id	sid	tid	token	lemma	pos
ispiv-95	1	1	14th	14th	ADJ
ispiv-95	1	2	international	international	ADJ
ispiv-95	1	3	symposium	symposium	NOUN
ispiv-95	1	4	on	on	ADP
ispiv-95	1	5	particle	particle	NOUN
ispiv-95	1	6	image	image	NOUN
ispiv-95	1	7	velocimetry	velocimetry	NOUN
ispiv-95	1	8	-ispiv	-ispiv	NOUN
ispiv-95	1	9	2021	2021	NUM
ispiv-95	1	10	august	august	PROPN
ispiv-95	1	11	1	1	NUM
ispiv-95	1	12	-	-	PUNCT
ispiv-95	1	13	-5	-5	ADJ
ispiv-95	1	14	,	,	PUNCT
ispiv-95	1	15	2021	2021	NUM
ispiv-95	1	16	visualization	visualization	NOUN
ispiv-95	1	17	and	and	CCONJ
ispiv-95	1	18	quantification	quantification	NOUN
ispiv-95	1	19	of	of	ADP
ispiv-95	1	20	the	the	DET
ispiv-95	1	21	cerebral	cerebral	ADJ
ispiv-95	1	22	microcirculation	microcirculation	NOUN
ispiv-95	1	23	using	use	VERB
ispiv-95	1	24	contrast	contrast	NOUN
ispiv-95	1	25	enhanced	enhance	VERB
ispiv-95	1	26	ultrasound	ultrasound	NOUN
ispiv-95	1	27	particle	particle	NOUN
ispiv-95	1	28	tracking	tracking	NOUN
ispiv-95	1	29	velocimetry	velocimetry	NOUN
ispiv-95	1	30	z.	z.	PROPN
ispiv-95	1	31	zhang1	zhang1	PROPN
ispiv-95	1	32	,	,	PUNCT
ispiv-95	1	33	m.	m.	NOUN
ispiv-95	1	34	hwang2	hwang2	NOUN
ispiv-95	1	35	,	,	PUNCT
ispiv-95	1	36	t.	t.	PROPN
ispiv-95	1	37	j.	j.	PROPN
ispiv-95	1	38	kilbaugh3	kilbaugh3	PROPN
ispiv-95	1	39	,	,	PUNCT
ispiv-95	1	40	a.	a.	NOUN
ispiv-95	1	41	sridharan2	sridharan2	PROPN
ispiv-95	1	42	,	,	PUNCT
ispiv-95	1	43	j.	j.	PROPN
ispiv-95	1	44	katz1	katz1	PROPN
ispiv-95	1	45	*	*	PROPN
ispiv-95	1	46	1	1	NUM
ispiv-95	1	47	johns	johns	PROPN
ispiv-95	1	48	hopkins	hopkins	PROPN
ispiv-95	1	49	university	university	PROPN
ispiv-95	1	50	,	,	PUNCT
ispiv-95	1	51	department	department	NOUN
ispiv-95	1	52	of	of	ADP
ispiv-95	1	53	mechanical	mechanical	ADJ
ispiv-95	1	54	engineering	engineering	PROPN
ispiv-95	1	55	,	,	PUNCT
ispiv-95	1	56	baltimore	baltimore	PROPN
ispiv-95	1	57	,	,	PUNCT
ispiv-95	1	58	usa	usa	PROPN
ispiv-95	1	59	.	.	PROPN
ispiv-95	1	60	2	2	NUM
ispiv-95	1	61	children	child	NOUN
ispiv-95	1	62	’s	’s	PART
ispiv-95	1	63	hospital	hospital	NOUN
ispiv-95	1	64	of	of	ADP
ispiv-95	1	65	philadelphia	philadelphia	PROPN
ispiv-95	1	66	,	,	PUNCT
ispiv-95	1	67	department	department	NOUN
ispiv-95	1	68	of	of	ADP
ispiv-95	1	69	radiology	radiology	NOUN
ispiv-95	1	70	,	,	PUNCT
ispiv-95	1	71	philadelphia	philadelphia	PROPN
ispiv-95	1	72	,	,	PUNCT
ispiv-95	1	73	usa	usa	PROPN
ispiv-95	1	74	.	.	PROPN
ispiv-95	1	75	3	3	NUM
ispiv-95	1	76	children	child	NOUN
ispiv-95	1	77	’s	’s	PART
ispiv-95	1	78	hospital	hospital	NOUN
ispiv-95	1	79	of	of	ADP
ispiv-95	1	80	philadelphia	philadelphia	PROPN
ispiv-95	1	81	,	,	PUNCT
ispiv-95	1	82	department	department	NOUN
ispiv-95	1	83	of	of	ADP
ispiv-95	1	84	anesthesiology	anesthesiology	NOUN
ispiv-95	1	85	and	and	CCONJ
ispiv-95	1	86	critical	critical	ADJ
ispiv-95	1	87	care	care	NOUN
ispiv-95	1	88	medicine	medicine	NOUN
ispiv-95	1	89	,	,	PUNCT
ispiv-95	1	90	philadelphia	philadelphia	PROPN
ispiv-95	1	91	,	,	PUNCT
ispiv-95	1	92	usa	usa	PROPN
ispiv-95	1	93	.	.	PROPN
ispiv-95	1	94	*	*	PUNCT
ispiv-95	1	95	katz@jhu.edu	katz@jhu.edu	PROPN
ispiv-95	1	96	abstract	abstract	ADJ
ispiv-95	1	97	noninvasive	noninvasive	ADJ
ispiv-95	1	98	measurements	measurement	NOUN
ispiv-95	1	99	of	of	ADP
ispiv-95	1	100	the	the	DET
ispiv-95	1	101	regional	regional	ADJ
ispiv-95	1	102	microvascular	microvascular	ADJ
ispiv-95	1	103	perfusion	perfusion	NOUN
ispiv-95	1	104	might	might	AUX
ispiv-95	1	105	lead	lead	VERB
ispiv-95	1	106	to	to	ADP
ispiv-95	1	107	sensitive	sensitive	ADJ
ispiv-95	1	108	biomarkers	biomarker	NOUN
ispiv-95	1	109	for	for	ADP
ispiv-95	1	110	the	the	DET
ispiv-95	1	111	changes	change	NOUN
ispiv-95	1	112	in	in	ADP
ispiv-95	1	113	intracranial	intracranial	ADJ
ispiv-95	1	114	hemodynamics	hemodynamic	NOUN
ispiv-95	1	115	that	that	PRON
ispiv-95	1	116	could	could	AUX
ispiv-95	1	117	guide	guide	VERB
ispiv-95	1	118	timely	timely	ADJ
ispiv-95	1	119	surgical	surgical	ADJ
ispiv-95	1	120	interventions	intervention	NOUN
ispiv-95	1	121	for	for	ADP
ispiv-95	1	122	neonatal	neonatal	ADJ
ispiv-95	1	123	brain	brain	NOUN
ispiv-95	1	124	injuries	injury	NOUN
ispiv-95	1	125	.	.	PUNCT
ispiv-95	2	1	the	the	DET
ispiv-95	2	2	current	current	ADJ
ispiv-95	2	3	work	work	NOUN
ispiv-95	2	4	utilizes	utilize	VERB
ispiv-95	2	5	a	a	DET
ispiv-95	2	6	clinically	clinically	ADV
ispiv-95	2	7	available	available	ADJ
ispiv-95	2	8	contrast	contrast	NOUN
ispiv-95	2	9	enhanced	enhance	VERB
ispiv-95	2	10	ultrasound	ultrasound	NOUN
ispiv-95	2	11	(	(	PUNCT
ispiv-95	2	12	ceus	ceus	NOUN
ispiv-95	2	13	)	)	PUNCT
ispiv-95	2	14	system	system	NOUN
ispiv-95	2	15	and	and	CCONJ
ispiv-95	2	16	particle	particle	NOUN
ispiv-95	2	17	tracking	tracking	NOUN
ispiv-95	2	18	velocimetry	velocimetry	NOUN
ispiv-95	2	19	to	to	PART
ispiv-95	2	20	perform	perform	VERB
ispiv-95	2	21	ultrasound	ultrasound	NOUN
ispiv-95	2	22	localization	localization	NOUN
ispiv-95	2	23	microscopy	microscopy	NOUN
ispiv-95	2	24	for	for	ADP
ispiv-95	2	25	measuring	measure	VERB
ispiv-95	2	26	the	the	DET
ispiv-95	2	27	microcirculation	microcirculation	NOUN
ispiv-95	2	28	in	in	ADP
ispiv-95	2	29	piglets	piglet	NOUN
ispiv-95	2	30	.	.	PUNCT
ispiv-95	3	1	a	a	DET
ispiv-95	3	2	new	new	ADJ
ispiv-95	3	3	deep	deep	ADJ
ispiv-95	3	4	learning	learning	NOUN
ispiv-95	3	5	method	method	NOUN
ispiv-95	3	6	based	base	VERB
ispiv-95	3	7	on	on	ADP
ispiv-95	3	8	u	u	NOUN
ispiv-95	3	9	-	-	NOUN
ispiv-95	3	10	net	net	ADJ
ispiv-95	3	11	is	be	AUX
ispiv-95	3	12	proposed	propose	VERB
ispiv-95	3	13	for	for	ADP
ispiv-95	3	14	enhancing	enhance	VERB
ispiv-95	3	15	noisy	noisy	ADJ
ispiv-95	3	16	raw	raw	ADJ
ispiv-95	3	17	ceus	ceus	NOUN
ispiv-95	3	18	images	image	NOUN
ispiv-95	3	19	and	and	CCONJ
ispiv-95	3	20	detecting	detect	VERB
ispiv-95	3	21	the	the	DET
ispiv-95	3	22	microbubbles	microbubble	NOUN
ispiv-95	3	23	.	.	PUNCT
ispiv-95	4	1	subsequently	subsequently	ADV
ispiv-95	4	2	,	,	PUNCT
ispiv-95	4	3	the	the	DET
ispiv-95	4	4	bubbles	bubble	NOUN
ispiv-95	4	5	are	be	AUX
ispiv-95	4	6	tracked	track	VERB
ispiv-95	4	7	using	use	VERB
ispiv-95	4	8	a	a	DET
ispiv-95	4	9	kalman	kalman	NOUN
ispiv-95	4	10	filter	filter	NOUN
ispiv-95	4	11	based	base	VERB
ispiv-95	4	12	method	method	NOUN
ispiv-95	4	13	,	,	PUNCT
ispiv-95	4	14	which	which	PRON
ispiv-95	4	15	incorporates	incorporate	VERB
ispiv-95	4	16	conditions	condition	NOUN
ispiv-95	4	17	of	of	ADP
ispiv-95	4	18	spatio	spatio	NOUN
ispiv-95	4	19	-	-	PUNCT
ispiv-95	4	20	temporal	temporal	ADJ
ispiv-95	4	21	consistency	consistency	NOUN
ispiv-95	4	22	in	in	ADP
ispiv-95	4	23	flow	flow	NOUN
ispiv-95	4	24	direction	direction	NOUN
ispiv-95	4	25	and	and	CCONJ
ispiv-95	4	26	globally	globally	ADV
ispiv-95	4	27	optimizes	optimize	VERB
ispiv-95	4	28	the	the	DET
ispiv-95	4	29	assignment	assignment	NOUN
ispiv-95	4	30	of	of	ADP
ispiv-95	4	31	bubbles	bubble	NOUN
ispiv-95	4	32	to	to	ADP
ispiv-95	4	33	trajectories	trajectory	NOUN
ispiv-95	4	34	.	.	PUNCT
ispiv-95	5	1	based	base	VERB
ispiv-95	5	2	on	on	ADP
ispiv-95	5	3	analysis	analysis	NOUN
ispiv-95	5	4	of	of	ADP
ispiv-95	5	5	synthetic	synthetic	ADJ
ispiv-95	5	6	data	datum	NOUN
ispiv-95	5	7	,	,	PUNCT
ispiv-95	5	8	the	the	DET
ispiv-95	5	9	u	u	ADJ
ispiv-95	5	10	-	-	ADJ
ispiv-95	5	11	net	net	ADJ
ispiv-95	5	12	results	result	NOUN
ispiv-95	5	13	demonstrate	demonstrate	VERB
ispiv-95	5	14	significant	significant	ADJ
ispiv-95	5	15	improvement	improvement	NOUN
ispiv-95	5	16	in	in	ADP
ispiv-95	5	17	the	the	DET
ispiv-95	5	18	processing	processing	NOUN
ispiv-95	5	19	speed	speed	NOUN
ispiv-95	5	20	and	and	CCONJ
ispiv-95	5	21	localization	localization	NOUN
ispiv-95	5	22	accuracy	accuracy	NOUN
ispiv-95	5	23	over	over	ADP
ispiv-95	5	24	a	a	DET
ispiv-95	5	25	conventional	conventional	ADJ
ispiv-95	5	26	blind	blind	ADJ
ispiv-95	5	27	deconvolution	deconvolution	NOUN
ispiv-95	5	28	method	method	NOUN
ispiv-95	5	29	.	.	PUNCT
ispiv-95	6	1	visualization	visualization	NOUN
ispiv-95	6	2	of	of	ADP
ispiv-95	6	3	the	the	DET
ispiv-95	6	4	microvasculature	microvasculature	NOUN
ispiv-95	6	5	is	be	AUX
ispiv-95	6	6	performed	perform	VERB
ispiv-95	6	7	by	by	ADP
ispiv-95	6	8	superposing	superpose	VERB
ispiv-95	6	9	the	the	DET
ispiv-95	6	10	bubble	bubble	NOUN
ispiv-95	6	11	trajectories	trajectory	NOUN
ispiv-95	6	12	,	,	PUNCT
ispiv-95	6	13	enabling	enable	VERB
ispiv-95	6	14	depiction	depiction	NOUN
ispiv-95	6	15	of	of	ADP
ispiv-95	6	16	a	a	DET
ispiv-95	6	17	complex	complex	ADJ
ispiv-95	6	18	micro	micro	ADJ
ispiv-95	6	19	-	-	ADJ
ispiv-95	6	20	vessel	vessel	ADJ
ispiv-95	6	21	network	network	NOUN
ispiv-95	6	22	,	,	PUNCT
ispiv-95	6	23	where	where	SCONJ
ispiv-95	6	24	neighboring	neighboring	NOUN
ispiv-95	6	25	vessels	vessel	NOUN
ispiv-95	6	26	separated	separate	VERB
ispiv-95	6	27	by	by	ADP
ispiv-95	6	28	40	40	NUM
ispiv-95	6	29	µm	µm	NOUN
ispiv-95	6	30	can	can	AUX
ispiv-95	6	31	be	be	AUX
ispiv-95	6	32	distinguished	distinguish	VERB
ispiv-95	6	33	.	.	PUNCT
ispiv-95	7	1	the	the	DET
ispiv-95	7	2	corresponding	correspond	VERB
ispiv-95	7	3	perfusion	perfusion	NOUN
ispiv-95	7	4	map	map	NOUN
ispiv-95	7	5	shows	show	VERB
ispiv-95	7	6	the	the	DET
ispiv-95	7	7	velocity	velocity	NOUN
ispiv-95	7	8	distribution	distribution	NOUN
ispiv-95	7	9	in	in	ADP
ispiv-95	7	10	these	these	DET
ispiv-95	7	11	vessels	vessel	NOUN
ispiv-95	7	12	.	.	PUNCT
ispiv-95	8	1	based	base	VERB
ispiv-95	8	2	on	on	ADP
ispiv-95	8	3	the	the	DET
ispiv-95	8	4	current	current	ADJ
ispiv-95	8	5	frame	frame	NOUN
ispiv-95	8	6	rate	rate	NOUN
ispiv-95	8	7	(	(	PUNCT
ispiv-95	8	8	44	44	NUM
ispiv-95	8	9	fps	fps	PROPN
ispiv-95	8	10	)	)	PUNCT
ispiv-95	8	11	,	,	PUNCT
ispiv-95	8	12	speeds	speed	NOUN
ispiv-95	8	13	in	in	ADP
ispiv-95	8	14	the	the	DET
ispiv-95	8	15	0.1	0.1	NUM
ispiv-95	8	16	to	to	PART
ispiv-95	8	17	12	12	NUM
ispiv-95	8	18	cm	cm	NOUN
ispiv-95	8	19	/	/	SYM
ispiv-95	8	20	s	s	PART
ispiv-95	8	21	range	range	NOUN
ispiv-95	8	22	can	can	AUX
ispiv-95	8	23	be	be	AUX
ispiv-95	8	24	well	well	ADV
ispiv-95	8	25	captured	capture	VERB
ispiv-95	8	26	.	.	PUNCT
ispiv-95	9	1	these	these	DET
ispiv-95	9	2	methods	method	NOUN
ispiv-95	9	3	show	show	VERB
ispiv-95	9	4	promise	promise	NOUN
ispiv-95	9	5	as	as	ADP
ispiv-95	9	6	potential	potential	ADJ
ispiv-95	9	7	clinical	clinical	ADJ
ispiv-95	9	8	tools	tool	NOUN
ispiv-95	9	9	for	for	ADP
ispiv-95	9	10	bedside	bedside	NOUN
ispiv-95	9	11	measurement	measurement	NOUN
ispiv-95	9	12	of	of	ADP
ispiv-95	9	13	cerebral	cerebral	ADJ
ispiv-95	9	14	microcirculation	microcirculation	NOUN
ispiv-95	9	15	.	.	PUNCT
ispiv-95	10	1	1	1	NUM
ispiv-95	10	2	introduction	introduction	NOUN
ispiv-95	10	3	noninvasive	noninvasive	ADJ
ispiv-95	10	4	measurements	measurement	NOUN
ispiv-95	10	5	of	of	ADP
ispiv-95	10	6	the	the	DET
ispiv-95	10	7	cerebral	cerebral	ADJ
ispiv-95	10	8	blood	blood	NOUN
ispiv-95	10	9	flow	flow	NOUN
ispiv-95	10	10	(	(	PUNCT
ispiv-95	10	11	cbf	cbf	PROPN
ispiv-95	10	12	)	)	PUNCT
ispiv-95	10	13	provide	provide	VERB
ispiv-95	10	14	vital	vital	ADJ
ispiv-95	10	15	information	information	NOUN
ispiv-95	10	16	about	about	ADP
ispiv-95	10	17	the	the	DET
ispiv-95	10	18	hemodynamic	hemodynamic	ADJ
ispiv-95	10	19	conditions	condition	NOUN
ispiv-95	10	20	that	that	PRON
ispiv-95	10	21	could	could	AUX
ispiv-95	10	22	guide	guide	VERB
ispiv-95	10	23	timely	timely	ADJ
ispiv-95	10	24	surgical	surgical	ADJ
ispiv-95	10	25	interventions	intervention	NOUN
ispiv-95	10	26	for	for	ADP
ispiv-95	10	27	various	various	ADJ
ispiv-95	10	28	types	type	NOUN
ispiv-95	10	29	of	of	ADP
ispiv-95	10	30	neonatal	neonatal	ADJ
ispiv-95	10	31	brain	brain	NOUN
ispiv-95	10	32	injuries	injury	NOUN
ispiv-95	10	33	.	.	PUNCT
ispiv-95	11	1	conventionally	conventionally	ADV
ispiv-95	11	2	,	,	PUNCT
ispiv-95	11	3	magnetic	magnetic	ADJ
ispiv-95	11	4	resonance	resonance	NOUN
ispiv-95	11	5	imaging	imaging	NOUN
ispiv-95	11	6	(	(	PUNCT
ispiv-95	11	7	leliefeld	leliefeld	NOUN
ispiv-95	11	8	et	et	PROPN
ispiv-95	11	9	al	al	PROPN
ispiv-95	11	10	.	.	PROPN
ispiv-95	11	11	2008	2008	NUM
ispiv-95	11	12	)	)	PUNCT
ispiv-95	11	13	or	or	CCONJ
ispiv-95	11	14	computed	compute	VERB
ispiv-95	11	15	tomography	tomography	NOUN
ispiv-95	11	16	(	(	PUNCT
ispiv-95	11	17	dankbaar	dankbaar	X
ispiv-95	11	18	et	et	PROPN
ispiv-95	11	19	al	al	PROPN
ispiv-95	11	20	.	.	PROPN
ispiv-95	11	21	2010	2010	NUM
ispiv-95	11	22	)	)	PUNCT
ispiv-95	11	23	are	be	AUX
ispiv-95	11	24	used	use	VERB
ispiv-95	11	25	for	for	ADP
ispiv-95	11	26	mapping	map	VERB
ispiv-95	11	27	the	the	DET
ispiv-95	11	28	regional	regional	ADJ
ispiv-95	11	29	distributions	distribution	NOUN
ispiv-95	11	30	of	of	ADP
ispiv-95	11	31	cbf	cbf	PROPN
ispiv-95	11	32	.	.	PUNCT
ispiv-95	12	1	due	due	ADP
ispiv-95	12	2	to	to	ADP
ispiv-95	12	3	their	their	PRON
ispiv-95	12	4	millimetric	millimetric	ADJ
ispiv-95	12	5	scale	scale	NOUN
ispiv-95	12	6	spatial	spatial	ADJ
ispiv-95	12	7	resolutions	resolution	NOUN
ispiv-95	12	8	,	,	PUNCT
ispiv-95	12	9	these	these	DET
ispiv-95	12	10	techniques	technique	NOUN
ispiv-95	12	11	can	can	AUX
ispiv-95	12	12	not	not	PART
ispiv-95	12	13	distinguish	distinguish	VERB
ispiv-95	12	14	the	the	DET
ispiv-95	12	15	macrovascular	macrovascular	ADJ
ispiv-95	12	16	perfusions	perfusion	NOUN
ispiv-95	12	17	from	from	ADP
ispiv-95	12	18	the	the	DET
ispiv-95	12	19	microperfusions	microperfusion	NOUN
ispiv-95	12	20	(	(	PUNCT
ispiv-95	12	21	demené	demené	NOUN
ispiv-95	12	22	et	et	PROPN
ispiv-95	12	23	al	al	PROPN
ispiv-95	12	24	.	.	PROPN
ispiv-95	12	25	2021	2021	NUM
ispiv-95	12	26	)	)	PUNCT
ispiv-95	12	27	.	.	PUNCT
ispiv-95	13	1	flow	flow	NOUN
ispiv-95	13	2	parameters	parameter	NOUN
ispiv-95	13	3	measured	measure	VERB
ispiv-95	13	4	in	in	ADP
ispiv-95	13	5	major	major	ADJ
ispiv-95	13	6	cerebral	cerebral	ADJ
ispiv-95	13	7	arteries	artery	NOUN
ispiv-95	13	8	are	be	AUX
ispiv-95	13	9	inadequate	inadequate	ADJ
ispiv-95	13	10	for	for	ADP
ispiv-95	13	11	monitoring	monitor	VERB
ispiv-95	13	12	the	the	DET
ispiv-95	13	13	complex	complex	ADJ
ispiv-95	13	14	intracranial	intracranial	ADJ
ispiv-95	13	15	dynamic	dynamic	ADJ
ispiv-95	13	16	responses	response	NOUN
ispiv-95	13	17	under	under	ADP
ispiv-95	13	18	varying	vary	VERB
ispiv-95	13	19	hemodynamic	hemodynamic	ADJ
ispiv-95	13	20	conditions	condition	NOUN
ispiv-95	13	21	(	(	PUNCT
ispiv-95	13	22	hanlo	hanlo	ADJ
ispiv-95	13	23	et	et	PROPN
ispiv-95	13	24	al	al	PROPN
ispiv-95	13	25	.	.	PROPN
ispiv-95	13	26	1995	1995	NUM
ispiv-95	13	27	)	)	PUNCT
ispiv-95	13	28	.	.	PUNCT
ispiv-95	14	1	in	in	ADP
ispiv-95	14	2	contrast	contrast	NOUN
ispiv-95	14	3	,	,	PUNCT
ispiv-95	14	4	the	the	DET
ispiv-95	14	5	microvascular	microvascular	NOUN
ispiv-95	14	6	flow	flow	NOUN
ispiv-95	14	7	in	in	ADP
ispiv-95	14	8	different	different	ADJ
ispiv-95	14	9	cerebral	cerebral	ADJ
ispiv-95	14	10	regions	region	NOUN
ispiv-95	14	11	is	be	AUX
ispiv-95	14	12	sensitive	sensitive	ADJ
ispiv-95	14	13	to	to	ADP
ispiv-95	14	14	hemodynamics	hemodynamic	NOUN
ispiv-95	14	15	changes	change	NOUN
ispiv-95	14	16	(	(	PUNCT
ispiv-95	14	17	zaharchuk	zaharchuk	NOUN
ispiv-95	14	18	et	et	PROPN
ispiv-95	14	19	al	al	PROPN
ispiv-95	14	20	.	.	PROPN
ispiv-95	14	21	1999	1999	NUM
ispiv-95	14	22	)	)	PUNCT
ispiv-95	14	23	.	.	PUNCT
ispiv-95	15	1	therefore	therefore	ADV
ispiv-95	15	2	,	,	PUNCT
ispiv-95	15	3	techniques	technique	NOUN
ispiv-95	15	4	that	that	PRON
ispiv-95	15	5	enable	enable	VERB
ispiv-95	15	6	measurements	measurement	NOUN
ispiv-95	15	7	of	of	ADP
ispiv-95	15	8	regional	regional	ADJ
ispiv-95	15	9	microperfusion	microperfusion	NOUN
ispiv-95	15	10	might	might	AUX
ispiv-95	15	11	lead	lead	VERB
ispiv-95	15	12	to	to	ADP
ispiv-95	15	13	more	more	ADV
ispiv-95	15	14	sensitive	sensitive	ADJ
ispiv-95	15	15	markers	marker	NOUN
ispiv-95	15	16	for	for	ADP
ispiv-95	15	17	various	various	ADJ
ispiv-95	15	18	cerebral	cerebral	ADJ
ispiv-95	15	19	pathological	pathological	ADJ
ispiv-95	15	20	conditions	condition	NOUN
ispiv-95	15	21	.	.	PUNCT
ispiv-95	16	1	as	as	ADP
ispiv-95	16	2	a	a	DET
ispiv-95	16	3	convenient	convenient	ADJ
ispiv-95	16	4	bedside	bedside	NOUN
ispiv-95	16	5	tool	tool	NOUN
ispiv-95	16	6	,	,	PUNCT
ispiv-95	16	7	contrast	contrast	NOUN
ispiv-95	16	8	-	-	PUNCT
ispiv-95	16	9	enhanced	enhance	VERB
ispiv-95	16	10	ultrasound	ultrasound	NOUN
ispiv-95	16	11	(	(	PUNCT
ispiv-95	16	12	ceus	ceus	NOUN
ispiv-95	16	13	)	)	PUNCT
ispiv-95	16	14	imaging	imaging	NOUN
ispiv-95	16	15	has	have	AUX
ispiv-95	16	16	been	be	AUX
ispiv-95	16	17	introduced	introduce	VERB
ispiv-95	16	18	for	for	ADP
ispiv-95	16	19	14th	14th	ADJ
ispiv-95	16	20	international	international	ADJ
ispiv-95	16	21	symposium	symposium	NOUN
ispiv-95	16	22	on	on	ADP
ispiv-95	16	23	particle	particle	NOUN
ispiv-95	16	24	image	image	NOUN
ispiv-95	16	25	velocimetry	velocimetry	NOUN
ispiv-95	16	26	-ispiv	-ispiv	NOUN
ispiv-95	16	27	2021	2021	NUM
ispiv-95	16	28	august	august	PROPN
ispiv-95	16	29	1	1	NUM
ispiv-95	16	30	-	-	PUNCT
ispiv-95	16	31	-5	-5	ADJ
ispiv-95	16	32	,	,	PUNCT
ispiv-95	16	33	2021	2021	NUM
ispiv-95	16	34	evaluating	evaluate	VERB
ispiv-95	16	35	the	the	DET
ispiv-95	16	36	cerebral	cerebral	ADJ
ispiv-95	16	37	perfusion	perfusion	NOUN
ispiv-95	16	38	in	in	ADP
ispiv-95	16	39	neonatal	neonatal	ADJ
ispiv-95	16	40	brains	brain	NOUN
ispiv-95	16	41	(	(	PUNCT
ispiv-95	16	42	hwang	hwang	PROPN
ispiv-95	16	43	2019	2019	NUM
ispiv-95	16	44	)	)	PUNCT
ispiv-95	16	45	.	.	PUNCT
ispiv-95	17	1	ceus	ceus	PROPN
ispiv-95	17	2	utilizes	utilize	VERB
ispiv-95	17	3	intravascular	intravascular	ADJ
ispiv-95	17	4	microbubbles	microbubble	NOUN
ispiv-95	17	5	(	(	PUNCT
ispiv-95	17	6	<	<	X
ispiv-95	17	7	5μm	5μm	ADJ
ispiv-95	17	8	in	in	ADP
ispiv-95	17	9	diameter	diameter	NOUN
ispiv-95	17	10	)	)	PUNCT
ispiv-95	17	11	to	to	PART
ispiv-95	17	12	visualize	visualize	VERB
ispiv-95	17	13	the	the	DET
ispiv-95	17	14	blood	blood	NOUN
ispiv-95	17	15	flow	flow	NOUN
ispiv-95	17	16	.	.	PUNCT
ispiv-95	18	1	several	several	ADJ
ispiv-95	18	2	postprocessing	postprocessing	NOUN
ispiv-95	18	3	techniques	technique	NOUN
ispiv-95	18	4	have	have	AUX
ispiv-95	18	5	been	be	AUX
ispiv-95	18	6	developed	develop	VERB
ispiv-95	18	7	to	to	PART
ispiv-95	18	8	quantify	quantify	VERB
ispiv-95	18	9	the	the	DET
ispiv-95	18	10	flow	flow	NOUN
ispiv-95	18	11	parameters	parameter	NOUN
ispiv-95	18	12	based	base	VERB
ispiv-95	18	13	on	on	ADP
ispiv-95	18	14	ceus	ceus	NOUN
ispiv-95	18	15	images	image	NOUN
ispiv-95	18	16	,	,	PUNCT
ispiv-95	18	17	including	include	VERB
ispiv-95	18	18	ultrasound	ultrasound	NOUN
ispiv-95	18	19	imaging	imaging	NOUN
ispiv-95	18	20	velocimetry	velocimetry	NOUN
ispiv-95	18	21	or	or	CCONJ
ispiv-95	18	22	echo	echo	NOUN
ispiv-95	18	23	-	-	PUNCT
ispiv-95	18	24	piv	piv	NOUN
ispiv-95	18	25	(	(	PUNCT
ispiv-95	18	26	crapper	crapper	NOUN
ispiv-95	18	27	et	et	PROPN
ispiv-95	18	28	al	al	PROPN
ispiv-95	18	29	.	.	PROPN
ispiv-95	18	30	2000	2000	NUM
ispiv-95	18	31	;	;	PUNCT
ispiv-95	18	32	kim	kim	PROPN
ispiv-95	18	33	et	et	PROPN
ispiv-95	18	34	al	al	PROPN
ispiv-95	18	35	.	.	PROPN
ispiv-95	18	36	2004	2004	NUM
ispiv-95	18	37	;	;	PUNCT
ispiv-95	18	38	poelma	poelma	NOUN
ispiv-95	18	39	2017	2017	NUM
ispiv-95	18	40	;	;	PUNCT
ispiv-95	18	41	zhang	zhang	PROPN
ispiv-95	18	42	et	et	PROPN
ispiv-95	18	43	al	al	PROPN
ispiv-95	18	44	.	.	PROPN
ispiv-95	18	45	2020	2020	NUM
ispiv-95	18	46	)	)	PUNCT
ispiv-95	18	47	,	,	PUNCT
ispiv-95	18	48	and	and	CCONJ
ispiv-95	18	49	echoparticle	echoparticle	NOUN
ispiv-95	18	50	tracking	tracking	NOUN
ispiv-95	18	51	velocimetry	velocimetry	NOUN
ispiv-95	18	52	(	(	PUNCT
ispiv-95	18	53	sampath	sampath	NOUN
ispiv-95	18	54	et	et	PROPN
ispiv-95	18	55	al	al	PROPN
ispiv-95	18	56	.	.	PROPN
ispiv-95	18	57	2018	2018	NUM
ispiv-95	18	58	;	;	PUNCT
ispiv-95	18	59	jeronimo	jeronimo	PROPN
ispiv-95	18	60	et	et	PROPN
ispiv-95	18	61	al	al	PROPN
ispiv-95	18	62	.	.	PROPN
ispiv-95	18	63	2020	2020	NUM
ispiv-95	18	64	)	)	PUNCT
ispiv-95	18	65	,	,	PUNCT
ispiv-95	18	66	which	which	PRON
ispiv-95	18	67	is	be	AUX
ispiv-95	18	68	also	also	ADV
ispiv-95	18	69	referred	refer	VERB
ispiv-95	18	70	to	to	ADP
ispiv-95	18	71	as	as	ADP
ispiv-95	18	72	ultrasound	ultrasound	NOUN
ispiv-95	18	73	localization	localization	NOUN
ispiv-95	18	74	microscopy	microscopy	NOUN
ispiv-95	18	75	(	(	PUNCT
ispiv-95	18	76	ulm	ulm	PROPN
ispiv-95	18	77	)	)	PUNCT
ispiv-95	18	78	in	in	ADP
ispiv-95	18	79	the	the	DET
ispiv-95	18	80	ceus	ceus	NOUN
ispiv-95	18	81	community	community	NOUN
ispiv-95	18	82	(	(	PUNCT
ispiv-95	18	83	siepmann	siepmann	PROPN
ispiv-95	18	84	et	et	PROPN
ispiv-95	18	85	al	al	PROPN
ispiv-95	18	86	.	.	PROPN
ispiv-95	18	87	2011	2011	NUM
ispiv-95	18	88	;	;	PUNCT
ispiv-95	18	89	christensenjeffries	christensenjeffrie	NOUN
ispiv-95	18	90	et	et	PROPN
ispiv-95	18	91	al	al	PROPN
ispiv-95	18	92	.	.	PROPN
ispiv-95	18	93	2014	2014	NUM
ispiv-95	18	94	;	;	PUNCT
ispiv-95	18	95	ackermann	ackermann	PROPN
ispiv-95	18	96	and	and	CCONJ
ispiv-95	18	97	schmitz	schmitz	PROPN
ispiv-95	18	98	2016	2016	NUM
ispiv-95	18	99	)	)	PUNCT
ispiv-95	18	100	.	.	PUNCT
ispiv-95	19	1	the	the	DET
ispiv-95	19	2	latter	latter	ADJ
ispiv-95	19	3	uses	use	VERB
ispiv-95	19	4	the	the	DET
ispiv-95	19	5	bubble	bubble	NOUN
ispiv-95	19	6	trajectories	trajectory	NOUN
ispiv-95	19	7	for	for	ADP
ispiv-95	19	8	reconstructing	reconstruct	VERB
ispiv-95	19	9	the	the	DET
ispiv-95	19	10	vascular	vascular	ADJ
ispiv-95	19	11	systems	system	NOUN
ispiv-95	19	12	and	and	CCONJ
ispiv-95	19	13	performing	perform	VERB
ispiv-95	19	14	flow	flow	NOUN
ispiv-95	19	15	measurement	measurement	NOUN
ispiv-95	19	16	in	in	ADP
ispiv-95	19	17	microand	microand	NOUN
ispiv-95	19	18	macrovessels	macrovessel	NOUN
ispiv-95	19	19	at	at	ADP
ispiv-95	19	20	very	very	ADV
ispiv-95	19	21	high	high	ADJ
ispiv-95	19	22	spatial	spatial	ADJ
ispiv-95	19	23	resolution	resolution	NOUN
ispiv-95	19	24	.	.	PUNCT
ispiv-95	20	1	the	the	DET
ispiv-95	20	2	applications	application	NOUN
ispiv-95	20	3	of	of	ADP
ispiv-95	20	4	ulm	ulm	NOUN
ispiv-95	20	5	include	include	VERB
ispiv-95	20	6	mapping	map	VERB
ispiv-95	20	7	the	the	DET
ispiv-95	20	8	cerebral	cerebral	ADJ
ispiv-95	20	9	and	and	CCONJ
ispiv-95	20	10	renal	renal	ADJ
ispiv-95	20	11	vascular	vascular	ADJ
ispiv-95	20	12	systems	system	NOUN
ispiv-95	20	13	in	in	ADP
ispiv-95	20	14	rodent	rodent	NOUN
ispiv-95	20	15	models	model	NOUN
ispiv-95	20	16	(	(	PUNCT
ispiv-95	20	17	errico	errico	NOUN
ispiv-95	20	18	et	et	PROPN
ispiv-95	20	19	al	al	PROPN
ispiv-95	20	20	.	.	PROPN
ispiv-95	20	21	2015	2015	NUM
ispiv-95	20	22	;	;	PUNCT
ispiv-95	20	23	foiret	foiret	NOUN
ispiv-95	20	24	et	et	PROPN
ispiv-95	20	25	al	al	PROPN
ispiv-95	20	26	.	.	PROPN
ispiv-95	20	27	2017	2017	NUM
ispiv-95	20	28	;	;	PUNCT
ispiv-95	20	29	lin	lin	PROPN
ispiv-95	20	30	et	et	PROPN
ispiv-95	20	31	al	al	PROPN
ispiv-95	20	32	.	.	PROPN
ispiv-95	20	33	2017	2017	NUM
ispiv-95	20	34	)	)	PUNCT
ispiv-95	20	35	,	,	PUNCT
ispiv-95	20	36	and	and	CCONJ
ispiv-95	20	37	detecting	detect	VERB
ispiv-95	20	38	a	a	DET
ispiv-95	20	39	small	small	ADJ
ispiv-95	20	40	deep	deep	ADV
ispiv-95	20	41	-	-	PUNCT
ispiv-95	20	42	seated	seat	VERB
ispiv-95	20	43	human	human	ADJ
ispiv-95	20	44	cerebral	cerebral	ADJ
ispiv-95	20	45	aneurysm	aneurysm	NOUN
ispiv-95	20	46	(	(	PUNCT
ispiv-95	20	47	demené	demené	NOUN
ispiv-95	20	48	et	et	PROPN
ispiv-95	20	49	al	al	PROPN
ispiv-95	20	50	.	.	PROPN
ispiv-95	20	51	2021	2021	NUM
ispiv-95	20	52	)	)	PUNCT
ispiv-95	20	53	.	.	PUNCT
ispiv-95	21	1	in	in	ADP
ispiv-95	21	2	the	the	DET
ispiv-95	21	3	present	present	ADJ
ispiv-95	21	4	study	study	NOUN
ispiv-95	21	5	,	,	PUNCT
ispiv-95	21	6	ulm	ulm	PROPN
ispiv-95	21	7	is	be	AUX
ispiv-95	21	8	adopted	adopt	VERB
ispiv-95	21	9	for	for	ADP
ispiv-95	21	10	visualizing	visualize	VERB
ispiv-95	21	11	and	and	CCONJ
ispiv-95	21	12	quantifying	quantify	VERB
ispiv-95	21	13	the	the	DET
ispiv-95	21	14	cerebral	cerebral	ADJ
ispiv-95	21	15	microcirculation	microcirculation	NOUN
ispiv-95	21	16	in	in	ADP
ispiv-95	21	17	piglet	piglet	NOUN
ispiv-95	21	18	models	model	NOUN
ispiv-95	21	19	.	.	PUNCT
ispiv-95	22	1	since	since	SCONJ
ispiv-95	22	2	the	the	DET
ispiv-95	22	3	width	width	NOUN
ispiv-95	22	4	of	of	ADP
ispiv-95	22	5	micro	micro	NOUN
ispiv-95	22	6	-	-	NOUN
ispiv-95	22	7	vessels	vessel	NOUN
ispiv-95	22	8	is	be	AUX
ispiv-95	22	9	comparable	comparable	ADJ
ispiv-95	22	10	to	to	ADP
ispiv-95	22	11	the	the	DET
ispiv-95	22	12	spatial	spatial	ADJ
ispiv-95	22	13	resolution	resolution	NOUN
ispiv-95	22	14	of	of	ADP
ispiv-95	22	15	the	the	DET
ispiv-95	22	16	ultrasound	ultrasound	PROPN
ispiv-95	22	17	systems	system	NOUN
ispiv-95	22	18	,	,	PUNCT
ispiv-95	22	19	application	application	NOUN
ispiv-95	22	20	of	of	ADP
ispiv-95	22	21	ulm	ulm	PROPN
ispiv-95	22	22	requires	require	VERB
ispiv-95	22	23	precise	precise	ADJ
ispiv-95	22	24	localization	localization	NOUN
ispiv-95	22	25	and	and	CCONJ
ispiv-95	22	26	robust	robust	ADJ
ispiv-95	22	27	tracking	tracking	NOUN
ispiv-95	22	28	of	of	ADP
ispiv-95	22	29	the	the	DET
ispiv-95	22	30	bubbles	bubble	NOUN
ispiv-95	22	31	.	.	PUNCT
ispiv-95	23	1	previous	previous	ADJ
ispiv-95	23	2	localization	localization	NOUN
ispiv-95	23	3	techniques	technique	NOUN
ispiv-95	23	4	have	have	AUX
ispiv-95	23	5	involved	involve	VERB
ispiv-95	23	6	deconvolution	deconvolution	NOUN
ispiv-95	23	7	(	(	PUNCT
ispiv-95	23	8	foroozan	foroozan	NOUN
ispiv-95	23	9	et	et	PROPN
ispiv-95	23	10	al	al	PROPN
ispiv-95	23	11	.	.	PROPN
ispiv-95	23	12	2018	2018	NUM
ispiv-95	23	13	;	;	PUNCT
ispiv-95	23	14	zhang	zhang	PROPN
ispiv-95	23	15	et	et	PROPN
ispiv-95	23	16	al	al	PROPN
ispiv-95	23	17	.	.	PROPN
ispiv-95	23	18	2020	2020	NUM
ispiv-95	23	19	)	)	PUNCT
ispiv-95	23	20	,	,	PUNCT
ispiv-95	23	21	as	as	ADV
ispiv-95	23	22	well	well	ADV
ispiv-95	23	23	as	as	ADP
ispiv-95	23	24	correlation	correlation	NOUN
ispiv-95	23	25	(	(	PUNCT
ispiv-95	23	26	demené	demené	NOUN
ispiv-95	23	27	et	et	PROPN
ispiv-95	23	28	al	al	PROPN
ispiv-95	23	29	.	.	PROPN
ispiv-95	23	30	2021	2021	NUM
ispiv-95	23	31	)	)	PUNCT
ispiv-95	23	32	and	and	CCONJ
ispiv-95	23	33	peak	peak	NOUN
ispiv-95	23	34	thresholding	thresholde	VERB
ispiv-95	23	35	(	(	PUNCT
ispiv-95	23	36	jeronimo	jeronimo	PROPN
ispiv-95	23	37	et	et	PROPN
ispiv-95	23	38	al	al	PROPN
ispiv-95	23	39	.	.	PROPN
ispiv-95	23	40	2020	2020	NUM
ispiv-95	23	41	)	)	PUNCT
ispiv-95	23	42	.	.	PUNCT
ispiv-95	24	1	recent	recent	ADJ
ispiv-95	24	2	studies	study	NOUN
ispiv-95	24	3	have	have	AUX
ispiv-95	24	4	shown	show	VERB
ispiv-95	24	5	that	that	SCONJ
ispiv-95	24	6	preprocessing	preprocessing	NOUN
ispiv-95	24	7	of	of	ADP
ispiv-95	24	8	the	the	DET
ispiv-95	24	9	ceus	ceus	NOUN
ispiv-95	24	10	images	image	NOUN
ispiv-95	24	11	using	use	VERB
ispiv-95	24	12	deep	deep	ADJ
ispiv-95	24	13	learning	learning	NOUN
ispiv-95	24	14	based	base	VERB
ispiv-95	24	15	techniques	technique	NOUN
ispiv-95	24	16	could	could	AUX
ispiv-95	24	17	reduce	reduce	VERB
ispiv-95	24	18	the	the	DET
ispiv-95	24	19	error	error	NOUN
ispiv-95	24	20	in	in	ADP
ispiv-95	24	21	bubble	bubble	NOUN
ispiv-95	24	22	localization	localization	NOUN
ispiv-95	24	23	by	by	ADP
ispiv-95	24	24	75	75	NUM
ispiv-95	24	25	%	%	NOUN
ispiv-95	24	26	(	(	PUNCT
ispiv-95	24	27	liu	liu	PROPN
ispiv-95	24	28	et	et	PROPN
ispiv-95	24	29	al	al	PROPN
ispiv-95	24	30	.	.	PROPN
ispiv-95	24	31	2020	2020	NUM
ispiv-95	24	32	)	)	PUNCT
ispiv-95	24	33	,	,	PUNCT
ispiv-95	24	34	and	and	CCONJ
ispiv-95	24	35	could	could	AUX
ispiv-95	24	36	be	be	AUX
ispiv-95	24	37	about	about	ADV
ispiv-95	24	38	60	60	NUM
ispiv-95	24	39	times	time	NOUN
ispiv-95	24	40	faster	fast	ADJ
ispiv-95	24	41	than	than	ADP
ispiv-95	24	42	blind	blind	ADJ
ispiv-95	24	43	deconvolution	deconvolution	NOUN
ispiv-95	24	44	(	(	PUNCT
ispiv-95	24	45	bd	bd	NOUN
ispiv-95	24	46	)	)	PUNCT
ispiv-95	24	47	methods	method	NOUN
ispiv-95	24	48	(	(	PUNCT
ispiv-95	24	49	bai	bai	PROPN
ispiv-95	24	50	et	et	PROPN
ispiv-95	24	51	al	al	PROPN
ispiv-95	24	52	.	.	PROPN
ispiv-95	24	53	2019	2019	NUM
ispiv-95	24	54	)	)	PUNCT
ispiv-95	24	55	.	.	PUNCT
ispiv-95	25	1	the	the	DET
ispiv-95	25	2	robustness	robustness	NOUN
ispiv-95	25	3	and	and	CCONJ
ispiv-95	25	4	generalizability	generalizability	NOUN
ispiv-95	25	5	of	of	ADP
ispiv-95	25	6	deep	deep	ADJ
ispiv-95	25	7	learning	learning	NOUN
ispiv-95	25	8	models	model	NOUN
ispiv-95	25	9	rely	rely	VERB
ispiv-95	25	10	on	on	ADP
ispiv-95	25	11	a	a	DET
ispiv-95	25	12	training	training	NOUN
ispiv-95	25	13	dataset	dataset	NOUN
ispiv-95	25	14	that	that	PRON
ispiv-95	25	15	represents	represent	VERB
ispiv-95	25	16	a	a	DET
ispiv-95	25	17	wide	wide	ADJ
ispiv-95	25	18	range	range	NOUN
ispiv-95	25	19	of	of	ADP
ispiv-95	25	20	circumstances	circumstance	NOUN
ispiv-95	25	21	.	.	PUNCT
ispiv-95	26	1	however	however	ADV
ispiv-95	26	2	,	,	PUNCT
ispiv-95	26	3	ceus	ceus	NOUN
ispiv-95	26	4	images	image	NOUN
ispiv-95	26	5	recorded	record	VERB
ispiv-95	26	6	by	by	ADP
ispiv-95	26	7	different	different	ADJ
ispiv-95	26	8	ultrasound	ultrasound	NOUN
ispiv-95	26	9	systems	system	NOUN
ispiv-95	26	10	,	,	PUNCT
ispiv-95	26	11	contrast	contrast	VERB
ispiv-95	26	12	agents	agent	NOUN
ispiv-95	26	13	,	,	PUNCT
ispiv-95	26	14	and	and	CCONJ
ispiv-95	26	15	imaging	imaging	NOUN
ispiv-95	26	16	settings	setting	NOUN
ispiv-95	26	17	,	,	PUNCT
ispiv-95	26	18	as	as	ADV
ispiv-95	26	19	well	well	ADV
ispiv-95	26	20	as	as	ADP
ispiv-95	26	21	recoded	recode	VERB
ispiv-95	26	22	at	at	ADP
ispiv-95	26	23	various	various	ADJ
ispiv-95	26	24	depth	depth	NOUN
ispiv-95	26	25	and	and	CCONJ
ispiv-95	26	26	organs	organ	NOUN
ispiv-95	26	27	,	,	PUNCT
ispiv-95	26	28	involve	involve	VERB
ispiv-95	26	29	diverse	diverse	ADJ
ispiv-95	26	30	noise	noise	NOUN
ispiv-95	26	31	levels	level	NOUN
ispiv-95	26	32	,	,	PUNCT
ispiv-95	26	33	backgrounds	background	NOUN
ispiv-95	26	34	,	,	PUNCT
ispiv-95	26	35	and	and	CCONJ
ispiv-95	26	36	bubble	bubble	NOUN
ispiv-95	26	37	image	image	NOUN
ispiv-95	26	38	morphologies	morphology	NOUN
ispiv-95	26	39	.	.	PUNCT
ispiv-95	27	1	these	these	DET
ispiv-95	27	2	variations	variation	NOUN
ispiv-95	27	3	undermine	undermine	VERB
ispiv-95	27	4	the	the	DET
ispiv-95	27	5	robustness	robustness	NOUN
ispiv-95	27	6	of	of	ADP
ispiv-95	27	7	the	the	DET
ispiv-95	27	8	previous	previous	ADJ
ispiv-95	27	9	models	model	NOUN
ispiv-95	27	10	that	that	PRON
ispiv-95	27	11	are	be	AUX
ispiv-95	27	12	based	base	VERB
ispiv-95	27	13	on	on	ADP
ispiv-95	27	14	specific	specific	ADJ
ispiv-95	27	15	spatially	spatially	ADV
ispiv-95	27	16	invariant	invariant	ADJ
ispiv-95	27	17	point	point	NOUN
ispiv-95	27	18	spread	spread	NOUN
ispiv-95	27	19	functions	function	NOUN
ispiv-95	27	20	(	(	PUNCT
ispiv-95	27	21	psf	psf	NOUN
ispiv-95	27	22	)	)	PUNCT
ispiv-95	27	23	to	to	PART
ispiv-95	27	24	describe	describe	VERB
ispiv-95	27	25	the	the	DET
ispiv-95	27	26	bubble	bubble	NOUN
ispiv-95	27	27	image	image	NOUN
ispiv-95	27	28	morphologies	morphology	NOUN
ispiv-95	27	29	(	(	PUNCT
ispiv-95	27	30	liu	liu	PROPN
ispiv-95	27	31	et	et	PROPN
ispiv-95	27	32	al	al	PROPN
ispiv-95	27	33	.	.	PROPN
ispiv-95	27	34	2020	2020	NUM
ispiv-95	27	35	;	;	PUNCT
ispiv-95	27	36	van	van	PROPN
ispiv-95	27	37	sloun	sloun	PROPN
ispiv-95	27	38	et	et	PROPN
ispiv-95	27	39	al	al	PROPN
ispiv-95	27	40	.	.	PROPN
ispiv-95	27	41	2020	2020	NUM
ispiv-95	27	42	)	)	PUNCT
ispiv-95	27	43	.	.	PUNCT
ispiv-95	28	1	therefore	therefore	ADV
ispiv-95	28	2	,	,	PUNCT
ispiv-95	28	3	further	further	ADJ
ispiv-95	28	4	imprvements	imprvement	NOUN
ispiv-95	28	5	to	to	ADP
ispiv-95	28	6	these	these	DET
ispiv-95	28	7	models	model	NOUN
ispiv-95	28	8	are	be	AUX
ispiv-95	28	9	needed	need	VERB
ispiv-95	28	10	for	for	SCONJ
ispiv-95	28	11	ceus	ceus	NOUN
ispiv-95	28	12	images	image	NOUN
ispiv-95	28	13	recorded	record	VERB
ispiv-95	28	14	by	by	ADP
ispiv-95	28	15	curved	curve	VERB
ispiv-95	28	16	,	,	PUNCT
ispiv-95	28	17	vector	vector	NOUN
ispiv-95	28	18	,	,	PUNCT
ispiv-95	28	19	and	and	CCONJ
ispiv-95	28	20	curvilinear	curvilinear	NOUN
ispiv-95	28	21	probes	probe	NOUN
ispiv-95	28	22	,	,	PUNCT
ispiv-95	28	23	which	which	PRON
ispiv-95	28	24	have	have	VERB
ispiv-95	28	25	a	a	DET
ispiv-95	28	26	psf	psf	NOUN
ispiv-95	28	27	that	that	PRON
ispiv-95	28	28	becomes	becomes	AUX
ispiv-95	28	29	increasingly	increasingly	ADV
ispiv-95	28	30	elongated	elongate	VERB
ispiv-95	28	31	with	with	ADP
ispiv-95	28	32	increasing	increase	VERB
ispiv-95	28	33	depth	depth	NOUN
ispiv-95	28	34	and	and	CCONJ
ispiv-95	28	35	has	have	VERB
ispiv-95	28	36	an	an	DET
ispiv-95	28	37	orientation	orientation	NOUN
ispiv-95	28	38	that	that	PRON
ispiv-95	28	39	varies	vary	VERB
ispiv-95	28	40	with	with	ADP
ispiv-95	28	41	angular	angular	ADJ
ispiv-95	28	42	position	position	NOUN
ispiv-95	28	43	.	.	PUNCT
ispiv-95	29	1	in	in	ADP
ispiv-95	29	2	terms	term	NOUN
ispiv-95	29	3	of	of	ADP
ispiv-95	29	4	bubble	bubble	NOUN
ispiv-95	29	5	tracking	tracking	NOUN
ispiv-95	29	6	,	,	PUNCT
ispiv-95	29	7	taking	take	VERB
ispiv-95	29	8	advantage	advantage	NOUN
ispiv-95	29	9	of	of	ADP
ispiv-95	29	10	the	the	DET
ispiv-95	29	11	ultrafast	ultrafast	NOUN
ispiv-95	29	12	(	(	PUNCT
ispiv-95	29	13	~1000	~1000	NUM
ispiv-95	29	14	frames	frame	NOUN
ispiv-95	29	15	/	/	SYM
ispiv-95	29	16	s	s	NOUN
ispiv-95	29	17	)	)	PUNCT
ispiv-95	29	18	ultrasound	ultrasound	NOUN
ispiv-95	29	19	research	research	NOUN
ispiv-95	29	20	systems	system	NOUN
ispiv-95	29	21	,	,	PUNCT
ispiv-95	29	22	the	the	DET
ispiv-95	29	23	nearest	near	ADJ
ispiv-95	29	24	-	-	PUNCT
ispiv-95	29	25	neighbor	neighbor	NOUN
ispiv-95	29	26	data	data	PROPN
ispiv-95	29	27	association	association	PROPN
ispiv-95	29	28	strategy	strategy	NOUN
ispiv-95	29	29	is	be	AUX
ispiv-95	29	30	common	common	ADJ
ispiv-95	29	31	in	in	ADP
ispiv-95	29	32	ulm	ulm	PROPN
ispiv-95	29	33	applications	application	NOUN
ispiv-95	29	34	(	(	PUNCT
ispiv-95	29	35	christensen	christensen	PROPN
ispiv-95	29	36	-	-	PUNCT
ispiv-95	29	37	jeffries	jeffrie	NOUN
ispiv-95	29	38	et	et	PROPN
ispiv-95	29	39	al	al	PROPN
ispiv-95	29	40	.	.	PROPN
ispiv-95	29	41	2014	2014	NUM
ispiv-95	29	42	;	;	PUNCT
ispiv-95	29	43	errico	errico	PROPN
ispiv-95	29	44	et	et	PROPN
ispiv-95	29	45	al	al	PROPN
ispiv-95	29	46	.	.	PROPN
ispiv-95	29	47	2015	2015	NUM
ispiv-95	29	48	)	)	PUNCT
ispiv-95	29	49	.	.	PUNCT
ispiv-95	30	1	for	for	ADP
ispiv-95	30	2	low	low	ADJ
ispiv-95	30	3	-	-	PUNCT
ispiv-95	30	4	frame	frame	NOUN
ispiv-95	30	5	-	-	PUNCT
ispiv-95	30	6	rate	rate	NOUN
ispiv-95	30	7	clinical	clinical	ADJ
ispiv-95	30	8	systems	system	NOUN
ispiv-95	30	9	(	(	PUNCT
ispiv-95	30	10	~50	~50	X
ispiv-95	30	11	frames	frame	NOUN
ispiv-95	30	12	/	/	SYM
ispiv-95	30	13	s	s	PART
ispiv-95	30	14	)	)	PUNCT
ispiv-95	30	15	,	,	PUNCT
ispiv-95	30	16	ackermann	ackermann	PROPN
ispiv-95	30	17	et	et	PROPN
ispiv-95	30	18	al	al	PROPN
ispiv-95	30	19	.	.	PROPN
ispiv-95	31	1	(	(	PUNCT
ispiv-95	31	2	2016	2016	NUM
ispiv-95	31	3	)	)	PUNCT
ispiv-95	31	4	have	have	AUX
ispiv-95	31	5	developed	develop	VERB
ispiv-95	31	6	a	a	DET
ispiv-95	31	7	motion	motion	NOUN
ispiv-95	31	8	model	model	NOUN
ispiv-95	31	9	based	base	VERB
ispiv-95	31	10	modified	modify	VERB
ispiv-95	31	11	markov	markov	NOUN
ispiv-95	31	12	chain	chain	NOUN
ispiv-95	31	13	monte	monte	PROPN
ispiv-95	31	14	carlo	carlo	PROPN
ispiv-95	31	15	framework	framework	NOUN
ispiv-95	31	16	.	.	PUNCT
ispiv-95	32	1	moreover	moreover	ADV
ispiv-95	32	2	,	,	PUNCT
ispiv-95	32	3	a	a	DET
ispiv-95	32	4	recent	recent	ADJ
ispiv-95	32	5	work	work	NOUN
ispiv-95	32	6	has	have	AUX
ispiv-95	32	7	proposed	propose	VERB
ispiv-95	32	8	a	a	DET
ispiv-95	32	9	kalman	kalman	PROPN
ispiv-95	32	10	filter	filter	NOUN
ispiv-95	32	11	based	base	VERB
ispiv-95	32	12	tracking	tracking	NOUN
ispiv-95	32	13	method	method	NOUN
ispiv-95	32	14	(	(	PUNCT
ispiv-95	32	15	tang	tang	X
ispiv-95	32	16	et	et	PROPN
ispiv-95	32	17	al	al	PROPN
ispiv-95	32	18	.	.	PROPN
ispiv-95	32	19	2020	2020	NUM
ispiv-95	32	20	)	)	PUNCT
ispiv-95	32	21	.	.	PUNCT
ispiv-95	33	1	in	in	ADP
ispiv-95	33	2	the	the	DET
ispiv-95	33	3	present	present	ADJ
ispiv-95	33	4	work	work	NOUN
ispiv-95	33	5	,	,	PUNCT
ispiv-95	33	6	the	the	DET
ispiv-95	33	7	spatio	spatio	NOUN
ispiv-95	33	8	-	-	PUNCT
ispiv-95	33	9	temporal	temporal	ADJ
ispiv-95	33	10	consistency	consistency	NOUN
ispiv-95	33	11	conditions	condition	NOUN
ispiv-95	33	12	in	in	ADP
ispiv-95	33	13	the	the	DET
ispiv-95	33	14	flow	flow	NOUN
ispiv-95	33	15	direction	direction	NOUN
ispiv-95	33	16	are	be	AUX
ispiv-95	33	17	incorporated	incorporate	VERB
ispiv-95	33	18	to	to	ADP
ispiv-95	33	19	the	the	DET
ispiv-95	33	20	existing	exist	VERB
ispiv-95	33	21	kalman	kalman	NOUN
ispiv-95	33	22	filter	filter	NOUN
ispiv-95	33	23	framework	framework	NOUN
ispiv-95	33	24	(	(	PUNCT
ispiv-95	33	25	kim	kim	PROPN
ispiv-95	33	26	et	et	PROPN
ispiv-95	33	27	al	al	PROPN
ispiv-95	33	28	.	.	PROPN
ispiv-95	33	29	2015	2015	NUM
ispiv-95	33	30	)	)	PUNCT
ispiv-95	33	31	to	to	PART
ispiv-95	33	32	improve	improve	VERB
ispiv-95	33	33	the	the	DET
ispiv-95	33	34	bubble	bubble	NOUN
ispiv-95	33	35	tracking	tracking	NOUN
ispiv-95	33	36	.	.	PUNCT
ispiv-95	34	1	in	in	ADP
ispiv-95	34	2	this	this	DET
ispiv-95	34	3	paper	paper	NOUN
ispiv-95	34	4	we	we	PRON
ispiv-95	34	5	utilize	utilize	VERB
ispiv-95	34	6	echo	echo	NOUN
ispiv-95	34	7	-	-	PUNCT
ispiv-95	34	8	ptv	ptv	NOUN
ispiv-95	34	9	to	to	PART
ispiv-95	34	10	perform	perform	VERB
ispiv-95	34	11	ulm	ulm	NOUN
ispiv-95	34	12	for	for	ADP
ispiv-95	34	13	visualizing	visualize	VERB
ispiv-95	34	14	the	the	DET
ispiv-95	34	15	cerebral	cerebral	ADJ
ispiv-95	34	16	microcirculation	microcirculation	NOUN
ispiv-95	34	17	in	in	ADP
ispiv-95	34	18	pediatric	pediatric	ADJ
ispiv-95	34	19	pig	pig	NOUN
ispiv-95	34	20	models	model	NOUN
ispiv-95	34	21	using	use	VERB
ispiv-95	34	22	a	a	DET
ispiv-95	34	23	clinical	clinical	ADJ
ispiv-95	34	24	ceus	ceus	NOUN
ispiv-95	34	25	system	system	NOUN
ispiv-95	34	26	.	.	PUNCT
ispiv-95	35	1	a	a	DET
ispiv-95	35	2	u	u	NOUN
ispiv-95	35	3	-	-	NOUN
ispiv-95	35	4	net	net	ADJ
ispiv-95	35	5	based	base	VERB
ispiv-95	35	6	deep	deep	ADJ
ispiv-95	35	7	learning	learning	NOUN
ispiv-95	35	8	model	model	NOUN
ispiv-95	35	9	is	be	AUX
ispiv-95	35	10	designed	design	VERB
ispiv-95	35	11	and	and	CCONJ
ispiv-95	35	12	trained	train	VERB
ispiv-95	35	13	by	by	ADP
ispiv-95	35	14	ceus	ceus	NOUN
ispiv-95	35	15	and	and	CCONJ
ispiv-95	35	16	synthetic	synthetic	ADJ
ispiv-95	35	17	images	image	NOUN
ispiv-95	35	18	for	for	ADP
ispiv-95	35	19	bubble	bubble	NOUN
ispiv-95	35	20	detection	detection	NOUN
ispiv-95	35	21	in	in	ADP
ispiv-95	35	22	images	image	NOUN
ispiv-95	35	23	involving	involve	VERB
ispiv-95	35	24	a	a	DET
ispiv-95	35	25	wide	wide	ADJ
ispiv-95	35	26	range	range	NOUN
ispiv-95	35	27	of	of	ADP
ispiv-95	35	28	psfs	psfs	NOUN
ispiv-95	35	29	.	.	PUNCT
ispiv-95	36	1	the	the	DET
ispiv-95	36	2	new	new	ADJ
ispiv-95	36	3	procedure	procedure	NOUN
ispiv-95	36	4	substantially	substantially	ADV
ispiv-95	36	5	outperforms	outperform	VERB
ispiv-95	36	6	blind	blind	ADJ
ispiv-95	36	7	deconvolution	deconvolution	NOUN
ispiv-95	36	8	based	base	VERB
ispiv-95	36	9	methods	method	NOUN
ispiv-95	36	10	in	in	ADP
ispiv-95	36	11	terms	term	NOUN
ispiv-95	36	12	of	of	ADP
ispiv-95	36	13	the	the	DET
ispiv-95	36	14	processing	processing	NOUN
ispiv-95	36	15	speed	speed	NOUN
ispiv-95	36	16	and	and	CCONJ
ispiv-95	36	17	localization	localization	NOUN
ispiv-95	36	18	accuracy	accuracy	NOUN
ispiv-95	36	19	.	.	PUNCT
ispiv-95	37	1	the	the	DET
ispiv-95	37	2	bubble	bubble	NOUN
ispiv-95	37	3	tracking	tracking	NOUN
ispiv-95	37	4	combines	combine	VERB
ispiv-95	37	5	a	a	DET
ispiv-95	37	6	kalman	kalman	NOUN
ispiv-95	37	7	filter	filter	NOUN
ispiv-95	37	8	,	,	PUNCT
ispiv-95	37	9	several	several	ADJ
ispiv-95	37	10	candidate	candidate	NOUN
ispiv-95	37	11	selection	selection	NOUN
ispiv-95	37	12	criteria	criterion	NOUN
ispiv-95	37	13	,	,	PUNCT
ispiv-95	37	14	and	and	CCONJ
ispiv-95	37	15	globally	globally	ADV
ispiv-95	37	16	optimized	optimize	VERB
ispiv-95	37	17	candidate	candidate	NOUN
ispiv-95	37	18	assignments	assignment	NOUN
ispiv-95	37	19	.	.	PUNCT
ispiv-95	38	1	the	the	DET
ispiv-95	38	2	paper	paper	NOUN
ispiv-95	38	3	concludes	conclude	VERB
ispiv-95	38	4	with	with	ADP
ispiv-95	38	5	a	a	DET
ispiv-95	38	6	sample	sample	NOUN
ispiv-95	38	7	application	application	NOUN
ispiv-95	38	8	to	to	PART
ispiv-95	38	9	visualize	visualize	VERB
ispiv-95	38	10	the	the	DET
ispiv-95	38	11	cerebral	cerebral	ADJ
ispiv-95	38	12	microcirculation	microcirculation	NOUN
ispiv-95	38	13	in	in	ADP
ispiv-95	38	14	a	a	DET
ispiv-95	38	15	piglet	piglet	NOUN
ispiv-95	38	16	.	.	PUNCT
ispiv-95	39	1	2	2	NUM
ispiv-95	39	2	methods	method	NOUN
ispiv-95	39	3	2.1	2.1	NUM
ispiv-95	39	4	animal	animal	NOUN
ispiv-95	39	5	preparation	preparation	NOUN
ispiv-95	39	6	and	and	CCONJ
ispiv-95	39	7	ceus	ceus	NOUN
ispiv-95	39	8	imaging	image	VERB
ispiv-95	39	9	the	the	DET
ispiv-95	39	10	current	current	ADJ
ispiv-95	39	11	study	study	NOUN
ispiv-95	39	12	utilizes	utilize	VERB
ispiv-95	39	13	a	a	DET
ispiv-95	39	14	pediatric	pediatric	ADJ
ispiv-95	39	15	pig	pig	NOUN
ispiv-95	39	16	model	model	NOUN
ispiv-95	39	17	(	(	PUNCT
ispiv-95	39	18	female	female	ADJ
ispiv-95	39	19	,	,	PUNCT
ispiv-95	39	20	4	4	NUM
ispiv-95	39	21	-	-	PUNCT
ispiv-95	39	22	week	week	NOUN
ispiv-95	39	23	-	-	PUNCT
ispiv-95	39	24	old	old	ADJ
ispiv-95	39	25	,	,	PUNCT
ispiv-95	39	26	10	10	NUM
ispiv-95	39	27	kg	kg	NOUN
ispiv-95	39	28	)	)	PUNCT
ispiv-95	39	29	to	to	PART
ispiv-95	39	30	visualize	visualize	VERB
ispiv-95	39	31	and	and	CCONJ
ispiv-95	39	32	quantify	quantify	VERB
ispiv-95	39	33	the	the	DET
ispiv-95	39	34	cerebral	cerebral	ADJ
ispiv-95	39	35	micro	micro	NOUN
ispiv-95	39	36	-	-	NOUN
ispiv-95	39	37	perfusion	perfusion	NOUN
ispiv-95	39	38	.	.	PUNCT
ispiv-95	40	1	all	all	PRON
ispiv-95	40	2	of	of	ADP
ispiv-95	40	3	the	the	DET
ispiv-95	40	4	animal	animal	NOUN
ispiv-95	40	5	preparation	preparation	NOUN
ispiv-95	40	6	and	and	CCONJ
ispiv-95	40	7	management	management	NOUN
ispiv-95	40	8	protocols	protocol	NOUN
ispiv-95	40	9	,	,	PUNCT
ispiv-95	40	10	including	include	VERB
ispiv-95	40	11	anesthesia	anesthesia	NOUN
ispiv-95	40	12	,	,	PUNCT
ispiv-95	40	13	ventilation	ventilation	NOUN
ispiv-95	40	14	,	,	PUNCT
ispiv-95	40	15	temperature	temperature	NOUN
ispiv-95	40	16	management	management	NOUN
ispiv-95	40	17	,	,	PUNCT
ispiv-95	40	18	cannulation	cannulation	NOUN
ispiv-95	40	19	,	,	PUNCT
ispiv-95	40	20	neuromonitoring	neuromonitore	VERB
ispiv-95	40	21	,	,	PUNCT
ispiv-95	40	22	and	and	CCONJ
ispiv-95	40	23	hemodynamic	hemodynamic	ADJ
ispiv-95	40	24	monitoring	monitoring	NOUN
ispiv-95	40	25	,	,	PUNCT
ispiv-95	40	26	have	have	AUX
ispiv-95	40	27	followed	follow	VERB
ispiv-95	40	28	previously	previously	ADV
ispiv-95	40	29	published	publish	VERB
ispiv-95	40	30	procedures	procedure	NOUN
ispiv-95	40	31	(	(	PUNCT
ispiv-95	40	32	friess	friess	NOUN
ispiv-95	40	33	et	et	PROPN
ispiv-95	40	34	al	al	PROPN
ispiv-95	40	35	.	.	PROPN
ispiv-95	40	36	2015	2015	NUM
ispiv-95	40	37	)	)	PUNCT
ispiv-95	40	38	,	,	PUNCT
ispiv-95	40	39	which	which	PRON
ispiv-95	40	40	have	have	AUX
ispiv-95	40	41	been	be	AUX
ispiv-95	40	42	approved	approve	VERB
ispiv-95	40	43	by	by	ADP
ispiv-95	40	44	the	the	DET
ispiv-95	40	45	institutional	institutional	ADJ
ispiv-95	40	46	animal	animal	NOUN
ispiv-95	40	47	care	care	NOUN
ispiv-95	40	48	and	and	CCONJ
ispiv-95	40	49	use	use	VERB
ispiv-95	40	50	committee	committee	NOUN
ispiv-95	40	51	of	of	ADP
ispiv-95	40	52	the	the	DET
ispiv-95	40	53	children	child	NOUN
ispiv-95	40	54	’s	’s	PART
ispiv-95	40	55	hospital	hospital	NOUN
ispiv-95	40	56	of	of	ADP
ispiv-95	40	57	philadelphia	philadelphia	PROPN
ispiv-95	40	58	.	.	PUNCT
ispiv-95	41	1	the	the	DET
ispiv-95	41	2	ceus	ceus	PROPN
ispiv-95	41	3	scans	scan	NOUN
ispiv-95	41	4	are	be	AUX
ispiv-95	41	5	performed	perform	VERB
ispiv-95	41	6	using	use	VERB
ispiv-95	41	7	a	a	DET
ispiv-95	41	8	siemens	siemens	PROPN
ispiv-95	41	9	acuson	acuson	NOUN
ispiv-95	41	10	sequoia	sequoia	NOUN
ispiv-95	41	11	system	system	NOUN
ispiv-95	41	12	(	(	PUNCT
ispiv-95	41	13	siemens	siemens	PROPN
ispiv-95	41	14	medical	medical	ADJ
ispiv-95	41	15	solutions	solution	NOUN
ispiv-95	41	16	,	,	PUNCT
ispiv-95	41	17	malvern	malvern	PROPN
ispiv-95	41	18	,	,	PUNCT
ispiv-95	41	19	pa	pa	PROPN
ispiv-95	41	20	)	)	PUNCT
ispiv-95	41	21	with	with	ADP
ispiv-95	41	22	a	a	DET
ispiv-95	41	23	9ec4	9ec4	NUM
ispiv-95	41	24	14th	14th	ADJ
ispiv-95	41	25	international	international	ADJ
ispiv-95	41	26	symposium	symposium	NOUN
ispiv-95	41	27	on	on	ADP
ispiv-95	41	28	particle	particle	NOUN
ispiv-95	41	29	image	image	NOUN
ispiv-95	41	30	velocimetry	velocimetry	NOUN
ispiv-95	41	31	-ispiv	-ispiv	NOUN
ispiv-95	41	32	2021	2021	NUM
ispiv-95	41	33	august	august	PROPN
ispiv-95	41	34	1	1	NUM
ispiv-95	41	35	-	-	PUNCT
ispiv-95	41	36	-5	-5	ADJ
ispiv-95	41	37	,	,	PUNCT
ispiv-95	41	38	2021	2021	NUM
ispiv-95	41	39	transducer	transducer	NOUN
ispiv-95	41	40	(	(	PUNCT
ispiv-95	41	41	siemens	siemens	PROPN
ispiv-95	41	42	medical	medical	ADJ
ispiv-95	41	43	solutions	solution	NOUN
ispiv-95	41	44	,	,	PUNCT
ispiv-95	41	45	malvern	malvern	PROPN
ispiv-95	41	46	,	,	PUNCT
ispiv-95	41	47	pa	pa	PROPN
ispiv-95	41	48	)	)	PUNCT
ispiv-95	41	49	.	.	PUNCT
ispiv-95	42	1	to	to	PART
ispiv-95	42	2	obtain	obtain	VERB
ispiv-95	42	3	clear	clear	ADJ
ispiv-95	42	4	images	image	NOUN
ispiv-95	42	5	,	,	PUNCT
ispiv-95	42	6	a	a	DET
ispiv-95	42	7	2.5	2.5	NUM
ispiv-95	42	8	cm	cm	NOUN
ispiv-95	42	9	cranial	cranial	ADJ
ispiv-95	42	10	window	window	NOUN
ispiv-95	42	11	is	be	AUX
ispiv-95	42	12	drilled	drill	VERB
ispiv-95	42	13	upper	upper	ADJ
ispiv-95	42	14	right	right	NOUN
ispiv-95	42	15	to	to	ADP
ispiv-95	42	16	the	the	DET
ispiv-95	42	17	midline	midline	NOUN
ispiv-95	42	18	in	in	ADP
ispiv-95	42	19	the	the	DET
ispiv-95	42	20	parietal	parietal	ADJ
ispiv-95	42	21	region	region	NOUN
ispiv-95	42	22	with	with	ADP
ispiv-95	42	23	intact	intact	ADJ
ispiv-95	42	24	dura	dura	NOUN
ispiv-95	42	25	.	.	PUNCT
ispiv-95	43	1	the	the	DET
ispiv-95	43	2	field	field	NOUN
ispiv-95	43	3	of	of	ADP
ispiv-95	43	4	view	view	NOUN
ispiv-95	43	5	is	be	AUX
ispiv-95	43	6	aligned	align	VERB
ispiv-95	43	7	to	to	ADP
ispiv-95	43	8	a	a	DET
ispiv-95	43	9	coronal	coronal	ADJ
ispiv-95	43	10	plane	plane	NOUN
ispiv-95	43	11	containing	contain	VERB
ispiv-95	43	12	the	the	DET
ispiv-95	43	13	maximum	maximum	ADJ
ispiv-95	43	14	transverse	transverse	NOUN
ispiv-95	43	15	diameter	diameter	NOUN
ispiv-95	43	16	of	of	ADP
ispiv-95	43	17	the	the	DET
ispiv-95	43	18	bilateral	bilateral	ADJ
ispiv-95	43	19	thalami	thalami	NOUN
ispiv-95	43	20	and	and	CCONJ
ispiv-95	43	21	is	be	AUX
ispiv-95	43	22	focused	focus	VERB
ispiv-95	43	23	on	on	ADP
ispiv-95	43	24	the	the	DET
ispiv-95	43	25	left	left	ADJ
ispiv-95	43	26	hemisphere	hemisphere	ADV
ispiv-95	43	27	to	to	PART
ispiv-95	43	28	maintain	maintain	VERB
ispiv-95	43	29	image	image	NOUN
ispiv-95	43	30	acquisition	acquisition	NOUN
ispiv-95	43	31	rate	rate	NOUN
ispiv-95	43	32	of	of	ADP
ispiv-95	43	33	44	44	NUM
ispiv-95	43	34	frames	frame	NOUN
ispiv-95	43	35	/	/	SYM
ispiv-95	43	36	s.	s.	PROPN
ispiv-95	43	37	the	the	DET
ispiv-95	43	38	ultrasound	ultrasound	NOUN
ispiv-95	43	39	probe	probe	NOUN
ispiv-95	43	40	is	be	AUX
ispiv-95	43	41	fixed	fix	VERB
ispiv-95	43	42	to	to	ADP
ispiv-95	43	43	the	the	DET
ispiv-95	43	44	experimental	experimental	ADJ
ispiv-95	43	45	table	table	NOUN
ispiv-95	43	46	using	use	VERB
ispiv-95	43	47	a	a	DET
ispiv-95	43	48	stereotactic	stereotactic	ADJ
ispiv-95	43	49	arm	arm	NOUN
ispiv-95	43	50	.	.	PUNCT
ispiv-95	44	1	the	the	DET
ispiv-95	44	2	piglet	piglet	NOUN
ispiv-95	44	3	’s	’s	PART
ispiv-95	44	4	head	head	NOUN
ispiv-95	44	5	is	be	AUX
ispiv-95	44	6	also	also	ADV
ispiv-95	44	7	fixed	fix	VERB
ispiv-95	44	8	to	to	ADP
ispiv-95	44	9	the	the	DET
ispiv-95	44	10	table	table	NOUN
ispiv-95	44	11	to	to	PART
ispiv-95	44	12	minimize	minimize	VERB
ispiv-95	44	13	its	its	PRON
ispiv-95	44	14	motion	motion	NOUN
ispiv-95	44	15	.	.	PUNCT
ispiv-95	45	1	the	the	DET
ispiv-95	45	2	contrast	contrast	NOUN
ispiv-95	45	3	agents	agent	NOUN
ispiv-95	45	4	(	(	PUNCT
ispiv-95	45	5	lumason	lumason	PROPN
ispiv-95	45	6	,	,	PUNCT
ispiv-95	45	7	bracco	bracco	PROPN
ispiv-95	45	8	diagnostics	diagnostics	PROPN
ispiv-95	45	9	,	,	PUNCT
ispiv-95	45	10	nj	nj	PROPN
ispiv-95	45	11	)	)	PUNCT
ispiv-95	45	12	are	be	AUX
ispiv-95	45	13	infused	infuse	VERB
ispiv-95	45	14	at	at	ADP
ispiv-95	45	15	0.6	0.6	NUM
ispiv-95	45	16	ml	ml	NOUN
ispiv-95	45	17	/	/	SYM
ispiv-95	45	18	min	min	NOUN
ispiv-95	45	19	using	use	VERB
ispiv-95	45	20	a	a	DET
ispiv-95	45	21	veterinary	veterinary	ADJ
ispiv-95	45	22	syringe	syringe	NOUN
ispiv-95	45	23	pump	pump	NOUN
ispiv-95	45	24	(	(	PUNCT
ispiv-95	45	25	practivet	practivet	NOUN
ispiv-95	45	26	,	,	PUNCT
ispiv-95	45	27	tempe	tempe	PROPN
ispiv-95	45	28	,	,	PUNCT
ispiv-95	45	29	arizona	arizona	PROPN
ispiv-95	45	30	,	,	PUNCT
ispiv-95	45	31	usa	usa	PROPN
ispiv-95	45	32	)	)	PUNCT
ispiv-95	45	33	connected	connect	VERB
ispiv-95	45	34	to	to	ADP
ispiv-95	45	35	the	the	DET
ispiv-95	45	36	femoral	femoral	ADJ
ispiv-95	45	37	vein	vein	ADJ
ispiv-95	45	38	line	line	NOUN
ispiv-95	45	39	.	.	PUNCT
ispiv-95	46	1	this	this	DET
ispiv-95	46	2	infusion	infusion	NOUN
ispiv-95	46	3	rate	rate	NOUN
ispiv-95	46	4	is	be	AUX
ispiv-95	46	5	selected	select	VERB
ispiv-95	46	6	,	,	PUNCT
ispiv-95	46	7	based	base	VERB
ispiv-95	46	8	on	on	ADP
ispiv-95	46	9	a	a	DET
ispiv-95	46	10	pre	pre	NOUN
ispiv-95	46	11	-	-	NOUN
ispiv-95	46	12	study	study	ADJ
ispiv-95	46	13	,	,	PUNCT
ispiv-95	46	14	to	to	PART
ispiv-95	46	15	establish	establish	VERB
ispiv-95	46	16	a	a	DET
ispiv-95	46	17	bubble	bubble	NOUN
ispiv-95	46	18	concentration	concentration	NOUN
ispiv-95	46	19	low	low	ADJ
ispiv-95	46	20	enough	enough	ADV
ispiv-95	46	21	to	to	PART
ispiv-95	46	22	facilitate	facilitate	VERB
ispiv-95	46	23	detection	detection	NOUN
ispiv-95	46	24	and	and	CCONJ
ispiv-95	46	25	tracking	tracking	NOUN
ispiv-95	46	26	of	of	ADP
ispiv-95	46	27	individual	individual	ADJ
ispiv-95	46	28	bubbles	bubble	NOUN
ispiv-95	46	29	while	while	SCONJ
ispiv-95	46	30	still	still	ADV
ispiv-95	46	31	maintaining	maintain	VERB
ispiv-95	46	32	a	a	DET
ispiv-95	46	33	sufficient	sufficient	ADJ
ispiv-95	46	34	number	number	NOUN
ispiv-95	46	35	for	for	ADP
ispiv-95	46	36	fully	fully	ADV
ispiv-95	46	37	mapping	map	VERB
ispiv-95	46	38	the	the	DET
ispiv-95	46	39	vascular	vascular	ADJ
ispiv-95	46	40	structures	structure	NOUN
ispiv-95	46	41	.	.	PUNCT
ispiv-95	47	1	the	the	DET
ispiv-95	47	2	ideal	ideal	ADJ
ispiv-95	47	3	concentrations	concentration	NOUN
ispiv-95	47	4	vary	vary	VERB
ispiv-95	47	5	between	between	ADP
ispiv-95	47	6	150	150	NUM
ispiv-95	47	7	to	to	PART
ispiv-95	47	8	200	200	NUM
ispiv-95	47	9	bubbles	bubble	NOUN
ispiv-95	47	10	per	per	ADP
ispiv-95	47	11	image	image	NOUN
ispiv-95	47	12	.	.	PUNCT
ispiv-95	48	1	the	the	DET
ispiv-95	48	2	recording	recording	NOUN
ispiv-95	48	3	lasts	last	VERB
ispiv-95	48	4	for	for	ADP
ispiv-95	48	5	2	2	NUM
ispiv-95	48	6	mins	min	NOUN
ispiv-95	48	7	with	with	ADP
ispiv-95	48	8	5760	5760	NUM
ispiv-95	48	9	images	image	NOUN
ispiv-95	48	10	collected	collect	VERB
ispiv-95	48	11	.	.	PUNCT
ispiv-95	49	1	the	the	DET
ispiv-95	49	2	ceus	ceus	PROPN
ispiv-95	49	3	imaging	imaging	NOUN
ispiv-95	49	4	is	be	AUX
ispiv-95	49	5	taken	take	VERB
ispiv-95	49	6	at	at	ADP
ispiv-95	49	7	dual	dual	ADJ
ispiv-95	49	8	view	view	NOUN
ispiv-95	49	9	mode	mode	NOUN
ispiv-95	49	10	with	with	ADP
ispiv-95	49	11	a	a	DET
ispiv-95	49	12	ceus	ceus	NOUN
ispiv-95	49	13	image	image	NOUN
ispiv-95	49	14	on	on	ADP
ispiv-95	49	15	the	the	DET
ispiv-95	49	16	left	left	NOUN
ispiv-95	49	17	and	and	CCONJ
ispiv-95	49	18	a	a	DET
ispiv-95	49	19	normal	normal	ADJ
ispiv-95	49	20	b	b	NOUN
ispiv-95	49	21	-	-	PUNCT
ispiv-95	49	22	mode	mode	NOUN
ispiv-95	49	23	image	image	NOUN
ispiv-95	49	24	on	on	ADP
ispiv-95	49	25	the	the	DET
ispiv-95	49	26	right	right	NOUN
ispiv-95	49	27	.	.	PUNCT
ispiv-95	50	1	the	the	DET
ispiv-95	50	2	b	b	NOUN
ispiv-95	50	3	-	-	PUNCT
ispiv-95	50	4	mode	mode	NOUN
ispiv-95	50	5	image	image	NOUN
ispiv-95	50	6	is	be	AUX
ispiv-95	50	7	used	use	VERB
ispiv-95	50	8	as	as	ADP
ispiv-95	50	9	a	a	DET
ispiv-95	50	10	reference	reference	NOUN
ispiv-95	50	11	for	for	ADP
ispiv-95	50	12	crosscorrelation	crosscorrelation	NOUN
ispiv-95	50	13	based	base	VERB
ispiv-95	50	14	image	image	NOUN
ispiv-95	50	15	stabilization	stabilization	NOUN
ispiv-95	50	16	,	,	PUNCT
ispiv-95	50	17	if	if	SCONJ
ispiv-95	50	18	needed	need	VERB
ispiv-95	50	19	.	.	PUNCT
ispiv-95	51	1	2.2	2.2	NUM
ispiv-95	51	2	image	image	NOUN
ispiv-95	51	3	preprocessing	preprocessing	NOUN
ispiv-95	51	4	using	use	VERB
ispiv-95	51	5	u	u	NOUN
ispiv-95	51	6	-	-	NOUN
ispiv-95	51	7	net	net	ADJ
ispiv-95	51	8	in	in	ADP
ispiv-95	51	9	the	the	DET
ispiv-95	51	10	present	present	ADJ
ispiv-95	51	11	study	study	NOUN
ispiv-95	51	12	,	,	PUNCT
ispiv-95	51	13	the	the	DET
ispiv-95	51	14	u	u	ADJ
ispiv-95	51	15	-	-	ADJ
ispiv-95	51	16	net	net	ADJ
ispiv-95	51	17	creation	creation	NOUN
ispiv-95	51	18	,	,	PUNCT
ispiv-95	51	19	training	training	NOUN
ispiv-95	51	20	,	,	PUNCT
ispiv-95	51	21	and	and	CCONJ
ispiv-95	51	22	validation	validation	NOUN
ispiv-95	51	23	are	be	AUX
ispiv-95	51	24	performed	perform	VERB
ispiv-95	51	25	using	use	VERB
ispiv-95	51	26	the	the	DET
ispiv-95	51	27	deep	deep	ADJ
ispiv-95	51	28	learning	learning	NOUN
ispiv-95	51	29	toolbox	toolbox	NOUN
ispiv-95	51	30	in	in	ADP
ispiv-95	51	31	matlab	matlab	PROPN
ispiv-95	51	32	.	.	PUNCT
ispiv-95	52	1	the	the	DET
ispiv-95	52	2	current	current	ADJ
ispiv-95	52	3	u	u	NOUN
ispiv-95	52	4	-	-	NOUN
ispiv-95	52	5	net	net	ADJ
ispiv-95	52	6	(	(	PUNCT
ispiv-95	52	7	ronneberger	ronneberger	NOUN
ispiv-95	52	8	et	et	PROPN
ispiv-95	52	9	al	al	PROPN
ispiv-95	52	10	.	.	PROPN
ispiv-95	52	11	2015	2015	NUM
ispiv-95	52	12	)	)	PUNCT
ispiv-95	52	13	image	image	NOUN
ispiv-95	52	14	enhancement	enhancement	NOUN
ispiv-95	52	15	procedure	procedure	NOUN
ispiv-95	52	16	is	be	AUX
ispiv-95	52	17	illustrated	illustrate	VERB
ispiv-95	52	18	in	in	ADP
ispiv-95	52	19	fig	fig	NOUN
ispiv-95	52	20	.	.	PUNCT
ispiv-95	53	1	1	1	X
ispiv-95	53	2	.	.	X
ispiv-95	53	3	this	this	DET
ispiv-95	53	4	architecture	architecture	NOUN
ispiv-95	53	5	is	be	AUX
ispiv-95	53	6	widely	widely	ADV
ispiv-95	53	7	-	-	PUNCT
ispiv-95	53	8	used	use	VERB
ispiv-95	53	9	for	for	ADP
ispiv-95	53	10	medical	medical	ADJ
ispiv-95	53	11	imaging	imaging	NOUN
ispiv-95	53	12	processing	processing	NOUN
ispiv-95	53	13	tasks	task	NOUN
ispiv-95	53	14	,	,	PUNCT
ispiv-95	53	15	and	and	CCONJ
ispiv-95	53	16	has	have	AUX
ispiv-95	53	17	been	be	AUX
ispiv-95	53	18	reported	report	VERB
ispiv-95	53	19	to	to	PART
ispiv-95	53	20	deliver	deliver	VERB
ispiv-95	53	21	good	good	ADJ
ispiv-95	53	22	performances	performance	NOUN
ispiv-95	53	23	in	in	ADP
ispiv-95	53	24	image	image	NOUN
ispiv-95	53	25	enhancement	enhancement	NOUN
ispiv-95	53	26	,	,	PUNCT
ispiv-95	53	27	object	object	NOUN
ispiv-95	53	28	detection	detection	NOUN
ispiv-95	53	29	,	,	PUNCT
ispiv-95	53	30	and	and	CCONJ
ispiv-95	53	31	morphometry	morphometry	NOUN
ispiv-95	53	32	(	(	PUNCT
ispiv-95	53	33	falk	falk	NOUN
ispiv-95	53	34	et	et	NOUN
ispiv-95	53	35	al	al	PROPN
ispiv-95	53	36	.	.	PROPN
ispiv-95	53	37	2019	2019	NUM
ispiv-95	53	38	)	)	PUNCT
ispiv-95	53	39	.	.	PUNCT
ispiv-95	54	1	as	as	SCONJ
ispiv-95	54	2	shown	show	VERB
ispiv-95	54	3	in	in	ADP
ispiv-95	54	4	fig	fig	NOUN
ispiv-95	54	5	.	.	PUNCT
ispiv-95	55	1	1(a	1(a	NUM
ispiv-95	55	2	)	)	PUNCT
ispiv-95	55	3	,	,	PUNCT
ispiv-95	55	4	u	u	NOUN
ispiv-95	55	5	-	-	ADJ
ispiv-95	55	6	net	net	ADJ
ispiv-95	55	7	consists	consist	NOUN
ispiv-95	55	8	of	of	ADP
ispiv-95	55	9	encoding	encoding	NOUN
ispiv-95	55	10	(	(	PUNCT
ispiv-95	55	11	down	down	ADV
ispiv-95	55	12	-	-	PUNCT
ispiv-95	55	13	sizing	sizing	NOUN
ispiv-95	55	14	)	)	PUNCT
ispiv-95	55	15	and	and	CCONJ
ispiv-95	55	16	decoding	decode	VERB
ispiv-95	55	17	(	(	PUNCT
ispiv-95	55	18	up	up	ADP
ispiv-95	55	19	-	-	PUNCT
ispiv-95	55	20	sizing	sizing	NOUN
ispiv-95	55	21	)	)	PUNCT
ispiv-95	55	22	steps	step	NOUN
ispiv-95	55	23	for	for	ADP
ispiv-95	55	24	converting	convert	VERB
ispiv-95	55	25	big	big	ADJ
ispiv-95	55	26	and	and	CCONJ
ispiv-95	55	27	blurred	blurred	ADJ
ispiv-95	55	28	bubble	bubble	NOUN
ispiv-95	55	29	traces	trace	NOUN
ispiv-95	55	30	with	with	ADP
ispiv-95	55	31	varying	vary	VERB
ispiv-95	55	32	sizes	size	NOUN
ispiv-95	55	33	to	to	ADP
ispiv-95	55	34	smaller	small	ADJ
ispiv-95	55	35	and	and	CCONJ
ispiv-95	55	36	sharper	sharp	ADJ
ispiv-95	55	37	ones	one	NOUN
ispiv-95	55	38	.	.	PUNCT
ispiv-95	56	1	the	the	DET
ispiv-95	56	2	current	current	ADJ
ispiv-95	56	3	unet	unet	NOUN
ispiv-95	56	4	model	model	NOUN
ispiv-95	56	5	has	have	VERB
ispiv-95	56	6	an	an	DET
ispiv-95	56	7	encoder	encoder	NOUN
ispiv-95	56	8	-	-	PUNCT
ispiv-95	56	9	decoder	decoder	NOUN
ispiv-95	56	10	depth	depth	NOUN
ispiv-95	56	11	of	of	ADP
ispiv-95	56	12	3	3	NUM
ispiv-95	56	13	,	,	PUNCT
ispiv-95	56	14	resulting	result	VERB
ispiv-95	56	15	in	in	ADP
ispiv-95	56	16	45	45	NUM
ispiv-95	56	17	layers	layer	NOUN
ispiv-95	56	18	.	.	PUNCT
ispiv-95	57	1	the	the	DET
ispiv-95	57	2	inputs	input	NOUN
ispiv-95	57	3	,	,	PUNCT
ispiv-95	57	4	i.e.	i.e.	X
ispiv-95	57	5	,	,	PUNCT
ispiv-95	57	6	128×128	128×128	NUM
ispiv-95	57	7	pixels	pixel	NOUN
ispiv-95	57	8	grayscale	grayscale	NOUN
ispiv-95	57	9	images	image	NOUN
ispiv-95	57	10	,	,	PUNCT
ispiv-95	57	11	are	be	AUX
ispiv-95	57	12	downsized	downsize	VERB
ispiv-95	57	13	by	by	ADP
ispiv-95	57	14	half	half	NOUN
ispiv-95	57	15	at	at	ADP
ispiv-95	57	16	each	each	DET
ispiv-95	57	17	encoder	encoder	NOUN
ispiv-95	57	18	level	level	NOUN
ispiv-95	57	19	and	and	CCONJ
ispiv-95	57	20	doubled	double	VERB
ispiv-95	57	21	at	at	ADP
ispiv-95	57	22	each	each	DET
ispiv-95	57	23	decoder	decoder	NOUN
ispiv-95	57	24	level	level	NOUN
ispiv-95	57	25	.	.	PUNCT
ispiv-95	58	1	the	the	DET
ispiv-95	58	2	final	final	ADJ
ispiv-95	58	3	convolution	convolution	NOUN
ispiv-95	58	4	layer	layer	NOUN
ispiv-95	58	5	is	be	AUX
ispiv-95	58	6	used	use	VERB
ispiv-95	58	7	to	to	PART
ispiv-95	58	8	gather	gather	VERB
ispiv-95	58	9	the	the	DET
ispiv-95	58	10	information	information	NOUN
ispiv-95	58	11	from	from	ADP
ispiv-95	58	12	the	the	DET
ispiv-95	58	13	last	last	ADJ
ispiv-95	58	14	decoder	decoder	NOUN
ispiv-95	58	15	level	level	NOUN
ispiv-95	58	16	,	,	PUNCT
ispiv-95	58	17	followed	follow	VERB
ispiv-95	58	18	by	by	ADP
ispiv-95	58	19	a	a	DET
ispiv-95	58	20	regression	regression	NOUN
ispiv-95	58	21	layer	layer	NOUN
ispiv-95	58	22	,	,	PUNCT
ispiv-95	58	23	which	which	PRON
ispiv-95	58	24	generates	generate	VERB
ispiv-95	58	25	the	the	DET
ispiv-95	58	26	output	output	NOUN
ispiv-95	58	27	.	.	PUNCT
ispiv-95	59	1	the	the	DET
ispiv-95	59	2	network	network	NOUN
ispiv-95	59	3	is	be	AUX
ispiv-95	59	4	trained	train	VERB
ispiv-95	59	5	by	by	ADP
ispiv-95	59	6	two	two	NUM
ispiv-95	59	7	sets	set	NOUN
ispiv-95	59	8	of	of	ADP
ispiv-95	59	9	image	image	NOUN
ispiv-95	59	10	pairs	pair	NOUN
ispiv-95	59	11	:	:	PUNCT
ispiv-95	59	12	the	the	DET
ispiv-95	59	13	first	first	ADJ
ispiv-95	59	14	set	set	NOUN
ispiv-95	59	15	consists	consist	VERB
ispiv-95	59	16	of	of	ADP
ispiv-95	59	17	raw	raw	ADJ
ispiv-95	59	18	ceus	ceus	NOUN
ispiv-95	59	19	images	image	NOUN
ispiv-95	59	20	(	(	PUNCT
ispiv-95	59	21	training	training	NOUN
ispiv-95	59	22	input	input	NOUN
ispiv-95	59	23	)	)	PUNCT
ispiv-95	59	24	and	and	CCONJ
ispiv-95	59	25	the	the	DET
ispiv-95	59	26	corresponding	corresponding	ADJ
ispiv-95	59	27	enhanced	enhance	VERB
ispiv-95	59	28	images	image	NOUN
ispiv-95	59	29	based	base	VERB
ispiv-95	59	30	on	on	ADP
ispiv-95	59	31	blind	blind	ADJ
ispiv-95	59	32	deconvolution	deconvolution	NOUN
ispiv-95	59	33	(	(	PUNCT
ispiv-95	59	34	training	training	NOUN
ispiv-95	59	35	reference	reference	NOUN
ispiv-95	59	36	)	)	PUNCT
ispiv-95	59	37	.	.	PUNCT
ispiv-95	60	1	to	to	PART
ispiv-95	60	2	prepare	prepare	VERB
ispiv-95	60	3	the	the	DET
ispiv-95	60	4	training	training	NOUN
ispiv-95	60	5	set	set	NOUN
ispiv-95	60	6	,	,	PUNCT
ispiv-95	60	7	the	the	DET
ispiv-95	60	8	background	background	NOUN
ispiv-95	60	9	intensity	intensity	NOUN
ispiv-95	60	10	is	be	AUX
ispiv-95	60	11	removed	remove	VERB
ispiv-95	60	12	by	by	ADP
ispiv-95	60	13	subtracting	subtract	VERB
ispiv-95	60	14	the	the	DET
ispiv-95	60	15	ensemble	ensemble	ADJ
ispiv-95	60	16	averaged	average	VERB
ispiv-95	60	17	image	image	NOUN
ispiv-95	60	18	,	,	PUNCT
ispiv-95	60	19	and	and	CCONJ
ispiv-95	60	20	rejecting	reject	VERB
ispiv-95	60	21	pixels	pixel	NOUN
ispiv-95	60	22	with	with	ADP
ispiv-95	60	23	intensity	intensity	NOUN
ispiv-95	60	24	falling	fall	VERB
ispiv-95	60	25	below	below	ADP
ispiv-95	60	26	0.1	0.1	NUM
ispiv-95	60	27	(	(	PUNCT
ispiv-95	60	28	0	0	NUM
ispiv-95	60	29	-	-	SYM
ispiv-95	60	30	1	1	NUM
ispiv-95	60	31	range	range	NOUN
ispiv-95	60	32	)	)	PUNCT
ispiv-95	60	33	,	,	PUNCT
ispiv-95	60	34	which	which	PRON
ispiv-95	60	35	is	be	AUX
ispiv-95	60	36	considered	consider	VERB
ispiv-95	60	37	as	as	ADP
ispiv-95	60	38	noise	noise	NOUN
ispiv-95	60	39	.	.	PUNCT
ispiv-95	61	1	then	then	ADV
ispiv-95	61	2	the	the	DET
ispiv-95	61	3	intensity	intensity	NOUN
ispiv-95	61	4	range	range	VERB
ispiv-95	61	5	for	for	ADP
ispiv-95	61	6	each	each	DET
ispiv-95	61	7	image	image	NOUN
ispiv-95	61	8	is	be	AUX
ispiv-95	61	9	re	re	VERB
ispiv-95	61	10	-	-	VERB
ispiv-95	61	11	normalized	normalize	VERB
ispiv-95	61	12	to	to	ADP
ispiv-95	61	13	0	0	NUM
ispiv-95	61	14	-	-	SYM
ispiv-95	61	15	1	1	NUM
ispiv-95	61	16	.	.	PUNCT
ispiv-95	62	1	a	a	DET
ispiv-95	62	2	sample	sample	NOUN
ispiv-95	62	3	of	of	ADP
ispiv-95	62	4	the	the	DET
ispiv-95	62	5	resulting	result	VERB
ispiv-95	62	6	image	image	NOUN
ispiv-95	62	7	is	be	AUX
ispiv-95	62	8	shown	show	VERB
ispiv-95	62	9	in	in	ADP
ispiv-95	62	10	fig	fig	NOUN
ispiv-95	62	11	.	.	PUNCT
ispiv-95	63	1	1(b	1(b	NUM
ispiv-95	63	2	)	)	PUNCT
ispiv-95	63	3	.	.	PUNCT
ispiv-95	64	1	these	these	DET
ispiv-95	64	2	steps	step	NOUN
ispiv-95	64	3	ensure	ensure	VERB
ispiv-95	64	4	standardized	standardized	ADJ
ispiv-95	64	5	inputs	input	NOUN
ispiv-95	64	6	from	from	ADP
ispiv-95	64	7	different	different	ADJ
ispiv-95	64	8	experiments	experiment	NOUN
ispiv-95	64	9	.	.	PUNCT
ispiv-95	65	1	the	the	DET
ispiv-95	65	2	enhanced	enhance	VERB
ispiv-95	65	3	training	training	NOUN
ispiv-95	65	4	reference	reference	NOUN
ispiv-95	65	5	is	be	AUX
ispiv-95	65	6	generated	generate	VERB
ispiv-95	65	7	following	follow	VERB
ispiv-95	65	8	a	a	DET
ispiv-95	65	9	modified	modify	VERB
ispiv-95	65	10	blind	blind	ADJ
ispiv-95	65	11	deconvolution	deconvolution	NOUN
ispiv-95	65	12	procedure	procedure	NOUN
ispiv-95	65	13	(	(	PUNCT
ispiv-95	65	14	zhang	zhang	PROPN
ispiv-95	65	15	et	et	PROPN
ispiv-95	65	16	al	al	PROPN
ispiv-95	65	17	.	.	PROPN
ispiv-95	65	18	2020	2020	NUM
ispiv-95	65	19	)	)	PUNCT
ispiv-95	65	20	.	.	PUNCT
ispiv-95	66	1	specifically	specifically	ADV
ispiv-95	66	2	,	,	PUNCT
ispiv-95	66	3	the	the	DET
ispiv-95	66	4	raw	raw	ADJ
ispiv-95	66	5	ceus	ceus	NOUN
ispiv-95	66	6	images	image	NOUN
ispiv-95	66	7	are	be	AUX
ispiv-95	66	8	modelled	model	VERB
ispiv-95	66	9	as	as	ADP
ispiv-95	66	10	multiple	multiple	ADJ
ispiv-95	66	11	impulse	impulse	ADJ
ispiv-95	66	12	signals	signal	NOUN
ispiv-95	66	13	blurred	blur	VERB
ispiv-95	66	14	by	by	ADP
ispiv-95	66	15	spatially	spatially	ADV
ispiv-95	66	16	variant	variant	ADJ
ispiv-95	66	17	psfs	psfs	NOUN
ispiv-95	66	18	with	with	ADP
ispiv-95	66	19	additional	additional	ADJ
ispiv-95	66	20	noise	noise	NOUN
ispiv-95	66	21	.	.	PUNCT
ispiv-95	67	1	by	by	ADP
ispiv-95	67	2	dividing	divide	VERB
ispiv-95	67	3	the	the	DET
ispiv-95	67	4	raw	raw	ADJ
ispiv-95	67	5	images	image	NOUN
ispiv-95	67	6	into	into	ADP
ispiv-95	67	7	smaller	small	ADJ
ispiv-95	67	8	windows	window	NOUN
ispiv-95	67	9	,	,	PUNCT
ispiv-95	67	10	a	a	DET
ispiv-95	67	11	local	local	ADJ
ispiv-95	67	12	psf	psf	NOUN
ispiv-95	67	13	is	be	AUX
ispiv-95	67	14	estimated	estimate	VERB
ispiv-95	67	15	following	follow	VERB
ispiv-95	67	16	pan	pan	PROPN
ispiv-95	67	17	et	et	PROPN
ispiv-95	67	18	al	al	PROPN
ispiv-95	67	19	.	.	PROPN
ispiv-95	68	1	(	(	PUNCT
ispiv-95	68	2	2014	2014	NUM
ispiv-95	68	3	)	)	PUNCT
ispiv-95	68	4	in	in	ADP
ispiv-95	68	5	each	each	DET
ispiv-95	68	6	window	window	NOUN
ispiv-95	68	7	.	.	PUNCT
ispiv-95	69	1	psfs	psfs	PROPN
ispiv-95	69	2	estimated	estimate	VERB
ispiv-95	69	3	from	from	ADP
ispiv-95	69	4	20	20	NUM
ispiv-95	69	5	random	random	ADJ
ispiv-95	69	6	raw	raw	ADJ
ispiv-95	69	7	images	image	NOUN
ispiv-95	69	8	are	be	AUX
ispiv-95	69	9	averaged	average	VERB
ispiv-95	69	10	at	at	ADP
ispiv-95	69	11	each	each	DET
ispiv-95	69	12	location	location	NOUN
ispiv-95	69	13	and	and	CCONJ
ispiv-95	69	14	used	use	VERB
ispiv-95	69	15	to	to	PART
ispiv-95	69	16	deconvolve	deconvolve	VERB
ispiv-95	69	17	the	the	DET
ispiv-95	69	18	rest	rest	NOUN
ispiv-95	69	19	of	of	ADP
ispiv-95	69	20	the	the	DET
ispiv-95	69	21	images	image	NOUN
ispiv-95	69	22	.	.	PUNCT
ispiv-95	70	1	the	the	DET
ispiv-95	70	2	deconvolved	deconvolved	ADJ
ispiv-95	70	3	ones	one	NOUN
ispiv-95	70	4	are	be	AUX
ispiv-95	70	5	subsequently	subsequently	ADV
ispiv-95	70	6	enhanced	enhance	VERB
ispiv-95	70	7	using	use	VERB
ispiv-95	70	8	a	a	DET
ispiv-95	70	9	modified	modify	VERB
ispiv-95	70	10	histogram	histogram	NOUN
ispiv-95	70	11	equalization	equalization	NOUN
ispiv-95	70	12	method	method	NOUN
ispiv-95	70	13	(	(	PUNCT
ispiv-95	70	14	roth	roth	NOUN
ispiv-95	70	15	and	and	CCONJ
ispiv-95	70	16	katz	katz	PROPN
ispiv-95	70	17	2001	2001	NUM
ispiv-95	70	18	)	)	PUNCT
ispiv-95	70	19	.	.	PUNCT
ispiv-95	71	1	then	then	ADV
ispiv-95	71	2	the	the	DET
ispiv-95	71	3	corresponding	corresponding	ADJ
ispiv-95	71	4	pre	pre	ADJ
ispiv-95	71	5	-	-	ADJ
ispiv-95	71	6	processed	process	VERB
ispiv-95	71	7	raw	raw	ADJ
ispiv-95	71	8	&	&	CCONJ
ispiv-95	71	9	enhanced	enhanced	ADJ
ispiv-95	71	10	images	image	NOUN
ispiv-95	71	11	are	be	AUX
ispiv-95	71	12	zeropadded	zeropadde	VERB
ispiv-95	71	13	on	on	ADP
ispiv-95	71	14	the	the	DET
ispiv-95	71	15	right	right	NOUN
ispiv-95	71	16	and	and	CCONJ
ispiv-95	71	17	bottom	bottom	NOUN
ispiv-95	71	18	,	,	PUNCT
ispiv-95	71	19	and	and	CCONJ
ispiv-95	71	20	split	split	VERB
ispiv-95	71	21	into	into	ADP
ispiv-95	71	22	128×128	128×128	NUM
ispiv-95	71	23	pixels	pixel	NOUN
ispiv-95	71	24	sub	sub	NOUN
ispiv-95	71	25	-	-	NOUN
ispiv-95	71	26	images	image	NOUN
ispiv-95	71	27	with	with	ADP
ispiv-95	71	28	20	20	NUM
ispiv-95	71	29	%	%	NOUN
ispiv-95	71	30	lateral	lateral	ADJ
ispiv-95	71	31	overlapping	overlapping	NOUN
ispiv-95	71	32	and	and	CCONJ
ispiv-95	71	33	15	15	NUM
ispiv-95	71	34	%	%	NOUN
ispiv-95	71	35	vertical	vertical	ADJ
ispiv-95	71	36	overlapping	overlap	VERB
ispiv-95	71	37	(	(	PUNCT
ispiv-95	71	38	yellow	yellow	ADJ
ispiv-95	71	39	boxes	box	NOUN
ispiv-95	71	40	in	in	ADP
ispiv-95	71	41	fig	fig	NOUN
ispiv-95	71	42	.	.	PUNCT
ispiv-95	72	1	1(b	1(b	NUM
ispiv-95	72	2	)	)	PUNCT
ispiv-95	72	3	)	)	PUNCT
ispiv-95	72	4	.	.	PUNCT
ispiv-95	73	1	these	these	DET
ispiv-95	73	2	choices	choice	NOUN
ispiv-95	73	3	ensure	ensure	VERB
ispiv-95	73	4	that	that	SCONJ
ispiv-95	73	5	at	at	ADV
ispiv-95	73	6	least	least	ADJ
ispiv-95	73	7	one	one	NUM
ispiv-95	73	8	of	of	ADP
ispiv-95	73	9	the	the	DET
ispiv-95	73	10	neighboring	neighbor	VERB
ispiv-95	73	11	sub	sub	NOUN
ispiv-95	73	12	-	-	NOUN
ispiv-95	73	13	images	image	NOUN
ispiv-95	73	14	contains	contain	VERB
ispiv-95	73	15	a	a	DET
ispiv-95	73	16	complete	complete	ADJ
ispiv-95	73	17	psf	psf	NOUN
ispiv-95	73	18	.	.	PUNCT
ispiv-95	74	1	the	the	DET
ispiv-95	74	2	size	size	NOUN
ispiv-95	74	3	of	of	ADP
ispiv-95	74	4	the	the	DET
ispiv-95	74	5	sub	sub	NOUN
ispiv-95	74	6	-	-	NOUN
ispiv-95	74	7	image	image	NOUN
ispiv-95	74	8	is	be	AUX
ispiv-95	74	9	selected	select	VERB
ispiv-95	74	10	to	to	PART
ispiv-95	74	11	maintain	maintain	VERB
ispiv-95	74	12	the	the	DET
ispiv-95	74	13	smallest	small	ADJ
ispiv-95	74	14	psf	psf	NOUN
ispiv-95	74	15	larger	large	ADJ
ispiv-95	74	16	than	than	ADP
ispiv-95	74	17	2	2	NUM
ispiv-95	74	18	pixels	pixel	NOUN
ispiv-95	74	19	after	after	ADP
ispiv-95	74	20	the	the	DET
ispiv-95	74	21	three	three	NUM
ispiv-95	74	22	encoding	encoding	NOUN
ispiv-95	74	23	phases	phase	NOUN
ispiv-95	74	24	of	of	ADP
ispiv-95	74	25	the	the	DET
ispiv-95	74	26	u	u	NOUN
ispiv-95	74	27	-	-	NOUN
ispiv-95	74	28	net	net	ADJ
ispiv-95	74	29	.	.	PUNCT
ispiv-95	75	1	splitting	splitting	NOUN
ispiv-95	75	2	of	of	ADP
ispiv-95	75	3	the	the	DET
ispiv-95	75	4	images	image	NOUN
ispiv-95	75	5	avoids	avoid	VERB
ispiv-95	75	6	large	large	ADJ
ispiv-95	75	7	training	training	NOUN
ispiv-95	75	8	datasets	dataset	NOUN
ispiv-95	75	9	and	and	CCONJ
ispiv-95	75	10	computational	computational	ADJ
ispiv-95	75	11	cost	cost	NOUN
ispiv-95	75	12	caused	cause	VERB
ispiv-95	75	13	by	by	ADP
ispiv-95	75	14	treating	treat	VERB
ispiv-95	75	15	the	the	DET
ispiv-95	75	16	whole	whole	ADJ
ispiv-95	75	17	image	image	NOUN
ispiv-95	75	18	as	as	ADP
ispiv-95	75	19	a	a	DET
ispiv-95	75	20	training	training	NOUN
ispiv-95	75	21	input	input	NOUN
ispiv-95	75	22	.	.	PUNCT
ispiv-95	76	1	moreover	moreover	ADV
ispiv-95	76	2	,	,	PUNCT
ispiv-95	76	3	it	it	PRON
ispiv-95	76	4	is	be	AUX
ispiv-95	76	5	more	more	ADV
ispiv-95	76	6	focused	focused	ADJ
ispiv-95	76	7	on	on	ADP
ispiv-95	76	8	the	the	DET
ispiv-95	76	9	local	local	ADJ
ispiv-95	76	10	features	feature	NOUN
ispiv-95	76	11	of	of	ADP
ispiv-95	76	12	the	the	DET
ispiv-95	76	13	psf	psf	NOUN
ispiv-95	76	14	without	without	ADP
ispiv-95	76	15	depth	depth	NOUN
ispiv-95	76	16	and	and	CCONJ
ispiv-95	76	17	angular	angular	ADJ
ispiv-95	76	18	position	position	NOUN
ispiv-95	76	19	information	information	NOUN
ispiv-95	76	20	,	,	PUNCT
ispiv-95	76	21	making	make	VERB
ispiv-95	76	22	this	this	DET
ispiv-95	76	23	model	model	NOUN
ispiv-95	76	24	more	more	ADV
ispiv-95	76	25	robust	robust	ADJ
ispiv-95	76	26	to	to	ADP
ispiv-95	76	27	the	the	DET
ispiv-95	76	28	various	various	ADJ
ispiv-95	76	29	psf	psf	NOUN
ispiv-95	76	30	shapes	shape	NOUN
ispiv-95	76	31	and	and	CCONJ
ispiv-95	76	32	orientations	orientation	NOUN
ispiv-95	76	33	.	.	PUNCT
ispiv-95	77	1	the	the	DET
ispiv-95	77	2	second	second	ADJ
ispiv-95	77	3	training	training	NOUN
ispiv-95	77	4	set	set	NOUN
ispiv-95	77	5	consists	consist	VERB
ispiv-95	77	6	of	of	ADP
ispiv-95	77	7	synthetic	synthetic	ADJ
ispiv-95	77	8	images	image	NOUN
ispiv-95	77	9	generated	generate	VERB
ispiv-95	77	10	based	base	VERB
ispiv-95	77	11	on	on	ADP
ispiv-95	77	12	the	the	DET
ispiv-95	77	13	psf	psf	NOUN
ispiv-95	77	14	estimated	estimate	VERB
ispiv-95	77	15	by	by	ADP
ispiv-95	77	16	bd	bd	PROPN
ispiv-95	77	17	(	(	PUNCT
ispiv-95	77	18	fig	fig	NOUN
ispiv-95	77	19	.	.	PUNCT
ispiv-95	78	1	1(c	1(c	NUM
ispiv-95	78	2	)	)	PUNCT
ispiv-95	78	3	)	)	PUNCT
ispiv-95	78	4	.	.	PUNCT
ispiv-95	79	1	the	the	DET
ispiv-95	79	2	purpose	purpose	NOUN
ispiv-95	79	3	of	of	ADP
ispiv-95	79	4	including	include	VERB
ispiv-95	79	5	synthetic	synthetic	ADJ
ispiv-95	79	6	images	image	NOUN
ispiv-95	79	7	in	in	ADP
ispiv-95	79	8	the	the	DET
ispiv-95	79	9	training	training	NOUN
ispiv-95	79	10	data	data	NOUN
ispiv-95	79	11	is	be	AUX
ispiv-95	79	12	to	to	PART
ispiv-95	79	13	enhance	enhance	VERB
ispiv-95	79	14	the	the	DET
ispiv-95	79	15	u	u	ADJ
ispiv-95	79	16	-	-	ADJ
ispiv-95	79	17	net	net	ADJ
ispiv-95	79	18	model	model	NOUN
ispiv-95	79	19	with	with	ADP
ispiv-95	79	20	cases	case	NOUN
ispiv-95	79	21	where	where	SCONJ
ispiv-95	79	22	the	the	DET
ispiv-95	79	23	precise	precise	ADJ
ispiv-95	79	24	location	location	NOUN
ispiv-95	79	25	and	and	CCONJ
ispiv-95	79	26	morphology	morphology	NOUN
ispiv-95	79	27	information	information	NOUN
ispiv-95	79	28	are	be	AUX
ispiv-95	79	29	known	know	VERB
ispiv-95	79	30	.	.	PUNCT
ispiv-95	80	1	to	to	PART
ispiv-95	80	2	mimic	mimic	VERB
ispiv-95	80	3	the	the	DET
ispiv-95	80	4	result	result	NOUN
ispiv-95	80	5	of	of	ADP
ispiv-95	80	6	bd	bd	PROPN
ispiv-95	80	7	and	and	CCONJ
ispiv-95	80	8	generate	generate	VERB
ispiv-95	80	9	the	the	DET
ispiv-95	80	10	training	training	NOUN
ispiv-95	80	11	reference	reference	NOUN
ispiv-95	80	12	,	,	PUNCT
ispiv-95	80	13	2d	2d	NOUN
ispiv-95	80	14	gaussian	gaussian	NOUN
ispiv-95	80	15	signals	signal	NOUN
ispiv-95	80	16	with	with	ADP
ispiv-95	80	17	peak	peak	NOUN
ispiv-95	80	18	intensity	intensity	NOUN
ispiv-95	80	19	of	of	ADP
ispiv-95	80	20	1	1	NUM
ispiv-95	80	21	and	and	CCONJ
ispiv-95	80	22	diameters	diameter	NOUN
ispiv-95	80	23	of	of	ADP
ispiv-95	80	24	7	7	NUM
ispiv-95	80	25	to	to	PART
ispiv-95	80	26	10	10	NUM
ispiv-95	80	27	pixels	pixel	NOUN
ispiv-95	80	28	are	be	AUX
ispiv-95	80	29	randomly	randomly	ADV
ispiv-95	80	30	placed	place	VERB
ispiv-95	80	31	on	on	ADP
ispiv-95	80	32	the	the	DET
ispiv-95	80	33	128×128	128×128	NUM
ispiv-95	80	34	pixels	pixel	NOUN
ispiv-95	80	35	black	black	ADJ
ispiv-95	80	36	background	background	NOUN
ispiv-95	80	37	(	(	PUNCT
ispiv-95	80	38	fig	fig	NOUN
ispiv-95	80	39	.	.	PUNCT
ispiv-95	81	1	1(c	1(c	NUM
ispiv-95	81	2	)	)	PUNCT
ispiv-95	81	3	)	)	PUNCT
ispiv-95	81	4	.	.	PUNCT
ispiv-95	82	1	the	the	DET
ispiv-95	82	2	bubble	bubble	NOUN
ispiv-95	82	3	densities	density	NOUN
ispiv-95	82	4	in	in	ADP
ispiv-95	82	5	the	the	DET
ispiv-95	82	6	synthetic	synthetic	ADJ
ispiv-95	82	7	data	datum	NOUN
ispiv-95	82	8	are	be	AUX
ispiv-95	82	9	set	set	VERB
ispiv-95	82	10	as	as	ADP
ispiv-95	82	11	8.5	8.5	NUM
ispiv-95	82	12	,	,	PUNCT
ispiv-95	82	13	25.5	25.5	NUM
ispiv-95	82	14	,	,	PUNCT
ispiv-95	82	15	and	and	CCONJ
ispiv-95	82	16	42.5	42.5	NUM
ispiv-95	82	17	bubbles	bubble	NOUN
ispiv-95	82	18	/	/	SYM
ispiv-95	82	19	cm2	cm2	NOUN
ispiv-95	82	20	,	,	PUNCT
ispiv-95	82	21	corresponding	correspond	VERB
ispiv-95	82	22	to	to	PART
ispiv-95	82	23	sparse	sparse	VERB
ispiv-95	82	24	,	,	PUNCT
ispiv-95	82	25	normal	normal	ADJ
ispiv-95	82	26	,	,	PUNCT
ispiv-95	82	27	and	and	CCONJ
ispiv-95	82	28	dense	dense	ADJ
ispiv-95	82	29	bubble	bubble	NOUN
ispiv-95	82	30	distributions	distribution	NOUN
ispiv-95	82	31	in	in	ADP
ispiv-95	82	32	the	the	DET
ispiv-95	82	33	raw	raw	ADJ
ispiv-95	82	34	ceus	ceus	NOUN
ispiv-95	82	35	images	image	NOUN
ispiv-95	82	36	.	.	PUNCT
ispiv-95	83	1	then	then	ADV
ispiv-95	83	2	,	,	PUNCT
ispiv-95	83	3	the	the	DET
ispiv-95	83	4	previously	previously	ADV
ispiv-95	83	5	determined	determine	VERB
ispiv-95	83	6	,	,	PUNCT
ispiv-95	83	7	spatially	spatially	ADV
ispiv-95	83	8	varying	vary	VERB
ispiv-95	83	9	psf	psf	NOUN
ispiv-95	83	10	(	(	PUNCT
ispiv-95	83	11	fig	fig	NOUN
ispiv-95	83	12	.	.	PUNCT
ispiv-95	84	1	1(c	1(c	NUM
ispiv-95	84	2	)	)	PUNCT
ispiv-95	84	3	,	,	PUNCT
ispiv-95	84	4	left	leave	VERB
ispiv-95	84	5	side	side	NOUN
ispiv-95	84	6	)	)	PUNCT
ispiv-95	84	7	is	be	AUX
ispiv-95	84	8	used	use	VERB
ispiv-95	84	9	for	for	ADP
ispiv-95	84	10	generating	generate	VERB
ispiv-95	84	11	the	the	DET
ispiv-95	84	12	training	training	NOUN
ispiv-95	84	13	inputs	input	NOUN
ispiv-95	84	14	.	.	PUNCT
ispiv-95	85	1	these	these	DET
ispiv-95	85	2	psfs	psfs	NOUN
ispiv-95	85	3	are	be	AUX
ispiv-95	85	4	further	far	ADV
ispiv-95	85	5	randomly	randomly	ADV
ispiv-95	85	6	rotated	rotate	VERB
ispiv-95	85	7	in	in	ADP
ispiv-95	85	8	the	the	DET
ispiv-95	85	9	-20	-20	NUM
ispiv-95	85	10	°	°	NOUN
ispiv-95	85	11	to	to	ADP
ispiv-95	85	12	14th	14th	ADJ
ispiv-95	85	13	international	international	ADJ
ispiv-95	85	14	symposium	symposium	NOUN
ispiv-95	85	15	on	on	ADP
ispiv-95	85	16	particle	particle	NOUN
ispiv-95	85	17	image	image	NOUN
ispiv-95	85	18	velocimetry	velocimetry	NOUN
ispiv-95	85	19	-ispiv	-ispiv	NOUN
ispiv-95	85	20	2021	2021	NUM
ispiv-95	85	21	august	august	PROPN
ispiv-95	85	22	1	1	NUM
ispiv-95	85	23	-	-	PUNCT
ispiv-95	85	24	-5	-5	ADJ
ispiv-95	85	25	,	,	PUNCT
ispiv-95	85	26	2021	2021	NUM
ispiv-95	85	27	+20	+20	NUM
ispiv-95	85	28	°	°	NOUN
ispiv-95	85	29	range	range	NOUN
ispiv-95	85	30	,	,	PUNCT
ispiv-95	85	31	resized	resize	VERB
ispiv-95	85	32	with	with	ADP
ispiv-95	85	33	a	a	DET
ispiv-95	85	34	factor	factor	NOUN
ispiv-95	85	35	in	in	ADP
ispiv-95	85	36	the	the	DET
ispiv-95	85	37	0.8	0.8	NUM
ispiv-95	85	38	to	to	PART
ispiv-95	85	39	2	2	NUM
ispiv-95	85	40	range	range	NOUN
ispiv-95	85	41	,	,	PUNCT
ispiv-95	85	42	and	and	CCONJ
ispiv-95	85	43	given	give	VERB
ispiv-95	85	44	a	a	DET
ispiv-95	85	45	peak	peak	NOUN
ispiv-95	85	46	intensity	intensity	NOUN
ispiv-95	85	47	in	in	ADP
ispiv-95	85	48	0.1	0.1	NUM
ispiv-95	85	49	-	-	SYM
ispiv-95	85	50	1	1	NUM
ispiv-95	85	51	range	range	NOUN
ispiv-95	85	52	to	to	PART
ispiv-95	85	53	simulate	simulate	VERB
ispiv-95	85	54	the	the	DET
ispiv-95	85	55	uneven	uneven	ADJ
ispiv-95	85	56	illumination	illumination	NOUN
ispiv-95	85	57	of	of	ADP
ispiv-95	85	58	the	the	DET
ispiv-95	85	59	bubbles	bubble	NOUN
ispiv-95	85	60	in	in	ADP
ispiv-95	85	61	the	the	DET
ispiv-95	85	62	actual	actual	ADJ
ispiv-95	85	63	ceus	ceus	NOUN
ispiv-95	85	64	images	image	NOUN
ispiv-95	85	65	.	.	PUNCT
ispiv-95	86	1	such	such	ADJ
ispiv-95	86	2	broadening	broadening	NOUN
ispiv-95	86	3	of	of	ADP
ispiv-95	86	4	image	image	NOUN
ispiv-95	86	5	conditions	condition	NOUN
ispiv-95	86	6	is	be	AUX
ispiv-95	86	7	designed	design	VERB
ispiv-95	86	8	to	to	PART
ispiv-95	86	9	expand	expand	VERB
ispiv-95	86	10	the	the	DET
ispiv-95	86	11	capability	capability	NOUN
ispiv-95	86	12	of	of	ADP
ispiv-95	86	13	the	the	DET
ispiv-95	86	14	u	u	ADJ
ispiv-95	86	15	-	-	ADJ
ispiv-95	86	16	net	net	ADJ
ispiv-95	86	17	model	model	NOUN
ispiv-95	86	18	to	to	PART
ispiv-95	86	19	handle	handle	VERB
ispiv-95	86	20	varying	vary	VERB
ispiv-95	86	21	psf	psf	NOUN
ispiv-95	86	22	morphologies	morphology	NOUN
ispiv-95	86	23	,	,	PUNCT
ispiv-95	86	24	orientations	orientation	NOUN
ispiv-95	86	25	,	,	PUNCT
ispiv-95	86	26	and	and	CCONJ
ispiv-95	86	27	image	image	NOUN
ispiv-95	86	28	qualities	quality	NOUN
ispiv-95	86	29	.	.	PUNCT
ispiv-95	87	1	a	a	DET
ispiv-95	87	2	sample	sample	NOUN
ispiv-95	87	3	synthetic	synthetic	ADJ
ispiv-95	87	4	image	image	NOUN
ispiv-95	87	5	pair	pair	NOUN
ispiv-95	87	6	is	be	AUX
ispiv-95	87	7	presented	present	VERB
ispiv-95	87	8	in	in	ADP
ispiv-95	87	9	fig	fig	NOUN
ispiv-95	87	10	.	.	PUNCT
ispiv-95	88	1	1(c	1(c	NUM
ispiv-95	88	2	)	)	PUNCT
ispiv-95	88	3	,	,	PUNCT
ispiv-95	88	4	with	with	ADP
ispiv-95	88	5	the	the	DET
ispiv-95	88	6	blurred	blurred	ADJ
ispiv-95	88	7	image	image	NOUN
ispiv-95	88	8	on	on	ADP
ispiv-95	88	9	top	top	ADJ
ispiv-95	88	10	being	be	AUX
ispiv-95	88	11	the	the	DET
ispiv-95	88	12	training	training	NOUN
ispiv-95	88	13	input	input	NOUN
ispiv-95	88	14	,	,	PUNCT
ispiv-95	88	15	and	and	CCONJ
ispiv-95	88	16	the	the	DET
ispiv-95	88	17	corresponding	correspond	VERB
ispiv-95	88	18	training	training	NOUN
ispiv-95	88	19	reference	reference	NOUN
ispiv-95	88	20	,	,	PUNCT
ispiv-95	88	21	in	in	ADP
ispiv-95	88	22	the	the	DET
ispiv-95	88	23	bottom	bottom	NOUN
ispiv-95	88	24	.	.	PUNCT
ispiv-95	89	1	the	the	DET
ispiv-95	89	2	training	training	NOUN
ispiv-95	89	3	process	process	NOUN
ispiv-95	89	4	is	be	AUX
ispiv-95	89	5	based	base	VERB
ispiv-95	89	6	on	on	ADP
ispiv-95	89	7	400000	400000	NUM
ispiv-95	89	8	pairs	pair	NOUN
ispiv-95	89	9	of	of	ADP
ispiv-95	89	10	raw	raw	ADJ
ispiv-95	89	11	&	&	CCONJ
ispiv-95	89	12	enhanced	enhanced	ADJ
ispiv-95	89	13	ceus	ceus	PROPN
ispiv-95	89	14	sub	sub	NOUN
ispiv-95	89	15	-	-	NOUN
ispiv-95	89	16	images	image	NOUN
ispiv-95	89	17	along	along	ADP
ispiv-95	89	18	with	with	ADP
ispiv-95	89	19	64000	64000	NUM
ispiv-95	89	20	of	of	ADP
ispiv-95	89	21	synthetic	synthetic	ADJ
ispiv-95	89	22	image	image	NOUN
ispiv-95	89	23	pairs	pair	NOUN
ispiv-95	89	24	.	.	PUNCT
ispiv-95	90	1	the	the	DET
ispiv-95	90	2	training	training	NOUN
ispiv-95	90	3	set	set	NOUN
ispiv-95	90	4	consists	consist	VERB
ispiv-95	90	5	of	of	ADP
ispiv-95	90	6	70	70	NUM
ispiv-95	90	7	%	%	NOUN
ispiv-95	90	8	of	of	ADP
ispiv-95	90	9	both	both	DET
ispiv-95	90	10	types	type	NOUN
ispiv-95	90	11	of	of	ADP
ispiv-95	90	12	images	image	NOUN
ispiv-95	90	13	,	,	PUNCT
ispiv-95	90	14	and	and	CCONJ
ispiv-95	90	15	the	the	DET
ispiv-95	90	16	rest	rest	NOUN
ispiv-95	90	17	(	(	PUNCT
ispiv-95	90	18	30	30	NUM
ispiv-95	90	19	%	%	NOUN
ispiv-95	90	20	)	)	PUNCT
ispiv-95	90	21	are	be	AUX
ispiv-95	90	22	used	use	VERB
ispiv-95	90	23	as	as	ADP
ispiv-95	90	24	the	the	DET
ispiv-95	90	25	validation	validation	NOUN
ispiv-95	90	26	set	set	NOUN
ispiv-95	90	27	.	.	PUNCT
ispiv-95	91	1	the	the	DET
ispiv-95	91	2	adam	adam	PROPN
ispiv-95	91	3	optimization	optimization	NOUN
ispiv-95	91	4	algorithm	algorithm	NOUN
ispiv-95	91	5	,	,	PUNCT
ispiv-95	91	6	which	which	PRON
ispiv-95	91	7	is	be	AUX
ispiv-95	91	8	provided	provide	VERB
ispiv-95	91	9	in	in	ADP
ispiv-95	91	10	the	the	DET
ispiv-95	91	11	deep	deep	ADJ
ispiv-95	91	12	learning	learning	NOUN
ispiv-95	91	13	toolbox	toolbox	NOUN
ispiv-95	91	14	of	of	ADP
ispiv-95	91	15	matlab	matlab	PROPN
ispiv-95	91	16	,	,	PUNCT
ispiv-95	91	17	is	be	AUX
ispiv-95	91	18	used	use	VERB
ispiv-95	91	19	to	to	PART
ispiv-95	91	20	train	train	VERB
ispiv-95	91	21	the	the	DET
ispiv-95	91	22	model	model	NOUN
ispiv-95	91	23	,	,	PUNCT
ispiv-95	91	24	with	with	ADP
ispiv-95	91	25	a	a	DET
ispiv-95	91	26	total	total	NOUN
ispiv-95	91	27	of	of	ADP
ispiv-95	91	28	40	40	NUM
ispiv-95	91	29	epochs	epoch	NOUN
ispiv-95	91	30	.	.	PUNCT
ispiv-95	92	1	for	for	ADP
ispiv-95	92	2	each	each	DET
ispiv-95	92	3	epoch	epoch	NOUN
ispiv-95	92	4	,	,	PUNCT
ispiv-95	92	5	the	the	DET
ispiv-95	92	6	dataset	dataset	NOUN
ispiv-95	92	7	is	be	AUX
ispiv-95	92	8	randomly	randomly	ADV
ispiv-95	92	9	shuffled	shuffle	VERB
ispiv-95	92	10	to	to	PART
ispiv-95	92	11	increase	increase	VERB
ispiv-95	92	12	the	the	DET
ispiv-95	92	13	randomness	randomness	NOUN
ispiv-95	92	14	in	in	ADP
ispiv-95	92	15	the	the	DET
ispiv-95	92	16	training	training	NOUN
ispiv-95	92	17	and	and	CCONJ
ispiv-95	92	18	bypass	bypass	VERB
ispiv-95	92	19	local	local	ADJ
ispiv-95	92	20	optima	optima	NOUN
ispiv-95	92	21	.	.	PUNCT
ispiv-95	93	1	the	the	DET
ispiv-95	93	2	training	training	NOUN
ispiv-95	93	3	procedure	procedure	NOUN
ispiv-95	93	4	involves	involve	VERB
ispiv-95	93	5	a	a	DET
ispiv-95	93	6	minibatch	minibatch	NOUN
ispiv-95	93	7	size	size	NOUN
ispiv-95	93	8	of	of	ADP
ispiv-95	93	9	64	64	NUM
ispiv-95	93	10	,	,	PUNCT
ispiv-95	93	11	and	and	CCONJ
ispiv-95	93	12	initial	initial	ADJ
ispiv-95	93	13	learning	learning	NOUN
ispiv-95	93	14	rate	rate	NOUN
ispiv-95	93	15	of	of	ADP
ispiv-95	93	16	0.001	0.001	NUM
ispiv-95	93	17	.	.	PUNCT
ispiv-95	94	1	a	a	DET
ispiv-95	94	2	learning	learn	VERB
ispiv-95	94	3	rate	rate	NOUN
ispiv-95	94	4	decay	decay	NOUN
ispiv-95	94	5	strategy	strategy	NOUN
ispiv-95	94	6	is	be	AUX
ispiv-95	94	7	used	use	VERB
ispiv-95	94	8	to	to	PART
ispiv-95	94	9	reduce	reduce	VERB
ispiv-95	94	10	the	the	DET
ispiv-95	94	11	learning	learning	NOUN
ispiv-95	94	12	rate	rate	NOUN
ispiv-95	94	13	by	by	ADP
ispiv-95	94	14	half	half	NOUN
ispiv-95	94	15	when	when	SCONJ
ispiv-95	94	16	the	the	DET
ispiv-95	94	17	training	training	NOUN
ispiv-95	94	18	loss	loss	NOUN
ispiv-95	94	19	plateaus	plateaus	NOUN
ispiv-95	94	20	(	(	PUNCT
ispiv-95	94	21	shin	shin	NOUN
ispiv-95	94	22	et	et	PROPN
ispiv-95	94	23	al	al	PROPN
ispiv-95	94	24	.	.	PROPN
ispiv-95	94	25	2016	2016	NUM
ispiv-95	94	26	)	)	PUNCT
ispiv-95	94	27	.	.	PUNCT
ispiv-95	95	1	during	during	ADP
ispiv-95	95	2	the	the	DET
ispiv-95	95	3	training	training	NOUN
ispiv-95	95	4	,	,	PUNCT
ispiv-95	95	5	the	the	DET
ispiv-95	95	6	intermediate	intermediate	ADJ
ispiv-95	95	7	result	result	NOUN
ispiv-95	95	8	is	be	AUX
ispiv-95	95	9	validated	validate	VERB
ispiv-95	95	10	twice	twice	ADV
ispiv-95	95	11	per	per	ADP
ispiv-95	95	12	epoch	epoch	NOUN
ispiv-95	95	13	.	.	PUNCT
ispiv-95	96	1	the	the	DET
ispiv-95	96	2	training	training	NOUN
ispiv-95	96	3	stops	stop	VERB
ispiv-95	96	4	when	when	SCONJ
ispiv-95	96	5	the	the	DET
ispiv-95	96	6	loss	loss	NOUN
ispiv-95	96	7	does	do	AUX
ispiv-95	96	8	not	not	PART
ispiv-95	96	9	keep	keep	VERB
ispiv-95	96	10	decreasing	decrease	VERB
ispiv-95	96	11	for	for	ADP
ispiv-95	96	12	the	the	DET
ispiv-95	96	13	next	next	ADJ
ispiv-95	96	14	5	5	NUM
ispiv-95	96	15	validations	validation	NOUN
ispiv-95	96	16	.	.	PUNCT
ispiv-95	97	1	all	all	DET
ispiv-95	97	2	the	the	DET
ispiv-95	97	3	calculations	calculation	NOUN
ispiv-95	97	4	are	be	AUX
ispiv-95	97	5	carried	carry	VERB
ispiv-95	97	6	out	out	ADP
ispiv-95	97	7	on	on	ADP
ispiv-95	97	8	a	a	DET
ispiv-95	97	9	pc	pc	NOUN
ispiv-95	97	10	,	,	PUNCT
ispiv-95	97	11	equipped	equip	VERB
ispiv-95	97	12	with	with	ADP
ispiv-95	97	13	a	a	DET
ispiv-95	97	14	nvidia	nvidia	PROPN
ispiv-95	97	15	geforce	geforce	NOUN
ispiv-95	97	16	rtx	rtx	PROPN
ispiv-95	97	17	2080ti	2080ti	PROPN
ispiv-95	97	18	gpu	gpu	X
ispiv-95	97	19	(	(	PUNCT
ispiv-95	97	20	11	11	NUM
ispiv-95	97	21	gb	gb	NOUN
ispiv-95	97	22	ram	ram	NOUN
ispiv-95	97	23	)	)	PUNCT
ispiv-95	97	24	,	,	PUNCT
ispiv-95	97	25	1	1	NUM
ispiv-95	97	26	intel	intel	PROPN
ispiv-95	97	27	i9	i9	NOUN
ispiv-95	97	28	-	-	PUNCT
ispiv-95	97	29	7920x	7920x	NUM
ispiv-95	97	30	cpu	cpu	NOUN
ispiv-95	97	31	(	(	PUNCT
ispiv-95	97	32	2.9	2.9	NUM
ispiv-95	97	33	ghz	ghz	NOUN
ispiv-95	97	34	)	)	PUNCT
ispiv-95	97	35	,	,	PUNCT
ispiv-95	97	36	and	and	CCONJ
ispiv-95	97	37	128	128	NUM
ispiv-95	97	38	gb	gb	NOUN
ispiv-95	97	39	ddr4	ddr4	PROPN
ispiv-95	97	40	ram	ram	NOUN
ispiv-95	97	41	.	.	PUNCT
ispiv-95	98	1	due	due	ADP
ispiv-95	98	2	to	to	ADP
ispiv-95	98	3	current	current	ADJ
ispiv-95	98	4	amount	amount	NOUN
ispiv-95	98	5	of	of	ADP
ispiv-95	98	6	data	datum	NOUN
ispiv-95	98	7	and	and	CCONJ
ispiv-95	98	8	gpu	gpu	NOUN
ispiv-95	98	9	ram	ram	NOUN
ispiv-95	98	10	size	size	NOUN
ispiv-95	98	11	,	,	PUNCT
ispiv-95	98	12	the	the	DET
ispiv-95	98	13	training	training	NOUN
ispiv-95	98	14	takes	take	VERB
ispiv-95	98	15	19	19	NUM
ispiv-95	98	16	h	h	NOUN
ispiv-95	98	17	to	to	PART
ispiv-95	98	18	converge	converge	VERB
ispiv-95	98	19	.	.	PUNCT
ispiv-95	99	1	the	the	DET
ispiv-95	99	2	final	final	ADJ
ispiv-95	99	3	validation	validation	NOUN
ispiv-95	99	4	root	root	NOUN
ispiv-95	99	5	-	-	PUNCT
ispiv-95	99	6	mean	mean	NOUN
ispiv-95	99	7	-	-	PUNCT
ispiv-95	99	8	squared	square	VERB
ispiv-95	99	9	-	-	PUNCT
ispiv-95	99	10	error	error	NOUN
ispiv-95	99	11	for	for	ADP
ispiv-95	99	12	each	each	DET
ispiv-95	99	13	pixel	pixel	NOUN
ispiv-95	99	14	is	be	AUX
ispiv-95	99	15	1.15×10	1.15×10	NUM
ispiv-95	99	16	-	-	SYM
ispiv-95	99	17	9	9	NUM
ispiv-95	99	18	.	.	PUNCT
ispiv-95	99	19	figure	figure	NOUN
ispiv-95	99	20	1	1	NUM
ispiv-95	99	21	schematics	schematic	NOUN
ispiv-95	99	22	depicting	depict	VERB
ispiv-95	99	23	the	the	DET
ispiv-95	99	24	overall	overall	ADJ
ispiv-95	99	25	structure	structure	NOUN
ispiv-95	99	26	of	of	ADP
ispiv-95	99	27	the	the	DET
ispiv-95	99	28	current	current	ADJ
ispiv-95	99	29	deep	deep	ADJ
ispiv-95	99	30	learning	learning	NOUN
ispiv-95	99	31	model	model	NOUN
ispiv-95	99	32	.	.	PUNCT
ispiv-95	100	1	(	(	PUNCT
ispiv-95	100	2	a	a	X
ispiv-95	100	3	)	)	PUNCT
ispiv-95	100	4	an	an	DET
ispiv-95	100	5	illustration	illustration	NOUN
ispiv-95	100	6	of	of	ADP
ispiv-95	100	7	the	the	DET
ispiv-95	100	8	structure	structure	NOUN
ispiv-95	100	9	of	of	ADP
ispiv-95	100	10	the	the	DET
ispiv-95	100	11	u	u	NOUN
ispiv-95	100	12	-	-	NOUN
ispiv-95	100	13	net	net	ADJ
ispiv-95	100	14	with	with	ADP
ispiv-95	100	15	encoder	encoder	NOUN
ispiv-95	100	16	depth	depth	NOUN
ispiv-95	100	17	of	of	ADP
ispiv-95	100	18	3	3	NUM
ispiv-95	100	19	and	and	CCONJ
ispiv-95	100	20	45	45	NUM
ispiv-95	100	21	layers	layer	NOUN
ispiv-95	100	22	in	in	ADP
ispiv-95	100	23	total	total	NOUN
ispiv-95	100	24	.	.	PUNCT
ispiv-95	101	1	(	(	PUNCT
ispiv-95	101	2	b	b	X
ispiv-95	101	3	)	)	PUNCT
ispiv-95	101	4	training	training	NOUN
ispiv-95	101	5	data	datum	NOUN
ispiv-95	101	6	based	base	VERB
ispiv-95	101	7	on	on	ADP
ispiv-95	101	8	the	the	DET
ispiv-95	101	9	actual	actual	ADJ
ispiv-95	101	10	ceus	ceus	NOUN
ispiv-95	101	11	images	image	NOUN
ispiv-95	101	12	.	.	PUNCT
ispiv-95	102	1	the	the	DET
ispiv-95	102	2	raw	raw	ADJ
ispiv-95	102	3	and	and	CCONJ
ispiv-95	102	4	enhanced	enhanced	ADJ
ispiv-95	102	5	images	image	NOUN
ispiv-95	102	6	are	be	AUX
ispiv-95	102	7	divided	divide	VERB
ispiv-95	102	8	into	into	ADP
ispiv-95	102	9	128×128	128×128	NUM
ispiv-95	102	10	sub	sub	NOUN
ispiv-95	102	11	-	-	NOUN
ispiv-95	102	12	images	image	NOUN
ispiv-95	102	13	with	with	ADP
ispiv-95	102	14	20	20	NUM
ispiv-95	102	15	%	%	NOUN
ispiv-95	102	16	lateral	lateral	ADJ
ispiv-95	102	17	overlapping	overlapping	NOUN
ispiv-95	102	18	and	and	CCONJ
ispiv-95	102	19	15	15	NUM
ispiv-95	102	20	%	%	NOUN
ispiv-95	102	21	vertical	vertical	ADJ
ispiv-95	102	22	overlapping	overlap	VERB
ispiv-95	102	23	(	(	PUNCT
ispiv-95	102	24	yellow	yellow	ADJ
ispiv-95	102	25	box	box	PROPN
ispiv-95	102	26	)	)	PUNCT
ispiv-95	102	27	.	.	PUNCT
ispiv-95	103	1	a	a	DET
ispiv-95	103	2	sample	sample	NOUN
ispiv-95	103	3	sub	sub	ADJ
ispiv-95	103	4	-	-	ADJ
ispiv-95	103	5	image	image	ADJ
ispiv-95	103	6	pair	pair	NOUN
ispiv-95	103	7	of	of	ADP
ispiv-95	103	8	the	the	DET
ispiv-95	103	9	training	training	NOUN
ispiv-95	103	10	data	datum	NOUN
ispiv-95	103	11	is	be	AUX
ispiv-95	103	12	shown	show	VERB
ispiv-95	103	13	on	on	ADP
ispiv-95	103	14	the	the	DET
ispiv-95	103	15	right	right	NOUN
ispiv-95	103	16	,	,	PUNCT
ispiv-95	103	17	with	with	ADP
ispiv-95	103	18	the	the	DET
ispiv-95	103	19	raw	raw	ADJ
ispiv-95	103	20	image	image	NOUN
ispiv-95	103	21	(	(	PUNCT
ispiv-95	103	22	top	top	NOUN
ispiv-95	103	23	)	)	PUNCT
ispiv-95	103	24	as	as	ADP
ispiv-95	103	25	training	training	NOUN
ispiv-95	103	26	input	input	NOUN
ispiv-95	103	27	and	and	CCONJ
ispiv-95	103	28	enhanced	enhance	VERB
ispiv-95	103	29	image	image	NOUN
ispiv-95	103	30	(	(	PUNCT
ispiv-95	103	31	bottom	bottom	NOUN
ispiv-95	103	32	)	)	PUNCT
ispiv-95	103	33	as	as	ADP
ispiv-95	103	34	training	training	NOUN
ispiv-95	103	35	reference	reference	NOUN
ispiv-95	103	36	.	.	PUNCT
ispiv-95	104	1	(	(	PUNCT
ispiv-95	104	2	c	c	X
ispiv-95	104	3	)	)	PUNCT
ispiv-95	104	4	training	training	NOUN
ispiv-95	104	5	data	datum	NOUN
ispiv-95	104	6	based	base	VERB
ispiv-95	104	7	on	on	ADP
ispiv-95	104	8	the	the	DET
ispiv-95	104	9	synthetic	synthetic	ADJ
ispiv-95	104	10	images	image	NOUN
ispiv-95	104	11	.	.	PUNCT
ispiv-95	105	1	the	the	DET
ispiv-95	105	2	psf	psf	NOUN
ispiv-95	105	3	(	(	PUNCT
ispiv-95	105	4	left	leave	VERB
ispiv-95	105	5	column	column	NOUN
ispiv-95	105	6	)	)	PUNCT
ispiv-95	105	7	used	use	VERB
ispiv-95	105	8	for	for	ADP
ispiv-95	105	9	generating	generate	VERB
ispiv-95	105	10	the	the	DET
ispiv-95	105	11	synthetic	synthetic	ADJ
ispiv-95	105	12	images	image	NOUN
ispiv-95	105	13	are	be	AUX
ispiv-95	105	14	estimated	estimate	VERB
ispiv-95	105	15	by	by	ADP
ispiv-95	105	16	the	the	DET
ispiv-95	105	17	blind	blind	ADJ
ispiv-95	105	18	deconvolution	deconvolution	NOUN
ispiv-95	105	19	.	.	PUNCT
ispiv-95	106	1	the	the	DET
ispiv-95	106	2	increasing	increase	VERB
ispiv-95	106	3	elongation	elongation	NOUN
ispiv-95	106	4	of	of	ADP
ispiv-95	106	5	the	the	DET
ispiv-95	106	6	psf	psf	NOUN
ispiv-95	106	7	with	with	ADP
ispiv-95	106	8	depth	depth	NOUN
ispiv-95	106	9	are	be	AUX
ispiv-95	106	10	evident	evident	ADJ
ispiv-95	106	11	in	in	ADP
ispiv-95	106	12	both	both	DET
ispiv-95	106	13	(	(	PUNCT
ispiv-95	106	14	b	b	NOUN
ispiv-95	106	15	)	)	PUNCT
ispiv-95	106	16	and	and	CCONJ
ispiv-95	106	17	(	(	PUNCT
ispiv-95	106	18	c	c	NOUN
ispiv-95	106	19	)	)	PUNCT
ispiv-95	106	20	.	.	PUNCT
ispiv-95	107	1	the	the	DET
ispiv-95	107	2	synthesized	synthesize	VERB
ispiv-95	107	3	images	image	NOUN
ispiv-95	107	4	at	at	ADP
ispiv-95	107	5	the	the	DET
ispiv-95	107	6	same	same	ADJ
ispiv-95	107	7	location	location	NOUN
ispiv-95	107	8	in	in	ADP
ispiv-95	107	9	(	(	PUNCT
ispiv-95	107	10	b	b	NOUN
ispiv-95	107	11	)	)	PUNCT
ispiv-95	107	12	is	be	AUX
ispiv-95	107	13	presented	present	VERB
ispiv-95	107	14	in	in	ADP
ispiv-95	107	15	the	the	DET
ispiv-95	107	16	right	right	ADJ
ispiv-95	107	17	column	column	NOUN
ispiv-95	107	18	of	of	ADP
ispiv-95	107	19	(	(	PUNCT
ispiv-95	107	20	c	c	NOUN
ispiv-95	107	21	)	)	PUNCT
ispiv-95	107	22	.	.	PUNCT
ispiv-95	108	1	all	all	DET
ispiv-95	108	2	raw	raw	ADJ
ispiv-95	108	3	&	&	CCONJ
ispiv-95	108	4	enhanced	enhanced	ADJ
ispiv-95	108	5	images	image	NOUN
ispiv-95	108	6	pairs	pair	NOUN
ispiv-95	108	7	(	(	PUNCT
ispiv-95	108	8	both	both	CCONJ
ispiv-95	108	9	ceus	ceus	NOUN
ispiv-95	108	10	and	and	CCONJ
ispiv-95	108	11	synthetic	synthetic	NOUN
ispiv-95	108	12	)	)	PUNCT
ispiv-95	108	13	are	be	AUX
ispiv-95	108	14	gathered	gather	VERB
ispiv-95	108	15	and	and	CCONJ
ispiv-95	108	16	shuffled	shuffle	VERB
ispiv-95	108	17	before	before	ADP
ispiv-95	108	18	training	training	NOUN
ispiv-95	108	19	.	.	PUNCT
ispiv-95	109	1	14th	14th	ADJ
ispiv-95	109	2	international	international	ADJ
ispiv-95	109	3	symposium	symposium	NOUN
ispiv-95	109	4	on	on	ADP
ispiv-95	109	5	particle	particle	NOUN
ispiv-95	109	6	image	image	NOUN
ispiv-95	109	7	velocimetry	velocimetry	NOUN
ispiv-95	109	8	-ispiv	-ispiv	NOUN
ispiv-95	109	9	2021	2021	NUM
ispiv-95	109	10	august	august	PROPN
ispiv-95	109	11	1	1	NUM
ispiv-95	109	12	-	-	PUNCT
ispiv-95	109	13	-5	-5	ADJ
ispiv-95	109	14	,	,	PUNCT
ispiv-95	109	15	2021	2021	NUM
ispiv-95	109	16	2.3	2.3	NUM
ispiv-95	109	17	tracking	tracking	NOUN
ispiv-95	109	18	of	of	ADP
ispiv-95	109	19	the	the	DET
ispiv-95	109	20	microbubbles	microbubble	NOUN
ispiv-95	109	21	due	due	ADP
ispiv-95	109	22	to	to	ADP
ispiv-95	109	23	the	the	DET
ispiv-95	109	24	complexity	complexity	NOUN
ispiv-95	109	25	of	of	ADP
ispiv-95	109	26	the	the	DET
ispiv-95	109	27	microvasculature	microvasculature	NOUN
ispiv-95	109	28	,	,	PUNCT
ispiv-95	109	29	the	the	DET
ispiv-95	109	30	following	follow	VERB
ispiv-95	109	31	procedure	procedure	NOUN
ispiv-95	109	32	has	have	AUX
ispiv-95	109	33	been	be	AUX
ispiv-95	109	34	used	use	VERB
ispiv-95	109	35	for	for	ADP
ispiv-95	109	36	bubble	bubble	NOUN
ispiv-95	109	37	tracking	tracking	NOUN
ispiv-95	109	38	.	.	PUNCT
ispiv-95	110	1	the	the	DET
ispiv-95	110	2	raw	raw	ADJ
ispiv-95	110	3	ceus	ceus	NOUN
ispiv-95	110	4	images	image	NOUN
ispiv-95	110	5	(	(	PUNCT
ispiv-95	110	6	fig	fig	NOUN
ispiv-95	110	7	.	.	PUNCT
ispiv-95	110	8	2(a	2(a	NUM
ispiv-95	110	9	)	)	PUNCT
ispiv-95	110	10	)	)	PUNCT
ispiv-95	110	11	are	be	AUX
ispiv-95	110	12	enhanced	enhance	VERB
ispiv-95	110	13	using	use	VERB
ispiv-95	110	14	the	the	DET
ispiv-95	110	15	u	u	NOUN
ispiv-95	110	16	-	-	NOUN
ispiv-95	110	17	net	net	NOUN
ispiv-95	110	18	described	describe	VERB
ispiv-95	110	19	above	above	ADV
ispiv-95	110	20	to	to	PART
ispiv-95	110	21	obtain	obtain	VERB
ispiv-95	110	22	the	the	DET
ispiv-95	110	23	image	image	NOUN
ispiv-95	110	24	shown	show	VERB
ispiv-95	110	25	in	in	ADP
ispiv-95	110	26	fig	fig	NOUN
ispiv-95	110	27	.	.	PUNCT
ispiv-95	111	1	2(b	2(b	NUM
ispiv-95	111	2	)	)	PUNCT
ispiv-95	111	3	.	.	PUNCT
ispiv-95	112	1	here	here	ADV
ispiv-95	112	2	,	,	PUNCT
ispiv-95	112	3	the	the	DET
ispiv-95	112	4	elongated	elongate	VERB
ispiv-95	112	5	bubble	bubble	NOUN
ispiv-95	112	6	traces	trace	NOUN
ispiv-95	112	7	are	be	AUX
ispiv-95	112	8	replaced	replace	VERB
ispiv-95	112	9	by	by	ADP
ispiv-95	112	10	sharp	sharp	ADJ
ispiv-95	112	11	images	image	NOUN
ispiv-95	112	12	where	where	SCONJ
ispiv-95	112	13	adjacent	adjacent	ADJ
ispiv-95	112	14	bubbles	bubble	NOUN
ispiv-95	112	15	are	be	AUX
ispiv-95	112	16	sufficiently	sufficiently	ADV
ispiv-95	112	17	separated	separate	VERB
ispiv-95	112	18	.	.	PUNCT
ispiv-95	113	1	subsequently	subsequently	ADV
ispiv-95	113	2	,	,	PUNCT
ispiv-95	113	3	intensity	intensity	NOUN
ispiv-95	113	4	-	-	PUNCT
ispiv-95	113	5	weighted	weight	VERB
ispiv-95	113	6	center	center	NOUN
ispiv-95	113	7	of	of	ADP
ispiv-95	113	8	each	each	DET
ispiv-95	113	9	bubble	bubble	NOUN
ispiv-95	113	10	is	be	AUX
ispiv-95	113	11	used	use	VERB
ispiv-95	113	12	for	for	ADP
ispiv-95	113	13	generating	generate	VERB
ispiv-95	113	14	a	a	DET
ispiv-95	113	15	heatmap	heatmap	NOUN
ispiv-95	113	16	of	of	ADP
ispiv-95	113	17	bubble	bubble	NOUN
ispiv-95	113	18	locations	location	NOUN
ispiv-95	113	19	(	(	PUNCT
ispiv-95	113	20	fig	fig	NOUN
ispiv-95	113	21	.	.	PUNCT
ispiv-95	114	1	2(c	2(c	NUM
ispiv-95	114	2	)	)	PUNCT
ispiv-95	114	3	)	)	PUNCT
ispiv-95	114	4	,	,	PUNCT
ispiv-95	115	1	which	which	PRON
ispiv-95	115	2	restricts	restrict	VERB
ispiv-95	115	3	the	the	DET
ispiv-95	115	4	likely	likely	ADJ
ispiv-95	115	5	locations	location	NOUN
ispiv-95	115	6	of	of	ADP
ispiv-95	115	7	blood	blood	NOUN
ispiv-95	115	8	vessels	vessel	NOUN
ispiv-95	115	9	during	during	ADP
ispiv-95	115	10	the	the	DET
ispiv-95	115	11	bubble	bubble	NOUN
ispiv-95	115	12	tracking	tracking	NOUN
ispiv-95	115	13	process	process	NOUN
ispiv-95	115	14	.	.	PUNCT
ispiv-95	116	1	the	the	DET
ispiv-95	116	2	procedures	procedure	NOUN
ispiv-95	116	3	for	for	ADP
ispiv-95	116	4	bubble	bubble	NOUN
ispiv-95	116	5	tracking	tracking	NOUN
ispiv-95	116	6	are	be	AUX
ispiv-95	116	7	illustrated	illustrate	VERB
ispiv-95	116	8	in	in	ADP
ispiv-95	116	9	fig	fig	NOUN
ispiv-95	116	10	.	.	PUNCT
ispiv-95	117	1	2(d	2(d	NUM
ispiv-95	117	2	)	)	PUNCT
ispiv-95	117	3	.	.	PUNCT
ispiv-95	118	1	the	the	DET
ispiv-95	118	2	trajectories	trajectory	NOUN
ispiv-95	118	3	are	be	AUX
ispiv-95	118	4	initialized	initialize	VERB
ispiv-95	118	5	by	by	ADP
ispiv-95	118	6	exhaustively	exhaustively	ADV
ispiv-95	118	7	searching	search	VERB
ispiv-95	118	8	for	for	ADP
ispiv-95	118	9	candidates	candidate	NOUN
ispiv-95	118	10	within	within	ADP
ispiv-95	118	11	a	a	DET
ispiv-95	118	12	prescribed	prescribed	ADJ
ispiv-95	118	13	maximum	maximum	ADJ
ispiv-95	118	14	displacement	displacement	ADJ
ispiv-95	118	15	range	range	NOUN
ispiv-95	118	16	for	for	ADP
ispiv-95	118	17	the	the	DET
ispiv-95	118	18	first	first	ADJ
ispiv-95	118	19	three	three	NUM
ispiv-95	118	20	exposures	exposure	NOUN
ispiv-95	118	21	(	(	PUNCT
ispiv-95	118	22	fig	fig	NOUN
ispiv-95	118	23	.	.	PUNCT
ispiv-95	119	1	2(d	2(d	NUM
ispiv-95	119	2	)	)	PUNCT
ispiv-95	119	3	)	)	PUNCT
ispiv-95	119	4	.	.	PUNCT
ispiv-95	120	1	the	the	DET
ispiv-95	120	2	corresponding	correspond	VERB
ispiv-95	120	3	candidates	candidate	NOUN
ispiv-95	120	4	in	in	ADP
ispiv-95	120	5	the	the	DET
ispiv-95	120	6	fourth	fourth	ADJ
ispiv-95	120	7	and	and	CCONJ
ispiv-95	120	8	subsequent	subsequent	ADJ
ispiv-95	120	9	exposures	exposure	NOUN
ispiv-95	120	10	are	be	AUX
ispiv-95	120	11	updated	update	VERB
ispiv-95	120	12	using	use	VERB
ispiv-95	120	13	a	a	DET
ispiv-95	120	14	kalman	kalman	NOUN
ispiv-95	120	15	filter	filter	NOUN
ispiv-95	120	16	(	(	PUNCT
ispiv-95	120	17	kim	kim	PROPN
ispiv-95	120	18	et	et	PROPN
ispiv-95	120	19	al	al	PROPN
ispiv-95	120	20	.	.	PROPN
ispiv-95	120	21	2015	2015	NUM
ispiv-95	120	22	)	)	PUNCT
ispiv-95	120	23	.	.	PUNCT
ispiv-95	121	1	removal	removal	NOUN
ispiv-95	121	2	of	of	ADP
ispiv-95	121	3	the	the	DET
ispiv-95	121	4	most	most	ADV
ispiv-95	121	5	unlikely	unlikely	ADJ
ispiv-95	121	6	candidate	candidate	NOUN
ispiv-95	121	7	tracks	track	NOUN
ispiv-95	121	8	is	be	AUX
ispiv-95	121	9	based	base	VERB
ispiv-95	121	10	on	on	ADP
ispiv-95	121	11	a	a	DET
ispiv-95	121	12	minimum	minimum	ADJ
ispiv-95	121	13	kalman	kalman	NOUN
ispiv-95	121	14	filter	filter	NOUN
ispiv-95	121	15	tracking	tracking	NOUN
ispiv-95	121	16	score	score	NOUN
ispiv-95	121	17	,	,	PUNCT
ispiv-95	121	18	overlap	overlap	VERB
ispiv-95	121	19	with	with	ADP
ispiv-95	121	20	the	the	DET
ispiv-95	121	21	heatmap	heatmap	NOUN
ispiv-95	121	22	(	(	PUNCT
ispiv-95	121	23	<	<	X
ispiv-95	121	24	90	90	NUM
ispiv-95	121	25	%	%	NOUN
ispiv-95	121	26	for	for	ADP
ispiv-95	121	27	major	major	ADJ
ispiv-95	121	28	vessels	vessel	NOUN
ispiv-95	121	29	and	and	CCONJ
ispiv-95	121	30	<	<	X
ispiv-95	121	31	50	50	NUM
ispiv-95	121	32	%	%	NOUN
ispiv-95	121	33	for	for	ADP
ispiv-95	121	34	other	other	ADJ
ispiv-95	121	35	regions	region	NOUN
ispiv-95	121	36	)	)	PUNCT
ispiv-95	121	37	,	,	PUNCT
ispiv-95	121	38	deviations	deviation	NOUN
ispiv-95	121	39	in	in	ADP
ispiv-95	121	40	bubble	bubble	NOUN
ispiv-95	121	41	radius	radius	NOUN
ispiv-95	121	42	(	(	PUNCT
ispiv-95	121	43	>	>	NOUN
ispiv-95	121	44	50	50	NUM
ispiv-95	121	45	%	%	NOUN
ispiv-95	121	46	)	)	PUNCT
ispiv-95	121	47	and	and	CCONJ
ispiv-95	121	48	directions	direction	NOUN
ispiv-95	121	49	of	of	ADP
ispiv-95	121	50	velocity	velocity	NOUN
ispiv-95	121	51	(	(	PUNCT
ispiv-95	121	52	>	>	NOUN
ispiv-95	121	53	60	60	NUM
ispiv-95	121	54	°	°	NUM
ispiv-95	121	55	)	)	PUNCT
ispiv-95	121	56	,	,	PUNCT
ispiv-95	121	57	as	as	ADV
ispiv-95	121	58	well	well	ADV
ispiv-95	121	59	as	as	ADP
ispiv-95	121	60	magnitude	magnitude	NOUN
ispiv-95	121	61	of	of	ADP
ispiv-95	121	62	acceleration	acceleration	NOUN
ispiv-95	121	63	(	(	PUNCT
ispiv-95	121	64	>	>	SYM
ispiv-95	121	65	30	30	NUM
ispiv-95	121	66	%	%	NOUN
ispiv-95	121	67	of	of	ADP
ispiv-95	121	68	prescribed	prescribe	VERB
ispiv-95	121	69	maximum	maximum	ADJ
ispiv-95	121	70	displacement	displacement	NOUN
ispiv-95	121	71	)	)	PUNCT
ispiv-95	121	72	.	.	PUNCT
ispiv-95	122	1	these	these	DET
ispiv-95	122	2	thresholds	threshold	NOUN
ispiv-95	122	3	are	be	AUX
ispiv-95	122	4	selected	select	VERB
ispiv-95	122	5	based	base	VERB
ispiv-95	122	6	on	on	ADP
ispiv-95	122	7	previous	previous	ADJ
ispiv-95	122	8	experiences	experience	NOUN
ispiv-95	122	9	(	(	PUNCT
ispiv-95	122	10	zhang	zhang	X
ispiv-95	122	11	et	et	PROPN
ispiv-95	122	12	al	al	PROPN
ispiv-95	122	13	.	.	PROPN
ispiv-95	122	14	2020	2020	NUM
ispiv-95	122	15	)	)	PUNCT
ispiv-95	122	16	,	,	PUNCT
ispiv-95	122	17	and	and	CCONJ
ispiv-95	122	18	examination	examination	NOUN
ispiv-95	122	19	of	of	ADP
ispiv-95	122	20	numerous	numerous	ADJ
ispiv-95	122	21	images	image	NOUN
ispiv-95	122	22	.	.	PUNCT
ispiv-95	123	1	considering	consider	VERB
ispiv-95	123	2	that	that	SCONJ
ispiv-95	123	3	in	in	ADP
ispiv-95	123	4	some	some	DET
ispiv-95	123	5	cases	case	NOUN
ispiv-95	123	6	the	the	DET
ispiv-95	123	7	same	same	ADJ
ispiv-95	123	8	bubble	bubble	NOUN
ispiv-95	123	9	is	be	AUX
ispiv-95	123	10	assigned	assign	VERB
ispiv-95	123	11	to	to	ADP
ispiv-95	123	12	multiple	multiple	ADJ
ispiv-95	123	13	tracks	track	NOUN
ispiv-95	123	14	,	,	PUNCT
ispiv-95	123	15	a	a	DET
ispiv-95	123	16	data	data	NOUN
ispiv-95	123	17	association	association	NOUN
ispiv-95	123	18	procedure	procedure	NOUN
ispiv-95	123	19	is	be	AUX
ispiv-95	123	20	used	use	VERB
ispiv-95	123	21	for	for	ADP
ispiv-95	123	22	determining	determine	VERB
ispiv-95	123	23	the	the	DET
ispiv-95	123	24	global	global	ADJ
ispiv-95	123	25	optimal	optimal	ADJ
ispiv-95	123	26	bubble	bubble	NOUN
ispiv-95	123	27	assignment	assignment	NOUN
ispiv-95	123	28	(	(	PUNCT
ispiv-95	123	29	fig	fig	NOUN
ispiv-95	123	30	.	.	PUNCT
ispiv-95	124	1	2(e	2(e	NUM
ispiv-95	124	2	)	)	PUNCT
ispiv-95	124	3	)	)	PUNCT
ispiv-95	124	4	.	.	PUNCT
ispiv-95	125	1	this	this	DET
ispiv-95	125	2	step	step	NOUN
ispiv-95	125	3	involves	involve	VERB
ispiv-95	125	4	:	:	PUNCT
ispiv-95	125	5	i	i	NOUN
ispiv-95	125	6	)	)	PUNCT
ispiv-95	125	7	generating	generate	VERB
ispiv-95	125	8	an	an	DET
ispiv-95	125	9	undirected	undirected	ADJ
ispiv-95	125	10	weighted	weight	VERB
ispiv-95	125	11	graph	graph	NOUN
ispiv-95	125	12	by	by	ADP
ispiv-95	125	13	assigning	assign	VERB
ispiv-95	125	14	each	each	DET
ispiv-95	125	15	possible	possible	ADJ
ispiv-95	125	16	trajectory	trajectory	NOUN
ispiv-95	125	17	to	to	ADP
ispiv-95	125	18	a	a	DET
ispiv-95	125	19	node	node	NOUN
ispiv-95	125	20	,	,	PUNCT
ispiv-95	125	21	assigning	assign	VERB
ispiv-95	125	22	a	a	DET
ispiv-95	125	23	weight	weight	NOUN
ispiv-95	125	24	to	to	ADP
ispiv-95	125	25	each	each	DET
ispiv-95	125	26	node	node	NOUN
ispiv-95	125	27	based	base	VERB
ispiv-95	125	28	on	on	ADP
ispiv-95	125	29	its	its	PRON
ispiv-95	125	30	tracking	tracking	NOUN
ispiv-95	125	31	score	score	NOUN
ispiv-95	125	32	representing	represent	VERB
ispiv-95	125	33	the	the	DET
ispiv-95	125	34	likelihood	likelihood	NOUN
ispiv-95	125	35	of	of	ADP
ispiv-95	125	36	being	be	AUX
ispiv-95	125	37	the	the	DET
ispiv-95	125	38	correct	correct	ADJ
ispiv-95	125	39	trajectory	trajectory	NOUN
ispiv-95	125	40	,	,	PUNCT
ispiv-95	125	41	and	and	CCONJ
ispiv-95	125	42	linking	link	VERB
ispiv-95	125	43	nodes	node	NOUN
ispiv-95	125	44	that	that	PRON
ispiv-95	125	45	share	share	VERB
ispiv-95	125	46	the	the	DET
ispiv-95	125	47	same	same	ADJ
ispiv-95	125	48	bubble	bubble	NOUN
ispiv-95	125	49	;	;	PUNCT
ispiv-95	125	50	and	and	CCONJ
ispiv-95	125	51	ii	ii	X
ispiv-95	125	52	)	)	PUNCT
ispiv-95	125	53	solving	solve	VERB
ispiv-95	125	54	for	for	ADP
ispiv-95	125	55	the	the	DET
ispiv-95	125	56	maximum	maximum	ADJ
ispiv-95	125	57	weighted	weight	VERB
ispiv-95	125	58	independent	independent	ADJ
ispiv-95	125	59	set	set	NOUN
ispiv-95	125	60	(	(	PUNCT
ispiv-95	125	61	papageorgiou	papageorgiou	NOUN
ispiv-95	125	62	and	and	CCONJ
ispiv-95	125	63	salpukas	salpukas	X
ispiv-95	125	64	2009	2009	NUM
ispiv-95	125	65	)	)	PUNCT
ispiv-95	125	66	of	of	ADP
ispiv-95	125	67	this	this	DET
ispiv-95	125	68	graph	graph	NOUN
ispiv-95	125	69	.	.	PUNCT
ispiv-95	126	1	the	the	DET
ispiv-95	126	2	latter	latter	ADJ
ispiv-95	126	3	is	be	AUX
ispiv-95	126	4	the	the	DET
ispiv-95	126	5	largest	large	ADJ
ispiv-95	126	6	subset	subset	NOUN
ispiv-95	126	7	of	of	ADP
ispiv-95	126	8	the	the	DET
ispiv-95	126	9	nodes	node	NOUN
ispiv-95	126	10	that	that	PRON
ispiv-95	126	11	are	be	AUX
ispiv-95	126	12	not	not	PART
ispiv-95	126	13	interconnected	interconnect	VERB
ispiv-95	126	14	and	and	CCONJ
ispiv-95	126	15	have	have	VERB
ispiv-95	126	16	the	the	DET
ispiv-95	126	17	maximum	maximum	ADJ
ispiv-95	126	18	figure	figure	NOUN
ispiv-95	126	19	2	2	NUM
ispiv-95	126	20	schematics	schematic	NOUN
ispiv-95	126	21	depicting	depict	VERB
ispiv-95	126	22	the	the	DET
ispiv-95	126	23	bubble	bubble	NOUN
ispiv-95	126	24	tracking	tracking	NOUN
ispiv-95	126	25	procedures	procedure	NOUN
ispiv-95	126	26	.	.	PUNCT
ispiv-95	127	1	(	(	PUNCT
ispiv-95	127	2	a	a	X
ispiv-95	127	3	)	)	PUNCT
ispiv-95	127	4	a	a	DET
ispiv-95	127	5	sample	sample	NOUN
ispiv-95	127	6	raw	raw	ADJ
ispiv-95	127	7	ceus	ceus	NOUN
ispiv-95	127	8	image	image	NOUN
ispiv-95	127	9	.	.	PUNCT
ispiv-95	128	1	(	(	PUNCT
ispiv-95	128	2	b	b	X
ispiv-95	128	3	)	)	PUNCT
ispiv-95	128	4	the	the	DET
ispiv-95	128	5	u	u	ADJ
ispiv-95	128	6	-	-	ADJ
ispiv-95	128	7	net	net	ADJ
ispiv-95	128	8	output	output	NOUN
ispiv-95	128	9	showing	show	VERB
ispiv-95	128	10	the	the	DET
ispiv-95	128	11	enhanced	enhance	VERB
ispiv-95	128	12	images	image	NOUN
ispiv-95	128	13	of	of	ADP
ispiv-95	128	14	(	(	PUNCT
ispiv-95	128	15	a	a	NOUN
ispiv-95	128	16	)	)	PUNCT
ispiv-95	128	17	.	.	PUNCT
ispiv-95	129	1	(	(	PUNCT
ispiv-95	129	2	c	c	X
ispiv-95	129	3	)	)	PUNCT
ispiv-95	129	4	the	the	DET
ispiv-95	129	5	bubble	bubble	NOUN
ispiv-95	129	6	center	center	NOUN
ispiv-95	129	7	heatmap	heatmap	NOUN
ispiv-95	129	8	used	use	VERB
ispiv-95	129	9	as	as	ADP
ispiv-95	129	10	one	one	NUM
ispiv-95	129	11	of	of	ADP
ispiv-95	129	12	the	the	DET
ispiv-95	129	13	references	reference	NOUN
ispiv-95	129	14	for	for	ADP
ispiv-95	129	15	bubble	bubble	NOUN
ispiv-95	129	16	tracking	tracking	NOUN
ispiv-95	129	17	.	.	PUNCT
ispiv-95	130	1	(	(	PUNCT
ispiv-95	130	2	d	d	X
ispiv-95	130	3	)	)	PUNCT
ispiv-95	130	4	an	an	DET
ispiv-95	130	5	illustration	illustration	NOUN
ispiv-95	130	6	of	of	ADP
ispiv-95	130	7	the	the	DET
ispiv-95	130	8	bubble	bubble	NOUN
ispiv-95	130	9	tracking	tracking	NOUN
ispiv-95	130	10	strategy	strategy	NOUN
ispiv-95	130	11	.	.	PUNCT
ispiv-95	131	1	for	for	ADP
ispiv-95	131	2	the	the	DET
ispiv-95	131	3	initial	initial	ADJ
ispiv-95	131	4	3	3	NUM
ispiv-95	131	5	time	time	NOUN
ispiv-95	131	6	steps	step	NOUN
ispiv-95	131	7	,	,	PUNCT
ispiv-95	131	8	all	all	DET
ispiv-95	131	9	candidates	candidate	NOUN
ispiv-95	131	10	within	within	ADP
ispiv-95	131	11	a	a	DET
ispiv-95	131	12	prescribed	prescribed	ADJ
ispiv-95	131	13	maximum	maximum	ADJ
ispiv-95	131	14	displacement	displacement	ADJ
ispiv-95	131	15	range	range	NOUN
ispiv-95	131	16	are	be	AUX
ispiv-95	131	17	selected	select	VERB
ispiv-95	131	18	.	.	PUNCT
ispiv-95	132	1	starting	start	VERB
ispiv-95	132	2	from	from	ADP
ispiv-95	132	3	the	the	DET
ispiv-95	132	4	4th	4th	ADJ
ispiv-95	132	5	time	time	NOUN
ispiv-95	132	6	step	step	NOUN
ispiv-95	132	7	,	,	PUNCT
ispiv-95	132	8	the	the	DET
ispiv-95	132	9	candidates	candidate	NOUN
ispiv-95	132	10	are	be	AUX
ispiv-95	132	11	selected	select	VERB
ispiv-95	132	12	within	within	ADP
ispiv-95	132	13	the	the	DET
ispiv-95	132	14	validation	validation	NOUN
ispiv-95	132	15	gate	gate	NOUN
ispiv-95	132	16	of	of	ADP
ispiv-95	132	17	the	the	DET
ispiv-95	132	18	predicted	predict	VERB
ispiv-95	132	19	location	location	NOUN
ispiv-95	132	20	by	by	ADP
ispiv-95	132	21	kalman	kalman	PROPN
ispiv-95	132	22	filter	filter	PROPN
ispiv-95	132	23	.	.	PUNCT
ispiv-95	133	1	several	several	ADJ
ispiv-95	133	2	criteria	criterion	NOUN
ispiv-95	133	3	,	,	PUNCT
ispiv-95	133	4	including	include	VERB
ispiv-95	133	5	the	the	DET
ispiv-95	133	6	overlap	overlap	NOUN
ispiv-95	133	7	percentage	percentage	NOUN
ispiv-95	133	8	with	with	ADP
ispiv-95	133	9	the	the	DET
ispiv-95	133	10	bubble	bubble	NOUN
ispiv-95	133	11	center	center	NOUN
ispiv-95	133	12	heatmap	heatmap	NOUN
ispiv-95	133	13	,	,	PUNCT
ispiv-95	133	14	continuity	continuity	NOUN
ispiv-95	133	15	in	in	ADP
ispiv-95	133	16	flow	flow	NOUN
ispiv-95	133	17	speed	speed	NOUN
ispiv-95	133	18	and	and	CCONJ
ispiv-95	133	19	direction	direction	NOUN
ispiv-95	133	20	,	,	PUNCT
ispiv-95	133	21	bubble	bubble	NOUN
ispiv-95	133	22	morphology	morphology	NOUN
ispiv-95	133	23	,	,	PUNCT
ispiv-95	133	24	and	and	CCONJ
ispiv-95	133	25	deviation	deviation	NOUN
ispiv-95	133	26	from	from	ADP
ispiv-95	133	27	the	the	DET
ispiv-95	133	28	reference	reference	NOUN
ispiv-95	133	29	flow	flow	NOUN
ispiv-95	133	30	direction	direction	NOUN
ispiv-95	133	31	,	,	PUNCT
ispiv-95	133	32	are	be	AUX
ispiv-95	133	33	used	use	VERB
ispiv-95	133	34	for	for	ADP
ispiv-95	133	35	removing	remove	VERB
ispiv-95	133	36	the	the	DET
ispiv-95	133	37	most	most	ADV
ispiv-95	133	38	unlikely	unlikely	ADJ
ispiv-95	133	39	candidates	candidate	NOUN
ispiv-95	133	40	.	.	PUNCT
ispiv-95	134	1	(	(	PUNCT
ispiv-95	134	2	e	e	X
ispiv-95	134	3	)	)	PUNCT
ispiv-95	134	4	global	global	ADJ
ispiv-95	134	5	optimum	optimum	ADJ
ispiv-95	134	6	data	datum	NOUN
ispiv-95	134	7	assignment	assignment	NOUN
ispiv-95	134	8	.	.	PUNCT
ispiv-95	135	1	the	the	DET
ispiv-95	135	2	strategy	strategy	NOUN
ispiv-95	135	3	in	in	ADP
ispiv-95	135	4	(	(	PUNCT
ispiv-95	135	5	d	d	NOUN
ispiv-95	135	6	)	)	PUNCT
ispiv-95	135	7	yields	yield	VERB
ispiv-95	135	8	the	the	DET
ispiv-95	135	9	same	same	ADJ
ispiv-95	135	10	bubble	bubble	NOUN
ispiv-95	135	11	being	be	AUX
ispiv-95	135	12	assigned	assign	VERB
ispiv-95	135	13	to	to	ADP
ispiv-95	135	14	different	different	ADJ
ispiv-95	135	15	trajectories	trajectory	NOUN
ispiv-95	135	16	.	.	PUNCT
ispiv-95	136	1	here	here	ADV
ispiv-95	136	2	each	each	DET
ispiv-95	136	3	trajectory	trajectory	NOUN
ispiv-95	136	4	is	be	AUX
ispiv-95	136	5	modeled	model	VERB
ispiv-95	136	6	as	as	ADP
ispiv-95	136	7	a	a	DET
ispiv-95	136	8	node	node	NOUN
ispiv-95	136	9	of	of	ADP
ispiv-95	136	10	an	an	DET
ispiv-95	136	11	undirected	undirected	ADJ
ispiv-95	136	12	graph	graph	NOUN
ispiv-95	136	13	,	,	PUNCT
ispiv-95	136	14	the	the	DET
ispiv-95	136	15	tracking	tracking	NOUN
ispiv-95	136	16	score	score	NOUN
ispiv-95	136	17	from	from	ADP
ispiv-95	136	18	kalman	kalman	PROPN
ispiv-95	136	19	filter	filter	NOUN
ispiv-95	136	20	as	as	ADP
ispiv-95	136	21	the	the	DET
ispiv-95	136	22	weight	weight	NOUN
ispiv-95	136	23	of	of	ADP
ispiv-95	136	24	each	each	DET
ispiv-95	136	25	node	node	NOUN
ispiv-95	136	26	,	,	PUNCT
ispiv-95	136	27	and	and	CCONJ
ispiv-95	136	28	two	two	NUM
ispiv-95	136	29	nodes	node	NOUN
ispiv-95	136	30	are	be	AUX
ispiv-95	136	31	linked	link	VERB
ispiv-95	136	32	if	if	SCONJ
ispiv-95	136	33	they	they	PRON
ispiv-95	136	34	share	share	VERB
ispiv-95	136	35	the	the	DET
ispiv-95	136	36	same	same	ADJ
ispiv-95	136	37	bubble	bubble	NOUN
ispiv-95	136	38	.	.	PUNCT
ispiv-95	137	1	the	the	DET
ispiv-95	137	2	maximum	maximum	ADJ
ispiv-95	137	3	weight	weight	NOUN
ispiv-95	137	4	independent	independent	ADJ
ispiv-95	137	5	set	set	NOUN
ispiv-95	137	6	of	of	ADP
ispiv-95	137	7	this	this	DET
ispiv-95	137	8	graph	graph	NOUN
ispiv-95	137	9	is	be	AUX
ispiv-95	137	10	the	the	DET
ispiv-95	137	11	global	global	ADJ
ispiv-95	137	12	optimized	optimize	VERB
ispiv-95	137	13	assignment	assignment	NOUN
ispiv-95	137	14	of	of	ADP
ispiv-95	137	15	the	the	DET
ispiv-95	137	16	bubbles	bubble	NOUN
ispiv-95	137	17	.	.	PUNCT
ispiv-95	138	1	14th	14th	ADJ
ispiv-95	138	2	international	international	ADJ
ispiv-95	138	3	symposium	symposium	NOUN
ispiv-95	138	4	on	on	ADP
ispiv-95	138	5	particle	particle	NOUN
ispiv-95	138	6	image	image	NOUN
ispiv-95	138	7	velocimetry	velocimetry	NOUN
ispiv-95	138	8	-ispiv	-ispiv	NOUN
ispiv-95	138	9	2021	2021	NUM
ispiv-95	138	10	august	august	PROPN
ispiv-95	138	11	1	1	NUM
ispiv-95	138	12	-	-	PUNCT
ispiv-95	138	13	-5	-5	ADJ
ispiv-95	138	14	,	,	PUNCT
ispiv-95	138	15	2021	2021	NUM
ispiv-95	138	16	average	average	ADJ
ispiv-95	138	17	weight	weight	NOUN
ispiv-95	138	18	.	.	PUNCT
ispiv-95	139	1	therefore	therefore	ADV
ispiv-95	139	2	,	,	PUNCT
ispiv-95	139	3	the	the	DET
ispiv-95	139	4	outcome	outcome	NOUN
ispiv-95	139	5	of	of	ADP
ispiv-95	139	6	this	this	DET
ispiv-95	139	7	method	method	NOUN
ispiv-95	139	8	gives	give	VERB
ispiv-95	139	9	the	the	DET
ispiv-95	139	10	globally	globally	ADV
ispiv-95	139	11	optimized	optimize	VERB
ispiv-95	139	12	candidate	candidate	NOUN
ispiv-95	139	13	-	-	PUNCT
ispiv-95	139	14	trajectory	trajectory	NOUN
ispiv-95	139	15	association	association	NOUN
ispiv-95	139	16	.	.	PUNCT
ispiv-95	140	1	next	next	ADV
ispiv-95	140	2	,	,	PUNCT
ispiv-95	140	3	a	a	DET
ispiv-95	140	4	reference	reference	NOUN
ispiv-95	140	5	flow	flow	NOUN
ispiv-95	140	6	direction	direction	NOUN
ispiv-95	140	7	map	map	NOUN
ispiv-95	140	8	is	be	AUX
ispiv-95	140	9	generated	generate	VERB
ispiv-95	140	10	after	after	ADP
ispiv-95	140	11	processing	process	VERB
ispiv-95	140	12	the	the	DET
ispiv-95	140	13	first	first	ADJ
ispiv-95	140	14	25	25	NUM
ispiv-95	140	15	%	%	NOUN
ispiv-95	140	16	of	of	ADP
ispiv-95	140	17	images	image	NOUN
ispiv-95	140	18	.	.	PUNCT
ispiv-95	141	1	then	then	ADV
ispiv-95	141	2	,	,	PUNCT
ispiv-95	141	3	the	the	DET
ispiv-95	141	4	whole	whole	ADJ
ispiv-95	141	5	analysis	analysis	NOUN
ispiv-95	141	6	is	be	AUX
ispiv-95	141	7	initiated	initiate	VERB
ispiv-95	141	8	again	again	ADV
ispiv-95	141	9	,	,	PUNCT
ispiv-95	141	10	with	with	ADP
ispiv-95	141	11	an	an	DET
ispiv-95	141	12	additional	additional	ADJ
ispiv-95	141	13	criterion	criterion	NOUN
ispiv-95	141	14	limiting	limit	VERB
ispiv-95	141	15	the	the	DET
ispiv-95	141	16	deviation	deviation	NOUN
ispiv-95	141	17	in	in	ADP
ispiv-95	141	18	flow	flow	NOUN
ispiv-95	141	19	direction	direction	NOUN
ispiv-95	141	20	to	to	ADP
ispiv-95	141	21	less	less	ADJ
ispiv-95	141	22	than	than	ADP
ispiv-95	141	23	15	15	NUM
ispiv-95	141	24	°	°	NOUN
ispiv-95	141	25	from	from	ADP
ispiv-95	141	26	that	that	PRON
ispiv-95	141	27	of	of	ADP
ispiv-95	141	28	the	the	DET
ispiv-95	141	29	reference	reference	NOUN
ispiv-95	141	30	.	.	PUNCT
ispiv-95	142	1	finally	finally	ADV
ispiv-95	142	2	,	,	PUNCT
ispiv-95	142	3	the	the	DET
ispiv-95	142	4	vascular	vascular	ADJ
ispiv-95	142	5	structures	structure	NOUN
ispiv-95	142	6	are	be	AUX
ispiv-95	142	7	visualized	visualize	VERB
ispiv-95	142	8	by	by	ADP
ispiv-95	142	9	super	super	ADJ
ispiv-95	142	10	-	-	ADJ
ispiv-95	142	11	positioning	position	VERB
ispiv-95	142	12	all	all	DET
ispiv-95	142	13	the	the	DET
ispiv-95	142	14	trajectories	trajectory	NOUN
ispiv-95	142	15	consisting	consist	VERB
ispiv-95	142	16	of	of	ADP
ispiv-95	142	17	at	at	ADV
ispiv-95	142	18	least	least	ADJ
ispiv-95	142	19	4	4	NUM
ispiv-95	142	20	exposures	exposure	NOUN
ispiv-95	142	21	.	.	PUNCT
ispiv-95	143	1	the	the	DET
ispiv-95	143	2	corresponding	correspond	VERB
ispiv-95	143	3	velocity	velocity	NOUN
ispiv-95	143	4	map	map	NOUN
ispiv-95	143	5	is	be	AUX
ispiv-95	143	6	generated	generate	VERB
ispiv-95	143	7	by	by	ADP
ispiv-95	143	8	averaging	average	VERB
ispiv-95	143	9	the	the	DET
ispiv-95	143	10	bubble	bubble	NOUN
ispiv-95	143	11	velocities	velocity	NOUN
ispiv-95	143	12	at	at	ADP
ispiv-95	143	13	each	each	DET
ispiv-95	143	14	pixel	pixel	NOUN
ispiv-95	143	15	.	.	PUNCT
ispiv-95	144	1	3	3	NUM
ispiv-95	144	2	result	result	NOUN
ispiv-95	144	3	&	&	CCONJ
ispiv-95	144	4	discussion	discussion	NOUN
ispiv-95	144	5	3.1	3.1	NUM
ispiv-95	144	6	evaluation	evaluation	NOUN
ispiv-95	144	7	of	of	ADP
ispiv-95	144	8	the	the	DET
ispiv-95	144	9	u	u	NOUN
ispiv-95	144	10	-	-	NOUN
ispiv-95	144	11	net	net	ADJ
ispiv-95	144	12	to	to	PART
ispiv-95	144	13	evaluate	evaluate	VERB
ispiv-95	144	14	the	the	DET
ispiv-95	144	15	performance	performance	NOUN
ispiv-95	144	16	of	of	ADP
ispiv-95	144	17	the	the	DET
ispiv-95	144	18	u	u	ADJ
ispiv-95	144	19	-	-	ADJ
ispiv-95	144	20	net	net	ADJ
ispiv-95	144	21	model	model	NOUN
ispiv-95	144	22	,	,	PUNCT
ispiv-95	144	23	900	900	NUM
ispiv-95	144	24	synthetic	synthetic	ADJ
ispiv-95	144	25	images	image	NOUN
ispiv-95	144	26	pairs	pair	NOUN
ispiv-95	144	27	are	be	AUX
ispiv-95	144	28	generated	generate	VERB
ispiv-95	144	29	following	follow	VERB
ispiv-95	144	30	the	the	DET
ispiv-95	144	31	procedures	procedure	NOUN
ispiv-95	144	32	described	describe	VERB
ispiv-95	144	33	in	in	ADP
ispiv-95	144	34	section	section	NOUN
ispiv-95	144	35	2.2	2.2	NUM
ispiv-95	144	36	and	and	CCONJ
ispiv-95	144	37	processed	process	VERB
ispiv-95	144	38	using	use	VERB
ispiv-95	144	39	both	both	CCONJ
ispiv-95	144	40	u	u	NOUN
ispiv-95	144	41	-	-	NOUN
ispiv-95	144	42	net	net	ADJ
ispiv-95	144	43	and	and	CCONJ
ispiv-95	144	44	bd	bd	PROPN
ispiv-95	144	45	methods	method	NOUN
ispiv-95	144	46	.	.	PUNCT
ispiv-95	145	1	comparisons	comparison	NOUN
ispiv-95	145	2	between	between	ADP
ispiv-95	145	3	the	the	DET
ispiv-95	145	4	two	two	NUM
ispiv-95	145	5	methods	method	NOUN
ispiv-95	145	6	are	be	AUX
ispiv-95	145	7	presented	present	VERB
ispiv-95	145	8	in	in	ADP
ispiv-95	145	9	fig	fig	NOUN
ispiv-95	145	10	.	.	PUNCT
ispiv-95	146	1	3	3	X
ispiv-95	146	2	.	.	X
ispiv-95	146	3	fig	fig	NOUN
ispiv-95	146	4	.	.	PUNCT
ispiv-95	147	1	3(a	3(a	NUM
ispiv-95	147	2	)	)	PUNCT
ispiv-95	147	3	a	a	DET
ispiv-95	147	4	visualization	visualization	NOUN
ispiv-95	147	5	of	of	ADP
ispiv-95	147	6	the	the	DET
ispiv-95	147	7	synthetic	synthetic	ADJ
ispiv-95	147	8	reference	reference	NOUN
ispiv-95	147	9	images	image	NOUN
ispiv-95	147	10	(	(	PUNCT
ispiv-95	147	11	green	green	NOUN
ispiv-95	147	12	)	)	PUNCT
ispiv-95	147	13	and	and	CCONJ
ispiv-95	147	14	the	the	DET
ispiv-95	147	15	outputs	output	NOUN
ispiv-95	147	16	of	of	ADP
ispiv-95	147	17	both	both	CCONJ
ispiv-95	147	18	the	the	DET
ispiv-95	147	19	u	u	NOUN
ispiv-95	147	20	-	-	NOUN
ispiv-95	147	21	net	net	ADJ
ispiv-95	147	22	(	(	PUNCT
ispiv-95	147	23	red	red	ADJ
ispiv-95	147	24	)	)	PUNCT
ispiv-95	147	25	and	and	CCONJ
ispiv-95	147	26	bd	bd	PROPN
ispiv-95	147	27	(	(	PUNCT
ispiv-95	147	28	yellow	yellow	ADJ
ispiv-95	147	29	)	)	PUNCT
ispiv-95	147	30	.	.	PUNCT
ispiv-95	148	1	the	the	DET
ispiv-95	148	2	images	image	NOUN
ispiv-95	148	3	are	be	AUX
ispiv-95	148	4	shown	show	VERB
ispiv-95	148	5	separately	separately	ADV
ispiv-95	148	6	on	on	ADP
ispiv-95	148	7	the	the	DET
ispiv-95	148	8	right	right	ADJ
ispiv-95	148	9	side	side	NOUN
ispiv-95	148	10	,	,	PUNCT
ispiv-95	148	11	and	and	CCONJ
ispiv-95	148	12	superimposed	superimpose	VERB
ispiv-95	148	13	on	on	ADP
ispiv-95	148	14	the	the	DET
ispiv-95	148	15	synthetic	synthetic	ADJ
ispiv-95	148	16	blurred	blur	VERB
ispiv-95	148	17	images	image	NOUN
ispiv-95	148	18	on	on	ADP
ispiv-95	148	19	the	the	DET
ispiv-95	148	20	left	left	NOUN
ispiv-95	148	21	.	.	PUNCT
ispiv-95	149	1	it	it	PRON
ispiv-95	149	2	is	be	AUX
ispiv-95	149	3	evident	evident	ADJ
ispiv-95	149	4	that	that	SCONJ
ispiv-95	149	5	the	the	DET
ispiv-95	149	6	u	u	ADJ
ispiv-95	149	7	-	-	ADJ
ispiv-95	149	8	net	net	ADJ
ispiv-95	149	9	result	result	NOUN
ispiv-95	149	10	is	be	AUX
ispiv-95	149	11	much	much	ADV
ispiv-95	149	12	sharper	sharp	ADJ
ispiv-95	149	13	and	and	CCONJ
ispiv-95	149	14	closer	close	ADJ
ispiv-95	149	15	to	to	ADP
ispiv-95	149	16	the	the	DET
ispiv-95	149	17	reference	reference	NOUN
ispiv-95	149	18	than	than	ADP
ispiv-95	149	19	the	the	DET
ispiv-95	149	20	bd	bd	PROPN
ispiv-95	149	21	based	base	VERB
ispiv-95	149	22	result	result	NOUN
ispiv-95	149	23	.	.	PUNCT
ispiv-95	150	1	the	the	DET
ispiv-95	150	2	processing	processing	NOUN
ispiv-95	150	3	speed	speed	NOUN
ispiv-95	150	4	of	of	ADP
ispiv-95	150	5	u	u	NOUN
ispiv-95	150	6	-	-	NOUN
ispiv-95	150	7	net	net	ADJ
ispiv-95	150	8	is	be	AUX
ispiv-95	150	9	131	131	NUM
ispiv-95	150	10	frames	frame	NOUN
ispiv-95	150	11	/	/	SYM
ispiv-95	150	12	s	s	AUX
ispiv-95	150	13	using	use	VERB
ispiv-95	150	14	a	a	DET
ispiv-95	150	15	gpu	gpu	NOUN
ispiv-95	150	16	,	,	PUNCT
ispiv-95	150	17	while	while	SCONJ
ispiv-95	150	18	that	that	PRON
ispiv-95	150	19	of	of	ADP
ispiv-95	150	20	bd	bd	PROPN
ispiv-95	150	21	is	be	AUX
ispiv-95	150	22	0.55	0.55	NUM
ispiv-95	150	23	frames	frame	NOUN
ispiv-95	150	24	/	/	SYM
ispiv-95	150	25	s	s	AUX
ispiv-95	150	26	using	use	VERB
ispiv-95	150	27	12	12	NUM
ispiv-95	150	28	core	core	NOUN
ispiv-95	150	29	cpu	cpu	NOUN
ispiv-95	150	30	.	.	PUNCT
ispiv-95	151	1	a	a	DET
ispiv-95	151	2	gpu	gpu	NOUN
ispiv-95	151	3	based	base	VERB
ispiv-95	151	4	bd	bd	PROPN
ispiv-95	151	5	code	code	PROPN
ispiv-95	151	6	is	be	AUX
ispiv-95	151	7	not	not	PART
ispiv-95	151	8	available	available	ADJ
ispiv-95	151	9	.	.	PUNCT
ispiv-95	152	1	figure	figure	VERB
ispiv-95	152	2	3	3	NUM
ispiv-95	152	3	evaluation	evaluation	NOUN
ispiv-95	152	4	and	and	CCONJ
ispiv-95	152	5	comparison	comparison	NOUN
ispiv-95	152	6	of	of	ADP
ispiv-95	152	7	the	the	DET
ispiv-95	152	8	u	u	ADJ
ispiv-95	152	9	-	-	ADJ
ispiv-95	152	10	net	net	ADJ
ispiv-95	152	11	results	result	NOUN
ispiv-95	152	12	with	with	ADP
ispiv-95	152	13	bd	bd	PROPN
ispiv-95	152	14	.	.	PUNCT
ispiv-95	153	1	(	(	PUNCT
ispiv-95	153	2	a	a	X
ispiv-95	153	3	)	)	PUNCT
ispiv-95	153	4	an	an	DET
ispiv-95	153	5	illustration	illustration	NOUN
ispiv-95	153	6	of	of	ADP
ispiv-95	153	7	the	the	DET
ispiv-95	153	8	image	image	NOUN
ispiv-95	153	9	enhancement	enhancement	NOUN
ispiv-95	153	10	and	and	CCONJ
ispiv-95	153	11	bubble	bubble	NOUN
ispiv-95	153	12	localization	localization	NOUN
ispiv-95	153	13	result	result	NOUN
ispiv-95	153	14	of	of	ADP
ispiv-95	153	15	u	u	NOUN
ispiv-95	153	16	-	-	NOUN
ispiv-95	153	17	net	net	ADJ
ispiv-95	153	18	(	(	PUNCT
ispiv-95	153	19	red	red	ADJ
ispiv-95	153	20	)	)	PUNCT
ispiv-95	153	21	and	and	CCONJ
ispiv-95	153	22	bd	bd	PROPN
ispiv-95	153	23	(	(	PUNCT
ispiv-95	153	24	yellow	yellow	ADJ
ispiv-95	153	25	)	)	PUNCT
ispiv-95	153	26	.	.	PUNCT
ispiv-95	154	1	several	several	ADJ
ispiv-95	154	2	issues	issue	NOUN
ispiv-95	154	3	regarding	regard	VERB
ispiv-95	154	4	bubble	bubble	NOUN
ispiv-95	154	5	detection	detection	NOUN
ispiv-95	154	6	including	include	VERB
ispiv-95	154	7	miss	miss	PROPN
ispiv-95	154	8	detection	detection	NOUN
ispiv-95	154	9	,	,	PUNCT
ispiv-95	154	10	generation	generation	NOUN
ispiv-95	154	11	of	of	ADP
ispiv-95	154	12	ghost	ghost	NOUN
ispiv-95	154	13	points	point	NOUN
ispiv-95	154	14	,	,	PUNCT
ispiv-95	154	15	and	and	CCONJ
ispiv-95	154	16	failure	failure	NOUN
ispiv-95	154	17	to	to	PART
ispiv-95	154	18	separate	separate	VERB
ispiv-95	154	19	adjacent	adjacent	ADJ
ispiv-95	154	20	bubbles	bubble	NOUN
ispiv-95	154	21	are	be	AUX
ispiv-95	154	22	noted	note	VERB
ispiv-95	154	23	.	.	PUNCT
ispiv-95	155	1	(	(	PUNCT
ispiv-95	155	2	b	b	X
ispiv-95	155	3	)	)	PUNCT
ispiv-95	155	4	comparisons	comparison	NOUN
ispiv-95	155	5	of	of	ADP
ispiv-95	155	6	the	the	DET
ispiv-95	155	7	localization	localization	NOUN
ispiv-95	155	8	error	error	NOUN
ispiv-95	155	9	,	,	PUNCT
ispiv-95	155	10	percentage	percentage	NOUN
ispiv-95	155	11	of	of	ADP
ispiv-95	155	12	miss	miss	NOUN
ispiv-95	155	13	detections	detection	NOUN
ispiv-95	155	14	and	and	CCONJ
ispiv-95	155	15	ghost	ghost	NOUN
ispiv-95	155	16	points	point	NOUN
ispiv-95	155	17	between	between	ADP
ispiv-95	155	18	u	u	NOUN
ispiv-95	155	19	-	-	NOUN
ispiv-95	155	20	net	net	ADJ
ispiv-95	155	21	and	and	CCONJ
ispiv-95	155	22	bd	bd	PROPN
ispiv-95	155	23	at	at	ADP
ispiv-95	155	24	different	different	ADJ
ispiv-95	155	25	depth	depth	NOUN
ispiv-95	155	26	and	and	CCONJ
ispiv-95	155	27	bubble	bubble	NOUN
ispiv-95	155	28	densities	density	NOUN
ispiv-95	155	29	.	.	PUNCT
ispiv-95	156	1	14th	14th	ADJ
ispiv-95	156	2	international	international	ADJ
ispiv-95	156	3	symposium	symposium	NOUN
ispiv-95	156	4	on	on	ADP
ispiv-95	156	5	particle	particle	NOUN
ispiv-95	156	6	image	image	NOUN
ispiv-95	156	7	velocimetry	velocimetry	NOUN
ispiv-95	156	8	-ispiv	-ispiv	NOUN
ispiv-95	156	9	2021	2021	NUM
ispiv-95	156	10	august	august	PROPN
ispiv-95	156	11	1	1	NUM
ispiv-95	156	12	-	-	PUNCT
ispiv-95	156	13	-5	-5	ADJ
ispiv-95	156	14	,	,	PUNCT
ispiv-95	156	15	2021	2021	NUM
ispiv-95	156	16	further	further	ADJ
ispiv-95	156	17	acceleration	acceleration	NOUN
ispiv-95	156	18	of	of	ADP
ispiv-95	156	19	the	the	DET
ispiv-95	156	20	u	u	ADJ
ispiv-95	156	21	-	-	ADJ
ispiv-95	156	22	net	net	ADJ
ispiv-95	156	23	model	model	NOUN
ispiv-95	156	24	could	could	AUX
ispiv-95	156	25	be	be	AUX
ispiv-95	156	26	easily	easily	ADV
ispiv-95	156	27	achieved	achieve	VERB
ispiv-95	156	28	by	by	ADP
ispiv-95	156	29	expanding	expand	VERB
ispiv-95	156	30	the	the	DET
ispiv-95	156	31	ram	ram	NOUN
ispiv-95	156	32	of	of	ADP
ispiv-95	156	33	the	the	DET
ispiv-95	156	34	gpu	gpu	PROPN
ispiv-95	156	35	.	.	PUNCT
ispiv-95	157	1	several	several	ADJ
ispiv-95	157	2	issues	issue	NOUN
ispiv-95	157	3	are	be	AUX
ispiv-95	157	4	listed	list	VERB
ispiv-95	157	5	regarding	regard	VERB
ispiv-95	157	6	the	the	DET
ispiv-95	157	7	bubble	bubble	NOUN
ispiv-95	157	8	detection	detection	NOUN
ispiv-95	157	9	on	on	ADP
ispiv-95	157	10	the	the	DET
ispiv-95	157	11	left	left	ADJ
ispiv-95	157	12	panel	panel	NOUN
ispiv-95	157	13	of	of	ADP
ispiv-95	157	14	fig	fig	NOUN
ispiv-95	157	15	.	.	PUNCT
ispiv-95	158	1	3(a	3(a	NUM
ispiv-95	158	2	)	)	PUNCT
ispiv-95	158	3	.	.	PUNCT
ispiv-95	159	1	while	while	SCONJ
ispiv-95	159	2	both	both	DET
ispiv-95	159	3	techniques	technique	NOUN
ispiv-95	159	4	detect	detect	VERB
ispiv-95	159	5	most	most	ADJ
ispiv-95	159	6	of	of	ADP
ispiv-95	159	7	the	the	DET
ispiv-95	159	8	bubbles	bubble	NOUN
ispiv-95	159	9	,	,	PUNCT
ispiv-95	159	10	the	the	DET
ispiv-95	159	11	bd	bd	PROPN
ispiv-95	159	12	method	method	NOUN
ispiv-95	159	13	is	be	AUX
ispiv-95	159	14	more	more	ADV
ispiv-95	159	15	prone	prone	ADJ
ispiv-95	159	16	to	to	PART
ispiv-95	159	17	miss	miss	VERB
ispiv-95	159	18	detections	detection	NOUN
ispiv-95	159	19	than	than	ADP
ispiv-95	159	20	the	the	DET
ispiv-95	159	21	u	u	NOUN
ispiv-95	159	22	-	-	NOUN
ispiv-95	159	23	net	net	NOUN
ispiv-95	159	24	.	.	PUNCT
ispiv-95	160	1	moreover	moreover	ADV
ispiv-95	160	2	,	,	PUNCT
ispiv-95	160	3	a	a	DET
ispiv-95	160	4	ghost	ghost	NOUN
ispiv-95	160	5	point	point	NOUN
ispiv-95	160	6	,	,	PUNCT
ispiv-95	160	7	i.e.	i.e.	X
ispiv-95	160	8	,	,	PUNCT
ispiv-95	160	9	erroneous	erroneous	ADJ
ispiv-95	160	10	detection	detection	NOUN
ispiv-95	160	11	caused	cause	VERB
ispiv-95	160	12	by	by	ADP
ispiv-95	160	13	enhancement	enhancement	NOUN
ispiv-95	160	14	of	of	ADP
ispiv-95	160	15	the	the	DET
ispiv-95	160	16	pixels	pixel	NOUN
ispiv-95	160	17	which	which	PRON
ispiv-95	160	18	do	do	AUX
ispiv-95	160	19	not	not	PART
ispiv-95	160	20	belong	belong	VERB
ispiv-95	160	21	to	to	ADP
ispiv-95	160	22	a	a	DET
ispiv-95	160	23	real	real	ADJ
ispiv-95	160	24	bubble	bubble	NOUN
ispiv-95	160	25	,	,	PUNCT
ispiv-95	160	26	has	have	AUX
ispiv-95	160	27	been	be	AUX
ispiv-95	160	28	generated	generate	VERB
ispiv-95	160	29	by	by	ADP
ispiv-95	160	30	the	the	DET
ispiv-95	160	31	bd	bd	PROPN
ispiv-95	160	32	method	method	NOUN
ispiv-95	160	33	.	.	PUNCT
ispiv-95	161	1	furthermore	furthermore	ADV
ispiv-95	161	2	,	,	PUNCT
ispiv-95	161	3	while	while	SCONJ
ispiv-95	161	4	both	both	DET
ispiv-95	161	5	methods	method	NOUN
ispiv-95	161	6	fail	fail	VERB
ispiv-95	161	7	to	to	PART
ispiv-95	161	8	completely	completely	ADV
ispiv-95	161	9	separate	separate	VERB
ispiv-95	161	10	densely	densely	ADV
ispiv-95	161	11	packed	pack	VERB
ispiv-95	161	12	bubbles	bubble	NOUN
ispiv-95	161	13	,	,	PUNCT
ispiv-95	161	14	u	u	NOUN
ispiv-95	161	15	-	-	NOUN
ispiv-95	161	16	net	net	ADJ
ispiv-95	161	17	evidently	evidently	ADV
ispiv-95	161	18	outperforms	outperform	VERB
ispiv-95	161	19	bd	bd	PROPN
ispiv-95	161	20	.	.	NOUN
ispiv-95	161	21	quantitative	quantitative	ADJ
ispiv-95	161	22	analysis	analysis	NOUN
ispiv-95	161	23	of	of	ADP
ispiv-95	161	24	these	these	DET
ispiv-95	161	25	observations	observation	NOUN
ispiv-95	161	26	is	be	AUX
ispiv-95	161	27	presented	present	VERB
ispiv-95	161	28	in	in	ADP
ispiv-95	161	29	fig	fig	NOUN
ispiv-95	161	30	.	.	PUNCT
ispiv-95	162	1	3(b	3(b	NUM
ispiv-95	162	2	)	)	PUNCT
ispiv-95	162	3	for	for	ADP
ispiv-95	162	4	varying	vary	VERB
ispiv-95	162	5	bubble	bubble	NOUN
ispiv-95	162	6	densities	density	NOUN
ispiv-95	162	7	(	(	PUNCT
ispiv-95	162	8	columns	column	NOUN
ispiv-95	162	9	)	)	PUNCT
ispiv-95	162	10	,	,	PUNCT
ispiv-95	162	11	and	and	CCONJ
ispiv-95	162	12	image	image	NOUN
ispiv-95	162	13	depths	depth	NOUN
ispiv-95	162	14	,	,	PUNCT
ispiv-95	162	15	i.e.	i.e.	X
ispiv-95	162	16	,	,	PUNCT
ispiv-95	162	17	various	various	ADJ
ispiv-95	162	18	sizes	size	NOUN
ispiv-95	162	19	of	of	ADP
ispiv-95	162	20	the	the	DET
ispiv-95	162	21	psf	psf	NOUN
ispiv-95	162	22	(	(	PUNCT
ispiv-95	162	23	see	see	VERB
ispiv-95	162	24	fig	fig	NOUN
ispiv-95	162	25	.	.	PUNCT
ispiv-95	163	1	2(c	2(c	NUM
ispiv-95	163	2	)	)	PUNCT
ispiv-95	163	3	)	)	PUNCT
ispiv-95	163	4	.	.	PUNCT
ispiv-95	164	1	here	here	ADV
ispiv-95	164	2	,	,	PUNCT
ispiv-95	164	3	a	a	DET
ispiv-95	164	4	successful	successful	ADJ
ispiv-95	164	5	detection	detection	NOUN
ispiv-95	164	6	is	be	AUX
ispiv-95	164	7	defined	define	VERB
ispiv-95	164	8	as	as	ADP
ispiv-95	164	9	the	the	DET
ispiv-95	164	10	closest	close	ADJ
ispiv-95	164	11	detection	detection	NOUN
ispiv-95	164	12	to	to	ADP
ispiv-95	164	13	a	a	DET
ispiv-95	164	14	prescribed	prescribed	ADJ
ispiv-95	164	15	center	center	NOUN
ispiv-95	164	16	as	as	ADV
ispiv-95	164	17	long	long	ADV
ispiv-95	164	18	as	as	SCONJ
ispiv-95	164	19	it	it	PRON
ispiv-95	164	20	is	be	AUX
ispiv-95	164	21	smaller	small	ADJ
ispiv-95	164	22	than	than	ADP
ispiv-95	164	23	6	6	NUM
ispiv-95	164	24	pixels	pixel	NOUN
ispiv-95	164	25	.	.	PUNCT
ispiv-95	165	1	miss	miss	PROPN
ispiv-95	165	2	detections	detection	NOUN
ispiv-95	165	3	are	be	AUX
ispiv-95	165	4	the	the	DET
ispiv-95	165	5	prescribed	prescribed	ADJ
ispiv-95	165	6	centers	center	NOUN
ispiv-95	165	7	that	that	PRON
ispiv-95	165	8	can	can	AUX
ispiv-95	165	9	not	not	PART
ispiv-95	165	10	find	find	VERB
ispiv-95	165	11	a	a	DET
ispiv-95	165	12	successful	successful	ADJ
ispiv-95	165	13	match	match	NOUN
ispiv-95	165	14	,	,	PUNCT
ispiv-95	165	15	and	and	CCONJ
ispiv-95	165	16	ghost	ghost	NOUN
ispiv-95	165	17	points	point	NOUN
ispiv-95	165	18	are	be	AUX
ispiv-95	165	19	detections	detection	NOUN
ispiv-95	165	20	without	without	ADP
ispiv-95	165	21	a	a	DET
ispiv-95	165	22	prescribed	prescribed	ADJ
ispiv-95	165	23	center	center	NOUN
ispiv-95	165	24	in	in	ADP
ispiv-95	165	25	the	the	DET
ispiv-95	165	26	6	6	NUM
ispiv-95	165	27	pixel	pixel	PROPN
ispiv-95	165	28	range	range	NOUN
ispiv-95	165	29	.	.	PUNCT
ispiv-95	166	1	therefore	therefore	ADV
ispiv-95	166	2	,	,	PUNCT
ispiv-95	166	3	for	for	ADP
ispiv-95	166	4	three	three	NUM
ispiv-95	166	5	adjacent	adjacent	ADJ
ispiv-95	166	6	bubbles	bubble	NOUN
ispiv-95	166	7	being	be	AUX
ispiv-95	166	8	identified	identify	VERB
ispiv-95	166	9	by	by	ADP
ispiv-95	166	10	the	the	DET
ispiv-95	166	11	bd	bd	PROPN
ispiv-95	166	12	method	method	NOUN
ispiv-95	166	13	as	as	ADP
ispiv-95	166	14	one	one	NUM
ispiv-95	166	15	bubble	bubble	NOUN
ispiv-95	166	16	,	,	PUNCT
ispiv-95	166	17	the	the	DET
ispiv-95	166	18	result	result	NOUN
ispiv-95	166	19	would	would	AUX
ispiv-95	166	20	be	be	AUX
ispiv-95	166	21	two	two	NUM
ispiv-95	166	22	misses	miss	NOUN
ispiv-95	166	23	and	and	CCONJ
ispiv-95	166	24	one	one	NUM
ispiv-95	166	25	successful	successful	ADJ
ispiv-95	166	26	detection	detection	NOUN
ispiv-95	166	27	.	.	PUNCT
ispiv-95	167	1	as	as	ADP
ispiv-95	167	2	the	the	DET
ispiv-95	167	3	first	first	ADJ
ispiv-95	167	4	row	row	NOUN
ispiv-95	167	5	of	of	ADP
ispiv-95	167	6	fig	fig	NOUN
ispiv-95	167	7	.	.	PUNCT
ispiv-95	168	1	3(b	3(b	NUM
ispiv-95	168	2	)	)	PUNCT
ispiv-95	168	3	shows	show	NOUN
ispiv-95	168	4	,	,	PUNCT
ispiv-95	168	5	for	for	ADP
ispiv-95	168	6	all	all	DET
ispiv-95	168	7	bubble	bubble	NOUN
ispiv-95	168	8	densities	density	NOUN
ispiv-95	168	9	and	and	CCONJ
ispiv-95	168	10	depths	depth	NOUN
ispiv-95	168	11	,	,	PUNCT
ispiv-95	168	12	the	the	DET
ispiv-95	168	13	mean	mean	ADJ
ispiv-95	168	14	and	and	CCONJ
ispiv-95	168	15	standard	standard	ADJ
ispiv-95	168	16	deviations	deviation	NOUN
ispiv-95	168	17	of	of	ADP
ispiv-95	168	18	bd	bd	PROPN
ispiv-95	168	19	’s	’s	PART
ispiv-95	168	20	localization	localization	NOUN
ispiv-95	168	21	error	error	NOUN
ispiv-95	168	22	are	be	AUX
ispiv-95	168	23	much	much	ADV
ispiv-95	168	24	higher	high	ADJ
ispiv-95	168	25	than	than	ADP
ispiv-95	168	26	those	those	PRON
ispiv-95	168	27	of	of	ADP
ispiv-95	168	28	the	the	DET
ispiv-95	168	29	u	u	NOUN
ispiv-95	168	30	-	-	NOUN
ispiv-95	168	31	net	net	NOUN
ispiv-95	168	32	.	.	PUNCT
ispiv-95	169	1	as	as	SCONJ
ispiv-95	169	2	expected	expect	VERB
ispiv-95	169	3	,	,	PUNCT
ispiv-95	169	4	the	the	DET
ispiv-95	169	5	error	error	NOUN
ispiv-95	169	6	in	in	ADP
ispiv-95	169	7	bd	bd	PROPN
ispiv-95	169	8	increases	increase	NOUN
ispiv-95	169	9	with	with	ADP
ispiv-95	169	10	depth	depth	NOUN
ispiv-95	169	11	,	,	PUNCT
ispiv-95	169	12	while	while	SCONJ
ispiv-95	169	13	that	that	PRON
ispiv-95	169	14	of	of	ADP
ispiv-95	169	15	the	the	DET
ispiv-95	169	16	u	u	NOUN
ispiv-95	169	17	-	-	ADJ
ispiv-95	169	18	net	net	ADJ
ispiv-95	169	19	remains	remain	VERB
ispiv-95	169	20	at	at	ADP
ispiv-95	169	21	the	the	DET
ispiv-95	169	22	similar	similar	ADJ
ispiv-95	169	23	level	level	NOUN
ispiv-95	169	24	for	for	ADP
ispiv-95	169	25	all	all	DET
ispiv-95	169	26	depths	depth	NOUN
ispiv-95	169	27	.	.	PUNCT
ispiv-95	170	1	for	for	ADP
ispiv-95	170	2	both	both	DET
ispiv-95	170	3	methods	method	NOUN
ispiv-95	170	4	,	,	PUNCT
ispiv-95	170	5	the	the	DET
ispiv-95	170	6	error	error	NOUN
ispiv-95	170	7	increases	increase	VERB
ispiv-95	170	8	with	with	ADP
ispiv-95	170	9	bubble	bubble	NOUN
ispiv-95	170	10	density	density	NOUN
ispiv-95	170	11	.	.	PUNCT
ispiv-95	171	1	however	however	ADV
ispiv-95	171	2	,	,	PUNCT
ispiv-95	171	3	for	for	ADP
ispiv-95	171	4	low	low	ADJ
ispiv-95	171	5	(	(	PUNCT
ispiv-95	171	6	8.5	8.5	NUM
ispiv-95	171	7	bubbles	bubble	NOUN
ispiv-95	171	8	/	/	SYM
ispiv-95	171	9	cm2	cm2	NOUN
ispiv-95	171	10	)	)	PUNCT
ispiv-95	171	11	and	and	CCONJ
ispiv-95	171	12	normal	normal	ADJ
ispiv-95	171	13	(	(	PUNCT
ispiv-95	171	14	25.5	25.5	NUM
ispiv-95	171	15	bubbles	bubble	NOUN
ispiv-95	171	16	/	/	SYM
ispiv-95	171	17	cm2	cm2	NOUN
ispiv-95	171	18	)	)	PUNCT
ispiv-95	171	19	densities	density	NOUN
ispiv-95	171	20	,	,	PUNCT
ispiv-95	171	21	the	the	DET
ispiv-95	171	22	errors	error	NOUN
ispiv-95	171	23	for	for	ADP
ispiv-95	171	24	u	u	NOUN
ispiv-95	171	25	-	-	NOUN
ispiv-95	171	26	net	net	ADJ
ispiv-95	171	27	are	be	AUX
ispiv-95	171	28	less	less	ADJ
ispiv-95	171	29	than	than	ADP
ispiv-95	171	30	1	1	NUM
ispiv-95	171	31	pixel	pixel	NOUN
ispiv-95	171	32	.	.	PUNCT
ispiv-95	172	1	furthermore	furthermore	ADV
ispiv-95	172	2	,	,	PUNCT
ispiv-95	172	3	bd	bd	PROPN
ispiv-95	172	4	also	also	ADV
ispiv-95	172	5	has	have	VERB
ispiv-95	172	6	more	more	ADJ
ispiv-95	172	7	miss	miss	ADJ
ispiv-95	172	8	detections	detection	NOUN
ispiv-95	172	9	than	than	ADP
ispiv-95	172	10	u	u	NOUN
ispiv-95	172	11	-	-	NOUN
ispiv-95	172	12	net	net	ADJ
ispiv-95	172	13	(	(	PUNCT
ispiv-95	172	14	second	second	ADJ
ispiv-95	172	15	row	row	NOUN
ispiv-95	172	16	of	of	ADP
ispiv-95	172	17	fig	fig	NOUN
ispiv-95	172	18	.	.	PUNCT
ispiv-95	173	1	3(b	3(b	NUM
ispiv-95	173	2	)	)	PUNCT
ispiv-95	173	3	)	)	PUNCT
ispiv-95	173	4	.	.	PUNCT
ispiv-95	174	1	while	while	SCONJ
ispiv-95	174	2	the	the	DET
ispiv-95	174	3	average	average	ADJ
ispiv-95	174	4	miss	miss	NOUN
ispiv-95	174	5	detections	detection	NOUN
ispiv-95	174	6	for	for	ADP
ispiv-95	174	7	u	u	NOUN
ispiv-95	174	8	-	-	NOUN
ispiv-95	174	9	net	net	NOUN
ispiv-95	174	10	are	be	AUX
ispiv-95	174	11	typically	typically	ADV
ispiv-95	174	12	less	less	ADJ
ispiv-95	174	13	than	than	ADP
ispiv-95	174	14	5	5	NUM
ispiv-95	174	15	%	%	NOUN
ispiv-95	174	16	,	,	PUNCT
ispiv-95	174	17	those	those	PRON
ispiv-95	174	18	of	of	ADP
ispiv-95	174	19	bd	bd	PROPN
ispiv-95	174	20	not	not	PART
ispiv-95	174	21	only	only	ADV
ispiv-95	174	22	increase	increase	VERB
ispiv-95	174	23	with	with	ADP
ispiv-95	174	24	depth	depth	NOUN
ispiv-95	174	25	,	,	PUNCT
ispiv-95	174	26	but	but	CCONJ
ispiv-95	174	27	also	also	ADV
ispiv-95	174	28	increase	increase	VERB
ispiv-95	174	29	significantly	significantly	ADV
ispiv-95	174	30	with	with	ADP
ispiv-95	174	31	bubble	bubble	NOUN
ispiv-95	174	32	density	density	NOUN
ispiv-95	174	33	.	.	PUNCT
ispiv-95	175	1	as	as	ADP
ispiv-95	175	2	for	for	ADP
ispiv-95	175	3	the	the	DET
ispiv-95	175	4	ghost	ghost	NOUN
ispiv-95	175	5	points	point	NOUN
ispiv-95	175	6	(	(	PUNCT
ispiv-95	175	7	3rd	3rd	NOUN
ispiv-95	175	8	row	row	NOUN
ispiv-95	175	9	in	in	ADP
ispiv-95	175	10	fig	fig	NOUN
ispiv-95	175	11	.	.	PUNCT
ispiv-95	176	1	3(b	3(b	NUM
ispiv-95	176	2	)	)	PUNCT
ispiv-95	176	3	)	)	PUNCT
ispiv-95	176	4	,	,	PUNCT
ispiv-95	176	5	u	u	NOUN
ispiv-95	176	6	-	-	NOUN
ispiv-95	176	7	net	net	NOUN
ispiv-95	176	8	is	be	AUX
ispiv-95	176	9	not	not	PART
ispiv-95	176	10	prone	prone	ADJ
ispiv-95	176	11	to	to	PART
ispiv-95	176	12	have	have	VERB
ispiv-95	176	13	such	such	DET
ispiv-95	176	14	an	an	DET
ispiv-95	176	15	issue	issue	NOUN
ispiv-95	176	16	for	for	ADP
ispiv-95	176	17	all	all	DET
ispiv-95	176	18	the	the	DET
ispiv-95	176	19	tested	test	VERB
ispiv-95	176	20	depths	depth	NOUN
ispiv-95	176	21	and	and	CCONJ
ispiv-95	176	22	densities	density	NOUN
ispiv-95	176	23	,	,	PUNCT
ispiv-95	176	24	and	and	CCONJ
ispiv-95	176	25	bd	bd	PROPN
ispiv-95	176	26	shows	show	VERB
ispiv-95	176	27	about	about	ADV
ispiv-95	176	28	5	5	NUM
ispiv-95	176	29	%	%	NOUN
ispiv-95	176	30	of	of	ADP
ispiv-95	176	31	ghost	ghost	NOUN
ispiv-95	176	32	points	point	NOUN
ispiv-95	176	33	at	at	ADP
ispiv-95	176	34	large	large	ADJ
ispiv-95	176	35	depth	depth	NOUN
ispiv-95	176	36	.	.	PUNCT
ispiv-95	177	1	clearly	clearly	ADV
ispiv-95	177	2	,	,	PUNCT
ispiv-95	177	3	u	u	ADJ
ispiv-95	177	4	-	-	ADJ
ispiv-95	177	5	net	net	ADJ
ispiv-95	177	6	outperforms	outperform	NOUN
ispiv-95	177	7	bd	bd	NOUN
ispiv-95	177	8	in	in	ADP
ispiv-95	177	9	terms	term	NOUN
ispiv-95	177	10	of	of	ADP
ispiv-95	177	11	both	both	DET
ispiv-95	177	12	processing	processing	NOUN
ispiv-95	177	13	speed	speed	NOUN
ispiv-95	177	14	and	and	CCONJ
ispiv-95	177	15	accuracy	accuracy	NOUN
ispiv-95	177	16	in	in	ADP
ispiv-95	177	17	enhancing	enhance	VERB
ispiv-95	177	18	ceus	ceus	NOUN
ispiv-95	177	19	images	image	NOUN
ispiv-95	177	20	and	and	CCONJ
ispiv-95	177	21	detecting	detect	VERB
ispiv-95	177	22	microbubbles	microbubble	NOUN
ispiv-95	177	23	.	.	PUNCT
ispiv-95	178	1	3.2	3.2	NUM
ispiv-95	178	2	visualization	visualization	NOUN
ispiv-95	178	3	and	and	CCONJ
ispiv-95	178	4	quantification	quantification	NOUN
ispiv-95	178	5	of	of	ADP
ispiv-95	178	6	the	the	DET
ispiv-95	178	7	cerebral	cerebral	ADJ
ispiv-95	178	8	microcirculation	microcirculation	NOUN
ispiv-95	178	9	the	the	DET
ispiv-95	178	10	visualization	visualization	NOUN
ispiv-95	178	11	of	of	ADP
ispiv-95	178	12	the	the	DET
ispiv-95	178	13	vasculature	vasculature	NOUN
ispiv-95	178	14	is	be	AUX
ispiv-95	178	15	presented	present	VERB
ispiv-95	178	16	in	in	ADP
ispiv-95	178	17	fig	fig	NOUN
ispiv-95	178	18	.	.	PUNCT
ispiv-95	179	1	4(a	4(a	NUM
ispiv-95	179	2	)	)	PUNCT
ispiv-95	179	3	,	,	PUNCT
ispiv-95	179	4	and	and	CCONJ
ispiv-95	179	5	the	the	DET
ispiv-95	179	6	corresponding	corresponding	ADJ
ispiv-95	179	7	time	time	NOUN
ispiv-95	179	8	-	-	PUNCT
ispiv-95	179	9	averaged	average	VERB
ispiv-95	179	10	velocity	velocity	NOUN
ispiv-95	179	11	map	map	NOUN
ispiv-95	179	12	is	be	AUX
ispiv-95	179	13	demonstrated	demonstrate	VERB
ispiv-95	179	14	in	in	ADP
ispiv-95	179	15	the	the	DET
ispiv-95	179	16	fig	fig	NOUN
ispiv-95	179	17	.	.	PUNCT
ispiv-95	180	1	4(b	4(b	NUM
ispiv-95	180	2	)	)	PUNCT
ispiv-95	180	3	.	.	PUNCT
ispiv-95	181	1	major	major	ADJ
ispiv-95	181	2	blood	blood	NOUN
ispiv-95	181	3	vessels	vessel	NOUN
ispiv-95	181	4	(	(	PUNCT
ispiv-95	181	5	~1	~1	VERB
ispiv-95	181	6	mm	mm	NUM
ispiv-95	181	7	width	width	NOUN
ispiv-95	181	8	)	)	PUNCT
ispiv-95	181	9	with	with	ADP
ispiv-95	181	10	time	time	NOUN
ispiv-95	181	11	-	-	PUNCT
ispiv-95	181	12	averaged	average	VERB
ispiv-95	181	13	speeds	speed	NOUN
ispiv-95	181	14	of	of	ADP
ispiv-95	181	15	more	more	ADJ
ispiv-95	181	16	than	than	ADP
ispiv-95	181	17	5	5	NUM
ispiv-95	181	18	cm	cm	NOUN
ispiv-95	181	19	/	/	SYM
ispiv-95	181	20	s	s	PART
ispiv-95	181	21	and	and	CCONJ
ispiv-95	181	22	moderate	moderate	ADJ
ispiv-95	181	23	vessel	vessel	NOUN
ispiv-95	181	24	(	(	PUNCT
ispiv-95	181	25	~	~	PUNCT
ispiv-95	181	26	300	300	NUM
ispiv-95	181	27	µm	µm	NOUN
ispiv-95	181	28	width	width	NOUN
ispiv-95	181	29	)	)	PUNCT
ispiv-95	181	30	with	with	ADP
ispiv-95	181	31	speeds	speed	NOUN
ispiv-95	181	32	in	in	ADP
ispiv-95	181	33	1	1	NUM
ispiv-95	181	34	-	-	SYM
ispiv-95	181	35	2	2	NUM
ispiv-95	181	36	cm	cm	NOUN
ispiv-95	181	37	/	/	SYM
ispiv-95	181	38	s	s	PART
ispiv-95	181	39	range	range	NOUN
ispiv-95	181	40	are	be	AUX
ispiv-95	181	41	evident	evident	ADJ
ispiv-95	181	42	.	.	PUNCT
ispiv-95	182	1	figure	figure	VERB
ispiv-95	182	2	4	4	NUM
ispiv-95	182	3	visualization	visualization	NOUN
ispiv-95	182	4	and	and	CCONJ
ispiv-95	182	5	quantification	quantification	NOUN
ispiv-95	182	6	of	of	ADP
ispiv-95	182	7	the	the	DET
ispiv-95	182	8	cerebral	cerebral	ADJ
ispiv-95	182	9	microcirculation	microcirculation	NOUN
ispiv-95	182	10	.	.	PUNCT
ispiv-95	183	1	(	(	PUNCT
ispiv-95	183	2	a	a	X
ispiv-95	183	3	)	)	PUNCT
ispiv-95	183	4	a	a	DET
ispiv-95	183	5	visualization	visualization	NOUN
ispiv-95	183	6	of	of	ADP
ispiv-95	183	7	the	the	DET
ispiv-95	183	8	blood	blood	NOUN
ispiv-95	183	9	vasculatures	vasculature	NOUN
ispiv-95	183	10	.	.	PUNCT
ispiv-95	184	1	(	(	PUNCT
ispiv-95	184	2	b	b	X
ispiv-95	184	3	)	)	PUNCT
ispiv-95	184	4	the	the	DET
ispiv-95	184	5	corresponding	correspond	VERB
ispiv-95	184	6	blood	blood	NOUN
ispiv-95	184	7	velocity	velocity	NOUN
ispiv-95	184	8	map	map	NOUN
ispiv-95	184	9	of	of	ADP
ispiv-95	184	10	(	(	PUNCT
ispiv-95	184	11	a	a	NOUN
ispiv-95	184	12	)	)	PUNCT
ispiv-95	184	13	.	.	PUNCT
ispiv-95	185	1	(	(	PUNCT
ispiv-95	185	2	c	c	X
ispiv-95	185	3	)	)	PUNCT
ispiv-95	185	4	a	a	DET
ispiv-95	185	5	magnified	magnified	ADJ
ispiv-95	185	6	view	view	NOUN
ispiv-95	185	7	of	of	ADP
ispiv-95	185	8	the	the	DET
ispiv-95	185	9	region	region	NOUN
ispiv-95	185	10	in	in	ADP
ispiv-95	185	11	the	the	DET
ispiv-95	185	12	yellow	yellow	PROPN
ispiv-95	185	13	box	box	PROPN
ispiv-95	185	14	of	of	ADP
ispiv-95	185	15	(	(	PUNCT
ispiv-95	185	16	a	a	NOUN
ispiv-95	185	17	)	)	PUNCT
ispiv-95	185	18	,	,	PUNCT
ispiv-95	185	19	showing	show	VERB
ispiv-95	185	20	the	the	DET
ispiv-95	185	21	complex	complex	ADJ
ispiv-95	185	22	microvascular	microvascular	ADJ
ispiv-95	185	23	networks	network	NOUN
ispiv-95	185	24	.	.	PUNCT
ispiv-95	186	1	line	line	NOUN
ispiv-95	186	2	1	1	NUM
ispiv-95	186	3	is	be	AUX
ispiv-95	186	4	the	the	DET
ispiv-95	186	5	cross	cross	NOUN
ispiv-95	186	6	section	section	NOUN
ispiv-95	186	7	(	(	PUNCT
ispiv-95	186	8	red	red	ADJ
ispiv-95	186	9	bar	bar	NOUN
ispiv-95	186	10	plot	plot	NOUN
ispiv-95	186	11	)	)	PUNCT
ispiv-95	186	12	of	of	ADP
ispiv-95	186	13	a	a	DET
ispiv-95	186	14	moderate	moderate	ADJ
ispiv-95	186	15	blood	blood	NOUN
ispiv-95	186	16	vessel	vessel	NOUN
ispiv-95	186	17	,	,	PUNCT
ispiv-95	186	18	and	and	CCONJ
ispiv-95	186	19	the	the	DET
ispiv-95	186	20	result	result	NOUN
ispiv-95	186	21	for	for	ADP
ispiv-95	186	22	line	line	NOUN
ispiv-95	186	23	2	2	NUM
ispiv-95	186	24	shows	show	VERB
ispiv-95	186	25	that	that	SCONJ
ispiv-95	186	26	the	the	DET
ispiv-95	186	27	current	current	ADJ
ispiv-95	186	28	work	work	NOUN
ispiv-95	186	29	is	be	AUX
ispiv-95	186	30	able	able	ADJ
ispiv-95	186	31	to	to	PART
ispiv-95	186	32	distinguish	distinguish	VERB
ispiv-95	186	33	micro	micro	NOUN
ispiv-95	186	34	-	-	NOUN
ispiv-95	186	35	vessels	vessel	NOUN
ispiv-95	186	36	departed	depart	VERB
ispiv-95	186	37	by	by	ADP
ispiv-95	186	38	40	40	NUM
ispiv-95	186	39	µm	µm	NOUN
ispiv-95	186	40	.	.	NOUN
ispiv-95	186	41	14th	14th	ADJ
ispiv-95	186	42	international	international	ADJ
ispiv-95	186	43	symposium	symposium	NOUN
ispiv-95	186	44	on	on	ADP
ispiv-95	186	45	particle	particle	NOUN
ispiv-95	186	46	image	image	NOUN
ispiv-95	186	47	velocimetry	velocimetry	NOUN
ispiv-95	186	48	-ispiv	-ispiv	NOUN
ispiv-95	186	49	2021	2021	NUM
ispiv-95	186	50	august	august	PROPN
ispiv-95	186	51	1	1	NUM
ispiv-95	186	52	-	-	PUNCT
ispiv-95	186	53	-5	-5	ADJ
ispiv-95	186	54	,	,	PUNCT
ispiv-95	186	55	2021	2021	NUM
ispiv-95	186	56	the	the	DET
ispiv-95	186	57	speeds	speed	NOUN
ispiv-95	186	58	for	for	ADP
ispiv-95	186	59	micro	micro	NOUN
ispiv-95	186	60	-	-	NOUN
ispiv-95	186	61	vessels	vessel	NOUN
ispiv-95	186	62	are	be	AUX
ispiv-95	186	63	usually	usually	ADV
ispiv-95	186	64	below	below	ADP
ispiv-95	186	65	1cm	1cm	NOUN
ispiv-95	186	66	/	/	PUNCT
ispiv-95	187	1	s.	s.	PROPN
ispiv-95	187	2	a	a	DET
ispiv-95	187	3	closer	close	ADJ
ispiv-95	187	4	look	look	NOUN
ispiv-95	187	5	at	at	ADP
ispiv-95	187	6	the	the	DET
ispiv-95	187	7	micro	micro	ADJ
ispiv-95	187	8	-	-	ADJ
ispiv-95	187	9	vessel	vessel	ADJ
ispiv-95	187	10	networks	network	NOUN
ispiv-95	187	11	is	be	AUX
ispiv-95	187	12	presented	present	VERB
ispiv-95	187	13	in	in	ADP
ispiv-95	187	14	fig	fig	NOUN
ispiv-95	187	15	.	.	PUNCT
ispiv-95	188	1	4(c	4(c	NUM
ispiv-95	188	2	)	)	PUNCT
ispiv-95	188	3	,	,	PUNCT
ispiv-95	188	4	where	where	SCONJ
ispiv-95	188	5	a	a	DET
ispiv-95	188	6	magnified	magnified	ADJ
ispiv-95	188	7	view	view	NOUN
ispiv-95	188	8	of	of	ADP
ispiv-95	188	9	the	the	DET
ispiv-95	188	10	region	region	NOUN
ispiv-95	188	11	in	in	ADP
ispiv-95	188	12	the	the	DET
ispiv-95	188	13	yellow	yellow	PROPN
ispiv-95	188	14	box	box	PROPN
ispiv-95	188	15	of	of	ADP
ispiv-95	188	16	fig	fig	PROPN
ispiv-95	188	17	.	.	PUNCT
ispiv-95	189	1	4(a	4(a	NUM
ispiv-95	189	2	)	)	PUNCT
ispiv-95	189	3	is	be	AUX
ispiv-95	189	4	demonstrated	demonstrate	VERB
ispiv-95	189	5	.	.	PUNCT
ispiv-95	190	1	two	two	NUM
ispiv-95	190	2	lines	line	NOUN
ispiv-95	190	3	are	be	AUX
ispiv-95	190	4	indicated	indicate	VERB
ispiv-95	190	5	on	on	ADP
ispiv-95	190	6	the	the	DET
ispiv-95	190	7	zoomed	zoomed	PROPN
ispiv-95	190	8	view	view	NOUN
ispiv-95	190	9	to	to	PART
ispiv-95	190	10	demonstrate	demonstrate	VERB
ispiv-95	190	11	the	the	DET
ispiv-95	190	12	spatial	spatial	ADJ
ispiv-95	190	13	resolution	resolution	NOUN
ispiv-95	190	14	of	of	ADP
ispiv-95	190	15	the	the	DET
ispiv-95	190	16	current	current	ADJ
ispiv-95	190	17	result	result	NOUN
ispiv-95	190	18	.	.	PUNCT
ispiv-95	191	1	line	line	NOUN
ispiv-95	191	2	1	1	NUM
ispiv-95	191	3	is	be	AUX
ispiv-95	191	4	the	the	DET
ispiv-95	191	5	cross	cross	NOUN
ispiv-95	191	6	section	section	NOUN
ispiv-95	191	7	of	of	ADP
ispiv-95	191	8	a	a	DET
ispiv-95	191	9	moderate	moderate	ADJ
ispiv-95	191	10	sized	sized	ADJ
ispiv-95	191	11	blood	blood	NOUN
ispiv-95	191	12	vessel	vessel	NOUN
ispiv-95	191	13	,	,	PUNCT
ispiv-95	191	14	and	and	CCONJ
ispiv-95	191	15	the	the	DET
ispiv-95	191	16	bar	bar	NOUN
ispiv-95	191	17	plot	plot	NOUN
ispiv-95	191	18	of	of	ADP
ispiv-95	191	19	the	the	DET
ispiv-95	191	20	numbers	number	NOUN
ispiv-95	191	21	of	of	ADP
ispiv-95	191	22	trajectories	trajectory	NOUN
ispiv-95	191	23	along	along	ADP
ispiv-95	191	24	this	this	DET
ispiv-95	191	25	line	line	NOUN
ispiv-95	191	26	shows	show	VERB
ispiv-95	191	27	that	that	SCONJ
ispiv-95	191	28	the	the	DET
ispiv-95	191	29	in	in	ADP
ispiv-95	191	30	-	-	PUNCT
ispiv-95	191	31	plane	plane	NOUN
ispiv-95	191	32	width	width	NOUN
ispiv-95	191	33	of	of	ADP
ispiv-95	191	34	this	this	DET
ispiv-95	191	35	vessel	vessel	NOUN
ispiv-95	191	36	is	be	AUX
ispiv-95	191	37	around	around	ADV
ispiv-95	191	38	300	300	NUM
ispiv-95	191	39	µm	µm	NOUN
ispiv-95	191	40	.	.	PUNCT
ispiv-95	192	1	the	the	DET
ispiv-95	192	2	corresponding	correspond	VERB
ispiv-95	192	3	velocity	velocity	NOUN
ispiv-95	192	4	profile	profile	NOUN
ispiv-95	192	5	shows	show	VERB
ispiv-95	192	6	a	a	DET
ispiv-95	192	7	parabolic	parabolic	ADJ
ispiv-95	192	8	shape	shape	NOUN
ispiv-95	192	9	,	,	PUNCT
ispiv-95	192	10	which	which	PRON
ispiv-95	192	11	is	be	AUX
ispiv-95	192	12	consistent	consistent	ADJ
ispiv-95	192	13	with	with	ADP
ispiv-95	192	14	the	the	DET
ispiv-95	192	15	expected	expect	VERB
ispiv-95	192	16	poiseuille	poiseuille	NOUN
ispiv-95	192	17	flow	flow	NOUN
ispiv-95	192	18	profile	profile	NOUN
ispiv-95	192	19	.	.	PUNCT
ispiv-95	193	1	line	line	NOUN
ispiv-95	193	2	2	2	NUM
ispiv-95	193	3	is	be	AUX
ispiv-95	193	4	placed	place	VERB
ispiv-95	193	5	across	across	ADP
ispiv-95	193	6	two	two	NUM
ispiv-95	193	7	parallel	parallel	ADJ
ispiv-95	193	8	micro	micro	NOUN
ispiv-95	193	9	-	-	NOUN
ispiv-95	193	10	vessels	vessel	NOUN
ispiv-95	193	11	that	that	PRON
ispiv-95	193	12	are	be	AUX
ispiv-95	193	13	very	very	ADV
ispiv-95	193	14	close	close	ADJ
ispiv-95	193	15	to	to	ADP
ispiv-95	193	16	each	each	DET
ispiv-95	193	17	other	other	ADJ
ispiv-95	193	18	.	.	PUNCT
ispiv-95	194	1	the	the	DET
ispiv-95	194	2	results	result	NOUN
ispiv-95	194	3	of	of	ADP
ispiv-95	194	4	line	line	NOUN
ispiv-95	194	5	2	2	NUM
ispiv-95	194	6	shows	show	VERB
ispiv-95	194	7	that	that	SCONJ
ispiv-95	194	8	the	the	DET
ispiv-95	194	9	spatial	spatial	ADJ
ispiv-95	194	10	resolution	resolution	NOUN
ispiv-95	194	11	of	of	ADP
ispiv-95	194	12	the	the	DET
ispiv-95	194	13	current	current	ADJ
ispiv-95	194	14	method	method	NOUN
ispiv-95	194	15	is	be	AUX
ispiv-95	194	16	sufficient	sufficient	ADJ
ispiv-95	194	17	to	to	PART
ispiv-95	194	18	distinguish	distinguish	VERB
ispiv-95	194	19	two	two	NUM
ispiv-95	194	20	neighboring	neighboring	NOUN
ispiv-95	194	21	micro	micro	NOUN
ispiv-95	194	22	-	-	NOUN
ispiv-95	194	23	vessels	vessel	NOUN
ispiv-95	194	24	that	that	PRON
ispiv-95	194	25	are	be	AUX
ispiv-95	194	26	40	40	NUM
ispiv-95	194	27	µm	µm	ADP
ispiv-95	194	28	apart	apart	ADV
ispiv-95	194	29	.	.	PUNCT
ispiv-95	195	1	4	4	NUM
ispiv-95	195	2	conclusions	conclusion	NOUN
ispiv-95	195	3	in	in	ADP
ispiv-95	195	4	conclusion	conclusion	NOUN
ispiv-95	195	5	,	,	PUNCT
ispiv-95	195	6	the	the	DET
ispiv-95	195	7	current	current	ADJ
ispiv-95	195	8	work	work	NOUN
ispiv-95	195	9	has	have	AUX
ispiv-95	195	10	proposed	propose	VERB
ispiv-95	195	11	a	a	DET
ispiv-95	195	12	u	u	NOUN
ispiv-95	195	13	-	-	ADJ
ispiv-95	195	14	net	net	ADJ
ispiv-95	195	15	based	base	VERB
ispiv-95	195	16	image	image	NOUN
ispiv-95	195	17	processing	processing	NOUN
ispiv-95	195	18	method	method	NOUN
ispiv-95	195	19	and	and	CCONJ
ispiv-95	195	20	a	a	DET
ispiv-95	195	21	kalman	kalman	NOUN
ispiv-95	195	22	filter	filter	NOUN
ispiv-95	195	23	based	base	VERB
ispiv-95	195	24	bubble	bubble	NOUN
ispiv-95	195	25	tracking	tracking	NOUN
ispiv-95	195	26	method	method	NOUN
ispiv-95	195	27	for	for	ADP
ispiv-95	195	28	performing	perform	VERB
ispiv-95	195	29	echo	echo	NOUN
ispiv-95	195	30	-	-	PUNCT
ispiv-95	195	31	ptv	ptv	NOUN
ispiv-95	195	32	using	use	VERB
ispiv-95	195	33	clinically	clinically	ADV
ispiv-95	195	34	available	available	ADJ
ispiv-95	195	35	ceus	ceus	NOUN
ispiv-95	195	36	images	image	NOUN
ispiv-95	195	37	.	.	PUNCT
ispiv-95	196	1	the	the	DET
ispiv-95	196	2	unet	unet	NOUN
ispiv-95	196	3	model	model	NOUN
ispiv-95	196	4	has	have	AUX
ispiv-95	196	5	significantly	significantly	ADV
ispiv-95	196	6	improved	improve	VERB
ispiv-95	196	7	the	the	DET
ispiv-95	196	8	processing	processing	NOUN
ispiv-95	196	9	speed	speed	NOUN
ispiv-95	196	10	and	and	CCONJ
ispiv-95	196	11	accuracy	accuracy	NOUN
ispiv-95	196	12	in	in	ADP
ispiv-95	196	13	bubble	bubble	NOUN
ispiv-95	196	14	detection	detection	NOUN
ispiv-95	196	15	.	.	PUNCT
ispiv-95	197	1	we	we	PRON
ispiv-95	197	2	have	have	AUX
ispiv-95	197	3	demonstrated	demonstrate	VERB
ispiv-95	197	4	the	the	DET
ispiv-95	197	5	application	application	NOUN
ispiv-95	197	6	of	of	ADP
ispiv-95	197	7	the	the	DET
ispiv-95	197	8	currently	currently	ADV
ispiv-95	197	9	proposed	propose	VERB
ispiv-95	197	10	method	method	NOUN
ispiv-95	197	11	for	for	ADP
ispiv-95	197	12	measuring	measure	VERB
ispiv-95	197	13	the	the	DET
ispiv-95	197	14	cerebral	cerebral	ADJ
ispiv-95	197	15	microcirculation	microcirculation	NOUN
ispiv-95	197	16	on	on	ADP
ispiv-95	197	17	a	a	DET
ispiv-95	197	18	piglet	piglet	NOUN
ispiv-95	197	19	.	.	PUNCT
ispiv-95	198	1	neighboring	neighbor	VERB
ispiv-95	198	2	micro	micro	NOUN
ispiv-95	198	3	-	-	NOUN
ispiv-95	198	4	vessels	vessel	NOUN
ispiv-95	198	5	that	that	PRON
ispiv-95	198	6	are	be	AUX
ispiv-95	198	7	40	40	NUM
ispiv-95	198	8	µm	µm	ADP
ispiv-95	198	9	apart	apart	ADV
ispiv-95	198	10	from	from	ADP
ispiv-95	198	11	each	each	DET
ispiv-95	198	12	other	other	ADJ
ispiv-95	198	13	can	can	AUX
ispiv-95	198	14	be	be	AUX
ispiv-95	198	15	successfully	successfully	ADV
ispiv-95	198	16	detected	detect	VERB
ispiv-95	198	17	.	.	PUNCT
ispiv-95	199	1	acknowledgements	acknowledgement	NOUN
ispiv-95	199	2	misun	misun	PROPN
ispiv-95	199	3	hwang	hwang	PROPN
ispiv-95	199	4	acknowledges	acknowledge	VERB
ispiv-95	199	5	support	support	NOUN
ispiv-95	199	6	from	from	ADP
ispiv-95	199	7	nih	nih	PROPN
ispiv-95	199	8	grants	grants	PROPN
ispiv-95	199	9	r01	r01	PROPN
ispiv-95	199	10	ns119473	ns119473	PROPN
ispiv-95	199	11	-	-	PUNCT
ispiv-95	199	12	01	01	NUM
ispiv-95	199	13	,	,	PUNCT
ispiv-95	199	14	and	and	CCONJ
ispiv-95	199	15	joseph	joseph	PROPN
ispiv-95	199	16	katz	katz	PROPN
ispiv-95	199	17	acknowledges	acknowledge	VERB
ispiv-95	199	18	support	support	NOUN
ispiv-95	199	19	from	from	ADP
ispiv-95	199	20	the	the	DET
ispiv-95	199	21	department	department	NOUN
ispiv-95	199	22	of	of	ADP
ispiv-95	199	23	mechanical	mechanical	ADJ
ispiv-95	199	24	engineering	engineering	NOUN
ispiv-95	199	25	at	at	ADP
ispiv-95	199	26	johns	johns	PROPN
ispiv-95	199	27	hopkins	hopkins	PROPN
ispiv-95	199	28	university	university	PROPN
ispiv-95	199	29	.	.	PUNCT
ispiv-95	200	1	references	reference	NOUN
ispiv-95	200	2	ackermann	ackermann	PROPN
ispiv-95	200	3	d	d	PROPN
ispiv-95	200	4	,	,	PUNCT
ispiv-95	200	5	schmitz	schmitz	PROPN
ispiv-95	200	6	g	g	PROPN
ispiv-95	200	7	(	(	PUNCT
ispiv-95	200	8	2016	2016	NUM
ispiv-95	200	9	)	)	PUNCT
ispiv-95	200	10	detection	detection	NOUN
ispiv-95	200	11	and	and	CCONJ
ispiv-95	200	12	tracking	tracking	NOUN
ispiv-95	200	13	of	of	ADP
ispiv-95	200	14	multiple	multiple	ADJ
ispiv-95	200	15	microbubbles	microbubble	NOUN
ispiv-95	200	16	in	in	ADP
ispiv-95	200	17	ultrasound	ultrasound	NOUN
ispiv-95	200	18	b	b	NOUN
ispiv-95	200	19	-	-	PUNCT
ispiv-95	200	20	mode	mode	NOUN
ispiv-95	200	21	images	image	NOUN
ispiv-95	200	22	.	.	PUNCT
ispiv-95	201	1	ieee	ieee	NOUN
ispiv-95	201	2	transactions	transaction	NOUN
ispiv-95	201	3	on	on	ADP
ispiv-95	201	4	ultrasonics	ultrasonic	NOUN
ispiv-95	201	5	,	,	PUNCT
ispiv-95	201	6	ferroelectrics	ferroelectric	NOUN
ispiv-95	201	7	,	,	PUNCT
ispiv-95	201	8	and	and	CCONJ
ispiv-95	201	9	frequency	frequency	NOUN
ispiv-95	201	10	control	control	NOUN
ispiv-95	201	11	63:72–82	63:72–82	PROPN
ispiv-95	201	12	bai	bai	PROPN
ispiv-95	201	13	c	c	NOUN
ispiv-95	201	14	,	,	PUNCT
ispiv-95	201	15	liu	liu	PROPN
ispiv-95	201	16	c	c	PROPN
ispiv-95	201	17	,	,	PUNCT
ispiv-95	201	18	yu	yu	PROPN
ispiv-95	201	19	x	x	PROPN
ispiv-95	201	20	,	,	PUNCT
ispiv-95	201	21	peng	peng	PROPN
ispiv-95	201	22	t	t	PROPN
ispiv-95	201	23	,	,	PUNCT
ispiv-95	201	24	min	min	PROPN
ispiv-95	201	25	j	j	PROPN
ispiv-95	201	26	,	,	PUNCT
ispiv-95	201	27	yan	yan	PROPN
ispiv-95	201	28	s	s	PROPN
ispiv-95	201	29	,	,	PUNCT
ispiv-95	201	30	dan	dan	PROPN
ispiv-95	201	31	d	d	PROPN
ispiv-95	201	32	,	,	PUNCT
ispiv-95	201	33	yao	yao	PROPN
ispiv-95	201	34	b	b	PROPN
ispiv-95	201	35	(	(	PUNCT
ispiv-95	201	36	2019	2019	NUM
ispiv-95	201	37	)	)	PUNCT
ispiv-95	201	38	imaging	imaging	NOUN
ispiv-95	201	39	enhancement	enhancement	NOUN
ispiv-95	201	40	of	of	ADP
ispiv-95	201	41	light	light	ADJ
ispiv-95	201	42	-	-	PUNCT
ispiv-95	201	43	sheet	sheet	NOUN
ispiv-95	201	44	fluorescence	fluorescence	NOUN
ispiv-95	201	45	microscopy	microscopy	NOUN
ispiv-95	201	46	via	via	ADP
ispiv-95	201	47	deep	deep	ADJ
ispiv-95	201	48	learning	learning	NOUN
ispiv-95	201	49	.	.	PUNCT
ispiv-95	202	1	ieee	ieee	NOUN
ispiv-95	202	2	photonics	photonics	PROPN
ispiv-95	202	3	technology	technology	PROPN
ispiv-95	202	4	letters	letter	NOUN
ispiv-95	202	5	31:1803–1806	31:1803–1806	NUM
ispiv-95	202	6	christensen	christensen	PROPN
ispiv-95	202	7	-	-	PUNCT
ispiv-95	202	8	jeffries	jeffries	PROPN
ispiv-95	202	9	k	k	NOUN
ispiv-95	202	10	,	,	PUNCT
ispiv-95	202	11	browning	brown	VERB
ispiv-95	202	12	rj	rj	PROPN
ispiv-95	202	13	,	,	PUNCT
ispiv-95	202	14	tang	tang	PROPN
ispiv-95	202	15	m	m	PROPN
ispiv-95	202	16	-	-	PROPN
ispiv-95	202	17	x	x	NOUN
ispiv-95	202	18	,	,	PUNCT
ispiv-95	202	19	dunsby	dunsby	ADJ
ispiv-95	202	20	c	c	NOUN
ispiv-95	202	21	,	,	PUNCT
ispiv-95	202	22	eckersley	eckersley	PROPN
ispiv-95	202	23	rj	rj	PROPN
ispiv-95	202	24	(	(	PUNCT
ispiv-95	202	25	2014	2014	NUM
ispiv-95	202	26	)	)	PUNCT
ispiv-95	202	27	in	in	ADP
ispiv-95	202	28	vivo	vivo	ADJ
ispiv-95	202	29	acoustic	acoustic	ADJ
ispiv-95	202	30	superresolution	superresolution	NOUN
ispiv-95	202	31	and	and	CCONJ
ispiv-95	202	32	super	super	ADJ
ispiv-95	202	33	-	-	ADJ
ispiv-95	202	34	resolved	resolved	ADJ
ispiv-95	202	35	velocity	velocity	NOUN
ispiv-95	202	36	mapping	mapping	NOUN
ispiv-95	202	37	using	use	VERB
ispiv-95	202	38	microbubbles	microbubble	NOUN
ispiv-95	202	39	.	.	PUNCT
ispiv-95	203	1	ieee	ieee	NOUN
ispiv-95	203	2	transactions	transaction	NOUN
ispiv-95	203	3	on	on	ADP
ispiv-95	203	4	medical	medical	ADJ
ispiv-95	203	5	imaging	imaging	NOUN
ispiv-95	203	6	34:433–440	34:433–440	NUM
ispiv-95	203	7	crapper	crapper	NOUN
ispiv-95	203	8	m	m	PROPN
ispiv-95	203	9	,	,	PUNCT
ispiv-95	203	10	bruce	bruce	PROPN
ispiv-95	203	11	t	t	PROPN
ispiv-95	203	12	,	,	PUNCT
ispiv-95	203	13	gouble	gouble	ADJ
ispiv-95	203	14	c	c	NOUN
ispiv-95	203	15	(	(	PUNCT
ispiv-95	203	16	2000	2000	NUM
ispiv-95	203	17	)	)	PUNCT
ispiv-95	203	18	flow	flow	NOUN
ispiv-95	203	19	field	field	NOUN
ispiv-95	203	20	visualization	visualization	NOUN
ispiv-95	203	21	of	of	ADP
ispiv-95	203	22	sediment	sediment	NOUN
ispiv-95	203	23	-	-	PUNCT
ispiv-95	203	24	laden	laden	NOUN
ispiv-95	203	25	flow	flow	NOUN
ispiv-95	203	26	using	use	VERB
ispiv-95	203	27	ultrasonic	ultrasonic	ADJ
ispiv-95	203	28	imaging	imaging	NOUN
ispiv-95	203	29	.	.	PUNCT
ispiv-95	204	1	dynamics	dynamic	NOUN
ispiv-95	204	2	of	of	ADP
ispiv-95	204	3	atmospheres	atmosphere	NOUN
ispiv-95	204	4	and	and	CCONJ
ispiv-95	204	5	oceans	ocean	NOUN
ispiv-95	204	6	31:233–245	31:233–245	NUM
ispiv-95	204	7	dankbaar	dankbaar	NOUN
ispiv-95	204	8	jw	jw	PROPN
ispiv-95	204	9	,	,	PUNCT
ispiv-95	204	10	de	de	PROPN
ispiv-95	204	11	rooij	rooij	PROPN
ispiv-95	204	12	nk	nk	PROPN
ispiv-95	204	13	,	,	PUNCT
ispiv-95	204	14	rijsdijk	rijsdijk	NOUN
ispiv-95	204	15	m	m	PROPN
ispiv-95	204	16	,	,	PUNCT
ispiv-95	204	17	velthuis	velthuis	PROPN
ispiv-95	204	18	bk	bk	PROPN
ispiv-95	204	19	,	,	PUNCT
ispiv-95	204	20	frijns	frijns	NOUN
ispiv-95	204	21	cjm	cjm	NOUN
ispiv-95	204	22	,	,	PUNCT
ispiv-95	204	23	rinkel	rinkel	NOUN
ispiv-95	204	24	gje	gje	NOUN
ispiv-95	204	25	,	,	PUNCT
ispiv-95	204	26	van	van	PROPN
ispiv-95	204	27	der	der	PROPN
ispiv-95	204	28	schaaf	schaaf	PROPN
ispiv-95	204	29	ic	ic	PROPN
ispiv-95	204	30	(	(	PUNCT
ispiv-95	204	31	2010	2010	NUM
ispiv-95	204	32	)	)	PUNCT
ispiv-95	204	33	diagnostic	diagnostic	ADJ
ispiv-95	204	34	threshold	threshold	NOUN
ispiv-95	204	35	values	value	NOUN
ispiv-95	204	36	of	of	ADP
ispiv-95	204	37	cerebral	cerebral	ADJ
ispiv-95	204	38	perfusion	perfusion	NOUN
ispiv-95	204	39	measured	measure	VERB
ispiv-95	204	40	with	with	ADP
ispiv-95	204	41	computed	computed	ADJ
ispiv-95	204	42	tomography	tomography	NOUN
ispiv-95	204	43	for	for	ADP
ispiv-95	204	44	delayed	delay	VERB
ispiv-95	204	45	cerebral	cerebral	ADJ
ispiv-95	204	46	ischemia	ischemia	NOUN
ispiv-95	204	47	after	after	ADP
ispiv-95	204	48	aneurysmal	aneurysmal	ADJ
ispiv-95	204	49	subarachnoid	subarachnoid	VERB
ispiv-95	204	50	hemorrhage	hemorrhage	NOUN
ispiv-95	204	51	.	.	PUNCT
ispiv-95	205	1	stroke	stroke	NOUN
ispiv-95	205	2	41:1927–1932	41:1927–1932	NUM
ispiv-95	205	3	demené	demené	NOUN
ispiv-95	206	1	c	c	NOUN
ispiv-95	206	2	,	,	PUNCT
ispiv-95	206	3	robin	robin	PROPN
ispiv-95	206	4	j	j	PROPN
ispiv-95	206	5	,	,	PUNCT
ispiv-95	206	6	dizeux	dizeux	PROPN
ispiv-95	206	7	a	a	PROPN
ispiv-95	206	8	,	,	PUNCT
ispiv-95	206	9	heiles	heiles	PROPN
ispiv-95	206	10	b	b	NOUN
ispiv-95	206	11	,	,	PUNCT
ispiv-95	206	12	pernot	pernot	NOUN
ispiv-95	206	13	m	m	PROPN
ispiv-95	206	14	,	,	PUNCT
ispiv-95	206	15	tanter	tanter	PROPN
ispiv-95	206	16	m	m	PROPN
ispiv-95	206	17	,	,	PUNCT
ispiv-95	206	18	perren	perren	NOUN
ispiv-95	206	19	f	f	PROPN
ispiv-95	206	20	(	(	PUNCT
ispiv-95	206	21	2021	2021	NUM
ispiv-95	206	22	)	)	PUNCT
ispiv-95	206	23	transcranial	transcranial	ADJ
ispiv-95	206	24	ultrafast	ultrafast	ADJ
ispiv-95	206	25	ultrasound	ultrasound	NOUN
ispiv-95	206	26	localization	localization	NOUN
ispiv-95	206	27	microscopy	microscopy	NOUN
ispiv-95	206	28	of	of	ADP
ispiv-95	206	29	brain	brain	NOUN
ispiv-95	206	30	vasculature	vasculature	NOUN
ispiv-95	206	31	in	in	ADP
ispiv-95	206	32	patients	patient	NOUN
ispiv-95	206	33	.	.	PUNCT
ispiv-95	207	1	nature	nature	NOUN
ispiv-95	207	2	biomedical	biomedical	ADJ
ispiv-95	207	3	engineering	engineering	PROPN
ispiv-95	207	4	5:219–228	5:219–228	PROPN
ispiv-95	207	5	errico	errico	PROPN
ispiv-95	207	6	c	c	PROPN
ispiv-95	207	7	,	,	PUNCT
ispiv-95	207	8	pierre	pierre	PROPN
ispiv-95	207	9	j	j	PROPN
ispiv-95	207	10	,	,	PUNCT
ispiv-95	207	11	pezet	pezet	PROPN
ispiv-95	207	12	s	s	PROPN
ispiv-95	207	13	,	,	PUNCT
ispiv-95	207	14	desailly	desailly	ADV
ispiv-95	207	15	y	y	PROPN
ispiv-95	207	16	,	,	PUNCT
ispiv-95	207	17	lenkei	lenkei	PROPN
ispiv-95	207	18	z	z	NOUN
ispiv-95	207	19	,	,	PUNCT
ispiv-95	207	20	couture	couture	NOUN
ispiv-95	207	21	o	o	NOUN
ispiv-95	207	22	,	,	PUNCT
ispiv-95	207	23	tanter	tanter	NOUN
ispiv-95	207	24	m	m	PROPN
ispiv-95	207	25	(	(	PUNCT
ispiv-95	207	26	2015	2015	NUM
ispiv-95	207	27	)	)	PUNCT
ispiv-95	207	28	ultrafast	ultrafast	ADJ
ispiv-95	207	29	ultrasound	ultrasound	NOUN
ispiv-95	207	30	localization	localization	NOUN
ispiv-95	207	31	microscopy	microscopy	NOUN
ispiv-95	207	32	for	for	ADP
ispiv-95	207	33	deep	deep	ADJ
ispiv-95	207	34	super	super	ADJ
ispiv-95	207	35	-	-	ADJ
ispiv-95	207	36	resolution	resolution	ADJ
ispiv-95	207	37	vascular	vascular	ADJ
ispiv-95	207	38	imaging	imaging	NOUN
ispiv-95	207	39	.	.	PUNCT
ispiv-95	208	1	nature	nature	NOUN
ispiv-95	208	2	527:499–502	527:499–502	NUM
ispiv-95	208	3	falk	falk	PROPN
ispiv-95	208	4	t	t	PROPN
ispiv-95	208	5	,	,	PUNCT
ispiv-95	208	6	mai	mai	PROPN
ispiv-95	208	7	d	d	PROPN
ispiv-95	208	8	,	,	PUNCT
ispiv-95	208	9	bensch	bensch	PROPN
ispiv-95	208	10	r	r	NOUN
ispiv-95	208	11	,	,	PUNCT
ispiv-95	208	12	çiçek	çiçek	PROPN
ispiv-95	208	13	ö	ö	PROPN
ispiv-95	208	14	,	,	PUNCT
ispiv-95	208	15	abdulkadir	abdulkadir	VERB
ispiv-95	208	16	a	a	PRON
ispiv-95	208	17	,	,	PUNCT
ispiv-95	208	18	marrakchi	marrakchi	PROPN
ispiv-95	208	19	y	y	PROPN
ispiv-95	208	20	,	,	PUNCT
ispiv-95	208	21	böhm	böhm	NOUN
ispiv-95	208	22	a	a	DET
ispiv-95	208	23	,	,	PUNCT
ispiv-95	208	24	deubner	deubner	NOUN
ispiv-95	208	25	j	j	PROPN
ispiv-95	208	26	,	,	PUNCT
ispiv-95	208	27	jäckel	jäckel	PROPN
ispiv-95	208	28	z	z	PROPN
ispiv-95	208	29	,	,	PUNCT
ispiv-95	208	30	seiwald	seiwald	PROPN
ispiv-95	208	31	k	k	PROPN
ispiv-95	208	32	(	(	PUNCT
ispiv-95	208	33	2019	2019	NUM
ispiv-95	208	34	)	)	PUNCT
ispiv-95	208	35	u	u	NOUN
ispiv-95	208	36	-	-	NOUN
ispiv-95	208	37	net	net	ADJ
ispiv-95	208	38	:	:	PUNCT
ispiv-95	208	39	deep	deep	ADJ
ispiv-95	208	40	learning	learning	NOUN
ispiv-95	208	41	for	for	ADP
ispiv-95	208	42	cell	cell	NOUN
ispiv-95	208	43	counting	counting	NOUN
ispiv-95	208	44	,	,	PUNCT
ispiv-95	208	45	detection	detection	NOUN
ispiv-95	208	46	,	,	PUNCT
ispiv-95	208	47	and	and	CCONJ
ispiv-95	208	48	morphometry	morphometry	NOUN
ispiv-95	208	49	.	.	PUNCT
ispiv-95	209	1	nature	nature	NOUN
ispiv-95	209	2	methods	method	VERB
ispiv-95	209	3	16:67–70	16:67–70	PROPN
ispiv-95	209	4	foiret	foiret	PROPN
ispiv-95	209	5	j	j	PROPN
ispiv-95	209	6	,	,	PUNCT
ispiv-95	209	7	zhang	zhang	PROPN
ispiv-95	209	8	h	h	PROPN
ispiv-95	209	9	,	,	PUNCT
ispiv-95	209	10	ilovitsh	ilovitsh	PROPN
ispiv-95	209	11	t	t	PROPN
ispiv-95	209	12	,	,	PUNCT
ispiv-95	209	13	mahakian	mahakian	ADJ
ispiv-95	209	14	l	l	NOUN
ispiv-95	209	15	,	,	PUNCT
ispiv-95	209	16	tam	tam	PROPN
ispiv-95	209	17	s	s	PROPN
ispiv-95	209	18	,	,	PUNCT
ispiv-95	209	19	ferrara	ferrara	ADJ
ispiv-95	209	20	kw	kw	PROPN
ispiv-95	209	21	(	(	PUNCT
ispiv-95	209	22	2017	2017	NUM
ispiv-95	209	23	)	)	PUNCT
ispiv-95	209	24	ultrasound	ultrasound	NOUN
ispiv-95	209	25	localization	localization	NOUN
ispiv-95	209	26	microscopy	microscopy	NOUN
ispiv-95	209	27	to	to	ADP
ispiv-95	209	28	image	image	NOUN
ispiv-95	209	29	and	and	CCONJ
ispiv-95	209	30	assess	assess	NOUN
ispiv-95	209	31	microvasculature	microvasculature	NOUN
ispiv-95	209	32	in	in	ADP
ispiv-95	209	33	a	a	DET
ispiv-95	209	34	rat	rat	NOUN
ispiv-95	209	35	kidney	kidney	NOUN
ispiv-95	209	36	.	.	PUNCT
ispiv-95	210	1	scientific	scientific	ADJ
ispiv-95	210	2	reports	report	NOUN
ispiv-95	210	3	7:1–12	7:1–12	NUM
ispiv-95	210	4	14th	14th	ADJ
ispiv-95	210	5	international	international	ADJ
ispiv-95	210	6	symposium	symposium	NOUN
ispiv-95	210	7	on	on	ADP
ispiv-95	210	8	particle	particle	NOUN
ispiv-95	210	9	image	image	NOUN
ispiv-95	210	10	velocimetry	velocimetry	NOUN
ispiv-95	210	11	-ispiv	-ispiv	NOUN
ispiv-95	210	12	2021	2021	NUM
ispiv-95	210	13	august	august	PROPN
ispiv-95	210	14	1	1	NUM
ispiv-95	210	15	-	-	PUNCT
ispiv-95	210	16	-5	-5	ADJ
ispiv-95	210	17	,	,	PUNCT
ispiv-95	210	18	2021	2021	NUM
ispiv-95	210	19	foroozan	foroozan	NOUN
ispiv-95	210	20	f	f	PROPN
ispiv-95	210	21	,	,	PUNCT
ispiv-95	210	22	o’reilly	o’reilly	ADV
ispiv-95	210	23	ma	ma	PROPN
ispiv-95	210	24	,	,	PUNCT
ispiv-95	210	25	hynynen	hynynen	NOUN
ispiv-95	210	26	k	k	PROPN
ispiv-95	210	27	(	(	PUNCT
ispiv-95	210	28	2018	2018	NUM
ispiv-95	210	29	)	)	PUNCT
ispiv-95	210	30	microbubble	microbubble	ADJ
ispiv-95	210	31	localization	localization	NOUN
ispiv-95	210	32	for	for	ADP
ispiv-95	210	33	three	three	NUM
ispiv-95	210	34	-	-	PUNCT
ispiv-95	210	35	dimensional	dimensional	ADJ
ispiv-95	210	36	superresolution	superresolution	NOUN
ispiv-95	210	37	ultrasound	ultrasound	NOUN
ispiv-95	210	38	imaging	imaging	NOUN
ispiv-95	210	39	using	use	VERB
ispiv-95	210	40	curve	curve	NOUN
ispiv-95	210	41	fitting	fitting	ADJ
ispiv-95	210	42	and	and	CCONJ
ispiv-95	210	43	deconvolution	deconvolution	NOUN
ispiv-95	210	44	methods	method	NOUN
ispiv-95	210	45	.	.	PUNCT
ispiv-95	211	1	ieee	ieee	NOUN
ispiv-95	211	2	transactions	transaction	NOUN
ispiv-95	211	3	on	on	ADP
ispiv-95	211	4	biomedical	biomedical	ADJ
ispiv-95	211	5	engineering	engineering	NOUN
ispiv-95	211	6	65:2692–2703	65:2692–2703	NUM
ispiv-95	211	7	friess	friess	NOUN
ispiv-95	211	8	sh	sh	PROPN
ispiv-95	211	9	,	,	PUNCT
ispiv-95	211	10	bruins	bruin	NOUN
ispiv-95	211	11	b	b	NUM
ispiv-95	211	12	,	,	PUNCT
ispiv-95	211	13	kilbaugh	kilbaugh	PROPN
ispiv-95	211	14	tj	tj	PROPN
ispiv-95	211	15	,	,	PUNCT
ispiv-95	211	16	smith	smith	PROPN
ispiv-95	211	17	c	c	PROPN
ispiv-95	211	18	,	,	PUNCT
ispiv-95	211	19	margulies	margulies	PROPN
ispiv-95	211	20	ss	ss	PROPN
ispiv-95	211	21	(	(	PUNCT
ispiv-95	211	22	2015	2015	NUM
ispiv-95	211	23	)	)	PUNCT
ispiv-95	211	24	differing	differ	VERB
ispiv-95	211	25	effects	effect	NOUN
ispiv-95	211	26	when	when	SCONJ
ispiv-95	211	27	using	use	VERB
ispiv-95	211	28	phenylephrine	phenylephrine	ADJ
ispiv-95	211	29	and	and	CCONJ
ispiv-95	211	30	norepinephrine	norepinephrine	NOUN
ispiv-95	211	31	to	to	PART
ispiv-95	211	32	augment	augment	VERB
ispiv-95	211	33	cerebral	cerebral	ADJ
ispiv-95	211	34	blood	blood	NOUN
ispiv-95	211	35	flow	flow	NOUN
ispiv-95	211	36	after	after	ADP
ispiv-95	211	37	traumatic	traumatic	ADJ
ispiv-95	211	38	brain	brain	NOUN
ispiv-95	211	39	injury	injury	NOUN
ispiv-95	211	40	in	in	ADP
ispiv-95	211	41	the	the	DET
ispiv-95	211	42	immature	immature	ADJ
ispiv-95	211	43	brain	brain	NOUN
ispiv-95	211	44	.	.	PUNCT
ispiv-95	212	1	journal	journal	PROPN
ispiv-95	212	2	of	of	ADP
ispiv-95	212	3	neurotrauma	neurotrauma	PROPN
ispiv-95	212	4	32:237–243	32:237–243	PROPN
ispiv-95	212	5	hanlo	hanlo	ADV
ispiv-95	212	6	pw	pw	PROPN
ispiv-95	212	7	,	,	PUNCT
ispiv-95	212	8	gooskens	goosken	VERB
ispiv-95	212	9	r	r	NOUN
ispiv-95	212	10	,	,	PUNCT
ispiv-95	212	11	nijhuis	nijhuis	ADJ
ispiv-95	212	12	ijm	ijm	PROPN
ispiv-95	212	13	,	,	PUNCT
ispiv-95	212	14	faber	faber	PROPN
ispiv-95	212	15	jaj	jaj	PROPN
ispiv-95	212	16	,	,	PUNCT
ispiv-95	212	17	peters	peters	PROPN
ispiv-95	212	18	rja	rja	PROPN
ispiv-95	212	19	,	,	PUNCT
ispiv-95	212	20	van	van	PROPN
ispiv-95	212	21	huffelen	huffelen	PROPN
ispiv-95	212	22	ac	ac	PROPN
ispiv-95	212	23	,	,	PUNCT
ispiv-95	212	24	tulleken	tulleken	VERB
ispiv-95	212	25	caf	caf	NOUN
ispiv-95	212	26	,	,	PUNCT
ispiv-95	212	27	willemse	willemse	ADJ
ispiv-95	212	28	j	j	PROPN
ispiv-95	212	29	(	(	PUNCT
ispiv-95	212	30	1995	1995	NUM
ispiv-95	212	31	)	)	PUNCT
ispiv-95	212	32	value	value	NOUN
ispiv-95	212	33	of	of	ADP
ispiv-95	212	34	transcranial	transcranial	ADJ
ispiv-95	212	35	doppler	doppler	NOUN
ispiv-95	212	36	indices	index	NOUN
ispiv-95	212	37	in	in	ADP
ispiv-95	212	38	predicting	predict	VERB
ispiv-95	212	39	raised	raise	VERB
ispiv-95	212	40	icp	icp	PROPN
ispiv-95	212	41	in	in	ADP
ispiv-95	212	42	infantile	infantile	ADJ
ispiv-95	212	43	hydrocephalus	hydrocephalus	NOUN
ispiv-95	212	44	.	.	PUNCT
ispiv-95	213	1	child	child	NOUN
ispiv-95	213	2	’s	’s	PART
ispiv-95	213	3	nervous	nervous	ADJ
ispiv-95	213	4	system	system	NOUN
ispiv-95	213	5	11:595–603	11:595–603	PROPN
ispiv-95	213	6	hwang	hwang	PROPN
ispiv-95	213	7	m	m	PROPN
ispiv-95	213	8	(	(	PUNCT
ispiv-95	213	9	2019	2019	NUM
ispiv-95	213	10	)	)	PUNCT
ispiv-95	213	11	introduction	introduction	NOUN
ispiv-95	213	12	to	to	ADP
ispiv-95	213	13	contrast	contrast	NOUN
ispiv-95	213	14	-	-	PUNCT
ispiv-95	213	15	enhanced	enhance	VERB
ispiv-95	213	16	ultrasound	ultrasound	NOUN
ispiv-95	213	17	of	of	ADP
ispiv-95	213	18	the	the	DET
ispiv-95	213	19	brain	brain	NOUN
ispiv-95	213	20	in	in	ADP
ispiv-95	213	21	neonates	neonate	NOUN
ispiv-95	213	22	and	and	CCONJ
ispiv-95	213	23	infants	infant	NOUN
ispiv-95	213	24	:	:	PUNCT
ispiv-95	213	25	current	current	ADJ
ispiv-95	213	26	understanding	understanding	NOUN
ispiv-95	213	27	and	and	CCONJ
ispiv-95	213	28	future	future	ADJ
ispiv-95	213	29	potential	potential	NOUN
ispiv-95	213	30	.	.	PUNCT
ispiv-95	214	1	pediatric	pediatric	ADJ
ispiv-95	214	2	radiology	radiology	NOUN
ispiv-95	214	3	49:254–262	49:254–262	PROPN
ispiv-95	214	4	jeronimo	jeronimo	PROPN
ispiv-95	214	5	md	md	PROPN
ispiv-95	214	6	,	,	PUNCT
ispiv-95	214	7	najjari	najjari	PROPN
ispiv-95	214	8	mr	mr	PROPN
ispiv-95	214	9	,	,	PUNCT
ispiv-95	214	10	rival	rival	NOUN
ispiv-95	214	11	de	de	X
ispiv-95	214	12	(	(	PUNCT
ispiv-95	214	13	2020	2020	NUM
ispiv-95	214	14	)	)	PUNCT
ispiv-95	214	15	echo	echo	NOUN
ispiv-95	214	16	-	-	PUNCT
ispiv-95	214	17	lagrangian	lagrangian	ADJ
ispiv-95	214	18	particle	particle	NOUN
ispiv-95	214	19	tracking	tracking	NOUN
ispiv-95	214	20	:	:	PUNCT
ispiv-95	214	21	an	an	DET
ispiv-95	214	22	ultrasound	ultrasound	NOUN
ispiv-95	214	23	-	-	PUNCT
ispiv-95	214	24	based	base	VERB
ispiv-95	214	25	method	method	NOUN
ispiv-95	214	26	for	for	ADP
ispiv-95	214	27	extracting	extract	VERB
ispiv-95	214	28	path	path	NOUN
ispiv-95	214	29	-	-	PUNCT
ispiv-95	214	30	dependent	dependent	ADJ
ispiv-95	214	31	flow	flow	NOUN
ispiv-95	214	32	quantities	quantity	NOUN
ispiv-95	214	33	.	.	PUNCT
ispiv-95	215	1	measurement	measurement	NOUN
ispiv-95	215	2	science	science	NOUN
ispiv-95	215	3	and	and	CCONJ
ispiv-95	215	4	technology	technology	NOUN
ispiv-95	215	5	31:54008	31:54008	NUM
ispiv-95	215	6	kim	kim	PROPN
ispiv-95	215	7	c	c	PROPN
ispiv-95	215	8	,	,	PUNCT
ispiv-95	215	9	li	li	PROPN
ispiv-95	215	10	f	f	PROPN
ispiv-95	215	11	,	,	PUNCT
ispiv-95	215	12	ciptadi	ciptadi	VERB
ispiv-95	215	13	a	a	DET
ispiv-95	215	14	,	,	PUNCT
ispiv-95	215	15	rehg	rehg	ADJ
ispiv-95	215	16	jm	jm	PROPN
ispiv-95	215	17	(	(	PUNCT
ispiv-95	215	18	2015	2015	NUM
ispiv-95	215	19	)	)	PUNCT
ispiv-95	215	20	multiple	multiple	ADJ
ispiv-95	215	21	hypothesis	hypothesis	NOUN
ispiv-95	215	22	tracking	tracking	NOUN
ispiv-95	215	23	revisited	revisit	VERB
ispiv-95	215	24	.	.	PUNCT
ispiv-95	216	1	in	in	ADP
ispiv-95	216	2	:	:	PUNCT
ispiv-95	216	3	proceedings	proceeding	NOUN
ispiv-95	216	4	of	of	ADP
ispiv-95	216	5	the	the	DET
ispiv-95	216	6	ieee	ieee	NOUN
ispiv-95	216	7	international	international	PROPN
ispiv-95	216	8	conference	conference	NOUN
ispiv-95	216	9	on	on	ADP
ispiv-95	216	10	computer	computer	NOUN
ispiv-95	216	11	vision	vision	NOUN
ispiv-95	216	12	.	.	PUNCT
ispiv-95	217	1	pp	pp	ADP
ispiv-95	217	2	4696–4704	4696–4704	NUM
ispiv-95	217	3	kim	kim	PROPN
ispiv-95	217	4	h	h	PROPN
ispiv-95	217	5	-	-	PUNCT
ispiv-95	217	6	b	b	PROPN
ispiv-95	217	7	,	,	PUNCT
ispiv-95	217	8	hertzberg	hertzberg	PROPN
ispiv-95	217	9	jr	jr	PROPN
ispiv-95	217	10	,	,	PUNCT
ispiv-95	217	11	shandas	shandas	PROPN
ispiv-95	217	12	r	r	PROPN
ispiv-95	217	13	(	(	PUNCT
ispiv-95	217	14	2004	2004	NUM
ispiv-95	217	15	)	)	PUNCT
ispiv-95	217	16	development	development	NOUN
ispiv-95	217	17	and	and	CCONJ
ispiv-95	217	18	validation	validation	NOUN
ispiv-95	217	19	of	of	ADP
ispiv-95	217	20	echo	echo	NOUN
ispiv-95	217	21	piv	piv	NOUN
ispiv-95	217	22	.	.	PUNCT
ispiv-95	218	1	experiments	experiment	NOUN
ispiv-95	218	2	in	in	ADP
ispiv-95	218	3	fluids	fluid	NOUN
ispiv-95	218	4	36:455–462	36:455–462	PROPN
ispiv-95	218	5	leliefeld	leliefeld	ADJ
ispiv-95	218	6	ph	ph	VERB
ispiv-95	218	7	,	,	PUNCT
ispiv-95	218	8	gooskens	goosken	VERB
ispiv-95	218	9	rhjmjm	rhjmjm	NOUN
ispiv-95	218	10	,	,	PUNCT
ispiv-95	218	11	vincken	vincken	PROPN
ispiv-95	218	12	kl	kl	PROPN
ispiv-95	218	13	,	,	PUNCT
ispiv-95	218	14	ramos	ramos	PROPN
ispiv-95	218	15	lmpp	lmpp	PROPN
ispiv-95	218	16	,	,	PUNCT
ispiv-95	218	17	van	van	PROPN
ispiv-95	218	18	der	der	PROPN
ispiv-95	218	19	grond	grond	PROPN
ispiv-95	218	20	j	j	PROPN
ispiv-95	218	21	,	,	PUNCT
ispiv-95	218	22	tulleken	tulleken	VERB
ispiv-95	218	23	caff	caff	NOUN
ispiv-95	218	24	,	,	PUNCT
ispiv-95	218	25	kappelle	kappelle	PROPN
ispiv-95	218	26	lj	lj	PROPN
ispiv-95	218	27	,	,	PUNCT
ispiv-95	218	28	hanlo	hanlo	ADV
ispiv-95	218	29	pw	pw	PROPN
ispiv-95	219	1	(	(	PUNCT
ispiv-95	219	2	2008	2008	NUM
ispiv-95	219	3	)	)	PUNCT
ispiv-95	219	4	magnetic	magnetic	ADJ
ispiv-95	219	5	resonance	resonance	NOUN
ispiv-95	219	6	imaging	imaging	NOUN
ispiv-95	219	7	for	for	ADP
ispiv-95	219	8	quantitative	quantitative	ADJ
ispiv-95	219	9	flow	flow	NOUN
ispiv-95	219	10	measurement	measurement	NOUN
ispiv-95	219	11	in	in	ADP
ispiv-95	219	12	infants	infant	NOUN
ispiv-95	219	13	with	with	ADP
ispiv-95	219	14	hydrocephalus	hydrocephalus	ADJ
ispiv-95	219	15	:	:	PUNCT
ispiv-95	219	16	a	a	DET
ispiv-95	219	17	prospective	prospective	ADJ
ispiv-95	219	18	study	study	NOUN
ispiv-95	219	19	.	.	PUNCT
ispiv-95	220	1	journal	journal	NOUN
ispiv-95	220	2	of	of	ADP
ispiv-95	220	3	neurosurgery	neurosurgery	NOUN
ispiv-95	220	4	:	:	PUNCT
ispiv-95	220	5	pediatrics	pediatric	NOUN
ispiv-95	221	1	2:163–170	2:163–170	NUM
ispiv-95	221	2	lin	lin	PROPN
ispiv-95	221	3	f	f	PROPN
ispiv-95	221	4	,	,	PUNCT
ispiv-95	221	5	shelton	shelton	PROPN
ispiv-95	221	6	se	se	PROPN
ispiv-95	221	7	,	,	PUNCT
ispiv-95	221	8	espíndola	espíndola	PROPN
ispiv-95	221	9	d	d	PROPN
ispiv-95	221	10	,	,	PUNCT
ispiv-95	221	11	rojas	rojas	PROPN
ispiv-95	221	12	jd	jd	PROPN
ispiv-95	221	13	,	,	PUNCT
ispiv-95	221	14	pinton	pinton	PROPN
ispiv-95	221	15	g	g	PROPN
ispiv-95	221	16	,	,	PUNCT
ispiv-95	221	17	dayton	dayton	PROPN
ispiv-95	221	18	pa	pa	PROPN
ispiv-95	221	19	(	(	PUNCT
ispiv-95	221	20	2017	2017	NUM
ispiv-95	221	21	)	)	PUNCT
ispiv-95	221	22	3	3	NUM
ispiv-95	221	23	-	-	SYM
ispiv-95	221	24	d	d	NOUN
ispiv-95	221	25	ultrasound	ultrasound	NOUN
ispiv-95	221	26	localization	localization	NOUN
ispiv-95	221	27	microscopy	microscopy	NOUN
ispiv-95	221	28	for	for	ADP
ispiv-95	221	29	identifying	identify	VERB
ispiv-95	221	30	microvascular	microvascular	ADJ
ispiv-95	221	31	morphology	morphology	NOUN
ispiv-95	221	32	features	feature	NOUN
ispiv-95	221	33	of	of	ADP
ispiv-95	221	34	tumor	tumor	NOUN
ispiv-95	221	35	angiogenesis	angiogenesis	NOUN
ispiv-95	221	36	at	at	ADP
ispiv-95	221	37	a	a	DET
ispiv-95	221	38	resolution	resolution	NOUN
ispiv-95	221	39	beyond	beyond	ADP
ispiv-95	221	40	the	the	DET
ispiv-95	221	41	diffraction	diffraction	NOUN
ispiv-95	221	42	limit	limit	NOUN
ispiv-95	221	43	of	of	ADP
ispiv-95	221	44	conventional	conventional	ADJ
ispiv-95	221	45	ultrasound	ultrasound	NOUN
ispiv-95	221	46	.	.	PUNCT
ispiv-95	222	1	theranostics	theranostic	NOUN
ispiv-95	223	1	7:196	7:196	PROPN
ispiv-95	223	2	liu	liu	PROPN
ispiv-95	223	3	x	x	PROPN
ispiv-95	223	4	,	,	PUNCT
ispiv-95	223	5	zhou	zhou	PROPN
ispiv-95	223	6	t	t	PROPN
ispiv-95	223	7	,	,	PUNCT
ispiv-95	223	8	lu	lu	PROPN
ispiv-95	223	9	m	m	PROPN
ispiv-95	223	10	,	,	PUNCT
ispiv-95	223	11	yang	yang	PROPN
ispiv-95	223	12	y	y	PROPN
ispiv-95	223	13	,	,	PUNCT
ispiv-95	223	14	he	he	PRON
ispiv-95	223	15	q	q	AUX
ispiv-95	223	16	,	,	PUNCT
ispiv-95	223	17	luo	luo	PROPN
ispiv-95	223	18	j	j	PROPN
ispiv-95	223	19	(	(	PUNCT
ispiv-95	223	20	2020	2020	NUM
ispiv-95	223	21	)	)	PUNCT
ispiv-95	223	22	deep	deep	ADJ
ispiv-95	223	23	learning	learning	NOUN
ispiv-95	223	24	for	for	ADP
ispiv-95	223	25	ultrasound	ultrasound	NOUN
ispiv-95	223	26	localization	localization	NOUN
ispiv-95	223	27	microscopy	microscopy	NOUN
ispiv-95	223	28	.	.	PUNCT
ispiv-95	224	1	ieee	ieee	NOUN
ispiv-95	224	2	transactions	transaction	NOUN
ispiv-95	224	3	on	on	ADP
ispiv-95	224	4	medical	medical	ADJ
ispiv-95	224	5	imaging	imaging	NOUN
ispiv-95	224	6	39:3064–3078	39:3064–3078	PROPN
ispiv-95	224	7	pan	pan	PROPN
ispiv-95	224	8	j	j	PROPN
ispiv-95	224	9	,	,	PUNCT
ispiv-95	224	10	hu	hu	PROPN
ispiv-95	225	1	z	z	PROPN
ispiv-95	225	2	,	,	PUNCT
ispiv-95	225	3	su	su	PROPN
ispiv-95	225	4	z	z	PROPN
ispiv-95	225	5	,	,	PUNCT
ispiv-95	225	6	yang	yang	PROPN
ispiv-95	225	7	m	m	PROPN
ispiv-95	225	8	-	-	PROPN
ispiv-95	225	9	h	h	PROPN
ispiv-95	225	10	(	(	PUNCT
ispiv-95	225	11	2014	2014	NUM
ispiv-95	225	12	)	)	PUNCT
ispiv-95	225	13	deblurring	deblurre	VERB
ispiv-95	225	14	text	text	NOUN
ispiv-95	225	15	images	image	NOUN
ispiv-95	225	16	via	via	ADP
ispiv-95	225	17	l0	l0	NOUN
ispiv-95	225	18	-	-	PUNCT
ispiv-95	225	19	regularized	regularize	VERB
ispiv-95	225	20	intensity	intensity	NOUN
ispiv-95	225	21	and	and	CCONJ
ispiv-95	225	22	gradient	gradient	NOUN
ispiv-95	225	23	prior	prior	ADV
ispiv-95	225	24	.	.	PUNCT
ispiv-95	226	1	in	in	ADP
ispiv-95	226	2	:	:	PUNCT
ispiv-95	226	3	proceedings	proceeding	NOUN
ispiv-95	226	4	of	of	ADP
ispiv-95	226	5	the	the	DET
ispiv-95	226	6	ieee	ieee	NOUN
ispiv-95	226	7	conference	conference	NOUN
ispiv-95	226	8	on	on	ADP
ispiv-95	226	9	computer	computer	NOUN
ispiv-95	226	10	vision	vision	NOUN
ispiv-95	226	11	and	and	CCONJ
ispiv-95	226	12	pattern	pattern	NOUN
ispiv-95	226	13	recognition	recognition	NOUN
ispiv-95	226	14	.	.	PUNCT
ispiv-95	227	1	columbus	columbus	PROPN
ispiv-95	227	2	,	,	PUNCT
ispiv-95	227	3	oh	oh	INTJ
ispiv-95	227	4	,	,	PUNCT
ispiv-95	227	5	usa	usa	PROPN
ispiv-95	227	6	,	,	PUNCT
ispiv-95	227	7	pp	pp	PROPN
ispiv-95	227	8	2901–2908	2901–2908	NUM
ispiv-95	227	9	papageorgiou	papageorgiou	PROPN
ispiv-95	227	10	dj	dj	PROPN
ispiv-95	227	11	,	,	PUNCT
ispiv-95	227	12	salpukas	salpukas	PROPN
ispiv-95	227	13	mr	mr	PROPN
ispiv-95	227	14	(	(	PUNCT
ispiv-95	227	15	2009	2009	NUM
ispiv-95	227	16	)	)	PUNCT
ispiv-95	227	17	the	the	DET
ispiv-95	227	18	maximum	maximum	ADJ
ispiv-95	227	19	weight	weight	NOUN
ispiv-95	227	20	independent	independent	ADJ
ispiv-95	227	21	set	set	NOUN
ispiv-95	227	22	problem	problem	NOUN
ispiv-95	227	23	for	for	ADP
ispiv-95	227	24	data	datum	NOUN
ispiv-95	227	25	association	association	NOUN
ispiv-95	227	26	in	in	ADP
ispiv-95	227	27	multiple	multiple	ADJ
ispiv-95	227	28	hypothesis	hypothesis	NOUN
ispiv-95	227	29	tracking	tracking	NOUN
ispiv-95	227	30	.	.	PUNCT
ispiv-95	228	1	in	in	ADP
ispiv-95	228	2	:	:	PUNCT
ispiv-95	228	3	optimization	optimization	NOUN
ispiv-95	228	4	and	and	CCONJ
ispiv-95	228	5	cooperative	cooperative	ADJ
ispiv-95	228	6	control	control	NOUN
ispiv-95	228	7	strategies	strategy	NOUN
ispiv-95	228	8	.	.	PUNCT
ispiv-95	229	1	springer	springer	NOUN
ispiv-95	229	2	,	,	PUNCT
ispiv-95	229	3	pp	pp	ADP
ispiv-95	229	4	235	235	NUM
ispiv-95	229	5	–	–	PUNCT
ispiv-95	229	6	255	255	NUM
ispiv-95	229	7	poelma	poelma	NOUN
ispiv-95	229	8	c	c	NOUN
ispiv-95	229	9	(	(	PUNCT
ispiv-95	229	10	2017	2017	NUM
ispiv-95	229	11	)	)	PUNCT
ispiv-95	229	12	ultrasound	ultrasound	NOUN
ispiv-95	229	13	imaging	imaging	NOUN
ispiv-95	229	14	velocimetry	velocimetry	NOUN
ispiv-95	229	15	:	:	PUNCT
ispiv-95	229	16	a	a	DET
ispiv-95	229	17	review	review	NOUN
ispiv-95	229	18	.	.	PUNCT
ispiv-95	230	1	experiments	experiment	NOUN
ispiv-95	230	2	in	in	ADP
ispiv-95	230	3	fluids	fluid	NOUN
ispiv-95	230	4	58:1–28	58:1–28	NUM
ispiv-95	230	5	ronneberger	ronneberger	NOUN
ispiv-95	230	6	o	o	NOUN
ispiv-95	230	7	,	,	PUNCT
ispiv-95	230	8	fischer	fischer	PROPN
ispiv-95	230	9	p	p	PROPN
ispiv-95	230	10	,	,	PUNCT
ispiv-95	230	11	brox	brox	PROPN
ispiv-95	230	12	t	t	PROPN
ispiv-95	230	13	(	(	PUNCT
ispiv-95	230	14	2015	2015	NUM
ispiv-95	230	15	)	)	PUNCT
ispiv-95	230	16	u	u	NOUN
ispiv-95	230	17	-	-	NOUN
ispiv-95	230	18	net	net	ADJ
ispiv-95	230	19	:	:	PUNCT
ispiv-95	230	20	convolutional	convolutional	ADJ
ispiv-95	230	21	networks	network	NOUN
ispiv-95	230	22	for	for	ADP
ispiv-95	230	23	biomedical	biomedical	ADJ
ispiv-95	230	24	image	image	NOUN
ispiv-95	230	25	segmentation	segmentation	NOUN
ispiv-95	230	26	bt	bt	VERB
ispiv-95	230	27	medical	medical	ADJ
ispiv-95	230	28	image	image	NOUN
ispiv-95	230	29	computing	computing	NOUN
ispiv-95	230	30	and	and	CCONJ
ispiv-95	230	31	computer	computer	NOUN
ispiv-95	230	32	-	-	PUNCT
ispiv-95	230	33	assisted	assist	VERB
ispiv-95	230	34	intervention	intervention	NOUN
ispiv-95	230	35	–	–	PUNCT
ispiv-95	230	36	miccai	miccai	NOUN
ispiv-95	230	37	2015	2015	NUM
ispiv-95	230	38	.	.	PUNCT
ispiv-95	231	1	in	in	ADP
ispiv-95	231	2	:	:	PUNCT
ispiv-95	231	3	navab	navab	PROPN
ispiv-95	231	4	n	n	PROPN
ispiv-95	231	5	,	,	PUNCT
ispiv-95	231	6	hornegger	hornegger	PROPN
ispiv-95	231	7	j	j	PROPN
ispiv-95	231	8	,	,	PUNCT
ispiv-95	231	9	wells	wells	PROPN
ispiv-95	231	10	wm	wm	PROPN
ispiv-95	231	11	,	,	PUNCT
ispiv-95	231	12	frangi	frangi	PROPN
ispiv-95	231	13	af	af	PROPN
ispiv-95	231	14	(	(	PUNCT
ispiv-95	231	15	eds	ed	NOUN
ispiv-95	231	16	)	)	PUNCT
ispiv-95	231	17	.	.	PUNCT
ispiv-95	232	1	springer	springer	NOUN
ispiv-95	232	2	international	international	ADJ
ispiv-95	232	3	publishing	publishing	NOUN
ispiv-95	232	4	,	,	PUNCT
ispiv-95	232	5	cham	cham	PROPN
ispiv-95	232	6	,	,	PUNCT
ispiv-95	232	7	pp	pp	ADV
ispiv-95	232	8	234	234	NUM
ispiv-95	232	9	–	–	PUNCT
ispiv-95	232	10	241	241	NUM
ispiv-95	232	11	roth	roth	PROPN
ispiv-95	232	12	gi	gi	PROPN
ispiv-95	232	13	,	,	PUNCT
ispiv-95	232	14	katz	katz	PROPN
ispiv-95	232	15	j	j	PROPN
ispiv-95	232	16	(	(	PUNCT
ispiv-95	232	17	2001	2001	NUM
ispiv-95	232	18	)	)	PUNCT
ispiv-95	232	19	five	five	NUM
ispiv-95	232	20	techniques	technique	NOUN
ispiv-95	232	21	for	for	ADP
ispiv-95	232	22	increasing	increase	VERB
ispiv-95	232	23	the	the	DET
ispiv-95	232	24	speed	speed	NOUN
ispiv-95	232	25	and	and	CCONJ
ispiv-95	232	26	accuracy	accuracy	NOUN
ispiv-95	232	27	of	of	ADP
ispiv-95	232	28	piv	piv	NOUN
ispiv-95	232	29	interrogation	interrogation	NOUN
ispiv-95	232	30	.	.	PUNCT
ispiv-95	233	1	measurement	measurement	NOUN
ispiv-95	233	2	science	science	NOUN
ispiv-95	233	3	and	and	CCONJ
ispiv-95	233	4	technology	technology	PROPN
ispiv-95	233	5	12:238	12:238	NUM
ispiv-95	233	6	sampath	sampath	PROPN
ispiv-95	233	7	k	k	PROPN
ispiv-95	233	8	,	,	PUNCT
ispiv-95	233	9	harfi	harfi	PROPN
ispiv-95	233	10	tt	tt	PROPN
ispiv-95	233	11	,	,	PUNCT
ispiv-95	233	12	george	george	PROPN
ispiv-95	233	13	rt	rt	PROPN
ispiv-95	233	14	,	,	PUNCT
ispiv-95	233	15	katz	katz	PROPN
ispiv-95	233	16	j	j	PROPN
ispiv-95	233	17	(	(	PUNCT
ispiv-95	233	18	2018	2018	NUM
ispiv-95	233	19	)	)	PUNCT
ispiv-95	233	20	optimized	optimize	VERB
ispiv-95	233	21	time	time	NOUN
ispiv-95	233	22	-	-	PUNCT
ispiv-95	233	23	resolved	resolve	VERB
ispiv-95	233	24	echo	echo	NOUN
ispiv-95	233	25	particle	particle	NOUN
ispiv-95	233	26	image	image	NOUN
ispiv-95	233	27	velocimetry	velocimetry	NOUN
ispiv-95	233	28	–	–	PUNCT
ispiv-95	233	29	particle	particle	NOUN
ispiv-95	233	30	tracking	tracking	NOUN
ispiv-95	233	31	velocimetry	velocimetry	NOUN
ispiv-95	233	32	measurements	measurement	NOUN
ispiv-95	233	33	elucidate	elucidate	VERB
ispiv-95	233	34	blood	blood	NOUN
ispiv-95	233	35	flow	flow	NOUN
ispiv-95	233	36	in	in	ADP
ispiv-95	233	37	patients	patient	NOUN
ispiv-95	233	38	with	with	ADP
ispiv-95	233	39	left	left	ADJ
ispiv-95	233	40	ventricular	ventricular	ADJ
ispiv-95	233	41	thrombus	thrombus	NOUN
ispiv-95	233	42	.	.	PUNCT
ispiv-95	234	1	journal	journal	NOUN
ispiv-95	234	2	of	of	ADP
ispiv-95	234	3	biomechanical	biomechanical	ADJ
ispiv-95	234	4	engineering	engineering	NOUN
ispiv-95	234	5	140:41010	140:41010	NUM
ispiv-95	234	6	shin	shin	PROPN
ispiv-95	234	7	h	h	NOUN
ispiv-95	234	8	-	-	PUNCT
ispiv-95	234	9	c	c	PROPN
ispiv-95	234	10	,	,	PUNCT
ispiv-95	234	11	roth	roth	PROPN
ispiv-95	234	12	hr	hr	PROPN
ispiv-95	234	13	,	,	PUNCT
ispiv-95	234	14	gao	gao	PROPN
ispiv-95	234	15	m	m	PROPN
ispiv-95	234	16	,	,	PUNCT
ispiv-95	234	17	lu	lu	PROPN
ispiv-95	234	18	l	l	NOUN
ispiv-95	234	19	,	,	PUNCT
ispiv-95	234	20	xu	xu	PROPN
ispiv-95	235	1	z	z	X
ispiv-95	235	2	,	,	PUNCT
ispiv-95	235	3	nogues	nogue	VERB
ispiv-95	235	4	i	i	PRON
ispiv-95	235	5	,	,	PUNCT
ispiv-95	235	6	yao	yao	PROPN
ispiv-95	235	7	j	j	PROPN
ispiv-95	235	8	,	,	PUNCT
ispiv-95	235	9	mollura	mollura	PROPN
ispiv-95	235	10	d	d	PROPN
ispiv-95	235	11	,	,	PUNCT
ispiv-95	235	12	summers	summers	PROPN
ispiv-95	235	13	rm	rm	PROPN
ispiv-95	235	14	(	(	PUNCT
ispiv-95	235	15	2016	2016	NUM
ispiv-95	235	16	)	)	PUNCT
ispiv-95	235	17	deep	deep	ADJ
ispiv-95	235	18	convolutional	convolutional	ADJ
ispiv-95	235	19	neural	neural	ADJ
ispiv-95	235	20	networks	network	NOUN
ispiv-95	235	21	for	for	ADP
ispiv-95	235	22	computer	computer	NOUN
ispiv-95	235	23	-	-	PUNCT
ispiv-95	235	24	aided	aid	VERB
ispiv-95	235	25	detection	detection	NOUN
ispiv-95	235	26	:	:	PUNCT
ispiv-95	235	27	cnn	cnn	PROPN
ispiv-95	235	28	architectures	architecture	NOUN
ispiv-95	235	29	,	,	PUNCT
ispiv-95	235	30	dataset	dataset	ADJ
ispiv-95	235	31	characteristics	characteristic	NOUN
ispiv-95	235	32	14th	14th	ADJ
ispiv-95	235	33	international	international	ADJ
ispiv-95	235	34	symposium	symposium	NOUN
ispiv-95	235	35	on	on	ADP
ispiv-95	235	36	particle	particle	NOUN
ispiv-95	235	37	image	image	NOUN
ispiv-95	235	38	velocimetry	velocimetry	NOUN
ispiv-95	235	39	-ispiv	-ispiv	NOUN
ispiv-95	235	40	2021	2021	NUM
ispiv-95	235	41	august	august	PROPN
ispiv-95	235	42	1	1	NUM
ispiv-95	235	43	-	-	PUNCT
ispiv-95	235	44	-5	-5	ADJ
ispiv-95	235	45	,	,	PUNCT
ispiv-95	235	46	2021	2021	NUM
ispiv-95	235	47	and	and	CCONJ
ispiv-95	235	48	transfer	transfer	NOUN
ispiv-95	235	49	learning	learning	NOUN
ispiv-95	235	50	.	.	PUNCT
ispiv-95	236	1	ieee	ieee	NOUN
ispiv-95	236	2	transactions	transaction	NOUN
ispiv-95	236	3	on	on	ADP
ispiv-95	236	4	medical	medical	ADJ
ispiv-95	236	5	imaging	imaging	NOUN
ispiv-95	236	6	35:1285–1298	35:1285–1298	NUM
ispiv-95	236	7	siepmann	siepmann	NOUN
ispiv-95	236	8	m	m	PROPN
ispiv-95	236	9	,	,	PUNCT
ispiv-95	236	10	schmitz	schmitz	PROPN
ispiv-95	236	11	g	g	PROPN
ispiv-95	236	12	,	,	PUNCT
ispiv-95	236	13	bzyl	bzyl	PROPN
ispiv-95	236	14	j	j	PROPN
ispiv-95	236	15	,	,	PUNCT
ispiv-95	236	16	palmowski	palmowski	PROPN
ispiv-95	236	17	m	m	PROPN
ispiv-95	236	18	,	,	PUNCT
ispiv-95	236	19	kiessling	kiessle	VERB
ispiv-95	236	20	f	f	X
ispiv-95	236	21	(	(	PUNCT
ispiv-95	236	22	2011	2011	NUM
ispiv-95	236	23	)	)	PUNCT
ispiv-95	236	24	imaging	image	VERB
ispiv-95	236	25	tumor	tumor	NOUN
ispiv-95	236	26	vascularity	vascularity	NOUN
ispiv-95	236	27	by	by	ADP
ispiv-95	236	28	tracing	trace	VERB
ispiv-95	236	29	single	single	ADJ
ispiv-95	236	30	microbubbles	microbubble	NOUN
ispiv-95	236	31	.	.	PUNCT
ispiv-95	237	1	in	in	ADP
ispiv-95	237	2	:	:	PUNCT
ispiv-95	237	3	2011	2011	NUM
ispiv-95	237	4	ieee	ieee	PROPN
ispiv-95	237	5	international	international	ADJ
ispiv-95	237	6	ultrasonics	ultrasonics	PROPN
ispiv-95	237	7	symposium	symposium	NOUN
ispiv-95	237	8	.	.	PUNCT
ispiv-95	237	9	ieee	ieee	PROPN
ispiv-95	237	10	,	,	PUNCT
ispiv-95	237	11	pp	pp	PROPN
ispiv-95	237	12	1906–1909	1906–1909	NUM
ispiv-95	237	13	tang	tang	X
ispiv-95	237	14	s	s	NOUN
ispiv-95	237	15	,	,	PUNCT
ispiv-95	237	16	song	song	NOUN
ispiv-95	237	17	p	p	NOUN
ispiv-95	237	18	,	,	PUNCT
ispiv-95	237	19	trzasko	trzasko	PROPN
ispiv-95	237	20	jd	jd	PROPN
ispiv-95	237	21	,	,	PUNCT
ispiv-95	237	22	lowerison	lowerison	PROPN
ispiv-95	237	23	m	m	PROPN
ispiv-95	237	24	,	,	PUNCT
ispiv-95	237	25	huang	huang	PROPN
ispiv-95	237	26	c	c	PROPN
ispiv-95	237	27	,	,	PUNCT
ispiv-95	237	28	gong	gong	NOUN
ispiv-95	237	29	p	p	X
ispiv-95	237	30	,	,	PUNCT
ispiv-95	237	31	lok	lok	PROPN
ispiv-95	237	32	u	u	PROPN
ispiv-95	237	33	-	-	PROPN
ispiv-95	237	34	w	w	PROPN
ispiv-95	237	35	,	,	PUNCT
ispiv-95	237	36	manduca	manduca	PROPN
ispiv-95	237	37	a	a	PROPN
ispiv-95	237	38	,	,	PUNCT
ispiv-95	237	39	chen	chen	PROPN
ispiv-95	237	40	s	s	PART
ispiv-95	237	41	(	(	PUNCT
ispiv-95	237	42	2020	2020	NUM
ispiv-95	237	43	)	)	PUNCT
ispiv-95	237	44	kalman	kalman	NOUN
ispiv-95	237	45	filter	filter	NOUN
ispiv-95	237	46	-	-	PUNCT
ispiv-95	237	47	based	base	VERB
ispiv-95	237	48	microbubble	microbubble	ADJ
ispiv-95	237	49	tracking	tracking	NOUN
ispiv-95	237	50	for	for	ADP
ispiv-95	237	51	robust	robust	ADJ
ispiv-95	237	52	super	super	ADJ
ispiv-95	237	53	-	-	ADJ
ispiv-95	237	54	resolution	resolution	ADJ
ispiv-95	237	55	ultrasound	ultrasound	NOUN
ispiv-95	237	56	microvessel	microvessel	NOUN
ispiv-95	237	57	imaging	imaging	NOUN
ispiv-95	237	58	.	.	PUNCT
ispiv-95	238	1	ieee	ieee	NOUN
ispiv-95	238	2	transactions	transaction	NOUN
ispiv-95	238	3	on	on	ADP
ispiv-95	238	4	ultrasonics	ultrasonic	NOUN
ispiv-95	238	5	,	,	PUNCT
ispiv-95	238	6	ferroelectrics	ferroelectric	NOUN
ispiv-95	238	7	,	,	PUNCT
ispiv-95	238	8	and	and	CCONJ
ispiv-95	238	9	frequency	frequency	NOUN
ispiv-95	238	10	control	control	NOUN
ispiv-95	238	11	67:1738–1751	67:1738–1751	NUM
ispiv-95	238	12	van	van	PROPN
ispiv-95	238	13	sloun	sloun	PROPN
ispiv-95	238	14	rjg	rjg	NOUN
ispiv-95	238	15	,	,	PUNCT
ispiv-95	238	16	solomon	solomon	PROPN
ispiv-95	238	17	o	o	PROPN
ispiv-95	238	18	,	,	PUNCT
ispiv-95	238	19	bruce	bruce	PROPN
ispiv-95	238	20	m	m	PROPN
ispiv-95	238	21	,	,	PUNCT
ispiv-95	238	22	khaing	khae	VERB
ispiv-95	238	23	zz	zz	PROPN
ispiv-95	238	24	,	,	PUNCT
ispiv-95	238	25	wijkstra	wijkstra	ADJ
ispiv-95	238	26	h	h	NOUN
ispiv-95	238	27	,	,	PUNCT
ispiv-95	238	28	eldar	eldar	ADJ
ispiv-95	238	29	yc	yc	PROPN
ispiv-95	238	30	,	,	PUNCT
ispiv-95	238	31	mischi	mischi	NOUN
ispiv-95	238	32	m	m	PROPN
ispiv-95	238	33	(	(	PUNCT
ispiv-95	238	34	2020	2020	NUM
ispiv-95	238	35	)	)	PUNCT
ispiv-95	238	36	super	super	ADJ
ispiv-95	238	37	-	-	ADJ
ispiv-95	238	38	resolution	resolution	ADJ
ispiv-95	238	39	ultrasound	ultrasound	NOUN
ispiv-95	238	40	localization	localization	NOUN
ispiv-95	238	41	microscopy	microscopy	NOUN
ispiv-95	238	42	through	through	ADP
ispiv-95	238	43	deep	deep	ADJ
ispiv-95	238	44	learning	learning	NOUN
ispiv-95	238	45	.	.	PUNCT
ispiv-95	239	1	ieee	ieee	NOUN
ispiv-95	239	2	transactions	transaction	NOUN
ispiv-95	239	3	on	on	ADP
ispiv-95	239	4	medical	medical	ADJ
ispiv-95	239	5	imaging	imaging	NOUN
ispiv-95	239	6	40:829–839	40:829–839	NUM
ispiv-95	239	7	zaharchuk	zaharchuk	NOUN
ispiv-95	239	8	g	g	NOUN
ispiv-95	239	9	,	,	PUNCT
ispiv-95	239	10	mandeville	mandeville	PROPN
ispiv-95	239	11	jb	jb	PROPN
ispiv-95	239	12	,	,	PUNCT
ispiv-95	239	13	bogdanov	bogdanov	PROPN
ispiv-95	239	14	aa	aa	PROPN
ispiv-95	239	15	,	,	PUNCT
ispiv-95	239	16	weissleder	weissleder	ADJ
ispiv-95	239	17	r	r	NOUN
ispiv-95	239	18	,	,	PUNCT
ispiv-95	239	19	rosen	rosen	PROPN
ispiv-95	239	20	br	br	PROPN
ispiv-95	239	21	,	,	PUNCT
ispiv-95	239	22	marota	marota	PROPN
ispiv-95	239	23	jj	jj	PROPN
ispiv-95	239	24	(	(	PUNCT
ispiv-95	239	25	1999	1999	NUM
ispiv-95	239	26	)	)	PUNCT
ispiv-95	239	27	cerebrovascular	cerebrovascular	ADJ
ispiv-95	239	28	dynamics	dynamic	NOUN
ispiv-95	239	29	of	of	ADP
ispiv-95	239	30	autoregulation	autoregulation	NOUN
ispiv-95	239	31	and	and	CCONJ
ispiv-95	239	32	hypoperfusion	hypoperfusion	NOUN
ispiv-95	239	33	.	.	PUNCT
ispiv-95	240	1	an	an	DET
ispiv-95	240	2	mri	mri	NOUN
ispiv-95	240	3	study	study	NOUN
ispiv-95	240	4	of	of	ADP
ispiv-95	240	5	cbf	cbf	PROPN
ispiv-95	240	6	and	and	CCONJ
ispiv-95	240	7	changes	change	NOUN
ispiv-95	240	8	in	in	ADP
ispiv-95	240	9	total	total	ADJ
ispiv-95	240	10	and	and	CCONJ
ispiv-95	240	11	microvascular	microvascular	ADJ
ispiv-95	240	12	cerebral	cerebral	ADJ
ispiv-95	240	13	blood	blood	NOUN
ispiv-95	240	14	volume	volume	NOUN
ispiv-95	240	15	during	during	ADP
ispiv-95	240	16	hemorrhagic	hemorrhagic	ADJ
ispiv-95	240	17	hypotension	hypotension	NOUN
ispiv-95	240	18	.	.	PUNCT
ispiv-95	241	1	stroke	stroke	NOUN
ispiv-95	241	2	30:2195–2197	30:2195–2197	NUM
ispiv-95	241	3	zhang	zhang	PROPN
ispiv-95	242	1	z	z	PROPN
ispiv-95	242	2	,	,	PUNCT
ispiv-95	242	3	zhou	zhou	PROPN
ispiv-95	242	4	x	x	PROPN
ispiv-95	242	5	,	,	PUNCT
ispiv-95	242	6	suarez	suarez	NOUN
ispiv-95	242	7	-	-	PUNCT
ispiv-95	242	8	pierre	pierre	NOUN
ispiv-95	242	9	a	a	NOUN
ispiv-95	242	10	,	,	PUNCT
ispiv-95	242	11	lui	lui	NOUN
ispiv-95	242	12	c	c	PROPN
ispiv-95	242	13	,	,	PUNCT
ispiv-95	242	14	kearney	kearney	PROPN
ispiv-95	242	15	s	s	PROPN
ispiv-95	242	16	,	,	PUNCT
ispiv-95	242	17	yeung	yeung	PROPN
ispiv-95	242	18	e	e	PROPN
ispiv-95	242	19	,	,	PUNCT
ispiv-95	242	20	halperin	halperin	PROPN
ispiv-95	242	21	h	h	NOUN
ispiv-95	242	22	,	,	PUNCT
ispiv-95	242	23	choi	choi	PROPN
ispiv-95	242	24	cw	cw	PROPN
ispiv-95	242	25	,	,	PUNCT
ispiv-95	242	26	katz	katz	PROPN
ispiv-95	242	27	j	j	PROPN
ispiv-95	242	28	(	(	PUNCT
ispiv-95	242	29	2020	2020	NUM
ispiv-95	242	30	)	)	PUNCT
ispiv-95	242	31	timeresolved	timeresolve	VERB
ispiv-95	242	32	echo	echo	NOUN
ispiv-95	242	33	-	-	PUNCT
ispiv-95	242	34	particle	particle	NOUN
ispiv-95	242	35	image	image	NOUN
ispiv-95	242	36	/	/	SYM
ispiv-95	242	37	tracking	tracking	NOUN
ispiv-95	242	38	velocimetry	velocimetry	NOUN
ispiv-95	242	39	measurement	measurement	NOUN
ispiv-95	242	40	of	of	ADP
ispiv-95	242	41	interactions	interaction	NOUN
ispiv-95	242	42	between	between	ADP
ispiv-95	242	43	native	native	ADJ
ispiv-95	242	44	cardiac	cardiac	ADJ
ispiv-95	242	45	output	output	NOUN
ispiv-95	242	46	and	and	CCONJ
ispiv-95	242	47	veno	veno	NOUN
ispiv-95	242	48	-	-	PUNCT
ispiv-95	242	49	arterial	arterial	NOUN
ispiv-95	242	50	ecmo	ecmo	NOUN
ispiv-95	242	51	flows	flow	VERB
ispiv-95	242	52	.	.	PUNCT
ispiv-95	243	1	journal	journal	NOUN
ispiv-95	243	2	of	of	ADP
ispiv-95	243	3	biomechanical	biomechanical	ADJ
ispiv-95	243	4	engineering	engineering	NOUN
ispiv-95	243	5	143	143	NUM
ispiv-95	243	6	:	:	PUNCT