id	sid	tid	token	lemma	pos
ispiv-182	1	1	mytitle	mytitle	VERB
ispiv-182	1	2	14th	14th	ADJ
ispiv-182	1	3	international	international	ADJ
ispiv-182	1	4	symposium	symposium	NOUN
ispiv-182	1	5	on	on	ADP
ispiv-182	1	6	particle	particle	NOUN
ispiv-182	1	7	image	image	NOUN
ispiv-182	1	8	velocimetry	velocimetry	NOUN
ispiv-182	1	9	–	–	PUNCT
ispiv-182	1	10	ispiv	ispiv	NOUN
ispiv-182	1	11	2021	2021	NUM
ispiv-182	1	12	august	august	PROPN
ispiv-182	1	13	1–5	1–5	NUM
ispiv-182	1	14	,	,	PUNCT
ispiv-182	1	15	2021	2021	NUM
ispiv-182	1	16	particle	particle	NOUN
ispiv-182	1	17	detection	detection	NOUN
ispiv-182	1	18	by	by	ADP
ispiv-182	1	19	means	mean	NOUN
ispiv-182	1	20	of	of	ADP
ispiv-182	1	21	machine	machine	NOUN
ispiv-182	1	22	learning	learn	VERB
ispiv-182	1	23	in	in	ADP
ispiv-182	1	24	defocusing	defocuse	VERB
ispiv-182	1	25	ptv	ptv	PROPN
ispiv-182	1	26	maximilian	maximilian	PROPN
ispiv-182	1	27	dreisbach1∗	dreisbach1∗	PROPN
ispiv-182	1	28	,	,	PUNCT
ispiv-182	1	29	robin	robin	PROPN
ispiv-182	1	30	leister1	leister1	PROPN
ispiv-182	1	31	,	,	PUNCT
ispiv-182	1	32	matthias	matthias	PROPN
ispiv-182	1	33	probst2	probst2	PROPN
ispiv-182	1	34	,	,	PUNCT
ispiv-182	1	35	pascal	pascal	PROPN
ispiv-182	1	36	friederich3,4	friederich3,4	PROPN
ispiv-182	1	37	,	,	PUNCT
ispiv-182	1	38	alexander	alexander	PROPN
ispiv-182	1	39	stroh1	stroh1	PROPN
ispiv-182	1	40	,	,	PUNCT
ispiv-182	1	41	jochen	jochen	PROPN
ispiv-182	1	42	kriegseis1	kriegseis1	PROPN
ispiv-182	1	43	1	1	NUM
ispiv-182	1	44	institute	institute	PROPN
ispiv-182	1	45	of	of	ADP
ispiv-182	1	46	fluids	fluid	NOUN
ispiv-182	1	47	mechanics	mechanic	NOUN
ispiv-182	1	48	,	,	PUNCT
ispiv-182	1	49	karlsruhe	karlsruhe	PROPN
ispiv-182	1	50	institute	institute	PROPN
ispiv-182	1	51	of	of	ADP
ispiv-182	1	52	technology	technology	PROPN
ispiv-182	1	53	,	,	PUNCT
ispiv-182	1	54	germany	germany	PROPN
ispiv-182	1	55	2	2	NUM
ispiv-182	1	56	institute	institute	PROPN
ispiv-182	1	57	of	of	ADP
ispiv-182	1	58	thermal	thermal	ADJ
ispiv-182	1	59	turbomachinery	turbomachinery	NOUN
ispiv-182	1	60	,	,	PUNCT
ispiv-182	1	61	karlsruhe	karlsruhe	PROPN
ispiv-182	1	62	institute	institute	PROPN
ispiv-182	1	63	of	of	ADP
ispiv-182	1	64	technology	technology	PROPN
ispiv-182	1	65	,	,	PUNCT
ispiv-182	1	66	germany	germany	PROPN
ispiv-182	1	67	3	3	NUM
ispiv-182	1	68	institute	institute	PROPN
ispiv-182	1	69	of	of	ADP
ispiv-182	1	70	theoretical	theoretical	ADJ
ispiv-182	1	71	informatics	informatics	PROPN
ispiv-182	1	72	,	,	PUNCT
ispiv-182	1	73	karlsruhe	karlsruhe	PROPN
ispiv-182	1	74	institute	institute	PROPN
ispiv-182	1	75	of	of	ADP
ispiv-182	1	76	technology	technology	PROPN
ispiv-182	1	77	,	,	PUNCT
ispiv-182	1	78	germany	germany	PROPN
ispiv-182	1	79	4	4	NUM
ispiv-182	1	80	institute	institute	PROPN
ispiv-182	1	81	of	of	ADP
ispiv-182	1	82	nanotechnology	nanotechnology	PROPN
ispiv-182	1	83	,	,	PUNCT
ispiv-182	1	84	karlsruhe	karlsruhe	PROPN
ispiv-182	1	85	institute	institute	PROPN
ispiv-182	1	86	of	of	ADP
ispiv-182	1	87	technology	technology	PROPN
ispiv-182	1	88	,	,	PUNCT
ispiv-182	1	89	germany	germany	PROPN
ispiv-182	1	90	∗	∗	VERB
ispiv-182	1	91	maximilian.dreisbach@kit.edu	maximilian.dreisbach@kit.edu	PROPN
ispiv-182	1	92	the	the	DET
ispiv-182	1	93	accurate	accurate	ADJ
ispiv-182	1	94	measurement	measurement	NOUN
ispiv-182	1	95	of	of	ADP
ispiv-182	1	96	a	a	DET
ispiv-182	1	97	fluid	fluid	ADJ
ispiv-182	1	98	flow	flow	NOUN
ispiv-182	1	99	inside	inside	ADP
ispiv-182	1	100	a	a	DET
ispiv-182	1	101	measurement	measurement	NOUN
ispiv-182	1	102	volume	volume	NOUN
ispiv-182	1	103	(	(	PUNCT
ispiv-182	1	104	mv	mv	NOUN
ispiv-182	1	105	)	)	PUNCT
ispiv-182	1	106	with	with	ADP
ispiv-182	1	107	limited	limited	ADJ
ispiv-182	1	108	optical	optical	ADJ
ispiv-182	1	109	access	access	NOUN
ispiv-182	1	110	poses	pose	VERB
ispiv-182	1	111	a	a	DET
ispiv-182	1	112	challenge	challenge	NOUN
ispiv-182	1	113	since	since	SCONJ
ispiv-182	1	114	the	the	DET
ispiv-182	1	115	view	view	NOUN
ispiv-182	1	116	on	on	ADP
ispiv-182	1	117	the	the	DET
ispiv-182	1	118	mv	mv	PROPN
ispiv-182	1	119	is	be	AUX
ispiv-182	1	120	often	often	ADV
ispiv-182	1	121	partially	partially	ADV
ispiv-182	1	122	obstructed	obstruct	VERB
ispiv-182	1	123	for	for	ADP
ispiv-182	1	124	all	all	DET
ispiv-182	1	125	but	but	SCONJ
ispiv-182	1	126	one	one	NUM
ispiv-182	1	127	viewing	view	VERB
ispiv-182	1	128	angle	angle	NOUN
ispiv-182	1	129	.	.	PUNCT
ispiv-182	2	1	defocusing	defocuse	VERB
ispiv-182	2	2	particle	particle	NOUN
ispiv-182	2	3	tracking	tracking	NOUN
ispiv-182	2	4	velocimetry	velocimetry	NOUN
ispiv-182	2	5	(	(	PUNCT
ispiv-182	2	6	dptv	dptv	ADV
ispiv-182	2	7	)	)	PUNCT
ispiv-182	2	8	can	can	AUX
ispiv-182	2	9	be	be	AUX
ispiv-182	2	10	used	use	VERB
ispiv-182	2	11	to	to	PART
ispiv-182	2	12	determine	determine	VERB
ispiv-182	2	13	the	the	DET
ispiv-182	2	14	instantaneous	instantaneous	ADJ
ispiv-182	2	15	threedimensional	threedimensional	ADJ
ispiv-182	2	16	velocity	velocity	NOUN
ispiv-182	2	17	field	field	NOUN
ispiv-182	2	18	of	of	ADP
ispiv-182	2	19	the	the	DET
ispiv-182	2	20	flow	flow	NOUN
ispiv-182	2	21	with	with	ADP
ispiv-182	2	22	a	a	DET
ispiv-182	2	23	standard	standard	ADJ
ispiv-182	2	24	piv	piv	NOUN
ispiv-182	2	25	setup	setup	NOUN
ispiv-182	2	26	,	,	PUNCT
ispiv-182	2	27	requiring	require	VERB
ispiv-182	2	28	only	only	ADV
ispiv-182	2	29	a	a	DET
ispiv-182	2	30	single	single	ADJ
ispiv-182	2	31	optical	optical	ADJ
ispiv-182	2	32	axis	axis	NOUN
ispiv-182	2	33	.	.	PUNCT
ispiv-182	3	1	current	current	ADJ
ispiv-182	3	2	detection	detection	NOUN
ispiv-182	3	3	algorithms	algorithm	NOUN
ispiv-182	3	4	reach	reach	VERB
ispiv-182	3	5	an	an	DET
ispiv-182	3	6	out	out	ADV
ispiv-182	3	7	-	-	PUNCT
ispiv-182	3	8	of	of	ADP
ispiv-182	3	9	-	-	PUNCT
ispiv-182	3	10	plane	plane	NOUN
ispiv-182	3	11	accuracy	accuracy	NOUN
ispiv-182	3	12	in	in	ADP
ispiv-182	3	13	an	an	DET
ispiv-182	3	14	order	order	NOUN
ispiv-182	3	15	of	of	ADP
ispiv-182	3	16	magnitude	magnitude	NOUN
ispiv-182	3	17	lower	low	ADJ
ispiv-182	3	18	than	than	ADP
ispiv-182	3	19	the	the	DET
ispiv-182	3	20	planar	planar	ADJ
ispiv-182	3	21	accuracy	accuracy	NOUN
ispiv-182	3	22	,	,	PUNCT
ispiv-182	3	23	on	on	ADP
ispiv-182	3	24	top	top	NOUN
ispiv-182	3	25	of	of	ADP
ispiv-182	3	26	a	a	DET
ispiv-182	3	27	low	low	ADJ
ispiv-182	3	28	rate	rate	NOUN
ispiv-182	3	29	of	of	ADP
ispiv-182	3	30	detected	detect	VERB
ispiv-182	3	31	particles	particle	NOUN
ispiv-182	3	32	in	in	ADP
ispiv-182	3	33	comparison	comparison	NOUN
ispiv-182	3	34	to	to	ADP
ispiv-182	3	35	other	other	ADJ
ispiv-182	3	36	ptv	ptv	PROPN
ispiv-182	3	37	approaches	approach	NOUN
ispiv-182	3	38	.	.	PUNCT
ispiv-182	4	1	these	these	DET
ispiv-182	4	2	drawbacks	drawback	NOUN
ispiv-182	4	3	originate	originate	VERB
ispiv-182	4	4	from	from	ADP
ispiv-182	4	5	the	the	DET
ispiv-182	4	6	low	low	ADJ
ispiv-182	4	7	image	image	NOUN
ispiv-182	4	8	quality	quality	NOUN
ispiv-182	4	9	due	due	ADP
ispiv-182	4	10	to	to	ADP
ispiv-182	4	11	noise	noise	NOUN
ispiv-182	4	12	,	,	PUNCT
ispiv-182	4	13	fluctuations	fluctuation	NOUN
ispiv-182	4	14	in	in	ADP
ispiv-182	4	15	illumination	illumination	NOUN
ispiv-182	4	16	,	,	PUNCT
ispiv-182	4	17	reflections	reflection	NOUN
ispiv-182	4	18	and	and	CCONJ
ispiv-182	4	19	overlapping	overlap	VERB
ispiv-182	4	20	particle	particle	NOUN
ispiv-182	4	21	images	image	NOUN
ispiv-182	4	22	.	.	PUNCT
ispiv-182	5	1	it	it	PRON
ispiv-182	5	2	has	have	AUX
ispiv-182	5	3	been	be	AUX
ispiv-182	5	4	shown	show	VERB
ispiv-182	5	5	that	that	SCONJ
ispiv-182	5	6	machine	machine	NOUN
ispiv-182	5	7	learning	learning	NOUN
ispiv-182	5	8	(	(	PUNCT
ispiv-182	5	9	ml	ml	NOUN
ispiv-182	5	10	)	)	PUNCT
ispiv-182	5	11	based	base	VERB
ispiv-182	5	12	detection	detection	NOUN
ispiv-182	5	13	is	be	AUX
ispiv-182	5	14	more	more	ADV
ispiv-182	5	15	robust	robust	ADJ
ispiv-182	5	16	against	against	ADP
ispiv-182	5	17	these	these	DET
ispiv-182	5	18	adverse	adverse	ADJ
ispiv-182	5	19	effects	effect	NOUN
ispiv-182	5	20	,	,	PUNCT
ispiv-182	5	21	due	due	ADP
ispiv-182	5	22	to	to	ADP
ispiv-182	5	23	the	the	DET
ispiv-182	5	24	ability	ability	NOUN
ispiv-182	5	25	to	to	PART
ispiv-182	5	26	leverage	leverage	VERB
ispiv-182	5	27	a	a	DET
ispiv-182	5	28	higher	high	ADJ
ispiv-182	5	29	amount	amount	NOUN
ispiv-182	5	30	of	of	ADP
ispiv-182	5	31	optical	optical	ADJ
ispiv-182	5	32	features	feature	NOUN
ispiv-182	5	33	for	for	ADP
ispiv-182	5	34	detection	detection	NOUN
ispiv-182	5	35	than	than	ADP
ispiv-182	5	36	conventional	conventional	ADJ
ispiv-182	5	37	algorithms	algorithm	NOUN
ispiv-182	5	38	(	(	PUNCT
ispiv-182	5	39	lecun	lecun	PROPN
ispiv-182	5	40	et	et	PROPN
ispiv-182	5	41	al	al	PROPN
ispiv-182	5	42	.	.	PUNCT
ispiv-182	6	1	(	(	PUNCT
ispiv-182	6	2	1998	1998	NUM
ispiv-182	6	3	)	)	PUNCT
ispiv-182	6	4	)	)	PUNCT
ispiv-182	6	5	.	.	PUNCT
ispiv-182	7	1	therefore	therefore	ADV
ispiv-182	7	2	,	,	PUNCT
ispiv-182	7	3	the	the	DET
ispiv-182	7	4	present	present	ADJ
ispiv-182	7	5	work	work	NOUN
ispiv-182	7	6	addresses	address	VERB
ispiv-182	7	7	the	the	DET
ispiv-182	7	8	applicability	applicability	NOUN
ispiv-182	7	9	of	of	ADP
ispiv-182	7	10	ml	ml	ADP
ispiv-182	7	11	algorithms	algorithm	NOUN
ispiv-182	7	12	in	in	ADP
ispiv-182	7	13	the	the	DET
ispiv-182	7	14	post	post	ADJ
ispiv-182	7	15	-	-	ADJ
ispiv-182	7	16	processing	processing	NOUN
ispiv-182	7	17	of	of	ADP
ispiv-182	7	18	dptv	dptv	ADJ
ispiv-182	7	19	experiments	experiment	NOUN
ispiv-182	7	20	,	,	PUNCT
ispiv-182	7	21	which	which	PRON
ispiv-182	7	22	will	will	AUX
ispiv-182	7	23	be	be	AUX
ispiv-182	7	24	evaluated	evaluate	VERB
ispiv-182	7	25	on	on	ADP
ispiv-182	7	26	the	the	DET
ispiv-182	7	27	ground	ground	NOUN
ispiv-182	7	28	of	of	ADP
ispiv-182	7	29	the	the	DET
ispiv-182	7	30	dptv	dptv	NOUN
ispiv-182	7	31	experiments	experiment	NOUN
ispiv-182	7	32	conducted	conduct	VERB
ispiv-182	7	33	by	by	ADP
ispiv-182	7	34	leister	leister	NOUN
ispiv-182	7	35	and	and	CCONJ
ispiv-182	7	36	kriegseis	kriegseis	NOUN
ispiv-182	7	37	(	(	PUNCT
ispiv-182	7	38	2019	2019	NUM
ispiv-182	7	39	)	)	PUNCT
ispiv-182	7	40	.	.	PUNCT
ispiv-182	8	1	the	the	DET
ispiv-182	8	2	setup	setup	NOUN
ispiv-182	8	3	of	of	ADP
ispiv-182	8	4	these	these	DET
ispiv-182	8	5	experiments	experiment	NOUN
ispiv-182	8	6	can	can	AUX
ispiv-182	8	7	be	be	AUX
ispiv-182	8	8	seen	see	VERB
ispiv-182	8	9	in	in	ADP
ispiv-182	8	10	figure	figure	NOUN
ispiv-182	8	11	1(a	1(a	NUM
ispiv-182	8	12	)	)	PUNCT
ispiv-182	8	13	and	and	CCONJ
ispiv-182	8	14	a	a	DET
ispiv-182	8	15	section	section	NOUN
ispiv-182	8	16	of	of	ADP
ispiv-182	8	17	a	a	DET
ispiv-182	8	18	raw	raw	ADJ
ispiv-182	8	19	image	image	NOUN
ispiv-182	8	20	recorded	record	VERB
ispiv-182	8	21	during	during	ADP
ispiv-182	8	22	the	the	DET
ispiv-182	8	23	experiments	experiment	NOUN
ispiv-182	8	24	in	in	ADP
ispiv-182	8	25	figure	figure	NOUN
ispiv-182	8	26	1(b	1(b	NUM
ispiv-182	8	27	)	)	PUNCT
ispiv-182	8	28	.	.	PUNCT
ispiv-182	9	1	(	(	PUNCT
ispiv-182	9	2	a	a	X
ispiv-182	9	3	)	)	PUNCT
ispiv-182	9	4	dptv	dptv	NOUN
ispiv-182	9	5	setup	setup	NOUN
ispiv-182	9	6	(	(	PUNCT
ispiv-182	9	7	b	b	NOUN
ispiv-182	9	8	)	)	PUNCT
ispiv-182	9	9	raw	raw	ADJ
ispiv-182	9	10	image	image	NOUN
ispiv-182	9	11	0	0	NUM
ispiv-182	9	12	0.1	0.1	NUM
ispiv-182	9	13	0.2	0.2	NUM
ispiv-182	9	14	0.3	0.3	NUM
ispiv-182	9	15	0.4	0.4	NUM
ispiv-182	9	16	0.5	0.5	NUM
ispiv-182	9	17	0.6	0.6	NUM
ispiv-182	9	18	0.7	0.7	NUM
ispiv-182	9	19	0.8	0.8	NUM
ispiv-182	9	20	0.6	0.6	NUM
ispiv-182	9	21	0.7	0.7	NUM
ispiv-182	9	22	0.8	0.8	NUM
ispiv-182	9	23	0.9	0.9	NUM
ispiv-182	9	24	1	1	NUM
ispiv-182	9	25	recall	recall	NOUN
ispiv-182	9	26	[	[	X
ispiv-182	9	27	-	-	PUNCT
ispiv-182	9	28	]	]	X
ispiv-182	9	29	pr	pr	NOUN
ispiv-182	9	30	ec	ec	PROPN
ispiv-182	9	31	is	be	AUX
ispiv-182	9	32	io	io	PROPN
ispiv-182	9	33	n	n	PROPN
ispiv-182	9	34	[	[	X
ispiv-182	9	35	]	]	X
ispiv-182	9	36	faster	fast	ADV
ispiv-182	9	37	r	r	NOUN
ispiv-182	9	38	-	-	PUNCT
ispiv-182	9	39	cnn	cnn	NOUN
ispiv-182	9	40	synthetic	synthetic	NOUN
ispiv-182	9	41	faster	fast	ADV
ispiv-182	9	42	r	r	NOUN
ispiv-182	9	43	-	-	PUNCT
ispiv-182	9	44	cnn	cnn	NOUN
ispiv-182	9	45	munit	munit	NOUN
ispiv-182	9	46	faster	fast	ADV
ispiv-182	9	47	r	r	PROPN
ispiv-182	9	48	-	-	PUNCT
ispiv-182	9	49	cnn	cnn	PROPN
ispiv-182	9	50	real	real	ADJ
ispiv-182	9	51	hough	hough	PROPN
ispiv-182	9	52	transform	transform	VERB
ispiv-182	9	53	retinanet	retinanet	NOUN
ispiv-182	9	54	synthetic	synthetic	ADJ
ispiv-182	9	55	retinanet	retinanet	NOUN
ispiv-182	9	56	munit	munit	NOUN
ispiv-182	10	1	retinanet	retinanet	PROPN
ispiv-182	10	2	real	real	ADJ
ispiv-182	10	3	(	(	PUNCT
ispiv-182	10	4	c	c	NOUN
ispiv-182	10	5	)	)	PUNCT
ispiv-182	10	6	detection	detection	NOUN
ispiv-182	10	7	results	result	NOUN
ispiv-182	10	8	figure	figure	VERB
ispiv-182	10	9	1	1	NUM
ispiv-182	10	10	:	:	PUNCT
ispiv-182	10	11	(	(	PUNCT
ispiv-182	10	12	a	a	X
ispiv-182	10	13	)	)	PUNCT
ispiv-182	10	14	dptv	dptv	NOUN
ispiv-182	10	15	setup	setup	NOUN
ispiv-182	10	16	in	in	ADP
ispiv-182	10	17	an	an	DET
ispiv-182	10	18	open	open	ADJ
ispiv-182	10	19	wet	wet	ADJ
ispiv-182	10	20	clutch	clutch	NOUN
ispiv-182	10	21	;	;	PUNCT
ispiv-182	10	22	(	(	PUNCT
ispiv-182	10	23	b	b	X
ispiv-182	10	24	)	)	PUNCT
ispiv-182	10	25	recorded	record	VERB
ispiv-182	10	26	dptv	dptv	ADV
ispiv-182	10	27	raw	raw	ADJ
ispiv-182	10	28	image	image	NOUN
ispiv-182	10	29	above	above	ADP
ispiv-182	10	30	the	the	DET
ispiv-182	10	31	grooved	grooved	ADJ
ispiv-182	10	32	region	region	NOUN
ispiv-182	10	33	of	of	ADP
ispiv-182	10	34	an	an	DET
ispiv-182	10	35	open	open	ADJ
ispiv-182	10	36	wet	wet	ADJ
ispiv-182	10	37	clutch	clutch	NOUN
ispiv-182	10	38	;	;	PUNCT
ispiv-182	10	39	(	(	PUNCT
ispiv-182	10	40	c	c	X
ispiv-182	10	41	)	)	PUNCT
ispiv-182	10	42	precision	precision	NOUN
ispiv-182	10	43	-	-	PUNCT
ispiv-182	10	44	recall	recall	NOUN
ispiv-182	10	45	diagram	diagram	NOUN
ispiv-182	10	46	of	of	ADP
ispiv-182	10	47	the	the	DET
ispiv-182	10	48	detection	detection	NOUN
ispiv-182	10	49	on	on	ADP
ispiv-182	10	50	dptv	dptv	NOUN
ispiv-182	10	51	images	image	NOUN
ispiv-182	10	52	.	.	PUNCT
ispiv-182	11	1	two	two	NUM
ispiv-182	11	2	established	establish	VERB
ispiv-182	11	3	object	object	NOUN
ispiv-182	11	4	detection	detection	NOUN
ispiv-182	11	5	frameworks	framework	NOUN
ispiv-182	11	6	,	,	PUNCT
ispiv-182	11	7	faster	fast	ADV
ispiv-182	11	8	r	r	VERB
ispiv-182	11	9	-	-	PUNCT
ispiv-182	11	10	cnn	cnn	NOUN
ispiv-182	11	11	by	by	ADP
ispiv-182	11	12	ren	ren	PROPN
ispiv-182	11	13	et	et	PROPN
ispiv-182	11	14	al	al	PROPN
ispiv-182	11	15	.	.	PROPN
ispiv-182	11	16	(	(	PUNCT
ispiv-182	11	17	2017	2017	NUM
ispiv-182	11	18	)	)	PUNCT
ispiv-182	11	19	and	and	CCONJ
ispiv-182	11	20	retinanet	retinanet	NOUN
ispiv-182	11	21	by	by	ADP
ispiv-182	11	22	lin	lin	PROPN
ispiv-182	11	23	et	et	PROPN
ispiv-182	11	24	al	al	PROPN
ispiv-182	11	25	.	.	PROPN
ispiv-182	11	26	(	(	PUNCT
ispiv-182	11	27	2017	2017	NUM
ispiv-182	11	28	)	)	PUNCT
ispiv-182	11	29	based	base	VERB
ispiv-182	11	30	on	on	ADP
ispiv-182	11	31	convolutional	convolutional	ADJ
ispiv-182	11	32	neural	neural	ADJ
ispiv-182	11	33	networks	network	NOUN
ispiv-182	11	34	(	(	PUNCT
ispiv-182	11	35	cnn	cnn	PROPN
ispiv-182	11	36	)	)	PUNCT
ispiv-182	11	37	are	be	AUX
ispiv-182	11	38	trained	train	VERB
ispiv-182	11	39	for	for	ADP
ispiv-182	11	40	particle	particle	NOUN
ispiv-182	11	41	detection	detection	NOUN
ispiv-182	11	42	by	by	ADP
ispiv-182	11	43	supervised	supervised	ADJ
ispiv-182	11	44	learning	learning	NOUN
ispiv-182	11	45	.	.	PUNCT
ispiv-182	12	1	to	to	PART
ispiv-182	12	2	fully	fully	ADV
ispiv-182	12	3	exploit	exploit	VERB
ispiv-182	12	4	the	the	DET
ispiv-182	12	5	capacity	capacity	NOUN
ispiv-182	12	6	of	of	ADP
ispiv-182	12	7	these	these	DET
ispiv-182	12	8	deep	deep	ADJ
ispiv-182	12	9	learning	learning	NOUN
ispiv-182	12	10	algorithms	algorithm	VERB
ispiv-182	12	11	large	large	ADJ
ispiv-182	12	12	datasets	dataset	NOUN
ispiv-182	12	13	consisting	consist	VERB
ispiv-182	12	14	of	of	ADP
ispiv-182	12	15	o(10000	o(10000	NOUN
ispiv-182	12	16	)	)	PUNCT
ispiv-182	12	17	images	image	NOUN
ispiv-182	12	18	with	with	ADP
ispiv-182	12	19	annotated	annotate	VERB
ispiv-182	12	20	centre	centre	NOUN
ispiv-182	12	21	point	point	NOUN
ispiv-182	12	22	location	location	NOUN
ispiv-182	12	23	and	and	CCONJ
ispiv-182	12	24	diameter	diameter	NOUN
ispiv-182	12	25	for	for	ADP
ispiv-182	12	26	each	each	DET
ispiv-182	12	27	particle	particle	NOUN
ispiv-182	12	28	are	be	AUX
ispiv-182	12	29	necessary	necessary	ADJ
ispiv-182	12	30	.	.	PUNCT
ispiv-182	13	1	since	since	SCONJ
ispiv-182	13	2	manual	manual	ADJ
ispiv-182	13	3	image	image	NOUN
ispiv-182	13	4	annotation	annotation	NOUN
ispiv-182	13	5	requires	require	VERB
ispiv-182	13	6	an	an	DET
ispiv-182	13	7	unfeasible	unfeasible	ADJ
ispiv-182	13	8	time	time	NOUN
ispiv-182	13	9	effort	effort	NOUN
ispiv-182	13	10	and	and	CCONJ
ispiv-182	13	11	leads	lead	VERB
ispiv-182	13	12	to	to	ADP
ispiv-182	13	13	the	the	DET
ispiv-182	13	14	introduction	introduction	NOUN
ispiv-182	13	15	of	of	ADP
ispiv-182	13	16	additional	additional	ADJ
ispiv-182	13	17	uncertainty	uncertainty	NOUN
ispiv-182	13	18	and	and	CCONJ
ispiv-182	13	19	bias	bias	NOUN
ispiv-182	13	20	,	,	PUNCT
ispiv-182	13	21	two	two	NUM
ispiv-182	13	22	kinds	kind	NOUN
ispiv-182	13	23	of	of	ADP
ispiv-182	13	24	synthetic	synthetic	ADJ
ispiv-182	13	25	image	image	NOUN
ispiv-182	13	26	data	data	NOUN
ispiv-182	13	27	sets	set	NOUN
ispiv-182	13	28	are	be	AUX
ispiv-182	13	29	used	use	VERB
ispiv-182	13	30	.	.	PUNCT
ispiv-182	14	1	the	the	DET
ispiv-182	14	2	first	first	ADJ
ispiv-182	14	3	training	training	NOUN
ispiv-182	14	4	set	set	NOUN
ispiv-182	14	5	da	da	PROPN
ispiv-182	14	6	is	be	AUX
ispiv-182	14	7	generated	generate	VERB
ispiv-182	14	8	from	from	ADP
ispiv-182	14	9	2d	2d	NOUN
ispiv-182	14	10	-	-	PUNCT
ispiv-182	14	11	gaussian	gaussian	ADJ
ispiv-182	14	12	particle	particle	NOUN
ispiv-182	14	13	images	image	NOUN
ispiv-182	14	14	with	with	ADP
ispiv-182	14	15	additional	additional	ADJ
ispiv-182	14	16	noise	noise	NOUN
ispiv-182	14	17	,	,	PUNCT
ispiv-182	14	18	while	while	SCONJ
ispiv-182	14	19	the	the	DET
ispiv-182	14	20	second	second	ADJ
ispiv-182	14	21	approach	approach	NOUN
ispiv-182	14	22	focuses	focus	VERB
ispiv-182	14	23	on	on	ADP
ispiv-182	14	24	generating	generate	VERB
ispiv-182	14	25	refined	refined	ADJ
ispiv-182	14	26	synthetic	synthetic	ADJ
ispiv-182	14	27	data	datum	NOUN
ispiv-182	14	28	db	db	VERB
ispiv-182	14	29	by	by	ADP
ispiv-182	14	30	employing	employ	VERB
ispiv-182	14	31	ml	ml	ADP
ispiv-182	14	32	algorithms	algorithm	NOUN
ispiv-182	14	33	for	for	ADP
ispiv-182	14	34	unsupervised	unsupervised	ADJ
ispiv-182	14	35	image	image	NOUN
ispiv-182	14	36	-	-	PUNCT
ispiv-182	14	37	to	to	ADP
ispiv-182	14	38	-	-	PUNCT
ispiv-182	14	39	image	image	NOUN
ispiv-182	14	40	translation	translation	NOUN
ispiv-182	14	41	on	on	ADP
ispiv-182	14	42	the	the	DET
ispiv-182	14	43	first	first	ADJ
ispiv-182	14	44	training	training	NOUN
ispiv-182	14	45	data	datum	NOUN
ispiv-182	14	46	set	set	VERB
ispiv-182	14	47	.	.	PUNCT
ispiv-182	15	1	the	the	DET
ispiv-182	15	2	image	image	NOUN
ispiv-182	15	3	-	-	PUNCT
ispiv-182	15	4	to	to	ADP
ispiv-182	15	5	-	-	PUNCT
ispiv-182	15	6	image	image	NOUN
ispiv-182	15	7	translation	translation	NOUN
ispiv-182	15	8	method	method	NOUN
ispiv-182	15	9	munit	munit	NOUN
ispiv-182	15	10	by	by	ADP
ispiv-182	15	11	huang	huang	PROPN
ispiv-182	15	12	et	et	PROPN
ispiv-182	15	13	al	al	PROPN
ispiv-182	15	14	.	.	PROPN
ispiv-182	16	1	(	(	PUNCT
ispiv-182	16	2	2018	2018	NUM
ispiv-182	16	3	)	)	PUNCT
ispiv-182	16	4	is	be	AUX
ispiv-182	16	5	used	use	VERB
ispiv-182	16	6	to	to	PART
ispiv-182	16	7	train	train	VERB
ispiv-182	16	8	a	a	DET
ispiv-182	16	9	mapping	mapping	NOUN
ispiv-182	16	10	from	from	ADP
ispiv-182	16	11	an	an	DET
ispiv-182	16	12	input	input	NOUN
ispiv-182	16	13	domain	domain	NOUN
ispiv-182	16	14	consisting	consist	VERB
ispiv-182	16	15	of	of	ADP
ispiv-182	16	16	the	the	DET
ispiv-182	16	17	synthetic	synthetic	ADJ
ispiv-182	16	18	particle	particle	NOUN
ispiv-182	16	19	images	image	NOUN
ispiv-182	16	20	to	to	ADP
ispiv-182	16	21	an	an	DET
ispiv-182	16	22	output	output	NOUN
ispiv-182	16	23	domain	domain	NOUN
ispiv-182	16	24	of	of	ADP
ispiv-182	16	25	real	real	ADJ
ispiv-182	16	26	particle	particle	NOUN
ispiv-182	16	27	images	image	NOUN
ispiv-182	16	28	via	via	ADP
ispiv-182	16	29	unsupervised	unsupervised	ADJ
ispiv-182	16	30	learning	learning	NOUN
ispiv-182	16	31	.	.	PUNCT
ispiv-182	17	1	the	the	DET
ispiv-182	17	2	objective	objective	NOUN
ispiv-182	17	3	of	of	ADP
ispiv-182	17	4	the	the	DET
ispiv-182	17	5	image	image	NOUN
ispiv-182	17	6	translation	translation	NOUN
ispiv-182	17	7	step	step	NOUN
ispiv-182	17	8	is	be	AUX
ispiv-182	17	9	to	to	PART
ispiv-182	17	10	generate	generate	VERB
ispiv-182	17	11	particle	particle	NOUN
ispiv-182	17	12	images	image	NOUN
ispiv-182	17	13	that	that	PRON
ispiv-182	17	14	represent	represent	VERB
ispiv-182	17	15	the	the	DET
ispiv-182	17	16	feature	feature	NOUN
ispiv-182	17	17	distribution	distribution	NOUN
ispiv-182	17	18	of	of	ADP
ispiv-182	17	19	the	the	DET
ispiv-182	17	20	real	real	ADJ
ispiv-182	17	21	data	datum	NOUN
ispiv-182	17	22	while	while	SCONJ
ispiv-182	17	23	preserving	preserve	VERB
ispiv-182	17	24	the	the	DET
ispiv-182	17	25	location	location	NOUN
ispiv-182	17	26	and	and	CCONJ
ispiv-182	17	27	diameter	diameter	NOUN
ispiv-182	17	28	information	information	NOUN
ispiv-182	17	29	of	of	ADP
ispiv-182	17	30	the	the	DET
ispiv-182	17	31	individual	individual	ADJ
ispiv-182	17	32	synthetic	synthetic	ADJ
ispiv-182	17	33	input	input	NOUN
ispiv-182	17	34	images	image	NOUN
ispiv-182	17	35	.	.	PUNCT
ispiv-182	18	1	mailto:maximilian.dreisbach@kit.edu	mailto:maximilian.dreisbach@kit.edu	PROPN
ispiv-182	18	2	overall	overall	ADV
ispiv-182	18	3	,	,	PUNCT
ispiv-182	18	4	we	we	PRON
ispiv-182	18	5	find	find	VERB
ispiv-182	18	6	that	that	SCONJ
ispiv-182	18	7	the	the	DET
ispiv-182	18	8	ml	ml	ADV
ispiv-182	18	9	-	-	PUNCT
ispiv-182	18	10	based	base	VERB
ispiv-182	18	11	detection	detection	NOUN
ispiv-182	18	12	approach	approach	NOUN
ispiv-182	18	13	outperforms	outperform	VERB
ispiv-182	18	14	the	the	DET
ispiv-182	18	15	current	current	ADJ
ispiv-182	18	16	state	state	NOUN
ispiv-182	18	17	-	-	PUNCT
ispiv-182	18	18	of	of	ADP
ispiv-182	18	19	-	-	PUNCT
ispiv-182	18	20	the	the	DET
ispiv-182	18	21	-	-	PUNCT
ispiv-182	18	22	art	art	NOUN
ispiv-182	18	23	conventional	conventional	ADJ
ispiv-182	18	24	detection	detection	NOUN
ispiv-182	18	25	algorithm	algorithm	NOUN
ispiv-182	18	26	used	use	VERB
ispiv-182	18	27	by	by	ADP
ispiv-182	18	28	(	(	PUNCT
ispiv-182	18	29	leister	leister	NOUN
ispiv-182	18	30	and	and	CCONJ
ispiv-182	18	31	kriegseis	kriegseis	NOUN
ispiv-182	18	32	,	,	PUNCT
ispiv-182	18	33	2019	2019	NUM
ispiv-182	18	34	)	)	PUNCT
ispiv-182	18	35	which	which	PRON
ispiv-182	18	36	detects	detect	VERB
ispiv-182	18	37	particles	particle	NOUN
ispiv-182	18	38	through	through	ADP
ispiv-182	18	39	a	a	DET
ispiv-182	18	40	hough	hough	PROPN
ispiv-182	18	41	transformation	transformation	NOUN
ispiv-182	18	42	by	by	ADP
ispiv-182	18	43	up	up	ADP
ispiv-182	18	44	to	to	PART
ispiv-182	18	45	49	49	NUM
ispiv-182	18	46	percent	percent	NOUN
ispiv-182	18	47	in	in	ADP
ispiv-182	18	48	terms	term	NOUN
ispiv-182	18	49	of	of	ADP
ispiv-182	18	50	detection	detection	NOUN
ispiv-182	18	51	rate	rate	NOUN
ispiv-182	18	52	,	,	PUNCT
ispiv-182	18	53	depending	depend	VERB
ispiv-182	18	54	on	on	ADP
ispiv-182	18	55	the	the	DET
ispiv-182	18	56	image	image	NOUN
ispiv-182	18	57	quality	quality	NOUN
ispiv-182	18	58	;	;	PUNCT
ispiv-182	18	59	see	see	VERB
ispiv-182	18	60	figure	figure	NOUN
ispiv-182	18	61	1(c	1(c	NUM
ispiv-182	18	62	)	)	PUNCT
ispiv-182	18	63	.	.	PUNCT
ispiv-182	19	1	especially	especially	ADV
ispiv-182	19	2	on	on	ADP
ispiv-182	19	3	images	image	NOUN
ispiv-182	19	4	with	with	ADP
ispiv-182	19	5	fluctuations	fluctuation	NOUN
ispiv-182	19	6	in	in	ADP
ispiv-182	19	7	background	background	NOUN
ispiv-182	19	8	illumination	illumination	NOUN
ispiv-182	19	9	(	(	PUNCT
ispiv-182	19	10	e.g.	e.g.	ADV
ispiv-182	19	11	fig	fig	NOUN
ispiv-182	19	12	.	.	PUNCT
ispiv-182	19	13	1(b	1(b	NUM
ispiv-182	19	14	)	)	PUNCT
ispiv-182	19	15	)	)	PUNCT
ispiv-182	20	1	the	the	DET
ispiv-182	20	2	ml	ml	PROPN
ispiv-182	20	3	approaches	approach	NOUN
ispiv-182	20	4	surpass	surpass	VERB
ispiv-182	20	5	the	the	DET
ispiv-182	20	6	detection	detection	NOUN
ispiv-182	20	7	performance	performance	NOUN
ispiv-182	20	8	of	of	ADP
ispiv-182	20	9	the	the	DET
ispiv-182	20	10	hough	hough	PROPN
ispiv-182	20	11	transform	transform	NOUN
ispiv-182	20	12	.	.	PUNCT
ispiv-182	21	1	the	the	DET
ispiv-182	21	2	translation	translation	NOUN
ispiv-182	21	3	framework	framework	NOUN
ispiv-182	21	4	munit	munit	NOUN
ispiv-182	21	5	generates	generate	VERB
ispiv-182	21	6	realistic	realistic	ADJ
ispiv-182	21	7	synthetic	synthetic	ADJ
ispiv-182	21	8	representations	representation	NOUN
ispiv-182	21	9	of	of	ADP
ispiv-182	21	10	real	real	ADJ
ispiv-182	21	11	particle	particle	NOUN
ispiv-182	21	12	images	image	NOUN
ispiv-182	21	13	by	by	ADP
ispiv-182	21	14	reproducing	reproduce	VERB
ispiv-182	21	15	small	small	ADJ
ispiv-182	21	16	scale	scale	NOUN
ispiv-182	21	17	features	feature	NOUN
ispiv-182	21	18	.	.	PUNCT
ispiv-182	22	1	in	in	ADP
ispiv-182	22	2	particular	particular	ADJ
ispiv-182	22	3	,	,	PUNCT
ispiv-182	22	4	increasingly	increasingly	ADV
ispiv-182	22	5	wide	wide	ADJ
ispiv-182	22	6	edges	edge	NOUN
ispiv-182	22	7	for	for	ADP
ispiv-182	22	8	higher	high	ADJ
ispiv-182	22	9	diameters	diameter	NOUN
ispiv-182	22	10	,	,	PUNCT
ispiv-182	22	11	noisy	noisy	ADJ
ispiv-182	22	12	contours	contours	NOUN
ispiv-182	22	13	,	,	PUNCT
ispiv-182	22	14	distortions	distortion	NOUN
ispiv-182	22	15	and	and	CCONJ
ispiv-182	22	16	intensity	intensity	NOUN
ispiv-182	22	17	variations	variation	NOUN
ispiv-182	22	18	over	over	ADP
ispiv-182	22	19	the	the	DET
ispiv-182	22	20	circumference	circumference	NOUN
ispiv-182	22	21	of	of	ADP
ispiv-182	22	22	the	the	DET
ispiv-182	22	23	particle	particle	NOUN
ispiv-182	22	24	images	image	NOUN
ispiv-182	22	25	are	be	AUX
ispiv-182	22	26	generated	generate	VERB
ispiv-182	22	27	,	,	PUNCT
ispiv-182	22	28	leading	lead	VERB
ispiv-182	22	29	to	to	ADP
ispiv-182	22	30	visual	visual	ADJ
ispiv-182	22	31	similarity	similarity	NOUN
ispiv-182	22	32	as	as	SCONJ
ispiv-182	22	33	shown	show	VERB
ispiv-182	22	34	in	in	ADP
ispiv-182	22	35	figure	figure	NOUN
ispiv-182	22	36	2(a	2(a	NUM
ispiv-182	22	37	)	)	PUNCT
ispiv-182	22	38	.	.	PUNCT
ispiv-182	23	1	as	as	SCONJ
ispiv-182	23	2	illustrated	illustrate	VERB
ispiv-182	23	3	in	in	ADP
ispiv-182	23	4	figure	figure	NOUN
ispiv-182	23	5	2(b	2(b	NUM
ispiv-182	23	6	)	)	PUNCT
ispiv-182	23	7	the	the	DET
ispiv-182	23	8	radial	radial	ADJ
ispiv-182	23	9	intensity	intensity	NOUN
ispiv-182	23	10	profile	profile	NOUN
ispiv-182	23	11	,	,	PUNCT
ispiv-182	23	12	which	which	PRON
ispiv-182	23	13	is	be	AUX
ispiv-182	23	14	a	a	DET
ispiv-182	23	15	major	major	ADJ
ispiv-182	23	16	characteristic	characteristic	NOUN
ispiv-182	23	17	of	of	ADP
ispiv-182	23	18	the	the	DET
ispiv-182	23	19	real	real	ADJ
ispiv-182	23	20	particle	particle	NOUN
ispiv-182	23	21	images	image	NOUN
ispiv-182	23	22	,	,	PUNCT
ispiv-182	23	23	is	be	AUX
ispiv-182	23	24	approximated	approximate	VERB
ispiv-182	23	25	more	more	ADV
ispiv-182	23	26	closely	closely	ADV
ispiv-182	23	27	by	by	ADP
ispiv-182	23	28	munit	munit	NOUN
ispiv-182	23	29	in	in	ADP
ispiv-182	23	30	comparison	comparison	NOUN
ispiv-182	23	31	to	to	ADP
ispiv-182	23	32	the	the	DET
ispiv-182	23	33	2d	2d	NOUN
ispiv-182	23	34	-	-	PUNCT
ispiv-182	23	35	gaussian	gaussian	ADJ
ispiv-182	23	36	synthetic	synthetic	NOUN
ispiv-182	23	37	images	image	NOUN
ispiv-182	23	38	.	.	PUNCT
ispiv-182	24	1	the	the	DET
ispiv-182	24	2	object	object	NOUN
ispiv-182	24	3	detection	detection	NOUN
ispiv-182	24	4	algorithms	algorithm	NOUN
ispiv-182	24	5	trained	train	VERB
ispiv-182	24	6	on	on	ADP
ispiv-182	24	7	the	the	DET
ispiv-182	24	8	feature	feature	NOUN
ispiv-182	24	9	-	-	PUNCT
ispiv-182	24	10	rich	rich	ADJ
ispiv-182	24	11	synthetic	synthetic	ADJ
ispiv-182	24	12	data	datum	NOUN
ispiv-182	24	13	db	db	VERB
ispiv-182	24	14	from	from	ADP
ispiv-182	24	15	the	the	DET
ispiv-182	24	16	image	image	NOUN
ispiv-182	24	17	trans(a	trans(a	NOUN
ispiv-182	24	18	)	)	PUNCT
ispiv-182	24	19	particle	particle	NOUN
ispiv-182	24	20	images	image	NOUN
ispiv-182	24	21	5	5	NUM
ispiv-182	24	22	10	10	NUM
ispiv-182	24	23	15	15	NUM
ispiv-182	24	24	20	20	NUM
ispiv-182	24	25	26	26	NUM
ispiv-182	24	26	30	30	NUM
ispiv-182	24	27	0	0	NUM
ispiv-182	24	28	0.2	0.2	NUM
ispiv-182	24	29	0.4	0.4	NUM
ispiv-182	24	30	0.6	0.6	NUM
ispiv-182	24	31	0.8	0.8	NUM
ispiv-182	24	32	1	1	NUM
ispiv-182	24	33	1.2	1.2	NUM
ispiv-182	24	34	radius	radius	NOUN
ispiv-182	24	35	[	[	X
ispiv-182	24	36	px	px	X
ispiv-182	24	37	]	]	X
ispiv-182	24	38	in	in	ADP
ispiv-182	24	39	te	te	PROPN
ispiv-182	24	40	ns	ns	NUM
ispiv-182	24	41	ity	ity	PROPN
ispiv-182	24	42	[	[	X
ispiv-182	24	43	]	]	X
ispiv-182	24	44	synthetic	synthetic	ADJ
ispiv-182	24	45	munit	munit	NOUN
ispiv-182	24	46	real	real	ADJ
ispiv-182	24	47	(	(	PUNCT
ispiv-182	24	48	b	b	NOUN
ispiv-182	24	49	)	)	PUNCT
ispiv-182	24	50	radial	radial	ADJ
ispiv-182	24	51	intensity	intensity	NOUN
ispiv-182	24	52	distribution	distribution	NOUN
ispiv-182	24	53	0	0	NUM
ispiv-182	24	54	0.1	0.1	NUM
ispiv-182	24	55	0.2	0.2	NUM
ispiv-182	24	56	0.3	0.3	NUM
ispiv-182	24	57	0.4	0.4	NUM
ispiv-182	24	58	0.5	0.5	NUM
ispiv-182	24	59	0.6	0.6	NUM
ispiv-182	24	60	0.7	0.7	NUM
ispiv-182	24	61	0.8	0.8	NUM
ispiv-182	24	62	0	0	NUM
ispiv-182	24	63	0.25	0.25	NUM
ispiv-182	24	64	0.5	0.5	NUM
ispiv-182	24	65	m	m	NOUN
ispiv-182	24	66	is	be	AUX
ispiv-182	24	67	s	s	PROPN
ispiv-182	24	68	ra	ra	NOUN
ispiv-182	24	69	te	te	PROPN
ispiv-182	24	70	[	[	X
ispiv-182	24	71	]	]	X
ispiv-182	24	72	faster	fast	ADV
ispiv-182	24	73	r	r	NOUN
ispiv-182	24	74	-	-	PUNCT
ispiv-182	24	75	cnn	cnn	PROPN
ispiv-182	24	76	hough	hough	PROPN
ispiv-182	24	77	retinanet	retinanet	PROPN
ispiv-182	24	78	0	0	NUM
ispiv-182	24	79	0.1	0.1	NUM
ispiv-182	24	80	0.2	0.2	NUM
ispiv-182	24	81	0.3	0.3	NUM
ispiv-182	24	82	0.4	0.4	NUM
ispiv-182	24	83	0.5	0.5	NUM
ispiv-182	24	84	0.6	0.6	NUM
ispiv-182	24	85	0.7	0.7	NUM
ispiv-182	24	86	0.8	0.8	NUM
ispiv-182	24	87	0	0	NUM
ispiv-182	24	88	1	1	NUM
ispiv-182	24	89	2	2	NUM
ispiv-182	24	90	overlap	overlap	NOUN
ispiv-182	24	91	[	[	X
ispiv-182	24	92	iou	iou	X
ispiv-182	24	93	]	]	X
ispiv-182	24	94	σ	σ	PROPN
ispiv-182	25	1	d	d	PROPN
ispiv-182	26	1	[	[	X
ispiv-182	26	2	p	p	X
ispiv-182	26	3	x	x	X
ispiv-182	26	4	]	]	X
ispiv-182	26	5	(	(	PUNCT
ispiv-182	26	6	c	c	NOUN
ispiv-182	26	7	)	)	PUNCT
ispiv-182	26	8	results	result	NOUN
ispiv-182	26	9	on	on	ADP
ispiv-182	26	10	overlapping	overlap	VERB
ispiv-182	26	11	particles	particle	NOUN
ispiv-182	26	12	figure	figure	VERB
ispiv-182	26	13	2	2	NUM
ispiv-182	26	14	:	:	PUNCT
ispiv-182	26	15	(	(	PUNCT
ispiv-182	26	16	a	a	X
ispiv-182	26	17	)	)	PUNCT
ispiv-182	26	18	random	random	ADJ
ispiv-182	26	19	synthetic	synthetic	NOUN
ispiv-182	26	20	(	(	PUNCT
ispiv-182	26	21	da	da	NOUN
ispiv-182	26	22	)	)	PUNCT
ispiv-182	26	23	,	,	PUNCT
ispiv-182	26	24	real	real	ADJ
ispiv-182	26	25	and	and	CCONJ
ispiv-182	26	26	translation	translation	NOUN
ispiv-182	26	27	refined	refine	VERB
ispiv-182	26	28	particle	particle	NOUN
ispiv-182	26	29	images	image	NOUN
ispiv-182	26	30	(	(	PUNCT
ispiv-182	26	31	db	db	NOUN
ispiv-182	26	32	)	)	PUNCT
ispiv-182	26	33	at	at	ADP
ispiv-182	26	34	ascending	ascend	VERB
ispiv-182	26	35	diameters	diameter	NOUN
ispiv-182	26	36	;	;	PUNCT
ispiv-182	26	37	(	(	PUNCT
ispiv-182	26	38	b	b	X
ispiv-182	26	39	)	)	PUNCT
ispiv-182	26	40	averaged	average	VERB
ispiv-182	26	41	radial	radial	ADJ
ispiv-182	26	42	intensity	intensity	NOUN
ispiv-182	26	43	profiles	profile	NOUN
ispiv-182	26	44	of	of	ADP
ispiv-182	26	45	synthetic	synthetic	ADJ
ispiv-182	26	46	(	(	PUNCT
ispiv-182	26	47	da	da	NOUN
ispiv-182	26	48	)	)	PUNCT
ispiv-182	26	49	and	and	CCONJ
ispiv-182	26	50	refined	refined	ADJ
ispiv-182	26	51	synthetic	synthetic	NOUN
ispiv-182	26	52	(	(	PUNCT
ispiv-182	26	53	db	db	NOUN
ispiv-182	26	54	)	)	PUNCT
ispiv-182	26	55	and	and	CCONJ
ispiv-182	26	56	real	real	ADJ
ispiv-182	26	57	particle	particle	NOUN
ispiv-182	26	58	images	image	NOUN
ispiv-182	26	59	with	with	ADP
ispiv-182	26	60	a	a	DET
ispiv-182	26	61	diameter	diameter	NOUN
ispiv-182	26	62	of	of	ADP
ispiv-182	26	63	d	d	PROPN
ispiv-182	26	64	=	=	SYM
ispiv-182	26	65	22.5±0.025px	22.5±0.025px	PROPN
ispiv-182	26	66	;	;	PUNCT
ispiv-182	26	67	(	(	PUNCT
ispiv-182	26	68	c	c	X
ispiv-182	26	69	)	)	PUNCT
ispiv-182	26	70	miss	miss	VERB
ispiv-182	26	71	rate	rate	NOUN
ispiv-182	26	72	and	and	CCONJ
ispiv-182	26	73	uncertainty	uncertainty	NOUN
ispiv-182	26	74	in	in	ADP
ispiv-182	26	75	diameter	diameter	NOUN
ispiv-182	26	76	determination	determination	NOUN
ispiv-182	26	77	σd	σd	PRON
ispiv-182	26	78	on	on	ADP
ispiv-182	26	79	synthetic	synthetic	ADJ
ispiv-182	26	80	particle	particle	NOUN
ispiv-182	26	81	images	image	NOUN
ispiv-182	26	82	with	with	ADP
ispiv-182	26	83	increasing	increase	VERB
ispiv-182	26	84	relative	relative	ADJ
ispiv-182	26	85	overlap	overlap	NOUN
ispiv-182	26	86	,	,	PUNCT
ispiv-182	26	87	measured	measure	VERB
ispiv-182	26	88	by	by	ADP
ispiv-182	26	89	intersection	intersection	NOUN
ispiv-182	26	90	over	over	ADP
ispiv-182	26	91	union	union	NOUN
ispiv-182	26	92	(	(	PUNCT
ispiv-182	26	93	iou	iou	PROPN
ispiv-182	26	94	)	)	PUNCT
ispiv-182	26	95	.	.	PUNCT
ispiv-182	27	1	lation	lation	NOUN
ispiv-182	27	2	reach	reach	VERB
ispiv-182	27	3	a	a	DET
ispiv-182	27	4	higher	high	ADJ
ispiv-182	27	5	detection	detection	NOUN
ispiv-182	27	6	rate	rate	NOUN
ispiv-182	27	7	combined	combine	VERB
ispiv-182	27	8	with	with	ADP
ispiv-182	27	9	a	a	DET
ispiv-182	27	10	lower	low	ADJ
ispiv-182	27	11	rate	rate	NOUN
ispiv-182	27	12	of	of	ADP
ispiv-182	27	13	false	false	ADJ
ispiv-182	27	14	positives	positive	NOUN
ispiv-182	27	15	as	as	ADP
ispiv-182	27	16	compared	compare	VERB
ispiv-182	27	17	to	to	ADP
ispiv-182	27	18	the	the	DET
ispiv-182	27	19	same	same	ADJ
ispiv-182	27	20	algorithms	algorithm	NOUN
ispiv-182	27	21	trained	train	VERB
ispiv-182	27	22	on	on	ADP
ispiv-182	27	23	synthetic	synthetic	ADJ
ispiv-182	27	24	data	datum	NOUN
ispiv-182	27	25	da	da	NOUN
ispiv-182	27	26	;	;	PUNCT
ispiv-182	27	27	see	see	VERB
ispiv-182	27	28	figure	figure	NOUN
ispiv-182	27	29	1(c	1(c	NUM
ispiv-182	27	30	)	)	PUNCT
ispiv-182	27	31	.	.	PUNCT
ispiv-182	28	1	this	this	PRON
ispiv-182	28	2	shows	show	VERB
ispiv-182	28	3	that	that	SCONJ
ispiv-182	28	4	the	the	DET
ispiv-182	28	5	image	image	NOUN
ispiv-182	28	6	translation	translation	NOUN
ispiv-182	28	7	algorithm	algorithm	NOUN
ispiv-182	28	8	successfully	successfully	ADV
ispiv-182	28	9	transformed	transform	VERB
ispiv-182	28	10	the	the	DET
ispiv-182	28	11	distribution	distribution	NOUN
ispiv-182	28	12	of	of	ADP
ispiv-182	28	13	the	the	DET
ispiv-182	28	14	synthetic	synthetic	ADJ
ispiv-182	28	15	dataset	dataset	VERB
ispiv-182	28	16	closer	close	ADV
ispiv-182	28	17	to	to	ADP
ispiv-182	28	18	the	the	DET
ispiv-182	28	19	dptv	dptv	NOUN
ispiv-182	28	20	image	image	NOUN
ispiv-182	28	21	distribution	distribution	NOUN
ispiv-182	28	22	,	,	PUNCT
ispiv-182	28	23	leading	lead	VERB
ispiv-182	28	24	to	to	ADP
ispiv-182	28	25	a	a	DET
ispiv-182	28	26	better	well	ADJ
ispiv-182	28	27	generalization	generalization	NOUN
ispiv-182	28	28	and	and	CCONJ
ispiv-182	28	29	real	real	ADJ
ispiv-182	28	30	-	-	PUNCT
ispiv-182	28	31	world	world	NOUN
ispiv-182	28	32	accuracy	accuracy	NOUN
ispiv-182	28	33	of	of	ADP
ispiv-182	28	34	the	the	DET
ispiv-182	28	35	ml	ml	PROPN
ispiv-182	28	36	model	model	NOUN
ispiv-182	28	37	trained	train	VERB
ispiv-182	28	38	on	on	ADP
ispiv-182	28	39	the	the	DET
ispiv-182	28	40	refined	refine	VERB
ispiv-182	28	41	images	image	NOUN
ispiv-182	29	1	db	db	VERB
ispiv-182	29	2	compared	compare	VERB
ispiv-182	29	3	to	to	ADP
ispiv-182	29	4	the	the	DET
ispiv-182	29	5	fully	fully	ADV
ispiv-182	29	6	synthetic	synthetic	ADJ
ispiv-182	29	7	images	image	NOUN
ispiv-182	29	8	da	da	VERB
ispiv-182	29	9	.	.	PUNCT
ispiv-182	30	1	in	in	ADP
ispiv-182	30	2	experiments	experiment	NOUN
ispiv-182	30	3	on	on	ADP
ispiv-182	30	4	synthetic	synthetic	ADJ
ispiv-182	30	5	images	image	NOUN
ispiv-182	30	6	and	and	CCONJ
ispiv-182	30	7	artificial	artificial	ADJ
ispiv-182	30	8	particle	particle	NOUN
ispiv-182	30	9	images	image	NOUN
ispiv-182	30	10	produced	produce	VERB
ispiv-182	30	11	through	through	ADP
ispiv-182	30	12	a	a	DET
ispiv-182	30	13	pinhole	pinhole	NOUN
ispiv-182	30	14	aperture	aperture	NOUN
ispiv-182	30	15	retinanet	retinanet	NOUN
ispiv-182	30	16	achieves	achieve	VERB
ispiv-182	30	17	a	a	DET
ispiv-182	30	18	higher	high	ADJ
ispiv-182	30	19	accuracy	accuracy	NOUN
ispiv-182	30	20	than	than	ADP
ispiv-182	30	21	the	the	DET
ispiv-182	30	22	hough	hough	PROPN
ispiv-182	30	23	transformation	transformation	NOUN
ispiv-182	30	24	.	.	PUNCT
ispiv-182	31	1	both	both	PRON
ispiv-182	31	2	faster	fast	ADJ
ispiv-182	31	3	r	r	X
ispiv-182	31	4	-	-	PUNCT
ispiv-182	31	5	cnn	cnn	PROPN
ispiv-182	31	6	and	and	CCONJ
ispiv-182	31	7	retinanet	retinanet	PROPN
ispiv-182	31	8	resolve	resolve	VERB
ispiv-182	31	9	overlapping	overlap	VERB
ispiv-182	31	10	synthetic	synthetic	ADJ
ispiv-182	31	11	particle	particle	NOUN
ispiv-182	31	12	images	image	NOUN
ispiv-182	31	13	with	with	ADP
ispiv-182	31	14	a	a	DET
ispiv-182	31	15	higher	high	ADJ
ispiv-182	31	16	accuracy	accuracy	NOUN
ispiv-182	31	17	and	and	CCONJ
ispiv-182	31	18	a	a	DET
ispiv-182	31	19	lower	low	ADJ
ispiv-182	31	20	miss	miss	NOUN
ispiv-182	31	21	rate	rate	NOUN
ispiv-182	31	22	as	as	SCONJ
ispiv-182	31	23	seen	see	VERB
ispiv-182	31	24	in	in	ADP
ispiv-182	31	25	figure	figure	NOUN
ispiv-182	31	26	2(c	2(c	NUM
ispiv-182	31	27	)	)	PUNCT
ispiv-182	31	28	.	.	PUNCT
ispiv-182	32	1	in	in	ADP
ispiv-182	32	2	summary	summary	NOUN
ispiv-182	32	3	,	,	PUNCT
ispiv-182	32	4	we	we	PRON
ispiv-182	32	5	showed	show	VERB
ispiv-182	32	6	that	that	SCONJ
ispiv-182	32	7	a	a	DET
ispiv-182	32	8	machine	machine	NOUN
ispiv-182	32	9	learning	learn	VERB
ispiv-182	32	10	approach	approach	NOUN
ispiv-182	32	11	based	base	VERB
ispiv-182	32	12	on	on	ADP
ispiv-182	32	13	synthetic	synthetic	ADJ
ispiv-182	32	14	data	datum	NOUN
ispiv-182	32	15	generation	generation	NOUN
ispiv-182	32	16	and	and	CCONJ
ispiv-182	32	17	data	datum	NOUN
ispiv-182	32	18	refinement	refinement	NOUN
ispiv-182	32	19	using	use	VERB
ispiv-182	32	20	the	the	DET
ispiv-182	32	21	munit	munit	NOUN
ispiv-182	32	22	images	image	NOUN
ispiv-182	32	23	translation	translation	NOUN
ispiv-182	32	24	method	method	NOUN
ispiv-182	32	25	leads	lead	VERB
ispiv-182	32	26	to	to	ADP
ispiv-182	32	27	highly	highly	ADV
ispiv-182	32	28	accurate	accurate	ADJ
ispiv-182	32	29	particle	particle	NOUN
ispiv-182	32	30	detection	detection	NOUN
ispiv-182	32	31	.	.	PUNCT
ispiv-182	33	1	the	the	DET
ispiv-182	33	2	high	high	ADJ
ispiv-182	33	3	detection	detection	NOUN
ispiv-182	33	4	rate	rate	NOUN
ispiv-182	33	5	and	and	CCONJ
ispiv-182	33	6	accuracy	accuracy	NOUN
ispiv-182	33	7	even	even	ADV
ispiv-182	33	8	on	on	ADP
ispiv-182	33	9	overlapping	overlap	VERB
ispiv-182	33	10	synthetic	synthetic	ADJ
ispiv-182	33	11	particle	particle	NOUN
ispiv-182	33	12	images	image	NOUN
ispiv-182	33	13	also	also	ADV
ispiv-182	33	14	renders	render	VERB
ispiv-182	33	15	the	the	DET
ispiv-182	33	16	presented	present	VERB
ispiv-182	33	17	approach	approach	NOUN
ispiv-182	33	18	promising	promise	VERB
ispiv-182	33	19	for	for	ADP
ispiv-182	33	20	significantly	significantly	ADV
ispiv-182	33	21	increased	increase	VERB
ispiv-182	33	22	particle	particle	NOUN
ispiv-182	33	23	seeding	seed	VERB
ispiv-182	33	24	densities	density	NOUN
ispiv-182	33	25	in	in	ADP
ispiv-182	33	26	dptv	dptv	ADJ
ispiv-182	33	27	experiments	experiment	NOUN
ispiv-182	33	28	.	.	PUNCT
ispiv-182	34	1	furthermore	furthermore	ADV
ispiv-182	34	2	,	,	PUNCT
ispiv-182	34	3	the	the	DET
ispiv-182	34	4	insight	insight	NOUN
ispiv-182	34	5	of	of	ADP
ispiv-182	34	6	significant	significant	ADJ
ispiv-182	34	7	improvements	improvement	NOUN
ispiv-182	34	8	by	by	ADP
ispiv-182	34	9	means	mean	NOUN
ispiv-182	34	10	of	of	ADP
ispiv-182	34	11	training	training	NOUN
ispiv-182	34	12	-	-	PUNCT
ispiv-182	34	13	data	data	NOUN
ispiv-182	34	14	refinement	refinement	NOUN
ispiv-182	34	15	uncovers	uncover	NOUN
ispiv-182	34	16	the	the	DET
ispiv-182	34	17	impact	impact	NOUN
ispiv-182	34	18	of	of	ADP
ispiv-182	34	19	small	small	ADJ
ispiv-182	34	20	scale	scale	NOUN
ispiv-182	34	21	features	feature	NOUN
ispiv-182	34	22	for	for	ADP
ispiv-182	34	23	ml	ml	ADV
ispiv-182	34	24	-	-	PUNCT
ispiv-182	34	25	based	base	VERB
ispiv-182	34	26	particle	particle	NOUN
ispiv-182	34	27	detection	detection	NOUN
ispiv-182	34	28	,	,	PUNCT
ispiv-182	34	29	which	which	PRON
ispiv-182	34	30	in	in	ADP
ispiv-182	34	31	turn	turn	NOUN
ispiv-182	34	32	emphasizes	emphasize	VERB
ispiv-182	34	33	the	the	DET
ispiv-182	34	34	need	need	NOUN
ispiv-182	34	35	for	for	ADP
ispiv-182	34	36	realistic	realistic	ADJ
ispiv-182	34	37	training	training	NOUN
ispiv-182	34	38	data	datum	NOUN
ispiv-182	34	39	.	.	PUNCT
ispiv-182	35	1	references	reference	NOUN
ispiv-182	35	2	huang	huang	PROPN
ispiv-182	35	3	x	x	PROPN
ispiv-182	35	4	,	,	PUNCT
ispiv-182	35	5	liu	liu	PROPN
ispiv-182	35	6	my	my	PRON
ispiv-182	35	7	,	,	PUNCT
ispiv-182	35	8	belongie	belongie	NOUN
ispiv-182	35	9	s	s	PART
ispiv-182	35	10	,	,	PUNCT
ispiv-182	35	11	and	and	CCONJ
ispiv-182	35	12	kautz	kautz	PROPN
ispiv-182	35	13	j	j	PROPN
ispiv-182	35	14	(	(	PUNCT
ispiv-182	35	15	2018	2018	NUM
ispiv-182	35	16	)	)	PUNCT
ispiv-182	35	17	multimodal	multimodal	ADJ
ispiv-182	35	18	unsupervised	unsupervised	ADJ
ispiv-182	35	19	image	image	NOUN
ispiv-182	35	20	-	-	PUNCT
ispiv-182	35	21	to	to	ADP
ispiv-182	35	22	-	-	PUNCT
ispiv-182	35	23	image	image	NOUN
ispiv-182	35	24	translation	translation	NOUN
ispiv-182	35	25	.	.	PUNCT
ispiv-182	36	1	in	in	ADP
ispiv-182	36	2	computer	computer	NOUN
ispiv-182	36	3	vision	vision	NOUN
ispiv-182	36	4	eccv	eccv	ADV
ispiv-182	36	5	2018	2018	NUM
ispiv-182	36	6	.	.	PUNCT
ispiv-182	37	1	pages	page	NOUN
ispiv-182	37	2	179–196	179–196	NUM
ispiv-182	37	3	lecun	lecun	PROPN
ispiv-182	37	4	y	y	PROPN
ispiv-182	37	5	,	,	PUNCT
ispiv-182	37	6	bottou	bottou	PROPN
ispiv-182	37	7	l	l	PROPN
ispiv-182	37	8	,	,	PUNCT
ispiv-182	37	9	bengio	bengio	PROPN
ispiv-182	37	10	y	y	PROPN
ispiv-182	37	11	,	,	PUNCT
ispiv-182	37	12	and	and	CCONJ
ispiv-182	37	13	haffner	haffner	NOUN
ispiv-182	37	14	p	p	NOUN
ispiv-182	37	15	(	(	PUNCT
ispiv-182	37	16	1998	1998	NUM
ispiv-182	37	17	)	)	PUNCT
ispiv-182	37	18	gradient	gradient	NOUN
ispiv-182	37	19	-	-	PUNCT
ispiv-182	37	20	based	base	VERB
ispiv-182	37	21	learning	learning	NOUN
ispiv-182	37	22	applied	apply	VERB
ispiv-182	37	23	to	to	ADP
ispiv-182	37	24	document	document	NOUN
ispiv-182	37	25	recognition	recognition	NOUN
ispiv-182	37	26	.	.	PUNCT
ispiv-182	38	1	proceedings	proceeding	NOUN
ispiv-182	38	2	of	of	ADP
ispiv-182	38	3	the	the	DET
ispiv-182	38	4	ieee	ieee	NOUN
ispiv-182	38	5	86:2278–2324	86:2278–2324	NUM
ispiv-182	38	6	leister	leister	NOUN
ispiv-182	38	7	r	r	NOUN
ispiv-182	38	8	and	and	CCONJ
ispiv-182	38	9	kriegseis	kriegseis	NOUN
ispiv-182	38	10	j	j	PROPN
ispiv-182	38	11	(	(	PUNCT
ispiv-182	38	12	2019	2019	NUM
ispiv-182	38	13	)	)	PUNCT
ispiv-182	38	14	3d	3d	NUM
ispiv-182	38	15	-	-	PUNCT
ispiv-182	38	16	lif	lif	NOUN
ispiv-182	38	17	experiments	experiment	NOUN
ispiv-182	38	18	in	in	ADP
ispiv-182	38	19	an	an	DET
ispiv-182	38	20	open	open	ADJ
ispiv-182	38	21	wet	wet	ADJ
ispiv-182	38	22	clutch	clutch	NOUN
ispiv-182	38	23	by	by	ADP
ispiv-182	38	24	means	mean	NOUN
ispiv-182	38	25	of	of	ADP
ispiv-182	38	26	defocusing	defocuse	VERB
ispiv-182	38	27	ptv	ptv	PROPN
ispiv-182	38	28	.	.	PUNCT
ispiv-182	39	1	in	in	ADP
ispiv-182	39	2	13th	13th	ADJ
ispiv-182	39	3	international	international	ADJ
ispiv-182	39	4	symposium	symposium	NOUN
ispiv-182	39	5	on	on	ADP
ispiv-182	39	6	particle	particle	NOUN
ispiv-182	39	7	image	image	NOUN
ispiv-182	39	8	velocimetry	velocimetry	NOUN
ispiv-182	39	9	(	(	PUNCT
ispiv-182	39	10	ispiv	ispiv	NOUN
ispiv-182	39	11	2019	2019	NUM
ispiv-182	39	12	)	)	PUNCT
ispiv-182	39	13	,	,	PUNCT
ispiv-182	39	14	july	july	PROPN
ispiv-182	39	15	22	22	NUM
ispiv-182	39	16	-	-	SYM
ispiv-182	39	17	24	24	NUM
ispiv-182	39	18	,	,	PUNCT
ispiv-182	39	19	2019	2019	NUM
ispiv-182	39	20	,	,	PUNCT
ispiv-182	39	21	munich	munich	PROPN
ispiv-182	39	22	,	,	PUNCT
ispiv-182	39	23	germany	germany	PROPN
ispiv-182	39	24	lin	lin	PROPN
ispiv-182	39	25	t	t	PROPN
ispiv-182	39	26	,	,	PUNCT
ispiv-182	39	27	goyal	goyal	PROPN
ispiv-182	39	28	p	p	NOUN
ispiv-182	39	29	,	,	PUNCT
ispiv-182	39	30	girshick	girshick	ADJ
ispiv-182	39	31	r	r	NOUN
ispiv-182	39	32	,	,	PUNCT
ispiv-182	39	33	he	he	PRON
ispiv-182	39	34	k	k	NOUN
ispiv-182	39	35	,	,	PUNCT
ispiv-182	39	36	and	and	CCONJ
ispiv-182	39	37	dollár	dollár	NOUN
ispiv-182	39	38	p	p	PROPN
ispiv-182	39	39	(	(	PUNCT
ispiv-182	39	40	2017	2017	NUM
ispiv-182	39	41	)	)	PUNCT
ispiv-182	39	42	focal	focal	ADJ
ispiv-182	39	43	loss	loss	NOUN
ispiv-182	39	44	for	for	ADP
ispiv-182	39	45	dense	dense	ADJ
ispiv-182	39	46	object	object	NOUN
ispiv-182	39	47	detection	detection	NOUN
ispiv-182	39	48	.	.	PUNCT
ispiv-182	40	1	in	in	ADP
ispiv-182	40	2	2017	2017	NUM
ispiv-182	40	3	ieee	ieee	NOUN
ispiv-182	40	4	international	international	ADJ
ispiv-182	40	5	conference	conference	NOUN
ispiv-182	40	6	on	on	ADP
ispiv-182	40	7	computer	computer	NOUN
ispiv-182	40	8	vision	vision	NOUN
ispiv-182	40	9	(	(	PUNCT
ispiv-182	40	10	iccv	iccv	PROPN
ispiv-182	40	11	)	)	PUNCT
ispiv-182	40	12	.	.	PUNCT
ispiv-182	41	1	pages	page	NOUN
ispiv-182	41	2	2999–3007	2999–3007	NUM
ispiv-182	41	3	ren	ren	NOUN
ispiv-182	41	4	s	s	PROPN
ispiv-182	41	5	,	,	PUNCT
ispiv-182	41	6	he	he	PRON
ispiv-182	41	7	k	k	NOUN
ispiv-182	41	8	,	,	PUNCT
ispiv-182	41	9	girshick	girshick	ADJ
ispiv-182	41	10	r	r	NOUN
ispiv-182	41	11	,	,	PUNCT
ispiv-182	41	12	and	and	CCONJ
ispiv-182	41	13	sun	sun	PROPN
ispiv-182	41	14	j	j	PROPN
ispiv-182	41	15	(	(	PUNCT
ispiv-182	41	16	2017	2017	NUM
ispiv-182	41	17	)	)	PUNCT
ispiv-182	41	18	faster	fast	ADV
ispiv-182	41	19	r	r	NOUN
ispiv-182	41	20	-	-	PUNCT
ispiv-182	41	21	cnn	cnn	NOUN
ispiv-182	41	22	:	:	PUNCT
ispiv-182	41	23	towards	towards	ADP
ispiv-182	41	24	real	real	ADJ
ispiv-182	41	25	-	-	PUNCT
ispiv-182	41	26	time	time	NOUN
ispiv-182	41	27	object	object	NOUN
ispiv-182	41	28	detection	detection	NOUN
ispiv-182	41	29	with	with	ADP
ispiv-182	41	30	region	region	NOUN
ispiv-182	41	31	proposal	proposal	NOUN
ispiv-182	41	32	networks	network	NOUN
ispiv-182	41	33	.	.	PUNCT
ispiv-182	42	1	ieee	ieee	NOUN
ispiv-182	42	2	transactions	transaction	NOUN
ispiv-182	42	3	on	on	ADP
ispiv-182	42	4	pattern	pattern	NOUN
ispiv-182	42	5	analysis	analysis	NOUN
ispiv-182	42	6	and	and	CCONJ
ispiv-182	42	7	machine	machine	NOUN
ispiv-182	42	8	intelligence	intelligence	NOUN
ispiv-182	42	9	39:1137–1149	39:1137–1149	NUM