976	226	11	segmentation	segmentation	NOUN
fcis-17976	226	12	.	.	PUNCT
fcis-17976	227	1	in	in	ADP
fcis-17976	227	2	proceedings	proceeding	NOUN
fcis-17976	227	3	of	of	ADP
fcis-17976	227	4	the	the	DET
fcis-17976	227	5	aaai	aaai	PROPN
fcis-17976	227	6	conference	conference	NOUN
fcis-17976	227	7	on	on	ADP
fcis-17976	227	8	artificial	artificial	ADJ
fcis-17976	227	9	intelligence	intelligence	NOUN
fcis-17976	227	10	(	(	PUNCT
fcis-17976	227	11	vol	vol	NOUN
fcis-17976	227	12	.	.	PROPN
fcis-17976	227	13	34	34	NUM
fcis-17976	227	14	,	,	PUNCT
fcis-17976	227	15	no	no	INTJ
fcis-17976	227	16	.	.	NOUN
fcis-17976	227	17	07	07	NUM
fcis-17976	227	18	,	,	PUNCT
fcis-17976	227	19	pp	pp	ADJ
fcis-17976	227	20	.	.	PUNCT
fcis-17976	227	21	13066	13066	NUM
fcis-17976	227	22	-	-	SYM
fcis-17976	227	23	13073	13073	NUM
fcis-17976	227	24	)	)	PUNCT
fcis-17976	227	25	.	.	PUNCT