id	sid	tid	token	lemma	pos
fcis-26982	1	1	frontiers	frontier	NOUN
fcis-26982	1	2	in	in	ADP
fcis-26982	1	3	computing	computing	NOUN
fcis-26982	1	4	and	and	CCONJ
fcis-26982	1	5	intelligent	intelligent	ADJ
fcis-26982	1	6	systems	system	NOUN
fcis-26982	1	7	issn	issn	VERB
fcis-26982	1	8	:	:	PUNCT
fcis-26982	1	9	2832	2832	NUM
fcis-26982	1	10	-	-	SYM
fcis-26982	1	11	6024	6024	NUM
fcis-26982	1	12	|	|	NOUN
fcis-26982	1	13	vol	vol	NOUN
fcis-26982	1	14	.	.	PROPN
fcis-26982	2	1	10	10	NUM
fcis-26982	2	2	,	,	PUNCT
fcis-26982	2	3	no	no	INTJ
fcis-26982	2	4	.	.	NOUN
fcis-26982	2	5	2	2	NUM
fcis-26982	2	6	,	,	PUNCT
fcis-26982	2	7	2024	2024	NUM
fcis-26982	2	8	18	18	NUM
fcis-26982	2	9	experimental	experimental	ADJ
fcis-26982	2	10	design	design	NOUN
fcis-26982	2	11	of	of	ADP
fcis-26982	2	12	face	face	NOUN
fcis-26982	2	13	image	image	NOUN
fcis-26982	2	14	restoration	restoration	NOUN
fcis-26982	2	15	teaching	teach	VERB
fcis-26982	2	16	yang	yang	PROPN
fcis-26982	2	17	zhao	zhao	PROPN
fcis-26982	2	18	,	,	PUNCT
fcis-26982	2	19	jianwei	jianwei	PROPN
fcis-26982	2	20	ding	de	VERB
fcis-26982	2	21	people	people	NOUN
fcis-26982	2	22	's	's	PART
fcis-26982	2	23	public	public	ADJ
fcis-26982	2	24	security	security	NOUN
fcis-26982	2	25	university	university	PROPN
fcis-26982	2	26	of	of	ADP
fcis-26982	2	27	china	china	PROPN
fcis-26982	2	28	,	,	PUNCT
fcis-26982	2	29	beijing	beijing	PROPN
fcis-26982	2	30	100038	100038	NUM
fcis-26982	2	31	,	,	PUNCT
fcis-26982	2	32	china	china	PROPN
fcis-26982	2	33	abstract	abstract	NOUN
fcis-26982	2	34	:	:	PUNCT
fcis-26982	2	35	taking	take	VERB
fcis-26982	2	36	face	face	NOUN
fcis-26982	2	37	image	image	NOUN
fcis-26982	2	38	restoration	restoration	NOUN
fcis-26982	2	39	in	in	ADP
fcis-26982	2	40	digital	digital	ADJ
fcis-26982	2	41	image	image	NOUN
fcis-26982	2	42	processing	processing	NOUN
fcis-26982	2	43	course	course	NOUN
fcis-26982	2	44	as	as	ADP
fcis-26982	2	45	an	an	DET
fcis-26982	2	46	example	example	NOUN
fcis-26982	2	47	,	,	PUNCT
fcis-26982	2	48	a	a	DET
fcis-26982	2	49	comprehensive	comprehensive	ADJ
fcis-26982	2	50	experiment	experiment	NOUN
fcis-26982	2	51	is	be	AUX
fcis-26982	2	52	designed	design	VERB
fcis-26982	2	53	.	.	PUNCT
fcis-26982	3	1	through	through	ADP
fcis-26982	3	2	practical	practical	ADJ
fcis-26982	3	3	operation	operation	NOUN
fcis-26982	3	4	,	,	PUNCT
fcis-26982	3	5	the	the	DET
fcis-26982	3	6	students	student	NOUN
fcis-26982	3	7	'	'	PART
fcis-26982	3	8	enthusiasm	enthusiasm	NOUN
fcis-26982	3	9	for	for	ADP
fcis-26982	3	10	research	research	NOUN
fcis-26982	3	11	in	in	ADP
fcis-26982	3	12	the	the	DET
fcis-26982	3	13	field	field	NOUN
fcis-26982	3	14	of	of	ADP
fcis-26982	3	15	image	image	NOUN
fcis-26982	3	16	restoration	restoration	NOUN
fcis-26982	3	17	is	be	AUX
fcis-26982	3	18	cultivated	cultivate	VERB
fcis-26982	3	19	.	.	PUNCT
fcis-26982	4	1	in	in	ADP
fcis-26982	4	2	the	the	DET
fcis-26982	4	3	experimental	experimental	ADJ
fcis-26982	4	4	part	part	NOUN
fcis-26982	4	5	,	,	PUNCT
fcis-26982	4	6	the	the	DET
fcis-26982	4	7	damaged	damage	VERB
fcis-26982	4	8	image	image	NOUN
fcis-26982	4	9	was	be	AUX
fcis-26982	4	10	repaired	repair	VERB
fcis-26982	4	11	by	by	ADP
fcis-26982	4	12	using	use	VERB
fcis-26982	4	13	the	the	DET
fcis-26982	4	14	image	image	NOUN
fcis-26982	4	15	repair	repair	NOUN
fcis-26982	4	16	technique	technique	NOUN
fcis-26982	4	17	based	base	VERB
fcis-26982	4	18	on	on	ADP
fcis-26982	4	19	structure	structure	NOUN
fcis-26982	4	20	and	and	CCONJ
fcis-26982	4	21	texture	texture	NOUN
fcis-26982	4	22	.	.	PUNCT
fcis-26982	5	1	first	first	ADV
fcis-26982	5	2	,	,	PUNCT
fcis-26982	5	3	the	the	DET
fcis-26982	5	4	basic	basic	ADJ
fcis-26982	5	5	principle	principle	NOUN
fcis-26982	5	6	and	and	CCONJ
fcis-26982	5	7	experimental	experimental	ADJ
fcis-26982	5	8	procedure	procedure	NOUN
fcis-26982	5	9	of	of	ADP
fcis-26982	5	10	this	this	DET
fcis-26982	5	11	technique	technique	NOUN
fcis-26982	5	12	are	be	AUX
fcis-26982	5	13	introduced	introduce	VERB
fcis-26982	5	14	.	.	PUNCT
fcis-26982	6	1	the	the	DET
fcis-26982	6	2	technique	technique	NOUN
fcis-26982	6	3	is	be	AUX
fcis-26982	6	4	then	then	ADV
fcis-26982	6	5	applied	apply	VERB
fcis-26982	6	6	and	and	CCONJ
fcis-26982	6	7	improved	improve	VERB
fcis-26982	6	8	to	to	PART
fcis-26982	6	9	repair	repair	VERB
fcis-26982	6	10	multiple	multiple	ADJ
fcis-26982	6	11	damaged	damage	VERB
fcis-26982	6	12	types	type	NOUN
fcis-26982	6	13	of	of	ADP
fcis-26982	6	14	images	image	NOUN
fcis-26982	6	15	.	.	PUNCT
fcis-26982	7	1	at	at	ADP
fcis-26982	7	2	the	the	DET
fcis-26982	7	3	same	same	ADJ
fcis-26982	7	4	time	time	NOUN
fcis-26982	7	5	,	,	PUNCT
fcis-26982	7	6	the	the	DET
fcis-26982	7	7	corresponding	correspond	VERB
fcis-26982	7	8	python	python	PROPN
fcis-26982	7	9	code	code	NOUN
fcis-26982	7	10	is	be	AUX
fcis-26982	7	11	provided	provide	VERB
fcis-26982	7	12	,	,	PUNCT
fcis-26982	7	13	so	so	SCONJ
fcis-26982	7	14	that	that	SCONJ
fcis-26982	7	15	students	student	NOUN
fcis-26982	7	16	can	can	AUX
fcis-26982	7	17	carry	carry	VERB
fcis-26982	7	18	out	out	ADP
fcis-26982	7	19	restoration	restoration	NOUN
fcis-26982	7	20	operations	operation	NOUN
fcis-26982	7	21	for	for	ADP
fcis-26982	7	22	a	a	DET
fcis-26982	7	23	variety	variety	NOUN
fcis-26982	7	24	of	of	ADP
fcis-26982	7	25	occluded	occluded	ADJ
fcis-26982	7	26	images	image	NOUN
fcis-26982	7	27	,	,	PUNCT
fcis-26982	7	28	so	so	SCONJ
fcis-26982	7	29	as	as	SCONJ
fcis-26982	7	30	to	to	PART
fcis-26982	7	31	obtain	obtain	VERB
fcis-26982	7	32	reconstructed	reconstructed	ADJ
fcis-26982	7	33	images	image	NOUN
fcis-26982	7	34	.	.	PUNCT
fcis-26982	8	1	students	student	NOUN
fcis-26982	8	2	can	can	AUX
fcis-26982	8	3	explore	explore	VERB
fcis-26982	8	4	different	different	ADJ
fcis-26982	8	5	repair	repair	NOUN
fcis-26982	8	6	effects	effect	NOUN
fcis-26982	8	7	by	by	ADP
fcis-26982	8	8	adjusting	adjust	VERB
fcis-26982	8	9	the	the	DET
fcis-26982	8	10	size	size	NOUN
fcis-26982	8	11	and	and	CCONJ
fcis-26982	8	12	position	position	NOUN
fcis-26982	8	13	of	of	ADP
fcis-26982	8	14	the	the	DET
fcis-26982	8	15	occlusive	occlusive	ADJ
fcis-26982	8	16	area	area	NOUN
fcis-26982	8	17	,	,	PUNCT
fcis-26982	8	18	and	and	CCONJ
fcis-26982	8	19	further	far	ADV
fcis-26982	8	20	deepen	deepen	VERB
fcis-26982	8	21	their	their	PRON
fcis-26982	8	22	understanding	understanding	NOUN
fcis-26982	8	23	of	of	ADP
fcis-26982	8	24	repair	repair	NOUN
fcis-26982	8	25	techniques	technique	NOUN
fcis-26982	8	26	by	by	ADP
fcis-26982	8	27	analyzing	analyze	VERB
fcis-26982	8	28	these	these	DET
fcis-26982	8	29	results	result	NOUN
fcis-26982	8	30	.	.	PUNCT
fcis-26982	9	1	keywords	keyword	NOUN
fcis-26982	9	2	:	:	PUNCT
fcis-26982	9	3	face	face	VERB
fcis-26982	9	4	image	image	NOUN
fcis-26982	9	5	repair	repair	NOUN
fcis-26982	9	6	;	;	PUNCT
fcis-26982	9	7	image	image	NOUN
fcis-26982	9	8	processing	processing	NOUN
fcis-26982	9	9	;	;	PUNCT
fcis-26982	9	10	comprehensive	comprehensive	ADJ
fcis-26982	9	11	experiment	experiment	NOUN
fcis-26982	9	12	;	;	PUNCT
fcis-26982	9	13	diffusion	diffusion	NOUN
fcis-26982	9	14	model	model	NOUN
fcis-26982	9	15	;	;	PUNCT
fcis-26982	9	16	digital	digital	ADJ
fcis-26982	9	17	image	image	NOUN
fcis-26982	9	18	processing	processing	NOUN
fcis-26982	9	19	.	.	PUNCT
fcis-26982	10	1	1	1	X
fcis-26982	10	2	.	.	X
fcis-26982	10	3	introduction	introduction	NOUN
fcis-26982	10	4	image	image	NOUN
fcis-26982	10	5	restoration	restoration	NOUN
fcis-26982	10	6	is	be	AUX
fcis-26982	10	7	based	base	VERB
fcis-26982	10	8	on	on	ADP
fcis-26982	10	9	the	the	DET
fcis-26982	10	10	existing	exist	VERB
fcis-26982	10	11	content	content	NOUN
fcis-26982	10	12	of	of	ADP
fcis-26982	10	13	the	the	DET
fcis-26982	10	14	image	image	NOUN
fcis-26982	10	15	,	,	PUNCT
fcis-26982	10	16	through	through	ADP
fcis-26982	10	17	the	the	DET
fcis-26982	10	18	reconstruction	reconstruction	NOUN
fcis-26982	10	19	of	of	ADP
fcis-26982	10	20	the	the	DET
fcis-26982	10	21	lost	lose	VERB
fcis-26982	10	22	or	or	CCONJ
fcis-26982	10	23	damaged	damage	VERB
fcis-26982	10	24	part	part	NOUN
fcis-26982	10	25	of	of	ADP
fcis-26982	10	26	the	the	DET
fcis-26982	10	27	information	information	NOUN
fcis-26982	10	28	,	,	PUNCT
fcis-26982	10	29	so	so	SCONJ
fcis-26982	10	30	that	that	SCONJ
fcis-26982	10	31	it	it	PRON
fcis-26982	10	32	is	be	AUX
fcis-26982	10	33	visually	visually	ADV
fcis-26982	10	34	consistent	consistent	ADJ
fcis-26982	10	35	and	and	CCONJ
fcis-26982	10	36	natural	natural	ADJ
fcis-26982	10	37	with	with	ADP
fcis-26982	10	38	the	the	DET
fcis-26982	10	39	unblocked	unblocked	ADJ
fcis-26982	10	40	area	area	NOUN
fcis-26982	10	41	.	.	PUNCT
fcis-26982	11	1	from	from	ADP
fcis-26982	11	2	the	the	DET
fcis-26982	11	3	renovation	renovation	NOUN
fcis-26982	11	4	of	of	ADP
fcis-26982	11	5	old	old	ADJ
fcis-26982	11	6	photos	photo	NOUN
fcis-26982	11	7	to	to	ADP
fcis-26982	11	8	the	the	DET
fcis-26982	11	9	sharpening	sharpen	VERB
fcis-26982	11	10	processing	processing	NOUN
fcis-26982	11	11	of	of	ADP
fcis-26982	11	12	surveillance	surveillance	NOUN
fcis-26982	11	13	videos	video	NOUN
fcis-26982	11	14	,	,	PUNCT
fcis-26982	11	15	face	face	VERB
fcis-26982	11	16	repair	repair	NOUN
fcis-26982	11	17	technology	technology	NOUN
fcis-26982	11	18	has	have	AUX
fcis-26982	11	19	become	become	VERB
fcis-26982	11	20	a	a	DET
fcis-26982	11	21	key	key	ADJ
fcis-26982	11	22	technology	technology	NOUN
fcis-26982	11	23	in	in	ADP
fcis-26982	11	24	many	many	ADJ
fcis-26982	11	25	application	application	NOUN
fcis-26982	11	26	scenarios	scenario	NOUN
fcis-26982	11	27	with	with	ADP
fcis-26982	11	28	its	its	PRON
fcis-26982	11	29	unique	unique	ADJ
fcis-26982	11	30	charm	charm	NOUN
fcis-26982	11	31	.	.	PUNCT
fcis-26982	12	1	recently	recently	ADV
fcis-26982	12	2	,	,	PUNCT
fcis-26982	12	3	researchers	researcher	NOUN
fcis-26982	12	4	have	have	AUX
fcis-26982	12	5	proposed	propose	VERB
fcis-26982	12	6	diffbfr	diffbfr	NOUN
fcis-26982	13	1	[	[	X
fcis-26982	13	2	1	1	NUM
fcis-26982	13	3	]	]	PUNCT
fcis-26982	13	4	,	,	PUNCT
fcis-26982	13	5	a	a	DET
fcis-26982	13	6	new	new	ADJ
fcis-26982	13	7	method	method	NOUN
fcis-26982	13	8	for	for	ADP
fcis-26982	13	9	blind	blind	ADJ
fcis-26982	13	10	face	face	NOUN
fcis-26982	13	11	image	image	NOUN
fcis-26982	13	12	restoration	restoration	NOUN
fcis-26982	13	13	based	base	VERB
fcis-26982	13	14	on	on	ADP
fcis-26982	13	15	the	the	DET
fcis-26982	13	16	diffusion	diffusion	NOUN
fcis-26982	13	17	probability	probability	NOUN
fcis-26982	13	18	model	model	NOUN
fcis-26982	13	19	.	.	PUNCT
fcis-26982	14	1	the	the	DET
fcis-26982	14	2	core	core	NOUN
fcis-26982	14	3	of	of	ADP
fcis-26982	14	4	diffbfr	diffbfr	NOUN
fcis-26982	14	5	[	[	X
fcis-26982	14	6	1	1	NUM
fcis-26982	14	7	]	]	PUNCT
fcis-26982	14	8	is	be	AUX
fcis-26982	14	9	that	that	SCONJ
fcis-26982	14	10	it	it	PRON
fcis-26982	14	11	innovatively	innovatively	ADV
fcis-26982	14	12	adopts	adopt	VERB
fcis-26982	14	13	the	the	DET
fcis-26982	14	14	diffusion	diffusion	NOUN
fcis-26982	14	15	probability	probability	NOUN
fcis-26982	14	16	model	model	NOUN
fcis-26982	14	17	as	as	ADP
fcis-26982	14	18	the	the	DET
fcis-26982	14	19	basic	basic	ADJ
fcis-26982	14	20	framework	framework	NOUN
fcis-26982	14	21	of	of	ADP
fcis-26982	14	22	the	the	DET
fcis-26982	14	23	solution	solution	NOUN
fcis-26982	14	24	,	,	PUNCT
fcis-26982	14	25	thus	thus	ADV
fcis-26982	14	26	effectively	effectively	ADV
fcis-26982	14	27	avoiding	avoid	VERB
fcis-26982	14	28	the	the	DET
fcis-26982	14	29	problems	problem	NOUN
fcis-26982	14	30	of	of	ADP
fcis-26982	14	31	over	over	ADP
fcis-26982	14	32	smoothing	smooth	VERB
fcis-26982	14	33	and	and	CCONJ
fcis-26982	14	34	detail	detail	NOUN
fcis-26982	14	35	disappearance	disappearance	NOUN
fcis-26982	14	36	in	in	ADP
fcis-26982	14	37	gan	gan	PROPN
fcis-26982	14	38	method	method	NOUN
fcis-26982	14	39	.	.	PUNCT
fcis-26982	15	1	in	in	ADP
fcis-26982	15	2	the	the	DET
fcis-26982	15	3	course	course	NOUN
fcis-26982	15	4	of	of	ADP
fcis-26982	15	5	digital	digital	ADJ
fcis-26982	15	6	image	image	NOUN
fcis-26982	15	7	processing	processing	NOUN
fcis-26982	15	8	,	,	PUNCT
fcis-26982	15	9	face	face	VERB
fcis-26982	15	10	image	image	NOUN
fcis-26982	15	11	restoration	restoration	NOUN
fcis-26982	15	12	,	,	PUNCT
fcis-26982	15	13	as	as	ADP
fcis-26982	15	14	a	a	DET
fcis-26982	15	15	typical	typical	ADJ
fcis-26982	15	16	case	case	NOUN
fcis-26982	15	17	,	,	PUNCT
fcis-26982	15	18	has	have	VERB
fcis-26982	15	19	strong	strong	ADJ
fcis-26982	15	20	practical	practical	ADJ
fcis-26982	15	21	characteristics	characteristic	NOUN
fcis-26982	15	22	,	,	PUNCT
fcis-26982	15	23	which	which	PRON
fcis-26982	15	24	can	can	AUX
fcis-26982	15	25	enhance	enhance	VERB
fcis-26982	15	26	students	student	NOUN
fcis-26982	15	27	'	'	PART
fcis-26982	15	28	understanding	understanding	NOUN
fcis-26982	15	29	of	of	ADP
fcis-26982	15	30	image	image	NOUN
fcis-26982	15	31	restoration	restoration	NOUN
fcis-26982	15	32	technology	technology	NOUN
fcis-26982	15	33	and	and	CCONJ
fcis-26982	15	34	stimulate	stimulate	VERB
fcis-26982	15	35	their	their	PRON
fcis-26982	15	36	interest	interest	NOUN
fcis-26982	15	37	in	in	ADP
fcis-26982	15	38	indepth	indepth	ADJ
fcis-26982	15	39	research	research	NOUN
fcis-26982	15	40	in	in	ADP
fcis-26982	15	41	this	this	DET
fcis-26982	15	42	field	field	NOUN
fcis-26982	15	43	.	.	PUNCT
fcis-26982	16	1	in	in	ADP
fcis-26982	16	2	order	order	NOUN
fcis-26982	16	3	to	to	PART
fcis-26982	16	4	help	help	VERB
fcis-26982	16	5	students	student	NOUN
fcis-26982	16	6	deeply	deeply	ADV
fcis-26982	16	7	understand	understand	VERB
fcis-26982	16	8	the	the	DET
fcis-26982	16	9	key	key	ADJ
fcis-26982	16	10	links	link	NOUN
fcis-26982	16	11	of	of	ADP
fcis-26982	16	12	face	face	NOUN
fcis-26982	16	13	image	image	NOUN
fcis-26982	16	14	repair	repair	NOUN
fcis-26982	16	15	technology	technology	NOUN
fcis-26982	16	16	and	and	CCONJ
fcis-26982	16	17	its	its	PRON
fcis-26982	16	18	implementation	implementation	NOUN
fcis-26982	16	19	process	process	NOUN
fcis-26982	16	20	.	.	PUNCT
fcis-26982	17	1	in	in	ADP
fcis-26982	17	2	this	this	DET
fcis-26982	17	3	paper	paper	NOUN
fcis-26982	17	4	,	,	PUNCT
fcis-26982	17	5	this	this	DET
fcis-26982	17	6	experiment	experiment	NOUN
fcis-26982	17	7	was	be	AUX
fcis-26982	17	8	designed	design	VERB
fcis-26982	17	9	with	with	ADP
fcis-26982	17	10	reference	reference	NOUN
fcis-26982	17	11	to	to	ADP
fcis-26982	17	12	liu	liu	PROPN
fcis-26982	17	13	[	[	X
fcis-26982	17	14	2	2	NUM
fcis-26982	17	15	]	]	PUNCT
fcis-26982	17	16	's	's	PART
fcis-26982	17	17	algorithm	algorithm	NOUN
fcis-26982	17	18	.	.	PUNCT
fcis-26982	18	1	through	through	ADP
fcis-26982	18	2	practical	practical	ADJ
fcis-26982	18	3	operation	operation	NOUN
fcis-26982	18	4	of	of	ADP
fcis-26982	18	5	pycharm	pycharm	PROPN
fcis-26982	18	6	software	software	NOUN
fcis-26982	18	7	,	,	PUNCT
fcis-26982	18	8	functions	function	NOUN
fcis-26982	18	9	such	such	ADJ
fcis-26982	18	10	as	as	ADP
fcis-26982	18	11	image	image	NOUN
fcis-26982	18	12	reading	reading	NOUN
fcis-26982	18	13	,	,	PUNCT
fcis-26982	18	14	evaluation	evaluation	NOUN
fcis-26982	18	15	of	of	ADP
fcis-26982	18	16	restoration	restoration	NOUN
fcis-26982	18	17	results	result	NOUN
fcis-26982	18	18	and	and	CCONJ
fcis-26982	18	19	visualization	visualization	NOUN
fcis-26982	18	20	of	of	ADP
fcis-26982	18	21	results	result	NOUN
fcis-26982	18	22	were	be	AUX
fcis-26982	18	23	realized	realize	VERB
fcis-26982	18	24	,	,	PUNCT
fcis-26982	18	25	which	which	PRON
fcis-26982	18	26	stimulated	stimulate	VERB
fcis-26982	18	27	students	student	NOUN
fcis-26982	18	28	'	'	PART
fcis-26982	18	29	interest	interest	NOUN
fcis-26982	18	30	in	in	ADP
fcis-26982	18	31	image	image	NOUN
fcis-26982	18	32	restoration	restoration	NOUN
fcis-26982	18	33	,	,	PUNCT
fcis-26982	18	34	improved	improve	VERB
fcis-26982	18	35	their	their	PRON
fcis-26982	18	36	scientific	scientific	ADJ
fcis-26982	18	37	research	research	NOUN
fcis-26982	18	38	quality	quality	NOUN
fcis-26982	18	39	and	and	CCONJ
fcis-26982	18	40	practical	practical	ADJ
fcis-26982	18	41	ability	ability	NOUN
fcis-26982	18	42	,	,	PUNCT
fcis-26982	18	43	and	and	CCONJ
fcis-26982	18	44	laid	lay	VERB
fcis-26982	18	45	a	a	DET
fcis-26982	18	46	solid	solid	ADJ
fcis-26982	18	47	foundation	foundation	NOUN
fcis-26982	18	48	for	for	ADP
fcis-26982	18	49	future	future	ADJ
fcis-26982	18	50	scientific	scientific	ADJ
fcis-26982	18	51	research	research	NOUN
fcis-26982	18	52	and	and	CCONJ
fcis-26982	18	53	practical	practical	ADJ
fcis-26982	18	54	work	work	NOUN
fcis-26982	18	55	.	.	PUNCT
fcis-26982	19	1	2	2	X
fcis-26982	19	2	.	.	PUNCT
fcis-26982	19	3	based	base	VERB
fcis-26982	19	4	on	on	ADP
fcis-26982	19	5	the	the	DET
fcis-26982	19	6	principle	principle	NOUN
fcis-26982	19	7	of	of	ADP
fcis-26982	19	8	structure	structure	NOUN
fcis-26982	19	9	and	and	CCONJ
fcis-26982	19	10	texture	texture	ADJ
fcis-26982	19	11	algorithm	algorithm	NOUN
fcis-26982	19	12	the	the	DET
fcis-26982	19	13	existing	exist	VERB
fcis-26982	19	14	ddpms	ddpm	NOUN
fcis-26982	19	15	[	[	X
fcis-26982	19	16	3	3	X
fcis-26982	19	17	]	]	PUNCT
fcis-26982	19	18	faces	face	VERB
fcis-26982	19	19	the	the	DET
fcis-26982	19	20	problem	problem	NOUN
fcis-26982	19	21	of	of	ADP
fcis-26982	19	22	semantic	semantic	ADJ
fcis-26982	19	23	difference	difference	NOUN
fcis-26982	19	24	between	between	ADP
fcis-26982	19	25	obscured	obscured	ADJ
fcis-26982	19	26	and	and	CCONJ
fcis-26982	19	27	unobscured	unobscured	ADJ
fcis-26982	19	28	areas	area	NOUN
fcis-26982	19	29	in	in	ADP
fcis-26982	19	30	image	image	NOUN
fcis-26982	19	31	restoration	restoration	NOUN
fcis-26982	19	32	,	,	PUNCT
fcis-26982	19	33	because	because	SCONJ
fcis-26982	19	34	the	the	DET
fcis-26982	19	35	semantic	semantic	ADJ
fcis-26982	19	36	information	information	NOUN
fcis-26982	19	37	of	of	ADP
fcis-26982	19	38	the	the	DET
fcis-26982	19	39	unobscured	unobscured	PROPN
fcis-26982	19	40	area	area	NOUN
fcis-26982	19	41	is	be	AUX
fcis-26982	19	42	not	not	PART
fcis-26982	19	43	completely	completely	ADV
fcis-26982	19	44	degraded	degrade	VERB
fcis-26982	19	45	in	in	ADP
fcis-26982	19	46	the	the	DET
fcis-26982	19	47	process	process	NOUN
fcis-26982	19	48	of	of	ADP
fcis-26982	19	49	diffusion	diffusion	NOUN
fcis-26982	19	50	,	,	PUNCT
fcis-26982	19	51	and	and	CCONJ
fcis-26982	19	52	the	the	DET
fcis-26982	19	53	obscured	obscured	ADJ
fcis-26982	19	54	area	area	NOUN
fcis-26982	19	55	becomes	become	VERB
fcis-26982	19	56	pure	pure	ADJ
fcis-26982	19	57	noise	noise	NOUN
fcis-26982	19	58	.	.	PUNCT
fcis-26982	20	1	for	for	ADP
fcis-26982	20	2	structural	structural	ADJ
fcis-26982	20	3	complexity	complexity	NOUN
fcis-26982	20	4	,	,	PUNCT
fcis-26982	20	5	priority	priority	NOUN
fcis-26982	20	6	extraction	extraction	NOUN
fcis-26982	20	7	and	and	CCONJ
fcis-26982	20	8	repair	repair	NOUN
fcis-26982	20	9	of	of	ADP
fcis-26982	20	10	major	major	ADJ
fcis-26982	20	11	structures	structure	NOUN
fcis-26982	20	12	can	can	AUX
fcis-26982	20	13	reduce	reduce	VERB
fcis-26982	20	14	the	the	DET
fcis-26982	20	15	computational	computational	ADJ
fcis-26982	20	16	burden	burden	NOUN
fcis-26982	20	17	.	.	PUNCT
fcis-26982	21	1	after	after	SCONJ
fcis-26982	21	2	the	the	DET
fcis-26982	21	3	main	main	ADJ
fcis-26982	21	4	structure	structure	NOUN
fcis-26982	21	5	is	be	AUX
fcis-26982	21	6	repaired	repair	VERB
fcis-26982	21	7	,	,	PUNCT
fcis-26982	21	8	the	the	DET
fcis-26982	21	9	texture	texture	NOUN
fcis-26982	21	10	is	be	AUX
fcis-26982	21	11	repaired	repair	VERB
fcis-26982	21	12	to	to	PART
fcis-26982	21	13	avoid	avoid	VERB
fcis-26982	21	14	manual	manual	ADJ
fcis-26982	21	15	traces	trace	NOUN
fcis-26982	21	16	and	and	CCONJ
fcis-26982	21	17	save	save	VERB
fcis-26982	21	18	computing	computing	NOUN
fcis-26982	21	19	resources	resource	NOUN
fcis-26982	21	20	.	.	PUNCT
fcis-26982	22	1	the	the	DET
fcis-26982	22	2	model	model	NOUN
fcis-26982	22	3	adds	add	VERB
fcis-26982	22	4	noise	noise	NOUN
fcis-26982	22	5	to	to	ADP
fcis-26982	22	6	the	the	DET
fcis-26982	22	7	image	image	NOUN
fcis-26982	22	8	in	in	ADP
fcis-26982	22	9	the	the	DET
fcis-26982	22	10	forward	forward	ADJ
fcis-26982	22	11	process	process	NOUN
fcis-26982	22	12	and	and	CCONJ
fcis-26982	22	13	restores	restore	VERB
fcis-26982	22	14	the	the	DET
fcis-26982	22	15	blocked	block	VERB
fcis-26982	22	16	area	area	NOUN
fcis-26982	22	17	in	in	ADP
fcis-26982	22	18	the	the	DET
fcis-26982	22	19	reverse	reverse	ADJ
fcis-26982	22	20	de	de	ADJ
fcis-26982	22	21	-	-	ADJ
fcis-26982	22	22	noising	noising	ADJ
fcis-26982	22	23	process	process	NOUN
fcis-26982	22	24	.	.	PUNCT
fcis-26982	23	1	the	the	DET
fcis-26982	23	2	experimental	experimental	ADJ
fcis-26982	23	3	theoretical	theoretical	ADJ
fcis-26982	23	4	algorithm	algorithm	NOUN
fcis-26982	23	5	mainly	mainly	ADV
fcis-26982	23	6	includes	include	VERB
fcis-26982	23	7	two	two	NUM
fcis-26982	23	8	modules	module	NOUN
fcis-26982	23	9	:	:	PUNCT
fcis-26982	23	10	structure	structure	NOUN
fcis-26982	23	11	denoising	denoising	NOUN
fcis-26982	23	12	and	and	CCONJ
fcis-26982	23	13	texture	texture	NOUN
fcis-26982	23	14	repairing	repairing	NOUN
fcis-26982	23	15	.	.	PUNCT
fcis-26982	24	1	2.1	2.1	NUM
fcis-26982	24	2	.	.	PUNCT
fcis-26982	24	3	structure	structure	NOUN
fcis-26982	24	4	denoising	denoising	NOUN
fcis-26982	24	5	module	module	NOUN
fcis-26982	24	6	the	the	DET
fcis-26982	24	7	structure	structure	NOUN
fcis-26982	24	8	guidance	guidance	NOUN
fcis-26982	24	9	network	network	NOUN
fcis-26982	24	10	is	be	AUX
fcis-26982	24	11	responsible	responsible	ADJ
fcis-26982	24	12	for	for	ADP
fcis-26982	24	13	extracting	extract	VERB
fcis-26982	24	14	the	the	DET
fcis-26982	24	15	key	key	ADJ
fcis-26982	24	16	sparse	sparse	ADJ
fcis-26982	24	17	structure	structure	NOUN
fcis-26982	24	18	information	information	NOUN
fcis-26982	24	19	from	from	ADP
fcis-26982	24	20	the	the	DET
fcis-26982	24	21	original	original	ADJ
fcis-26982	24	22	image	image	NOUN
fcis-26982	24	23	to	to	PART
fcis-26982	24	24	capture	capture	VERB
fcis-26982	24	25	the	the	DET
fcis-26982	24	26	basic	basic	ADJ
fcis-26982	24	27	framework	framework	NOUN
fcis-26982	24	28	of	of	ADP
fcis-26982	24	29	the	the	DET
fcis-26982	24	30	image	image	NOUN
fcis-26982	24	31	.	.	PUNCT
fcis-26982	25	1	in	in	ADP
fcis-26982	25	2	the	the	DET
fcis-26982	25	3	process	process	NOUN
fcis-26982	25	4	of	of	ADP
fcis-26982	25	5	de	de	NOUN
fcis-26982	25	6	-	-	NOUN
fcis-26982	25	7	noising	noising	ADJ
fcis-26982	25	8	,	,	PUNCT
fcis-26982	25	9	the	the	DET
fcis-26982	25	10	network	network	NOUN
fcis-26982	25	11	gradually	gradually	ADV
fcis-26982	25	12	increases	increase	VERB
fcis-26982	25	13	the	the	DET
fcis-26982	25	14	sparsity	sparsity	NOUN
fcis-26982	25	15	of	of	ADP
fcis-26982	25	16	the	the	DET
fcis-26982	25	17	structural	structural	ADJ
fcis-26982	25	18	information	information	NOUN
fcis-26982	25	19	to	to	PART
fcis-26982	25	20	reduce	reduce	VERB
fcis-26982	25	21	the	the	DET
fcis-26982	25	22	semantic	semantic	ADJ
fcis-26982	25	23	difference	difference	NOUN
fcis-26982	25	24	between	between	ADP
fcis-26982	25	25	the	the	DET
fcis-26982	25	26	blocked	block	VERB
fcis-26982	25	27	and	and	CCONJ
fcis-26982	25	28	unblocked	unblocked	ADJ
fcis-26982	25	29	regions	region	NOUN
fcis-26982	25	30	.	.	PUNCT
fcis-26982	26	1	the	the	DET
fcis-26982	26	2	generated	generate	VERB
fcis-26982	26	3	structural	structural	ADJ
fcis-26982	26	4	information	information	NOUN
fcis-26982	26	5	provides	provide	VERB
fcis-26982	26	6	timedependent	timedependent	NOUN
fcis-26982	26	7	guidance	guidance	NOUN
fcis-26982	26	8	throughout	throughout	ADP
fcis-26982	26	9	the	the	DET
fcis-26982	26	10	denoising	denoising	NOUN
fcis-26982	26	11	process	process	NOUN
fcis-26982	26	12	,	,	PUNCT
fcis-26982	26	13	helping	help	VERB
fcis-26982	26	14	to	to	PART
fcis-26982	26	15	maintain	maintain	VERB
fcis-26982	26	16	semantic	semantic	ADJ
fcis-26982	26	17	coherence	coherence	NOUN
fcis-26982	26	18	between	between	ADP
fcis-26982	26	19	different	different	ADJ
fcis-26982	26	20	areas	area	NOUN
fcis-26982	26	21	of	of	ADP
fcis-26982	26	22	the	the	DET
fcis-26982	26	23	image	image	NOUN
fcis-26982	26	24	and	and	CCONJ
fcis-26982	26	25	ensuring	ensure	VERB
fcis-26982	26	26	that	that	SCONJ
fcis-26982	26	27	the	the	DET
fcis-26982	26	28	repaired	repaired	ADJ
fcis-26982	26	29	image	image	NOUN
fcis-26982	26	30	is	be	AUX
fcis-26982	26	31	structurally	structurally	ADV
fcis-26982	26	32	consistent	consistent	ADJ
fcis-26982	26	33	with	with	ADP
fcis-26982	26	34	the	the	DET
fcis-26982	26	35	original	original	ADJ
fcis-26982	26	36	image	image	NOUN
fcis-26982	26	37	.	.	PUNCT
fcis-26982	27	1	the	the	DET
fcis-26982	27	2	formula	formula	NOUN
fcis-26982	27	3	of	of	ADP
fcis-26982	27	4	the	the	DET
fcis-26982	27	5	structure	structure	NOUN
fcis-26982	27	6	guide	guide	NOUN
fcis-26982	27	7	module	module	NOUN
fcis-26982	27	8	can	can	AUX
fcis-26982	27	9	be	be	AUX
fcis-26982	27	10	expressed	express	VERB
fcis-26982	27	11	as	as	ADP
fcis-26982	27	12	:	:	PUNCT
fcis-26982	27	13	∗	∗	NOUN
fcis-26982	27	14	1	1	NUM
fcis-26982	27	15	1	1	NUM
fcis-26982	27	16	1	1	NUM
fcis-26982	27	17	1	1	NUM
fcis-26982	27	18	1	1	NUM
fcis-26982	27	19	where	where	SCONJ
fcis-26982	27	20	,	,	PUNCT
fcis-26982	27	21	̅	̅	NOUN
fcis-26982	27	22	.	.	PUNCT
fcis-26982	28	1	2.2	2.2	NUM
fcis-26982	28	2	.	.	PUNCT
fcis-26982	28	3	texture	texture	ADJ
fcis-26982	28	4	repair	repair	NOUN
fcis-26982	28	5	module	module	NOUN
fcis-26982	28	6	the	the	DET
fcis-26982	28	7	texture	texture	NOUN
fcis-26982	28	8	network	network	NOUN
fcis-26982	28	9	focuses	focus	VERB
fcis-26982	28	10	on	on	ADP
fcis-26982	28	11	recovering	recover	VERB
fcis-26982	28	12	the	the	DET
fcis-26982	28	13	texture	texture	ADJ
fcis-26982	28	14	details	detail	NOUN
fcis-26982	28	15	of	of	ADP
fcis-26982	28	16	the	the	DET
fcis-26982	28	17	image	image	NOUN
fcis-26982	28	18	,	,	PUNCT
fcis-26982	28	19	and	and	CCONJ
fcis-26982	28	20	it	it	PRON
fcis-26982	28	21	receives	receive	VERB
fcis-26982	28	22	sparse	sparse	ADJ
fcis-26982	28	23	structural	structural	ADJ
fcis-26982	28	24	information	information	NOUN
fcis-26982	28	25	from	from	ADP
fcis-26982	28	26	the	the	DET
fcis-26982	28	27	structure	structure	NOUN
fcis-26982	28	28	guidance	guidance	NOUN
fcis-26982	28	29	network	network	NOUN
fcis-26982	28	30	and	and	CCONJ
fcis-26982	28	31	noisy	noisy	ADJ
fcis-26982	28	32	images	image	NOUN
fcis-26982	28	33	as	as	ADP
fcis-26982	28	34	input	input	NOUN
fcis-26982	28	35	.	.	PUNCT
fcis-26982	29	1	the	the	DET
fcis-26982	29	2	texture	texture	ADJ
fcis-26982	29	3	network	network	NOUN
fcis-26982	29	4	uses	use	VERB
fcis-26982	29	5	this	this	DET
fcis-26982	29	6	structural	structural	ADJ
fcis-26982	29	7	information	information	NOUN
fcis-26982	29	8	as	as	ADP
fcis-26982	29	9	a	a	DET
fcis-26982	29	10	guide	guide	NOUN
fcis-26982	29	11	to	to	PART
fcis-26982	29	12	recover	recover	VERB
fcis-26982	29	13	clear	clear	ADJ
fcis-26982	29	14	and	and	CCONJ
fcis-26982	29	15	semantically	semantically	ADV
fcis-26982	29	16	consistent	consistent	ADJ
fcis-26982	29	17	textures	texture	NOUN
fcis-26982	29	18	from	from	ADP
fcis-26982	29	19	noise	noise	NOUN
fcis-26982	29	20	.	.	PUNCT
fcis-26982	30	1	the	the	DET
fcis-26982	30	2	network	network	NOUN
fcis-26982	30	3	can	can	AUX
fcis-26982	30	4	maintain	maintain	VERB
fcis-26982	30	5	the	the	DET
fcis-26982	30	6	consistency	consistency	NOUN
fcis-26982	30	7	of	of	ADP
fcis-26982	30	8	the	the	DET
fcis-26982	30	9	image	image	NOUN
fcis-26982	30	10	structure	structure	NOUN
fcis-26982	30	11	while	while	SCONJ
fcis-26982	30	12	de	de	NOUN
fcis-26982	30	13	-	-	NOUN
fcis-26982	30	14	noising	noising	ADJ
fcis-26982	30	15	,	,	PUNCT
fcis-26982	30	16	and	and	CCONJ
fcis-26982	30	17	19	19	NUM
fcis-26982	30	18	finally	finally	ADV
fcis-26982	30	19	output	output	VERB
fcis-26982	30	20	a	a	DET
fcis-26982	30	21	high	high	ADJ
fcis-26982	30	22	-	-	PUNCT
fcis-26982	30	23	quality	quality	NOUN
fcis-26982	30	24	restoration	restoration	NOUN
fcis-26982	30	25	result	result	NOUN
fcis-26982	30	26	that	that	PRON
fcis-26982	30	27	matches	match	VERB
fcis-26982	30	28	the	the	DET
fcis-26982	30	29	original	original	ADJ
fcis-26982	30	30	image	image	NOUN
fcis-26982	30	31	in	in	ADP
fcis-26982	30	32	texture	texture	NOUN
fcis-26982	30	33	and	and	CCONJ
fcis-26982	30	34	structure	structure	NOUN
fcis-26982	30	35	.	.	PUNCT
fcis-26982	31	1	the	the	DET
fcis-26982	31	2	stochastic	stochastic	ADJ
fcis-26982	31	3	differential	differential	ADJ
fcis-26982	31	4	equation	equation	NOUN
fcis-26982	31	5	of	of	ADP
fcis-26982	31	6	the	the	DET
fcis-26982	31	7	denoising	denoising	NOUN
fcis-26982	31	8	process	process	NOUN
fcis-26982	31	9	can	can	AUX
fcis-26982	31	10	be	be	AUX
fcis-26982	31	11	expressed	express	VERB
fcis-26982	31	12	as	as	ADP
fcis-26982	31	13	:	:	PUNCT
fcis-26982	31	14	the	the	DET
fcis-26982	31	15	formula	formula	NOUN
fcis-26982	31	16	of	of	ADP
fcis-26982	31	17	texture	texture	ADJ
fcis-26982	31	18	denoising	denoising	NOUN
fcis-26982	31	19	process	process	NOUN
fcis-26982	31	20	can	can	AUX
fcis-26982	31	21	be	be	AUX
fcis-26982	31	22	expressed	express	VERB
fcis-26982	31	23	as	as	ADP
fcis-26982	31	24	:	:	SYM
fcis-26982	31	25	2	2	NUM
fcis-26982	31	26	where	where	SCONJ
fcis-26982	31	27	is	be	AUX
fcis-26982	31	28	the	the	DET
fcis-26982	31	29	inverse	inverse	ADJ
fcis-26982	31	30	time	time	NOUN
fcis-26982	31	31	wiener	wiener	NOUN
fcis-26982	31	32	process	process	NOUN
fcis-26982	31	33	and	and	CCONJ
fcis-26982	31	34	is	be	AUX
fcis-26982	31	35	the	the	DET
fcis-26982	31	36	marginal	marginal	ADJ
fcis-26982	31	37	probability	probability	NOUN
fcis-26982	31	38	density	density	NOUN
fcis-26982	31	39	function	function	NOUN
fcis-26982	31	40	of	of	ADP
fcis-26982	31	41	texture	texture	NOUN
fcis-26982	31	42	at	at	ADP
fcis-26982	31	43	time	time	NOUN
fcis-26982	31	44	t.	t.	PROPN
fcis-26982	31	45	3	3	NUM
fcis-26982	31	46	.	.	PUNCT
fcis-26982	31	47	teaching	teach	VERB
fcis-26982	31	48	experiment	experiment	NOUN
fcis-26982	31	49	design	design	NOUN
fcis-26982	31	50	in	in	ADP
fcis-26982	31	51	this	this	DET
fcis-26982	31	52	experiment	experiment	NOUN
fcis-26982	31	53	,	,	PUNCT
fcis-26982	31	54	pycharm	pycharm	PROPN
fcis-26982	31	55	software	software	NOUN
fcis-26982	31	56	was	be	AUX
fcis-26982	31	57	used	use	VERB
fcis-26982	31	58	to	to	PART
fcis-26982	31	59	implement	implement	VERB
fcis-26982	31	60	code	code	NOUN
fcis-26982	31	61	programming	programming	NOUN
fcis-26982	31	62	,	,	PUNCT
fcis-26982	31	63	and	and	CCONJ
fcis-26982	31	64	500	500	NUM
fcis-26982	31	65	celeba	celeba	PROPN
fcis-26982	31	66	data	datum	NOUN
fcis-26982	31	67	sets	set	NOUN
fcis-26982	31	68	were	be	AUX
fcis-26982	31	69	randomly	randomly	ADV
fcis-26982	31	70	selected	select	VERB
fcis-26982	31	71	as	as	ADP
fcis-26982	31	72	data	data	NOUN
fcis-26982	31	73	sets	set	NOUN
fcis-26982	31	74	.	.	PUNCT
fcis-26982	32	1	image	image	NOUN
fcis-26982	32	2	restoration	restoration	NOUN
fcis-26982	32	3	experiment	experiment	NOUN
fcis-26982	32	4	as	as	ADP
fcis-26982	32	5	an	an	DET
fcis-26982	32	6	extension	extension	NOUN
fcis-26982	32	7	and	and	CCONJ
fcis-26982	32	8	deepening	deepening	NOUN
fcis-26982	32	9	of	of	ADP
fcis-26982	32	10	the	the	DET
fcis-26982	32	11	content	content	NOUN
fcis-26982	32	12	of	of	ADP
fcis-26982	32	13	the	the	DET
fcis-26982	32	14	image	image	NOUN
fcis-26982	32	15	processing	processing	NOUN
fcis-26982	32	16	course	course	NOUN
fcis-26982	33	1	,	,	PUNCT
fcis-26982	33	2	students	student	NOUN
fcis-26982	33	3	should	should	AUX
fcis-26982	33	4	build	build	VERB
fcis-26982	33	5	on	on	ADP
fcis-26982	33	6	the	the	DET
fcis-26982	33	7	basic	basic	ADJ
fcis-26982	33	8	knowledge	knowledge	NOUN
fcis-26982	33	9	of	of	ADP
fcis-26982	33	10	python	python	NOUN
fcis-26982	33	11	programming	programming	NOUN
fcis-26982	33	12	and	and	CCONJ
fcis-26982	33	13	digital	digital	ADJ
fcis-26982	33	14	image	image	NOUN
fcis-26982	33	15	processing	processing	NOUN
fcis-26982	33	16	and	and	CCONJ
fcis-26982	33	17	computer	computer	NOUN
fcis-26982	33	18	processing	processing	NOUN
fcis-26982	33	19	skills	skill	NOUN
fcis-26982	33	20	.	.	PUNCT
fcis-26982	34	1	computer	computer	NOUN
fcis-26982	34	2	language	language	NOUN
fcis-26982	34	3	:	:	PUNCT
fcis-26982	34	4	python	python	PROPN
fcis-26982	34	5	.	.	PUNCT
fcis-26982	35	1	experimental	experimental	ADJ
fcis-26982	35	2	environment	environment	PROPN
fcis-26982	35	3	:	:	PUNCT
fcis-26982	35	4	windows	windows	PROPN
fcis-26982	35	5	operating	operating	NOUN
fcis-26982	35	6	system	system	NOUN
fcis-26982	35	7	xp	xp	ADV
fcis-26982	35	8	or	or	CCONJ
fcis-26982	35	9	above	above	ADP
fcis-26982	35	10	or	or	CCONJ
fcis-26982	35	11	unbuntu	unbuntu	NOUN
fcis-26982	35	12	system	system	NOUN
fcis-26982	35	13	;	;	PUNCT
fcis-26982	35	14	pycharm	pycharm	NOUN
fcis-26982	35	15	software	software	NOUN
fcis-26982	35	16	;	;	PUNCT
fcis-26982	35	17	source	source	NOUN
fcis-26982	35	18	code	code	NOUN
fcis-26982	36	1	[	[	X
fcis-26982	36	2	2	2	NUM
fcis-26982	36	3	]	]	PUNCT
fcis-26982	36	4	and	and	CCONJ
fcis-26982	36	5	weight	weight	NOUN
fcis-26982	36	6	.	.	PUNCT
fcis-26982	37	1	3.1	3.1	NUM
fcis-26982	37	2	.	.	PUNCT
fcis-26982	37	3	teaching	teach	VERB
fcis-26982	37	4	experiment	experiment	NOUN
fcis-26982	37	5	procedure	procedure	NOUN
fcis-26982	37	6	step	step	NOUN
fcis-26982	37	7	1	1	NUM
fcis-26982	37	8	:	:	PUNCT
fcis-26982	37	9	set	set	VERB
fcis-26982	37	10	up	up	ADP
fcis-26982	37	11	the	the	DET
fcis-26982	37	12	basic	basic	ADJ
fcis-26982	37	13	environment	environment	NOUN
fcis-26982	37	14	and	and	CCONJ
fcis-26982	37	15	explain	explain	VERB
fcis-26982	37	16	the	the	DET
fcis-26982	37	17	code	code	NOUN
fcis-26982	37	18	function	function	NOUN
fcis-26982	37	19	.	.	PUNCT
fcis-26982	38	1	the	the	DET
fcis-26982	38	2	teacher	teacher	NOUN
fcis-26982	38	3	uses	use	VERB
fcis-26982	38	4	pycharm	pycharm	VERB
fcis-26982	38	5	as	as	ADP
fcis-26982	38	6	the	the	DET
fcis-26982	38	7	development	development	NOUN
fcis-26982	38	8	environment	environment	NOUN
fcis-26982	38	9	and	and	CCONJ
fcis-26982	38	10	takes	take	VERB
fcis-26982	38	11	the	the	DET
fcis-26982	38	12	strdiffusion[2	strdiffusion[2	PROPN
fcis-26982	38	13	]	]	PUNCT
fcis-26982	38	14	model	model	NOUN
fcis-26982	38	15	as	as	ADP
fcis-26982	38	16	an	an	DET
fcis-26982	38	17	example	example	NOUN
fcis-26982	38	18	to	to	PART
fcis-26982	38	19	explore	explore	VERB
fcis-26982	38	20	the	the	DET
fcis-26982	38	21	theoretical	theoretical	ADJ
fcis-26982	38	22	basis	basis	NOUN
fcis-26982	38	23	of	of	ADP
fcis-26982	38	24	the	the	DET
fcis-26982	38	25	model	model	NOUN
fcis-26982	38	26	.	.	PUNCT
fcis-26982	39	1	students	student	NOUN
fcis-26982	39	2	are	be	AUX
fcis-26982	39	3	then	then	ADV
fcis-26982	39	4	instructed	instruct	VERB
fcis-26982	39	5	to	to	PART
fcis-26982	39	6	install	install	VERB
fcis-26982	39	7	and	and	CCONJ
fcis-26982	39	8	configure	configure	VERB
fcis-26982	39	9	the	the	DET
fcis-26982	39	10	required	required	ADJ
fcis-26982	39	11	software	software	NOUN
fcis-26982	39	12	and	and	CCONJ
fcis-26982	39	13	libraries	library	NOUN
fcis-26982	39	14	on	on	ADP
fcis-26982	39	15	their	their	PRON
fcis-26982	39	16	computers	computer	NOUN
fcis-26982	39	17	,	,	PUNCT
fcis-26982	39	18	including	include	VERB
fcis-26982	39	19	installing	instal	VERB
fcis-26982	39	20	python	python	NOUN
fcis-26982	39	21	,	,	PUNCT
fcis-26982	39	22	the	the	DET
fcis-26982	39	23	pytorch	pytorch	NOUN
fcis-26982	39	24	framework	framework	NOUN
fcis-26982	39	25	,	,	PUNCT
fcis-26982	39	26	and	and	CCONJ
fcis-26982	39	27	downloading	download	VERB
fcis-26982	39	28	pre	pre	ADJ
fcis-26982	39	29	-	-	ADJ
fcis-26982	39	30	trained	train	VERB
fcis-26982	39	31	models	model	NOUN
fcis-26982	39	32	and	and	CCONJ
fcis-26982	39	33	necessary	necessary	ADJ
fcis-26982	39	34	dependency	dependency	NOUN
fcis-26982	39	35	libraries	library	NOUN
fcis-26982	39	36	.	.	PUNCT
fcis-26982	40	1	on	on	ADP
fcis-26982	40	2	this	this	DET
fcis-26982	40	3	basis	basis	NOUN
fcis-26982	40	4	,	,	PUNCT
fcis-26982	40	5	the	the	DET
fcis-26982	40	6	architecture	architecture	NOUN
fcis-26982	40	7	of	of	ADP
fcis-26982	40	8	the	the	DET
fcis-26982	40	9	strdiffusion	strdiffusion	NOUN
fcis-26982	40	10	model	model	NOUN
fcis-26982	40	11	is	be	AUX
fcis-26982	40	12	analyzed	analyze	VERB
fcis-26982	40	13	in	in	ADP
fcis-26982	40	14	detail	detail	NOUN
fcis-26982	40	15	,	,	PUNCT
fcis-26982	40	16	explaining	explain	VERB
fcis-26982	40	17	how	how	SCONJ
fcis-26982	40	18	the	the	DET
fcis-26982	40	19	structure	structure	NOUN
fcis-26982	40	20	-	-	PUNCT
fcis-26982	40	21	guided	guide	VERB
fcis-26982	40	22	network	network	NOUN
fcis-26982	40	23	and	and	CCONJ
fcis-26982	40	24	the	the	DET
fcis-26982	40	25	texture	texture	ADJ
fcis-26982	40	26	network	network	NOUN
fcis-26982	40	27	work	work	NOUN
fcis-26982	40	28	together	together	ADV
fcis-26982	40	29	and	and	CCONJ
fcis-26982	40	30	the	the	DET
fcis-26982	40	31	functions	function	NOUN
fcis-26982	40	32	of	of	ADP
fcis-26982	40	33	each	each	DET
fcis-26982	40	34	component	component	NOUN
fcis-26982	40	35	in	in	ADP
fcis-26982	40	36	the	the	DET
fcis-26982	40	37	model	model	NOUN
fcis-26982	40	38	to	to	PART
fcis-26982	40	39	help	help	VERB
fcis-26982	40	40	students	student	NOUN
fcis-26982	40	41	understand	understand	VERB
fcis-26982	40	42	the	the	DET
fcis-26982	40	43	principle	principle	NOUN
fcis-26982	40	44	of	of	ADP
fcis-26982	40	45	the	the	DET
fcis-26982	40	46	model	model	NOUN
fcis-26982	40	47	.	.	PUNCT
fcis-26982	41	1	finally	finally	ADV
fcis-26982	41	2	,	,	PUNCT
fcis-26982	41	3	the	the	DET
fcis-26982	41	4	tunable	tunable	ADJ
fcis-26982	41	5	parameters	parameter	NOUN
fcis-26982	41	6	in	in	ADP
fcis-26982	41	7	the	the	DET
fcis-26982	41	8	model	model	NOUN
fcis-26982	41	9	are	be	AUX
fcis-26982	41	10	discussed	discuss	VERB
fcis-26982	41	11	and	and	CCONJ
fcis-26982	41	12	their	their	PRON
fcis-26982	41	13	effect	effect	NOUN
fcis-26982	41	14	on	on	ADP
fcis-26982	41	15	performance	performance	NOUN
fcis-26982	41	16	,	,	PUNCT
fcis-26982	41	17	and	and	CCONJ
fcis-26982	41	18	students	student	NOUN
fcis-26982	41	19	are	be	AUX
fcis-26982	41	20	instructed	instruct	VERB
fcis-26982	41	21	how	how	SCONJ
fcis-26982	41	22	to	to	PART
fcis-26982	41	23	adjust	adjust	VERB
fcis-26982	41	24	these	these	DET
fcis-26982	41	25	parameters	parameter	NOUN
fcis-26982	41	26	to	to	PART
fcis-26982	41	27	observe	observe	VERB
fcis-26982	41	28	changes	change	NOUN
fcis-26982	41	29	in	in	ADP
fcis-26982	41	30	the	the	DET
fcis-26982	41	31	model	model	NOUN
fcis-26982	41	32	's	's	PART
fcis-26982	41	33	performance	performance	NOUN
fcis-26982	41	34	.	.	PUNCT
fcis-26982	42	1	step	step	NOUN
fcis-26982	42	2	2	2	NUM
fcis-26982	42	3	:	:	PUNCT
fcis-26982	42	4	motivate	motivate	VERB
fcis-26982	42	5	students	student	NOUN
fcis-26982	42	6	to	to	PART
fcis-26982	42	7	optimize	optimize	VERB
fcis-26982	42	8	existing	exist	VERB
fcis-26982	42	9	algorithms	algorithm	NOUN
fcis-26982	42	10	.	.	PUNCT
fcis-26982	43	1	○	○	PROPN
fcis-26982	43	2	1	1	NUM
fcis-26982	43	3	in	in	ADP
fcis-26982	43	4	order	order	NOUN
fcis-26982	43	5	to	to	PART
fcis-26982	43	6	enhance	enhance	VERB
fcis-26982	43	7	students	student	NOUN
fcis-26982	43	8	'	'	PART
fcis-26982	43	9	innovative	innovative	ADJ
fcis-26982	43	10	thinking	thinking	NOUN
fcis-26982	43	11	,	,	PUNCT
fcis-26982	43	12	students	student	NOUN
fcis-26982	43	13	are	be	AUX
fcis-26982	43	14	guided	guide	VERB
fcis-26982	43	15	to	to	PART
fcis-26982	43	16	make	make	VERB
fcis-26982	43	17	improvements	improvement	NOUN
fcis-26982	43	18	from	from	ADP
fcis-26982	43	19	the	the	DET
fcis-26982	43	20	following	follow	VERB
fcis-26982	43	21	dimensions	dimension	NOUN
fcis-26982	43	22	according	accord	VERB
fcis-26982	43	23	to	to	ADP
fcis-26982	43	24	their	their	PRON
fcis-26982	43	25	current	current	ADJ
fcis-26982	43	26	knowledge	knowledge	NOUN
fcis-26982	43	27	.	.	PUNCT
fcis-26982	44	1	○	○	PROPN
fcis-26982	44	2	2replace	2replace	NUM
fcis-26982	44	3	the	the	DET
fcis-26982	44	4	original	original	ADJ
fcis-26982	44	5	module	module	NOUN
fcis-26982	44	6	with	with	ADP
fcis-26982	44	7	a	a	DET
fcis-26982	44	8	better	well	ADJ
fcis-26982	44	9	module	module	NOUN
fcis-26982	44	10	;	;	PUNCT
fcis-26982	44	11	○	○	X
fcis-26982	44	12	3	3	NUM
fcis-26982	44	13	improvement	improvement	NOUN
fcis-26982	44	14	of	of	ADP
fcis-26982	44	15	noise	noise	NOUN
fcis-26982	44	16	prediction	prediction	NOUN
fcis-26982	44	17	network	network	NOUN
fcis-26982	44	18	.	.	PUNCT
fcis-26982	45	1	figure	figure	NOUN
fcis-26982	45	2	1	1	NUM
fcis-26982	45	3	.	.	PUNCT
fcis-26982	45	4	structure	structure	NOUN
fcis-26982	45	5	-	-	PUNCT
fcis-26982	45	6	directed	direct	VERB
fcis-26982	45	7	network	network	NOUN
fcis-26982	45	8	for	for	ADP
fcis-26982	45	9	○	○	PROPN
fcis-26982	45	10	1	1	NUM
fcis-26982	45	11	,	,	PUNCT
fcis-26982	45	12	students	student	NOUN
fcis-26982	45	13	can	can	AUX
fcis-26982	45	14	be	be	AUX
fcis-26982	45	15	guided	guide	VERB
fcis-26982	45	16	to	to	PART
fcis-26982	45	17	introduce	introduce	VERB
fcis-26982	45	18	feature	feature	NOUN
fcis-26982	45	19	extraction	extraction	NOUN
fcis-26982	45	20	techniques	technique	NOUN
fcis-26982	45	21	or	or	CCONJ
fcis-26982	45	22	attention	attention	NOUN
fcis-26982	45	23	mechanisms	mechanism	NOUN
fcis-26982	45	24	at	at	ADP
fcis-26982	45	25	the	the	DET
fcis-26982	45	26	decoder	decoder	NOUN
fcis-26982	45	27	stage	stage	NOUN
fcis-26982	45	28	.	.	PUNCT
fcis-26982	46	1	by	by	ADP
fcis-26982	46	2	combining	combine	VERB
fcis-26982	46	3	multi	multi	ADJ
fcis-26982	46	4	-	-	ADJ
fcis-26982	46	5	modal	modal	ADJ
fcis-26982	46	6	data	datum	NOUN
fcis-26982	46	7	sources	source	NOUN
fcis-26982	46	8	,	,	PUNCT
fcis-26982	46	9	such	such	ADJ
fcis-26982	46	10	as	as	ADP
fcis-26982	46	11	texture	texture	ADJ
fcis-26982	46	12	features	feature	NOUN
fcis-26982	46	13	and	and	CCONJ
fcis-26982	46	14	color	color	NOUN
fcis-26982	46	15	information	information	NOUN
fcis-26982	46	16	.	.	PUNCT
fcis-26982	47	1	the	the	DET
fcis-26982	47	2	introduction	introduction	NOUN
fcis-26982	47	3	of	of	ADP
fcis-26982	47	4	the	the	DET
fcis-26982	47	5	self	self	NOUN
fcis-26982	47	6	-	-	PUNCT
fcis-26982	47	7	attention	attention	NOUN
fcis-26982	47	8	mechanism	mechanism	NOUN
fcis-26982	47	9	model	model	NOUN
fcis-26982	47	10	can	can	AUX
fcis-26982	47	11	capture	capture	VERB
fcis-26982	47	12	and	and	CCONJ
fcis-26982	47	13	utilize	utilize	VERB
fcis-26982	47	14	the	the	DET
fcis-26982	47	15	global	global	ADJ
fcis-26982	47	16	and	and	CCONJ
fcis-26982	47	17	local	local	ADJ
fcis-26982	47	18	context	context	NOUN
fcis-26982	47	19	information	information	NOUN
fcis-26982	47	20	more	more	ADV
fcis-26982	47	21	flexibly	flexibly	ADV
fcis-26982	47	22	,	,	PUNCT
fcis-26982	47	23	so	so	SCONJ
fcis-26982	47	24	that	that	SCONJ
fcis-26982	47	25	the	the	DET
fcis-26982	47	26	details	detail	NOUN
fcis-26982	47	27	of	of	ADP
fcis-26982	47	28	the	the	DET
fcis-26982	47	29	occluded	occluded	ADJ
fcis-26982	47	30	area	area	NOUN
fcis-26982	47	31	can	can	AUX
fcis-26982	47	32	be	be	AUX
fcis-26982	47	33	reconstructed	reconstruct	VERB
fcis-26982	47	34	more	more	ADV
fcis-26982	47	35	accurately	accurately	ADV
fcis-26982	47	36	in	in	ADP
fcis-26982	47	37	the	the	DET
fcis-26982	47	38	process	process	NOUN
fcis-26982	47	39	of	of	ADP
fcis-26982	47	40	image	image	NOUN
fcis-26982	47	41	restoration	restoration	NOUN
fcis-26982	47	42	.	.	PUNCT
fcis-26982	48	1	for	for	ADP
fcis-26982	48	2	○	○	PROPN
fcis-26982	48	3	2	2	NUM
fcis-26982	48	4	,	,	PUNCT
fcis-26982	48	5	students	student	NOUN
fcis-26982	48	6	are	be	AUX
fcis-26982	48	7	encouraged	encourage	VERB
fcis-26982	48	8	to	to	PART
fcis-26982	48	9	research	research	VERB
fcis-26982	48	10	and	and	CCONJ
fcis-26982	48	11	compare	compare	VERB
fcis-26982	48	12	different	different	ADJ
fcis-26982	48	13	neural	neural	ADJ
fcis-26982	48	14	network	network	NOUN
fcis-26982	48	15	modules	module	NOUN
fcis-26982	48	16	,	,	PUNCT
fcis-26982	48	17	such	such	ADJ
fcis-26982	48	18	as	as	ADP
fcis-26982	48	19	convolutional	convolutional	ADJ
fcis-26982	48	20	layers	layer	NOUN
fcis-26982	48	21	,	,	PUNCT
fcis-26982	48	22	residual	residual	ADJ
fcis-26982	48	23	blocks	block	NOUN
fcis-26982	48	24	,	,	PUNCT
fcis-26982	48	25	etc	etc	X
fcis-26982	48	26	.	.	X
fcis-26982	49	1	students	student	NOUN
fcis-26982	49	2	can	can	AUX
fcis-26982	49	3	explore	explore	VERB
fcis-26982	49	4	the	the	DET
fcis-26982	49	5	advantages	advantage	NOUN
fcis-26982	49	6	of	of	ADP
fcis-26982	49	7	these	these	DET
fcis-26982	49	8	modules	module	NOUN
fcis-26982	49	9	in	in	ADP
fcis-26982	49	10	feature	feature	NOUN
fcis-26982	49	11	extraction	extraction	NOUN
fcis-26982	49	12	and	and	CCONJ
fcis-26982	49	13	representation	representation	NOUN
fcis-26982	49	14	learning	learning	NOUN
fcis-26982	49	15	,	,	PUNCT
fcis-26982	49	16	and	and	CCONJ
fcis-26982	49	17	how	how	SCONJ
fcis-26982	49	18	they	they	PRON
fcis-26982	49	19	can	can	AUX
fcis-26982	49	20	improve	improve	VERB
fcis-26982	49	21	the	the	DET
fcis-26982	49	22	performance	performance	NOUN
fcis-26982	49	23	of	of	ADP
fcis-26982	49	24	image	image	NOUN
fcis-26982	49	25	restoration	restoration	NOUN
fcis-26982	49	26	.	.	PUNCT
fcis-26982	50	1	for	for	ADP
fcis-26982	50	2	example	example	NOUN
fcis-26982	50	3	,	,	PUNCT
fcis-26982	50	4	try	try	VERB
fcis-26982	50	5	integrating	integrate	VERB
fcis-26982	50	6	transformer	transformer	NOUN
fcis-26982	50	7	or	or	CCONJ
fcis-26982	50	8	some	some	DET
fcis-26982	50	9	component	component	NOUN
fcis-26982	50	10	of	of	ADP
fcis-26982	50	11	the	the	DET
fcis-26982	50	12	generative	generative	ADJ
fcis-26982	50	13	adversarial	adversarial	ADJ
fcis-26982	50	14	network	network	NOUN
fcis-26982	50	15	(	(	PUNCT
fcis-26982	50	16	gan	gan	PROPN
fcis-26982	50	17	)	)	PUNCT
fcis-26982	50	18	into	into	ADP
fcis-26982	50	19	the	the	DET
fcis-26982	50	20	strdiffusion	strdiffusion	NOUN
fcis-26982	50	21	model	model	NOUN
fcis-26982	50	22	and	and	CCONJ
fcis-26982	50	23	see	see	VERB
fcis-26982	50	24	how	how	SCONJ
fcis-26982	50	25	these	these	DET
fcis-26982	50	26	changes	change	NOUN
fcis-26982	50	27	affect	affect	VERB
fcis-26982	50	28	the	the	DET
fcis-26982	50	29	quality	quality	NOUN
fcis-26982	50	30	of	of	ADP
fcis-26982	50	31	the	the	DET
fcis-26982	50	32	repair	repair	NOUN
fcis-26982	50	33	results	result	NOUN
fcis-26982	50	34	and	and	CCONJ
fcis-26982	50	35	the	the	DET
fcis-26982	50	36	training	training	NOUN
fcis-26982	50	37	efficiency	efficiency	NOUN
fcis-26982	50	38	of	of	ADP
fcis-26982	50	39	the	the	DET
fcis-26982	50	40	model	model	NOUN
fcis-26982	50	41	.	.	PUNCT
fcis-26982	51	1	after	after	SCONJ
fcis-26982	51	2	the	the	DET
fcis-26982	51	3	module	module	NOUN
fcis-26982	51	4	is	be	AUX
fcis-26982	51	5	replaced	replace	VERB
fcis-26982	51	6	,	,	PUNCT
fcis-26982	51	7	the	the	DET
fcis-26982	51	8	model	model	NOUN
fcis-26982	51	9	is	be	AUX
fcis-26982	51	10	thoroughly	thoroughly	ADV
fcis-26982	51	11	evaluated	evaluate	VERB
fcis-26982	51	12	for	for	ADP
fcis-26982	51	13	performance	performance	NOUN
fcis-26982	51	14	,	,	PUNCT
fcis-26982	51	15	including	include	VERB
fcis-26982	51	16	visual	visual	ADJ
fcis-26982	51	17	inspection	inspection	NOUN
fcis-26982	51	18	and	and	CCONJ
fcis-26982	51	19	quantitative	quantitative	ADJ
fcis-26982	51	20	analysis	analysis	NOUN
fcis-26982	51	21	of	of	ADP
fcis-26982	51	22	the	the	DET
fcis-26982	51	23	repair	repair	NOUN
fcis-26982	51	24	effect	effect	NOUN
fcis-26982	51	25	.	.	PUNCT
fcis-26982	52	1	students	student	NOUN
fcis-26982	52	2	need	need	VERB
fcis-26982	52	3	to	to	PART
fcis-26982	52	4	learn	learn	VERB
fcis-26982	52	5	how	how	SCONJ
fcis-26982	52	6	to	to	PART
fcis-26982	52	7	adjust	adjust	VERB
fcis-26982	52	8	hyperparameters	hyperparameter	NOUN
fcis-26982	52	9	based	base	VERB
fcis-26982	52	10	on	on	ADP
fcis-26982	52	11	the	the	DET
fcis-26982	52	12	evaluation	evaluation	NOUN
fcis-26982	52	13	results	result	NOUN
fcis-26982	52	14	,	,	PUNCT
fcis-26982	52	15	and	and	CCONJ
fcis-26982	52	16	how	how	SCONJ
fcis-26982	52	17	to	to	PART
fcis-26982	52	18	balance	balance	VERB
fcis-26982	52	19	the	the	DET
fcis-26982	52	20	complexity	complexity	NOUN
fcis-26982	52	21	of	of	ADP
fcis-26982	52	22	the	the	DET
fcis-26982	52	23	model	model	NOUN
fcis-26982	52	24	with	with	ADP
fcis-26982	52	25	the	the	DET
fcis-26982	52	26	repair	repair	NOUN
fcis-26982	52	27	effect	effect	NOUN
fcis-26982	52	28	.	.	PUNCT
fcis-26982	53	1	for	for	ADP
fcis-26982	53	2	○	○	PROPN
fcis-26982	53	3	3	3	NUM
fcis-26982	53	4	,	,	PUNCT
fcis-26982	53	5	firstly	firstly	ADV
fcis-26982	53	6	,	,	PUNCT
fcis-26982	53	7	the	the	DET
fcis-26982	53	8	weight	weight	NOUN
fcis-26982	53	9	distribution	distribution	NOUN
fcis-26982	53	10	of	of	ADP
fcis-26982	53	11	the	the	DET
fcis-26982	53	12	noise	noise	NOUN
fcis-26982	53	13	prediction	prediction	NOUN
fcis-26982	53	14	network	network	NOUN
fcis-26982	53	15	is	be	AUX
fcis-26982	53	16	optimized	optimize	VERB
fcis-26982	53	17	to	to	PART
fcis-26982	53	18	solve	solve	VERB
fcis-26982	53	19	the	the	DET
fcis-26982	53	20	problem	problem	NOUN
fcis-26982	53	21	caused	cause	VERB
fcis-26982	53	22	by	by	ADP
fcis-26982	53	23	the	the	DET
fcis-26982	53	24	multiplication	multiplication	NOUN
fcis-26982	53	25	of	of	ADP
fcis-26982	53	26	confidence	confidence	NOUN
fcis-26982	53	27	and	and	CCONJ
fcis-26982	53	28	data	datum	NOUN
fcis-26982	53	29	items	item	NOUN
fcis-26982	53	30	,	,	PUNCT
fcis-26982	53	31	and	and	CCONJ
fcis-26982	53	32	enhance	enhance	VERB
fcis-26982	53	33	the	the	DET
fcis-26982	53	34	sensitivity	sensitivity	NOUN
fcis-26982	53	35	of	of	ADP
fcis-26982	53	36	the	the	DET
fcis-26982	53	37	model	model	NOUN
fcis-26982	53	38	to	to	ADP
fcis-26982	53	39	different	different	ADJ
fcis-26982	53	40	features	feature	NOUN
fcis-26982	53	41	.	.	PUNCT
fcis-26982	54	1	secondly	secondly	ADV
fcis-26982	54	2	,	,	PUNCT
fcis-26982	54	3	the	the	DET
fcis-26982	54	4	parameter	parameter	NOUN
fcis-26982	54	5	configuration	configuration	NOUN
fcis-26982	54	6	of	of	ADP
fcis-26982	54	7	the	the	DET
fcis-26982	54	8	network	network	NOUN
fcis-26982	54	9	is	be	AUX
fcis-26982	54	10	adjusted	adjust	VERB
fcis-26982	54	11	,	,	PUNCT
fcis-26982	54	12	and	and	CCONJ
fcis-26982	54	13	the	the	DET
fcis-26982	54	14	optimal	optimal	ADJ
fcis-26982	54	15	parameter	parameter	NOUN
fcis-26982	54	16	combination	combination	NOUN
fcis-26982	54	17	is	be	AUX
fcis-26982	54	18	found	find	VERB
fcis-26982	54	19	by	by	ADP
fcis-26982	54	20	comparing	compare	VERB
fcis-26982	54	21	the	the	DET
fcis-26982	54	22	influence	influence	NOUN
fcis-26982	54	23	of	of	ADP
fcis-26982	54	24	different	different	ADJ
fcis-26982	54	25	settings	setting	NOUN
fcis-26982	54	26	on	on	ADP
fcis-26982	54	27	the	the	DET
fcis-26982	54	28	performance	performance	NOUN
fcis-26982	54	29	.	.	PUNCT
fcis-26982	55	1	then	then	ADV
fcis-26982	55	2	,	,	PUNCT
fcis-26982	55	3	the	the	DET
fcis-26982	55	4	robustness	robustness	NOUN
fcis-26982	55	5	of	of	ADP
fcis-26982	55	6	feature	feature	NOUN
fcis-26982	55	7	extraction	extraction	NOUN
fcis-26982	55	8	is	be	AUX
fcis-26982	55	9	enhanced	enhance	VERB
fcis-26982	55	10	to	to	PART
fcis-26982	55	11	improve	improve	VERB
fcis-26982	55	12	the	the	DET
fcis-26982	55	13	stability	stability	NOUN
fcis-26982	55	14	and	and	CCONJ
fcis-26982	55	15	accuracy	accuracy	NOUN
fcis-26982	55	16	of	of	ADP
fcis-26982	55	17	the	the	DET
fcis-26982	55	18	model	model	NOUN
fcis-26982	55	19	under	under	ADP
fcis-26982	55	20	different	different	ADJ
fcis-26982	55	21	conditions	condition	NOUN
fcis-26982	55	22	by	by	ADP
fcis-26982	55	23	introducing	introduce	VERB
fcis-26982	55	24	invariant	invariant	ADJ
fcis-26982	55	25	features	feature	NOUN
fcis-26982	55	26	in	in	ADP
fcis-26982	55	27	deep	deep	ADJ
fcis-26982	55	28	learning	learning	NOUN
fcis-26982	55	29	.	.	PUNCT
fcis-26982	56	1	finally	finally	ADV
fcis-26982	56	2	,	,	PUNCT
fcis-26982	56	3	we	we	PRON
fcis-26982	56	4	improve	improve	VERB
fcis-26982	56	5	the	the	DET
fcis-26982	56	6	sample	sample	NOUN
fcis-26982	56	7	block	block	NOUN
fcis-26982	56	8	search	search	NOUN
fcis-26982	56	9	strategy	strategy	NOUN
fcis-26982	56	10	to	to	PART
fcis-26982	56	11	explore	explore	VERB
fcis-26982	56	12	and	and	CCONJ
fcis-26982	56	13	implement	implement	VERB
fcis-26982	56	14	a	a	DET
fcis-26982	56	15	more	more	ADV
fcis-26982	56	16	efficient	efficient	ADJ
fcis-26982	56	17	search	search	NOUN
fcis-26982	56	18	algorithm	algorithm	NOUN
fcis-26982	56	19	.	.	PUNCT
fcis-26982	57	1	○	○	PROPN
fcis-26982	57	2	3is	3is	ADJ
fcis-26982	57	3	relatively	relatively	ADV
fcis-26982	57	4	simple	simple	ADJ
fcis-26982	57	5	and	and	CCONJ
fcis-26982	57	6	requires	require	VERB
fcis-26982	57	7	all	all	DET
fcis-26982	57	8	students	student	NOUN
fcis-26982	57	9	to	to	PART
fcis-26982	57	10	complete	complete	VERB
fcis-26982	57	11	,	,	PUNCT
fcis-26982	57	12	and	and	CCONJ
fcis-26982	57	13	○	○	X
fcis-26982	57	14	1	1	NUM
fcis-26982	57	15	○	○	SYM
fcis-26982	57	16	2	2	NUM
fcis-26982	57	17	is	be	AUX
fcis-26982	57	18	optional	optional	ADJ
fcis-26982	57	19	.	.	PUNCT
fcis-26982	58	1	figure	figure	NOUN
fcis-26982	58	2	2	2	NUM
fcis-26982	58	3	.	.	PUNCT
fcis-26982	58	4	texture	texture	ADJ
fcis-26982	58	5	network	network	NOUN
fcis-26982	58	6	20	20	NUM
fcis-26982	58	7	teachers	teacher	NOUN
fcis-26982	58	8	provide	provide	VERB
fcis-26982	58	9	guidance	guidance	NOUN
fcis-26982	58	10	for	for	ADP
fcis-26982	58	11	the	the	DET
fcis-26982	58	12	direction	direction	NOUN
fcis-26982	58	13	of	of	ADP
fcis-26982	58	14	the	the	DET
fcis-26982	58	15	experiment	experiment	NOUN
fcis-26982	58	16	,	,	PUNCT
fcis-26982	58	17	while	while	SCONJ
fcis-26982	58	18	the	the	DET
fcis-26982	58	19	specific	specific	ADJ
fcis-26982	58	20	optimization	optimization	NOUN
fcis-26982	58	21	plan	plan	NOUN
fcis-26982	58	22	and	and	CCONJ
fcis-26982	58	23	operational	operational	ADJ
fcis-26982	58	24	details	detail	NOUN
fcis-26982	58	25	need	need	VERB
fcis-26982	58	26	to	to	PART
fcis-26982	58	27	be	be	AUX
fcis-26982	58	28	completed	complete	VERB
fcis-26982	58	29	by	by	ADP
fcis-26982	58	30	students	student	NOUN
fcis-26982	58	31	independently	independently	ADV
fcis-26982	58	32	.	.	PUNCT
fcis-26982	59	1	this	this	DET
fcis-26982	59	2	arrangement	arrangement	NOUN
fcis-26982	59	3	is	be	AUX
fcis-26982	59	4	designed	design	VERB
fcis-26982	59	5	to	to	PART
fcis-26982	59	6	promote	promote	VERB
fcis-26982	59	7	students	student	NOUN
fcis-26982	59	8	'	'	PART
fcis-26982	59	9	self	self	NOUN
fcis-26982	59	10	-	-	PUNCT
fcis-26982	59	11	directed	direct	VERB
fcis-26982	59	12	learning	learning	NOUN
fcis-26982	59	13	,	,	PUNCT
fcis-26982	59	14	thereby	thereby	ADV
fcis-26982	59	15	enhancing	enhance	VERB
fcis-26982	59	16	their	their	PRON
fcis-26982	59	17	innovative	innovative	ADJ
fcis-26982	59	18	and	and	CCONJ
fcis-26982	59	19	practical	practical	ADJ
fcis-26982	59	20	skills	skill	NOUN
fcis-26982	59	21	.	.	PUNCT
fcis-26982	60	1	step	step	NOUN
fcis-26982	60	2	3	3	NUM
fcis-26982	60	3	:	:	PUNCT
fcis-26982	60	4	write	write	VERB
fcis-26982	60	5	the	the	DET
fcis-26982	60	6	experiment	experiment	NOUN
fcis-26982	60	7	report	report	NOUN
fcis-26982	60	8	,	,	PUNCT
fcis-26982	60	9	evaluate	evaluate	VERB
fcis-26982	60	10	and	and	CCONJ
fcis-26982	60	11	evaluate	evaluate	VERB
fcis-26982	60	12	.	.	PUNCT
fcis-26982	61	1	after	after	ADP
fcis-26982	61	2	the	the	DET
fcis-26982	61	3	completion	completion	NOUN
fcis-26982	61	4	of	of	ADP
fcis-26982	61	5	the	the	DET
fcis-26982	61	6	above	above	ADJ
fcis-26982	61	7	experimental	experimental	ADJ
fcis-26982	61	8	steps	step	NOUN
fcis-26982	61	9	,	,	PUNCT
fcis-26982	61	10	students	student	NOUN
fcis-26982	61	11	are	be	AUX
fcis-26982	61	12	required	require	VERB
fcis-26982	61	13	to	to	PART
fcis-26982	61	14	write	write	VERB
fcis-26982	61	15	experimental	experimental	ADJ
fcis-26982	61	16	reports	report	NOUN
fcis-26982	61	17	according	accord	VERB
fcis-26982	61	18	to	to	ADP
fcis-26982	61	19	the	the	DET
fcis-26982	61	20	standard	standard	ADJ
fcis-26982	61	21	format	format	NOUN
fcis-26982	61	22	of	of	ADP
fcis-26982	61	23	scientific	scientific	ADJ
fcis-26982	61	24	research	research	NOUN
fcis-26982	61	25	papers	paper	NOUN
fcis-26982	61	26	,	,	PUNCT
fcis-26982	61	27	in	in	ADP
fcis-26982	61	28	order	order	NOUN
fcis-26982	61	29	to	to	PART
fcis-26982	61	30	develop	develop	VERB
fcis-26982	61	31	their	their	PRON
fcis-26982	61	32	research	research	NOUN
fcis-26982	61	33	writing	writing	NOUN
fcis-26982	61	34	ability	ability	NOUN
fcis-26982	61	35	.	.	PUNCT
fcis-26982	62	1	this	this	DET
fcis-26982	62	2	task	task	NOUN
fcis-26982	62	3	requires	require	VERB
fcis-26982	62	4	students	student	NOUN
fcis-26982	62	5	to	to	PART
fcis-26982	62	6	complete	complete	VERB
fcis-26982	62	7	independently	independently	ADV
fcis-26982	62	8	after	after	ADP
fcis-26982	62	9	class	class	NOUN
fcis-26982	62	10	.	.	PUNCT
fcis-26982	63	1	students	student	NOUN
fcis-26982	63	2	'	'	PART
fcis-26982	63	3	learning	learn	VERB
fcis-26982	63	4	outcomes	outcome	NOUN
fcis-26982	63	5	will	will	AUX
fcis-26982	63	6	be	be	AUX
fcis-26982	63	7	assessed	assess	VERB
fcis-26982	63	8	through	through	ADP
fcis-26982	63	9	group	group	NOUN
fcis-26982	63	10	defense	defense	NOUN
fcis-26982	63	11	,	,	PUNCT
fcis-26982	63	12	and	and	CCONJ
fcis-26982	63	13	teachers	teacher	NOUN
fcis-26982	63	14	and	and	CCONJ
fcis-26982	63	15	other	other	ADJ
fcis-26982	63	16	members	member	NOUN
fcis-26982	63	17	of	of	ADP
fcis-26982	63	18	the	the	DET
fcis-26982	63	19	group	group	NOUN
fcis-26982	63	20	will	will	AUX
fcis-26982	63	21	participate	participate	VERB
fcis-26982	63	22	in	in	ADP
fcis-26982	63	23	asking	ask	VERB
fcis-26982	63	24	questions	question	NOUN
fcis-26982	63	25	to	to	PART
fcis-26982	63	26	assess	assess	VERB
fcis-26982	63	27	students	student	NOUN
fcis-26982	63	28	'	'	PART
fcis-26982	63	29	knowledge	knowledge	NOUN
fcis-26982	63	30	.	.	PUNCT
fcis-26982	64	1	in	in	ADP
fcis-26982	64	2	the	the	DET
fcis-26982	64	3	improvement	improvement	NOUN
fcis-26982	64	4	of	of	ADP
fcis-26982	64	5	the	the	DET
fcis-26982	64	6	prototype	prototype	NOUN
fcis-26982	64	7	algorithm	algorithm	NOUN
fcis-26982	64	8	,	,	PUNCT
fcis-26982	64	9	students	student	NOUN
fcis-26982	64	10	are	be	AUX
fcis-26982	64	11	allowed	allow	VERB
fcis-26982	64	12	to	to	PART
fcis-26982	64	13	experience	experience	VERB
fcis-26982	64	14	failure	failure	NOUN
fcis-26982	64	15	,	,	PUNCT
fcis-26982	64	16	and	and	CCONJ
fcis-26982	64	17	the	the	DET
fcis-26982	64	18	focus	focus	NOUN
fcis-26982	64	19	is	be	AUX
fcis-26982	64	20	on	on	ADP
fcis-26982	64	21	their	their	PRON
fcis-26982	64	22	improvement	improvement	NOUN
fcis-26982	64	23	ideas	idea	NOUN
fcis-26982	64	24	and	and	CCONJ
fcis-26982	64	25	problem	problem	NOUN
fcis-26982	64	26	-	-	PUNCT
fcis-26982	64	27	solving	solve	VERB
fcis-26982	64	28	methods	method	NOUN
fcis-26982	64	29	.	.	PUNCT
fcis-26982	65	1	3.2	3.2	NUM
fcis-26982	65	2	.	.	PUNCT
fcis-26982	66	1	algorithm	algorithm	NOUN
fcis-26982	66	2	implementation	implementation	NOUN
fcis-26982	66	3	download	download	VERB
fcis-26982	66	4	the	the	DET
fcis-26982	66	5	model	model	NOUN
fcis-26982	66	6	weights	weight	VERB
fcis-26982	66	7	to	to	ADP
fcis-26982	66	8	the	the	DET
fcis-26982	66	9	test	test	NOUN
fcis-26982	66	10	folder	folder	NOUN
fcis-26982	66	11	,	,	PUNCT
fcis-26982	66	12	set	set	VERB
fcis-26982	66	13	up	up	ADP
fcis-26982	66	14	t	t	NOUN
fcis-26982	66	15	=	=	NUM
fcis-26982	66	16	100	100	NUM
fcis-26982	66	17	,	,	PUNCT
fcis-26982	66	18	through	through	ADP
fcis-26982	66	19	the	the	DET
fcis-26982	66	20	test	test	NOUN
fcis-26982	66	21	folder	folder	NOUN
fcis-26982	66	22	of	of	ADP
fcis-26982	66	23	ir-sde.yml	ir-sde.yml	ADJ
fcis-26982	66	24	file	file	NOUN
fcis-26982	66	25	,	,	PUNCT
fcis-26982	66	26	modify	modify	VERB
fcis-26982	66	27	data	datum	NOUN
fcis-26982	66	28	and	and	CCONJ
fcis-26982	66	29	mask	mask	NOUN
fcis-26982	66	30	path	path	NOUN
fcis-26982	66	31	,	,	PUNCT
fcis-26982	66	32	by	by	ADP
fcis-26982	66	33	running	run	VERB
fcis-26982	66	34	the	the	DET
fcis-26982	66	35	python3	python3	PROPN
fcis-26982	66	36	.	.	PUNCT
fcis-26982	67	1	/	/	PUNCT
fcis-26982	67	2	test	test	NOUN
fcis-26982	67	3	/	/	SYM
fcis-26982	67	4	texture/	texture/	NOUN
fcis-26982	67	5	config/	config/	NUM
fcis-26982	67	6	inpainting/	inpainting/	NUM
fcis-26982	67	7	test	test	NOUN
fcis-26982	67	8	.	.	PUNCT
fcis-26982	68	1	the	the	DET
fcis-26982	68	2	py	py	PROPN
fcis-26982	68	3	to	to	PART
fcis-26982	68	4	see	see	VERB
fcis-26982	68	5	results	result	NOUN
fcis-26982	68	6	,	,	PUNCT
fcis-26982	68	7	in	in	ADP
fcis-26982	68	8	the	the	DET
fcis-26982	68	9	test	test	NOUN
fcis-26982	68	10	/	/	SYM
fcis-26982	68	11	results/	results/	NUM
fcis-26982	68	12	inpainting/	inpainting/	NUM
fcis-26982	68	13	ir	ir	PROPN
fcis-26982	68	14	sde	sde	PROPN
fcis-26982	68	15	/	/	SYM
fcis-26982	68	16	val_dataset	val_dataset	NOUN
fcis-26982	68	17	folder	folder	NOUN
fcis-26982	68	18	to	to	PART
fcis-26982	68	19	automatically	automatically	ADV
fcis-26982	68	20	generate	generate	VERB
fcis-26982	68	21	the	the	DET
fcis-26982	68	22	original	original	ADJ
fcis-26982	68	23	000000	000000	NUM
fcis-26982	68	24	_	_	PUNCT
fcis-26982	68	25	r.	r.	PROPN
fcis-26982	68	26	png	png	PROPN
fcis-26982	68	27	,	,	PUNCT
fcis-26982	68	28	mask	mask	NOUN
fcis-26982	68	29	cover	cover	NOUN
fcis-26982	68	30	figure	figure	NOUN
fcis-26982	68	31	000000	000000	NUM
fcis-26982	69	1	_	_	DET
fcis-26982	69	2	m.	m.	PROPN
fcis-26982	69	3	png	png	PROPN
fcis-26982	69	4	,	,	PUNCT
fcis-26982	69	5	algorithm	algorithm	PROPN
fcis-26982	69	6	repair	repair	NOUN
fcis-26982	69	7	figure	figure	NOUN
fcis-26982	69	8	000000	000000	NUM
fcis-26982	70	1	_	_	PRON
fcis-26982	70	2	f.	f.	PROPN
fcis-26982	70	3	png	png	PROPN
fcis-26982	70	4	(	(	PUNCT
fcis-26982	70	5	as	as	SCONJ
fcis-26982	70	6	shown	show	VERB
fcis-26982	70	7	in	in	ADP
fcis-26982	70	8	figure	figure	NOUN
fcis-26982	70	9	3	3	NUM
fcis-26982	70	10	)	)	PUNCT
fcis-26982	70	11	.	.	PUNCT
fcis-26982	71	1	figure	figure	VERB
fcis-26982	71	2	3	3	NUM
fcis-26982	71	3	.	.	PUNCT
fcis-26982	71	4	algorithm	algorithm	PROPN
fcis-26982	71	5	repair	repair	NOUN
fcis-26982	71	6	effect	effect	NOUN
fcis-26982	71	7	it	it	PRON
fcis-26982	71	8	shows	show	VERB
fcis-26982	71	9	that	that	SCONJ
fcis-26982	71	10	the	the	DET
fcis-26982	71	11	original	original	ADJ
fcis-26982	71	12	algorithm	algorithm	NOUN
fcis-26982	71	13	adds	add	VERB
fcis-26982	71	14	low	low	ADJ
fcis-26982	71	15	-	-	PUNCT
fcis-26982	71	16	level	level	NOUN
fcis-26982	71	17	and	and	CCONJ
fcis-26982	71	18	high	high	ADJ
fcis-26982	71	19	-	-	PUNCT
fcis-26982	71	20	level	level	NOUN
fcis-26982	71	21	features	feature	NOUN
fcis-26982	71	22	before	before	ADP
fcis-26982	71	23	adding	add	VERB
fcis-26982	71	24	noise	noise	NOUN
fcis-26982	71	25	to	to	ADP
fcis-26982	71	26	the	the	DET
fcis-26982	71	27	structureguided	structureguide	VERB
fcis-26982	71	28	network	network	NOUN
fcis-26982	71	29	.	.	PUNCT
fcis-26982	72	1	the	the	DET
fcis-26982	72	2	same	same	ADJ
fcis-26982	72	3	is	be	AUX
fcis-26982	72	4	true	true	ADJ
fcis-26982	72	5	for	for	ADP
fcis-26982	72	6	the	the	DET
fcis-26982	72	7	structure	structure	NOUN
fcis-26982	72	8	-	-	PUNCT
fcis-26982	72	9	de	de	ADJ
fcis-26982	72	10	-	-	ADJ
fcis-26982	72	11	noising	noising	ADJ
fcis-26982	72	12	network	network	NOUN
fcis-26982	72	13	.	.	PUNCT
fcis-26982	73	1	the	the	DET
fcis-26982	73	2	repair	repair	NOUN
fcis-26982	73	3	results	result	NOUN
fcis-26982	73	4	are	be	AUX
fcis-26982	73	5	shown	show	VERB
fcis-26982	73	6	in	in	ADP
fcis-26982	73	7	figure	figure	NOUN
fcis-26982	73	8	4	4	NUM
fcis-26982	73	9	.	.	PUNCT
fcis-26982	73	10	figure	figure	VERB
fcis-26982	73	11	4	4	NUM
fcis-26982	73	12	.	.	PUNCT
fcis-26982	73	13	improved	improve	VERB
fcis-26982	73	14	algorithm	algorithm	NOUN
fcis-26982	73	15	to	to	PART
fcis-26982	73	16	repair	repair	VERB
fcis-26982	73	17	renderings	rendering	NOUN
fcis-26982	73	18	three	three	NUM
fcis-26982	73	19	indicators	indicator	NOUN
fcis-26982	73	20	were	be	AUX
fcis-26982	73	21	used	use	VERB
fcis-26982	73	22	to	to	PART
fcis-26982	73	23	evaluate	evaluate	VERB
fcis-26982	73	24	the	the	DET
fcis-26982	73	25	image	image	NOUN
fcis-26982	73	26	restoration	restoration	NOUN
fcis-26982	73	27	effect	effect	NOUN
fcis-26982	73	28	,	,	PUNCT
fcis-26982	73	29	including	include	VERB
fcis-26982	73	30	frechet	frechet	PROPN
fcis-26982	73	31	initial	initial	ADJ
fcis-26982	73	32	distance	distance	PROPN
fcis-26982	73	33	mae	mae	PROPN
fcis-26982	73	34	,	,	PUNCT
fcis-26982	73	35	peak	peak	NOUN
fcis-26982	73	36	signal	signal	NOUN
fcis-26982	73	37	-	-	PUNCT
fcis-26982	73	38	to	to	ADP
fcis-26982	73	39	-	-	PUNCT
fcis-26982	73	40	noise	noise	NOUN
fcis-26982	73	41	ratio	ratio	NOUN
fcis-26982	73	42	psnr	psnr	NOUN
fcis-26982	73	43	,	,	PUNCT
fcis-26982	73	44	and	and	CCONJ
fcis-26982	73	45	structural	structural	ADJ
fcis-26982	73	46	similarity	similarity	NOUN
fcis-26982	73	47	ssim	ssim	NOUN
fcis-26982	73	48	.	.	PUNCT
fcis-26982	74	1	it	it	PRON
fcis-26982	74	2	is	be	AUX
fcis-26982	74	3	also	also	ADV
fcis-26982	74	4	necessary	necessary	ADJ
fcis-26982	74	5	to	to	PART
fcis-26982	74	6	judge	judge	VERB
fcis-26982	74	7	subjective	subjective	ADJ
fcis-26982	74	8	factors	factor	NOUN
fcis-26982	74	9	such	such	ADJ
fcis-26982	74	10	as	as	ADP
fcis-26982	74	11	whether	whether	SCONJ
fcis-26982	74	12	the	the	DET
fcis-26982	74	13	repaired	repair	VERB
fcis-26982	74	14	image	image	NOUN
fcis-26982	74	15	looks	look	VERB
fcis-26982	74	16	natural	natural	ADJ
fcis-26982	74	17	based	base	VERB
fcis-26982	74	18	on	on	ADP
fcis-26982	74	19	human	human	ADJ
fcis-26982	74	20	vision	vision	NOUN
fcis-26982	74	21	.	.	PUNCT
fcis-26982	75	1	this	this	DET
fcis-26982	75	2	evaluation	evaluation	NOUN
fcis-26982	75	3	method	method	NOUN
fcis-26982	75	4	is	be	AUX
fcis-26982	75	5	closer	close	ADJ
fcis-26982	75	6	to	to	ADP
fcis-26982	75	7	the	the	DET
fcis-26982	75	8	visual	visual	ADJ
fcis-26982	75	9	experience	experience	NOUN
fcis-26982	75	10	of	of	ADP
fcis-26982	75	11	the	the	DET
fcis-26982	75	12	human	human	ADJ
fcis-26982	75	13	eye	eye	NOUN
fcis-26982	75	14	,	,	PUNCT
fcis-26982	75	15	and	and	CCONJ
fcis-26982	75	16	can	can	AUX
fcis-26982	75	17	comprehensively	comprehensively	ADV
fcis-26982	75	18	measure	measure	VERB
fcis-26982	75	19	the	the	DET
fcis-26982	75	20	real	real	ADJ
fcis-26982	75	21	quality	quality	NOUN
fcis-26982	75	22	of	of	ADP
fcis-26982	75	23	the	the	DET
fcis-26982	75	24	repair	repair	NOUN
fcis-26982	75	25	effect	effect	NOUN
fcis-26982	75	26	.	.	PUNCT
fcis-26982	76	1	students	student	NOUN
fcis-26982	76	2	are	be	AUX
fcis-26982	76	3	asked	ask	VERB
fcis-26982	76	4	to	to	PART
fcis-26982	76	5	compare	compare	VERB
fcis-26982	76	6	the	the	DET
fcis-26982	76	7	original	original	ADJ
fcis-26982	76	8	algorithm	algorithm	NOUN
fcis-26982	76	9	repair	repair	NOUN
fcis-26982	76	10	result	result	NOUN
fcis-26982	76	11	with	with	ADP
fcis-26982	76	12	the	the	DET
fcis-26982	76	13	modified	modify	VERB
fcis-26982	76	14	one	one	NUM
fcis-26982	76	15	according	accord	VERB
fcis-26982	76	16	to	to	ADP
fcis-26982	76	17	objective	objective	ADJ
fcis-26982	76	18	evaluation	evaluation	NOUN
fcis-26982	76	19	index	index	NOUN
fcis-26982	76	20	and	and	CCONJ
fcis-26982	76	21	subjective	subjective	ADJ
fcis-26982	76	22	evaluation	evaluation	NOUN
fcis-26982	76	23	.	.	PUNCT
fcis-26982	77	1	4	4	X
fcis-26982	77	2	.	.	X
fcis-26982	77	3	conclusion	conclusion	NOUN
fcis-26982	77	4	by	by	ADP
fcis-26982	77	5	exploring	explore	VERB
fcis-26982	77	6	the	the	DET
fcis-26982	77	7	practical	practical	ADJ
fcis-26982	77	8	application	application	NOUN
fcis-26982	77	9	of	of	ADP
fcis-26982	77	10	the	the	DET
fcis-26982	77	11	strdiffusion	strdiffusion	NOUN
fcis-26982	77	12	model	model	NOUN
fcis-26982	77	13	in	in	ADP
fcis-26982	77	14	depth	depth	NOUN
fcis-26982	77	15	,	,	PUNCT
fcis-26982	77	16	students	student	NOUN
fcis-26982	77	17	gain	gain	VERB
fcis-26982	77	18	a	a	DET
fcis-26982	77	19	more	more	ADV
fcis-26982	77	20	intuitive	intuitive	ADJ
fcis-26982	77	21	understanding	understanding	NOUN
fcis-26982	77	22	of	of	ADP
fcis-26982	77	23	image	image	NOUN
fcis-26982	77	24	restoration	restoration	NOUN
fcis-26982	77	25	techniques	technique	NOUN
fcis-26982	77	26	in	in	ADP
fcis-26982	77	27	the	the	DET
fcis-26982	77	28	field	field	NOUN
fcis-26982	77	29	of	of	ADP
fcis-26982	77	30	digital	digital	ADJ
fcis-26982	77	31	image	image	NOUN
fcis-26982	77	32	processing	processing	NOUN
fcis-26982	77	33	.	.	PUNCT
fcis-26982	78	1	through	through	ADP
fcis-26982	78	2	detailed	detailed	ADJ
fcis-26982	78	3	explanation	explanation	NOUN
fcis-26982	78	4	of	of	ADP
fcis-26982	78	5	the	the	DET
fcis-26982	78	6	model	model	NOUN
fcis-26982	78	7	and	and	CCONJ
fcis-26982	78	8	demonstration	demonstration	NOUN
fcis-26982	78	9	of	of	ADP
fcis-26982	78	10	actual	actual	ADJ
fcis-26982	78	11	code	code	NOUN
fcis-26982	78	12	,	,	PUNCT
fcis-26982	78	13	students	student	NOUN
fcis-26982	78	14	not	not	PART
fcis-26982	78	15	only	only	ADV
fcis-26982	78	16	master	master	VERB
fcis-26982	78	17	the	the	DET
fcis-26982	78	18	basic	basic	ADJ
fcis-26982	78	19	concepts	concept	NOUN
fcis-26982	78	20	of	of	ADP
fcis-26982	78	21	image	image	NOUN
fcis-26982	78	22	restoration	restoration	NOUN
fcis-26982	78	23	,	,	PUNCT
fcis-26982	78	24	but	but	CCONJ
fcis-26982	78	25	also	also	ADV
fcis-26982	78	26	learn	learn	VERB
fcis-26982	78	27	how	how	SCONJ
fcis-26982	78	28	to	to	PART
fcis-26982	78	29	apply	apply	VERB
fcis-26982	78	30	this	this	DET
fcis-26982	78	31	knowledge	knowledge	NOUN
fcis-26982	78	32	to	to	PART
fcis-26982	78	33	solve	solve	VERB
fcis-26982	78	34	practical	practical	ADJ
fcis-26982	78	35	problems	problem	NOUN
fcis-26982	78	36	.	.	PUNCT
fcis-26982	79	1	we	we	PRON
fcis-26982	79	2	hope	hope	VERB
fcis-26982	79	3	that	that	SCONJ
fcis-26982	79	4	this	this	DET
fcis-26982	79	5	experiment	experiment	NOUN
fcis-26982	79	6	will	will	AUX
fcis-26982	79	7	enhance	enhance	VERB
fcis-26982	79	8	students	student	NOUN
fcis-26982	79	9	'	'	PART
fcis-26982	79	10	understanding	understanding	NOUN
fcis-26982	79	11	of	of	ADP
fcis-26982	79	12	image	image	NOUN
fcis-26982	79	13	restoration	restoration	NOUN
fcis-26982	79	14	techniques	technique	NOUN
fcis-26982	79	15	and	and	CCONJ
fcis-26982	79	16	inspire	inspire	VERB
fcis-26982	79	17	them	they	PRON
fcis-26982	79	18	to	to	PART
fcis-26982	79	19	explore	explore	VERB
fcis-26982	79	20	and	and	CCONJ
fcis-26982	79	21	innovate	innovate	VERB
fcis-26982	79	22	more	more	ADV
fcis-26982	79	23	deeply	deeply	ADV
fcis-26982	79	24	in	in	ADP
fcis-26982	79	25	this	this	DET
fcis-26982	79	26	field	field	NOUN
fcis-26982	79	27	.	.	PUNCT
fcis-26982	79	28	"	"	PUNCT
fcis-26982	80	1	acknowledgments	acknowledgment	NOUN
fcis-26982	80	2	people	people	NOUN
fcis-26982	80	3	's	's	PART
fcis-26982	80	4	public	public	ADJ
fcis-26982	80	5	security	security	NOUN
fcis-26982	80	6	university	university	PROPN
fcis-26982	80	7	of	of	ADP
fcis-26982	80	8	china	china	PROPN
fcis-26982	80	9	security	security	PROPN
fcis-26982	80	10	engineering	engineering	NOUN
fcis-26982	80	11	double	double	ADJ
fcis-26982	80	12	first	first	ADJ
fcis-26982	80	13	-	-	PUNCT
fcis-26982	80	14	class	class	NOUN
fcis-26982	80	15	special(2023syl08	special(2023syl08	NOUN
fcis-26982	80	16	)	)	PUNCT
fcis-26982	80	17	.	.	PUNCT
fcis-26982	81	1	references	reference	NOUN
fcis-26982	81	2	[	[	X
fcis-26982	81	3	1	1	NUM
fcis-26982	81	4	]	]	X
fcis-26982	81	5	qiu	qiu	PROPN
fcis-26982	81	6	x	x	PROPN
fcis-26982	81	7	,	,	PUNCT
fcis-26982	81	8	han	han	PROPN
fcis-26982	81	9	c	c	PROPN
fcis-26982	81	10	,	,	PUNCT
fcis-26982	81	11	zhang	zhang	PROPN
fcis-26982	81	12	z	z	PROPN
fcis-26982	81	13	,	,	PUNCT
fcis-26982	81	14	et	et	PROPN
fcis-26982	81	15	al	al	PROPN
fcis-26982	81	16	.	.	PROPN
fcis-26982	82	1	diffbfr	diffbfr	NOUN
fcis-26982	82	2	:	:	PUNCT
fcis-26982	82	3	bootstrapping	bootstrappe	VERB
fcis-26982	82	4	diffusion	diffusion	NOUN
fcis-26982	82	5	model	model	NOUN
fcis-26982	82	6	for	for	ADP
fcis-26982	82	7	blind	blind	ADJ
fcis-26982	82	8	face	face	NOUN
fcis-26982	82	9	restoration[c]//proceedings	restoration[c]//proceeding	NOUN
fcis-26982	82	10	of	of	ADP
fcis-26982	82	11	the	the	DET
fcis-26982	82	12	31st	31st	ADJ
fcis-26982	82	13	acm	acm	PROPN
fcis-26982	82	14	international	international	ADJ
fcis-26982	82	15	conference	conference	NOUN
fcis-26982	82	16	on	on	ADP
fcis-26982	82	17	multimedia	multimedia	NOUN
fcis-26982	82	18	.	.	PUNCT
fcis-26982	83	1	2023	2023	NUM
fcis-26982	83	2	:	:	PUNCT
fcis-26982	83	3	7785	7785	NUM
fcis-26982	83	4	-	-	SYM
fcis-26982	83	5	7795	7795	NUM
fcis-26982	83	6	.	.	PUNCT
fcis-26982	84	1	[	[	X
fcis-26982	84	2	2	2	X
fcis-26982	84	3	]	]	X
fcis-26982	84	4	liu	liu	PROPN
fcis-26982	84	5	h	h	PROPN
fcis-26982	84	6	,	,	PUNCT
fcis-26982	84	7	wang	wang	PROPN
fcis-26982	84	8	y	y	PROPN
fcis-26982	84	9	,	,	PUNCT
fcis-26982	84	10	qian	qian	PROPN
fcis-26982	84	11	b	b	PROPN
fcis-26982	84	12	,	,	PUNCT
fcis-26982	84	13	et	et	PROPN
fcis-26982	84	14	al	al	PROPN
fcis-26982	84	15	.	.	PUNCT
fcis-26982	84	16	structure	structure	NOUN
fcis-26982	84	17	matters	matter	NOUN
fcis-26982	84	18	:	:	PUNCT
fcis-26982	84	19	tackling	tackle	VERB
fcis-26982	84	20	the	the	DET
fcis-26982	84	21	semantic	semantic	ADJ
fcis-26982	84	22	discrepancy	discrepancy	NOUN
fcis-26982	84	23	in	in	ADP
fcis-26982	84	24	diffusion	diffusion	NOUN
fcis-26982	84	25	models	model	NOUN
fcis-26982	84	26	for	for	ADP
fcis-26982	84	27	image	image	NOUN
fcis-26982	84	28	inpainting[c]//proceedings	inpainting[c]//proceeding	NOUN
fcis-26982	84	29	of	of	ADP
fcis-26982	84	30	the	the	DET
fcis-26982	84	31	ieee	ieee	NOUN
fcis-26982	84	32	/	/	SYM
fcis-26982	84	33	cvf	cvf	NOUN
fcis-26982	84	34	conference	conference	NOUN
fcis-26982	84	35	on	on	ADP
fcis-26982	84	36	computer	computer	NOUN
fcis-26982	84	37	vision	vision	NOUN
fcis-26982	84	38	and	and	CCONJ
fcis-26982	84	39	pattern	pattern	NOUN
fcis-26982	84	40	recognition	recognition	NOUN
fcis-26982	84	41	.	.	PUNCT
fcis-26982	85	1	2024	2024	NUM
fcis-26982	85	2	:	:	PUNCT
fcis-26982	85	3	8038	8038	NUM
fcis-26982	85	4	-	-	SYM
fcis-26982	85	5	8047	8047	NUM
fcis-26982	85	6	.	.	PUNCT
fcis-26982	86	1	[	[	X
fcis-26982	86	2	3	3	X
fcis-26982	86	3	]	]	X
fcis-26982	86	4	ho	ho	PROPN
fcis-26982	86	5	j	j	PROPN
fcis-26982	86	6	,	,	PUNCT
fcis-26982	86	7	jain	jain	PROPN
fcis-26982	86	8	a	a	PRON
fcis-26982	86	9	,	,	PUNCT
fcis-26982	86	10	abbeel	abbeel	NOUN
fcis-26982	86	11	p.	p.	NOUN
fcis-26982	86	12	denoising	denoising	NOUN
fcis-26982	86	13	diffusion	diffusion	NOUN
fcis-26982	86	14	probabilistic	probabilistic	ADJ
fcis-26982	86	15	models[j	models[j	PROPN
fcis-26982	86	16	]	]	PUNCT
fcis-26982	86	17	.	.	PUNCT
fcis-26982	87	1	advances	advance	NOUN
fcis-26982	87	2	in	in	ADP
fcis-26982	87	3	neural	neural	ADJ
fcis-26982	87	4	information	information	NOUN
fcis-26982	87	5	processing	processing	NOUN
fcis-26982	87	6	systems	system	NOUN
fcis-26982	87	7	,	,	PUNCT
fcis-26982	87	8	2020	2020	NUM
fcis-26982	87	9	,	,	PUNCT
fcis-26982	87	10	33	33	NUM
fcis-26982	87	11	:	:	SYM
fcis-26982	87	12	6840	6840	NUM
fcis-26982	87	13	-	-	SYM
fcis-26982	87	14	6851	6851	NUM
fcis-26982	87	15	.	.	PUNCT
fcis-26982	88	1	21	21	NUM
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fcis-26982	89	2	4	4	NUM
fcis-26982	89	3	]	]	X
fcis-26982	89	4	jianwei	jianwei	NOUN
fcis-26982	89	5	ding	ding	PROPN
fcis-26982	89	6	,	,	PUNCT
fcis-26982	89	7	qi	qi	PROPN
fcis-26982	89	8	zhang	zhang	PROPN
fcis-26982	89	9	.	.	PUNCT
fcis-26982	90	1	experimental	experimental	ADJ
fcis-26982	90	2	design	design	NOUN
fcis-26982	90	3	of	of	ADP
fcis-26982	90	4	intelligent	intelligent	ADJ
fcis-26982	90	5	video	video	NOUN
fcis-26982	90	6	surveillance	surveillance	NOUN
fcis-26982	90	7	system	system	NOUN
fcis-26982	91	1	[	[	X
fcis-26982	91	2	j	j	X
fcis-26982	91	3	]	]	X
fcis-26982	91	4	.	.	PUNCT
fcis-26982	92	1	experimental	experimental	ADJ
fcis-26982	92	2	technology	technology	PROPN
fcis-26982	92	3	&	&	CCONJ
fcis-26982	92	4	management	management	NOUN
fcis-26982	92	5	,	,	PUNCT
fcis-26982	92	6	2021	2021	NUM
fcis-26982	92	7	,	,	PUNCT
fcis-26982	92	8	38(6	38(6	NUM
fcis-26982	92	9	)	)	PUNCT
fcis-26982	92	10	.	.	PUNCT
fcis-26982	93	1	[	[	X
fcis-26982	93	2	5	5	X
fcis-26982	93	3	]	]	PUNCT
fcis-26982	93	4	xiaoxue	xiaoxue	PROPN
fcis-26982	93	5	fu	fu	PROPN
fcis-26982	93	6	,	,	PUNCT
fcis-26982	93	7	hongtao	hongtao	PROPN
fcis-26982	93	8	cheng	cheng	PROPN
fcis-26982	93	9	.	.	PUNCT
fcis-26982	94	1	study	study	NOUN
fcis-26982	94	2	on	on	ADP
fcis-26982	94	3	the	the	DET
fcis-26982	94	4	teaching	teaching	NOUN
fcis-26982	94	5	mode	mode	NOUN
fcis-26982	94	6	of	of	ADP
fcis-26982	94	7	python	python	NOUN
fcis-26982	94	8	language	language	NOUN
fcis-26982	94	9	programming	programming	NOUN
fcis-26982	94	10	course	course	NOUN
fcis-26982	94	11	in	in	ADP
fcis-26982	94	12	medical	medical	ADJ
fcis-26982	94	13	colleges	college	NOUN
fcis-26982	94	14	based	base	VERB
fcis-26982	94	15	on	on	ADP
fcis-26982	94	16	case	case	NOUN
fcis-26982	94	17	drive	drive	VERB
fcis-26982	94	18	[	[	X
fcis-26982	94	19	j	j	X
fcis-26982	94	20	]	]	X
fcis-26982	94	21	.	.	PUNCT
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fcis-26982	95	2	of	of	ADP
fcis-26982	95	3	medical	medical	ADJ
fcis-26982	95	4	informatics	informatic	NOUN
fcis-26982	95	5	,	,	PUNCT
fcis-26982	95	6	2024	2024	NUM
fcis-26982	95	7	,	,	PUNCT
fcis-26982	95	8	45(9	45(9	NUM
fcis-26982	95	9	):	):	PUNCT
fcis-26982	95	10	102	102	NUM
fcis-26982	95	11	-	-	SYM
fcis-26982	95	12	106	106	NUM
fcis-26982	95	13	.	.	PUNCT
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fcis-26982	96	2	6	6	NUM
fcis-26982	96	3	]	]	PUNCT
fcis-26982	96	4	junhong	junhong	PROPN
fcis-26982	96	5	zhao	zhao	PROPN
fcis-26982	96	6	.	.	PUNCT
fcis-26982	97	1	comprehensive	comprehensive	ADJ
fcis-26982	97	2	experimental	experimental	ADJ
fcis-26982	97	3	teaching	teaching	NOUN
fcis-26982	97	4	design	design	NOUN
fcis-26982	97	5	of	of	ADP
fcis-26982	97	6	digital	digital	ADJ
fcis-26982	97	7	image	image	NOUN
fcis-26982	97	8	processing	processing	NOUN
fcis-26982	97	9	course	course	NOUN
fcis-26982	97	10	-taking	-take	VERB
fcis-26982	97	11	image	image	NOUN
fcis-26982	97	12	restoration	restoration	NOUN
fcis-26982	97	13	as	as	ADP
fcis-26982	97	14	an	an	DET
fcis-26982	97	15	example	example	NOUN
fcis-26982	98	1	[	[	X
fcis-26982	98	2	j	j	X
fcis-26982	98	3	]	]	X
fcis-26982	98	4	.	.	PUNCT
fcis-26982	99	1	heilongjiang	heilongjiang	PROPN
fcis-26982	99	2	science	science	PROPN
fcis-26982	99	3	,	,	PUNCT
fcis-26982	99	4	2021	2021	NUM
fcis-26982	99	5	.	.	PUNCT
fcis-26982	100	1	[	[	X
fcis-26982	100	2	7	7	X
fcis-26982	100	3	]	]	X
fcis-26982	100	4	wenjing	wenje	VERB
fcis-26982	100	5	yu	yu	PROPN
fcis-26982	100	6	,	,	PUNCT
fcis-26982	100	7	fuqin	fuqin	PROPN
fcis-26982	100	8	yang	yang	PROPN
fcis-26982	100	9	,	,	PUNCT
fcis-26982	100	10	feng	feng	PROPN
fcis-26982	100	11	weiguo	weiguo	PROPN
fcis-26982	100	12	.	.	PUNCT
fcis-26982	101	1	design	design	NOUN
fcis-26982	101	2	of	of	ADP
fcis-26982	101	3	image	image	NOUN
fcis-26982	101	4	restoration	restoration	NOUN
fcis-26982	101	5	experiment	experiment	NOUN
fcis-26982	101	6	[	[	X
fcis-26982	101	7	j	j	X
fcis-26982	101	8	]	]	X
fcis-26982	101	9	.	.	PUNCT
fcis-26982	102	1	laboratory	laboratory	NOUN
fcis-26982	102	2	research	research	NOUN
fcis-26982	102	3	and	and	CCONJ
fcis-26982	102	4	exploration	exploration	NOUN
fcis-26982	102	5	,	,	PUNCT
fcis-26982	102	6	2012	2012	NUM
fcis-26982	102	7	(	(	PUNCT
fcis-26982	102	8	6	6	NUM
fcis-26982	102	9	):	):	PUNCT
fcis-26982	102	10	40	40	NUM
fcis-26982	102	11	-	-	SYM
fcis-26982	102	12	43	43	NUM
fcis-26982	102	13	.	.	PUNCT
fcis-26982	103	1	[	[	X
fcis-26982	103	2	8	8	NUM
fcis-26982	103	3	]	]	X
fcis-26982	103	4	zanhao	zanhao	PROPN
fcis-26982	103	5	wang	wang	PROPN
fcis-26982	103	6	.	.	PUNCT
fcis-26982	104	1	research	research	NOUN
fcis-26982	104	2	on	on	ADP
fcis-26982	104	3	intelligent	intelligent	ADJ
fcis-26982	104	4	image	image	NOUN
fcis-26982	104	5	recognition	recognition	NOUN
fcis-26982	104	6	system	system	NOUN
fcis-26982	104	7	based	base	VERB
fcis-26982	104	8	on	on	ADP
fcis-26982	104	9	deep	deep	ADJ
fcis-26982	104	10	learning	learning	NOUN
fcis-26982	104	11	[	[	X
fcis-26982	104	12	j	j	X
fcis-26982	104	13	]	]	X
fcis-26982	104	14	.	.	PUNCT
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fcis-26982	105	2	engineering	engineering	NOUN
fcis-26982	105	3	project	project	NOUN
fcis-26982	105	4	management,2024	management,2024	PROPN
fcis-26982	105	5	,	,	PUNCT
fcis-26982	105	6	3(13	3(13	NUM
fcis-26982	105	7	):	):	PUNCT
fcis-26982	105	8	217	217	NUM
fcis-26982	105	9	-	-	SYM
fcis-26982	105	10	219	219	NUM
fcis-26982	105	11	.	.	PUNCT
fcis-26982	106	1	[	[	X
fcis-26982	106	2	9	9	NUM
fcis-26982	106	3	]	]	PUNCT
fcis-26982	106	4	xi	xi	X
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fcis-26982	106	6	,	,	PUNCT
fcis-26982	106	7	xianlong	xianlong	PROPN
fcis-26982	106	8	cai	cai	PROPN
fcis-26982	106	9	.	.	PUNCT
fcis-26982	106	10	dynamic	dynamic	ADJ
fcis-26982	106	11	facial	facial	ADJ
fcis-26982	106	12	occlusion	occlusion	NOUN
fcis-26982	106	13	recognition	recognition	NOUN
fcis-26982	106	14	algorithm	algorithm	NOUN
fcis-26982	106	15	based	base	VERB
fcis-26982	106	16	on	on	ADP
fcis-26982	106	17	deep	deep	ADJ
fcis-26982	106	18	learning	learning	NOUN
fcis-26982	106	19	[	[	X
fcis-26982	106	20	j	j	X
fcis-26982	106	21	]	]	X
fcis-26982	106	22	.	.	PUNCT
fcis-26982	107	1	journal	journal	PROPN
fcis-26982	107	2	of	of	ADP
fcis-26982	107	3	jilin	jilin	PROPN
fcis-26982	107	4	university	university	PROPN
fcis-26982	107	5	(	(	PUNCT
fcis-26982	107	6	information	information	NOUN
fcis-26982	107	7	science	science	PROPN
fcis-26982	107	8	edition),2024	edition),2024	PROPN
fcis-26982	107	9	,	,	PUNCT
fcis-26982	107	10	42(3	42(3	NUM
fcis-26982	107	11	):	):	PUNCT
fcis-26982	107	12	503	503	NUM
fcis-26982	107	13	-	-	NUM
fcis-26982	107	14	508	508	NUM
fcis-26982	107	15	.	.	PUNCT