id	sid	tid	token	lemma	pos
4f16c250f0h	1	1	image	image	NOUN
4f16c250f0h	1	2	blur	blur	NOUN
4f16c250f0h	1	3	is	be	AUX
4f16c250f0h	1	4	a	a	DET
4f16c250f0h	1	5	common	common	ADJ
4f16c250f0h	1	6	artifact	artifact	NOUN
4f16c250f0h	1	7	that	that	PRON
4f16c250f0h	1	8	significantly	significantly	ADV
4f16c250f0h	1	9	degrades	degrade	VERB
4f16c250f0h	1	10	image	image	NOUN
4f16c250f0h	1	11	quality	quality	NOUN
4f16c250f0h	1	12	and	and	CCONJ
4f16c250f0h	1	13	has	have	VERB
4f16c250f0h	1	14	negative	negative	ADJ
4f16c250f0h	1	15	impacts	impact	NOUN
4f16c250f0h	1	16	on	on	ADP
4f16c250f0h	1	17	the	the	DET
4f16c250f0h	1	18	subsequent	subsequent	ADJ
4f16c250f0h	1	19	applications	application	NOUN
4f16c250f0h	1	20	.	.	PUNCT
4f16c250f0h	2	1	even	even	ADV
4f16c250f0h	2	2	in	in	ADP
4f16c250f0h	2	3	a	a	DET
4f16c250f0h	2	4	properly	properly	ADV
4f16c250f0h	2	5	focused	focus	VERB
4f16c250f0h	2	6	imaging	imaging	NOUN
4f16c250f0h	2	7	system	system	NOUN
4f16c250f0h	2	8	,	,	PUNCT
4f16c250f0h	2	9	image	image	NOUN
4f16c250f0h	2	10	blur	blur	NOUN
4f16c250f0h	2	11	can	can	AUX
4f16c250f0h	2	12	occur	occur	VERB
4f16c250f0h	2	13	due	due	ADP
4f16c250f0h	2	14	to	to	ADP
4f16c250f0h	2	15	relative	relative	ADJ
4f16c250f0h	2	16	motion	motion	NOUN
4f16c250f0h	2	17	between	between	ADP
4f16c250f0h	2	18	a	a	DET
4f16c250f0h	2	19	camera	camera	NOUN
4f16c250f0h	2	20	and	and	CCONJ
4f16c250f0h	2	21	the	the	DET
4f16c250f0h	2	22	captured	capture	VERB
4f16c250f0h	2	23	scene	scene	NOUN
4f16c250f0h	2	24	during	during	ADP
4f16c250f0h	2	25	the	the	DET
4f16c250f0h	2	26	exposure	exposure	NOUN
4f16c250f0h	2	27	time	time	NOUN
4f16c250f0h	2	28	or	or	CCONJ
4f16c250f0h	2	29	because	because	SCONJ
4f16c250f0h	2	30	of	of	ADP
4f16c250f0h	2	31	the	the	DET
4f16c250f0h	2	32	diffraction	diffraction	NOUN
4f16c250f0h	2	33	limit	limit	NOUN
4f16c250f0h	2	34	of	of	ADP
4f16c250f0h	2	35	the	the	DET
4f16c250f0h	2	36	system	system	NOUN
4f16c250f0h	2	37	.	.	PUNCT
4f16c250f0h	3	1	image	image	NOUN
4f16c250f0h	3	2	deblurring	deblurring	NOUN
4f16c250f0h	3	3	aims	aim	VERB
4f16c250f0h	3	4	to	to	PART
4f16c250f0h	3	5	recover	recover	VERB
4f16c250f0h	3	6	a	a	DET
4f16c250f0h	3	7	sharp	sharp	ADJ
4f16c250f0h	3	8	image	image	NOUN
4f16c250f0h	3	9	from	from	ADP
4f16c250f0h	3	10	a	a	DET
4f16c250f0h	3	11	blurred	blurred	ADJ
4f16c250f0h	3	12	observation	observation	NOUN
4f16c250f0h	3	13	.	.	PUNCT
4f16c250f0h	4	1	this	this	PRON
4f16c250f0h	4	2	is	be	AUX
4f16c250f0h	4	3	an	an	DET
4f16c250f0h	4	4	ill	ill	ADV
4f16c250f0h	4	5	-	-	PUNCT
4f16c250f0h	4	6	posed	pose	VERB
4f16c250f0h	4	7	inverse	inverse	ADJ
4f16c250f0h	4	8	problem	problem	NOUN
4f16c250f0h	4	9	when	when	SCONJ
4f16c250f0h	4	10	neither	neither	CCONJ
4f16c250f0h	4	11	the	the	DET
4f16c250f0h	4	12	latent	latent	ADJ
4f16c250f0h	4	13	sharp	sharp	ADJ
4f16c250f0h	4	14	image	image	NOUN
4f16c250f0h	4	15	nor	nor	CCONJ
4f16c250f0h	4	16	the	the	DET
4f16c250f0h	4	17	blur	blur	NOUN
4f16c250f0h	4	18	kernel	kernel	NOUN
4f16c250f0h	4	19	that	that	PRON
4f16c250f0h	4	20	causes	cause	VERB
4f16c250f0h	4	21	blur	blur	NOUN
4f16c250f0h	4	22	is	be	AUX
4f16c250f0h	4	23	known	know	VERB
4f16c250f0h	4	24	.	.	PUNCT
4f16c250f0h	5	1	to	to	PART
4f16c250f0h	5	2	make	make	VERB
4f16c250f0h	5	3	this	this	DET
4f16c250f0h	5	4	problem	problem	NOUN
4f16c250f0h	5	5	well	well	ADV
4f16c250f0h	5	6	-	-	PUNCT
4f16c250f0h	5	7	posed	pose	VERB
4f16c250f0h	5	8	,	,	PUNCT
4f16c250f0h	5	9	auxiliary	auxiliary	ADJ
4f16c250f0h	5	10	information	information	NOUN
4f16c250f0h	5	11	is	be	AUX
4f16c250f0h	5	12	necessary	necessary	ADJ
4f16c250f0h	5	13	.	.	PUNCT
4f16c250f0h	6	1	conventionally	conventionally	ADV
4f16c250f0h	6	2	,	,	PUNCT
4f16c250f0h	6	3	the	the	DET
4f16c250f0h	6	4	auxiliary	auxiliary	ADJ
4f16c250f0h	6	5	information	information	NOUN
4f16c250f0h	6	6	is	be	AUX
4f16c250f0h	6	7	incorporated	incorporate	VERB
4f16c250f0h	6	8	into	into	ADP
4f16c250f0h	6	9	image	image	NOUN
4f16c250f0h	6	10	deblurring	deblurre	VERB
4f16c250f0h	6	11	approaches	approach	NOUN
4f16c250f0h	6	12	through	through	ADP
4f16c250f0h	6	13	an	an	DET
4f16c250f0h	6	14	optimization	optimization	NOUN
4f16c250f0h	6	15	scheme	scheme	NOUN
4f16c250f0h	6	16	which	which	PRON
4f16c250f0h	6	17	iteratively	iteratively	ADV
4f16c250f0h	6	18	estimates	estimate	VERB
4f16c250f0h	6	19	the	the	DET
4f16c250f0h	6	20	latent	latent	ADJ
4f16c250f0h	6	21	sharp	sharp	ADJ
4f16c250f0h	6	22	image	image	NOUN
4f16c250f0h	6	23	and	and	CCONJ
4f16c250f0h	6	24	the	the	DET
4f16c250f0h	6	25	blur	blur	PROPN
4f16c250f0h	6	26	kernel	kernel	PROPN
4f16c250f0h	6	27	.	.	PUNCT
4f16c250f0h	7	1	however	however	ADV
4f16c250f0h	7	2	,	,	PUNCT
4f16c250f0h	7	3	these	these	DET
4f16c250f0h	7	4	optimization	optimization	NOUN
4f16c250f0h	7	5	based	base	VERB
4f16c250f0h	7	6	methods	method	NOUN
4f16c250f0h	7	7	are	be	AUX
4f16c250f0h	7	8	usually	usually	ADV
4f16c250f0h	7	9	time	time	NOUN
4f16c250f0h	7	10	-	-	PUNCT
4f16c250f0h	7	11	consuming	consume	VERB
4f16c250f0h	7	12	.	.	PUNCT
4f16c250f0h	8	1	recent	recent	ADJ
4f16c250f0h	8	2	progress	progress	NOUN
4f16c250f0h	8	3	in	in	ADP
4f16c250f0h	8	4	deep	deep	ADJ
4f16c250f0h	8	5	learning	learning	NOUN
4f16c250f0h	8	6	has	have	AUX
4f16c250f0h	8	7	inspired	inspire	VERB
4f16c250f0h	8	8	a	a	DET
4f16c250f0h	8	9	variety	variety	NOUN
4f16c250f0h	8	10	of	of	ADP
4f16c250f0h	8	11	image	image	NOUN
4f16c250f0h	8	12	deblurring	deblurre	VERB
4f16c250f0h	8	13	networks	network	NOUN
4f16c250f0h	8	14	.	.	PUNCT
4f16c250f0h	9	1	these	these	DET
4f16c250f0h	9	2	networks	network	NOUN
4f16c250f0h	9	3	have	have	AUX
4f16c250f0h	9	4	performed	perform	VERB
4f16c250f0h	9	5	better	well	ADV
4f16c250f0h	9	6	on	on	ADP
4f16c250f0h	9	7	single	single	ADJ
4f16c250f0h	9	8	image	image	NOUN
4f16c250f0h	9	9	deblurring	deblurre	VERB
4f16c250f0h	9	10	with	with	ADP
4f16c250f0h	9	11	much	much	ADV
4f16c250f0h	9	12	less	less	ADJ
4f16c250f0h	9	13	processing	processing	NOUN
4f16c250f0h	9	14	time	time	NOUN
4f16c250f0h	9	15	compared	compare	VERB
4f16c250f0h	9	16	to	to	ADP
4f16c250f0h	9	17	the	the	DET
4f16c250f0h	9	18	conventional	conventional	ADJ
4f16c250f0h	9	19	approaches	approach	NOUN
4f16c250f0h	9	20	.	.	PUNCT
4f16c250f0h	10	1	however	however	ADV
4f16c250f0h	10	2	,	,	PUNCT
4f16c250f0h	10	3	for	for	ADP
4f16c250f0h	10	4	challenging	challenge	VERB
4f16c250f0h	10	5	cases	case	NOUN
4f16c250f0h	10	6	such	such	ADJ
4f16c250f0h	10	7	as	as	ADP
4f16c250f0h	10	8	spatially	spatially	ADV
4f16c250f0h	10	9	varying	vary	VERB
4f16c250f0h	10	10	blur	blur	NOUN
4f16c250f0h	10	11	,	,	PUNCT
4f16c250f0h	10	12	these	these	DET
4f16c250f0h	10	13	networks	network	NOUN
4f16c250f0h	10	14	have	have	AUX
4f16c250f0h	10	15	not	not	PART
4f16c250f0h	10	16	performed	perform	VERB
4f16c250f0h	10	17	well	well	ADV
4f16c250f0h	10	18	.	.	PUNCT
4f16c250f0h	11	1	this	this	DET
4f16c250f0h	11	2	work	work	NOUN
4f16c250f0h	11	3	explores	explore	VERB
4f16c250f0h	11	4	the	the	DET
4f16c250f0h	11	5	possibility	possibility	NOUN
4f16c250f0h	11	6	of	of	ADP
4f16c250f0h	11	7	using	use	VERB
4f16c250f0h	11	8	auxiliary	auxiliary	ADJ
4f16c250f0h	11	9	information	information	NOUN
4f16c250f0h	11	10	in	in	ADP
4f16c250f0h	11	11	image	image	NOUN
4f16c250f0h	11	12	deblurring	deblurre	VERB
4f16c250f0h	11	13	networks	network	NOUN
4f16c250f0h	11	14	to	to	PART
4f16c250f0h	11	15	improve	improve	VERB
4f16c250f0h	11	16	deblurring	deblurre	VERB
4f16c250f0h	11	17	performance	performance	NOUN
4f16c250f0h	11	18	.	.	PUNCT
4f16c250f0h	12	1	the	the	DET
4f16c250f0h	12	2	major	major	ADJ
4f16c250f0h	12	3	contributions	contribution	NOUN
4f16c250f0h	12	4	of	of	ADP
4f16c250f0h	12	5	this	this	DET
4f16c250f0h	12	6	work	work	NOUN
4f16c250f0h	12	7	includes	include	VERB
4f16c250f0h	12	8	methods	method	NOUN
4f16c250f0h	12	9	for	for	ADP
4f16c250f0h	12	10	integrating	integrate	VERB
4f16c250f0h	12	11	different	different	ADJ
4f16c250f0h	12	12	types	type	NOUN
4f16c250f0h	12	13	of	of	ADP
4f16c250f0h	12	14	auxiliary	auxiliary	ADJ
4f16c250f0h	12	15	information	information	NOUN
4f16c250f0h	12	16	into	into	ADP
4f16c250f0h	12	17	deep	deep	ADJ
4f16c250f0h	12	18	learning	learning	NOUN
4f16c250f0h	12	19	networks.having	networks.have	VERB
4f16c250f0h	12	20	access	access	NOUN
4f16c250f0h	12	21	to	to	ADP
4f16c250f0h	12	22	multiple	multiple	ADJ
4f16c250f0h	12	23	images	image	NOUN
4f16c250f0h	12	24	captured	capture	VERB
4f16c250f0h	12	25	with	with	ADP
4f16c250f0h	12	26	different	different	ADJ
4f16c250f0h	12	27	exposure	exposure	NOUN
4f16c250f0h	12	28	settings	setting	NOUN
4f16c250f0h	12	29	is	be	AUX
4f16c250f0h	12	30	one	one	NUM
4f16c250f0h	12	31	type	type	NOUN
4f16c250f0h	12	32	of	of	ADP
4f16c250f0h	12	33	the	the	DET
4f16c250f0h	12	34	auxiliary	auxiliary	ADJ
4f16c250f0h	12	35	information	information	NOUN
4f16c250f0h	12	36	.	.	PUNCT
4f16c250f0h	13	1	in	in	ADP
4f16c250f0h	13	2	addition	addition	NOUN
4f16c250f0h	13	3	to	to	ADP
4f16c250f0h	13	4	a	a	DET
4f16c250f0h	13	5	blurry	blurry	ADJ
4f16c250f0h	13	6	image	image	NOUN
4f16c250f0h	13	7	captured	capture	VERB
4f16c250f0h	13	8	with	with	ADP
4f16c250f0h	13	9	a	a	DET
4f16c250f0h	13	10	longer	long	ADJ
4f16c250f0h	13	11	exposure	exposure	NOUN
4f16c250f0h	13	12	time	time	NOUN
4f16c250f0h	13	13	,	,	PUNCT
4f16c250f0h	13	14	an	an	DET
4f16c250f0h	13	15	image	image	NOUN
4f16c250f0h	13	16	captured	capture	VERB
4f16c250f0h	13	17	with	with	ADP
4f16c250f0h	13	18	a	a	DET
4f16c250f0h	13	19	short	short	ADJ
4f16c250f0h	13	20	exposure	exposure	NOUN
4f16c250f0h	13	21	time	time	NOUN
4f16c250f0h	13	22	can	can	AUX
4f16c250f0h	13	23	be	be	AUX
4f16c250f0h	13	24	captured	capture	VERB
4f16c250f0h	13	25	before	before	ADP
4f16c250f0h	13	26	the	the	DET
4f16c250f0h	13	27	blurry	blurry	ADJ
4f16c250f0h	13	28	one	one	NUM
4f16c250f0h	13	29	.	.	PUNCT
4f16c250f0h	14	1	this	this	DET
4f16c250f0h	14	2	short	short	ADJ
4f16c250f0h	14	3	exposed	expose	VERB
4f16c250f0h	14	4	image	image	NOUN
4f16c250f0h	14	5	is	be	AUX
4f16c250f0h	14	6	typically	typically	ADV
4f16c250f0h	14	7	unacceptable	unacceptable	ADJ
4f16c250f0h	14	8	noisy	noisy	ADV
4f16c250f0h	14	9	,	,	PUNCT
4f16c250f0h	14	10	but	but	CCONJ
4f16c250f0h	14	11	does	do	AUX
4f16c250f0h	14	12	provide	provide	VERB
4f16c250f0h	14	13	us	we	PRON
4f16c250f0h	14	14	additional	additional	ADJ
4f16c250f0h	14	15	information	information	NOUN
4f16c250f0h	14	16	.	.	PUNCT
4f16c250f0h	15	1	since	since	SCONJ
4f16c250f0h	15	2	the	the	DET
4f16c250f0h	15	3	noisy	noisy	ADJ
4f16c250f0h	15	4	/	/	SYM
4f16c250f0h	15	5	blurry	blurry	ADJ
4f16c250f0h	15	6	image	image	NOUN
4f16c250f0h	15	7	pair	pair	NOUN
4f16c250f0h	15	8	is	be	AUX
4f16c250f0h	15	9	captured	capture	VERB
4f16c250f0h	15	10	in	in	ADP
4f16c250f0h	15	11	quick	quick	ADJ
4f16c250f0h	15	12	succession	succession	NOUN
4f16c250f0h	15	13	,	,	PUNCT
4f16c250f0h	15	14	the	the	DET
4f16c250f0h	15	15	scene	scene	NOUN
4f16c250f0h	15	16	being	be	AUX
4f16c250f0h	15	17	captured	capture	VERB
4f16c250f0h	15	18	can	can	AUX
4f16c250f0h	15	19	be	be	AUX
4f16c250f0h	15	20	quite	quite	ADV
4f16c250f0h	15	21	similar	similar	ADJ
4f16c250f0h	15	22	.	.	PUNCT
4f16c250f0h	16	1	though	though	SCONJ
4f16c250f0h	16	2	degraded	degrade	VERB
4f16c250f0h	16	3	by	by	ADP
4f16c250f0h	16	4	noise	noise	NOUN
4f16c250f0h	16	5	,	,	PUNCT
4f16c250f0h	16	6	the	the	DET
4f16c250f0h	16	7	noisy	noisy	ADJ
4f16c250f0h	16	8	image	image	NOUN
4f16c250f0h	16	9	preserves	preserve	VERB
4f16c250f0h	16	10	large	large	ADJ
4f16c250f0h	16	11	-	-	PUNCT
4f16c250f0h	16	12	scale	scale	NOUN
4f16c250f0h	16	13	structures	structure	NOUN
4f16c250f0h	16	14	of	of	ADP
4f16c250f0h	16	15	the	the	DET
4f16c250f0h	16	16	captured	capture	VERB
4f16c250f0h	16	17	scene	scene	NOUN
4f16c250f0h	16	18	.	.	PUNCT
4f16c250f0h	17	1	hence	hence	ADV
4f16c250f0h	17	2	,	,	PUNCT
4f16c250f0h	17	3	this	this	DET
4f16c250f0h	17	4	noisy	noisy	ADJ
4f16c250f0h	17	5	frame	frame	NOUN
4f16c250f0h	17	6	can	can	AUX
4f16c250f0h	17	7	be	be	AUX
4f16c250f0h	17	8	a	a	DET
4f16c250f0h	17	9	critical	critical	ADJ
4f16c250f0h	17	10	support	support	NOUN
4f16c250f0h	17	11	for	for	SCONJ
4f16c250f0h	17	12	an	an	DET
4f16c250f0h	17	13	image	image	NOUN
4f16c250f0h	17	14	deblurring	deblurre	VERB
4f16c250f0h	17	15	network	network	NOUN
4f16c250f0h	17	16	to	to	PART
4f16c250f0h	17	17	recover	recover	VERB
4f16c250f0h	17	18	a	a	DET
4f16c250f0h	17	19	sharp	sharp	ADJ
4f16c250f0h	17	20	image	image	NOUN
4f16c250f0h	17	21	.	.	PUNCT
4f16c250f0h	18	1	as	as	ADP
4f16c250f0h	18	2	the	the	DET
4f16c250f0h	18	3	first	first	ADJ
4f16c250f0h	18	4	contribution	contribution	NOUN
4f16c250f0h	18	5	,	,	PUNCT
4f16c250f0h	18	6	two	two	NUM
4f16c250f0h	18	7	network	network	NOUN
4f16c250f0h	18	8	structures	structure	NOUN
4f16c250f0h	18	9	are	be	AUX
4f16c250f0h	18	10	proposed	propose	VERB
4f16c250f0h	18	11	to	to	PART
4f16c250f0h	18	12	process	process	VERB
4f16c250f0h	18	13	a	a	DET
4f16c250f0h	18	14	noisy	noisy	ADJ
4f16c250f0h	18	15	and	and	CCONJ
4f16c250f0h	18	16	a	a	DET
4f16c250f0h	18	17	blurry	blurry	ADJ
4f16c250f0h	18	18	image	image	NOUN
4f16c250f0h	18	19	in	in	ADP
4f16c250f0h	18	20	a	a	DET
4f16c250f0h	18	21	sequential	sequential	ADJ
4f16c250f0h	18	22	manner	manner	NOUN
4f16c250f0h	18	23	and	and	CCONJ
4f16c250f0h	18	24	a	a	DET
4f16c250f0h	18	25	parallel	parallel	NOUN
4f16c250f0h	18	26	manner	manner	NOUN
4f16c250f0h	18	27	,	,	PUNCT
4f16c250f0h	18	28	respectively	respectively	ADV
4f16c250f0h	18	29	.	.	PUNCT
4f16c250f0h	19	1	the	the	DET
4f16c250f0h	19	2	complementary	complementary	ADJ
4f16c250f0h	19	3	information	information	NOUN
4f16c250f0h	19	4	in	in	ADP
4f16c250f0h	19	5	the	the	DET
4f16c250f0h	19	6	image	image	NOUN
4f16c250f0h	19	7	pair	pair	NOUN
4f16c250f0h	19	8	is	be	AUX
4f16c250f0h	19	9	extracted	extract	VERB
4f16c250f0h	19	10	and	and	CCONJ
4f16c250f0h	19	11	processed	process	VERB
4f16c250f0h	19	12	using	use	VERB
4f16c250f0h	19	13	network	network	NOUN
4f16c250f0h	19	14	structures	structure	NOUN
4f16c250f0h	19	15	like	like	ADP
4f16c250f0h	19	16	the	the	DET
4f16c250f0h	19	17	auto	auto	NOUN
4f16c250f0h	19	18	-	-	PUNCT
4f16c250f0h	19	19	encoder	encoder	NOUN
4f16c250f0h	19	20	and	and	CCONJ
4f16c250f0h	19	21	long	long	ADJ
4f16c250f0h	19	22	short	short	ADJ
4f16c250f0h	19	23	time	time	NOUN
4f16c250f0h	19	24	memory	memory	NOUN
4f16c250f0h	19	25	(	(	PUNCT
4f16c250f0h	19	26	lstm	lstm	PROPN
4f16c250f0h	19	27	)	)	PUNCT
4f16c250f0h	19	28	.	.	PUNCT
4f16c250f0h	20	1	by	by	ADP
4f16c250f0h	20	2	fusing	fuse	VERB
4f16c250f0h	20	3	the	the	DET
4f16c250f0h	20	4	information	information	NOUN
4f16c250f0h	20	5	of	of	ADP
4f16c250f0h	20	6	the	the	DET
4f16c250f0h	20	7	differently	differently	ADV
4f16c250f0h	20	8	exposed	expose	VERB
4f16c250f0h	20	9	images	image	NOUN
4f16c250f0h	20	10	,	,	PUNCT
4f16c250f0h	20	11	the	the	DET
4f16c250f0h	20	12	proposed	propose	VERB
4f16c250f0h	20	13	network	network	NOUN
4f16c250f0h	20	14	is	be	AUX
4f16c250f0h	20	15	more	more	ADV
4f16c250f0h	20	16	able	able	ADJ
4f16c250f0h	20	17	to	to	PART
4f16c250f0h	20	18	address	address	VERB
4f16c250f0h	20	19	local	local	ADJ
4f16c250f0h	20	20	blur	blur	NOUN
4f16c250f0h	20	21	caused	cause	VERB
4f16c250f0h	20	22	by	by	ADP
4f16c250f0h	20	23	objective	objective	ADJ
4f16c250f0h	20	24	motion	motion	NOUN
4f16c250f0h	20	25	.	.	PUNCT
4f16c250f0h	21	1	the	the	DET
4f16c250f0h	21	2	image	image	NOUN
4f16c250f0h	21	3	quality	quality	NOUN
4f16c250f0h	21	4	and	and	CCONJ
4f16c250f0h	21	5	quantitative	quantitative	ADJ
4f16c250f0h	21	6	score	score	NOUN
4f16c250f0h	21	7	are	be	AUX
4f16c250f0h	21	8	also	also	ADV
4f16c250f0h	21	9	marginally	marginally	ADV
4f16c250f0h	21	10	improved	improve	VERB
4f16c250f0h	21	11	.	.	PUNCT
4f16c250f0h	22	1	camera	camera	NOUN
4f16c250f0h	22	2	built	build	VERB
4f16c250f0h	22	3	-	-	PUNCT
4f16c250f0h	22	4	in	in	ADP
4f16c250f0h	22	5	inertial	inertial	ADJ
4f16c250f0h	22	6	sensor	sensor	NOUN
4f16c250f0h	22	7	data	datum	NOUN
4f16c250f0h	22	8	is	be	AUX
4f16c250f0h	22	9	another	another	DET
4f16c250f0h	22	10	type	type	NOUN
4f16c250f0h	22	11	of	of	ADP
4f16c250f0h	22	12	the	the	DET
4f16c250f0h	22	13	auxiliary	auxiliary	ADJ
4f16c250f0h	22	14	data	datum	NOUN
4f16c250f0h	22	15	that	that	PRON
4f16c250f0h	22	16	can	can	AUX
4f16c250f0h	22	17	be	be	AUX
4f16c250f0h	22	18	useful	useful	ADJ
4f16c250f0h	22	19	.	.	PUNCT
4f16c250f0h	23	1	the	the	DET
4f16c250f0h	23	2	inertial	inertial	ADJ
4f16c250f0h	23	3	sensor	sensor	NOUN
4f16c250f0h	23	4	records	record	VERB
4f16c250f0h	23	5	the	the	DET
4f16c250f0h	23	6	camera	camera	NOUN
4f16c250f0h	23	7	motion	motion	NOUN
4f16c250f0h	23	8	during	during	ADP
4f16c250f0h	23	9	the	the	DET
4f16c250f0h	23	10	exposure	exposure	NOUN
4f16c250f0h	23	11	time	time	NOUN
4f16c250f0h	23	12	.	.	PUNCT
4f16c250f0h	24	1	the	the	DET
4f16c250f0h	24	2	camera	camera	NOUN
4f16c250f0h	24	3	motion	motion	NOUN
4f16c250f0h	24	4	can	can	AUX
4f16c250f0h	24	5	be	be	AUX
4f16c250f0h	24	6	characterized	characterize	VERB
4f16c250f0h	24	7	by	by	ADP
4f16c250f0h	24	8	a	a	DET
4f16c250f0h	24	9	homography	homography	NOUN
4f16c250f0h	24	10	computed	compute	VERB
4f16c250f0h	24	11	from	from	ADP
4f16c250f0h	24	12	the	the	DET
4f16c250f0h	24	13	inertial	inertial	ADJ
4f16c250f0h	24	14	sensor	sensor	NOUN
4f16c250f0h	24	15	data	datum	NOUN
4f16c250f0h	24	16	.	.	PUNCT
4f16c250f0h	25	1	to	to	PART
4f16c250f0h	25	2	integrate	integrate	VERB
4f16c250f0h	25	3	the	the	DET
4f16c250f0h	25	4	inertial	inertial	ADJ
4f16c250f0h	25	5	sensor	sensor	NOUN
4f16c250f0h	25	6	data	datum	NOUN
4f16c250f0h	25	7	,	,	PUNCT
4f16c250f0h	25	8	an	an	DET
4f16c250f0h	25	9	image	image	NOUN
4f16c250f0h	25	10	deblurring	deblurre	VERB
4f16c250f0h	25	11	network	network	NOUN
4f16c250f0h	25	12	is	be	AUX
4f16c250f0h	25	13	proposed	propose	VERB
4f16c250f0h	25	14	to	to	PART
4f16c250f0h	25	15	incorporate	incorporate	VERB
4f16c250f0h	25	16	the	the	DET
4f16c250f0h	25	17	homographies	homographie	NOUN
4f16c250f0h	25	18	with	with	ADP
4f16c250f0h	25	19	the	the	DET
4f16c250f0h	25	20	input	input	NOUN
4f16c250f0h	25	21	blurry	blurry	ADJ
4f16c250f0h	25	22	image	image	NOUN
4f16c250f0h	25	23	by	by	ADP
4f16c250f0h	25	24	a	a	DET
4f16c250f0h	25	25	per	per	ADP
4f16c250f0h	25	26	-	-	PUNCT
4f16c250f0h	25	27	pixel	pixel	NOUN
4f16c250f0h	25	28	concatenation	concatenation	NOUN
4f16c250f0h	25	29	on	on	ADP
4f16c250f0h	25	30	high	high	ADJ
4f16c250f0h	25	31	level	level	NOUN
4f16c250f0h	25	32	feature	feature	NOUN
4f16c250f0h	25	33	maps	map	NOUN
4f16c250f0h	25	34	.	.	PUNCT
4f16c250f0h	26	1	this	this	DET
4f16c250f0h	26	2	structure	structure	NOUN
4f16c250f0h	26	3	can	can	AUX
4f16c250f0h	26	4	be	be	AUX
4f16c250f0h	26	5	regarded	regard	VERB
4f16c250f0h	26	6	as	as	ADP
4f16c250f0h	26	7	a	a	DET
4f16c250f0h	26	8	network	network	NOUN
4f16c250f0h	26	9	version	version	NOUN
4f16c250f0h	26	10	of	of	ADP
4f16c250f0h	26	11	image	image	NOUN
4f16c250f0h	26	12	warping	warp	VERB
4f16c250f0h	26	13	using	use	VERB
4f16c250f0h	26	14	the	the	DET
4f16c250f0h	26	15	homography	homography	NOUN
4f16c250f0h	26	16	,	,	PUNCT
4f16c250f0h	26	17	where	where	SCONJ
4f16c250f0h	26	18	the	the	DET
4f16c250f0h	26	19	camera	camera	NOUN
4f16c250f0h	26	20	motion	motion	NOUN
4f16c250f0h	26	21	data	datum	NOUN
4f16c250f0h	26	22	is	be	AUX
4f16c250f0h	26	23	tightly	tightly	ADV
4f16c250f0h	26	24	fused	fuse	VERB
4f16c250f0h	26	25	with	with	ADP
4f16c250f0h	26	26	the	the	DET
4f16c250f0h	26	27	image	image	NOUN
4f16c250f0h	26	28	data	datum	NOUN
4f16c250f0h	26	29	.	.	PUNCT
4f16c250f0h	27	1	through	through	ADP
4f16c250f0h	27	2	this	this	DET
4f16c250f0h	27	3	unique	unique	ADJ
4f16c250f0h	27	4	structure	structure	NOUN
4f16c250f0h	27	5	,	,	PUNCT
4f16c250f0h	27	6	the	the	DET
4f16c250f0h	27	7	proposed	propose	VERB
4f16c250f0h	27	8	network	network	NOUN
4f16c250f0h	27	9	can	can	AUX
4f16c250f0h	27	10	effectively	effectively	ADV
4f16c250f0h	27	11	tackle	tackle	VERB
4f16c250f0h	27	12	spatially	spatially	ADV
4f16c250f0h	27	13	varying	vary	VERB
4f16c250f0h	27	14	blur	blur	NOUN
4f16c250f0h	27	15	without	without	ADP
4f16c250f0h	27	16	sacrificing	sacrifice	VERB
4f16c250f0h	27	17	the	the	DET
4f16c250f0h	27	18	processing	processing	NOUN
4f16c250f0h	27	19	time	time	NOUN
4f16c250f0h	27	20	.	.	PUNCT
4f16c250f0h	28	1	the	the	DET
4f16c250f0h	28	2	third	third	ADJ
4f16c250f0h	28	3	contribution	contribution	NOUN
4f16c250f0h	28	4	of	of	ADP
4f16c250f0h	28	5	this	this	DET
4f16c250f0h	28	6	work	work	NOUN
4f16c250f0h	28	7	is	be	AUX
4f16c250f0h	28	8	an	an	DET
4f16c250f0h	28	9	image	image	NOUN
4f16c250f0h	28	10	restoration	restoration	NOUN
4f16c250f0h	28	11	network	network	NOUN
4f16c250f0h	28	12	that	that	PRON
4f16c250f0h	28	13	jointly	jointly	ADV
4f16c250f0h	28	14	achieves	achieve	VERB
4f16c250f0h	28	15	image	image	NOUN
4f16c250f0h	28	16	deblurring	deblurring	NOUN
4f16c250f0h	28	17	and	and	CCONJ
4f16c250f0h	28	18	superresolution	superresolution	NOUN
4f16c250f0h	28	19	for	for	ADP
4f16c250f0h	28	20	a	a	DET
4f16c250f0h	28	21	newly	newly	ADV
4f16c250f0h	28	22	proposed	propose	VERB
4f16c250f0h	28	23	microscopy	microscopy	NOUN
4f16c250f0h	28	24	imaging	imaging	NOUN
4f16c250f0h	28	25	method	method	NOUN
4f16c250f0h	28	26	.	.	PUNCT
4f16c250f0h	29	1	in	in	ADP
4f16c250f0h	29	2	this	this	DET
4f16c250f0h	29	3	proposed	propose	VERB
4f16c250f0h	29	4	network	network	NOUN
4f16c250f0h	29	5	,	,	PUNCT
4f16c250f0h	29	6	the	the	DET
4f16c250f0h	29	7	point	point	NOUN
4f16c250f0h	29	8	spread	spread	VERB
4f16c250f0h	29	9	function	function	NOUN
4f16c250f0h	29	10	of	of	ADP
4f16c250f0h	29	11	the	the	DET
4f16c250f0h	29	12	imaging	imaging	NOUN
4f16c250f0h	29	13	method	method	NOUN
4f16c250f0h	29	14	is	be	AUX
4f16c250f0h	29	15	estimated	estimate	VERB
4f16c250f0h	29	16	and	and	CCONJ
4f16c250f0h	29	17	treated	treat	VERB
4f16c250f0h	29	18	as	as	ADP
4f16c250f0h	29	19	the	the	DET
4f16c250f0h	29	20	auxiliary	auxiliary	ADJ
4f16c250f0h	29	21	information	information	NOUN
4f16c250f0h	29	22	.	.	PUNCT
4f16c250f0h	30	1	the	the	DET
4f16c250f0h	30	2	network	network	NOUN
4f16c250f0h	30	3	is	be	AUX
4f16c250f0h	30	4	trained	train	VERB
4f16c250f0h	30	5	to	to	PART
4f16c250f0h	30	6	be	be	AUX
4f16c250f0h	30	7	an	an	DET
4f16c250f0h	30	8	inverse	inverse	ADJ
4f16c250f0h	30	9	operation	operation	NOUN
4f16c250f0h	30	10	of	of	ADP
4f16c250f0h	30	11	a	a	DET
4f16c250f0h	30	12	convolution	convolution	NOUN
4f16c250f0h	30	13	process	process	NOUN
4f16c250f0h	30	14	where	where	SCONJ
4f16c250f0h	30	15	the	the	DET
4f16c250f0h	30	16	estimated	estimate	VERB
4f16c250f0h	30	17	psf	psf	NOUN
4f16c250f0h	30	18	is	be	AUX
4f16c250f0h	30	19	regarded	regard	VERB
4f16c250f0h	30	20	as	as	ADP
4f16c250f0h	30	21	the	the	DET
4f16c250f0h	30	22	blur	blur	PROPN
4f16c250f0h	30	23	kernel	kernel	PROPN
4f16c250f0h	30	24	.	.	PUNCT
4f16c250f0h	31	1	the	the	DET
4f16c250f0h	31	2	result	result	NOUN
4f16c250f0h	31	3	shows	show	VERB
4f16c250f0h	31	4	that	that	SCONJ
4f16c250f0h	31	5	with	with	ADP
4f16c250f0h	31	6	the	the	DET
4f16c250f0h	31	7	assistance	assistance	NOUN
4f16c250f0h	31	8	of	of	ADP
4f16c250f0h	31	9	the	the	DET
4f16c250f0h	31	10	estimated	estimate	VERB
4f16c250f0h	31	11	psf	psf	NOUN
4f16c250f0h	31	12	,	,	PUNCT
4f16c250f0h	31	13	the	the	DET
4f16c250f0h	31	14	deblurring	deblurre	VERB
4f16c250f0h	31	15	performance	performance	NOUN
4f16c250f0h	31	16	as	as	ADV
4f16c250f0h	31	17	well	well	ADV
4f16c250f0h	31	18	as	as	ADP
4f16c250f0h	31	19	the	the	DET
4f16c250f0h	31	20	spatial	spatial	ADJ
4f16c250f0h	31	21	resolution	resolution	NOUN
4f16c250f0h	31	22	of	of	ADP
4f16c250f0h	31	23	the	the	DET
4f16c250f0h	31	24	microscopy	microscopy	ADJ
4f16c250f0h	31	25	imaging	imaging	NOUN
4f16c250f0h	31	26	method	method	NOUN
4f16c250f0h	31	27	are	be	AUX
4f16c250f0h	31	28	both	both	PRON
4f16c250f0h	31	29	improved	improve	VERB
4f16c250f0h	31	30	.	.	PUNCT
4f16c250f0h	32	1	this	this	DET
4f16c250f0h	32	2	work	work	NOUN
4f16c250f0h	32	3	improves	improve	VERB
4f16c250f0h	32	4	deblurring	deblurre	VERB
4f16c250f0h	32	5	performance	performance	NOUN
4f16c250f0h	32	6	by	by	ADP
4f16c250f0h	32	7	incorporating	incorporate	VERB
4f16c250f0h	32	8	the	the	DET
4f16c250f0h	32	9	auxiliary	auxiliary	ADJ
4f16c250f0h	32	10	information	information	NOUN
4f16c250f0h	32	11	.	.	PUNCT
4f16c250f0h	33	1	all	all	DET
4f16c250f0h	33	2	the	the	DET
4f16c250f0h	33	3	proposed	propose	VERB
4f16c250f0h	33	4	networks	network	NOUN
4f16c250f0h	33	5	are	be	AUX
4f16c250f0h	33	6	evaluated	evaluate	VERB
4f16c250f0h	33	7	on	on	ADP
4f16c250f0h	33	8	both	both	PRON
4f16c250f0h	33	9	synthetic	synthetic	ADJ
4f16c250f0h	33	10	data	datum	NOUN
4f16c250f0h	33	11	and	and	CCONJ
4f16c250f0h	33	12	real	real	ADJ
4f16c250f0h	33	13	data	datum	NOUN
4f16c250f0h	33	14	.	.	PUNCT
4f16c250f0h	34	1	comprehensive	comprehensive	ADJ
4f16c250f0h	34	2	comparisons	comparison	NOUN
4f16c250f0h	34	3	with	with	ADP
4f16c250f0h	34	4	the	the	DET
4f16c250f0h	34	5	state	state	NOUN
4f16c250f0h	34	6	-	-	PUNCT
4f16c250f0h	34	7	of	of	ADP
4f16c250f0h	34	8	-	-	PUNCT
4f16c250f0h	34	9	the	the	DET
4f16c250f0h	34	10	-	-	PUNCT
4f16c250f0h	34	11	art	art	NOUN
4f16c250f0h	34	12	image	image	NOUN
4f16c250f0h	34	13	deblurring	deblurre	VERB
4f16c250f0h	34	14	networks	network	NOUN
4f16c250f0h	34	15	are	be	AUX
4f16c250f0h	34	16	also	also	ADV
4f16c250f0h	34	17	conducted	conduct	VERB
4f16c250f0h	34	18	to	to	PART
4f16c250f0h	34	19	demonstrate	demonstrate	VERB
4f16c250f0h	34	20	the	the	DET
4f16c250f0h	34	21	superior	superior	ADJ
4f16c250f0h	34	22	performance	performance	NOUN
4f16c250f0h	34	23	of	of	ADP
4f16c250f0h	34	24	the	the	DET
4f16c250f0h	34	25	proposed	propose	VERB
4f16c250f0h	34	26	work	work	NOUN
4f16c250f0h	34	27	.	.	PUNCT