id	sid	tid	token	lemma	pos
afs-111665	1	1	agricultural	agricultural	ADJ
afs-111665	1	2	and	and	CCONJ
afs-111665	1	3	food	food	NOUN
afs-111665	1	4	science	science	NOUN
afs-111665	1	5	agricultural	agricultural	ADJ
afs-111665	1	6	and	and	CCONJ
afs-111665	1	7	food	food	NOUN
afs-111665	1	8	science	science	NOUN
afs-111665	1	9	(	(	PUNCT
afs-111665	1	10	2022	2022	NUM
afs-111665	1	11	)	)	PUNCT
afs-111665	1	12	31	31	NUM
afs-111665	1	13	:	:	PUNCT
afs-111665	1	14	89–103	89–103	NUM
afs-111665	1	15	89	89	NUM
afs-111665	1	16	https://doi.org/10.23986/afsci.111665	https://doi.org/10.23986/afsci.111665	NOUN
afs-111665	1	17	deep	deep	ADJ
afs-111665	1	18	learning	learn	VERB
afs-111665	1	19	image	image	NOUN
afs-111665	1	20	recognition	recognition	NOUN
afs-111665	1	21	of	of	ADP
afs-111665	1	22	cow	cow	NOUN
afs-111665	1	23	behavior	behavior	NOUN
afs-111665	1	24	and	and	CCONJ
afs-111665	1	25	an	an	DET
afs-111665	1	26	open	open	ADJ
afs-111665	1	27	data	datum	NOUN
afs-111665	1	28	set	set	VERB
afs-111665	1	29	acquired	acquire	VERB
afs-111665	1	30	near	near	ADP
afs-111665	1	31	an	an	DET
afs-111665	1	32	automatic	automatic	ADJ
afs-111665	1	33	milking	milking	NOUN
afs-111665	1	34	robot	robot	NOUN
afs-111665	1	35	olli	olli	PROPN
afs-111665	1	36	koskela1	koskela1	PROPN
afs-111665	1	37	,	,	PUNCT
afs-111665	1	38	leonardo	leonardo	PROPN
afs-111665	1	39	santiago	santiago	PROPN
afs-111665	1	40	benitez	benitez	PROPN
afs-111665	1	41	pereira1,2	pereira1,2	PROPN
afs-111665	1	42	,	,	PUNCT
afs-111665	1	43	ilpo	ilpo	PROPN
afs-111665	1	44	pölönen3	pölönen3	PROPN
afs-111665	1	45	,	,	PUNCT
afs-111665	1	46	ilmo	ilmo	VERB
afs-111665	1	47	aronen4	aronen4	NOUN
afs-111665	1	48	and	and	CCONJ
afs-111665	2	1	iivari	iivari	ADJ
afs-111665	2	2	kunttu1	kunttu1	NOUN
afs-111665	2	3	1hamk	1hamk	NUM
afs-111665	2	4	smart	smart	ADJ
afs-111665	2	5	research	research	NOUN
afs-111665	2	6	unit	unit	NOUN
afs-111665	2	7	,	,	PUNCT
afs-111665	2	8	häme	häme	PROPN
afs-111665	2	9	university	university	PROPN
afs-111665	2	10	of	of	ADP
afs-111665	2	11	applied	apply	VERB
afs-111665	2	12	sciences	science	NOUN
afs-111665	2	13	,	,	PUNCT
afs-111665	2	14	hämeenlinna	hämeenlinna	NOUN
afs-111665	2	15	,	,	PUNCT
afs-111665	2	16	finland	finland	PROPN
afs-111665	2	17	2federal	2federal	PROPN
afs-111665	2	18	institute	institute	PROPN
afs-111665	2	19	of	of	ADP
afs-111665	2	20	santa	santa	PROPN
afs-111665	2	21	catarina	catarina	PROPN
afs-111665	2	22	,	,	PUNCT
afs-111665	2	23	florianópolis	florianópolis	PROPN
afs-111665	2	24	,	,	PUNCT
afs-111665	2	25	brazil	brazil	PROPN
afs-111665	2	26	3hamk	3hamk	NUM
afs-111665	2	27	bio	bio	NOUN
afs-111665	2	28	research	research	NOUN
afs-111665	2	29	unit	unit	NOUN
afs-111665	2	30	,	,	PUNCT
afs-111665	2	31	häme	häme	PROPN
afs-111665	2	32	university	university	PROPN
afs-111665	2	33	of	of	ADP
afs-111665	2	34	applied	apply	VERB
afs-111665	2	35	sciences	science	NOUN
afs-111665	2	36	,	,	PUNCT
afs-111665	2	37	hämeenlinna	hämeenlinna	NOUN
afs-111665	2	38	,	,	PUNCT
afs-111665	2	39	finland	finland	PROPN
afs-111665	2	40	4lantmännen	4lantmännen	NUM
afs-111665	2	41	feed	feed	NOUN
afs-111665	2	42	oy	oy	NOUN
afs-111665	2	43	,	,	PUNCT
afs-111665	2	44	turku	turku	PROPN
afs-111665	2	45	,	,	PUNCT
afs-111665	2	46	finland	finland	PROPN
afs-111665	2	47	e	e	PROPN
afs-111665	2	48	-	-	NOUN
afs-111665	2	49	mail	mail	NOUN
afs-111665	2	50	:	:	PUNCT
afs-111665	2	51	olli.koskela@hamk.fi	olli.koskela@hamk.fi	ADJ
afs-111665	2	52	production	production	NOUN
afs-111665	2	53	animals	animal	NOUN
afs-111665	2	54	enjoying	enjoy	VERB
afs-111665	2	55	good	good	ADJ
afs-111665	2	56	health	health	NOUN
afs-111665	2	57	and	and	CCONJ
afs-111665	2	58	well	well	ADV
afs-111665	2	59	-	-	PUNCT
afs-111665	2	60	being	being	NOUN
afs-111665	2	61	are	be	AUX
afs-111665	2	62	more	more	ADV
afs-111665	2	63	productive	productive	ADJ
afs-111665	2	64	and	and	CCONJ
afs-111665	2	65	have	have	VERB
afs-111665	2	66	a	a	DET
afs-111665	2	67	higher	high	ADJ
afs-111665	2	68	output	output	NOUN
afs-111665	2	69	quality	quality	NOUN
afs-111665	2	70	.	.	PUNCT
afs-111665	3	1	several	several	ADJ
afs-111665	3	2	technical	technical	ADJ
afs-111665	3	3	solutions	solution	NOUN
afs-111665	3	4	have	have	AUX
afs-111665	3	5	been	be	AUX
afs-111665	3	6	used	use	VERB
afs-111665	3	7	to	to	PART
afs-111665	3	8	monitor	monitor	VERB
afs-111665	3	9	the	the	DET
afs-111665	3	10	animals	animal	NOUN
afs-111665	3	11	’	'	PUNCT
afs-111665	3	12	welfare	welfare	NOUN
afs-111665	3	13	:	:	PUNCT
afs-111665	3	14	those	those	PRON
afs-111665	3	15	based	base	VERB
afs-111665	3	16	on	on	ADP
afs-111665	3	17	computer	computer	NOUN
afs-111665	3	18	vision	vision	NOUN
afs-111665	3	19	provide	provide	VERB
afs-111665	3	20	cost	cost	NOUN
afs-111665	3	21	-	-	PUNCT
afs-111665	3	22	efficient	efficient	ADJ
afs-111665	3	23	and	and	CCONJ
afs-111665	3	24	scalable	scalable	ADJ
afs-111665	3	25	options	option	NOUN
afs-111665	3	26	.	.	PUNCT
afs-111665	4	1	in	in	ADP
afs-111665	4	2	this	this	DET
afs-111665	4	3	work	work	NOUN
afs-111665	4	4	,	,	PUNCT
afs-111665	4	5	we	we	PRON
afs-111665	4	6	performed	perform	VERB
afs-111665	4	7	a	a	DET
afs-111665	4	8	continuous	continuous	ADJ
afs-111665	4	9	two	two	NUM
afs-111665	4	10	-	-	PUNCT
afs-111665	4	11	month	month	NOUN
afs-111665	4	12	image	image	NOUN
afs-111665	4	13	acquisition	acquisition	NOUN
afs-111665	4	14	of	of	ADP
afs-111665	4	15	cows	cow	NOUN
afs-111665	4	16	in	in	ADP
afs-111665	4	17	front	front	NOUN
afs-111665	4	18	of	of	ADP
afs-111665	4	19	an	an	DET
afs-111665	4	20	automatic	automatic	ADJ
afs-111665	4	21	milking	milking	NOUN
afs-111665	4	22	station	station	NOUN
afs-111665	4	23	and	and	CCONJ
afs-111665	4	24	divided	divide	VERB
afs-111665	4	25	the	the	DET
afs-111665	4	26	data	datum	NOUN
afs-111665	4	27	into	into	ADP
afs-111665	4	28	ten	ten	NUM
afs-111665	4	29	different	different	ADJ
afs-111665	4	30	classes	class	NOUN
afs-111665	4	31	related	relate	VERB
afs-111665	4	32	to	to	ADP
afs-111665	4	33	the	the	DET
afs-111665	4	34	most	most	ADV
afs-111665	4	35	important	important	ADJ
afs-111665	4	36	activities	activity	NOUN
afs-111665	4	37	appearing	appear	VERB
afs-111665	4	38	in	in	ADP
afs-111665	4	39	the	the	DET
afs-111665	4	40	images	image	NOUN
afs-111665	4	41	.	.	PUNCT
afs-111665	5	1	the	the	DET
afs-111665	5	2	data	datum	NOUN
afs-111665	5	3	consisted	consist	VERB
afs-111665	5	4	of	of	ADP
afs-111665	5	5	almost	almost	ADV
afs-111665	5	6	19	19	NUM
afs-111665	5	7	hours	hour	NOUN
afs-111665	5	8	of	of	ADP
afs-111665	5	9	video	video	NOUN
afs-111665	5	10	,	,	PUNCT
afs-111665	5	11	equivalent	equivalent	ADJ
afs-111665	5	12	to	to	ADP
afs-111665	5	13	more	more	ADJ
afs-111665	5	14	than	than	ADP
afs-111665	5	15	1.7	1.7	NUM
afs-111665	5	16	million	million	NUM
afs-111665	5	17	still	still	ADV
afs-111665	5	18	images	image	NOUN
afs-111665	5	19	.	.	PUNCT
afs-111665	6	1	based	base	VERB
afs-111665	6	2	on	on	ADP
afs-111665	6	3	these	these	DET
afs-111665	6	4	imaged	imaged	NOUN
afs-111665	6	5	,	,	PUNCT
afs-111665	6	6	we	we	PRON
afs-111665	6	7	then	then	ADV
afs-111665	6	8	implemented	implement	VERB
afs-111665	6	9	a	a	DET
afs-111665	6	10	convolutional	convolutional	ADJ
afs-111665	6	11	neural	neural	ADJ
afs-111665	6	12	network	network	NOUN
afs-111665	6	13	classifier	classifier	NOUN
afs-111665	6	14	to	to	PART
afs-111665	6	15	recognize	recognize	VERB
afs-111665	6	16	the	the	DET
afs-111665	6	17	cows	cow	NOUN
afs-111665	6	18	’	'	PUNCT
afs-111665	6	19	behavior	behavior	NOUN
afs-111665	6	20	.	.	PUNCT
afs-111665	7	1	the	the	DET
afs-111665	7	2	network	network	NOUN
afs-111665	7	3	was	be	AUX
afs-111665	7	4	tested	test	VERB
afs-111665	7	5	using	use	VERB
afs-111665	7	6	cross	cross	ADJ
afs-111665	7	7	-	-	ADJ
afs-111665	7	8	validation	validation	ADJ
afs-111665	7	9	methodology	methodology	NOUN
afs-111665	7	10	and	and	CCONJ
afs-111665	7	11	achieved	achieve	VERB
afs-111665	7	12	an	an	DET
afs-111665	7	13	86	86	NUM
afs-111665	7	14	%	%	NOUN
afs-111665	7	15	precision	precision	NOUN
afs-111665	7	16	rate	rate	NOUN
afs-111665	7	17	and	and	CCONJ
afs-111665	7	18	85	85	NUM
afs-111665	7	19	%	%	NOUN
afs-111665	7	20	recall	recall	NOUN
afs-111665	7	21	rate	rate	NOUN
afs-111665	7	22	in	in	ADP
afs-111665	7	23	the	the	DET
afs-111665	7	24	classification	classification	NOUN
afs-111665	7	25	.	.	PUNCT
afs-111665	8	1	the	the	DET
afs-111665	8	2	data	datum	NOUN
afs-111665	8	3	and	and	CCONJ
afs-111665	8	4	the	the	DET
afs-111665	8	5	python	python	PROPN
afs-111665	8	6	program	program	NOUN
afs-111665	8	7	code	code	NOUN
afs-111665	8	8	used	use	VERB
afs-111665	8	9	in	in	ADP
afs-111665	8	10	this	this	DET
afs-111665	8	11	study	study	NOUN
afs-111665	8	12	are	be	AUX
afs-111665	8	13	made	make	VERB
afs-111665	8	14	available	available	ADJ
afs-111665	8	15	.	.	PUNCT
afs-111665	9	1	an	an	DET
afs-111665	9	2	image	image	NOUN
afs-111665	9	3	data	datum	NOUN
afs-111665	9	4	set	set	VERB
afs-111665	9	5	that	that	PRON
afs-111665	9	6	directly	directly	ADV
afs-111665	9	7	resembles	resemble	VERB
afs-111665	9	8	the	the	DET
afs-111665	9	9	harsh	harsh	ADJ
afs-111665	9	10	conditions	condition	NOUN
afs-111665	9	11	inside	inside	ADP
afs-111665	9	12	a	a	DET
afs-111665	9	13	barn	barn	NOUN
afs-111665	9	14	and	and	CCONJ
afs-111665	9	15	can	can	AUX
afs-111665	9	16	be	be	AUX
afs-111665	9	17	used	use	VERB
afs-111665	9	18	for	for	ADP
afs-111665	9	19	deep	deep	ADJ
afs-111665	9	20	learning	learning	NOUN
afs-111665	9	21	purposes	purpose	NOUN
afs-111665	9	22	has	have	AUX
afs-111665	9	23	not	not	PART
afs-111665	9	24	been	be	AUX
afs-111665	9	25	previously	previously	ADV
afs-111665	9	26	made	make	VERB
afs-111665	9	27	available	available	ADJ
afs-111665	9	28	.	.	PUNCT
afs-111665	10	1	key	key	ADJ
afs-111665	10	2	words	word	NOUN
afs-111665	10	3	:	:	PUNCT
afs-111665	10	4	animal	animal	NOUN
afs-111665	10	5	well	well	ADV
afs-111665	10	6	-	-	PUNCT
afs-111665	10	7	being	being	NOUN
afs-111665	10	8	,	,	PUNCT
afs-111665	10	9	video	video	NOUN
afs-111665	10	10	recording	recording	NOUN
afs-111665	10	11	introduction	introduction	NOUN
afs-111665	10	12	farm	farm	NOUN
afs-111665	10	13	animals	animal	NOUN
afs-111665	10	14	enjoying	enjoy	VERB
afs-111665	10	15	good	good	ADJ
afs-111665	10	16	health	health	NOUN
afs-111665	10	17	and	and	CCONJ
afs-111665	10	18	well	well	ADV
afs-111665	10	19	-	-	PUNCT
afs-111665	10	20	being	being	NOUN
afs-111665	10	21	are	be	AUX
afs-111665	10	22	more	more	ADV
afs-111665	10	23	productive	productive	ADJ
afs-111665	10	24	with	with	ADP
afs-111665	10	25	higher	high	ADJ
afs-111665	10	26	quality	quality	NOUN
afs-111665	10	27	yield	yield	NOUN
afs-111665	10	28	(	(	PUNCT
afs-111665	10	29	wegner	wegner	PROPN
afs-111665	10	30	et	et	PROPN
afs-111665	10	31	al	al	PROPN
afs-111665	10	32	.	.	PROPN
afs-111665	10	33	1976	1976	NUM
afs-111665	10	34	,	,	PUNCT
afs-111665	10	35	berckmans	berckman	NOUN
afs-111665	10	36	2014	2014	NUM
afs-111665	10	37	)	)	PUNCT
afs-111665	10	38	,	,	PUNCT
afs-111665	10	39	and	and	CCONJ
afs-111665	10	40	the	the	DET
afs-111665	10	41	importance	importance	NOUN
afs-111665	10	42	of	of	ADP
afs-111665	10	43	understanding	understand	VERB
afs-111665	10	44	these	these	DET
afs-111665	10	45	phenomena	phenomenon	NOUN
afs-111665	10	46	has	have	AUX
afs-111665	10	47	grown	grow	VERB
afs-111665	10	48	as	as	SCONJ
afs-111665	10	49	the	the	DET
afs-111665	10	50	farm	farm	NOUN
afs-111665	10	51	sizes	size	NOUN
afs-111665	10	52	have	have	AUX
afs-111665	10	53	grown	grow	VERB
afs-111665	10	54	.	.	PUNCT
afs-111665	11	1	it	it	PRON
afs-111665	11	2	is	be	AUX
afs-111665	11	3	no	no	ADV
afs-111665	11	4	longer	long	ADV
afs-111665	11	5	possible	possible	ADJ
afs-111665	11	6	for	for	SCONJ
afs-111665	11	7	a	a	DET
afs-111665	11	8	farmer	farmer	NOUN
afs-111665	11	9	to	to	PART
afs-111665	11	10	follow	follow	VERB
afs-111665	11	11	individual	individual	ADJ
afs-111665	11	12	animals	animal	NOUN
afs-111665	11	13	;	;	PUNCT
afs-111665	11	14	instead	instead	ADV
afs-111665	11	15	,	,	PUNCT
afs-111665	11	16	decision	decision	NOUN
afs-111665	11	17	making	making	NOUN
afs-111665	11	18	is	be	AUX
afs-111665	11	19	based	base	VERB
afs-111665	11	20	more	more	ADJ
afs-111665	11	21	on	on	ADP
afs-111665	11	22	obtaining	obtain	VERB
afs-111665	11	23	averages	average	NOUN
afs-111665	11	24	from	from	ADP
afs-111665	11	25	certain	certain	ADJ
afs-111665	11	26	indicators	indicator	NOUN
afs-111665	11	27	for	for	ADP
afs-111665	11	28	the	the	DET
afs-111665	11	29	whole	whole	ADJ
afs-111665	11	30	herd	herd	NOUN
afs-111665	11	31	.	.	PUNCT
afs-111665	12	1	nonetheless	nonetheless	ADV
afs-111665	12	2	,	,	PUNCT
afs-111665	12	3	care	care	NOUN
afs-111665	12	4	is	be	AUX
afs-111665	12	5	shown	show	VERB
afs-111665	12	6	for	for	ADP
afs-111665	12	7	each	each	DET
afs-111665	12	8	animal	animal	NOUN
afs-111665	12	9	individually	individually	ADV
afs-111665	12	10	and	and	CCONJ
afs-111665	12	11	measurements	measurement	NOUN
afs-111665	12	12	are	be	AUX
afs-111665	12	13	made	make	VERB
afs-111665	12	14	for	for	ADP
afs-111665	12	15	individual	individual	ADJ
afs-111665	12	16	animals	animal	NOUN
afs-111665	12	17	to	to	PART
afs-111665	12	18	aggregate	aggregate	VERB
afs-111665	12	19	herd	herd	NOUN
afs-111665	12	20	averages	average	NOUN
afs-111665	12	21	.	.	PUNCT
afs-111665	13	1	several	several	ADJ
afs-111665	13	2	technical	technical	ADJ
afs-111665	13	3	solutions	solution	NOUN
afs-111665	13	4	have	have	AUX
afs-111665	13	5	been	be	AUX
afs-111665	13	6	used	use	VERB
afs-111665	13	7	to	to	PART
afs-111665	13	8	monitor	monitor	VERB
afs-111665	13	9	animal	animal	NOUN
afs-111665	13	10	welfare	welfare	NOUN
afs-111665	13	11	,	,	PUNCT
afs-111665	13	12	including	include	VERB
afs-111665	13	13	the	the	DET
afs-111665	13	14	use	use	NOUN
afs-111665	13	15	of	of	ADP
afs-111665	13	16	digital	digital	ADJ
afs-111665	13	17	video	video	NOUN
afs-111665	13	18	cameras	camera	NOUN
afs-111665	13	19	(	(	PUNCT
afs-111665	13	20	porto	porto	PROPN
afs-111665	13	21	et	et	PROPN
afs-111665	13	22	al	al	PROPN
afs-111665	13	23	.	.	PROPN
afs-111665	13	24	2015	2015	NUM
afs-111665	13	25	,	,	PUNCT
afs-111665	13	26	ardo	ardo	NOUN
afs-111665	13	27	et	et	PROPN
afs-111665	13	28	al	al	PROPN
afs-111665	13	29	.	.	PROPN
afs-111665	13	30	2017	2017	NUM
afs-111665	13	31	,	,	PUNCT
afs-111665	13	32	ter	ter	NOUN
afs-111665	13	33	-	-	PUNCT
afs-111665	13	34	sarkisov	sarkisov	ADJ
afs-111665	13	35	et	et	PROPN
afs-111665	13	36	al	al	PROPN
afs-111665	13	37	.	.	PROPN
afs-111665	13	38	2017	2017	NUM
afs-111665	13	39	)	)	PUNCT
afs-111665	13	40	,	,	PUNCT
afs-111665	13	41	depth	depth	NOUN
afs-111665	13	42	sensor	sensor	NOUN
afs-111665	13	43	cameras	camera	NOUN
afs-111665	13	44	(	(	PUNCT
afs-111665	13	45	nasirahmadi	nasirahmadi	NOUN
afs-111665	13	46	et	et	PROPN
afs-111665	13	47	al	al	PROPN
afs-111665	13	48	.	.	PROPN
afs-111665	13	49	2017	2017	NUM
afs-111665	13	50	)	)	PUNCT
afs-111665	13	51	,	,	PUNCT
afs-111665	13	52	sound	sound	NOUN
afs-111665	13	53	(	(	PUNCT
afs-111665	13	54	schirmann	schirmann	PROPN
afs-111665	13	55	et	et	PROPN
afs-111665	13	56	al	al	PROPN
afs-111665	13	57	.	.	PROPN
afs-111665	13	58	2009	2009	NUM
afs-111665	13	59	)	)	PUNCT
afs-111665	13	60	;	;	PUNCT
afs-111665	13	61	three	three	NUM
afs-111665	13	62	-	-	PUNCT
afs-111665	13	63	dimensional	dimensional	ADJ
afs-111665	13	64	accelerometers	accelerometer	NOUN
afs-111665	13	65	(	(	PUNCT
afs-111665	13	66	müller	müller	PROPN
afs-111665	13	67	et	et	PROPN
afs-111665	13	68	al	al	PROPN
afs-111665	13	69	.	.	PROPN
afs-111665	13	70	2003	2003	NUM
afs-111665	13	71	,	,	PUNCT
afs-111665	13	72	steeneveld	steeneveld	NOUN
afs-111665	13	73	and	and	CCONJ
afs-111665	13	74	hogeveen	hogeveen	ADJ
afs-111665	13	75	2015	2015	NUM
afs-111665	13	76	,	,	PUNCT
afs-111665	13	77	gardenier	gardenier	NOUN
afs-111665	13	78	et	et	PROPN
afs-111665	13	79	al	al	PROPN
afs-111665	13	80	.	.	PROPN
afs-111665	13	81	2018	2018	NUM
afs-111665	13	82	,	,	PUNCT
afs-111665	13	83	shen	shen	PROPN
afs-111665	13	84	et	et	PROPN
afs-111665	13	85	al	al	PROPN
afs-111665	13	86	.	.	PROPN
afs-111665	13	87	2020	2020	NUM
afs-111665	13	88	)	)	PUNCT
afs-111665	13	89	;	;	PUNCT
afs-111665	13	90	and	and	CCONJ
afs-111665	13	91	infrared	infrared	ADJ
afs-111665	13	92	thermography	thermography	NOUN
afs-111665	13	93	(	(	PUNCT
afs-111665	13	94	de	de	PROPN
afs-111665	13	95	sousa	sousa	PROPN
afs-111665	13	96	et	et	PROPN
afs-111665	13	97	al	al	PROPN
afs-111665	13	98	.	.	PROPN
afs-111665	13	99	2018	2018	NUM
afs-111665	13	100	,	,	PUNCT
afs-111665	13	101	cuthbertson	cuthbertson	NOUN
afs-111665	13	102	et	et	PROPN
afs-111665	13	103	al	al	PROPN
afs-111665	13	104	.	.	PROPN
afs-111665	13	105	2019	2019	NUM
afs-111665	13	106	,	,	PUNCT
afs-111665	13	107	xudong	xudong	PROPN
afs-111665	13	108	et	et	PROPN
afs-111665	13	109	al	al	PROPN
afs-111665	13	110	.	.	PROPN
afs-111665	13	111	2020	2020	NUM
afs-111665	13	112	,	,	PUNCT
afs-111665	13	113	anagnostopoulos	anagnostopoulos	PROPN
afs-111665	13	114	et	et	PROPN
afs-111665	13	115	al	al	PROPN
afs-111665	13	116	.	.	PROPN
afs-111665	13	117	2021	2021	NUM
afs-111665	13	118	)	)	PUNCT
afs-111665	13	119	.	.	PUNCT
afs-111665	14	1	computer	computer	NOUN
afs-111665	14	2	vision	vision	NOUN
afs-111665	14	3	approaches	approach	VERB
afs-111665	14	4	employing	employ	VERB
afs-111665	14	5	video	video	NOUN
afs-111665	14	6	cameras	camera	NOUN
afs-111665	14	7	are	be	AUX
afs-111665	14	8	scalable	scalable	ADJ
afs-111665	14	9	and	and	CCONJ
afs-111665	14	10	low	low	ADJ
afs-111665	14	11	-	-	PUNCT
afs-111665	14	12	cost	cost	NOUN
afs-111665	14	13	solutions	solution	NOUN
afs-111665	14	14	(	(	PUNCT
afs-111665	14	15	banhazi	banhazi	NOUN
afs-111665	14	16	and	and	CCONJ
afs-111665	14	17	tscharke	tscharke	PROPN
afs-111665	14	18	2016	2016	NUM
afs-111665	14	19	)	)	PUNCT
afs-111665	14	20	and	and	CCONJ
afs-111665	14	21	have	have	AUX
afs-111665	14	22	been	be	AUX
afs-111665	14	23	successfully	successfully	ADV
afs-111665	14	24	used	use	VERB
afs-111665	14	25	to	to	PART
afs-111665	14	26	monitor	monitor	VERB
afs-111665	14	27	physiological	physiological	ADJ
afs-111665	14	28	and	and	CCONJ
afs-111665	14	29	behavioral	behavioral	ADJ
afs-111665	14	30	parameters	parameter	NOUN
afs-111665	14	31	related	relate	VERB
afs-111665	14	32	to	to	ADP
afs-111665	14	33	pre	pre	ADJ
afs-111665	14	34	-	-	ADJ
afs-111665	14	35	slaughter	slaughter	ADJ
afs-111665	14	36	stress	stress	NOUN
afs-111665	14	37	(	(	PUNCT
afs-111665	14	38	jorquera	jorquera	NOUN
afs-111665	14	39	-	-	PUNCT
afs-111665	14	40	chavez	chavez	PROPN
afs-111665	14	41	et	et	PROPN
afs-111665	14	42	al	al	PROPN
afs-111665	14	43	.	.	PROPN
afs-111665	14	44	2019	2019	NUM
afs-111665	14	45	)	)	PUNCT
afs-111665	14	46	;	;	PUNCT
afs-111665	14	47	to	to	PART
afs-111665	14	48	detect	detect	VERB
afs-111665	14	49	hoof	hoof	ADJ
afs-111665	14	50	disease	disease	NOUN
afs-111665	14	51	(	(	PUNCT
afs-111665	14	52	gu	gu	NOUN
afs-111665	14	53	et	et	PROPN
afs-111665	14	54	al	al	PROPN
afs-111665	14	55	.	.	PROPN
afs-111665	14	56	2017	2017	NUM
afs-111665	14	57	)	)	PUNCT
afs-111665	14	58	;	;	PUNCT
afs-111665	14	59	to	to	PART
afs-111665	14	60	track	track	VERB
afs-111665	14	61	gait	gait	NOUN
afs-111665	14	62	and	and	CCONJ
afs-111665	14	63	identify	identify	VERB
afs-111665	14	64	lameness	lameness	NOUN
afs-111665	14	65	(	(	PUNCT
afs-111665	14	66	gardenier	gardenier	NOUN
afs-111665	14	67	et	et	PROPN
afs-111665	14	68	al	al	PROPN
afs-111665	14	69	.	.	PROPN
afs-111665	14	70	2018	2018	NUM
afs-111665	14	71	,	,	PUNCT
afs-111665	14	72	jiang	jiang	PROPN
afs-111665	14	73	et	et	PROPN
afs-111665	14	74	al	al	PROPN
afs-111665	14	75	.	.	PROPN
afs-111665	14	76	2019a	2019a	PROPN
afs-111665	14	77	,	,	PUNCT
afs-111665	14	78	kang	kang	PROPN
afs-111665	14	79	et	et	PROPN
afs-111665	14	80	al	al	PROPN
afs-111665	14	81	.	.	PROPN
afs-111665	14	82	2022	2022	NUM
afs-111665	14	83	)	)	PUNCT
afs-111665	14	84	,	,	PUNCT
afs-111665	14	85	to	to	PART
afs-111665	14	86	analyze	analyze	VERB
afs-111665	14	87	health	health	NOUN
afs-111665	14	88	problems	problem	NOUN
afs-111665	14	89	through	through	ADP
afs-111665	14	90	calculating	calculate	VERB
afs-111665	14	91	body	body	NOUN
afs-111665	14	92	condition	condition	NOUN
afs-111665	14	93	scores	score	NOUN
afs-111665	14	94	(	(	PUNCT
afs-111665	14	95	zin	zin	INTJ
afs-111665	14	96	et	et	PROPN
afs-111665	14	97	al	al	PROPN
afs-111665	14	98	.	.	PROPN
afs-111665	14	99	2018b	2018b	PROPN
afs-111665	14	100	,	,	PUNCT
afs-111665	14	101	huang	huang	PROPN
afs-111665	14	102	et	et	PROPN
afs-111665	14	103	al	al	PROPN
afs-111665	14	104	.	.	PROPN
afs-111665	14	105	2019	2019	NUM
afs-111665	14	106	)	)	PUNCT
afs-111665	14	107	,	,	PUNCT
afs-111665	14	108	body	body	NOUN
afs-111665	14	109	structure	structure	NOUN
afs-111665	14	110	(	(	PUNCT
afs-111665	14	111	jiang	jiang	PROPN
afs-111665	14	112	et	et	PROPN
afs-111665	14	113	al	al	PROPN
afs-111665	14	114	.	.	PROPN
afs-111665	14	115	2019	2019	NUM
afs-111665	14	116	b	b	NOUN
afs-111665	14	117	,	,	PUNCT
afs-111665	14	118	liu	liu	PROPN
afs-111665	14	119	et	et	PROPN
afs-111665	14	120	al	al	PROPN
afs-111665	14	121	.	.	PROPN
afs-111665	14	122	2020	2020	NUM
afs-111665	14	123	)	)	PUNCT
afs-111665	14	124	and	and	CCONJ
afs-111665	14	125	faecal	faecal	ADJ
afs-111665	14	126	monitoring	monitoring	NOUN
afs-111665	14	127	(	(	PUNCT
afs-111665	14	128	atkinson	atkinson	PROPN
afs-111665	14	129	et	et	PROPN
afs-111665	14	130	al	al	PROPN
afs-111665	14	131	.	.	PROPN
afs-111665	14	132	2020	2020	NUM
afs-111665	14	133	)	)	PUNCT
afs-111665	14	134	;	;	PUNCT
afs-111665	14	135	and	and	CCONJ
afs-111665	14	136	to	to	PART
afs-111665	14	137	detect	detect	VERB
afs-111665	14	138	aggressive	aggressive	ADJ
afs-111665	14	139	behaviors	behavior	NOUN
afs-111665	14	140	(	(	PUNCT
afs-111665	14	141	chen	chen	PROPN
afs-111665	14	142	et	et	PROPN
afs-111665	14	143	al	al	PROPN
afs-111665	14	144	.	.	PROPN
afs-111665	14	145	2019	2019	NUM
afs-111665	14	146	)	)	PUNCT
afs-111665	14	147	.	.	PUNCT
afs-111665	15	1	one	one	NUM
afs-111665	15	2	often	often	ADV
afs-111665	15	3	used	use	VERB
afs-111665	15	4	computer	computer	NOUN
afs-111665	15	5	vision	vision	NOUN
afs-111665	15	6	method	method	NOUN
afs-111665	15	7	is	be	AUX
afs-111665	15	8	to	to	PART
afs-111665	15	9	segment	segment	VERB
afs-111665	15	10	instances	instance	NOUN
afs-111665	15	11	to	to	PART
afs-111665	15	12	recognize	recognize	VERB
afs-111665	15	13	and	and	CCONJ
afs-111665	15	14	track	track	VERB
afs-111665	15	15	individual	individual	ADJ
afs-111665	15	16	cows	cow	NOUN
afs-111665	15	17	(	(	PUNCT
afs-111665	15	18	guzhva	guzhva	NOUN
afs-111665	15	19	et	et	PROPN
afs-111665	15	20	al	al	PROPN
afs-111665	15	21	.	.	PROPN
afs-111665	15	22	2018	2018	NUM
afs-111665	15	23	,	,	PUNCT
afs-111665	15	24	ter	ter	NOUN
afs-111665	15	25	-	-	PUNCT
afs-111665	15	26	sarkisov	sarkisov	ADJ
afs-111665	15	27	et	et	PROPN
afs-111665	15	28	al	al	PROPN
afs-111665	15	29	.	.	PROPN
afs-111665	15	30	2018	2018	NUM
afs-111665	15	31	,	,	PUNCT
afs-111665	15	32	zin	zin	INTJ
afs-111665	15	33	et	et	PROPN
afs-111665	15	34	al	al	PROPN
afs-111665	15	35	.	.	PROPN
afs-111665	15	36	2018a	2018a	PROPN
afs-111665	15	37	,	,	PUNCT
afs-111665	15	38	qiao	qiao	PROPN
afs-111665	15	39	et	et	PROPN
afs-111665	15	40	al	al	PROPN
afs-111665	15	41	.	.	PROPN
afs-111665	15	42	2019	2019	NUM
afs-111665	15	43	,	,	PUNCT
afs-111665	15	44	shao	shao	PROPN
afs-111665	15	45	et	et	PROPN
afs-111665	15	46	al	al	PROPN
afs-111665	15	47	.	.	PROPN
afs-111665	15	48	2019	2019	NUM
afs-111665	15	49	,	,	PUNCT
afs-111665	15	50	li	li	PROPN
afs-111665	15	51	et	et	PROPN
afs-111665	15	52	al	al	PROPN
afs-111665	15	53	.	.	PROPN
afs-111665	15	54	2021	2021	NUM
afs-111665	15	55	)	)	PUNCT
afs-111665	15	56	.	.	PUNCT
afs-111665	16	1	in	in	ADP
afs-111665	16	2	computer	computer	NOUN
afs-111665	16	3	vision	vision	NOUN
afs-111665	16	4	applications	application	NOUN
afs-111665	16	5	,	,	PUNCT
afs-111665	16	6	deep	deep	ADJ
afs-111665	16	7	learning	learning	NOUN
afs-111665	16	8	approaches	approach	NOUN
afs-111665	16	9	using	use	VERB
afs-111665	16	10	convolutional	convolutional	ADJ
afs-111665	16	11	neural	neural	ADJ
afs-111665	16	12	networks	network	NOUN
afs-111665	16	13	(	(	PUNCT
afs-111665	16	14	cnn	cnn	PROPN
afs-111665	16	15	)	)	PUNCT
afs-111665	16	16	are	be	AUX
afs-111665	16	17	able	able	ADJ
afs-111665	16	18	to	to	PART
afs-111665	16	19	achieve	achieve	VERB
afs-111665	16	20	state	state	NOUN
afs-111665	16	21	-	-	PUNCT
afs-111665	16	22	of	of	ADP
afs-111665	16	23	-	-	PUNCT
afs-111665	16	24	the	the	DET
afs-111665	16	25	-	-	PUNCT
afs-111665	16	26	art	art	NOUN
afs-111665	16	27	results	result	NOUN
afs-111665	16	28	using	use	VERB
afs-111665	16	29	only	only	ADV
afs-111665	16	30	the	the	DET
afs-111665	16	31	image	image	NOUN
afs-111665	16	32	data	datum	NOUN
afs-111665	16	33	,	,	PUNCT
afs-111665	16	34	thus	thus	ADV
afs-111665	16	35	requiring	require	VERB
afs-111665	16	36	little	little	ADJ
afs-111665	16	37	domain	domain	NOUN
afs-111665	16	38	knowledge	knowledge	NOUN
afs-111665	16	39	.	.	PUNCT
afs-111665	17	1	previously	previously	ADV
afs-111665	17	2	trained	train	VERB
afs-111665	17	3	networks	network	NOUN
afs-111665	17	4	can	can	AUX
afs-111665	17	5	be	be	AUX
afs-111665	17	6	transferred	transfer	VERB
afs-111665	17	7	from	from	ADP
afs-111665	17	8	one	one	NUM
afs-111665	17	9	context	context	NOUN
afs-111665	17	10	to	to	ADP
afs-111665	17	11	another	another	PRON
afs-111665	17	12	to	to	PART
afs-111665	17	13	increase	increase	VERB
afs-111665	17	14	the	the	DET
afs-111665	17	15	information	information	NOUN
afs-111665	17	16	learned	learn	VERB
afs-111665	17	17	by	by	ADP
afs-111665	17	18	the	the	DET
afs-111665	17	19	network	network	NOUN
afs-111665	17	20	(	(	PUNCT
afs-111665	17	21	chollet	chollet	NOUN
afs-111665	17	22	2017	2017	NUM
afs-111665	17	23	)	)	PUNCT
afs-111665	17	24	.	.	PUNCT
afs-111665	18	1	furthermore	furthermore	ADV
afs-111665	18	2	,	,	PUNCT
afs-111665	18	3	after	after	ADP
afs-111665	18	4	the	the	DET
afs-111665	18	5	initial	initial	ADJ
afs-111665	18	6	training	training	NOUN
afs-111665	18	7	phase	phase	NOUN
afs-111665	18	8	,	,	PUNCT
afs-111665	18	9	the	the	DET
afs-111665	18	10	cnns	cnn	NOUN
afs-111665	18	11	are	be	AUX
afs-111665	18	12	computationally	computationally	ADV
afs-111665	18	13	light	light	ADJ
afs-111665	18	14	to	to	PART
afs-111665	18	15	deploy	deploy	VERB
afs-111665	18	16	or	or	CCONJ
afs-111665	18	17	embed	embed	VERB
afs-111665	18	18	within	within	ADP
afs-111665	18	19	applications	application	NOUN
afs-111665	18	20	.	.	PUNCT
afs-111665	19	1	using	use	VERB
afs-111665	19	2	commercially	commercially	ADV
afs-111665	19	3	available	available	ADJ
afs-111665	19	4	security	security	NOUN
afs-111665	19	5	camera	camera	NOUN
afs-111665	19	6	,	,	PUNCT
afs-111665	19	7	we	we	PRON
afs-111665	19	8	performed	perform	VERB
afs-111665	19	9	continuous	continuous	ADJ
afs-111665	19	10	,	,	PUNCT
afs-111665	19	11	two	two	NUM
afs-111665	19	12	-	-	PUNCT
afs-111665	19	13	month	month	NOUN
afs-111665	19	14	image	image	NOUN
afs-111665	19	15	acquisition	acquisition	NOUN
afs-111665	19	16	of	of	ADP
afs-111665	19	17	cows	cow	NOUN
afs-111665	19	18	in	in	ADP
afs-111665	19	19	front	front	NOUN
afs-111665	19	20	of	of	ADP
afs-111665	19	21	an	an	DET
afs-111665	19	22	automatic	automatic	ADJ
afs-111665	19	23	milking	milking	NOUN
afs-111665	19	24	station	station	NOUN
afs-111665	19	25	(	(	PUNCT
afs-111665	19	26	ams	am	NOUN
afs-111665	19	27	)	)	PUNCT
afs-111665	19	28	inside	inside	ADP
afs-111665	19	29	a	a	DET
afs-111665	19	30	teaching	teaching	NOUN
afs-111665	19	31	barn	barn	NOUN
afs-111665	19	32	in	in	ADP
afs-111665	19	33	mustiala	mustiala	PROPN
afs-111665	19	34	,	,	PUNCT
afs-111665	19	35	tammela	tammela	PROPN
afs-111665	19	36	,	,	PUNCT
afs-111665	19	37	finland	finland	PROPN
afs-111665	19	38	.	.	PUNCT
afs-111665	20	1	the	the	DET
afs-111665	20	2	chosen	choose	VERB
afs-111665	20	3	area	area	NOUN
afs-111665	20	4	serves	serve	VERB
afs-111665	20	5	a	a	DET
afs-111665	20	6	specific	specific	ADJ
afs-111665	20	7	purpose	purpose	NOUN
afs-111665	20	8	,	,	PUNCT
afs-111665	20	9	milking	milking	NOUN
afs-111665	20	10	,	,	PUNCT
afs-111665	20	11	and	and	CCONJ
afs-111665	20	12	hence	hence	ADV
afs-111665	20	13	,	,	PUNCT
afs-111665	20	14	cows	cow	NOUN
afs-111665	20	15	are	be	AUX
afs-111665	20	16	motivated	motivate	VERB
afs-111665	20	17	to	to	PART
afs-111665	20	18	visit	visit	VERB
afs-111665	20	19	the	the	DET
afs-111665	20	20	spot	spot	NOUN
afs-111665	20	21	several	several	ADJ
afs-111665	20	22	times	time	NOUN
afs-111665	20	23	per	per	ADP
afs-111665	20	24	day	day	NOUN
afs-111665	20	25	.	.	PUNCT
afs-111665	21	1	from	from	ADP
afs-111665	21	2	the	the	DET
afs-111665	21	3	acquired	acquire	VERB
afs-111665	21	4	images	image	NOUN
afs-111665	21	5	,	,	PUNCT
afs-111665	21	6	a	a	DET
afs-111665	21	7	set	set	NOUN
afs-111665	21	8	of	of	ADP
afs-111665	21	9	1	1	NUM
afs-111665	21	10	700	700	NUM
afs-111665	21	11	000	000	NUM
afs-111665	21	12	were	be	AUX
afs-111665	21	13	classified	classify	VERB
afs-111665	21	14	into	into	ADP
afs-111665	21	15	10	10	NUM
afs-111665	21	16	scenes	scene	NOUN
afs-111665	21	17	that	that	PRON
afs-111665	21	18	were	be	AUX
afs-111665	21	19	based	base	VERB
afs-111665	21	20	on	on	ADP
afs-111665	21	21	cow	cow	NOUN
afs-111665	21	22	-	-	PUNCT
afs-111665	21	23	actions	action	NOUN
afs-111665	21	24	available	available	ADJ
afs-111665	21	25	in	in	ADP
afs-111665	21	26	the	the	DET
afs-111665	21	27	received	receive	VERB
afs-111665	21	28	11	11	NUM
afs-111665	21	29	october	october	PROPN
afs-111665	21	30	2021	2021	NUM
afs-111665	21	31	/	/	PUNCT
afs-111665	21	32	accepted	accept	VERB
afs-111665	21	33	9	9	NUM
afs-111665	21	34	may	may	AUX
afs-111665	21	35	2022	2022	NUM
afs-111665	21	36	the	the	DET
afs-111665	21	37	scientific	scientific	ADJ
afs-111665	21	38	agricultural	agricultural	ADJ
afs-111665	21	39	society	society	NOUN
afs-111665	21	40	of	of	ADP
afs-111665	21	41	finland	finland	PROPN
afs-111665	22	1	©	©	PROPN
afs-111665	22	2	this	this	PRON
afs-111665	22	3	is	be	AUX
afs-111665	22	4	an	an	DET
afs-111665	22	5	open	open	ADJ
afs-111665	22	6	access	access	NOUN
afs-111665	22	7	article	article	NOUN
afs-111665	22	8	under	under	ADP
afs-111665	22	9	the	the	DET
afs-111665	22	10	cc	cc	NOUN
afs-111665	22	11	by	by	ADP
afs-111665	22	12	4.0	4.0	NUM
afs-111665	22	13	o.	o.	NOUN
afs-111665	22	14	koskela	koskela	NOUN
afs-111665	22	15	et	et	PROPN
afs-111665	23	1	al	al	PROPN
afs-111665	23	2	.	.	PROPN
afs-111665	23	3	90	90	NUM
afs-111665	23	4	set	set	NOUN
afs-111665	23	5	and	and	CCONJ
afs-111665	23	6	following	follow	VERB
afs-111665	23	7	the	the	DET
afs-111665	23	8	guidelines	guideline	NOUN
afs-111665	23	9	defined	define	VERB
afs-111665	23	10	in	in	ADP
afs-111665	23	11	(	(	PUNCT
afs-111665	23	12	boissy	boissy	PROPN
afs-111665	23	13	et	et	PROPN
afs-111665	23	14	al	al	PROPN
afs-111665	23	15	.	.	PROPN
afs-111665	23	16	2007	2007	NUM
afs-111665	23	17	,	,	PUNCT
afs-111665	23	18	oie	oie	PROPN
afs-111665	23	19	2019	2019	NUM
afs-111665	23	20	)	)	PUNCT
afs-111665	23	21	.	.	PUNCT
afs-111665	24	1	the	the	DET
afs-111665	24	2	terrestrial	terrestrial	PROPN
afs-111665	24	3	code	code	NOUN
afs-111665	24	4	(	(	PUNCT
afs-111665	24	5	oie	oie	PROPN
afs-111665	24	6	2019	2019	NUM
afs-111665	24	7	)	)	PUNCT
afs-111665	24	8	,	,	PUNCT
afs-111665	24	9	derived	derive	VERB
afs-111665	24	10	by	by	ADP
afs-111665	24	11	the	the	DET
afs-111665	24	12	world	world	NOUN
afs-111665	24	13	organisation	organisation	NOUN
afs-111665	24	14	for	for	ADP
afs-111665	24	15	animal	animal	NOUN
afs-111665	24	16	health	health	NOUN
afs-111665	24	17	(	(	PUNCT
afs-111665	24	18	oie	oie	PROPN
afs-111665	24	19	)	)	PUNCT
afs-111665	24	20	,	,	PUNCT
afs-111665	24	21	is	be	AUX
afs-111665	24	22	the	the	DET
afs-111665	24	23	main	main	ADJ
afs-111665	24	24	international	international	ADJ
afs-111665	24	25	standard	standard	NOUN
afs-111665	24	26	for	for	ADP
afs-111665	24	27	animal	animal	NOUN
afs-111665	24	28	welfare	welfare	NOUN
afs-111665	24	29	and	and	CCONJ
afs-111665	24	30	defines	define	VERB
afs-111665	24	31	several	several	ADJ
afs-111665	24	32	measurables	measurable	NOUN
afs-111665	24	33	to	to	PART
afs-111665	24	34	monitor	monitor	VERB
afs-111665	24	35	the	the	DET
afs-111665	24	36	impact	impact	NOUN
afs-111665	24	37	of	of	ADP
afs-111665	24	38	design	design	NOUN
afs-111665	24	39	and	and	CCONJ
afs-111665	24	40	management	management	NOUN
afs-111665	24	41	in	in	ADP
afs-111665	24	42	animal	animal	NOUN
afs-111665	24	43	welfare	welfare	NOUN
afs-111665	24	44	.	.	PUNCT
afs-111665	25	1	one	one	NUM
afs-111665	25	2	of	of	ADP
afs-111665	25	3	the	the	DET
afs-111665	25	4	main	main	ADJ
afs-111665	25	5	measurables	measurable	NOUN
afs-111665	25	6	with	with	ADP
afs-111665	25	7	respect	respect	NOUN
afs-111665	25	8	to	to	ADP
afs-111665	25	9	dairy	dairy	NOUN
afs-111665	25	10	cattle	cattle	NOUN
afs-111665	25	11	is	be	AUX
afs-111665	25	12	their	their	PRON
afs-111665	25	13	behavior	behavior	NOUN
afs-111665	25	14	,	,	PUNCT
afs-111665	25	15	including	include	VERB
afs-111665	25	16	aggressions	aggression	NOUN
afs-111665	25	17	between	between	ADP
afs-111665	25	18	animals	animal	NOUN
afs-111665	25	19	,	,	PUNCT
afs-111665	25	20	decreased	decrease	VERB
afs-111665	25	21	feed	feed	NOUN
afs-111665	25	22	intake	intake	NOUN
afs-111665	25	23	,	,	PUNCT
afs-111665	25	24	and	and	CCONJ
afs-111665	25	25	altered	alter	VERB
afs-111665	25	26	locomotor	locomotor	NOUN
afs-111665	25	27	behavior	behavior	NOUN
afs-111665	25	28	and	and	CCONJ
afs-111665	25	29	posture	posture	NOUN
afs-111665	25	30	.	.	PUNCT
afs-111665	26	1	another	another	DET
afs-111665	26	2	measurable	measurable	NOUN
afs-111665	26	3	is	be	AUX
afs-111665	26	4	related	relate	VERB
afs-111665	26	5	to	to	ADP
afs-111665	26	6	the	the	DET
afs-111665	26	7	human	human	ADJ
afs-111665	26	8	-	-	PUNCT
afs-111665	26	9	animal	animal	NOUN
afs-111665	26	10	relationship	relationship	NOUN
afs-111665	26	11	,	,	PUNCT
afs-111665	26	12	such	such	ADJ
afs-111665	26	13	as	as	ADP
afs-111665	26	14	aggressiveness	aggressiveness	NOUN
afs-111665	26	15	during	during	ADP
afs-111665	26	16	handling	handling	NOUN
afs-111665	26	17	or	or	CCONJ
afs-111665	26	18	keeping	keep	VERB
afs-111665	26	19	excessive	excessive	ADJ
afs-111665	26	20	distance	distance	NOUN
afs-111665	26	21	.	.	PUNCT
afs-111665	27	1	moreover	moreover	ADV
afs-111665	27	2	,	,	PUNCT
afs-111665	27	3	boissy	boissy	ADJ
afs-111665	27	4	et	et	PROPN
afs-111665	27	5	al	al	PROPN
afs-111665	27	6	.	.	PUNCT
afs-111665	28	1	(	(	PUNCT
afs-111665	28	2	2007	2007	NUM
afs-111665	28	3	)	)	PUNCT
afs-111665	28	4	point	point	VERB
afs-111665	28	5	out	out	ADP
afs-111665	28	6	the	the	DET
afs-111665	28	7	importance	importance	NOUN
afs-111665	28	8	of	of	ADP
afs-111665	28	9	assessing	assess	VERB
afs-111665	28	10	positive	positive	ADJ
afs-111665	28	11	emotions	emotion	NOUN
afs-111665	28	12	:	:	PUNCT
afs-111665	28	13	exploration	exploration	NOUN
afs-111665	28	14	,	,	PUNCT
afs-111665	28	15	grooming	grooming	NOUN
afs-111665	28	16	,	,	PUNCT
afs-111665	28	17	and	and	CCONJ
afs-111665	28	18	friendly	friendly	ADJ
afs-111665	28	19	interactions	interaction	NOUN
afs-111665	28	20	among	among	ADP
afs-111665	28	21	animals	animal	NOUN
afs-111665	28	22	.	.	PUNCT
afs-111665	29	1	to	to	PART
afs-111665	29	2	demonstrate	demonstrate	VERB
afs-111665	29	3	a	a	DET
afs-111665	29	4	monitoring	monitoring	NOUN
afs-111665	29	5	system	system	NOUN
afs-111665	29	6	for	for	ADP
afs-111665	29	7	behavioral	behavioral	ADJ
afs-111665	29	8	actions	action	NOUN
afs-111665	29	9	,	,	PUNCT
afs-111665	29	10	our	our	PRON
afs-111665	29	11	aim	aim	NOUN
afs-111665	29	12	was	be	AUX
afs-111665	29	13	to	to	PART
afs-111665	29	14	detect	detect	VERB
afs-111665	29	15	cow	cow	NOUN
afs-111665	29	16	behavior	behavior	NOUN
afs-111665	29	17	in	in	ADP
afs-111665	29	18	a	a	DET
afs-111665	29	19	constrained	constrain	VERB
afs-111665	29	20	area	area	NOUN
afs-111665	29	21	using	use	VERB
afs-111665	29	22	a	a	DET
afs-111665	29	23	vgg	vgg	NOUN
afs-111665	29	24	-	-	PUNCT
afs-111665	29	25	based	base	VERB
afs-111665	29	26	cnn	cnn	PROPN
afs-111665	29	27	using	use	VERB
afs-111665	29	28	the	the	DET
afs-111665	29	29	acquired	acquire	VERB
afs-111665	29	30	image	image	NOUN
afs-111665	29	31	data	datum	NOUN
afs-111665	29	32	classified	classify	VERB
afs-111665	29	33	into	into	ADP
afs-111665	29	34	suitable	suitable	ADJ
afs-111665	29	35	action	action	NOUN
afs-111665	29	36	categories	category	NOUN
afs-111665	29	37	.	.	PUNCT
afs-111665	30	1	our	our	PRON
afs-111665	30	2	results	result	NOUN
afs-111665	30	3	show	show	VERB
afs-111665	30	4	the	the	DET
afs-111665	30	5	potential	potential	NOUN
afs-111665	30	6	of	of	ADP
afs-111665	30	7	this	this	DET
afs-111665	30	8	approach	approach	NOUN
afs-111665	30	9	along	along	ADP
afs-111665	30	10	with	with	ADP
afs-111665	30	11	several	several	ADJ
afs-111665	30	12	features	feature	NOUN
afs-111665	30	13	that	that	PRON
afs-111665	30	14	need	need	VERB
afs-111665	30	15	to	to	PART
afs-111665	30	16	be	be	AUX
afs-111665	30	17	considered	consider	VERB
afs-111665	30	18	in	in	ADP
afs-111665	30	19	applications	application	NOUN
afs-111665	30	20	.	.	PUNCT
afs-111665	31	1	the	the	DET
afs-111665	31	2	developed	develop	VERB
afs-111665	31	3	cnn	cnn	PROPN
afs-111665	31	4	developed	develop	VERB
afs-111665	31	5	was	be	AUX
afs-111665	31	6	tested	test	VERB
afs-111665	31	7	using	use	VERB
afs-111665	31	8	cross	cross	ADJ
afs-111665	31	9	-	-	ADJ
afs-111665	31	10	validation	validation	ADJ
afs-111665	31	11	methodology	methodology	NOUN
afs-111665	31	12	(	(	PUNCT
afs-111665	31	13	faceli	faceli	NOUN
afs-111665	31	14	et	et	PROPN
afs-111665	31	15	al	al	PROPN
afs-111665	31	16	.	.	PROPN
afs-111665	31	17	2011	2011	NUM
afs-111665	31	18	)	)	PUNCT
afs-111665	31	19	,	,	PUNCT
afs-111665	31	20	and	and	CCONJ
afs-111665	31	21	it	it	PRON
afs-111665	31	22	achieved	achieve	VERB
afs-111665	31	23	an	an	DET
afs-111665	31	24	86	86	NUM
afs-111665	31	25	%	%	NOUN
afs-111665	31	26	precision	precision	NOUN
afs-111665	31	27	rate	rate	NOUN
afs-111665	31	28	and	and	CCONJ
afs-111665	31	29	an	an	DET
afs-111665	31	30	85	85	NUM
afs-111665	31	31	%	%	NOUN
afs-111665	31	32	recall	recall	NOUN
afs-111665	31	33	rate	rate	NOUN
afs-111665	31	34	in	in	ADP
afs-111665	31	35	the	the	DET
afs-111665	31	36	classification	classification	NOUN
afs-111665	31	37	task	task	NOUN
afs-111665	31	38	.	.	PUNCT
afs-111665	32	1	we	we	PRON
afs-111665	32	2	have	have	AUX
afs-111665	32	3	shared	share	VERB
afs-111665	32	4	the	the	DET
afs-111665	32	5	data	datum	NOUN
afs-111665	32	6	set	set	VERB
afs-111665	32	7	used	use	VERB
afs-111665	32	8	in	in	ADP
afs-111665	32	9	this	this	DET
afs-111665	32	10	article	article	NOUN
afs-111665	32	11	–	–	PUNCT
afs-111665	32	12	equivalent	equivalent	ADJ
afs-111665	32	13	to	to	ADP
afs-111665	32	14	almost	almost	ADV
afs-111665	32	15	19	19	NUM
afs-111665	32	16	hours	hour	NOUN
afs-111665	32	17	of	of	ADP
afs-111665	32	18	video	video	NOUN
afs-111665	32	19	–	–	PUNCT
afs-111665	32	20	along	along	ADP
afs-111665	32	21	with	with	ADP
afs-111665	32	22	the	the	DET
afs-111665	32	23	python	python	PROPN
afs-111665	32	24	program	program	NOUN
afs-111665	32	25	code	code	NOUN
afs-111665	32	26	to	to	PART
afs-111665	32	27	implement	implement	VERB
afs-111665	32	28	the	the	DET
afs-111665	32	29	full	full	ADJ
afs-111665	32	30	data	datum	NOUN
afs-111665	32	31	software	software	NOUN
afs-111665	32	32	pipeline	pipeline	NOUN
afs-111665	32	33	and	and	CCONJ
afs-111665	32	34	the	the	DET
afs-111665	32	35	cnnin	cnnin	PROPN
afs-111665	32	36	benitez	benitez	PROPN
afs-111665	32	37	pereira	pereira	PROPN
afs-111665	32	38	et	et	PROPN
afs-111665	32	39	al	al	PROPN
afs-111665	32	40	.	.	PROPN
afs-111665	33	1	(	(	PUNCT
afs-111665	33	2	2020	2020	NUM
afs-111665	33	3	)	)	PUNCT
afs-111665	33	4	,	,	PUNCT
afs-111665	33	5	licensed	license	VERB
afs-111665	33	6	with	with	ADP
afs-111665	33	7	the	the	DET
afs-111665	33	8	creative	creative	ADJ
afs-111665	33	9	commons	common	NOUN
afs-111665	33	10	4.0	4.0	NUM
afs-111665	33	11	attribute	attribute	NOUN
afs-111665	33	12	license	license	NOUN
afs-111665	33	13	.	.	PUNCT
afs-111665	34	1	materials	material	NOUN
afs-111665	34	2	and	and	CCONJ
afs-111665	34	3	methods	method	NOUN
afs-111665	34	4	data	datum	NOUN
afs-111665	34	5	acquisition	acquisition	NOUN
afs-111665	34	6	for	for	ADP
afs-111665	34	7	the	the	DET
afs-111665	34	8	video	video	NOUN
afs-111665	34	9	data	datum	NOUN
afs-111665	34	10	acquisition	acquisition	NOUN
afs-111665	34	11	,	,	PUNCT
afs-111665	34	12	we	we	PRON
afs-111665	34	13	used	use	VERB
afs-111665	34	14	a	a	DET
afs-111665	34	15	commercial	commercial	ADJ
afs-111665	34	16	security	security	NOUN
afs-111665	34	17	dome	dome	NOUN
afs-111665	34	18	camera	camera	NOUN
afs-111665	34	19	(	(	PUNCT
afs-111665	34	20	vio	vio	NOUN
afs-111665	34	21	-	-	PUNCT
afs-111665	34	22	d30	d30	NOUN
afs-111665	34	23	,	,	PUNCT
afs-111665	34	24	blaupunkt	blaupunkt	PROPN
afs-111665	34	25	gmbh	gmbh	PROPN
afs-111665	34	26	,	,	PUNCT
afs-111665	34	27	ingress	ingress	NOUN
afs-111665	34	28	protection	protection	NOUN
afs-111665	34	29	class	class	NOUN
afs-111665	34	30	ip67	ip67	PROPN
afs-111665	34	31	)	)	PUNCT
afs-111665	34	32	.	.	PUNCT
afs-111665	35	1	it	it	PRON
afs-111665	35	2	provides	provide	VERB
afs-111665	35	3	a	a	DET
afs-111665	35	4	100	100	NUM
afs-111665	35	5	°	°	NOUN
afs-111665	35	6	wide	wide	ADJ
afs-111665	35	7	-	-	PUNCT
afs-111665	35	8	angle	angle	NOUN
afs-111665	35	9	view	view	NOUN
afs-111665	35	10	.	.	PUNCT
afs-111665	36	1	the	the	DET
afs-111665	36	2	camera	camera	NOUN
afs-111665	36	3	captures	capture	VERB
afs-111665	36	4	video	video	NOUN
afs-111665	36	5	when	when	SCONJ
afs-111665	36	6	movement	movement	NOUN
afs-111665	36	7	is	be	AUX
afs-111665	36	8	detected	detect	VERB
afs-111665	36	9	and	and	CCONJ
afs-111665	36	10	,	,	PUNCT
afs-111665	36	11	on	on	ADP
afs-111665	36	12	average	average	ADJ
afs-111665	36	13	,	,	PUNCT
afs-111665	36	14	the	the	DET
afs-111665	36	15	video	video	NOUN
afs-111665	36	16	files	file	NOUN
afs-111665	36	17	are	be	AUX
afs-111665	36	18	about	about	ADV
afs-111665	36	19	four	four	NUM
afs-111665	36	20	minutes	minute	NOUN
afs-111665	36	21	in	in	ADP
afs-111665	36	22	duration	duration	NOUN
afs-111665	36	23	and	and	CCONJ
afs-111665	36	24	include	include	VERB
afs-111665	36	25	15	15	NUM
afs-111665	36	26	videos	video	NOUN
afs-111665	36	27	per	per	ADP
afs-111665	36	28	hour	hour	NOUN
afs-111665	36	29	.	.	PUNCT
afs-111665	37	1	the	the	DET
afs-111665	37	2	native	native	ADJ
afs-111665	37	3	video	video	NOUN
afs-111665	37	4	format	format	NOUN
afs-111665	37	5	is	be	AUX
afs-111665	37	6	an	an	DET
afs-111665	37	7	h.264	h.264	ADV
afs-111665	37	8	-	-	PUNCT
afs-111665	37	9	encoded	encode	VERB
afs-111665	37	10	,	,	PUNCT
afs-111665	37	11	25	25	NUM
afs-111665	37	12	frames	frame	NOUN
afs-111665	37	13	per	per	ADP
afs-111665	37	14	second	second	ADJ
afs-111665	37	15	,	,	PUNCT
afs-111665	37	16	1920	1920	NUM
afs-111665	37	17	-	-	PUNCT
afs-111665	37	18	by-1080	by-1080	ADJ
afs-111665	37	19	dav	dav	NOUN
afs-111665	37	20	-	-	PUNCT
afs-111665	37	21	format	format	NOUN
afs-111665	37	22	file	file	NOUN
afs-111665	37	23	.	.	PUNCT
afs-111665	38	1	we	we	PRON
afs-111665	38	2	initially	initially	ADV
afs-111665	38	3	installed	instal	VERB
afs-111665	38	4	the	the	DET
afs-111665	38	5	camera	camera	NOUN
afs-111665	38	6	on	on	ADP
afs-111665	38	7	22	22	NUM
afs-111665	38	8	september	september	PROPN
afs-111665	38	9	2019	2019	NUM
afs-111665	38	10	and	and	CCONJ
afs-111665	38	11	placed	place	VERB
afs-111665	38	12	it	it	PRON
afs-111665	38	13	3.3	3.3	NUM
afs-111665	38	14	m	m	NOUN
afs-111665	38	15	above	above	ADP
afs-111665	38	16	ground	ground	NOUN
afs-111665	38	17	level	level	NOUN
afs-111665	38	18	and	and	CCONJ
afs-111665	38	19	3.3	3.3	NUM
afs-111665	38	20	m	m	VERB
afs-111665	38	21	left	leave	VERB
afs-111665	38	22	of	of	ADP
afs-111665	38	23	the	the	DET
afs-111665	38	24	front	front	NOUN
afs-111665	38	25	left	leave	VERB
afs-111665	38	26	corner	corner	NOUN
afs-111665	38	27	of	of	ADP
afs-111665	38	28	the	the	DET
afs-111665	38	29	ams	ams	NOUN
afs-111665	38	30	housing	housing	NOUN
afs-111665	38	31	seen	see	VERB
afs-111665	38	32	in	in	ADP
afs-111665	38	33	figure	figure	NOUN
afs-111665	38	34	1a	1a	NOUN
afs-111665	38	35	.	.	PUNCT
afs-111665	39	1	to	to	PART
afs-111665	39	2	increase	increase	VERB
afs-111665	39	3	variety	variety	NOUN
afs-111665	39	4	in	in	ADP
afs-111665	39	5	the	the	DET
afs-111665	39	6	training	training	NOUN
afs-111665	39	7	data	datum	NOUN
afs-111665	39	8	set	set	VERB
afs-111665	39	9	,	,	PUNCT
afs-111665	39	10	we	we	PRON
afs-111665	39	11	changed	change	VERB
afs-111665	39	12	the	the	DET
afs-111665	39	13	camera	camera	NOUN
afs-111665	39	14	position	position	NOUN
afs-111665	39	15	1.0	1.0	NUM
afs-111665	39	16	m	m	VERB
afs-111665	39	17	further	far	ADV
afs-111665	39	18	left	leave	VERB
afs-111665	39	19	of	of	ADP
afs-111665	39	20	ams	am	NOUN
afs-111665	39	21	and	and	CCONJ
afs-111665	39	22	rotated	rotate	VERB
afs-111665	39	23	it	it	PRON
afs-111665	39	24	3.4	3.4	NUM
afs-111665	39	25	°	°	NOUN
afs-111665	39	26	horizontally	horizontally	ADV
afs-111665	39	27	towards	towards	ADP
afs-111665	39	28	ams	am	NOUN
afs-111665	39	29	and	and	CCONJ
afs-111665	39	30	1.7	1.7	NUM
afs-111665	39	31	°	°	NOUN
afs-111665	39	32	vertically	vertically	ADV
afs-111665	39	33	upwards	upwards	ADV
afs-111665	39	34	on	on	ADP
afs-111665	39	35	october	october	PROPN
afs-111665	39	36	25	25	NUM
afs-111665	39	37	,	,	PUNCT
afs-111665	39	38	2019	2019	NUM
afs-111665	39	39	.	.	PUNCT
afs-111665	40	1	figure	figure	NOUN
afs-111665	40	2	1b	1b	PROPN
afs-111665	40	3	shows	show	VERB
afs-111665	40	4	an	an	DET
afs-111665	40	5	overview	overview	NOUN
afs-111665	40	6	of	of	ADP
afs-111665	40	7	the	the	DET
afs-111665	40	8	setting	setting	NOUN
afs-111665	40	9	and	and	CCONJ
afs-111665	40	10	the	the	DET
afs-111665	40	11	region	region	NOUN
afs-111665	40	12	of	of	ADP
afs-111665	40	13	interest	interest	NOUN
afs-111665	40	14	of	of	ADP
afs-111665	40	15	this	this	DET
afs-111665	40	16	study	study	NOUN
afs-111665	40	17	.	.	PUNCT
afs-111665	41	1	videos	video	NOUN
afs-111665	41	2	chosen	choose	VERB
afs-111665	41	3	for	for	ADP
afs-111665	41	4	labeling	label	VERB
afs-111665	41	5	two	two	NUM
afs-111665	41	6	periods	period	NOUN
afs-111665	41	7	of	of	ADP
afs-111665	41	8	video	video	NOUN
afs-111665	41	9	footage	footage	NOUN
afs-111665	41	10	were	be	AUX
afs-111665	41	11	labeled	label	VERB
afs-111665	41	12	,	,	PUNCT
afs-111665	41	13	the	the	DET
afs-111665	41	14	first	first	ADJ
afs-111665	41	15	for	for	ADP
afs-111665	41	16	the	the	DET
afs-111665	41	17	initial	initial	ADJ
afs-111665	41	18	camera	camera	NOUN
afs-111665	41	19	position	position	NOUN
afs-111665	41	20	from	from	ADP
afs-111665	41	21	22	22	NUM
afs-111665	41	22	september	september	PROPN
afs-111665	41	23	to	to	ADP
afs-111665	41	24	18	18	NUM
afs-111665	41	25	october	october	PROPN
afs-111665	41	26	2019	2019	NUM
afs-111665	41	27	,	,	PUNCT
afs-111665	41	28	and	and	CCONJ
afs-111665	41	29	the	the	DET
afs-111665	41	30	second	second	ADJ
afs-111665	41	31	for	for	ADP
afs-111665	41	32	altered	alter	VERB
afs-111665	41	33	camera	camera	NOUN
afs-111665	41	34	position	position	NOUN
afs-111665	41	35	from	from	ADP
afs-111665	41	36	27	27	NUM
afs-111665	41	37	october	october	NOUN
afs-111665	41	38	to	to	ADP
afs-111665	41	39	20	20	NUM
afs-111665	41	40	november	november	PROPN
afs-111665	41	41	2019	2019	NUM
afs-111665	41	42	.	.	PUNCT
afs-111665	42	1	starting	start	VERB
afs-111665	42	2	from	from	ADP
afs-111665	42	3	the	the	DET
afs-111665	42	4	beginning	beginning	NOUN
afs-111665	42	5	of	of	ADP
afs-111665	42	6	the	the	DET
afs-111665	42	7	period	period	NOUN
afs-111665	42	8	,	,	PUNCT
afs-111665	42	9	ten	ten	NUM
afs-111665	42	10	videos	video	NOUN
afs-111665	42	11	from	from	ADP
afs-111665	42	12	every	every	DET
afs-111665	42	13	second	second	ADJ
afs-111665	42	14	day	day	NOUN
afs-111665	42	15	were	be	AUX
afs-111665	42	16	labeled	label	VERB
afs-111665	42	17	for	for	ADP
afs-111665	42	18	both	both	DET
afs-111665	42	19	periods	period	NOUN
afs-111665	42	20	.	.	PUNCT
afs-111665	43	1	for	for	ADP
afs-111665	43	2	the	the	DET
afs-111665	43	3	first	first	ADJ
afs-111665	43	4	period	period	NOUN
afs-111665	43	5	,	,	PUNCT
afs-111665	43	6	the	the	DET
afs-111665	43	7	labeled	label	VERB
afs-111665	43	8	videos	video	NOUN
afs-111665	43	9	were	be	AUX
afs-111665	43	10	the	the	DET
afs-111665	43	11	last	last	ADJ
afs-111665	43	12	video	video	NOUN
afs-111665	43	13	of	of	ADP
afs-111665	43	14	the	the	DET
afs-111665	43	15	hours	hour	NOUN
afs-111665	43	16	03	03	NUM
afs-111665	43	17	,	,	PUNCT
afs-111665	43	18	06	06	NUM
afs-111665	43	19	,	,	PUNCT
afs-111665	43	20	08	08	NUM
afs-111665	43	21	,	,	PUNCT
afs-111665	43	22	10	10	NUM
afs-111665	43	23	,	,	PUNCT
afs-111665	43	24	11	11	NUM
afs-111665	43	25	,	,	PUNCT
afs-111665	43	26	13	13	NUM
afs-111665	43	27	,	,	PUNCT
afs-111665	43	28	14	14	NUM
afs-111665	43	29	,	,	PUNCT
afs-111665	43	30	15	15	NUM
afs-111665	43	31	,	,	PUNCT
afs-111665	43	32	17	17	NUM
afs-111665	43	33	,	,	PUNCT
afs-111665	43	34	and	and	CCONJ
afs-111665	43	35	19	19	NUM
afs-111665	43	36	,	,	PUNCT
afs-111665	43	37	and	and	CCONJ
afs-111665	43	38	for	for	ADP
afs-111665	43	39	the	the	DET
afs-111665	43	40	second	second	ADJ
afs-111665	43	41	period	period	NOUN
afs-111665	43	42	they	they	PRON
afs-111665	43	43	were	be	AUX
afs-111665	43	44	the	the	DET
afs-111665	43	45	last	last	ADJ
afs-111665	43	46	video	video	NOUN
afs-111665	43	47	of	of	ADP
afs-111665	43	48	the	the	DET
afs-111665	43	49	hours	hour	NOUN
afs-111665	43	50	03	03	NUM
afs-111665	43	51	,	,	PUNCT
afs-111665	43	52	08	08	NUM
afs-111665	43	53	,	,	PUNCT
afs-111665	43	54	09	09	NUM
afs-111665	43	55	,	,	PUNCT
afs-111665	43	56	10	10	NUM
afs-111665	43	57	,	,	PUNCT
afs-111665	43	58	12	12	NUM
afs-111665	43	59	,	,	PUNCT
afs-111665	43	60	13	13	NUM
afs-111665	43	61	,	,	PUNCT
afs-111665	43	62	14	14	NUM
afs-111665	43	63	,	,	PUNCT
afs-111665	43	64	15	15	NUM
afs-111665	43	65	,	,	PUNCT
afs-111665	43	66	17	17	NUM
afs-111665	43	67	,	,	PUNCT
afs-111665	43	68	and	and	CCONJ
afs-111665	43	69	19	19	NUM
afs-111665	43	70	.	.	PUNCT
afs-111665	44	1	exact	exact	ADJ
afs-111665	44	2	staring	stare	VERB
afs-111665	44	3	times	time	NOUN
afs-111665	44	4	of	of	ADP
afs-111665	44	5	the	the	DET
afs-111665	44	6	labeled	label	VERB
afs-111665	44	7	videos	video	NOUN
afs-111665	44	8	are	be	AUX
afs-111665	44	9	provided	provide	VERB
afs-111665	44	10	in	in	ADP
afs-111665	44	11	the	the	DET
afs-111665	44	12	supplementary	supplementary	ADJ
afs-111665	44	13	material	material	NOUN
afs-111665	44	14	.	.	PUNCT
afs-111665	45	1	the	the	DET
afs-111665	45	2	videos	video	NOUN
afs-111665	45	3	were	be	AUX
afs-111665	45	4	chosen	choose	VERB
afs-111665	45	5	with	with	ADP
afs-111665	45	6	no	no	DET
afs-111665	45	7	a	a	DET
afs-111665	45	8	priori	priori	ADJ
afs-111665	45	9	information	information	NOUN
afs-111665	45	10	on	on	ADP
afs-111665	45	11	the	the	DET
afs-111665	45	12	days	day	NOUN
afs-111665	45	13	(	(	PUNCT
afs-111665	45	14	nor	nor	CCONJ
afs-111665	45	15	are	be	AUX
afs-111665	45	16	any	any	DET
afs-111665	45	17	major	major	ADJ
afs-111665	45	18	events	event	NOUN
afs-111665	45	19	known	know	VERB
afs-111665	45	20	afterwards	afterwards	ADV
afs-111665	45	21	)	)	PUNCT
afs-111665	45	22	,	,	PUNCT
afs-111665	45	23	and	and	CCONJ
afs-111665	45	24	they	they	PRON
afs-111665	45	25	consist	consist	VERB
afs-111665	45	26	of	of	ADP
afs-111665	45	27	one	one	NUM
afs-111665	45	28	video	video	NOUN
afs-111665	45	29	from	from	ADP
afs-111665	45	30	around	around	ADP
afs-111665	45	31	the	the	DET
afs-111665	45	32	sunrise	sunrise	NOUN
afs-111665	45	33	and	and	CCONJ
afs-111665	45	34	sunset	sunset	NOUN
afs-111665	45	35	,	,	PUNCT
afs-111665	45	36	multiple	multiple	ADJ
afs-111665	45	37	videos	video	NOUN
afs-111665	45	38	rather	rather	ADV
afs-111665	45	39	equispaced	equispace	VERB
afs-111665	45	40	throughout	throughout	ADP
afs-111665	45	41	the	the	DET
afs-111665	45	42	day	day	NOUN
afs-111665	45	43	,	,	PUNCT
afs-111665	45	44	and	and	CCONJ
afs-111665	45	45	one	one	NUM
afs-111665	45	46	video	video	NOUN
afs-111665	45	47	from	from	ADP
afs-111665	45	48	the	the	DET
afs-111665	45	49	middle	middle	NOUN
afs-111665	45	50	of	of	ADP
afs-111665	45	51	the	the	DET
afs-111665	45	52	night	night	NOUN
afs-111665	45	53	,	,	PUNCT
afs-111665	45	54	fig	fig	NOUN
afs-111665	45	55	.	.	PUNCT
afs-111665	46	1	1	1	NUM
afs-111665	46	2	.	.	X
afs-111665	46	3	overview	overview	NOUN
afs-111665	46	4	of	of	ADP
afs-111665	46	5	the	the	DET
afs-111665	46	6	camera	camera	NOUN
afs-111665	46	7	installation	installation	NOUN
afs-111665	46	8	(	(	PUNCT
afs-111665	46	9	a	a	X
afs-111665	46	10	)	)	PUNCT
afs-111665	46	11	and	and	CCONJ
afs-111665	46	12	(	(	PUNCT
afs-111665	46	13	b	b	NOUN
afs-111665	46	14	)	)	PUNCT
afs-111665	46	15	region	region	NOUN
afs-111665	46	16	of	of	ADP
afs-111665	46	17	interest	interest	NOUN
afs-111665	46	18	perimeter	perimeter	NOUN
afs-111665	46	19	marked	mark	VERB
afs-111665	46	20	with	with	ADP
afs-111665	46	21	the	the	DET
afs-111665	46	22	red	red	ADJ
afs-111665	46	23	-	-	PUNCT
afs-111665	46	24	dotted	dot	VERB
afs-111665	46	25	line	line	NOUN
afs-111665	46	26	.	.	PUNCT
afs-111665	47	1	ams	am	NOUN
afs-111665	47	2	was	be	AUX
afs-111665	47	3	located	locate	VERB
afs-111665	47	4	in	in	ADP
afs-111665	47	5	the	the	DET
afs-111665	47	6	red	red	ADJ
afs-111665	47	7	housing	housing	NOUN
afs-111665	47	8	on	on	ADP
afs-111665	47	9	the	the	DET
afs-111665	47	10	left	left	NOUN
afs-111665	47	11	of	of	ADP
afs-111665	47	12	region	region	NOUN
afs-111665	47	13	of	of	ADP
afs-111665	47	14	interest	interest	NOUN
afs-111665	47	15	and	and	CCONJ
afs-111665	47	16	the	the	DET
afs-111665	47	17	region	region	NOUN
afs-111665	47	18	of	of	ADP
afs-111665	47	19	interest	interest	NOUN
afs-111665	47	20	includes	include	VERB
afs-111665	47	21	the	the	DET
afs-111665	47	22	part	part	NOUN
afs-111665	47	23	of	of	ADP
afs-111665	47	24	ams	am	NOUN
afs-111665	47	25	accessible	accessible	ADJ
afs-111665	47	26	to	to	ADP
afs-111665	47	27	cows	cow	NOUN
afs-111665	47	28	.	.	PUNCT
afs-111665	48	1	note	note	VERB
afs-111665	48	2	that	that	SCONJ
afs-111665	48	3	the	the	DET
afs-111665	48	4	original	original	ADJ
afs-111665	48	5	image	image	NOUN
afs-111665	48	6	captured	capture	VERB
afs-111665	48	7	by	by	ADP
afs-111665	48	8	the	the	DET
afs-111665	48	9	camera	camera	NOUN
afs-111665	48	10	was	be	AUX
afs-111665	48	11	rotated	rotate	VERB
afs-111665	48	12	180	180	NUM
afs-111665	48	13	°	°	NOUN
afs-111665	48	14	and	and	CCONJ
afs-111665	48	15	,	,	PUNCT
afs-111665	48	16	hence	hence	ADV
afs-111665	48	17	,	,	PUNCT
afs-111665	48	18	the	the	DET
afs-111665	48	19	date	date	NOUN
afs-111665	48	20	label	label	NOUN
afs-111665	48	21	is	be	AUX
afs-111665	48	22	upside	upside	ADV
afs-111665	48	23	down	down	ADV
afs-111665	48	24	in	in	ADP
afs-111665	48	25	the	the	DET
afs-111665	48	26	images	image	NOUN
afs-111665	48	27	.	.	PUNCT
afs-111665	49	1	a	a	DET
afs-111665	49	2	)	)	PUNCT
afs-111665	49	3	b	b	NOUN
afs-111665	49	4	)	)	PUNCT
afs-111665	49	5	agricultural	agricultural	ADJ
afs-111665	49	6	and	and	CCONJ
afs-111665	49	7	food	food	NOUN
afs-111665	49	8	science	science	NOUN
afs-111665	49	9	(	(	PUNCT
afs-111665	49	10	2022	2022	NUM
afs-111665	49	11	)	)	PUNCT
afs-111665	49	12	31	31	NUM
afs-111665	49	13	:	:	PUNCT
afs-111665	49	14	89–103	89–103	NUM
afs-111665	49	15	91	91	NUM
afs-111665	49	16	where	where	SCONJ
afs-111665	49	17	the	the	DET
afs-111665	49	18	camera	camera	NOUN
afs-111665	49	19	had	have	VERB
afs-111665	49	20	a	a	DET
afs-111665	49	21	poor	poor	ADJ
afs-111665	49	22	signal	signal	NOUN
afs-111665	49	23	(	(	PUNCT
afs-111665	49	24	hence	hence	ADV
afs-111665	49	25	only	only	ADV
afs-111665	49	26	one	one	NUM
afs-111665	49	27	night	night	NOUN
afs-111665	49	28	video	video	NOUN
afs-111665	49	29	per	per	ADP
afs-111665	49	30	day	day	NOUN
afs-111665	49	31	)	)	PUNCT
afs-111665	49	32	.	.	PUNCT
afs-111665	50	1	with	with	ADP
afs-111665	50	2	this	this	DET
afs-111665	50	3	design	design	NOUN
afs-111665	50	4	,	,	PUNCT
afs-111665	50	5	we	we	PRON
afs-111665	50	6	intended	intend	VERB
afs-111665	50	7	to	to	PART
afs-111665	50	8	cover	cover	VERB
afs-111665	50	9	a	a	DET
afs-111665	50	10	reasonable	reasonable	ADJ
afs-111665	50	11	amount	amount	NOUN
afs-111665	50	12	of	of	ADP
afs-111665	50	13	time	time	NOUN
afs-111665	50	14	while	while	SCONJ
afs-111665	50	15	still	still	ADV
afs-111665	50	16	keeping	keep	VERB
afs-111665	50	17	the	the	DET
afs-111665	50	18	data	datum	NOUN
afs-111665	50	19	set	set	VERB
afs-111665	50	20	and	and	CCONJ
afs-111665	50	21	labeling	labeling	NOUN
afs-111665	50	22	process	process	NOUN
afs-111665	50	23	feasible	feasible	ADJ
afs-111665	50	24	.	.	PUNCT
afs-111665	51	1	in	in	ADP
afs-111665	51	2	total	total	NOUN
afs-111665	51	3	,	,	PUNCT
afs-111665	51	4	280	280	NUM
afs-111665	51	5	videos	video	NOUN
afs-111665	51	6	were	be	AUX
afs-111665	51	7	labeled	label	VERB
afs-111665	51	8	with	with	ADP
afs-111665	51	9	the	the	DET
afs-111665	51	10	average	average	ADJ
afs-111665	51	11	duration	duration	NOUN
afs-111665	51	12	of	of	ADP
afs-111665	51	13	four	four	NUM
afs-111665	51	14	minutes	minute	NOUN
afs-111665	51	15	and	and	CCONJ
afs-111665	51	16	nine	nine	NUM
afs-111665	51	17	seconds	second	NOUN
afs-111665	51	18	.	.	PUNCT
afs-111665	52	1	for	for	ADP
afs-111665	52	2	the	the	DET
afs-111665	52	3	labeling	labeling	NOUN
afs-111665	52	4	and	and	CCONJ
afs-111665	52	5	analysis	analysis	NOUN
afs-111665	52	6	of	of	ADP
afs-111665	52	7	the	the	DET
afs-111665	52	8	video	video	NOUN
afs-111665	52	9	,	,	PUNCT
afs-111665	52	10	the	the	DET
afs-111665	52	11	native	native	ADJ
afs-111665	52	12	dav	dav	NOUN
afs-111665	52	13	format	format	NOUN
afs-111665	52	14	was	be	AUX
afs-111665	52	15	converted	convert	VERB
afs-111665	52	16	to	to	ADP
afs-111665	52	17	mp4	mp4	NOUN
afs-111665	52	18	using	use	VERB
afs-111665	52	19	the	the	DET
afs-111665	52	20	ffmpeg	ffmpeg	NOUN
afs-111665	52	21	library	library	NOUN
afs-111665	52	22	.	.	PUNCT
afs-111665	53	1	some	some	DET
afs-111665	53	2	dav	dav	NOUN
afs-111665	53	3	to	to	ADP
afs-111665	53	4	mp4	mp4	NOUN
afs-111665	53	5	conversions	conversion	NOUN
afs-111665	53	6	failed	fail	VERB
afs-111665	53	7	for	for	ADP
afs-111665	53	8	no	no	DET
afs-111665	53	9	apparent	apparent	ADJ
afs-111665	53	10	reason	reason	NOUN
afs-111665	53	11	.	.	PUNCT
afs-111665	54	1	we	we	PRON
afs-111665	54	2	experienced	experience	VERB
afs-111665	54	3	eight	eight	NUM
afs-111665	54	4	such	such	ADJ
afs-111665	54	5	conversion	conversion	NOUN
afs-111665	54	6	failures	failure	NOUN
afs-111665	54	7	,	,	PUNCT
afs-111665	54	8	tracked	track	VERB
afs-111665	54	9	them	they	PRON
afs-111665	54	10	,	,	PUNCT
afs-111665	54	11	and	and	CCONJ
afs-111665	54	12	substituted	substitute	VERB
afs-111665	54	13	video	video	NOUN
afs-111665	54	14	from	from	ADP
afs-111665	54	15	the	the	DET
afs-111665	54	16	same	same	ADJ
afs-111665	54	17	hour	hour	NOUN
afs-111665	54	18	,	,	PUNCT
afs-111665	54	19	but	but	CCONJ
afs-111665	54	20	from	from	ADP
afs-111665	54	21	the	the	DET
afs-111665	54	22	next	next	ADJ
afs-111665	54	23	day	day	NOUN
afs-111665	54	24	.	.	PUNCT
afs-111665	55	1	substituted	substitute	VERB
afs-111665	55	2	videos	video	NOUN
afs-111665	55	3	are	be	AUX
afs-111665	55	4	listed	list	VERB
afs-111665	55	5	in	in	ADP
afs-111665	55	6	the	the	DET
afs-111665	55	7	supplementary	supplementary	ADJ
afs-111665	55	8	material	material	NOUN
afs-111665	55	9	.	.	PUNCT
afs-111665	56	1	classes	class	NOUN
afs-111665	56	2	used	use	VERB
afs-111665	56	3	for	for	ADP
afs-111665	56	4	labeling	label	VERB
afs-111665	56	5	the	the	DET
afs-111665	56	6	classes	class	NOUN
afs-111665	56	7	consist	consist	VERB
afs-111665	56	8	of	of	ADP
afs-111665	56	9	one	one	NUM
afs-111665	56	10	for	for	ADP
afs-111665	56	11	humans	human	NOUN
afs-111665	56	12	in	in	ADP
afs-111665	56	13	the	the	DET
afs-111665	56	14	image	image	NOUN
afs-111665	56	15	,	,	PUNCT
afs-111665	56	16	three	three	NUM
afs-111665	56	17	for	for	ADP
afs-111665	56	18	cow	cow	NOUN
afs-111665	56	19	-	-	PUNCT
afs-111665	56	20	to	to	ADP
afs-111665	56	21	-	-	PUNCT
afs-111665	56	22	cow	cow	NOUN
afs-111665	56	23	interactions	interaction	NOUN
afs-111665	56	24	,	,	PUNCT
afs-111665	56	25	two	two	NUM
afs-111665	56	26	for	for	ADP
afs-111665	56	27	the	the	DET
afs-111665	56	28	number	number	NOUN
afs-111665	56	29	of	of	ADP
afs-111665	56	30	queuing	queue	VERB
afs-111665	56	31	cows	cow	NOUN
afs-111665	56	32	,	,	PUNCT
afs-111665	56	33	two	two	NUM
afs-111665	56	34	for	for	ADP
afs-111665	56	35	cow	cow	NOUN
afs-111665	56	36	activities	activity	NOUN
afs-111665	56	37	,	,	PUNCT
afs-111665	56	38	and	and	CCONJ
afs-111665	56	39	two	two	NUM
afs-111665	56	40	for	for	ADP
afs-111665	56	41	no	no	DET
afs-111665	56	42	cows	cow	NOUN
afs-111665	56	43	in	in	ADP
afs-111665	56	44	the	the	DET
afs-111665	56	45	image	image	NOUN
afs-111665	56	46	.	.	PUNCT
afs-111665	57	1	each	each	DET
afs-111665	57	2	frame	frame	NOUN
afs-111665	57	3	of	of	ADP
afs-111665	57	4	the	the	DET
afs-111665	57	5	videos	video	NOUN
afs-111665	57	6	was	be	AUX
afs-111665	57	7	treated	treat	VERB
afs-111665	57	8	as	as	ADP
afs-111665	57	9	a	a	DET
afs-111665	57	10	single	single	ADJ
afs-111665	57	11	image	image	NOUN
afs-111665	57	12	and	and	CCONJ
afs-111665	57	13	assigned	assign	VERB
afs-111665	57	14	to	to	ADP
afs-111665	57	15	one	one	NUM
afs-111665	57	16	of	of	ADP
afs-111665	57	17	those	those	DET
afs-111665	57	18	classes	class	NOUN
afs-111665	57	19	.	.	PUNCT
afs-111665	58	1	abnormal	abnormal	ADJ
afs-111665	58	2	or	or	CCONJ
afs-111665	58	3	undefined	undefined	ADJ
afs-111665	58	4	situations	situation	NOUN
afs-111665	58	5	were	be	AUX
afs-111665	58	6	assigned	assign	VERB
afs-111665	58	7	to	to	ADP
afs-111665	58	8	an	an	DET
afs-111665	58	9	undefined	undefined	ADJ
afs-111665	58	10	class	class	NOUN
afs-111665	58	11	(	(	PUNCT
afs-111665	58	12	number	number	NOUN
afs-111665	58	13	-1	-1	NOUN
afs-111665	58	14	)	)	PUNCT
afs-111665	58	15	.	.	PUNCT
afs-111665	59	1	the	the	DET
afs-111665	59	2	defined	define	VERB
afs-111665	59	3	classes	class	NOUN
afs-111665	59	4	are	be	AUX
afs-111665	59	5	not	not	PART
afs-111665	59	6	mutually	mutually	ADV
afs-111665	59	7	exclusive	exclusive	ADJ
afs-111665	59	8	,	,	PUNCT
afs-111665	59	9	so	so	CCONJ
afs-111665	59	10	if	if	SCONJ
afs-111665	59	11	the	the	DET
afs-111665	59	12	same	same	ADJ
afs-111665	59	13	scene	scene	NOUN
afs-111665	59	14	included	include	VERB
afs-111665	59	15	two	two	NUM
afs-111665	59	16	classes	class	NOUN
afs-111665	59	17	(	(	PUNCT
afs-111665	59	18	example	example	NOUN
afs-111665	59	19	:	:	PUNCT
afs-111665	59	20	one	one	NUM
afs-111665	59	21	cow	cow	NOUN
afs-111665	59	22	is	be	AUX
afs-111665	59	23	drinking	drink	VERB
afs-111665	59	24	water	water	NOUN
afs-111665	59	25	while	while	SCONJ
afs-111665	59	26	a	a	DET
afs-111665	59	27	frontal	frontal	ADJ
afs-111665	59	28	interaction	interaction	NOUN
afs-111665	59	29	is	be	AUX
afs-111665	59	30	happening	happen	VERB
afs-111665	59	31	)	)	PUNCT
afs-111665	59	32	,	,	PUNCT
afs-111665	59	33	we	we	PRON
afs-111665	59	34	adopted	adopt	VERB
afs-111665	59	35	a	a	DET
afs-111665	59	36	priority	priority	NOUN
afs-111665	59	37	scale	scale	NOUN
afs-111665	59	38	:	:	PUNCT
afs-111665	59	39	just	just	ADV
afs-111665	59	40	the	the	DET
afs-111665	59	41	situation	situation	NOUN
afs-111665	59	42	with	with	ADP
afs-111665	59	43	a	a	DET
afs-111665	59	44	higher	high	ADJ
afs-111665	59	45	priority	priority	NOUN
afs-111665	59	46	(	(	PUNCT
afs-111665	59	47	lower	low	ADJ
afs-111665	59	48	number	number	NOUN
afs-111665	59	49	class	class	NOUN
afs-111665	59	50	)	)	PUNCT
afs-111665	59	51	was	be	AUX
afs-111665	59	52	saved	save	VERB
afs-111665	59	53	.	.	PUNCT
afs-111665	60	1	an	an	DET
afs-111665	60	2	overview	overview	NOUN
afs-111665	60	3	of	of	ADP
afs-111665	60	4	the	the	DET
afs-111665	60	5	classes	class	NOUN
afs-111665	60	6	in	in	ADP
afs-111665	60	7	their	their	PRON
afs-111665	60	8	order	order	NOUN
afs-111665	60	9	of	of	ADP
afs-111665	60	10	priority	priority	NOUN
afs-111665	60	11	is	be	AUX
afs-111665	60	12	given	give	VERB
afs-111665	60	13	in	in	ADP
afs-111665	60	14	table	table	NOUN
afs-111665	60	15	1	1	NUM
afs-111665	60	16	.	.	PUNCT
afs-111665	61	1	the	the	DET
afs-111665	61	2	undefined	undefined	ADJ
afs-111665	61	3	and	and	CCONJ
afs-111665	61	4	human	human	ADJ
afs-111665	61	5	classes	class	NOUN
afs-111665	61	6	were	be	AUX
afs-111665	61	7	prioritized	prioritize	VERB
afs-111665	61	8	the	the	DET
afs-111665	61	9	most	most	ADV
afs-111665	61	10	because	because	SCONJ
afs-111665	61	11	of	of	ADP
afs-111665	61	12	their	their	PRON
afs-111665	61	13	importance	importance	NOUN
afs-111665	61	14	for	for	ADP
afs-111665	61	15	further	further	ADJ
afs-111665	61	16	analysis	analysis	NOUN
afs-111665	61	17	:	:	PUNCT
afs-111665	61	18	undefined	undefined	ADJ
afs-111665	61	19	images	image	NOUN
afs-111665	61	20	were	be	AUX
afs-111665	61	21	naturally	naturally	ADV
afs-111665	61	22	omitted	omit	VERB
afs-111665	61	23	from	from	ADP
afs-111665	61	24	the	the	DET
afs-111665	61	25	cnn	cnn	PROPN
afs-111665	61	26	training	training	NOUN
afs-111665	61	27	;	;	PUNCT
afs-111665	61	28	correct	correct	ADJ
afs-111665	61	29	human	human	ADJ
afs-111665	61	30	class	class	NOUN
afs-111665	61	31	prediction	prediction	NOUN
afs-111665	61	32	is	be	AUX
afs-111665	61	33	important	important	ADJ
afs-111665	61	34	when	when	SCONJ
afs-111665	61	35	considering	consider	VERB
afs-111665	61	36	that	that	SCONJ
afs-111665	61	37	the	the	DET
afs-111665	61	38	behavior	behavior	NOUN
afs-111665	61	39	of	of	ADP
afs-111665	61	40	the	the	DET
afs-111665	61	41	cows	cow	NOUN
afs-111665	61	42	is	be	AUX
afs-111665	61	43	different	different	ADJ
afs-111665	61	44	when	when	SCONJ
afs-111665	61	45	humans	human	NOUN
afs-111665	61	46	are	be	AUX
afs-111665	61	47	present	present	ADJ
afs-111665	61	48	.	.	PUNCT
afs-111665	62	1	the	the	DET
afs-111665	62	2	undefined	undefined	ADJ
afs-111665	62	3	class	class	NOUN
afs-111665	62	4	was	be	AUX
afs-111665	62	5	used	use	VERB
afs-111665	62	6	when	when	SCONJ
afs-111665	62	7	the	the	DET
afs-111665	62	8	image	image	NOUN
afs-111665	62	9	was	be	AUX
afs-111665	62	10	very	very	ADV
afs-111665	62	11	noisy	noisy	ADJ
afs-111665	62	12	or	or	CCONJ
afs-111665	62	13	otherwise	otherwise	ADV
afs-111665	62	14	there	there	PRON
afs-111665	62	15	was	be	VERB
afs-111665	62	16	doubt	doubt	NOUN
afs-111665	62	17	about	about	ADP
afs-111665	62	18	the	the	DET
afs-111665	62	19	correct	correct	ADJ
afs-111665	62	20	class	class	NOUN
afs-111665	62	21	.	.	PUNCT
afs-111665	63	1	the	the	DET
afs-111665	63	2	human	human	ADJ
afs-111665	63	3	class	class	NOUN
afs-111665	63	4	was	be	AUX
afs-111665	63	5	assigned	assign	VERB
afs-111665	63	6	when	when	SCONJ
afs-111665	63	7	at	at	ADV
afs-111665	63	8	least	least	ADV
afs-111665	63	9	30	30	NUM
afs-111665	63	10	%	%	NOUN
afs-111665	63	11	of	of	ADP
afs-111665	63	12	a	a	DET
afs-111665	63	13	human	human	ADJ
afs-111665	63	14	body	body	NOUN
afs-111665	63	15	was	be	AUX
afs-111665	63	16	visible	visible	ADJ
afs-111665	63	17	in	in	ADP
afs-111665	63	18	the	the	DET
afs-111665	63	19	image	image	NOUN
afs-111665	63	20	based	base	VERB
afs-111665	63	21	on	on	ADP
afs-111665	63	22	the	the	DET
afs-111665	63	23	subjective	subjective	ADJ
afs-111665	63	24	estimate	estimate	NOUN
afs-111665	63	25	of	of	ADP
afs-111665	63	26	the	the	DET
afs-111665	63	27	labeler	labeler	NOUN
afs-111665	63	28	.	.	PUNCT
afs-111665	64	1	interactions	interaction	NOUN
afs-111665	64	2	between	between	ADP
afs-111665	64	3	cows	cow	NOUN
afs-111665	64	4	were	be	AUX
afs-111665	64	5	divided	divide	VERB
afs-111665	64	6	into	into	ADP
afs-111665	64	7	three	three	NUM
afs-111665	64	8	categories	category	NOUN
afs-111665	64	9	:	:	PUNCT
afs-111665	64	10	frontal	frontal	ADJ
afs-111665	64	11	,	,	PUNCT
afs-111665	64	12	lateral	lateral	ADJ
afs-111665	64	13	,	,	PUNCT
afs-111665	64	14	and	and	CCONJ
afs-111665	64	15	vertical	vertical	ADJ
afs-111665	64	16	interactions	interaction	NOUN
afs-111665	64	17	.	.	PUNCT
afs-111665	65	1	in	in	ADP
afs-111665	65	2	frontal	frontal	ADJ
afs-111665	65	3	interactions	interaction	NOUN
afs-111665	65	4	,	,	PUNCT
afs-111665	65	5	two	two	NUM
afs-111665	65	6	cows	cow	NOUN
afs-111665	65	7	were	be	AUX
afs-111665	65	8	interacting	interact	VERB
afs-111665	65	9	and	and	CCONJ
afs-111665	65	10	facing	face	VERB
afs-111665	65	11	each	each	DET
afs-111665	65	12	other	other	ADJ
afs-111665	65	13	,	,	PUNCT
afs-111665	65	14	as	as	SCONJ
afs-111665	65	15	shown	show	VERB
afs-111665	65	16	schematically	schematically	NOUN
afs-111665	65	17	in	in	ADP
afs-111665	65	18	figure	figure	NOUN
afs-111665	65	19	2a	2a	NUM
afs-111665	65	20	.	.	PUNCT
afs-111665	66	1	frontal	frontal	ADJ
afs-111665	66	2	interaction	interaction	NOUN
afs-111665	66	3	does	do	AUX
afs-111665	66	4	not	not	PART
afs-111665	66	5	have	have	VERB
afs-111665	66	6	to	to	PART
afs-111665	66	7	be	be	AUX
afs-111665	66	8	mutual	mutual	ADJ
afs-111665	66	9	,	,	PUNCT
afs-111665	66	10	only	only	ADV
afs-111665	66	11	that	that	SCONJ
afs-111665	66	12	both	both	PRON
afs-111665	66	13	of	of	ADP
afs-111665	66	14	the	the	DET
afs-111665	66	15	cows	cow	NOUN
afs-111665	66	16	were	be	AUX
afs-111665	66	17	considered	consider	VERB
afs-111665	66	18	to	to	PART
afs-111665	66	19	be	be	AUX
afs-111665	66	20	are	be	AUX
afs-111665	66	21	able	able	ADJ
afs-111665	66	22	to	to	PART
afs-111665	66	23	react	react	VERB
afs-111665	66	24	to	to	ADP
afs-111665	66	25	the	the	DET
afs-111665	66	26	approaching	approach	VERB
afs-111665	66	27	interaction	interaction	NOUN
afs-111665	66	28	before	before	SCONJ
afs-111665	66	29	it	it	PRON
afs-111665	66	30	happens	happen	VERB
afs-111665	66	31	.	.	PUNCT
afs-111665	67	1	in	in	ADP
afs-111665	67	2	lateral	lateral	ADJ
afs-111665	67	3	interaction	interaction	NOUN
afs-111665	67	4	,	,	PUNCT
afs-111665	67	5	a	a	DET
afs-111665	67	6	cow	cow	NOUN
afs-111665	67	7	is	be	AUX
afs-111665	67	8	pushing	push	VERB
afs-111665	67	9	,	,	PUNCT
afs-111665	67	10	kicking	kicking	NOUN
afs-111665	67	11	,	,	PUNCT
afs-111665	67	12	or	or	CCONJ
afs-111665	67	13	heading	head	VERB
afs-111665	67	14	into	into	ADP
afs-111665	67	15	another	another	DET
afs-111665	67	16	cow	cow	NOUN
afs-111665	67	17	,	,	PUNCT
afs-111665	67	18	whether	whether	SCONJ
afs-111665	67	19	reciprocally	reciprocally	ADV
afs-111665	67	20	or	or	CCONJ
afs-111665	67	21	not	not	PART
afs-111665	67	22	.	.	PUNCT
afs-111665	68	1	four	four	NUM
afs-111665	68	2	schematic	schematic	ADJ
afs-111665	68	3	situations	situation	NOUN
afs-111665	68	4	are	be	AUX
afs-111665	68	5	shown	show	VERB
afs-111665	68	6	in	in	ADP
afs-111665	68	7	figure	figure	NOUN
afs-111665	68	8	2b	2b	NOUN
afs-111665	68	9	.	.	PUNCT
afs-111665	69	1	in	in	ADP
afs-111665	69	2	vertical	vertical	ADJ
afs-111665	69	3	interaction	interaction	NOUN
afs-111665	69	4	,	,	PUNCT
afs-111665	69	5	a	a	DET
afs-111665	69	6	cow	cow	NOUN
afs-111665	69	7	has	have	AUX
afs-111665	69	8	positioned	position	VERB
afs-111665	69	9	any	any	PRON
afs-111665	69	10	of	of	ADP
afs-111665	69	11	its	its	PRON
afs-111665	69	12	body	body	NOUN
afs-111665	69	13	parts	part	NOUN
afs-111665	69	14	over	over	ADP
afs-111665	69	15	another	another	DET
afs-111665	69	16	cow	cow	NOUN
afs-111665	69	17	.	.	PUNCT
afs-111665	70	1	in	in	ADP
afs-111665	70	2	practice	practice	NOUN
afs-111665	70	3	,	,	PUNCT
afs-111665	70	4	the	the	DET
afs-111665	70	5	body	body	NOUN
afs-111665	70	6	parts	part	NOUN
afs-111665	70	7	that	that	PRON
afs-111665	70	8	can	can	AUX
afs-111665	70	9	be	be	AUX
afs-111665	70	10	positioned	position	VERB
afs-111665	70	11	over	over	ADP
afs-111665	70	12	another	another	DET
afs-111665	70	13	cow	cow	NOUN
afs-111665	70	14	are	be	AUX
afs-111665	70	15	the	the	DET
afs-111665	70	16	head	head	NOUN
afs-111665	70	17	and	and	CCONJ
afs-111665	70	18	torso	torso	NOUN
afs-111665	70	19	,	,	PUNCT
afs-111665	70	20	thus	thus	ADV
afs-111665	70	21	vertical	vertical	ADJ
afs-111665	70	22	interaction	interaction	NOUN
afs-111665	70	23	includes	include	VERB
afs-111665	70	24	mounting	mount	VERB
afs-111665	70	25	behavior	behavior	NOUN
afs-111665	70	26	.	.	PUNCT
afs-111665	71	1	the	the	DET
afs-111665	71	2	schematics	schematic	NOUN
afs-111665	71	3	of	of	ADP
afs-111665	71	4	vertical	vertical	ADJ
afs-111665	71	5	interactions	interaction	NOUN
afs-111665	71	6	are	be	AUX
afs-111665	71	7	shown	show	VERB
afs-111665	71	8	in	in	ADP
afs-111665	71	9	figure	figure	NOUN
afs-111665	71	10	2c	2c	NOUN
afs-111665	71	11	.	.	PUNCT
afs-111665	72	1	a	a	DET
afs-111665	72	2	crowded	crowded	ADJ
afs-111665	72	3	situation	situation	NOUN
afs-111665	72	4	was	be	AUX
afs-111665	72	5	assigned	assign	VERB
afs-111665	72	6	when	when	SCONJ
afs-111665	72	7	there	there	PRON
afs-111665	72	8	were	be	VERB
afs-111665	72	9	more	more	ADJ
afs-111665	72	10	than	than	ADP
afs-111665	72	11	five	five	NUM
afs-111665	72	12	cows	cow	NOUN
afs-111665	72	13	entirely	entirely	ADV
afs-111665	72	14	inside	inside	ADP
afs-111665	72	15	the	the	DET
afs-111665	72	16	area	area	NOUN
afs-111665	72	17	next	next	ADV
afs-111665	72	18	to	to	ADP
afs-111665	72	19	the	the	DET
afs-111665	72	20	ams	am	NOUN
afs-111665	72	21	.	.	PUNCT
afs-111665	73	1	that	that	DET
afs-111665	73	2	area	area	NOUN
afs-111665	73	3	is	be	AUX
afs-111665	73	4	delimited	delimit	VERB
afs-111665	73	5	by	by	ADP
afs-111665	73	6	considering	consider	VERB
afs-111665	73	7	the	the	DET
afs-111665	73	8	scope	scope	NOUN
afs-111665	73	9	of	of	ADP
afs-111665	73	10	the	the	DET
afs-111665	73	11	data	data	NOUN
afs-111665	73	12	set	set	VERB
afs-111665	73	13	(	(	PUNCT
afs-111665	73	14	cow	cow	NOUN
afs-111665	73	15	behavior	behavior	NOUN
afs-111665	73	16	near	near	ADP
afs-111665	73	17	ams	am	NOUN
afs-111665	73	18	)	)	PUNCT
afs-111665	73	19	and	and	CCONJ
afs-111665	73	20	is	be	AUX
afs-111665	73	21	defined	define	VERB
afs-111665	73	22	as	as	ADP
afs-111665	73	23	the	the	DET
afs-111665	73	24	area	area	NOUN
afs-111665	73	25	inside	inside	ADP
afs-111665	73	26	the	the	DET
afs-111665	73	27	dashed	dash	VERB
afs-111665	73	28	perimeter	perimeter	NOUN
afs-111665	73	29	in	in	ADP
afs-111665	73	30	figure	figure	NOUN
afs-111665	73	31	1b	1b	NUM
afs-111665	73	32	.	.	PUNCT
afs-111665	74	1	drinking	drinking	NOUN
afs-111665	74	2	was	be	AUX
afs-111665	74	3	only	only	ADV
afs-111665	74	4	assigned	assign	VERB
afs-111665	74	5	if	if	SCONJ
afs-111665	74	6	the	the	DET
afs-111665	74	7	cow	cow	NOUN
afs-111665	74	8	was	be	AUX
afs-111665	74	9	actively	actively	ADV
afs-111665	74	10	engaged	engage	VERB
afs-111665	74	11	in	in	ADP
afs-111665	74	12	drinking	drinking	NOUN
afs-111665	74	13	.	.	PUNCT
afs-111665	75	1	it	it	PRON
afs-111665	75	2	is	be	AUX
afs-111665	75	3	very	very	ADV
afs-111665	75	4	common	common	ADJ
afs-111665	75	5	that	that	SCONJ
afs-111665	75	6	the	the	DET
afs-111665	75	7	cow	cow	NOUN
afs-111665	75	8	just	just	ADV
afs-111665	75	9	stays	stay	VERB
afs-111665	75	10	near	near	ADP
afs-111665	75	11	the	the	DET
afs-111665	75	12	water	water	NOUN
afs-111665	75	13	drinker	drinker	NOUN
afs-111665	75	14	,	,	PUNCT
afs-111665	75	15	or	or	CCONJ
afs-111665	75	16	just	just	ADV
afs-111665	75	17	licks	lick	VERB
afs-111665	75	18	the	the	DET
afs-111665	75	19	metallic	metallic	ADJ
afs-111665	75	20	part	part	NOUN
afs-111665	75	21	of	of	ADP
afs-111665	75	22	it	it	PRON
afs-111665	75	23	,	,	PUNCT
afs-111665	75	24	and	and	CCONJ
afs-111665	75	25	these	these	DET
afs-111665	75	26	situations	situation	NOUN
afs-111665	75	27	were	be	AUX
afs-111665	75	28	not	not	PART
afs-111665	75	29	included	include	VERB
afs-111665	75	30	in	in	ADP
afs-111665	75	31	this	this	DET
afs-111665	75	32	class	class	NOUN
afs-111665	75	33	.	.	PUNCT
afs-111665	75	34	table	table	NOUN
afs-111665	75	35	1	1	NUM
afs-111665	75	36	.	.	PUNCT
afs-111665	76	1	the	the	DET
afs-111665	76	2	classes	class	NOUN
afs-111665	76	3	used	use	VERB
afs-111665	76	4	in	in	ADP
afs-111665	76	5	labeling	labeling	NOUN
afs-111665	76	6	in	in	ADP
afs-111665	76	7	their	their	PRON
afs-111665	76	8	order	order	NOUN
afs-111665	76	9	of	of	ADP
afs-111665	76	10	priority	priority	NOUN
afs-111665	76	11	decreasing	decrease	VERB
afs-111665	76	12	from	from	ADP
afs-111665	76	13	top	top	NOUN
afs-111665	76	14	to	to	ADP
afs-111665	76	15	bottom	bottom	ADJ
afs-111665	76	16	code	code	NOUN
afs-111665	76	17	name	name	NOUN
afs-111665	76	18	brief	brief	ADJ
afs-111665	76	19	description	description	NOUN
afs-111665	76	20	-1	-1	PUNCT
afs-111665	76	21	undefined	undefined	ADJ
afs-111665	76	22	undefined	undefined	ADJ
afs-111665	76	23	situation	situation	NOUN
afs-111665	76	24	or	or	CCONJ
afs-111665	76	25	doubt	doubt	NOUN
afs-111665	76	26	about	about	ADP
afs-111665	76	27	the	the	DET
afs-111665	76	28	correct	correct	ADJ
afs-111665	76	29	class	class	NOUN
afs-111665	76	30	due	due	ADP
afs-111665	76	31	to	to	ADP
afs-111665	76	32	too	too	ADV
afs-111665	76	33	much	much	ADJ
afs-111665	76	34	noise	noise	NOUN
afs-111665	76	35	0	0	PUNCT
afs-111665	76	36	human	human	NOUN
afs-111665	76	37	there	there	PRON
afs-111665	76	38	are	be	VERB
afs-111665	76	39	human(s	human(s	NOUN
afs-111665	76	40	)	)	PUNCT
afs-111665	76	41	in	in	ADP
afs-111665	76	42	the	the	DET
afs-111665	76	43	image	image	NOUN
afs-111665	76	44	.	.	PUNCT
afs-111665	77	1	1	1	NUM
afs-111665	77	2	interaction	interaction	NOUN
afs-111665	77	3	frontal	frontal	ADJ
afs-111665	77	4	head	head	NOUN
afs-111665	77	5	on	on	ADP
afs-111665	77	6	head	head	NOUN
afs-111665	77	7	or	or	CCONJ
afs-111665	77	8	neck	neck	NOUN
afs-111665	77	9	2	2	NUM
afs-111665	77	10	interaction	interaction	NOUN
afs-111665	77	11	lateral	lateral	ADJ
afs-111665	77	12	head	head	NOUN
afs-111665	77	13	or	or	CCONJ
afs-111665	77	14	body	body	NOUN
afs-111665	77	15	touching	touch	VERB
afs-111665	77	16	the	the	DET
afs-111665	77	17	other	other	ADJ
afs-111665	77	18	cow	cow	NOUN
afs-111665	77	19	’s	’s	PART
afs-111665	77	20	head	head	NOUN
afs-111665	77	21	or	or	CCONJ
afs-111665	77	22	body	body	NOUN
afs-111665	77	23	3	3	NUM
afs-111665	77	24	interaction	interaction	NOUN
afs-111665	77	25	vertical	vertical	ADJ
afs-111665	77	26	head	head	NOUN
afs-111665	77	27	or	or	CCONJ
afs-111665	77	28	other	other	ADJ
afs-111665	77	29	body	body	NOUN
afs-111665	77	30	part	part	NOUN
afs-111665	77	31	over	over	ADP
afs-111665	77	32	body	body	NOUN
afs-111665	77	33	or	or	CCONJ
afs-111665	77	34	head	head	NOUN
afs-111665	77	35	4	4	NUM
afs-111665	77	36	crowded	crowd	VERB
afs-111665	77	37	more	more	ADJ
afs-111665	77	38	than	than	ADP
afs-111665	77	39	five	five	NUM
afs-111665	77	40	cows	cow	NOUN
afs-111665	77	41	in	in	ADP
afs-111665	77	42	the	the	DET
afs-111665	77	43	interest	interest	NOUN
afs-111665	77	44	area	area	NOUN
afs-111665	77	45	5	5	NUM
afs-111665	77	46	drinking	drink	VERB
afs-111665	77	47	a	a	DET
afs-111665	77	48	cow	cow	NOUN
afs-111665	77	49	is	be	AUX
afs-111665	77	50	drinking	drink	VERB
afs-111665	77	51	water	water	NOUN
afs-111665	77	52	.	.	PUNCT
afs-111665	78	1	6	6	NUM
afs-111665	78	2	curiosity	curiosity	NOUN
afs-111665	78	3	putting	put	VERB
afs-111665	78	4	head	head	NOUN
afs-111665	78	5	inside	inside	ADP
afs-111665	78	6	the	the	DET
afs-111665	78	7	ams	ams	NOUN
afs-111665	78	8	housing	housing	NOUN
afs-111665	78	9	.	.	PUNCT
afs-111665	78	10	7	7	NUM
afs-111665	78	11	queue	queue	NOUN
afs-111665	78	12	at	at	ADV
afs-111665	78	13	least	least	ADV
afs-111665	78	14	one	one	NUM
afs-111665	78	15	cow	cow	NOUN
afs-111665	78	16	is	be	AUX
afs-111665	78	17	waiting	wait	VERB
afs-111665	78	18	outside	outside	ADP
afs-111665	78	19	the	the	DET
afs-111665	78	20	milking	milking	NOUN
afs-111665	78	21	station	station	NOUN
afs-111665	78	22	.	.	PUNCT
afs-111665	79	1	8	8	NUM
afs-111665	79	2	low	low	ADJ
afs-111665	79	3	visibility	visibility	NOUN
afs-111665	79	4	night	night	NOUN
afs-111665	79	5	or	or	CCONJ
afs-111665	79	6	twilight	twilight	NOUN
afs-111665	79	7	9	9	NUM
afs-111665	79	8	normal	normal	ADJ
afs-111665	79	9	nothing	nothing	PRON
afs-111665	79	10	,	,	PUNCT
afs-111665	79	11	laying	lay	VERB
afs-111665	79	12	down	down	ADP
afs-111665	79	13	,	,	PUNCT
afs-111665	79	14	peeing	peeing	NOUN
afs-111665	79	15	,	,	PUNCT
afs-111665	79	16	etc	etc	X
afs-111665	79	17	.	.	X
afs-111665	79	18	o.	o.	PROPN
afs-111665	79	19	koskela	koskela	PROPN
afs-111665	79	20	et	et	PROPN
afs-111665	79	21	al	al	PROPN
afs-111665	79	22	.	.	PROPN
afs-111665	80	1	92	92	NUM
afs-111665	80	2	curiosity	curiosity	NOUN
afs-111665	80	3	was	be	AUX
afs-111665	80	4	assigned	assign	VERB
afs-111665	80	5	when	when	SCONJ
afs-111665	80	6	a	a	DET
afs-111665	80	7	cow	cow	NOUN
afs-111665	80	8	had	have	VERB
afs-111665	80	9	its	its	PRON
afs-111665	80	10	head	head	NOUN
afs-111665	80	11	at	at	ADV
afs-111665	80	12	least	least	ADJ
afs-111665	80	13	partially	partially	ADV
afs-111665	80	14	in	in	ADP
afs-111665	80	15	the	the	DET
afs-111665	80	16	opening	opening	NOUN
afs-111665	80	17	near	near	ADP
afs-111665	80	18	the	the	DET
afs-111665	80	19	entrance	entrance	NOUN
afs-111665	80	20	of	of	ADP
afs-111665	80	21	the	the	DET
afs-111665	80	22	ams	am	NOUN
afs-111665	80	23	.	.	PUNCT
afs-111665	81	1	this	this	DET
afs-111665	81	2	action	action	NOUN
afs-111665	81	3	was	be	AUX
afs-111665	81	4	considered	consider	VERB
afs-111665	81	5	a	a	DET
afs-111665	81	6	natural	natural	ADJ
afs-111665	81	7	exploring	exploring	NOUN
afs-111665	81	8	of	of	ADP
afs-111665	81	9	the	the	DET
afs-111665	81	10	environment	environment	NOUN
afs-111665	81	11	(	(	PUNCT
afs-111665	81	12	a	a	DET
afs-111665	81	13	relevant	relevant	ADJ
afs-111665	81	14	indicator	indicator	NOUN
afs-111665	81	15	of	of	ADP
afs-111665	81	16	positive	positive	ADJ
afs-111665	81	17	affective	affective	NOUN
afs-111665	81	18	states	state	NOUN
afs-111665	81	19	according	accord	VERB
afs-111665	81	20	to	to	ADP
afs-111665	81	21	boissy	boissy	PROPN
afs-111665	81	22	et	et	PRON
afs-111665	81	23	al	al	PROPN
afs-111665	81	24	(	(	PUNCT
afs-111665	81	25	2007	2007	NUM
afs-111665	81	26	)	)	PUNCT
afs-111665	81	27	,	,	PUNCT
afs-111665	81	28	especially	especially	ADV
afs-111665	81	29	since	since	SCONJ
afs-111665	81	30	the	the	DET
afs-111665	81	31	milking	milking	NOUN
afs-111665	81	32	reward	reward	NOUN
afs-111665	81	33	feed	feed	NOUN
afs-111665	81	34	is	be	AUX
afs-111665	81	35	kept	keep	VERB
afs-111665	81	36	within	within	ADP
afs-111665	81	37	the	the	DET
afs-111665	81	38	housing	housing	NOUN
afs-111665	81	39	.	.	PUNCT
afs-111665	82	1	a	a	DET
afs-111665	82	2	queue	queue	NOUN
afs-111665	82	3	represented	represent	VERB
afs-111665	82	4	a	a	DET
afs-111665	82	5	situation	situation	NOUN
afs-111665	82	6	in	in	ADP
afs-111665	82	7	which	which	PRON
afs-111665	82	8	at	at	ADP
afs-111665	82	9	least	least	ADV
afs-111665	82	10	one	one	NUM
afs-111665	82	11	cow	cow	NOUN
afs-111665	82	12	was	be	AUX
afs-111665	82	13	waiting	wait	VERB
afs-111665	82	14	outside	outside	ADP
afs-111665	82	15	the	the	DET
afs-111665	82	16	milking	milking	NOUN
afs-111665	82	17	station	station	NOUN
afs-111665	82	18	.	.	PUNCT
afs-111665	83	1	the	the	DET
afs-111665	83	2	queue	queue	NOUN
afs-111665	83	3	could	could	AUX
afs-111665	83	4	vary	vary	VERB
afs-111665	83	5	in	in	ADP
afs-111665	83	6	size	size	NOUN
afs-111665	83	7	and	and	CCONJ
afs-111665	83	8	organization	organization	NOUN
afs-111665	83	9	,	,	PUNCT
afs-111665	83	10	with	with	ADP
afs-111665	83	11	the	the	DET
afs-111665	83	12	only	only	ADJ
afs-111665	83	13	constraint	constraint	NOUN
afs-111665	83	14	being	be	AUX
afs-111665	83	15	that	that	SCONJ
afs-111665	83	16	the	the	DET
afs-111665	83	17	cows	cow	NOUN
afs-111665	83	18	needed	need	VERB
afs-111665	83	19	to	to	PART
afs-111665	83	20	be	be	AUX
afs-111665	83	21	facing	face	VERB
afs-111665	83	22	the	the	DET
afs-111665	83	23	milking	milking	NOUN
afs-111665	83	24	station	station	NOUN
afs-111665	83	25	.	.	PUNCT
afs-111665	84	1	that	that	PRON
afs-111665	84	2	is	is	ADV
afs-111665	84	3	,	,	PUNCT
afs-111665	84	4	it	it	PRON
afs-111665	84	5	involved	involve	VERB
afs-111665	84	6	a	a	DET
afs-111665	84	7	scene	scene	NOUN
afs-111665	84	8	where	where	SCONJ
afs-111665	84	9	some	some	DET
afs-111665	84	10	cow	cow	NOUN
afs-111665	84	11	was	be	AUX
afs-111665	84	12	near	near	ADP
afs-111665	84	13	the	the	DET
afs-111665	84	14	milking	milking	NOUN
afs-111665	84	15	station	station	NOUN
afs-111665	84	16	;	;	PUNCT
afs-111665	84	17	however	however	ADV
afs-111665	84	18	,	,	PUNCT
afs-111665	84	19	cow	cow	NOUN
afs-111665	84	20	apparently	apparently	ADV
afs-111665	84	21	just	just	ADV
afs-111665	84	22	walking	walk	VERB
afs-111665	84	23	by	by	ADP
afs-111665	84	24	the	the	DET
afs-111665	84	25	station	station	NOUN
afs-111665	84	26	was	be	AUX
afs-111665	84	27	not	not	PART
afs-111665	84	28	included	include	VERB
afs-111665	84	29	under	under	ADP
afs-111665	84	30	this	this	DET
afs-111665	84	31	class	class	NOUN
afs-111665	84	32	.	.	PUNCT
afs-111665	85	1	this	this	DET
afs-111665	85	2	class	class	NOUN
afs-111665	85	3	is	be	AUX
afs-111665	85	4	subjective	subjective	ADJ
afs-111665	85	5	and	and	CCONJ
afs-111665	85	6	dependent	dependent	ADJ
afs-111665	85	7	on	on	ADP
afs-111665	85	8	the	the	DET
afs-111665	85	9	personal	personal	ADJ
afs-111665	85	10	interpretation	interpretation	NOUN
afs-111665	85	11	of	of	ADP
afs-111665	85	12	the	the	DET
afs-111665	85	13	person	person	NOUN
afs-111665	85	14	doing	do	VERB
afs-111665	85	15	the	the	DET
afs-111665	85	16	annotation	annotation	NOUN
afs-111665	85	17	,	,	PUNCT
afs-111665	85	18	so	so	SCONJ
afs-111665	85	19	a	a	DET
afs-111665	85	20	more	more	ADV
afs-111665	85	21	precise	precise	ADJ
afs-111665	85	22	task	task	NOUN
afs-111665	85	23	would	would	AUX
afs-111665	85	24	require	require	VERB
afs-111665	85	25	additional	additional	ADJ
afs-111665	85	26	labeling	labeling	NOUN
afs-111665	85	27	and/or	and/or	CCONJ
afs-111665	85	28	redefinition	redefinition	NOUN
afs-111665	85	29	of	of	ADP
afs-111665	85	30	the	the	DET
afs-111665	85	31	classes	class	NOUN
afs-111665	85	32	.	.	PUNCT
afs-111665	86	1	low	low	ADJ
afs-111665	86	2	visibility	visibility	NOUN
afs-111665	86	3	and	and	CCONJ
afs-111665	86	4	normal	normal	ADJ
afs-111665	86	5	are	be	AUX
afs-111665	86	6	both	both	DET
afs-111665	86	7	situations	situation	NOUN
afs-111665	86	8	defined	define	VERB
afs-111665	86	9	mainly	mainly	ADV
afs-111665	86	10	by	by	ADP
afs-111665	86	11	the	the	DET
afs-111665	86	12	absence	absence	NOUN
afs-111665	86	13	of	of	ADP
afs-111665	86	14	the	the	DET
afs-111665	86	15	actions	action	NOUN
afs-111665	86	16	described	describe	VERB
afs-111665	86	17	above	above	ADV
afs-111665	86	18	.	.	PUNCT
afs-111665	87	1	low	low	ADJ
afs-111665	87	2	visibility	visibility	NOUN
afs-111665	87	3	is	be	AUX
afs-111665	87	4	used	use	VERB
afs-111665	87	5	during	during	ADP
afs-111665	87	6	the	the	DET
afs-111665	87	7	night	night	NOUN
afs-111665	87	8	,	,	PUNCT
afs-111665	87	9	when	when	SCONJ
afs-111665	87	10	the	the	DET
afs-111665	87	11	lights	light	NOUN
afs-111665	87	12	of	of	ADP
afs-111665	87	13	the	the	DET
afs-111665	87	14	barn	barn	NOUN
afs-111665	87	15	are	be	AUX
afs-111665	87	16	dimmed	dim	VERB
afs-111665	87	17	and	and	CCONJ
afs-111665	87	18	the	the	DET
afs-111665	87	19	video	video	NOUN
afs-111665	87	20	footage	footage	NOUN
afs-111665	87	21	is	be	AUX
afs-111665	87	22	almost	almost	ADV
afs-111665	87	23	completely	completely	ADV
afs-111665	87	24	blank	blank	ADJ
afs-111665	87	25	.	.	PUNCT
afs-111665	88	1	these	these	DET
afs-111665	88	2	images	image	NOUN
afs-111665	88	3	are	be	AUX
afs-111665	88	4	labeled	label	VERB
afs-111665	88	5	in	in	ADP
afs-111665	88	6	this	this	DET
afs-111665	88	7	class	class	NOUN
afs-111665	88	8	.	.	PUNCT
afs-111665	89	1	for	for	ADP
afs-111665	89	2	most	most	ADJ
afs-111665	89	3	of	of	ADP
afs-111665	89	4	applications	application	NOUN
afs-111665	89	5	,	,	PUNCT
afs-111665	89	6	these	these	DET
afs-111665	89	7	images	image	NOUN
afs-111665	89	8	can	can	AUX
afs-111665	89	9	probably	probably	ADV
afs-111665	89	10	just	just	ADV
afs-111665	89	11	be	be	AUX
afs-111665	89	12	discarded	discard	VERB
afs-111665	89	13	,	,	PUNCT
afs-111665	89	14	but	but	CCONJ
afs-111665	89	15	we	we	PRON
afs-111665	89	16	decided	decide	VERB
afs-111665	89	17	to	to	PART
afs-111665	89	18	keep	keep	VERB
afs-111665	89	19	them	they	PRON
afs-111665	89	20	for	for	ADP
afs-111665	89	21	completeness	completeness	NOUN
afs-111665	89	22	.	.	PUNCT
afs-111665	90	1	a	a	DET
afs-111665	90	2	normal	normal	ADJ
afs-111665	90	3	situation	situation	NOUN
afs-111665	90	4	is	be	AUX
afs-111665	90	5	the	the	DET
afs-111665	90	6	complement	complement	NOUN
afs-111665	90	7	of	of	ADP
afs-111665	90	8	all	all	DET
afs-111665	90	9	the	the	DET
afs-111665	90	10	other	other	ADJ
afs-111665	90	11	classes	class	NOUN
afs-111665	90	12	and	and	CCONJ
afs-111665	90	13	could	could	AUX
afs-111665	90	14	be	be	AUX
afs-111665	90	15	interpreted	interpret	VERB
afs-111665	90	16	as	as	ADP
afs-111665	90	17	a	a	DET
afs-111665	90	18	binary	binary	ADJ
afs-111665	90	19	classification	classification	NOUN
afs-111665	90	20	with	with	ADP
afs-111665	90	21	cases	case	NOUN
afs-111665	90	22	in	in	ADP
afs-111665	90	23	which	which	PRON
afs-111665	90	24	something	something	PRON
afs-111665	90	25	was	be	AUX
afs-111665	90	26	happening	happen	VERB
afs-111665	90	27	versus	versus	ADP
afs-111665	90	28	when	when	SCONJ
afs-111665	90	29	nothing	nothing	PRON
afs-111665	90	30	was	be	AUX
afs-111665	90	31	happening	happen	VERB
afs-111665	90	32	.	.	PUNCT
afs-111665	91	1	labeling	labeling	NOUN
afs-111665	91	2	process	process	NOUN
afs-111665	91	3	the	the	DET
afs-111665	91	4	videos	video	NOUN
afs-111665	91	5	were	be	AUX
afs-111665	91	6	annotated	annotate	VERB
afs-111665	91	7	so	so	SCONJ
afs-111665	91	8	that	that	SCONJ
afs-111665	91	9	each	each	DET
afs-111665	91	10	frame	frame	NOUN
afs-111665	91	11	was	be	AUX
afs-111665	91	12	considered	consider	VERB
afs-111665	91	13	a	a	DET
afs-111665	91	14	single	single	ADJ
afs-111665	91	15	image	image	NOUN
afs-111665	91	16	and	and	CCONJ
afs-111665	91	17	assigned	assign	VERB
afs-111665	91	18	to	to	ADP
afs-111665	91	19	exactly	exactly	ADV
afs-111665	91	20	one	one	NUM
afs-111665	91	21	class	class	NOUN
afs-111665	91	22	.	.	PUNCT
afs-111665	92	1	we	we	PRON
afs-111665	92	2	developed	develop	VERB
afs-111665	92	3	python	python	NOUN
afs-111665	92	4	software	software	NOUN
afs-111665	92	5	that	that	PRON
afs-111665	92	6	takes	take	VERB
afs-111665	92	7	the	the	DET
afs-111665	92	8	mp4	mp4	NOUN
afs-111665	92	9	video	video	NOUN
afs-111665	92	10	,	,	PUNCT
afs-111665	92	11	plays	play	VERB
afs-111665	92	12	the	the	DET
afs-111665	92	13	video	video	NOUN
afs-111665	92	14	(	(	PUNCT
afs-111665	92	15	with	with	ADP
afs-111665	92	16	options	option	NOUN
afs-111665	92	17	to	to	ADP
afs-111665	92	18	rewind	rewind	NOUN
afs-111665	92	19	,	,	PUNCT
afs-111665	92	20	advance	advance	NOUN
afs-111665	92	21	,	,	PUNCT
afs-111665	92	22	and	and	CCONJ
afs-111665	92	23	pause	pause	VERB
afs-111665	92	24	the	the	DET
afs-111665	92	25	video	video	NOUN
afs-111665	92	26	)	)	PUNCT
afs-111665	92	27	,	,	PUNCT
afs-111665	92	28	and	and	CCONJ
afs-111665	92	29	saves	save	VERB
afs-111665	92	30	a	a	DET
afs-111665	92	31	label	label	NOUN
afs-111665	92	32	correspondent	correspondent	NOUN
afs-111665	92	33	to	to	ADP
afs-111665	92	34	each	each	DET
afs-111665	92	35	frame	frame	NOUN
afs-111665	92	36	of	of	ADP
afs-111665	92	37	the	the	DET
afs-111665	92	38	video	video	NOUN
afs-111665	92	39	.	.	PUNCT
afs-111665	93	1	label	label	NOUN
afs-111665	93	2	input	input	NOUN
afs-111665	93	3	is	be	AUX
afs-111665	93	4	given	give	VERB
afs-111665	93	5	by	by	ADP
afs-111665	93	6	the	the	DET
afs-111665	93	7	user	user	NOUN
afs-111665	93	8	pressing	press	VERB
afs-111665	93	9	a	a	DET
afs-111665	93	10	corresponding	corresponding	ADJ
afs-111665	93	11	key	key	NOUN
afs-111665	93	12	.	.	PUNCT
afs-111665	94	1	idea	idea	PROPN
afs-111665	94	2	was	be	AUX
afs-111665	94	3	based	base	VERB
afs-111665	94	4	on	on	ADP
afs-111665	94	5	a	a	DET
afs-111665	94	6	tool	tool	NOUN
afs-111665	94	7	developed	develop	VERB
afs-111665	94	8	by	by	ADP
afs-111665	94	9	(	(	PUNCT
afs-111665	94	10	van	van	PROPN
afs-111665	94	11	den	den	PROPN
afs-111665	94	12	berg	berg	PROPN
afs-111665	94	13	et	et	PROPN
afs-111665	94	14	al	al	PROPN
afs-111665	94	15	.	.	PROPN
afs-111665	94	16	2011	2011	NUM
afs-111665	94	17	)	)	PUNCT
afs-111665	94	18	.	.	PUNCT
afs-111665	95	1	the	the	DET
afs-111665	95	2	assigned	assign	VERB
afs-111665	95	3	classes	class	NOUN
afs-111665	95	4	were	be	AUX
afs-111665	95	5	written	write	VERB
afs-111665	95	6	as	as	ADP
afs-111665	95	7	text	text	NOUN
afs-111665	95	8	files	file	NOUN
afs-111665	95	9	in	in	ADP
afs-111665	95	10	json	json	NOUN
afs-111665	95	11	(	(	PUNCT
afs-111665	95	12	javascript	javascript	NOUN
afs-111665	95	13	object	object	NOUN
afs-111665	95	14	notation	notation	NOUN
afs-111665	95	15	)	)	PUNCT
afs-111665	95	16	format	format	NOUN
afs-111665	95	17	.	.	PUNCT
afs-111665	96	1	we	we	PRON
afs-111665	96	2	will	will	AUX
afs-111665	96	3	refer	refer	VERB
afs-111665	96	4	to	to	ADP
afs-111665	96	5	the	the	DET
afs-111665	96	6	json	json	NOUN
afs-111665	96	7	class	class	NOUN
afs-111665	96	8	files	file	NOUN
afs-111665	96	9	as	as	ADP
afs-111665	96	10	pointer	pointer	NOUN
afs-111665	96	11	tables	table	NOUN
afs-111665	96	12	.	.	PUNCT
afs-111665	97	1	each	each	DET
afs-111665	97	2	line	line	NOUN
afs-111665	97	3	of	of	ADP
afs-111665	97	4	the	the	DET
afs-111665	97	5	pointer	pointer	NOUN
afs-111665	97	6	table	table	NOUN
afs-111665	97	7	contains	contain	VERB
afs-111665	97	8	a	a	DET
afs-111665	97	9	class	class	NOUN
afs-111665	97	10	label	label	NOUN
afs-111665	97	11	for	for	ADP
afs-111665	97	12	one	one	NUM
afs-111665	97	13	frame	frame	NOUN
afs-111665	97	14	in	in	ADP
afs-111665	97	15	a	a	DET
afs-111665	97	16	triplet	triplet	NOUN
afs-111665	97	17	:	:	PUNCT
afs-111665	97	18	(	(	PUNCT
afs-111665	97	19	video	video	NOUN
afs-111665	97	20	file	file	NOUN
afs-111665	97	21	name	name	NOUN
afs-111665	97	22	,	,	PUNCT
afs-111665	97	23	frame	frame	NOUN
afs-111665	97	24	number	number	NOUN
afs-111665	97	25	in	in	ADP
afs-111665	97	26	the	the	DET
afs-111665	97	27	video	video	NOUN
afs-111665	97	28	,	,	PUNCT
afs-111665	97	29	assigned	assign	VERB
afs-111665	97	30	class	class	NOUN
afs-111665	97	31	)	)	PUNCT
afs-111665	97	32	.	.	PUNCT
afs-111665	98	1	for	for	ADP
afs-111665	98	2	example	example	NOUN
afs-111665	98	3	,	,	PUNCT
afs-111665	98	4	(	(	PUNCT
afs-111665	98	5	1569103140	1569103140	NUM
afs-111665	98	6	,	,	PUNCT
afs-111665	98	7	1	1	NUM
afs-111665	98	8	,	,	PUNCT
afs-111665	98	9	8)	8)	NUM
afs-111665	98	10	would	would	AUX
afs-111665	98	11	be	be	AUX
afs-111665	98	12	the	the	DET
afs-111665	98	13	first	first	ADJ
afs-111665	98	14	frame	frame	NOUN
afs-111665	98	15	of	of	ADP
afs-111665	98	16	video	video	NOUN
afs-111665	98	17	1569103140.mp4	1569103140.mp4	NUM
afs-111665	98	18	assigned	assign	VERB
afs-111665	98	19	to	to	ADP
afs-111665	98	20	class	class	NOUN
afs-111665	98	21	8	8	NUM
afs-111665	98	22	,	,	PUNCT
afs-111665	98	23	low	low	ADJ
afs-111665	98	24	visibility	visibility	NOUN
afs-111665	98	25	.	.	PUNCT
afs-111665	99	1	to	to	PART
afs-111665	99	2	ensure	ensure	VERB
afs-111665	99	3	the	the	DET
afs-111665	99	4	reproducibility	reproducibility	NOUN
afs-111665	99	5	of	of	ADP
afs-111665	99	6	the	the	DET
afs-111665	99	7	results	result	NOUN
afs-111665	99	8	,	,	PUNCT
afs-111665	99	9	we	we	PRON
afs-111665	99	10	stored	store	VERB
afs-111665	99	11	a	a	DET
afs-111665	99	12	pre	pre	ADJ
afs-111665	99	13	-	-	ADJ
afs-111665	99	14	shuffled	shuffled	ADJ
afs-111665	99	15	pointer	pointer	NOUN
afs-111665	99	16	table	table	NOUN
afs-111665	99	17	,	,	PUNCT
afs-111665	99	18	which	which	PRON
afs-111665	99	19	was	be	AUX
afs-111665	99	20	used	use	VERB
afs-111665	99	21	in	in	ADP
afs-111665	99	22	our	our	PRON
afs-111665	99	23	experiments	experiment	NOUN
afs-111665	99	24	.	.	PUNCT
afs-111665	100	1	a	a	DET
afs-111665	100	2	thousand	thousand	NUM
afs-111665	100	3	images	image	NOUN
afs-111665	100	4	required	require	VERB
afs-111665	100	5	approximately	approximately	ADV
afs-111665	100	6	one	one	NUM
afs-111665	100	7	minute	minute	NOUN
afs-111665	100	8	to	to	PART
afs-111665	100	9	label	label	VERB
afs-111665	100	10	,	,	PUNCT
afs-111665	100	11	including	include	VERB
afs-111665	100	12	all	all	DET
afs-111665	100	13	the	the	DET
afs-111665	100	14	tasks	task	NOUN
afs-111665	100	15	involved	involve	VERB
afs-111665	100	16	in	in	ADP
afs-111665	100	17	the	the	DET
afs-111665	100	18	annotation	annotation	NOUN
afs-111665	100	19	process	process	NOUN
afs-111665	100	20	.	.	PUNCT
afs-111665	101	1	the	the	DET
afs-111665	101	2	videos	video	NOUN
afs-111665	101	3	occupy	occupy	VERB
afs-111665	101	4	40.7	40.7	NUM
afs-111665	101	5	gb	gb	NOUN
afs-111665	101	6	stored	store	VERB
afs-111665	101	7	in	in	ADP
afs-111665	101	8	mp4	mp4	NOUN
afs-111665	101	9	format	format	NOUN
afs-111665	101	10	,	,	PUNCT
afs-111665	101	11	while	while	SCONJ
afs-111665	101	12	the	the	DET
afs-111665	101	13	labels	label	NOUN
afs-111665	101	14	occupy	occupy	VERB
afs-111665	101	15	82.9	82.9	NUM
afs-111665	101	16	mb	mb	ADP
afs-111665	101	17	stored	store	VERB
afs-111665	101	18	in	in	ADP
afs-111665	101	19	plain	plain	ADJ
afs-111665	101	20	text	text	NOUN
afs-111665	101	21	file	file	NOUN
afs-111665	101	22	.	.	PUNCT
afs-111665	102	1	fig	fig	NOUN
afs-111665	102	2	.	.	PUNCT
afs-111665	103	1	2	2	NUM
afs-111665	103	2	.	.	X
afs-111665	103	3	schematic	schematic	ADJ
afs-111665	103	4	examples	example	NOUN
afs-111665	103	5	of	of	ADP
afs-111665	103	6	interaction	interaction	NOUN
afs-111665	103	7	classes	class	NOUN
afs-111665	103	8	:	:	PUNCT
afs-111665	103	9	(	(	PUNCT
afs-111665	103	10	a	a	X
afs-111665	103	11	)	)	PUNCT
afs-111665	103	12	frontal	frontal	ADJ
afs-111665	103	13	,	,	PUNCT
afs-111665	103	14	(	(	PUNCT
afs-111665	103	15	b	b	NOUN
afs-111665	103	16	)	)	PUNCT
afs-111665	103	17	lateral	lateral	ADJ
afs-111665	103	18	,	,	PUNCT
afs-111665	103	19	and	and	CCONJ
afs-111665	103	20	(	(	PUNCT
afs-111665	103	21	c	c	X
afs-111665	103	22	)	)	PUNCT
afs-111665	103	23	vertical	vertical	NOUN
afs-111665	103	24	a	a	PRON
afs-111665	103	25	)	)	PUNCT
afs-111665	103	26	frontal	frontal	ADJ
afs-111665	103	27	interac	interac	PROPN
afs-111665	103	28	�	�	PROPN
afs-111665	103	29	on	on	ADP
afs-111665	103	30	b	b	NUM
afs-111665	103	31	)	)	PUNCT
afs-111665	103	32	lateral	lateral	ADJ
afs-111665	103	33	interac	interac	PROPN
afs-111665	103	34	�	�	PROPN
afs-111665	103	35	on	on	ADP
afs-111665	103	36	c	c	NOUN
afs-111665	103	37	)	)	PUNCT
afs-111665	103	38	ver	ver	NOUN
afs-111665	103	39	�	�	PROPN
afs-111665	103	40	cal	cal	PROPN
afs-111665	103	41	interac	interac	PROPN
afs-111665	103	42	�	�	PROPN
afs-111665	103	43	on	on	ADP
afs-111665	103	44	agricultural	agricultural	ADJ
afs-111665	103	45	and	and	CCONJ
afs-111665	103	46	food	food	NOUN
afs-111665	103	47	science	science	NOUN
afs-111665	103	48	(	(	PUNCT
afs-111665	103	49	2022	2022	NUM
afs-111665	103	50	)	)	PUNCT
afs-111665	103	51	31	31	NUM
afs-111665	103	52	:	:	PUNCT
afs-111665	103	53	89–103	89–103	NUM
afs-111665	103	54	93	93	NUM
afs-111665	103	55	cnn	cnn	NOUN
afs-111665	103	56	architecture	architecture	NOUN
afs-111665	103	57	and	and	CCONJ
afs-111665	103	58	training	training	NOUN
afs-111665	103	59	to	to	PART
afs-111665	103	60	accomplish	accomplish	VERB
afs-111665	103	61	the	the	DET
afs-111665	103	62	classification	classification	NOUN
afs-111665	103	63	task	task	NOUN
afs-111665	103	64	,	,	PUNCT
afs-111665	103	65	we	we	PRON
afs-111665	103	66	used	use	VERB
afs-111665	103	67	a	a	DET
afs-111665	103	68	cnn	cnn	NOUN
afs-111665	103	69	that	that	PRON
afs-111665	103	70	was	be	AUX
afs-111665	103	71	implemented	implement	VERB
afs-111665	103	72	using	use	VERB
afs-111665	103	73	python	python	NOUN
afs-111665	103	74	and	and	CCONJ
afs-111665	103	75	keras	keras	PROPN
afs-111665	103	76	.	.	PUNCT
afs-111665	104	1	the	the	DET
afs-111665	104	2	choice	choice	NOUN
afs-111665	104	3	of	of	ADP
afs-111665	104	4	network	network	NOUN
afs-111665	104	5	was	be	AUX
afs-111665	104	6	based	base	VERB
afs-111665	104	7	on	on	ADP
afs-111665	104	8	a	a	DET
afs-111665	104	9	heuristic	heuristic	ADJ
afs-111665	104	10	altering	alter	VERB
afs-111665	104	11	the	the	DET
afs-111665	104	12	vgg	vgg	NOUN
afs-111665	104	13	(	(	PUNCT
afs-111665	104	14	simonyan	simonyan	ADJ
afs-111665	104	15	and	and	CCONJ
afs-111665	104	16	zisserman	zisserman	NOUN
afs-111665	104	17	2014	2014	NUM
afs-111665	104	18	)	)	PUNCT
afs-111665	104	19	architecture	architecture	NOUN
afs-111665	104	20	with	with	ADP
afs-111665	104	21	performance	performance	NOUN
afs-111665	104	22	evaluated	evaluate	VERB
afs-111665	104	23	using	use	VERB
afs-111665	104	24	the	the	DET
afs-111665	104	25	cross	cross	ADJ
afs-111665	104	26	-	-	ADJ
afs-111665	104	27	validation	validation	ADJ
afs-111665	104	28	methodology	methodology	NOUN
afs-111665	104	29	.	.	PUNCT
afs-111665	105	1	the	the	DET
afs-111665	105	2	vgg	vgg	ADJ
afs-111665	105	3	architecture	architecture	NOUN
afs-111665	105	4	was	be	AUX
afs-111665	105	5	originally	originally	ADV
afs-111665	105	6	developed	develop	VERB
afs-111665	105	7	to	to	PART
afs-111665	105	8	perform	perform	VERB
afs-111665	105	9	image	image	NOUN
afs-111665	105	10	classification	classification	NOUN
afs-111665	105	11	and	and	CCONJ
afs-111665	105	12	object	object	NOUN
afs-111665	105	13	localization	localization	NOUN
afs-111665	105	14	among	among	ADP
afs-111665	105	15	1000	1000	NUM
afs-111665	105	16	classes	class	NOUN
afs-111665	105	17	.	.	PUNCT
afs-111665	106	1	compared	compare	VERB
afs-111665	106	2	to	to	ADP
afs-111665	106	3	other	other	ADJ
afs-111665	106	4	previously	previously	ADV
afs-111665	106	5	published	publish	VERB
afs-111665	106	6	architectures	architecture	NOUN
afs-111665	106	7	using	use	VERB
afs-111665	106	8	large	large	ADJ
afs-111665	106	9	receptive	receptive	ADJ
afs-111665	106	10	fields	field	NOUN
afs-111665	106	11	(	(	PUNCT
afs-111665	106	12	size	size	NOUN
afs-111665	106	13	of	of	ADP
afs-111665	106	14	convolution	convolution	NOUN
afs-111665	106	15	filter	filter	NOUN
afs-111665	106	16	)	)	PUNCT
afs-111665	106	17	,	,	PUNCT
afs-111665	106	18	for	for	ADP
afs-111665	106	19	instance	instance	NOUN
afs-111665	106	20	11	11	NUM
afs-111665	106	21	-	-	PUNCT
afs-111665	106	22	by-11	by-11	PUNCT
afs-111665	106	23	with	with	ADP
afs-111665	106	24	stride	stride	NOUN
afs-111665	106	25	4	4	NUM
afs-111665	106	26	in	in	ADP
afs-111665	106	27	(	(	PUNCT
afs-111665	106	28	krizhevsky	krizhevsky	NOUN
afs-111665	106	29	et	et	PROPN
afs-111665	106	30	al	al	PROPN
afs-111665	106	31	.	.	PROPN
afs-111665	106	32	2012	2012	NUM
afs-111665	106	33	)	)	PUNCT
afs-111665	106	34	,	,	PUNCT
afs-111665	106	35	the	the	DET
afs-111665	106	36	vgg	vgg	NOUN
afs-111665	106	37	used	use	VERB
afs-111665	106	38	very	very	ADV
afs-111665	106	39	small	small	ADJ
afs-111665	106	40	(	(	PUNCT
afs-111665	106	41	3	3	NUM
afs-111665	106	42	-	-	PUNCT
afs-111665	106	43	by-3	by-3	NOUN
afs-111665	106	44	)	)	PUNCT
afs-111665	106	45	receptive	receptive	ADJ
afs-111665	106	46	fields	field	NOUN
afs-111665	106	47	with	with	ADP
afs-111665	106	48	stride	stride	NOUN
afs-111665	106	49	1	1	NUM
afs-111665	106	50	and	and	CCONJ
afs-111665	106	51	a	a	DET
afs-111665	106	52	higher	high	ADJ
afs-111665	106	53	number	number	NOUN
afs-111665	106	54	of	of	ADP
afs-111665	106	55	layers	layer	NOUN
afs-111665	106	56	,	,	PUNCT
afs-111665	106	57	that	that	PRON
afs-111665	106	58	is	be	AUX
afs-111665	106	59	to	to	PART
afs-111665	106	60	say	say	VERB
afs-111665	106	61	,	,	PUNCT
afs-111665	106	62	it	it	PRON
afs-111665	106	63	is	be	AUX
afs-111665	106	64	a	a	DET
afs-111665	106	65	deeper	deep	ADJ
afs-111665	106	66	neural	neural	ADJ
afs-111665	106	67	network	network	NOUN
afs-111665	106	68	.	.	PUNCT
afs-111665	107	1	a	a	DET
afs-111665	107	2	filter	filter	NOUN
afs-111665	107	3	size	size	NOUN
afs-111665	107	4	of	of	ADP
afs-111665	107	5	3	3	NUM
afs-111665	107	6	-	-	PUNCT
afs-111665	107	7	by-3	by-3	X
afs-111665	107	8	is	be	AUX
afs-111665	107	9	the	the	DET
afs-111665	107	10	smallest	small	ADJ
afs-111665	107	11	size	size	NOUN
afs-111665	107	12	at	at	ADP
afs-111665	107	13	which	which	PRON
afs-111665	107	14	the	the	DET
afs-111665	107	15	notion	notion	NOUN
afs-111665	107	16	of	of	ADP
afs-111665	107	17	left/	left/	NUM
afs-111665	107	18	right	right	NOUN
afs-111665	107	19	,	,	PUNCT
afs-111665	107	20	up	up	ADV
afs-111665	107	21	/	/	SYM
afs-111665	107	22	down	down	ADV
afs-111665	107	23	,	,	PUNCT
afs-111665	107	24	and	and	CCONJ
afs-111665	107	25	center	center	NOUN
afs-111665	107	26	can	can	AUX
afs-111665	107	27	be	be	AUX
afs-111665	107	28	captured	capture	VERB
afs-111665	107	29	,	,	PUNCT
afs-111665	107	30	making	make	VERB
afs-111665	107	31	the	the	DET
afs-111665	107	32	decision	decision	NOUN
afs-111665	107	33	function	function	VERB
afs-111665	107	34	more	more	ADJ
afs-111665	107	35	discriminative	discriminative	NOUN
afs-111665	107	36	.	.	PUNCT
afs-111665	108	1	other	other	ADJ
afs-111665	108	2	often	often	ADV
afs-111665	108	3	used	use	VERB
afs-111665	108	4	networks	network	NOUN
afs-111665	108	5	in	in	ADP
afs-111665	108	6	precision	precision	NOUN
afs-111665	108	7	farming	farming	NOUN
afs-111665	108	8	include	include	VERB
afs-111665	108	9	resnet	resnet	NOUN
afs-111665	108	10	,	,	PUNCT
afs-111665	108	11	densenet	densenet	NOUN
afs-111665	108	12	,	,	PUNCT
afs-111665	108	13	inception	inception	NOUN
afs-111665	108	14	v3	v3	PROPN
afs-111665	108	15	,	,	PUNCT
afs-111665	108	16	and	and	CCONJ
afs-111665	108	17	mobilenet	mobilenet	NOUN
afs-111665	108	18	,	,	PUNCT
afs-111665	108	19	but	but	CCONJ
afs-111665	108	20	no	no	DET
afs-111665	108	21	significant	significant	ADJ
afs-111665	108	22	difference	difference	NOUN
afs-111665	108	23	beforehand	beforehand	ADV
afs-111665	108	24	has	have	AUX
afs-111665	108	25	been	be	AUX
afs-111665	108	26	demonstrated	demonstrate	VERB
afs-111665	108	27	(	(	PUNCT
afs-111665	108	28	mahmud	mahmud	PROPN
afs-111665	108	29	et	et	PROPN
afs-111665	108	30	al	al	PROPN
afs-111665	108	31	.	.	PROPN
afs-111665	108	32	2021	2021	NUM
afs-111665	108	33	)	)	PUNCT
afs-111665	108	34	.	.	PUNCT
afs-111665	109	1	we	we	PRON
afs-111665	109	2	found	find	VERB
afs-111665	109	3	the	the	DET
afs-111665	109	4	best	good	ADJ
afs-111665	109	5	performance	performance	NOUN
afs-111665	109	6	with	with	ADP
afs-111665	109	7	the	the	DET
afs-111665	109	8	architecture	architecture	NOUN
afs-111665	109	9	shown	show	VERB
afs-111665	109	10	in	in	ADP
afs-111665	109	11	figure	figure	NOUN
afs-111665	109	12	3	3	NUM
afs-111665	109	13	.	.	PUNCT
afs-111665	110	1	it	it	PRON
afs-111665	110	2	consists	consist	VERB
afs-111665	110	3	of	of	ADP
afs-111665	110	4	seven	seven	NUM
afs-111665	110	5	convolutional	convolutional	ADJ
afs-111665	110	6	layers	layer	NOUN
afs-111665	110	7	with	with	ADP
afs-111665	110	8	the	the	DET
afs-111665	110	9	relu	relu	NOUN
afs-111665	110	10	activation	activation	NOUN
afs-111665	110	11	function	function	NOUN
afs-111665	110	12	(	(	PUNCT
afs-111665	110	13	chollet	chollet	NOUN
afs-111665	110	14	2017	2017	NUM
afs-111665	110	15	)	)	PUNCT
afs-111665	110	16	and	and	CCONJ
afs-111665	110	17	different	different	ADJ
afs-111665	110	18	numbers	number	NOUN
afs-111665	110	19	of	of	ADP
afs-111665	110	20	filters	filter	NOUN
afs-111665	110	21	.	.	PUNCT
afs-111665	111	1	each	each	DET
afs-111665	111	2	convolutional	convolutional	ADJ
afs-111665	111	3	layer	layer	NOUN
afs-111665	111	4	is	be	AUX
afs-111665	111	5	followed	follow	VERB
afs-111665	111	6	by	by	ADP
afs-111665	111	7	a	a	DET
afs-111665	111	8	pooling	pooling	NOUN
afs-111665	111	9	layer	layer	NOUN
afs-111665	111	10	to	to	PART
afs-111665	111	11	reduce	reduce	VERB
afs-111665	111	12	the	the	DET
afs-111665	111	13	dimension	dimension	NOUN
afs-111665	111	14	.	.	PUNCT
afs-111665	112	1	the	the	DET
afs-111665	112	2	final	final	ADJ
afs-111665	112	3	classifier	classifier	NOUN
afs-111665	112	4	is	be	AUX
afs-111665	112	5	implemented	implement	VERB
afs-111665	112	6	with	with	ADP
afs-111665	112	7	two	two	NUM
afs-111665	112	8	fully	fully	ADV
afs-111665	112	9	connected	connected	ADJ
afs-111665	112	10	layers	layer	NOUN
afs-111665	112	11	with	with	ADP
afs-111665	112	12	the	the	DET
afs-111665	112	13	relu	relu	NOUN
afs-111665	112	14	activation	activation	NOUN
afs-111665	112	15	function	function	NOUN
afs-111665	112	16	,	,	PUNCT
afs-111665	112	17	each	each	DET
afs-111665	112	18	one	one	NOUN
afs-111665	112	19	regularized	regularize	VERB
afs-111665	112	20	with	with	ADP
afs-111665	112	21	a	a	DET
afs-111665	112	22	20	20	NUM
afs-111665	112	23	%	%	NOUN
afs-111665	112	24	dropout	dropout	NOUN
afs-111665	112	25	rate	rate	NOUN
afs-111665	112	26	(	(	PUNCT
afs-111665	112	27	random	random	ADJ
afs-111665	112	28	drop	drop	NOUN
afs-111665	112	29	of	of	ADP
afs-111665	112	30	neurons	neuron	NOUN
afs-111665	112	31	from	from	ADP
afs-111665	112	32	the	the	DET
afs-111665	112	33	neural	neural	ADJ
afs-111665	112	34	network	network	NOUN
afs-111665	112	35	during	during	ADP
afs-111665	112	36	training	training	NOUN
afs-111665	112	37	,	,	PUNCT
afs-111665	112	38	helping	help	VERB
afs-111665	112	39	to	to	PART
afs-111665	112	40	prevent	prevent	VERB
afs-111665	112	41	overfitting	overfitte	VERB
afs-111665	112	42	(	(	PUNCT
afs-111665	112	43	srivastava	srivastava	PROPN
afs-111665	112	44	et	et	PROPN
afs-111665	112	45	al	al	PROPN
afs-111665	112	46	.	.	PROPN
afs-111665	112	47	2014	2014	NUM
afs-111665	112	48	)	)	PUNCT
afs-111665	112	49	.	.	PUNCT
afs-111665	113	1	the	the	DET
afs-111665	113	2	last	last	ADJ
afs-111665	113	3	layer	layer	NOUN
afs-111665	113	4	is	be	AUX
afs-111665	113	5	a	a	DET
afs-111665	113	6	fully	fully	ADV
afs-111665	113	7	connected	connect	VERB
afs-111665	113	8	layer	layer	NOUN
afs-111665	113	9	with	with	ADP
afs-111665	113	10	a	a	DET
afs-111665	113	11	softmax	softmax	NOUN
afs-111665	113	12	activation	activation	NOUN
afs-111665	113	13	function	function	NOUN
afs-111665	113	14	(	(	PUNCT
afs-111665	113	15	chollet	chollet	NOUN
afs-111665	113	16	2017	2017	NUM
afs-111665	113	17	)	)	PUNCT
afs-111665	113	18	,	,	PUNCT
afs-111665	113	19	used	use	VERB
afs-111665	113	20	to	to	PART
afs-111665	113	21	produce	produce	VERB
afs-111665	113	22	a	a	DET
afs-111665	113	23	probability	probability	NOUN
afs-111665	113	24	distribution	distribution	NOUN
afs-111665	113	25	as	as	ADP
afs-111665	113	26	output	output	NOUN
afs-111665	113	27	,	,	PUNCT
afs-111665	113	28	and	and	CCONJ
afs-111665	113	29	it	it	PRON
afs-111665	113	30	has	have	VERB
afs-111665	113	31	ten	ten	NUM
afs-111665	113	32	output	output	NOUN
afs-111665	113	33	neurons	neuron	NOUN
afs-111665	113	34	constituting	constitute	VERB
afs-111665	113	35	the	the	DET
afs-111665	113	36	probabilities	probability	NOUN
afs-111665	113	37	that	that	PRON
afs-111665	113	38	an	an	DET
afs-111665	113	39	image	image	NOUN
afs-111665	113	40	belongs	belong	VERB
afs-111665	113	41	to	to	ADP
afs-111665	113	42	any	any	PRON
afs-111665	113	43	of	of	ADP
afs-111665	113	44	the	the	DET
afs-111665	113	45	classes	class	NOUN
afs-111665	113	46	.	.	PUNCT
afs-111665	114	1	in	in	ADP
afs-111665	114	2	total	total	NOUN
afs-111665	114	3	,	,	PUNCT
afs-111665	114	4	the	the	DET
afs-111665	114	5	architecture	architecture	NOUN
afs-111665	114	6	has	have	VERB
afs-111665	114	7	20	20	NUM
afs-111665	114	8	layers	layer	NOUN
afs-111665	114	9	and	and	CCONJ
afs-111665	114	10	the	the	DET
afs-111665	114	11	python	python	NOUN
afs-111665	114	12	implementation	implementation	NOUN
afs-111665	114	13	is	be	AUX
afs-111665	114	14	provided	provide	VERB
afs-111665	114	15	alongside	alongside	ADP
afs-111665	114	16	the	the	DET
afs-111665	114	17	data	datum	NOUN
afs-111665	114	18	set	set	VERB
afs-111665	114	19	in	in	ADP
afs-111665	114	20	the	the	DET
afs-111665	114	21	supplementary	supplementary	ADJ
afs-111665	114	22	material	material	NOUN
afs-111665	114	23	.	.	PUNCT
afs-111665	115	1	the	the	DET
afs-111665	115	2	loss	loss	NOUN
afs-111665	115	3	function	function	NOUN
afs-111665	115	4	chosen	choose	VERB
afs-111665	115	5	for	for	ADP
afs-111665	115	6	our	our	PRON
afs-111665	115	7	purposes	purpose	NOUN
afs-111665	115	8	was	be	AUX
afs-111665	115	9	categorical	categorical	ADJ
afs-111665	115	10	cross	cross	ADJ
afs-111665	115	11	-	-	ADJ
afs-111665	115	12	entropy	entropy	ADJ
afs-111665	115	13	loss	loss	NOUN
afs-111665	115	14	because	because	SCONJ
afs-111665	115	15	of	of	ADP
afs-111665	115	16	the	the	DET
afs-111665	115	17	multiclass	multiclass	ADJ
afs-111665	115	18	classification	classification	NOUN
afs-111665	115	19	nature	nature	NOUN
afs-111665	115	20	of	of	ADP
afs-111665	115	21	the	the	DET
afs-111665	115	22	problem	problem	NOUN
afs-111665	115	23	.	.	PUNCT
afs-111665	116	1	the	the	DET
afs-111665	116	2	system	system	NOUN
afs-111665	116	3	was	be	AUX
afs-111665	116	4	optimized	optimize	VERB
afs-111665	116	5	with	with	ADP
afs-111665	116	6	the	the	DET
afs-111665	116	7	adam	adam	PROPN
afs-111665	116	8	algorithm	algorithm	NOUN
afs-111665	116	9	and	and	CCONJ
afs-111665	116	10	evaluated	evaluate	VERB
afs-111665	116	11	with	with	ADP
afs-111665	116	12	the	the	DET
afs-111665	116	13	accuracy	accuracy	NOUN
afs-111665	116	14	metric	metric	NOUN
afs-111665	116	15	.	.	PUNCT
afs-111665	117	1	we	we	PRON
afs-111665	117	2	trained	train	VERB
afs-111665	117	3	two	two	NUM
afs-111665	117	4	cnns	cnn	NOUN
afs-111665	117	5	:	:	PUNCT
afs-111665	117	6	one	one	NUM
afs-111665	117	7	with	with	ADP
afs-111665	117	8	a	a	DET
afs-111665	117	9	subset	subset	NOUN
afs-111665	117	10	of	of	ADP
afs-111665	117	11	100	100	NUM
afs-111665	117	12	000	000	NUM
afs-111665	117	13	images	image	NOUN
afs-111665	117	14	randomly	randomly	ADV
afs-111665	117	15	sampled	sample	VERB
afs-111665	117	16	directly	directly	ADV
afs-111665	117	17	from	from	ADP
afs-111665	117	18	the	the	DET
afs-111665	117	19	labeled	label	VERB
afs-111665	117	20	data	datum	NOUN
afs-111665	117	21	and	and	CCONJ
afs-111665	117	22	one	one	NUM
afs-111665	117	23	with	with	ADP
afs-111665	117	24	49	49	NUM
afs-111665	117	25	900	900	NUM
afs-111665	117	26	sampled	sample	VERB
afs-111665	117	27	such	such	ADJ
afs-111665	117	28	that	that	SCONJ
afs-111665	117	29	each	each	DET
afs-111665	117	30	class	class	NOUN
afs-111665	117	31	is	be	AUX
afs-111665	117	32	represented	represent	VERB
afs-111665	117	33	with	with	ADP
afs-111665	117	34	an	an	DET
afs-111665	117	35	equal	equal	ADJ
afs-111665	117	36	number	number	NOUN
afs-111665	117	37	of	of	ADP
afs-111665	117	38	randomly	randomly	ADV
afs-111665	117	39	included	include	VERB
afs-111665	117	40	images	image	NOUN
afs-111665	117	41	.	.	PUNCT
afs-111665	118	1	the	the	DET
afs-111665	118	2	lowest	low	ADJ
afs-111665	118	3	number	number	NOUN
afs-111665	118	4	of	of	ADP
afs-111665	118	5	images	image	NOUN
afs-111665	118	6	occurred	occur	VERB
afs-111665	118	7	in	in	ADP
afs-111665	118	8	the	the	DET
afs-111665	118	9	class	class	NOUN
afs-111665	118	10	vertical	vertical	ADJ
afs-111665	118	11	interaction	interaction	NOUN
afs-111665	118	12	,	,	PUNCT
afs-111665	118	13	which	which	PRON
afs-111665	118	14	thus	thus	ADV
afs-111665	118	15	defined	define	VERB
afs-111665	118	16	the	the	DET
afs-111665	118	17	number	number	NOUN
afs-111665	118	18	4990	4990	NUM
afs-111665	118	19	images	image	NOUN
afs-111665	118	20	for	for	ADP
afs-111665	118	21	each	each	PRON
afs-111665	118	22	of	of	ADP
afs-111665	118	23	the	the	DET
afs-111665	118	24	ten	ten	NUM
afs-111665	118	25	classes	class	NOUN
afs-111665	118	26	.	.	PUNCT
afs-111665	119	1	these	these	DET
afs-111665	119	2	cnns	cnn	NOUN
afs-111665	119	3	are	be	AUX
afs-111665	119	4	later	later	ADV
afs-111665	119	5	referred	refer	VERB
afs-111665	119	6	to	to	ADP
afs-111665	119	7	as	as	ADV
afs-111665	119	8	unbalanced	unbalanced	ADJ
afs-111665	119	9	and	and	CCONJ
afs-111665	119	10	balanced	balanced	ADJ
afs-111665	119	11	experiments	experiment	NOUN
afs-111665	119	12	,	,	PUNCT
afs-111665	119	13	respectively	respectively	ADV
afs-111665	119	14	.	.	PUNCT
afs-111665	120	1	the	the	DET
afs-111665	120	2	exact	exact	ADJ
afs-111665	120	3	images	image	NOUN
afs-111665	120	4	are	be	AUX
afs-111665	120	5	listed	list	VERB
afs-111665	120	6	in	in	ADP
afs-111665	120	7	the	the	DET
afs-111665	120	8	data	data	NOUN
afs-111665	120	9	set	set	NOUN
afs-111665	120	10	(	(	PUNCT
afs-111665	120	11	benitez	benitez	PROPN
afs-111665	120	12	pereira	pereira	PROPN
afs-111665	120	13	et	et	PROPN
afs-111665	120	14	al	al	PROPN
afs-111665	120	15	.	.	PROPN
afs-111665	120	16	2020	2020	NUM
afs-111665	120	17	)	)	PUNCT
afs-111665	120	18	.	.	PUNCT
afs-111665	121	1	fig	fig	NOUN
afs-111665	121	2	.	.	PUNCT
afs-111665	122	1	3	3	X
afs-111665	122	2	.	.	X
afs-111665	122	3	architecture	architecture	NOUN
afs-111665	122	4	of	of	ADP
afs-111665	122	5	the	the	DET
afs-111665	122	6	cnn	cnn	PROPN
afs-111665	122	7	used	use	VERB
afs-111665	122	8	in	in	ADP
afs-111665	122	9	this	this	DET
afs-111665	122	10	article	article	NOUN
afs-111665	122	11	,	,	PUNCT
afs-111665	122	12	consisting	consist	VERB
afs-111665	122	13	of	of	ADP
afs-111665	122	14	seven	seven	NUM
afs-111665	122	15	convolutional	convolutional	ADJ
afs-111665	122	16	and	and	CCONJ
afs-111665	122	17	max	max	ADV
afs-111665	122	18	-	-	PUNCT
afs-111665	122	19	pooling	pool	VERB
afs-111665	122	20	layer	layer	NOUN
afs-111665	122	21	pairs	pair	NOUN
afs-111665	122	22	and	and	CCONJ
afs-111665	122	23	three	three	NUM
afs-111665	122	24	pooling	pool	VERB
afs-111665	122	25	layers	layer	NOUN
afs-111665	122	26	input	input	NOUN
afs-111665	122	27	frame	frame	NOUN
afs-111665	122	28	,	,	PUNCT
afs-111665	122	29	size	size	NOUN
afs-111665	122	30	256x256x1	256x256x1	NUM
afs-111665	122	31	2d	2d	PROPN
afs-111665	122	32	convolution	convolution	NOUN
afs-111665	122	33	,	,	PUNCT
afs-111665	122	34	64	64	NUM
afs-111665	122	35	activation	activation	NOUN
afs-111665	122	36	maps	map	NOUN
afs-111665	122	37	of	of	ADP
afs-111665	122	38	size	size	NOUN
afs-111665	122	39	256x256	256x256	PROPN
afs-111665	122	40	max	max	PROPN
afs-111665	122	41	pooling	pooling	NOUN
afs-111665	122	42	,	,	PUNCT
afs-111665	122	43	reduce	reduce	VERB
afs-111665	122	44	the	the	DET
afs-111665	122	45	64	64	NUM
afs-111665	122	46	activation	activation	NOUN
afs-111665	122	47	maps	map	NOUN
afs-111665	122	48	to	to	PART
afs-111665	122	49	size	size	VERB
afs-111665	122	50	128x128	128x128	PROPN
afs-111665	122	51	2d	2d	PROPN
afs-111665	122	52	convolution	convolution	NOUN
afs-111665	122	53	,	,	PUNCT
afs-111665	122	54	64	64	NUM
afs-111665	122	55	activation	activation	NOUN
afs-111665	122	56	maps	map	NOUN
afs-111665	122	57	of	of	ADP
afs-111665	122	58	size	size	NOUN
afs-111665	122	59	128x128	128x128	PROPN
afs-111665	122	60	max	max	PROPN
afs-111665	122	61	pooling	pooling	PROPN
afs-111665	122	62	,	,	PUNCT
afs-111665	122	63	reduce	reduce	VERB
afs-111665	122	64	the	the	DET
afs-111665	122	65	64	64	NUM
afs-111665	122	66	activation	activation	NOUN
afs-111665	122	67	maps	map	NOUN
afs-111665	122	68	to	to	PART
afs-111665	122	69	size	size	VERB
afs-111665	122	70	64x64	64x64	NUM
afs-111665	122	71	2d	2d	NUM
afs-111665	122	72	convolution	convolution	NOUN
afs-111665	122	73	,	,	PUNCT
afs-111665	122	74	128	128	NUM
afs-111665	122	75	activation	activation	NOUN
afs-111665	122	76	maps	map	NOUN
afs-111665	122	77	of	of	ADP
afs-111665	122	78	size	size	NOUN
afs-111665	122	79	64x64	64x64	NUM
afs-111665	122	80	max	max	PROPN
afs-111665	122	81	pooling	pooling	NOUN
afs-111665	122	82	,	,	PUNCT
afs-111665	122	83	reduce	reduce	VERB
afs-111665	122	84	the	the	DET
afs-111665	122	85	128	128	NUM
afs-111665	122	86	activation	activation	NOUN
afs-111665	122	87	maps	map	NOUN
afs-111665	122	88	to	to	PART
afs-111665	122	89	size	size	VERB
afs-111665	122	90	32x32	32x32	NUM
afs-111665	122	91	2d	2d	NUM
afs-111665	122	92	convolution	convolution	NOUN
afs-111665	122	93	,	,	PUNCT
afs-111665	122	94	256	256	NUM
afs-111665	122	95	activation	activation	NOUN
afs-111665	122	96	maps	map	NOUN
afs-111665	122	97	of	of	ADP
afs-111665	122	98	size	size	NOUN
afs-111665	122	99	32x32	32x32	NUM
afs-111665	122	100	max	max	PROPN
afs-111665	122	101	pooling	pooling	NOUN
afs-111665	122	102	,	,	PUNCT
afs-111665	122	103	reduce	reduce	VERB
afs-111665	122	104	the	the	DET
afs-111665	122	105	256	256	NUM
afs-111665	122	106	activation	activation	NOUN
afs-111665	122	107	maps	map	NOUN
afs-111665	122	108	to	to	PART
afs-111665	122	109	size	size	VERB
afs-111665	122	110	16x16	16x16	NUM
afs-111665	122	111	2d	2d	NUM
afs-111665	122	112	convolution	convolution	NOUN
afs-111665	122	113	,	,	PUNCT
afs-111665	122	114	256	256	NUM
afs-111665	122	115	activation	activation	NOUN
afs-111665	122	116	maps	map	NOUN
afs-111665	122	117	of	of	ADP
afs-111665	122	118	size	size	NOUN
afs-111665	122	119	16x16	16x16	NUM
afs-111665	122	120	max	max	PROPN
afs-111665	122	121	pooling	pooling	NOUN
afs-111665	122	122	,	,	PUNCT
afs-111665	122	123	reduce	reduce	VERB
afs-111665	122	124	the	the	DET
afs-111665	122	125	256	256	NUM
afs-111665	122	126	activation	activation	NOUN
afs-111665	122	127	maps	map	NOUN
afs-111665	122	128	to	to	PART
afs-111665	122	129	size	size	VERB
afs-111665	122	130	8x8	8x8	NUM
afs-111665	122	131	2d	2d	NUM
afs-111665	122	132	convolution	convolution	NOUN
afs-111665	122	133	,	,	PUNCT
afs-111665	122	134	512	512	NUM
afs-111665	122	135	activation	activation	NOUN
afs-111665	122	136	maps	map	NOUN
afs-111665	122	137	of	of	ADP
afs-111665	122	138	size	size	NOUN
afs-111665	122	139	8x8	8x8	NUM
afs-111665	122	140	max	max	PROPN
afs-111665	122	141	pooling	pooling	NOUN
afs-111665	122	142	,	,	PUNCT
afs-111665	122	143	reduce	reduce	VERB
afs-111665	122	144	the	the	DET
afs-111665	122	145	512	512	NUM
afs-111665	122	146	activation	activation	NOUN
afs-111665	122	147	maps	map	NOUN
afs-111665	122	148	to	to	PART
afs-111665	122	149	size	size	VERB
afs-111665	122	150	4x4	4x4	NUM
afs-111665	123	1	2d	2d	NOUN
afs-111665	123	2	convolution	convolution	NOUN
afs-111665	123	3	,	,	PUNCT
afs-111665	123	4	512	512	NUM
afs-111665	123	5	activation	activation	NOUN
afs-111665	123	6	maps	map	NOUN
afs-111665	123	7	of	of	ADP
afs-111665	123	8	size	size	NOUN
afs-111665	123	9	4x4	4x4	NUM
afs-111665	123	10	max	max	PROPN
afs-111665	123	11	pooling	pooling	NOUN
afs-111665	123	12	,	,	PUNCT
afs-111665	123	13	reduce	reduce	VERB
afs-111665	123	14	the	the	DET
afs-111665	123	15	512	512	NUM
afs-111665	123	16	activation	activation	NOUN
afs-111665	123	17	maps	map	NOUN
afs-111665	123	18	to	to	PART
afs-111665	123	19	size	size	VERB
afs-111665	123	20	2x2	2x2	NUM
afs-111665	123	21	fully	fully	ADV
afs-111665	123	22	connected	connect	VERB
afs-111665	123	23	,	,	PUNCT
afs-111665	123	24	2048	2048	NUM
afs-111665	123	25	neurons	neuron	NOUN
afs-111665	123	26	with	with	ADP
afs-111665	123	27	20	20	NUM
afs-111665	123	28	%	%	NOUN
afs-111665	123	29	of	of	ADP
afs-111665	123	30	dropout	dropout	NOUN
afs-111665	123	31	fully	fully	ADV
afs-111665	123	32	connected	connect	VERB
afs-111665	123	33	,	,	PUNCT
afs-111665	123	34	512	512	NUM
afs-111665	123	35	neurons	neuron	NOUN
afs-111665	123	36	with	with	ADP
afs-111665	123	37	20	20	NUM
afs-111665	123	38	%	%	NOUN
afs-111665	123	39	of	of	ADP
afs-111665	123	40	dropout	dropout	NOUN
afs-111665	123	41	fully	fully	ADV
afs-111665	123	42	connected	connect	VERB
afs-111665	123	43	,	,	PUNCT
afs-111665	123	44	10	10	NUM
afs-111665	123	45	neurons	neuron	NOUN
afs-111665	123	46	(	(	PUNCT
afs-111665	123	47	softmax	softmax	NOUN
afs-111665	123	48	activation	activation	NOUN
afs-111665	123	49	)	)	PUNCT
afs-111665	124	1	o.	o.	PROPN
afs-111665	124	2	koskela	koskela	VERB
afs-111665	124	3	et	et	PROPN
afs-111665	124	4	al	al	PROPN
afs-111665	124	5	.	.	PROPN
afs-111665	124	6	94	94	NUM
afs-111665	125	1	the	the	DET
afs-111665	125	2	cnns	cnn	NOUN
afs-111665	125	3	were	be	AUX
afs-111665	125	4	trained	train	VERB
afs-111665	125	5	with	with	ADP
afs-111665	125	6	images	image	NOUN
afs-111665	125	7	average	average	ADJ
afs-111665	125	8	down	down	ADV
afs-111665	125	9	-	-	PUNCT
afs-111665	125	10	scaled	scale	VERB
afs-111665	125	11	to	to	ADP
afs-111665	125	12	a	a	DET
afs-111665	125	13	256	256	NUM
afs-111665	125	14	-	-	PUNCT
afs-111665	125	15	by-256	by-256	NOUN
afs-111665	125	16	resolution	resolution	NOUN
afs-111665	125	17	and	and	CCONJ
afs-111665	125	18	converted	convert	VERB
afs-111665	125	19	to	to	ADP
afs-111665	125	20	grayscale	grayscale	NOUN
afs-111665	125	21	by	by	ADP
afs-111665	125	22	averaging	average	VERB
afs-111665	125	23	the	the	DET
afs-111665	125	24	intensities	intensity	NOUN
afs-111665	125	25	of	of	ADP
afs-111665	125	26	the	the	DET
afs-111665	125	27	three	three	NUM
afs-111665	125	28	channels	channel	NOUN
afs-111665	125	29	.	.	PUNCT
afs-111665	126	1	the	the	DET
afs-111665	126	2	full	full	ADJ
afs-111665	126	3	data	datum	NOUN
afs-111665	126	4	set	set	NOUN
afs-111665	126	5	was	be	AUX
afs-111665	126	6	shuffled	shuffle	VERB
afs-111665	126	7	once	once	ADV
afs-111665	126	8	and	and	CCONJ
afs-111665	126	9	recorded	record	VERB
afs-111665	126	10	in	in	ADP
afs-111665	126	11	shuffled	shuffled	ADJ
afs-111665	126	12	tables	table	NOUN
afs-111665	126	13	,	,	PUNCT
afs-111665	126	14	which	which	PRON
afs-111665	126	15	are	be	AUX
afs-111665	126	16	provided	provide	VERB
afs-111665	126	17	in	in	ADP
afs-111665	126	18	the	the	DET
afs-111665	126	19	supplementary	supplementary	ADJ
afs-111665	126	20	material	material	NOUN
afs-111665	126	21	for	for	ADP
afs-111665	126	22	reproducibility	reproducibility	NOUN
afs-111665	126	23	.	.	PUNCT
afs-111665	127	1	in	in	ADP
afs-111665	127	2	the	the	DET
afs-111665	127	3	unbalanced	unbalanced	ADJ
afs-111665	127	4	experiment	experiment	NOUN
afs-111665	127	5	,	,	PUNCT
afs-111665	127	6	we	we	PRON
afs-111665	127	7	used	use	VERB
afs-111665	127	8	80	80	NUM
afs-111665	127	9	000	000	NUM
afs-111665	127	10	(	(	PUNCT
afs-111665	127	11	80	80	NUM
afs-111665	127	12	%	%	NOUN
afs-111665	127	13	)	)	PUNCT
afs-111665	127	14	images	image	NOUN
afs-111665	127	15	for	for	ADP
afs-111665	127	16	training	training	NOUN
afs-111665	127	17	,	,	PUNCT
afs-111665	127	18	10	10	NUM
afs-111665	127	19	000	000	NUM
afs-111665	127	20	(	(	PUNCT
afs-111665	127	21	10	10	NUM
afs-111665	127	22	%	%	NOUN
afs-111665	127	23	)	)	PUNCT
afs-111665	127	24	for	for	ADP
afs-111665	127	25	validation	validation	NOUN
afs-111665	127	26	,	,	PUNCT
afs-111665	127	27	and	and	CCONJ
afs-111665	127	28	10	10	NUM
afs-111665	127	29	000	000	NUM
afs-111665	127	30	(	(	PUNCT
afs-111665	127	31	10	10	NUM
afs-111665	127	32	%	%	NOUN
afs-111665	127	33	)	)	PUNCT
afs-111665	127	34	for	for	ADP
afs-111665	127	35	testing	testing	NOUN
afs-111665	127	36	.	.	PUNCT
afs-111665	128	1	in	in	ADP
afs-111665	128	2	the	the	DET
afs-111665	128	3	balanced	balanced	ADJ
afs-111665	128	4	experiment	experiment	NOUN
afs-111665	128	5	,	,	PUNCT
afs-111665	128	6	the	the	DET
afs-111665	128	7	number	number	NOUN
afs-111665	128	8	of	of	ADP
afs-111665	128	9	images	image	NOUN
afs-111665	128	10	were	be	AUX
afs-111665	128	11	24	24	NUM
afs-111665	128	12	950	950	NUM
afs-111665	128	13	(	(	PUNCT
afs-111665	128	14	50	50	NUM
afs-111665	128	15	%	%	NOUN
afs-111665	128	16	)	)	PUNCT
afs-111665	128	17	for	for	ADP
afs-111665	128	18	training	training	NOUN
afs-111665	128	19	,	,	PUNCT
afs-111665	128	20	12	12	NUM
afs-111665	128	21	475	475	NUM
afs-111665	128	22	(	(	PUNCT
afs-111665	128	23	25	25	NUM
afs-111665	128	24	%	%	NOUN
afs-111665	128	25	)	)	PUNCT
afs-111665	128	26	for	for	ADP
afs-111665	128	27	validation	validation	NOUN
afs-111665	128	28	,	,	PUNCT
afs-111665	128	29	and	and	CCONJ
afs-111665	128	30	12	12	NUM
afs-111665	128	31	475	475	NUM
afs-111665	128	32	(	(	PUNCT
afs-111665	128	33	25	25	NUM
afs-111665	128	34	%	%	NOUN
afs-111665	128	35	)	)	PUNCT
afs-111665	128	36	for	for	ADP
afs-111665	128	37	testing	testing	NOUN
afs-111665	128	38	.	.	PUNCT
afs-111665	129	1	the	the	DET
afs-111665	129	2	network	network	NOUN
afs-111665	129	3	was	be	AUX
afs-111665	129	4	trained	train	VERB
afs-111665	129	5	for	for	ADP
afs-111665	129	6	25	25	NUM
afs-111665	129	7	epochs	epoch	NOUN
afs-111665	129	8	in	in	ADP
afs-111665	129	9	unbalanced	unbalanced	ADJ
afs-111665	129	10	experiment	experiment	NOUN
afs-111665	129	11	and	and	CCONJ
afs-111665	129	12	27	27	NUM
afs-111665	129	13	in	in	ADP
afs-111665	129	14	balanced	balanced	ADJ
afs-111665	129	15	experiment	experiment	NOUN
afs-111665	129	16	.	.	PUNCT
afs-111665	130	1	before	before	ADP
afs-111665	130	2	using	use	VERB
afs-111665	130	3	the	the	DET
afs-111665	130	4	images	image	NOUN
afs-111665	130	5	to	to	PART
afs-111665	130	6	train	train	VERB
afs-111665	130	7	the	the	DET
afs-111665	130	8	network	network	NOUN
afs-111665	130	9	,	,	PUNCT
afs-111665	130	10	we	we	PRON
afs-111665	130	11	augmented	augment	VERB
afs-111665	130	12	them	they	PRON
afs-111665	130	13	by	by	ADP
afs-111665	130	14	applying	apply	VERB
afs-111665	130	15	random	random	ADJ
afs-111665	130	16	geometrical	geometrical	ADJ
afs-111665	130	17	transformations	transformation	NOUN
afs-111665	130	18	using	use	VERB
afs-111665	130	19	the	the	DET
afs-111665	130	20	library	library	ADJ
afs-111665	130	21	albumentations	albumentation	NOUN
afs-111665	130	22	(	(	PUNCT
afs-111665	130	23	buslaev	buslaev	VERB
afs-111665	130	24	et	et	PROPN
afs-111665	130	25	al	al	PROPN
afs-111665	130	26	.	.	PROPN
afs-111665	130	27	2020	2020	NUM
afs-111665	130	28	)	)	PUNCT
afs-111665	130	29	.	.	PUNCT
afs-111665	131	1	this	this	PRON
afs-111665	131	2	made	make	VERB
afs-111665	131	3	it	it	PRON
afs-111665	131	4	possible	possible	ADJ
afs-111665	131	5	to	to	PART
afs-111665	131	6	have	have	VERB
afs-111665	131	7	more	more	ADJ
afs-111665	131	8	variation	variation	NOUN
afs-111665	131	9	in	in	ADP
afs-111665	131	10	the	the	DET
afs-111665	131	11	data	datum	NOUN
afs-111665	131	12	(	(	PUNCT
afs-111665	131	13	thus	thus	ADV
afs-111665	131	14	,	,	PUNCT
afs-111665	131	15	yielding	yield	VERB
afs-111665	131	16	with	with	ADP
afs-111665	131	17	less	less	ADJ
afs-111665	131	18	bias	bias	NOUN
afs-111665	131	19	towards	towards	ADP
afs-111665	131	20	over	over	ADV
afs-111665	131	21	-	-	PUNCT
afs-111665	131	22	fitting	fitting	ADJ
afs-111665	131	23	)	)	PUNCT
afs-111665	131	24	;	;	PUNCT
afs-111665	131	25	for	for	ADP
afs-111665	131	26	instance	instance	NOUN
afs-111665	131	27	,	,	PUNCT
afs-111665	131	28	all	all	DET
afs-111665	131	29	the	the	DET
afs-111665	131	30	data	datum	NOUN
afs-111665	131	31	was	be	AUX
afs-111665	131	32	collected	collect	VERB
afs-111665	131	33	during	during	ADP
afs-111665	131	34	fall	fall	NOUN
afs-111665	131	35	,	,	PUNCT
afs-111665	131	36	which	which	PRON
afs-111665	131	37	is	be	AUX
afs-111665	131	38	not	not	PART
afs-111665	131	39	enough	enough	ADJ
afs-111665	131	40	to	to	PART
afs-111665	131	41	represent	represent	VERB
afs-111665	131	42	the	the	DET
afs-111665	131	43	changes	change	NOUN
afs-111665	131	44	in	in	ADP
afs-111665	131	45	daylight	daylight	NOUN
afs-111665	131	46	throughout	throughout	ADP
afs-111665	131	47	the	the	DET
afs-111665	131	48	year	year	NOUN
afs-111665	131	49	in	in	ADP
afs-111665	131	50	finland	finland	PROPN
afs-111665	131	51	,	,	PUNCT
afs-111665	131	52	and	and	CCONJ
afs-111665	131	53	therefore	therefore	ADV
afs-111665	131	54	it	it	PRON
afs-111665	131	55	is	be	AUX
afs-111665	131	56	beneficial	beneficial	ADJ
afs-111665	131	57	to	to	PART
afs-111665	131	58	augment	augment	VERB
afs-111665	131	59	the	the	DET
afs-111665	131	60	data	datum	NOUN
afs-111665	131	61	by	by	ADP
afs-111665	131	62	varying	vary	VERB
afs-111665	131	63	the	the	DET
afs-111665	131	64	exposure	exposure	NOUN
afs-111665	131	65	.	.	PUNCT
afs-111665	132	1	the	the	DET
afs-111665	132	2	applied	apply	VERB
afs-111665	132	3	augmentations	augmentation	NOUN
afs-111665	132	4	are	be	AUX
afs-111665	132	5	summarized	summarize	VERB
afs-111665	132	6	in	in	ADP
afs-111665	132	7	table	table	NOUN
afs-111665	132	8	2	2	NUM
afs-111665	132	9	,	,	PUNCT
afs-111665	132	10	which	which	PRON
afs-111665	132	11	also	also	ADV
afs-111665	132	12	shows	show	VERB
afs-111665	132	13	the	the	DET
afs-111665	132	14	range	range	NOUN
afs-111665	132	15	of	of	ADP
afs-111665	132	16	the	the	DET
afs-111665	132	17	augmentation	augmentation	NOUN
afs-111665	132	18	adjust	adjust	VERB
afs-111665	132	19	parameter	parameter	NOUN
afs-111665	132	20	.	.	PUNCT
afs-111665	133	1	the	the	DET
afs-111665	133	2	value	value	NOUN
afs-111665	133	3	of	of	ADP
afs-111665	133	4	the	the	DET
afs-111665	133	5	adjust	adjust	NOUN
afs-111665	133	6	parameter	parameter	NOUN
afs-111665	133	7	is	be	AUX
afs-111665	133	8	chosen	choose	VERB
afs-111665	133	9	randomly	randomly	ADV
afs-111665	133	10	from	from	ADP
afs-111665	133	11	a	a	DET
afs-111665	133	12	uniform	uniform	ADJ
afs-111665	133	13	distribution	distribution	NOUN
afs-111665	133	14	within	within	ADP
afs-111665	133	15	the	the	DET
afs-111665	133	16	given	given	ADJ
afs-111665	133	17	range	range	NOUN
afs-111665	133	18	,	,	PUNCT
afs-111665	133	19	and	and	CCONJ
afs-111665	133	20	it	it	PRON
afs-111665	133	21	defines	define	VERB
afs-111665	133	22	the	the	DET
afs-111665	133	23	intensity	intensity	NOUN
afs-111665	133	24	of	of	ADP
afs-111665	133	25	the	the	DET
afs-111665	133	26	augmentation	augmentation	NOUN
afs-111665	133	27	.	.	PUNCT
afs-111665	134	1	each	each	DET
afs-111665	134	2	type	type	NOUN
afs-111665	134	3	of	of	ADP
afs-111665	134	4	augmentation	augmentation	NOUN
afs-111665	134	5	has	have	VERB
afs-111665	134	6	50	50	NUM
afs-111665	134	7	%	%	NOUN
afs-111665	134	8	change	change	NOUN
afs-111665	134	9	of	of	ADP
afs-111665	134	10	appearance	appearance	NOUN
afs-111665	134	11	.	.	PUNCT
afs-111665	135	1	we	we	PRON
afs-111665	135	2	chose	choose	VERB
afs-111665	135	3	ranges	range	NOUN
afs-111665	135	4	of	of	ADP
afs-111665	135	5	the	the	DET
afs-111665	135	6	adjust	adjust	NOUN
afs-111665	135	7	parameter	parameter	NOUN
afs-111665	135	8	that	that	PRON
afs-111665	135	9	would	would	AUX
afs-111665	135	10	be	be	AUX
afs-111665	135	11	within	within	ADP
afs-111665	135	12	reasonable	reasonable	ADJ
afs-111665	135	13	limits	limit	NOUN
afs-111665	135	14	considering	consider	VERB
afs-111665	135	15	the	the	DET
afs-111665	135	16	environment	environment	NOUN
afs-111665	135	17	.	.	PUNCT
afs-111665	136	1	for	for	ADP
afs-111665	136	2	example	example	NOUN
afs-111665	136	3	,	,	PUNCT
afs-111665	136	4	excessive	excessive	ADJ
afs-111665	136	5	rotation	rotation	NOUN
afs-111665	136	6	and	and	CCONJ
afs-111665	136	7	shifting	shift	VERB
afs-111665	136	8	were	be	AUX
afs-111665	136	9	avoided	avoid	VERB
afs-111665	136	10	.	.	PUNCT
afs-111665	137	1	also	also	ADV
afs-111665	137	2	,	,	PUNCT
afs-111665	137	3	shifting	shift	VERB
afs-111665	137	4	,	,	PUNCT
afs-111665	137	5	scaling	scaling	NOUN
afs-111665	137	6	,	,	PUNCT
afs-111665	137	7	and	and	CCONJ
afs-111665	137	8	rotation	rotation	NOUN
afs-111665	137	9	preserve	preserve	VERB
afs-111665	137	10	the	the	DET
afs-111665	137	11	boundary	boundary	NOUN
afs-111665	137	12	of	of	ADP
afs-111665	137	13	the	the	DET
afs-111665	137	14	interest	interest	NOUN
afs-111665	137	15	area	area	NOUN
afs-111665	137	16	(	(	PUNCT
afs-111665	137	17	defined	define	VERB
afs-111665	137	18	in	in	ADP
afs-111665	137	19	figure	figure	NOUN
afs-111665	137	20	1	1	NUM
afs-111665	137	21	(	(	PUNCT
afs-111665	137	22	b	b	NOUN
afs-111665	137	23	)	)	PUNCT
afs-111665	137	24	)	)	PUNCT
afs-111665	137	25	to	to	PART
afs-111665	137	26	be	be	AUX
afs-111665	137	27	included	include	VERB
afs-111665	137	28	in	in	ADP
afs-111665	137	29	the	the	DET
afs-111665	137	30	augmented	augment	VERB
afs-111665	137	31	image	image	NOUN
afs-111665	137	32	.	.	PUNCT
afs-111665	138	1	contrast	contrast	NOUN
afs-111665	138	2	,	,	PUNCT
afs-111665	138	3	gamma	gamma	NOUN
afs-111665	138	4	,	,	PUNCT
afs-111665	138	5	and	and	CCONJ
afs-111665	138	6	brightness	brightness	NOUN
afs-111665	138	7	adjust	adjust	VERB
afs-111665	138	8	parameter	parameter	NOUN
afs-111665	138	9	ranges	range	NOUN
afs-111665	138	10	were	be	AUX
afs-111665	138	11	chosen	choose	VERB
afs-111665	138	12	so	so	SCONJ
afs-111665	138	13	that	that	SCONJ
afs-111665	138	14	even	even	ADV
afs-111665	138	15	the	the	DET
afs-111665	138	16	most	most	ADV
afs-111665	138	17	augmented	augment	VERB
afs-111665	138	18	image	image	NOUN
afs-111665	138	19	might	might	AUX
afs-111665	138	20	represent	represent	VERB
afs-111665	138	21	a	a	DET
afs-111665	138	22	possible	possible	ADJ
afs-111665	138	23	image	image	NOUN
afs-111665	138	24	from	from	ADP
afs-111665	138	25	the	the	DET
afs-111665	138	26	camera	camera	NOUN
afs-111665	138	27	.	.	PUNCT
afs-111665	139	1	the	the	DET
afs-111665	139	2	chosen	choose	VERB
afs-111665	139	3	range	range	NOUN
afs-111665	139	4	of	of	ADP
afs-111665	139	5	the	the	DET
afs-111665	139	6	rotation	rotation	NOUN
afs-111665	139	7	parameter	parameter	NOUN
afs-111665	139	8	was	be	AUX
afs-111665	139	9	a	a	DET
afs-111665	139	10	little	little	ADV
afs-111665	139	11	higher	high	ADJ
afs-111665	139	12	than	than	ADP
afs-111665	139	13	the	the	DET
afs-111665	139	14	modification	modification	NOUN
afs-111665	139	15	done	do	VERB
afs-111665	139	16	in	in	ADP
afs-111665	139	17	the	the	DET
afs-111665	139	18	middle	middle	NOUN
afs-111665	139	19	of	of	ADP
afs-111665	139	20	the	the	DET
afs-111665	139	21	experiment	experiment	NOUN
afs-111665	139	22	(	(	PUNCT
afs-111665	139	23	3.4	3.4	NUM
afs-111665	139	24	°	°	NUM
afs-111665	139	25	)	)	PUNCT
afs-111665	139	26	.	.	PUNCT
afs-111665	140	1	in	in	ADP
afs-111665	140	2	case	case	NOUN
afs-111665	140	3	of	of	ADP
afs-111665	140	4	semantic	semantic	ADJ
afs-111665	140	5	segmentation	segmentation	NOUN
afs-111665	140	6	,	,	PUNCT
afs-111665	140	7	we	we	PRON
afs-111665	140	8	suggest	suggest	VERB
afs-111665	140	9	the	the	DET
afs-111665	140	10	reader	reader	NOUN
afs-111665	140	11	to	to	PART
afs-111665	140	12	see	see	VERB
afs-111665	140	13	qiao	qiao	PROPN
afs-111665	140	14	et	et	PROPN
afs-111665	140	15	al	al	PROPN
afs-111665	140	16	.	.	PROPN
afs-111665	141	1	(	(	PUNCT
afs-111665	141	2	2020	2020	NUM
afs-111665	141	3	)	)	PUNCT
afs-111665	141	4	on	on	ADP
afs-111665	141	5	advanced	advanced	ADJ
afs-111665	141	6	augmentation	augmentation	NOUN
afs-111665	141	7	of	of	ADP
afs-111665	141	8	contour	contour	NOUN
afs-111665	141	9	label	label	NOUN
afs-111665	141	10	which	which	PRON
afs-111665	141	11	were	be	AUX
afs-111665	141	12	not	not	PART
afs-111665	141	13	used	use	VERB
afs-111665	141	14	in	in	ADP
afs-111665	141	15	this	this	DET
afs-111665	141	16	work	work	NOUN
afs-111665	141	17	though	though	ADV
afs-111665	141	18	.	.	PUNCT
afs-111665	142	1	to	to	PART
afs-111665	142	2	validate	validate	VERB
afs-111665	142	3	the	the	DET
afs-111665	142	4	trained	train	VERB
afs-111665	142	5	network	network	NOUN
afs-111665	142	6	,	,	PUNCT
afs-111665	142	7	we	we	PRON
afs-111665	142	8	used	use	VERB
afs-111665	142	9	cross	cross	ADJ
afs-111665	142	10	-	-	ADJ
afs-111665	142	11	validation	validation	ADJ
afs-111665	142	12	methodology	methodology	NOUN
afs-111665	142	13	(	(	PUNCT
afs-111665	142	14	russell	russell	NOUN
afs-111665	142	15	and	and	CCONJ
afs-111665	142	16	norvig	norvig	NOUN
afs-111665	142	17	2010	2010	NUM
afs-111665	142	18	)	)	PUNCT
afs-111665	142	19	.	.	PUNCT
afs-111665	143	1	cross	cross	ADJ
afs-111665	143	2	-	-	ADJ
afs-111665	143	3	validation	validation	ADJ
afs-111665	143	4	methodology	methodology	NOUN
afs-111665	143	5	divides	divide	VERB
afs-111665	143	6	the	the	DET
afs-111665	143	7	data	datum	NOUN
afs-111665	143	8	into	into	ADP
afs-111665	143	9	three	three	NUM
afs-111665	143	10	independent	independent	ADJ
afs-111665	143	11	data	datum	NOUN
afs-111665	143	12	sets	set	NOUN
afs-111665	143	13	,	,	PUNCT
afs-111665	143	14	from	from	ADP
afs-111665	143	15	which	which	PRON
afs-111665	143	16	one	one	NOUN
afs-111665	143	17	is	be	AUX
afs-111665	143	18	used	use	VERB
afs-111665	143	19	for	for	ADP
afs-111665	143	20	training	training	NOUN
afs-111665	143	21	,	,	PUNCT
afs-111665	143	22	one	one	NUM
afs-111665	143	23	to	to	PART
afs-111665	143	24	validate	validate	VERB
afs-111665	143	25	the	the	DET
afs-111665	143	26	training	training	NOUN
afs-111665	143	27	,	,	PUNCT
afs-111665	143	28	and	and	CCONJ
afs-111665	143	29	one	one	NUM
afs-111665	143	30	to	to	PART
afs-111665	143	31	test	test	VERB
afs-111665	143	32	the	the	DET
afs-111665	143	33	eventual	eventual	ADJ
afs-111665	143	34	result	result	NOUN
afs-111665	143	35	.	.	PUNCT
afs-111665	144	1	the	the	DET
afs-111665	144	2	prediction	prediction	NOUN
afs-111665	144	3	results	result	NOUN
afs-111665	144	4	of	of	ADP
afs-111665	144	5	the	the	DET
afs-111665	144	6	network	network	NOUN
afs-111665	144	7	from	from	ADP
afs-111665	144	8	the	the	DET
afs-111665	144	9	test	test	NOUN
afs-111665	144	10	set	set	NOUN
afs-111665	144	11	were	be	AUX
afs-111665	144	12	numerically	numerically	ADV
afs-111665	144	13	evaluated	evaluate	VERB
afs-111665	144	14	using	use	VERB
afs-111665	144	15	precision	precision	NOUN
afs-111665	144	16	,	,	PUNCT
afs-111665	144	17	recall	recall	NOUN
afs-111665	144	18	and	and	CCONJ
afs-111665	144	19	f1	f1	ADJ
afs-111665	144	20	-	-	PUNCT
afs-111665	144	21	score	score	NOUN
afs-111665	144	22	metrics	metric	NOUN
afs-111665	144	23	separately	separately	ADV
afs-111665	144	24	for	for	ADP
afs-111665	144	25	each	each	DET
afs-111665	144	26	class	class	NOUN
afs-111665	144	27	.	.	PUNCT
afs-111665	145	1	precision	precision	NOUN
afs-111665	145	2	and	and	CCONJ
afs-111665	145	3	recall	recall	NOUN
afs-111665	145	4	are	be	AUX
afs-111665	145	5	defined	define	VERB
afs-111665	145	6	as	as	ADP
afs-111665	145	7	and	and	CCONJ
afs-111665	145	8	where	where	SCONJ
afs-111665	145	9	true	true	ADJ
afs-111665	145	10	positives	positive	NOUN
afs-111665	145	11	are	be	AUX
afs-111665	145	12	the	the	DET
afs-111665	145	13	correct	correct	ADJ
afs-111665	145	14	classifications	classification	NOUN
afs-111665	145	15	of	of	ADP
afs-111665	145	16	the	the	DET
afs-111665	145	17	evaluated	evaluated	ADJ
afs-111665	145	18	class	class	NOUN
afs-111665	145	19	,	,	PUNCT
afs-111665	145	20	false	false	ADJ
afs-111665	145	21	positives	positive	NOUN
afs-111665	145	22	the	the	DET
afs-111665	145	23	false	false	ADJ
afs-111665	145	24	classifications	classification	NOUN
afs-111665	145	25	to	to	ADP
afs-111665	145	26	the	the	DET
afs-111665	145	27	evaluated	evaluated	ADJ
afs-111665	145	28	class	class	NOUN
afs-111665	145	29	,	,	PUNCT
afs-111665	145	30	and	and	CCONJ
afs-111665	145	31	false	false	ADJ
afs-111665	145	32	negatives	negative	NOUN
afs-111665	145	33	the	the	DET
afs-111665	145	34	wrong	wrong	ADJ
afs-111665	145	35	classifications	classification	NOUN
afs-111665	145	36	of	of	ADP
afs-111665	145	37	the	the	DET
afs-111665	145	38	evaluated	evaluated	ADJ
afs-111665	145	39	class	class	NOUN
afs-111665	145	40	to	to	ADP
afs-111665	145	41	another	another	DET
afs-111665	145	42	class	class	NOUN
afs-111665	145	43	.	.	PUNCT
afs-111665	146	1	f1	f1	NOUN
afs-111665	146	2	-	-	PUNCT
afs-111665	146	3	score	score	NOUN
afs-111665	146	4	is	be	AUX
afs-111665	146	5	computed	compute	VERB
afs-111665	146	6	for	for	ADP
afs-111665	146	7	each	each	DET
afs-111665	146	8	class	class	NOUN
afs-111665	146	9	based	base	VERB
afs-111665	146	10	on	on	ADP
afs-111665	146	11	their	their	PRON
afs-111665	146	12	precision	precision	NOUN
afs-111665	146	13	and	and	CCONJ
afs-111665	146	14	recall	recall	NOUN
afs-111665	146	15	as	as	ADP
afs-111665	146	16	.	.	PUNCT
afs-111665	147	1	one	one	NUM
afs-111665	147	2	additional	additional	ADJ
afs-111665	147	3	evaluation	evaluation	NOUN
afs-111665	147	4	metric	metric	NOUN
afs-111665	147	5	is	be	AUX
afs-111665	147	6	the	the	DET
afs-111665	147	7	top-3	top-3	NUM
afs-111665	147	8	accuracy	accuracy	NOUN
afs-111665	147	9	,	,	PUNCT
afs-111665	147	10	which	which	PRON
afs-111665	147	11	considers	consider	VERB
afs-111665	147	12	the	the	DET
afs-111665	147	13	prediction	prediction	NOUN
afs-111665	147	14	right	right	ADV
afs-111665	147	15	when	when	SCONJ
afs-111665	147	16	one	one	NUM
afs-111665	147	17	of	of	ADP
afs-111665	147	18	the	the	DET
afs-111665	147	19	three	three	NUM
afs-111665	147	20	most	most	ADV
afs-111665	147	21	confidently	confidently	ADV
afs-111665	147	22	predicted	predict	VERB
afs-111665	147	23	classes	class	NOUN
afs-111665	147	24	is	be	AUX
afs-111665	147	25	equal	equal	ADJ
afs-111665	147	26	to	to	ADP
afs-111665	147	27	the	the	DET
afs-111665	147	28	true	true	ADJ
afs-111665	147	29	label	label	NOUN
afs-111665	147	30	,	,	PUNCT
afs-111665	147	31	instead	instead	ADV
afs-111665	147	32	of	of	ADP
afs-111665	147	33	only	only	ADV
afs-111665	147	34	the	the	DET
afs-111665	147	35	most	most	ADV
afs-111665	147	36	confident	confident	ADJ
afs-111665	147	37	one	one	NUM
afs-111665	147	38	.	.	PUNCT
afs-111665	147	39	table	table	NOUN
afs-111665	147	40	2	2	NUM
afs-111665	147	41	.	.	PUNCT
afs-111665	148	1	training	training	NOUN
afs-111665	148	2	set	set	VERB
afs-111665	148	3	augmentation	augmentation	NOUN
afs-111665	148	4	transformations	transformation	NOUN
afs-111665	148	5	and	and	CCONJ
afs-111665	148	6	ranges	range	VERB
afs-111665	148	7	transformation	transformation	NOUN
afs-111665	148	8	range	range	NOUN
afs-111665	148	9	contrast	contrast	VERB
afs-111665	148	10	0	0	NUM
afs-111665	148	11	%	%	NOUN
afs-111665	148	12	–	–	PUNCT
afs-111665	148	13	30	30	NUM
afs-111665	148	14	%	%	NOUN
afs-111665	148	15	gamma	gamma	NOUN
afs-111665	148	16	0	0	NUM
afs-111665	148	17	%	%	NOUN
afs-111665	148	18	–	–	PUNCT
afs-111665	148	19	30	30	NUM
afs-111665	148	20	%	%	NOUN
afs-111665	148	21	brightness	brightness	NOUN
afs-111665	148	22	0	0	NUM
afs-111665	148	23	%	%	NOUN
afs-111665	148	24	–	–	PUNCT
afs-111665	148	25	50	50	NUM
afs-111665	148	26	%	%	NOUN
afs-111665	148	27	shift	shift	NOUN
afs-111665	148	28	0	0	NUM
afs-111665	148	29	%	%	NOUN
afs-111665	148	30	–	–	PUNCT
afs-111665	148	31	5	5	NUM
afs-111665	148	32	%	%	NOUN
afs-111665	148	33	scale	scale	NOUN
afs-111665	148	34	0	0	NUM
afs-111665	148	35	%	%	NOUN
afs-111665	148	36	–	–	PUNCT
afs-111665	148	37	5	5	NUM
afs-111665	148	38	%	%	NOUN
afs-111665	148	39	rotate	rotate	VERB
afs-111665	148	40	0	0	NUM
afs-111665	148	41	°	°	NUM
afs-111665	148	42	–	–	PUNCT
afs-111665	148	43	10	10	NUM
afs-111665	148	44	°	°	NUM
afs-111665	148	45	precision	precision	NOUN
afs-111665	148	46	=	=	PUNCT
afs-111665	148	47	#	#	SYM
afs-111665	148	48	true	true	ADJ
afs-111665	148	49	positives	positive	NOUN
afs-111665	148	50	#	#	ADP
afs-111665	148	51	true	true	ADJ
afs-111665	148	52	positives	positive	NOUN
afs-111665	149	1	+	+	CCONJ
afs-111665	149	2	#	#	NUM
afs-111665	149	3	false	false	ADJ
afs-111665	149	4	positives	positive	NOUN
afs-111665	149	5	recall	recall	NOUN
afs-111665	149	6	=	=	NOUN
afs-111665	149	7	#	#	SYM
afs-111665	149	8	true	true	ADJ
afs-111665	149	9	positives	positive	NOUN
afs-111665	149	10	#	#	ADP
afs-111665	149	11	true	true	ADJ
afs-111665	149	12	positives	positive	NOUN
afs-111665	149	13	+	+	CCONJ
afs-111665	149	14	#	#	NUM
afs-111665	149	15	false	false	ADJ
afs-111665	149	16	negatives	negative	NOUN
afs-111665	149	17	f1	f1	NOUN
afs-111665	149	18	-	-	PUNCT
afs-111665	149	19	score	score	NOUN
afs-111665	149	20	=	=	SYM
afs-111665	149	21	2	2	NUM
afs-111665	149	22	⋅	⋅	PROPN
afs-111665	149	23	precision	precision	NOUN
afs-111665	149	24	⋅	⋅	PROPN
afs-111665	149	25	recall	recall	PROPN
afs-111665	149	26	precision	precision	NOUN
afs-111665	149	27	+	+	CCONJ
afs-111665	149	28	recall	recall	NOUN
afs-111665	149	29	.	.	PUNCT
afs-111665	150	1	agricultural	agricultural	ADJ
afs-111665	150	2	and	and	CCONJ
afs-111665	150	3	food	food	NOUN
afs-111665	150	4	science	science	NOUN
afs-111665	150	5	(	(	PUNCT
afs-111665	150	6	2022	2022	NUM
afs-111665	150	7	)	)	PUNCT
afs-111665	150	8	31	31	NUM
afs-111665	150	9	:	:	PUNCT
afs-111665	150	10	89–103	89–103	NUM
afs-111665	150	11	95	95	NUM
afs-111665	150	12	software	software	NOUN
afs-111665	150	13	and	and	CCONJ
afs-111665	150	14	hardware	hardware	NOUN
afs-111665	150	15	used	use	VERB
afs-111665	150	16	all	all	DET
afs-111665	150	17	computations	computation	NOUN
afs-111665	150	18	were	be	AUX
afs-111665	150	19	performed	perform	VERB
afs-111665	150	20	at	at	ADP
afs-111665	150	21	an	an	DET
afs-111665	150	22	hp	hp	ADJ
afs-111665	150	23	z4	z4	PROPN
afs-111665	150	24	g4	g4	NOUN
afs-111665	150	25	workstation	workstation	NOUN
afs-111665	150	26	with	with	ADP
afs-111665	150	27	a	a	DET
afs-111665	150	28	nvidia	nvidia	PROPN
afs-111665	150	29	®	®	NOUN
afs-111665	150	30	quadro	quadro	PROPN
afs-111665	150	31	®	®	PROPN
afs-111665	150	32	p2000	p2000	PROPN
afs-111665	150	33	(	(	PUNCT
afs-111665	150	34	5	5	NUM
afs-111665	150	35	gb	gb	ADP
afs-111665	150	36	gddr5	gddr5	PROPN
afs-111665	150	37	dedicated	dedicated	ADJ
afs-111665	150	38	)	)	PUNCT
afs-111665	150	39	graphics	graphic	NOUN
afs-111665	150	40	processing	processing	NOUN
afs-111665	150	41	unit	unit	NOUN
afs-111665	150	42	,	,	PUNCT
afs-111665	150	43	16	16	NUM
afs-111665	150	44	gb	gb	NOUN
afs-111665	150	45	ddr4	ddr4	PROPN
afs-111665	150	46	-	-	PUNCT
afs-111665	150	47	2400	2400	NUM
afs-111665	150	48	random	random	ADJ
afs-111665	150	49	access	access	NOUN
afs-111665	150	50	memory	memory	NOUN
afs-111665	150	51	,	,	PUNCT
afs-111665	150	52	and	and	CCONJ
afs-111665	150	53	an	an	DET
afs-111665	150	54	intel	intel	PROPN
afs-111665	150	55	®	®	NOUN
afs-111665	150	56	core	core	NOUN
afs-111665	150	57	™	™	VERB
afs-111665	150	58	i7	i7	ADJ
afs-111665	150	59	-	-	PUNCT
afs-111665	150	60	7820x	7820x	NUM
afs-111665	150	61	processor	processor	NOUN
afs-111665	150	62	.	.	PUNCT
afs-111665	151	1	the	the	DET
afs-111665	151	2	software	software	NOUN
afs-111665	151	3	used	use	VERB
afs-111665	151	4	included	include	VERB
afs-111665	151	5	python	python	NOUN
afs-111665	151	6	(	(	PUNCT
afs-111665	151	7	version	version	NOUN
afs-111665	151	8	3.6.9	3.6.9	NUM
afs-111665	151	9	)	)	PUNCT
afs-111665	151	10	,	,	PUNCT
afs-111665	151	11	keras	keras	PROPN
afs-111665	151	12	(	(	PUNCT
afs-111665	151	13	version	version	NOUN
afs-111665	151	14	2.2.4	2.2.4	NUM
afs-111665	151	15	)	)	PUNCT
afs-111665	151	16	with	with	ADP
afs-111665	151	17	backend	backend	ADJ
afs-111665	151	18	tensorflow	tensorflow	NOUN
afs-111665	151	19	(	(	PUNCT
afs-111665	151	20	version	version	NOUN
afs-111665	151	21	1.14.0	1.14.0	NUM
afs-111665	151	22	)	)	PUNCT
afs-111665	151	23	,	,	PUNCT
afs-111665	151	24	keras	keras	PROPN
afs-111665	151	25	-	-	PUNCT
afs-111665	151	26	vis	vis	X
afs-111665	151	27	toolkit	toolkit	NOUN
afs-111665	151	28	(	(	PUNCT
afs-111665	151	29	version	version	NOUN
afs-111665	151	30	0.4.1	0.4.1	NOUN
afs-111665	151	31	)	)	PUNCT
afs-111665	151	32	,	,	PUNCT
afs-111665	151	33	albumentations	albumentation	NOUN
afs-111665	151	34	image	image	NOUN
afs-111665	151	35	augmentation	augmentation	NOUN
afs-111665	151	36	library	library	NOUN
afs-111665	151	37	(	(	PUNCT
afs-111665	151	38	version	version	NOUN
afs-111665	151	39	0.4.2	0.4.2	NOUN
afs-111665	151	40	)	)	PUNCT
afs-111665	151	41	(	(	PUNCT
afs-111665	151	42	buslaev	buslaev	VERB
afs-111665	151	43	et	et	PROPN
afs-111665	151	44	al	al	PROPN
afs-111665	151	45	.	.	PROPN
afs-111665	151	46	2020	2020	NUM
afs-111665	151	47	)	)	PUNCT
afs-111665	151	48	,	,	PUNCT
afs-111665	151	49	and	and	CCONJ
afs-111665	151	50	opencv	opencv	PROPN
afs-111665	151	51	-	-	PUNCT
afs-111665	151	52	python	python	PROPN
afs-111665	151	53	(	(	PUNCT
afs-111665	151	54	version	version	NOUN
afs-111665	151	55	3.4.2.17	3.4.2.17	PROPN
afs-111665	151	56	)	)	PUNCT
afs-111665	151	57	computer	computer	NOUN
afs-111665	151	58	vision	vision	NOUN
afs-111665	151	59	library	library	NOUN
afs-111665	151	60	(	(	PUNCT
afs-111665	151	61	bradski	bradski	PROPN
afs-111665	151	62	2000	2000	NUM
afs-111665	151	63	)	)	PUNCT
afs-111665	151	64	.	.	PUNCT
afs-111665	152	1	ethical	ethical	ADJ
afs-111665	152	2	statement	statement	NOUN
afs-111665	152	3	during	during	ADP
afs-111665	152	4	the	the	DET
afs-111665	152	5	research	research	NOUN
afs-111665	152	6	,	,	PUNCT
afs-111665	152	7	the	the	DET
afs-111665	152	8	cows	cow	NOUN
afs-111665	152	9	were	be	AUX
afs-111665	152	10	cared	care	VERB
afs-111665	152	11	for	for	ADP
afs-111665	152	12	according	accord	VERB
afs-111665	152	13	to	to	ADP
afs-111665	152	14	the	the	DET
afs-111665	152	15	effective	effective	ADJ
afs-111665	152	16	laws	law	NOUN
afs-111665	152	17	and	and	CCONJ
afs-111665	152	18	regulations	regulation	NOUN
afs-111665	152	19	in	in	ADP
afs-111665	152	20	finland	finland	PROPN
afs-111665	152	21	.	.	PUNCT
afs-111665	153	1	we	we	PRON
afs-111665	153	2	did	do	AUX
afs-111665	153	3	not	not	PART
afs-111665	153	4	intervene	intervene	VERB
afs-111665	153	5	with	with	ADP
afs-111665	153	6	animals	animal	NOUN
afs-111665	153	7	.	.	PUNCT
afs-111665	154	1	persons	person	NOUN
afs-111665	154	2	were	be	AUX
afs-111665	154	3	informed	inform	VERB
afs-111665	154	4	with	with	ADP
afs-111665	154	5	signs	sign	NOUN
afs-111665	154	6	upon	upon	SCONJ
afs-111665	154	7	entering	enter	VERB
afs-111665	154	8	the	the	DET
afs-111665	154	9	acquisition	acquisition	NOUN
afs-111665	154	10	area	area	NOUN
afs-111665	154	11	about	about	ADP
afs-111665	154	12	the	the	DET
afs-111665	154	13	research	research	NOUN
afs-111665	154	14	data	data	NOUN
afs-111665	154	15	acquisition	acquisition	NOUN
afs-111665	154	16	project	project	NOUN
afs-111665	154	17	.	.	PUNCT
afs-111665	155	1	the	the	DET
afs-111665	155	2	protocol	protocol	NOUN
afs-111665	155	3	for	for	ADP
afs-111665	155	4	disconnecting	disconnect	VERB
afs-111665	155	5	the	the	DET
afs-111665	155	6	acquisition	acquisition	NOUN
afs-111665	155	7	of	of	ADP
afs-111665	155	8	images	image	NOUN
afs-111665	155	9	while	while	SCONJ
afs-111665	155	10	visiting	visit	VERB
afs-111665	155	11	the	the	DET
afs-111665	155	12	area	area	NOUN
afs-111665	155	13	was	be	AUX
afs-111665	155	14	given	give	VERB
afs-111665	155	15	in	in	ADP
afs-111665	155	16	the	the	DET
afs-111665	155	17	signs	sign	NOUN
afs-111665	155	18	.	.	PUNCT
afs-111665	156	1	any	any	DET
afs-111665	156	2	data	datum	NOUN
afs-111665	156	3	including	include	VERB
afs-111665	156	4	persons	person	NOUN
afs-111665	156	5	have	have	AUX
afs-111665	156	6	not	not	PART
afs-111665	156	7	been	be	AUX
afs-111665	156	8	published	publish	VERB
afs-111665	156	9	.	.	PUNCT
afs-111665	157	1	results	result	NOUN
afs-111665	157	2	labeled	label	VERB
afs-111665	157	3	data	datum	NOUN
afs-111665	157	4	set	set	VERB
afs-111665	157	5	the	the	DET
afs-111665	157	6	data	datum	NOUN
afs-111665	157	7	set	set	VERB
afs-111665	157	8	consisted	consist	VERB
afs-111665	157	9	of	of	ADP
afs-111665	157	10	280	280	NUM
afs-111665	157	11	videos	video	NOUN
afs-111665	157	12	,	,	PUNCT
afs-111665	157	13	with	with	ADP
afs-111665	157	14	a	a	DET
afs-111665	157	15	mean	mean	ADJ
afs-111665	157	16	duration	duration	NOUN
afs-111665	157	17	of	of	ADP
afs-111665	157	18	249	249	NUM
afs-111665	157	19	seconds	second	NOUN
afs-111665	157	20	(	(	PUNCT
afs-111665	157	21	4	4	NUM
afs-111665	157	22	minutes	minute	NOUN
afs-111665	157	23	and	and	CCONJ
afs-111665	157	24	9	9	NUM
afs-111665	157	25	seconds	second	NOUN
afs-111665	157	26	)	)	PUNCT
afs-111665	157	27	and	and	CCONJ
afs-111665	157	28	a	a	DET
afs-111665	157	29	standard	standard	ADJ
afs-111665	157	30	deviation	deviation	NOUN
afs-111665	157	31	of	of	ADP
afs-111665	157	32	78	78	NUM
afs-111665	157	33	seconds	second	NOUN
afs-111665	157	34	,	,	PUNCT
afs-111665	157	35	equivalent	equivalent	ADJ
afs-111665	157	36	to	to	ADP
afs-111665	157	37	1	1	NUM
afs-111665	157	38	700	700	NUM
afs-111665	157	39	660	660	NUM
afs-111665	157	40	valid	valid	ADJ
afs-111665	157	41	frames	frame	NOUN
afs-111665	157	42	(	(	PUNCT
afs-111665	157	43	labeled	label	VERB
afs-111665	157	44	with	with	ADP
afs-111665	157	45	a	a	DET
afs-111665	157	46	class	class	NOUN
afs-111665	157	47	other	other	ADJ
afs-111665	157	48	than	than	ADP
afs-111665	157	49	-1	-1	ADJ
afs-111665	157	50	)	)	PUNCT
afs-111665	157	51	.	.	PUNCT
afs-111665	158	1	most	most	ADJ
afs-111665	158	2	of	of	ADP
afs-111665	158	3	the	the	DET
afs-111665	158	4	labels	label	NOUN
afs-111665	158	5	,	,	PUNCT
afs-111665	158	6	40.7	40.7	NUM
afs-111665	158	7	%	%	NOUN
afs-111665	158	8	,	,	PUNCT
afs-111665	158	9	belong	belong	VERB
afs-111665	158	10	to	to	ADP
afs-111665	158	11	the	the	DET
afs-111665	158	12	queue	queue	NOUN
afs-111665	158	13	class	class	NOUN
afs-111665	158	14	,	,	PUNCT
afs-111665	158	15	while	while	SCONJ
afs-111665	158	16	just	just	ADV
afs-111665	158	17	0.3	0.3	NUM
afs-111665	158	18	%	%	NOUN
afs-111665	158	19	belong	belong	VERB
afs-111665	158	20	to	to	ADP
afs-111665	158	21	the	the	DET
afs-111665	158	22	interaction	interaction	NOUN
afs-111665	158	23	vertical	vertical	ADJ
afs-111665	158	24	class	class	NOUN
afs-111665	158	25	,	,	PUNCT
afs-111665	158	26	as	as	SCONJ
afs-111665	158	27	shown	show	VERB
afs-111665	158	28	in	in	ADP
afs-111665	158	29	figure	figure	NOUN
afs-111665	158	30	4	4	NUM
afs-111665	158	31	.	.	PUNCT
afs-111665	159	1	the	the	DET
afs-111665	159	2	relatively	relatively	ADV
afs-111665	159	3	large	large	ADJ
afs-111665	159	4	percentage	percentage	NOUN
afs-111665	159	5	for	for	ADP
afs-111665	159	6	the	the	DET
afs-111665	159	7	queue	queue	NOUN
afs-111665	159	8	class	class	NOUN
afs-111665	159	9	is	be	AUX
afs-111665	159	10	natural	natural	ADJ
afs-111665	159	11	given	give	VERB
afs-111665	159	12	that	that	SCONJ
afs-111665	159	13	the	the	DET
afs-111665	159	14	monitored	monitored	ADJ
afs-111665	159	15	region	region	NOUN
afs-111665	159	16	was	be	AUX
afs-111665	159	17	primarily	primarily	ADV
afs-111665	159	18	constructed	construct	VERB
afs-111665	159	19	for	for	ADP
afs-111665	159	20	entering	enter	VERB
afs-111665	159	21	the	the	DET
afs-111665	159	22	ams	am	NOUN
afs-111665	159	23	.	.	PUNCT
afs-111665	160	1	figure	figure	NOUN
afs-111665	160	2	5	5	NUM
afs-111665	160	3	shows	show	VERB
afs-111665	160	4	one	one	NUM
afs-111665	160	5	sample	sample	NOUN
afs-111665	160	6	frame	frame	NOUN
afs-111665	160	7	for	for	ADP
afs-111665	160	8	each	each	DET
afs-111665	160	9	class	class	NOUN
afs-111665	160	10	labeled	label	VERB
afs-111665	160	11	in	in	ADP
afs-111665	160	12	this	this	DET
afs-111665	160	13	data	datum	NOUN
afs-111665	160	14	set	set	VERB
afs-111665	160	15	.	.	PUNCT
afs-111665	161	1	the	the	DET
afs-111665	161	2	mean	mean	ADJ
afs-111665	161	3	number	number	NOUN
afs-111665	161	4	of	of	ADP
afs-111665	161	5	classes	class	NOUN
afs-111665	161	6	per	per	ADP
afs-111665	161	7	video	video	NOUN
afs-111665	161	8	was	be	AUX
afs-111665	161	9	3.78	3.78	NUM
afs-111665	161	10	,	,	PUNCT
afs-111665	161	11	with	with	ADP
afs-111665	161	12	a	a	DET
afs-111665	161	13	standard	standard	ADJ
afs-111665	161	14	deviation	deviation	NOUN
afs-111665	161	15	of	of	ADP
afs-111665	161	16	1.68	1.68	NUM
afs-111665	161	17	.	.	PUNCT
afs-111665	162	1	of	of	ADP
afs-111665	162	2	all	all	DET
afs-111665	162	3	the	the	DET
afs-111665	162	4	videos	video	NOUN
afs-111665	162	5	,	,	PUNCT
afs-111665	162	6	61.1	61.1	NUM
afs-111665	162	7	%	%	NOUN
afs-111665	162	8	contain	contain	VERB
afs-111665	162	9	at	at	ADP
afs-111665	162	10	least	least	ADV
afs-111665	162	11	one	one	NUM
afs-111665	162	12	interaction	interaction	NOUN
afs-111665	162	13	event	event	NOUN
afs-111665	162	14	(	(	PUNCT
afs-111665	162	15	classes	class	NOUN
afs-111665	162	16	1	1	NUM
afs-111665	162	17	,	,	PUNCT
afs-111665	162	18	2	2	NUM
afs-111665	162	19	,	,	PUNCT
afs-111665	162	20	or	or	CCONJ
afs-111665	162	21	3	3	NUM
afs-111665	162	22	)	)	PUNCT
afs-111665	162	23	,	,	PUNCT
afs-111665	162	24	and	and	CCONJ
afs-111665	162	25	9.6	9.6	NUM
afs-111665	162	26	%	%	NOUN
afs-111665	162	27	contain	contain	VERB
afs-111665	162	28	at	at	ADP
afs-111665	162	29	least	least	ADV
afs-111665	162	30	one	one	NUM
afs-111665	162	31	human	human	ADJ
afs-111665	162	32	image	image	NOUN
afs-111665	162	33	.	.	PUNCT
afs-111665	163	1	figure	figure	NOUN
afs-111665	163	2	6	6	NUM
afs-111665	163	3	illustrates	illustrate	VERB
afs-111665	163	4	the	the	DET
afs-111665	163	5	temporal	temporal	ADJ
afs-111665	163	6	distribution	distribution	NOUN
afs-111665	163	7	of	of	ADP
afs-111665	163	8	the	the	DET
afs-111665	163	9	classes	class	NOUN
afs-111665	163	10	on	on	ADP
afs-111665	163	11	a	a	DET
afs-111665	163	12	video	video	NOUN
afs-111665	163	13	(	(	PUNCT
afs-111665	163	14	30	30	NUM
afs-111665	163	15	september	september	PROPN
afs-111665	163	16	2019	2019	NUM
afs-111665	163	17	,	,	PUNCT
afs-111665	163	18	video	video	NOUN
afs-111665	163	19	from	from	ADP
afs-111665	163	20	hour	hour	NOUN
afs-111665	163	21	08	08	NUM
afs-111665	163	22	)	)	PUNCT
afs-111665	163	23	,	,	PUNCT
afs-111665	163	24	and	and	CCONJ
afs-111665	163	25	figure	figure	VERB
afs-111665	163	26	7	7	NUM
afs-111665	163	27	illustrates	illustrate	VERB
afs-111665	163	28	daily	daily	ADJ
afs-111665	163	29	distribution	distribution	NOUN
afs-111665	163	30	(	(	PUNCT
afs-111665	163	31	12	12	NUM
afs-111665	163	32	october	october	PROPN
afs-111665	163	33	2019	2019	NUM
afs-111665	163	34	)	)	PUNCT
afs-111665	163	35	.	.	PUNCT
afs-111665	164	1	we	we	PRON
afs-111665	164	2	conducted	conduct	VERB
afs-111665	164	3	a	a	DET
afs-111665	164	4	small	small	ADJ
afs-111665	164	5	test	test	NOUN
afs-111665	164	6	to	to	PART
afs-111665	164	7	see	see	VERB
afs-111665	164	8	if	if	SCONJ
afs-111665	164	9	the	the	DET
afs-111665	164	10	classification	classification	NOUN
afs-111665	164	11	of	of	ADP
afs-111665	164	12	images	image	NOUN
afs-111665	164	13	agreed	agree	VERB
afs-111665	164	14	between	between	ADP
afs-111665	164	15	two	two	NUM
afs-111665	164	16	persons	person	NOUN
afs-111665	164	17	.	.	PUNCT
afs-111665	165	1	the	the	DET
afs-111665	165	2	test	test	NOUN
afs-111665	165	3	was	be	AUX
afs-111665	165	4	done	do	VERB
afs-111665	165	5	once	once	ADV
afs-111665	165	6	for	for	ADP
afs-111665	165	7	data	datum	NOUN
afs-111665	165	8	on	on	ADP
afs-111665	165	9	a	a	DET
afs-111665	165	10	single	single	ADJ
afs-111665	165	11	day	day	NOUN
afs-111665	165	12	,	,	PUNCT
afs-111665	165	13	and	and	CCONJ
afs-111665	165	14	it	it	PRON
afs-111665	165	15	resulted	result	VERB
afs-111665	165	16	in	in	ADP
afs-111665	165	17	87.7	87.7	NUM
afs-111665	165	18	%	%	NOUN
afs-111665	165	19	agreement	agreement	NOUN
afs-111665	165	20	in	in	ADP
afs-111665	165	21	the	the	DET
afs-111665	165	22	labeled	label	VERB
afs-111665	165	23	classes	class	NOUN
afs-111665	165	24	.	.	PUNCT
afs-111665	166	1	to	to	PART
afs-111665	166	2	avoid	avoid	VERB
afs-111665	166	3	any	any	DET
afs-111665	166	4	discrepancies	discrepancy	NOUN
afs-111665	166	5	,	,	PUNCT
afs-111665	166	6	all	all	DET
afs-111665	166	7	data	datum	NOUN
afs-111665	166	8	in	in	ADP
afs-111665	166	9	the	the	DET
afs-111665	166	10	supplementary	supplementary	ADJ
afs-111665	166	11	,	,	PUNCT
afs-111665	166	12	published	publish	VERB
afs-111665	166	13	set	set	NOUN
afs-111665	166	14	was	be	AUX
afs-111665	166	15	labeled	label	VERB
afs-111665	166	16	by	by	ADP
afs-111665	166	17	the	the	DET
afs-111665	166	18	same	same	ADJ
afs-111665	166	19	person	person	NOUN
afs-111665	166	20	.	.	PUNCT
afs-111665	167	1	fig	fig	NOUN
afs-111665	167	2	.	.	PUNCT
afs-111665	168	1	4	4	X
afs-111665	168	2	.	.	X
afs-111665	168	3	distribution	distribution	NOUN
afs-111665	168	4	of	of	ADP
afs-111665	168	5	classes	class	NOUN
afs-111665	168	6	throughout	throughout	ADP
afs-111665	168	7	the	the	DET
afs-111665	168	8	entire	entire	ADJ
afs-111665	168	9	data	datum	NOUN
afs-111665	168	10	set	set	VERB
afs-111665	168	11	743731	743731	NUM
afs-111665	168	12	669358	669358	NUM
afs-111665	168	13	594985	594985	NUM
afs-111665	168	14	520612	520612	NUM
afs-111665	168	15	446238	446238	NUM
afs-111665	168	16	371865	371865	NUM
afs-111665	168	17	297492	297492	NUM
afs-111665	168	18	223119	223119	NUM
afs-111665	168	19	148746	148746	NUM
afs-111665	168	20	40.7	40.7	NUM
afs-111665	168	21	%	%	NOUN
afs-111665	168	22	0	0	NUM
afs-111665	168	23	74373	74373	NUM
afs-111665	168	24	2.3	2.3	NUM
afs-111665	168	25	%	%	NOUN
afs-111665	168	26	2.0	2.0	NUM
afs-111665	168	27	%	%	NOUN
afs-111665	168	28	1.6	1.6	NUM
afs-111665	168	29	%	%	NOUN
afs-111665	168	30	5.2	5.2	NUM
afs-111665	168	31	%	%	NOUN
afs-111665	168	32	0.3	0.3	NUM
afs-111665	168	33	%	%	NOUN
afs-111665	168	34	13.7	13.7	NUM
afs-111665	168	35	%	%	NOUN
afs-111665	168	36	8.3	8.3	NUM
afs-111665	168	37	%	%	NOUN
afs-111665	168	38	5.8	5.8	NUM
afs-111665	168	39	%	%	NOUN
afs-111665	168	40	10.3	10.3	NUM
afs-111665	168	41	%	%	NOUN
afs-111665	168	42	9.8	9.8	NUM
afs-111665	168	43	%	%	NOUN
afs-111665	168	44	co	co	PROPN
afs-111665	168	45	un	un	PROPN
afs-111665	168	46	t	t	PROPN
afs-111665	168	47	-1	-1	PROPN
afs-111665	168	48	0	0	NUM
afs-111665	168	49	1	1	NUM
afs-111665	168	50	2	2	NUM
afs-111665	168	51	3	3	NUM
afs-111665	168	52	4	4	NUM
afs-111665	168	53	5	5	NUM
afs-111665	168	54	6	6	NUM
afs-111665	168	55	7	7	NUM
afs-111665	168	56	8	8	NUM
afs-111665	168	57	9	9	NUM
afs-111665	168	58	co	co	X
afs-111665	168	59	un	un	PROPN
afs-111665	168	60	t	t	PROPN
afs-111665	168	61	o.	o.	PROPN
afs-111665	168	62	koskela	koskela	PROPN
afs-111665	168	63	et	et	PROPN
afs-111665	168	64	al	al	PROPN
afs-111665	168	65	.	.	PROPN
afs-111665	168	66	96	96	NUM
afs-111665	168	67	fig	fig	NOUN
afs-111665	168	68	.	.	PUNCT
afs-111665	169	1	5	5	X
afs-111665	169	2	.	.	X
afs-111665	169	3	sample	sample	NOUN
afs-111665	169	4	image	image	NOUN
afs-111665	169	5	of	of	ADP
afs-111665	169	6	each	each	DET
afs-111665	169	7	class	class	NOUN
afs-111665	169	8	a	a	NOUN
afs-111665	169	9	)	)	PUNCT
afs-111665	169	10	frontal	frontal	ADJ
afs-111665	169	11	interac	interac	PROPN
afs-111665	169	12	�	�	PROPN
afs-111665	169	13	on	on	ADP
afs-111665	169	14	b	b	NUM
afs-111665	169	15	)	)	PUNCT
afs-111665	169	16	lateral	lateral	ADJ
afs-111665	169	17	interac	interac	PROPN
afs-111665	169	18	�	�	PROPN
afs-111665	169	19	on	on	ADP
afs-111665	169	20	c	c	NOUN
afs-111665	169	21	)	)	PUNCT
afs-111665	169	22	ver	ver	NOUN
afs-111665	169	23	�	�	PROPN
afs-111665	169	24	cal	cal	PROPN
afs-111665	169	25	interac	interac	PROPN
afs-111665	169	26	�	�	PROPN
afs-111665	169	27	on	on	ADP
afs-111665	169	28	d	d	NOUN
afs-111665	169	29	)	)	PUNCT
afs-111665	169	30	crowded	crowd	VERB
afs-111665	169	31	e	e	NOUN
afs-111665	169	32	)	)	PUNCT
afs-111665	169	33	drinking	drink	VERB
afs-111665	169	34	f	f	NOUN
afs-111665	169	35	)	)	PUNCT
afs-111665	169	36	curiosity	curiosity	NOUN
afs-111665	169	37	g	g	NOUN
afs-111665	169	38	)	)	PUNCT
afs-111665	169	39	queue	queue	NOUN
afs-111665	169	40	h	h	NOUN
afs-111665	169	41	)	)	PUNCT
afs-111665	169	42	low	low	ADJ
afs-111665	169	43	visibility	visibility	NOUN
afs-111665	169	44	i	i	NOUN
afs-111665	169	45	)	)	PUNCT
afs-111665	169	46	normal	normal	ADJ
afs-111665	169	47	fig	fig	NOUN
afs-111665	169	48	.	.	PUNCT
afs-111665	170	1	6	6	NUM
afs-111665	170	2	.	.	PUNCT
afs-111665	170	3	temporal	temporal	ADJ
afs-111665	170	4	distribution	distribution	NOUN
afs-111665	170	5	of	of	ADP
afs-111665	170	6	the	the	DET
afs-111665	170	7	classes	class	NOUN
afs-111665	170	8	in	in	ADP
afs-111665	170	9	a	a	DET
afs-111665	170	10	sample	sample	NOUN
afs-111665	170	11	video	video	NOUN
afs-111665	170	12	(	(	PUNCT
afs-111665	170	13	30	30	NUM
afs-111665	170	14	september	september	PROPN
afs-111665	170	15	2019	2019	NUM
afs-111665	170	16	,	,	PUNCT
afs-111665	170	17	video	video	NOUN
afs-111665	170	18	from	from	ADP
afs-111665	170	19	hour	hour	NOUN
afs-111665	170	20	08	08	NUM
afs-111665	170	21	)	)	PUNCT
afs-111665	170	22	class	class	NOUN
afs-111665	170	23	09:03:0009:02:3009:02:0009:01:30	09:03:0009:02:3009:02:0009:01:30	NUM
afs-111665	170	24	time	time	NOUN
afs-111665	170	25	09:01:0009:00:3009:00:0008:59:30	09:01:0009:00:3009:00:0008:59:30	NUM
afs-111665	170	26	2	2	NUM
afs-111665	170	27	3	3	NUM
afs-111665	170	28	4	4	NUM
afs-111665	170	29	5	5	NUM
afs-111665	170	30	6	6	NUM
afs-111665	170	31	7	7	NUM
afs-111665	170	32	agricultural	agricultural	ADJ
afs-111665	170	33	and	and	CCONJ
afs-111665	170	34	food	food	NOUN
afs-111665	170	35	science	science	NOUN
afs-111665	170	36	(	(	PUNCT
afs-111665	170	37	2022	2022	NUM
afs-111665	170	38	)	)	PUNCT
afs-111665	170	39	31	31	NUM
afs-111665	170	40	:	:	PUNCT
afs-111665	170	41	89–103	89–103	NUM
afs-111665	170	42	97	97	NUM
afs-111665	170	43	classification	classification	NOUN
afs-111665	170	44	experiments	experiment	NOUN
afs-111665	170	45	with	with	ADP
afs-111665	170	46	cnns	cnn	NOUN
afs-111665	170	47	based	base	VERB
afs-111665	170	48	on	on	ADP
afs-111665	170	49	the	the	DET
afs-111665	170	50	cross	cross	ADJ
afs-111665	170	51	-	-	ADJ
afs-111665	170	52	validation	validation	ADJ
afs-111665	170	53	evaluation	evaluation	NOUN
afs-111665	170	54	,	,	PUNCT
afs-111665	170	55	the	the	DET
afs-111665	170	56	cnn	cnn	PROPN
afs-111665	170	57	in	in	ADP
afs-111665	170	58	unbalanced	unbalanced	ADJ
afs-111665	170	59	experiment	experiment	NOUN
afs-111665	170	60	achieved	achieve	VERB
afs-111665	170	61	an	an	DET
afs-111665	170	62	86	86	NUM
afs-111665	170	63	%	%	NOUN
afs-111665	170	64	precision	precision	NOUN
afs-111665	170	65	rate	rate	NOUN
afs-111665	170	66	and	and	CCONJ
afs-111665	170	67	an	an	DET
afs-111665	170	68	85	85	NUM
afs-111665	170	69	%	%	NOUN
afs-111665	170	70	recall	recall	NOUN
afs-111665	170	71	rate	rate	NOUN
afs-111665	170	72	(	(	PUNCT
afs-111665	170	73	mean	mean	INTJ
afs-111665	170	74	over	over	ADP
afs-111665	170	75	all	all	DET
afs-111665	170	76	classes	class	NOUN
afs-111665	170	77	,	,	PUNCT
afs-111665	170	78	weighted	weight	VERB
afs-111665	170	79	by	by	ADP
afs-111665	170	80	the	the	DET
afs-111665	170	81	number	number	NOUN
afs-111665	170	82	of	of	ADP
afs-111665	170	83	examples	example	NOUN
afs-111665	170	84	in	in	ADP
afs-111665	170	85	each	each	DET
afs-111665	170	86	class	class	NOUN
afs-111665	170	87	)	)	PUNCT
afs-111665	170	88	and	and	CCONJ
afs-111665	170	89	the	the	DET
afs-111665	170	90	cnn	cnn	PROPN
afs-111665	170	91	in	in	ADP
afs-111665	170	92	balanced	balanced	ADJ
afs-111665	170	93	experiment	experiment	NOUN
afs-111665	170	94	achieved	achieve	VERB
afs-111665	170	95	a	a	DET
afs-111665	170	96	78	78	NUM
afs-111665	170	97	%	%	NOUN
afs-111665	170	98	precision	precision	NOUN
afs-111665	170	99	rate	rate	NOUN
afs-111665	170	100	and	and	CCONJ
afs-111665	170	101	79	79	NUM
afs-111665	170	102	%	%	NOUN
afs-111665	170	103	recall	recall	NOUN
afs-111665	170	104	rate	rate	NOUN
afs-111665	170	105	.	.	PUNCT
afs-111665	171	1	table	table	NOUN
afs-111665	171	2	3	3	NUM
afs-111665	171	3	shows	show	VERB
afs-111665	171	4	the	the	DET
afs-111665	171	5	precision	precision	NOUN
afs-111665	171	6	,	,	PUNCT
afs-111665	171	7	recall	recall	NOUN
afs-111665	171	8	,	,	PUNCT
afs-111665	171	9	f1	f1	NOUN
afs-111665	171	10	-	-	PUNCT
afs-111665	171	11	score	score	NOUN
afs-111665	171	12	,	,	PUNCT
afs-111665	171	13	and	and	CCONJ
afs-111665	171	14	support	support	NOUN
afs-111665	171	15	(	(	PUNCT
afs-111665	171	16	number	number	NOUN
afs-111665	171	17	of	of	ADP
afs-111665	171	18	samples	sample	NOUN
afs-111665	171	19	in	in	ADP
afs-111665	171	20	this	this	DET
afs-111665	171	21	class	class	NOUN
afs-111665	171	22	)	)	PUNCT
afs-111665	171	23	for	for	ADP
afs-111665	171	24	each	each	DET
afs-111665	171	25	class	class	NOUN
afs-111665	171	26	,	,	PUNCT
afs-111665	171	27	as	as	ADV
afs-111665	171	28	well	well	ADV
afs-111665	171	29	as	as	ADP
afs-111665	171	30	their	their	PRON
afs-111665	171	31	weighted	weighted	ADJ
afs-111665	171	32	average	average	NOUN
afs-111665	171	33	(	(	PUNCT
afs-111665	171	34	mean	mean	INTJ
afs-111665	171	35	over	over	ADP
afs-111665	171	36	all	all	DET
afs-111665	171	37	classes	class	NOUN
afs-111665	171	38	,	,	PUNCT
afs-111665	171	39	weighted	weight	VERB
afs-111665	171	40	by	by	ADP
afs-111665	171	41	the	the	DET
afs-111665	171	42	number	number	NOUN
afs-111665	171	43	of	of	ADP
afs-111665	171	44	examples	example	NOUN
afs-111665	171	45	in	in	ADP
afs-111665	171	46	each	each	DET
afs-111665	171	47	class	class	NOUN
afs-111665	171	48	)	)	PUNCT
afs-111665	171	49	and	and	CCONJ
afs-111665	171	50	the	the	DET
afs-111665	171	51	overall	overall	ADJ
afs-111665	171	52	accuracy	accuracy	NOUN
afs-111665	171	53	.	.	PUNCT
afs-111665	172	1	figure	figure	NOUN
afs-111665	172	2	8	8	NUM
afs-111665	172	3	illustrates	illustrate	VERB
afs-111665	172	4	these	these	DET
afs-111665	172	5	results	result	NOUN
afs-111665	172	6	in	in	ADP
afs-111665	172	7	the	the	DET
afs-111665	172	8	form	form	NOUN
afs-111665	172	9	of	of	ADP
afs-111665	172	10	a	a	DET
afs-111665	172	11	confusion	confusion	NOUN
afs-111665	172	12	matrix	matrix	NOUN
afs-111665	172	13	,	,	PUNCT
afs-111665	172	14	while	while	SCONJ
afs-111665	172	15	figure	figure	NOUN
afs-111665	172	16	9	9	NUM
afs-111665	172	17	shows	show	VERB
afs-111665	172	18	the	the	DET
afs-111665	172	19	last	last	ADJ
afs-111665	172	20	eight	eight	NUM
afs-111665	172	21	epochs	epoch	NOUN
afs-111665	172	22	of	of	ADP
afs-111665	172	23	training	training	NOUN
afs-111665	172	24	,	,	PUNCT
afs-111665	172	25	where	where	SCONJ
afs-111665	172	26	the	the	DET
afs-111665	172	27	final	final	ADJ
afs-111665	172	28	precision	precision	NOUN
afs-111665	172	29	rate	rate	NOUN
afs-111665	172	30	was	be	AUX
afs-111665	172	31	reached	reach	VERB
afs-111665	172	32	and	and	CCONJ
afs-111665	172	33	further	further	ADJ
afs-111665	172	34	training	training	NOUN
afs-111665	172	35	shows	show	VERB
afs-111665	172	36	no	no	DET
afs-111665	172	37	improvement	improvement	NOUN
afs-111665	172	38	.	.	PUNCT
afs-111665	173	1	the	the	DET
afs-111665	173	2	classes	class	NOUN
afs-111665	173	3	that	that	SCONJ
afs-111665	173	4	where	where	SCONJ
afs-111665	173	5	most	most	ADJ
afs-111665	173	6	benefited	benefit	VERB
afs-111665	173	7	by	by	ADP
afs-111665	173	8	the	the	DET
afs-111665	173	9	balanced	balanced	ADJ
afs-111665	173	10	experiment	experiment	NOUN
afs-111665	173	11	were	be	AUX
afs-111665	173	12	the	the	DET
afs-111665	173	13	ones	one	NOUN
afs-111665	173	14	with	with	ADP
afs-111665	173	15	little	little	ADJ
afs-111665	173	16	representation	representation	NOUN
afs-111665	173	17	in	in	ADP
afs-111665	173	18	the	the	DET
afs-111665	173	19	unbalanced	unbalanced	ADJ
afs-111665	173	20	experiment	experiment	NOUN
afs-111665	173	21	(	(	PUNCT
afs-111665	173	22	the	the	DET
afs-111665	173	23	interaction	interaction	NOUN
afs-111665	173	24	classes	class	NOUN
afs-111665	173	25	and	and	CCONJ
afs-111665	173	26	the	the	DET
afs-111665	173	27	human	human	ADJ
afs-111665	173	28	class	class	NOUN
afs-111665	173	29	)	)	PUNCT
afs-111665	173	30	,	,	PUNCT
afs-111665	173	31	but	but	CCONJ
afs-111665	173	32	a	a	DET
afs-111665	173	33	considerable	considerable	ADJ
afs-111665	173	34	amount	amount	NOUN
afs-111665	173	35	of	of	ADP
afs-111665	173	36	errors	error	NOUN
afs-111665	173	37	still	still	ADV
afs-111665	173	38	happen	happen	VERB
afs-111665	173	39	between	between	ADP
afs-111665	173	40	the	the	DET
afs-111665	173	41	classes	class	NOUN
afs-111665	173	42	interaction	interaction	NOUN
afs-111665	173	43	frontal	frontal	ADJ
afs-111665	173	44	and	and	CCONJ
afs-111665	173	45	interaction	interaction	NOUN
afs-111665	173	46	vertical	vertical	ADJ
afs-111665	173	47	,	,	PUNCT
afs-111665	173	48	presumably	presumably	ADV
afs-111665	173	49	because	because	SCONJ
afs-111665	173	50	the	the	DET
afs-111665	173	51	two	two	NUM
afs-111665	173	52	situations	situation	NOUN
afs-111665	173	53	are	be	AUX
afs-111665	173	54	visually	visually	ADV
afs-111665	173	55	similar	similar	ADJ
afs-111665	173	56	.	.	PUNCT
afs-111665	174	1	the	the	DET
afs-111665	174	2	different	different	ADJ
afs-111665	174	3	forms	form	NOUN
afs-111665	174	4	of	of	ADP
afs-111665	174	5	evaluating	evaluate	VERB
afs-111665	174	6	the	the	DET
afs-111665	174	7	model	model	NOUN
afs-111665	174	8	allow	allow	VERB
afs-111665	174	9	for	for	ADP
afs-111665	174	10	different	different	ADJ
afs-111665	174	11	interpretations	interpretation	NOUN
afs-111665	174	12	(	(	PUNCT
afs-111665	174	13	faceli	faceli	NOUN
afs-111665	174	14	et	et	PROPN
afs-111665	174	15	al	al	PROPN
afs-111665	174	16	.	.	PROPN
afs-111665	174	17	2011	2011	NUM
afs-111665	174	18	)	)	PUNCT
afs-111665	174	19	and	and	CCONJ
afs-111665	174	20	comparison	comparison	NOUN
afs-111665	174	21	with	with	ADP
afs-111665	174	22	other	other	ADJ
afs-111665	174	23	works	work	NOUN
afs-111665	174	24	.	.	PUNCT
afs-111665	175	1	for	for	ADP
afs-111665	175	2	our	our	PRON
afs-111665	175	3	application	application	NOUN
afs-111665	175	4	,	,	PUNCT
afs-111665	175	5	the	the	DET
afs-111665	175	6	f1	f1	NOUN
afs-111665	175	7	-	-	PUNCT
afs-111665	175	8	score	score	NOUN
afs-111665	175	9	weighted	weighted	ADJ
afs-111665	175	10	average	average	NOUN
afs-111665	175	11	is	be	AUX
afs-111665	175	12	the	the	DET
afs-111665	175	13	most	most	ADV
afs-111665	175	14	important	important	ADJ
afs-111665	175	15	metric	metric	ADJ
afs-111665	175	16	because	because	SCONJ
afs-111665	175	17	it	it	PRON
afs-111665	175	18	balances	balance	VERB
afs-111665	175	19	precision	precision	NOUN
afs-111665	175	20	and	and	CCONJ
afs-111665	175	21	recall	recall	NOUN
afs-111665	175	22	while	while	SCONJ
afs-111665	175	23	taking	take	VERB
afs-111665	175	24	into	into	ADP
afs-111665	175	25	consideration	consideration	NOUN
afs-111665	175	26	the	the	DET
afs-111665	175	27	uneven	uneven	ADJ
afs-111665	175	28	distribution	distribution	NOUN
afs-111665	175	29	of	of	ADP
afs-111665	175	30	the	the	DET
afs-111665	175	31	classes	class	NOUN
afs-111665	175	32	in	in	ADP
afs-111665	175	33	the	the	DET
afs-111665	175	34	unbalanced	unbalanced	ADJ
afs-111665	175	35	experiment	experiment	NOUN
afs-111665	175	36	.	.	PUNCT
afs-111665	176	1	fig	fig	NOUN
afs-111665	176	2	.	.	PUNCT
afs-111665	177	1	7	7	X
afs-111665	177	2	.	.	X
afs-111665	177	3	temporal	temporal	ADJ
afs-111665	177	4	distribution	distribution	NOUN
afs-111665	177	5	of	of	ADP
afs-111665	177	6	the	the	DET
afs-111665	177	7	classes	class	NOUN
afs-111665	177	8	on	on	ADP
afs-111665	177	9	a	a	DET
afs-111665	177	10	typical	typical	ADJ
afs-111665	177	11	day	day	NOUN
afs-111665	177	12	(	(	PUNCT
afs-111665	177	13	12	12	NUM
afs-111665	177	14	october	october	NOUN
afs-111665	177	15	2019	2019	NUM
afs-111665	177	16	)	)	PUNCT
afs-111665	177	17	class	class	NOUN
afs-111665	177	18	04:00	04:00	NUM
afs-111665	177	19	06:00	06:00	NUM
afs-111665	177	20	08:00	08:00	NUM
afs-111665	177	21	10:00	10:00	NUM
afs-111665	177	22	12:00	12:00	NUM
afs-111665	177	23	14:00	14:00	NUM
afs-111665	177	24	16:00	16:00	NUM
afs-111665	177	25	18:00	18:00	NUM
afs-111665	177	26	20:00	20:00	NUM
afs-111665	177	27	1	1	NUM
afs-111665	177	28	2	2	NUM
afs-111665	177	29	3	3	NUM
afs-111665	177	30	4	4	NUM
afs-111665	177	31	5	5	NUM
afs-111665	177	32	6	6	NUM
afs-111665	177	33	7	7	NUM
afs-111665	177	34	8	8	NUM
afs-111665	177	35	9	9	NUM
afs-111665	177	36	time	time	NOUN
afs-111665	177	37	table	table	NOUN
afs-111665	177	38	3	3	NUM
afs-111665	177	39	.	.	PUNCT
afs-111665	177	40	model	model	NOUN
afs-111665	177	41	evaluations	evaluation	NOUN
afs-111665	177	42	unbalanced	unbalanced	ADJ
afs-111665	177	43	experiment	experiment	NOUN
afs-111665	177	44	balanced	balance	VERB
afs-111665	177	45	experiment	experiment	NOUN
afs-111665	177	46	class	class	NOUN
afs-111665	177	47	precision	precision	NOUN
afs-111665	177	48	recall	recall	NOUN
afs-111665	177	49	f1	f1	PROPN
afs-111665	177	50	support	support	NOUN
afs-111665	177	51	precision	precision	NOUN
afs-111665	177	52	recall	recall	NOUN
afs-111665	177	53	f1	f1	PROPN
afs-111665	177	54	support	support	NOUN
afs-111665	177	55	human	human	ADJ
afs-111665	177	56	91	91	NUM
afs-111665	177	57	%	%	NOUN
afs-111665	177	58	50	50	NUM
afs-111665	177	59	%	%	NOUN
afs-111665	177	60	65	65	NUM
afs-111665	177	61	%	%	NOUN
afs-111665	177	62	224	224	NUM
afs-111665	177	63	84	84	NUM
afs-111665	177	64	%	%	NOUN
afs-111665	177	65	90	90	NUM
afs-111665	177	66	%	%	NOUN
afs-111665	177	67	87	87	NUM
afs-111665	177	68	%	%	NOUN
afs-111665	177	69	1252	1252	NUM
afs-111665	177	70	interaction	interaction	NOUN
afs-111665	177	71	frontal	frontal	ADJ
afs-111665	177	72	100	100	NUM
afs-111665	177	73	%	%	NOUN
afs-111665	177	74	27	27	NUM
afs-111665	177	75	%	%	NOUN
afs-111665	177	76	43	43	NUM
afs-111665	177	77	%	%	NOUN
afs-111665	177	78	147	147	NUM
afs-111665	177	79	83	83	NUM
afs-111665	177	80	%	%	NOUN
afs-111665	177	81	75	75	NUM
afs-111665	177	82	%	%	NOUN
afs-111665	177	83	78	78	NUM
afs-111665	177	84	%	%	NOUN
afs-111665	177	85	1290	1290	NUM
afs-111665	177	86	interaction	interaction	NOUN
afs-111665	177	87	lateral	lateral	ADJ
afs-111665	177	88	79	79	NUM
afs-111665	177	89	%	%	NOUN
afs-111665	177	90	28	28	NUM
afs-111665	177	91	%	%	NOUN
afs-111665	177	92	42	42	NUM
afs-111665	177	93	%	%	NOUN
afs-111665	177	94	510	510	NUM
afs-111665	177	95	66	66	NUM
afs-111665	177	96	%	%	NOUN
afs-111665	177	97	57	57	NUM
afs-111665	177	98	%	%	NOUN
afs-111665	177	99	61	61	NUM
afs-111665	177	100	%	%	NOUN
afs-111665	177	101	1264	1264	NUM
afs-111665	177	102	interaction	interaction	NOUN
afs-111665	177	103	vertical	vertical	ADJ
afs-111665	177	104	100	100	NUM
afs-111665	177	105	%	%	NOUN
afs-111665	177	106	9	9	NUM
afs-111665	177	107	%	%	NOUN
afs-111665	177	108	16	16	NUM
afs-111665	177	109	%	%	NOUN
afs-111665	177	110	23	23	NUM
afs-111665	177	111	90	90	NUM
afs-111665	177	112	%	%	NOUN
afs-111665	177	113	98	98	NUM
afs-111665	177	114	%	%	NOUN
afs-111665	177	115	94	94	NUM
afs-111665	177	116	%	%	NOUN
afs-111665	177	117	1267	1267	NUM
afs-111665	177	118	crowded	crowd	VERB
afs-111665	177	119	86	86	NUM
afs-111665	177	120	%	%	NOUN
afs-111665	177	121	96	96	NUM
afs-111665	177	122	%	%	NOUN
afs-111665	177	123	91	91	NUM
afs-111665	177	124	%	%	NOUN
afs-111665	177	125	1455	1455	NUM
afs-111665	177	126	68	68	NUM
afs-111665	177	127	%	%	NOUN
afs-111665	177	128	83	83	NUM
afs-111665	177	129	%	%	NOUN
afs-111665	177	130	75	75	NUM
afs-111665	177	131	%	%	NOUN
afs-111665	177	132	1210	1210	NUM
afs-111665	177	133	drink	drink	NOUN
afs-111665	177	134	82	82	NUM
afs-111665	177	135	%	%	NOUN
afs-111665	177	136	74	74	NUM
afs-111665	177	137	%	%	NOUN
afs-111665	177	138	78	78	NUM
afs-111665	177	139	%	%	NOUN
afs-111665	177	140	869	869	NUM
afs-111665	177	141	74	74	NUM
afs-111665	177	142	%	%	NOUN
afs-111665	177	143	82	82	NUM
afs-111665	177	144	%	%	NOUN
afs-111665	177	145	78	78	NUM
afs-111665	177	146	%	%	NOUN
afs-111665	177	147	1237	1237	NUM
afs-111665	177	148	curiosity	curiosity	NOUN
afs-111665	177	149	99	99	NUM
afs-111665	177	150	%	%	NOUN
afs-111665	177	151	31	31	NUM
afs-111665	177	152	%	%	NOUN
afs-111665	177	153	47	47	NUM
afs-111665	177	154	%	%	NOUN
afs-111665	177	155	5817	5817	NUM
afs-111665	177	156	70	70	NUM
afs-111665	177	157	%	%	NOUN
afs-111665	177	158	73	73	NUM
afs-111665	177	159	%	%	NOUN
afs-111665	177	160	71	71	NUM
afs-111665	177	161	%	%	NOUN
afs-111665	177	162	1298	1298	NUM
afs-111665	177	163	queue	queue	NOUN
afs-111665	177	164	81	81	NUM
afs-111665	177	165	%	%	NOUN
afs-111665	177	166	97	97	NUM
afs-111665	177	167	%	%	NOUN
afs-111665	177	168	88	88	NUM
afs-111665	177	169	%	%	NOUN
afs-111665	177	170	4160	4160	NUM
afs-111665	177	171	55	55	NUM
afs-111665	177	172	%	%	NOUN
afs-111665	177	173	37	37	NUM
afs-111665	177	174	%	%	NOUN
afs-111665	177	175	44	44	NUM
afs-111665	177	176	%	%	NOUN
afs-111665	177	177	1120	1120	NUM
afs-111665	177	178	low	low	ADJ
afs-111665	177	179	visibility	visibility	NOUN
afs-111665	177	180	100	100	NUM
afs-111665	177	181	%	%	NOUN
afs-111665	177	182	100	100	NUM
afs-111665	177	183	%	%	NOUN
afs-111665	177	184	100	100	NUM
afs-111665	177	185	%	%	NOUN
afs-111665	177	186	1005	1005	NUM
afs-111665	177	187	99	99	NUM
afs-111665	177	188	%	%	NOUN
afs-111665	177	189	100	100	NUM
afs-111665	177	190	%	%	NOUN
afs-111665	177	191	99	99	NUM
afs-111665	177	192	%	%	NOUN
afs-111665	177	193	1195	1195	NUM
afs-111665	177	194	normal	normal	ADJ
afs-111665	177	195	92	92	NUM
afs-111665	177	196	%	%	NOUN
afs-111665	177	197	95	95	NUM
afs-111665	177	198	%	%	NOUN
afs-111665	177	199	94	94	NUM
afs-111665	177	200	%	%	NOUN
afs-111665	177	201	1020	1020	NUM
afs-111665	177	202	89	89	NUM
afs-111665	177	203	%	%	NOUN
afs-111665	177	204	91	91	NUM
afs-111665	177	205	%	%	NOUN
afs-111665	177	206	90	90	NUM
afs-111665	177	207	%	%	NOUN
afs-111665	177	208	1231	1231	NUM
afs-111665	177	209	accuracy	accuracy	NOUN
afs-111665	177	210	85	85	NUM
afs-111665	177	211	%	%	NOUN
afs-111665	177	212	10	10	NUM
afs-111665	177	213	000	000	NUM
afs-111665	177	214	79	79	NUM
afs-111665	177	215	%	%	NOUN
afs-111665	177	216	12	12	NUM
afs-111665	177	217	464	464	NUM
afs-111665	177	218	weighted	weight	VERB
afs-111665	177	219	average	average	ADJ
afs-111665	177	220	86	86	NUM
afs-111665	177	221	%	%	NOUN
afs-111665	177	222	85	85	NUM
afs-111665	177	223	%	%	NOUN
afs-111665	177	224	83	83	NUM
afs-111665	177	225	%	%	NOUN
afs-111665	177	226	10	10	NUM
afs-111665	177	227	000	000	NUM
afs-111665	177	228	78	78	NUM
afs-111665	177	229	%	%	NOUN
afs-111665	177	230	79	79	NUM
afs-111665	177	231	%	%	NOUN
afs-111665	177	232	78	78	NUM
afs-111665	177	233	%	%	NOUN
afs-111665	178	1	12	12	NUM
afs-111665	178	2	464	464	NUM
afs-111665	178	3	o.	o.	NOUN
afs-111665	178	4	koskela	koskela	PROPN
afs-111665	178	5	et	et	PROPN
afs-111665	178	6	al	al	PROPN
afs-111665	178	7	.	.	PROPN
afs-111665	178	8	98	98	NUM
afs-111665	178	9	while	while	SCONJ
afs-111665	178	10	top-3	top-3	X
afs-111665	178	11	metric	metric	ADJ
afs-111665	178	12	is	be	AUX
afs-111665	178	13	not	not	PART
afs-111665	178	14	common	common	ADJ
afs-111665	178	15	,	,	PUNCT
afs-111665	178	16	it	it	PRON
afs-111665	178	17	makes	make	VERB
afs-111665	178	18	sense	sense	NOUN
afs-111665	178	19	in	in	ADP
afs-111665	178	20	our	our	PRON
afs-111665	178	21	application	application	NOUN
afs-111665	178	22	,	,	PUNCT
afs-111665	178	23	where	where	SCONJ
afs-111665	178	24	one	one	NUM
afs-111665	178	25	situation	situation	NOUN
afs-111665	178	26	can	can	AUX
afs-111665	178	27	be	be	AUX
afs-111665	178	28	very	very	ADV
afs-111665	178	29	subtle	subtle	ADJ
afs-111665	178	30	but	but	CCONJ
afs-111665	178	31	still	still	ADV
afs-111665	178	32	of	of	ADP
afs-111665	178	33	interest	interest	NOUN
afs-111665	178	34	.	.	PUNCT
afs-111665	179	1	with	with	ADP
afs-111665	179	2	this	this	DET
afs-111665	179	3	metric	metric	NOUN
afs-111665	179	4	,	,	PUNCT
afs-111665	179	5	the	the	DET
afs-111665	179	6	cnn	cnn	PROPN
afs-111665	179	7	of	of	ADP
afs-111665	179	8	unbalanced	unbalanced	ADJ
afs-111665	179	9	experiment	experiment	NOUN
afs-111665	179	10	has	have	VERB
afs-111665	179	11	a	a	DET
afs-111665	179	12	top-3	top-3	NUM
afs-111665	179	13	accuracy	accuracy	NOUN
afs-111665	179	14	of	of	ADP
afs-111665	179	15	97	97	NUM
afs-111665	179	16	%	%	NOUN
afs-111665	179	17	and	and	CCONJ
afs-111665	179	18	the	the	DET
afs-111665	179	19	cnn	cnn	PROPN
afs-111665	179	20	in	in	ADP
afs-111665	179	21	balanced	balanced	ADJ
afs-111665	179	22	experiment	experiment	NOUN
afs-111665	179	23	95	95	NUM
afs-111665	179	24	%	%	NOUN
afs-111665	179	25	.	.	PUNCT
afs-111665	180	1	fig	fig	NOUN
afs-111665	180	2	.	.	PUNCT
afs-111665	181	1	8	8	NUM
afs-111665	181	2	.	.	X
afs-111665	181	3	confusion	confusion	NOUN
afs-111665	181	4	matrices	matrix	NOUN
afs-111665	181	5	for	for	ADP
afs-111665	181	6	the	the	DET
afs-111665	181	7	(	(	PUNCT
afs-111665	181	8	a	a	NOUN
afs-111665	181	9	)	)	PUNCT
afs-111665	181	10	unbalanced	unbalanced	ADJ
afs-111665	181	11	and	and	CCONJ
afs-111665	181	12	(	(	PUNCT
afs-111665	181	13	b	b	NOUN
afs-111665	181	14	)	)	PUNCT
afs-111665	181	15	balanced	balanced	ADJ
afs-111665	181	16	experiments	experiment	NOUN
afs-111665	181	17	0	0	NUM
afs-111665	181	18	800	800	NUM
afs-111665	181	19	1600	1600	NUM
afs-111665	181	20	2400	2400	NUM
afs-111665	181	21	3200	3200	NUM
afs-111665	181	22	2.7	2.7	NUM
afs-111665	181	23	%	%	NOUN
afs-111665	181	24	28	28	NUM
afs-111665	181	25	2.2	2.2	NUM
afs-111665	181	26	%	%	NOUN
afs-111665	181	27	22	22	NUM
afs-111665	181	28	95.1	95.1	NUM
afs-111665	181	29	%	%	NOUN
afs-111665	181	30	970	970	NUM
afs-111665	181	31	/1020	/1020	SYM
afs-111665	181	32	100.0	100.0	NUM
afs-111665	181	33	%	%	NOUN
afs-111665	181	34	1005	1005	NUM
afs-111665	181	35	/1005	/1005	PUNCT
afs-111665	181	36	0.1	0.1	NUM
afs-111665	181	37	%	%	NOUN
afs-111665	181	38	4	4	NUM
afs-111665	181	39	0.4	0.4	NUM
afs-111665	181	40	%	%	NOUN
afs-111665	181	41	16	16	NUM
afs-111665	181	42	0.6	0.6	NUM
afs-111665	181	43	%	%	NOUN
afs-111665	181	44	26	26	NUM
afs-111665	181	45	1.5	1.5	NUM
afs-111665	181	46	%	%	NOUN
afs-111665	181	47	61	61	NUM
afs-111665	181	48	0.0	0.0	NUM
afs-111665	181	49	%	%	NOUN
afs-111665	181	50	1	1	NUM
afs-111665	181	51	97.1	97.1	NUM
afs-111665	181	52	%	%	NOUN
afs-111665	181	53	4038	4038	NUM
afs-111665	181	54	/4160	/4160	PUNCT
afs-111665	182	1	0.3	0.3	NUM
afs-111665	182	2	%	%	NOUN
afs-111665	182	3	14	14	NUM
afs-111665	182	4	31.2	31.2	NUM
afs-111665	182	5	%	%	NOUN
afs-111665	182	6	183	183	NUM
afs-111665	182	7	/587	/587	SYM
afs-111665	182	8	3.1	3.1	NUM
afs-111665	182	9	%	%	NOUN
afs-111665	182	10	18	18	NUM
afs-111665	182	11	65.8	65.8	NUM
afs-111665	182	12	%	%	NOUN
afs-111665	182	13	386	386	NUM
afs-111665	182	14	0.1	0.1	NUM
afs-111665	182	15	%	%	NOUN
afs-111665	182	16	1	1	NUM
afs-111665	182	17	1.4	1.4	NUM
afs-111665	182	18	%	%	NOUN
afs-111665	182	19	12	12	NUM
afs-111665	182	20	74.1	74.1	NUM
afs-111665	182	21	%	%	NOUN
afs-111665	182	22	644	644	NUM
afs-111665	182	23	/869	/869	PUNCT
afs-111665	182	24	17.4	17.4	NUM
afs-111665	182	25	%	%	NOUN
afs-111665	182	26	151	151	NUM
afs-111665	182	27	7.0	7.0	NUM
afs-111665	182	28	%	%	NOUN
afs-111665	182	29	61	61	NUM
afs-111665	182	30	0.1	0.1	NUM
afs-111665	182	31	%	%	NOUN
afs-111665	182	32	2	2	NUM
afs-111665	182	33	0.8	0.8	NUM
afs-111665	182	34	%	%	NOUN
afs-111665	182	35	11	11	NUM
afs-111665	182	36	96.3	96.3	NUM
afs-111665	182	37	%	%	NOUN
afs-111665	182	38	1401	1401	NUM
afs-111665	182	39	/1455	/1455	PUNCT
afs-111665	182	40	0.2	0.2	NUM
afs-111665	182	41	%	%	NOUN
afs-111665	182	42	3	3	NUM
afs-111665	182	43	2.6	2.6	NUM
afs-111665	182	44	%	%	NOUN
afs-111665	182	45	38	38	NUM
afs-111665	182	46	21.7	21.7	NUM
afs-111665	182	47	%	%	NOUN
afs-111665	182	48	5	5	NUM
afs-111665	182	49	8.7	8.7	NUM
afs-111665	182	50	%	%	NOUN
afs-111665	182	51	2/23	2/23	NUM
afs-111665	182	52	26.1	26.1	NUM
afs-111665	182	53	%	%	NOUN
afs-111665	182	54	6	6	NUM
afs-111665	182	55	43.5	43.5	NUM
afs-111665	182	56	%	%	NOUN
afs-111665	182	57	10	10	NUM
afs-111665	182	58	28.4	28.4	NUM
afs-111665	182	59	%	%	NOUN
afs-111665	182	60	145	145	NUM
afs-111665	182	61	/510	/510	PUNCT
afs-111665	182	62	27.1	27.1	NUM
afs-111665	182	63	%	%	NOUN
afs-111665	182	64	138	138	NUM
afs-111665	182	65	5.9	5.9	NUM
afs-111665	182	66	%	%	NOUN
afs-111665	182	67	30	30	NUM
afs-111665	182	68	0.2	0.2	NUM
afs-111665	182	69	%	%	NOUN
afs-111665	182	70	1	1	NUM
afs-111665	182	71	38.2	38.2	NUM
afs-111665	182	72	%	%	NOUN
afs-111665	182	73	195	195	NUM
afs-111665	182	74	0.2	0.2	NUM
afs-111665	182	75	%	%	NOUN
afs-111665	182	76	1	1	NUM
afs-111665	182	77	3.4	3.4	NUM
afs-111665	182	78	%	%	NOUN
afs-111665	182	79	5	5	NUM
afs-111665	182	80	27.2	27.2	NUM
afs-111665	182	81	%	%	NOUN
afs-111665	182	82	40	40	NUM
afs-111665	182	83	/147	/147	NOUN
afs-111665	182	84	0.7	0.7	NUM
afs-111665	182	85	%	%	NOUN
afs-111665	182	86	1	1	NUM
afs-111665	182	87	21.2	21.2	NUM
afs-111665	182	88	%	%	NOUN
afs-111665	182	89	31	31	NUM
afs-111665	182	90	47.6	47.6	NUM
afs-111665	182	91	%	%	NOUN
afs-111665	182	92	70	70	NUM
afs-111665	182	93	50.4	50.4	NUM
afs-111665	182	94	%	%	NOUN
afs-111665	182	95	133	133	NUM
afs-111665	182	96	/224	/224	PUNCT
afs-111665	182	97	1.8	1.8	NUM
afs-111665	182	98	%	%	NOUN
afs-111665	182	99	4	4	NUM
afs-111665	182	100	6.2	6.2	NUM
afs-111665	182	101	%	%	NOUN
afs-111665	182	102	14	14	NUM
afs-111665	182	103	40.2	40.2	NUM
afs-111665	182	104	%	%	NOUN
afs-111665	182	105	90	90	NUM
afs-111665	182	106	1.3	1.3	NUM
afs-111665	182	107	%	%	NOUN
afs-111665	182	108	3	3	NUM
afs-111665	182	109	0	0	NUM
afs-111665	182	110	1	1	NUM
afs-111665	182	111	2	2	NUM
afs-111665	182	112	3	3	NUM
afs-111665	182	113	4	4	NUM
afs-111665	182	114	5	5	NUM
afs-111665	182	115	6	6	NUM
afs-111665	182	116	7	7	NUM
afs-111665	182	117	8	8	NUM
afs-111665	182	118	9	9	NUM
afs-111665	182	119	0	0	NUM
afs-111665	182	120	1	1	NUM
afs-111665	182	121	2	2	NUM
afs-111665	182	122	3	3	NUM
afs-111665	182	123	4	4	NUM
afs-111665	182	124	5	5	NUM
afs-111665	182	125	6	6	NUM
afs-111665	182	126	7	7	NUM
afs-111665	182	127	8	8	NUM
afs-111665	182	128	9	9	NUM
afs-111665	182	129	predicted	predict	VERB
afs-111665	182	130	ac	ac	PROPN
afs-111665	182	131	tu	tu	PROPN
afs-111665	182	132	al	al	PROPN
afs-111665	182	133	4000	4000	NUM
afs-111665	182	134	0	0	NUM
afs-111665	183	1	250	250	NUM
afs-111665	183	2	500	500	NUM
afs-111665	183	3	750	750	NUM
afs-111665	183	4	1000	1000	NUM
afs-111665	183	5	7.1	7.1	NUM
afs-111665	183	6	%	%	NOUN
afs-111665	183	7	87	87	NUM
afs-111665	183	8	0.2	0.2	NUM
afs-111665	183	9	%	%	NOUN
afs-111665	183	10	2	2	NUM
afs-111665	183	11	0.7	0.7	NUM
afs-111665	183	12	%	%	NOUN
afs-111665	183	13	9	9	NUM
afs-111665	183	14	0.2	0.2	NUM
afs-111665	183	15	%	%	NOUN
afs-111665	183	16	2	2	NUM
afs-111665	183	17	90.9	90.9	NUM
afs-111665	183	18	%	%	NOUN
afs-111665	183	19	119	119	NUM
afs-111665	183	20	/123	/123	SYM
afs-111665	183	21	0.1	0.1	NUM
afs-111665	183	22	%	%	NOUN
afs-111665	183	23	1	1	NUM
afs-111665	183	24	0.9	0.9	NUM
afs-111665	183	25	%	%	NOUN
afs-111665	183	26	11	11	NUM
afs-111665	183	27	100.0	100.0	NUM
afs-111665	183	28	%	%	NOUN
afs-111665	183	29	195	195	NUM
afs-111665	183	30	/119	/119	SYM
afs-111665	183	31	6.1	6.1	NUM
afs-111665	183	32	%	%	NOUN
afs-111665	183	33	74	74	NUM
afs-111665	183	34	5.7	5.7	NUM
afs-111665	183	35	%	%	NOUN
afs-111665	183	36	69	69	NUM
afs-111665	183	37	9.3	9.3	NUM
afs-111665	183	38	%	%	NOUN
afs-111665	183	39	114	114	NUM
afs-111665	183	40	2.1	2.1	NUM
afs-111665	183	41	%	%	NOUN
afs-111665	183	42	26	26	NUM
afs-111665	183	43	3.5	3.5	NUM
afs-111665	183	44	%	%	NOUN
afs-111665	183	45	43	43	NUM
afs-111665	183	46	10.1	10.1	NUM
afs-111665	183	47	%	%	NOUN
afs-111665	183	48	123	123	NUM
afs-111665	183	49	21.9	21.9	NUM
afs-111665	183	50	%	%	NOUN
afs-111665	183	51	267	267	NUM
afs-111665	183	52	37.4	37.4	NUM
afs-111665	183	53	%	%	NOUN
afs-111665	183	54	456	456	NUM
afs-111665	183	55	/1220	/1220	SYM
afs-111665	183	56	0.3	0.3	NUM
afs-111665	183	57	%	%	NOUN
afs-111665	183	58	4	4	NUM
afs-111665	183	59	3.6	3.6	NUM
afs-111665	183	60	%	%	NOUN
afs-111665	183	61	44	44	NUM
afs-111665	183	62	72.9	72.9	NUM
afs-111665	183	63	%	%	NOUN
afs-111665	183	64	946	946	NUM
afs-111665	183	65	/1298	/1298	PUNCT
afs-111665	183	66	2.2	2.2	NUM
afs-111665	183	67	%	%	NOUN
afs-111665	183	68	29	29	NUM
afs-111665	183	69	1.5	1.5	NUM
afs-111665	183	70	%	%	NOUN
afs-111665	183	71	20	20	NUM
afs-111665	183	72	2.3	2.3	NUM
afs-111665	183	73	%	%	NOUN
afs-111665	183	74	30	30	NUM
afs-111665	183	75	0.5	0.5	NUM
afs-111665	183	76	%	%	NOUN
afs-111665	183	77	7	7	NUM
afs-111665	183	78	2.2	2.2	NUM
afs-111665	183	79	%	%	NOUN
afs-111665	183	80	28	28	NUM
afs-111665	183	81	3.9	3.9	NUM
afs-111665	183	82	%	%	NOUN
afs-111665	183	83	51	51	NUM
afs-111665	183	84	13.6	13.6	NUM
afs-111665	183	85	%	%	NOUN
afs-111665	183	86	177	177	NUM
afs-111665	183	87	0.8	0.8	NUM
afs-111665	183	88	%	%	NOUN
afs-111665	183	89	10	10	NUM
afs-111665	183	90	2.3	2.3	NUM
afs-111665	183	91	%	%	NOUN
afs-111665	183	92	29	29	NUM
afs-111665	183	93	2.1	2.1	NUM
afs-111665	183	94	%	%	NOUN
afs-111665	183	95	26	26	NUM
afs-111665	183	96	3.1	3.1	NUM
afs-111665	183	97	%	%	NOUN
afs-111665	183	98	38	38	NUM
afs-111665	183	99	0.3	0.3	NUM
afs-111665	183	100	%	%	NOUN
afs-111665	183	101	4	4	NUM
afs-111665	183	102	2.4	2.4	NUM
afs-111665	183	103	%	%	NOUN
afs-111665	183	104	30	30	NUM
afs-111665	183	105	82.1	82.1	NUM
afs-111665	183	106	%	%	NOUN
afs-111665	183	107	1015	1015	NUM
afs-111665	183	108	/1237	/1237	PUNCT
afs-111665	183	109	3.0	3.0	NUM
afs-111665	183	110	%	%	NOUN
afs-111665	183	111	37	37	NUM
afs-111665	183	112	1.5	1.5	NUM
afs-111665	183	113	%	%	NOUN
afs-111665	183	114	18	18	NUM
afs-111665	183	115	0.1	0.1	NUM
afs-111665	183	116	%	%	NOUN
afs-111665	183	117	1	1	NUM
afs-111665	183	118	3.2	3.2	NUM
afs-111665	183	119	%	%	NOUN
afs-111665	183	120	39	39	NUM
afs-111665	183	121	0.7	0.7	NUM
afs-111665	183	122	%	%	NOUN
afs-111665	183	123	8	8	NUM
afs-111665	183	124	1.7	1.7	NUM
afs-111665	183	125	%	%	NOUN
afs-111665	183	126	20	20	NUM
afs-111665	183	127	11.2	11.2	NUM
afs-111665	183	128	%	%	NOUN
afs-111665	183	129	136	136	NUM
afs-111665	183	130	1.3	1.3	NUM
afs-111665	183	131	%	%	NOUN
afs-111665	183	132	16	16	NUM
afs-111665	183	133	82.6	82.6	NUM
afs-111665	183	134	%	%	NOUN
afs-111665	183	135	1000	1000	NUM
afs-111665	183	136	/1210	/1210	PUNCT
afs-111665	183	137	1.3	1.3	NUM
afs-111665	183	138	%	%	NOUN
afs-111665	183	139	16	16	NUM
afs-111665	183	140	1.0	1.0	NUM
afs-111665	183	141	%	%	NOUN
afs-111665	183	142	12	12	NUM
afs-111665	183	143	0.1	0.1	NUM
afs-111665	183	144	%	%	NOUN
afs-111665	183	145	1	1	NUM
afs-111665	183	146	0.1	0.1	NUM
afs-111665	183	147	%	%	NOUN
afs-111665	183	148	1	1	NUM
afs-111665	183	149	0.1	0.1	NUM
afs-111665	183	150	%	%	NOUN
afs-111665	183	151	1	1	NUM
afs-111665	183	152	0.4	0.4	NUM
afs-111665	183	153	%	%	NOUN
afs-111665	183	154	5	5	NUM
afs-111665	183	155	0.9	0.9	NUM
afs-111665	183	156	%	%	NOUN
afs-111665	183	157	12	12	NUM
afs-111665	183	158	97.6	97.6	NUM
afs-111665	183	159	%	%	NOUN
afs-111665	183	160	1236	1236	NUM
afs-111665	183	161	/1267	/1267	PUNCT
afs-111665	183	162	0.4	0.4	NUM
afs-111665	183	163	%	%	NOUN
afs-111665	183	164	5	5	NUM
afs-111665	183	165	0.3	0.3	NUM
afs-111665	183	166	%	%	NOUN
afs-111665	183	167	4	4	NUM
afs-111665	183	168	0.2	0.2	NUM
afs-111665	183	169	%	%	NOUN
afs-111665	183	170	3	3	NUM
afs-111665	183	171	0.1	0.1	NUM
afs-111665	183	172	%	%	NOUN
afs-111665	183	173	1	1	NUM
afs-111665	183	174	2.0	2.0	NUM
afs-111665	183	175	%	%	NOUN
afs-111665	183	176	25	25	NUM
afs-111665	183	177	4.6	4.6	NUM
afs-111665	183	178	%	%	NOUN
afs-111665	183	179	58	58	NUM
afs-111665	183	180	57.3	57.3	NUM
afs-111665	183	181	%	%	NOUN
afs-111665	183	182	724	724	NUM
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afs-111665	183	187	16.1	16.1	NUM
afs-111665	183	188	%	%	NOUN
afs-111665	183	189	203	203	NUM
afs-111665	183	190	4.4	4.4	NUM
afs-111665	183	191	%	%	NOUN
afs-111665	183	192	55	55	NUM
afs-111665	183	193	3.6	3.6	NUM
afs-111665	183	194	%	%	NOUN
afs-111665	183	195	45	45	NUM
afs-111665	183	196	7.8	7.8	NUM
afs-111665	183	197	%	%	NOUN
afs-111665	183	198	99	99	NUM
afs-111665	183	199	0.1	0.1	NUM
afs-111665	183	200	%	%	NOUN
afs-111665	183	201	1	1	NUM
afs-111665	183	202	0.8	0.8	NUM
afs-111665	183	203	%	%	NOUN
afs-111665	183	204	10	10	NUM
afs-111665	183	205	3.1	3.1	NUM
afs-111665	183	206	%	%	NOUN
afs-111665	183	207	40	40	NUM
afs-111665	183	208	74.7	74.7	NUM
afs-111665	183	209	%	%	NOUN
afs-111665	183	210	963	963	NUM
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afs-111665	183	212	2.6	2.6	NUM
afs-111665	183	213	%	%	NOUN
afs-111665	183	214	34	34	NUM
afs-111665	183	215	2.9	2.9	NUM
afs-111665	183	216	%	%	NOUN
afs-111665	183	217	37	37	NUM
afs-111665	183	218	7.9	7.9	NUM
afs-111665	183	219	%	%	NOUN
afs-111665	183	220	102	102	NUM
afs-111665	183	221	1.2	1.2	NUM
afs-111665	183	222	%	%	NOUN
afs-111665	183	223	15	15	NUM
afs-111665	183	224	2.9	2.9	NUM
afs-111665	183	225	%	%	NOUN
afs-111665	183	226	37	37	NUM
afs-111665	183	227	4.3	4.3	NUM
afs-111665	183	228	%	%	NOUN
afs-111665	183	229	56	56	NUM
afs-111665	183	230	0.1	0.1	NUM
afs-111665	183	231	%	%	NOUN
afs-111665	183	232	1	1	NUM
afs-111665	183	233	0.4	0.4	NUM
afs-111665	183	234	%	%	NOUN
afs-111665	183	235	5	5	NUM
afs-111665	183	236	90.5	90.5	NUM
afs-111665	183	237	%	%	NOUN
afs-111665	183	238	1133	1133	NUM
afs-111665	183	239	/1252	/1252	PUNCT
afs-111665	183	240	0.5	0.5	NUM
afs-111665	183	241	%	%	NOUN
afs-111665	183	242	6	6	NUM
afs-111665	183	243	0.2	0.2	NUM
afs-111665	183	244	%	%	NOUN
afs-111665	183	245	3	3	NUM
afs-111665	183	246	0.2	0.2	NUM
afs-111665	183	247	%	%	NOUN
afs-111665	183	248	2	2	NUM
afs-111665	183	249	4.1	4.1	NUM
afs-111665	183	250	%	%	NOUN
afs-111665	183	251	51	51	NUM
afs-111665	183	252	1.2	1.2	NUM
afs-111665	183	253	%	%	NOUN
afs-111665	183	254	15	15	NUM
afs-111665	183	255	0.2	0.2	NUM
afs-111665	183	256	%	%	NOUN
afs-111665	183	257	3	3	NUM
afs-111665	183	258	1.2	1.2	NUM
afs-111665	183	259	%	%	NOUN
afs-111665	183	260	15	15	NUM
afs-111665	183	261	0.1	0.1	NUM
afs-111665	183	262	%	%	NOUN
afs-111665	183	263	1	1	NUM
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afs-111665	183	265	%	%	NOUN
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afs-111665	183	268	1	1	NUM
afs-111665	183	269	2	2	NUM
afs-111665	183	270	3	3	NUM
afs-111665	183	271	4	4	NUM
afs-111665	183	272	5	5	NUM
afs-111665	183	273	6	6	NUM
afs-111665	183	274	7	7	NUM
afs-111665	183	275	8	8	NUM
afs-111665	183	276	9	9	NUM
afs-111665	183	277	0	0	NUM
afs-111665	183	278	1	1	NUM
afs-111665	183	279	2	2	NUM
afs-111665	183	280	3	3	NUM
afs-111665	183	281	4	4	NUM
afs-111665	183	282	5	5	NUM
afs-111665	183	283	6	6	NUM
afs-111665	183	284	7	7	NUM
afs-111665	183	285	8	8	NUM
afs-111665	183	286	9	9	NUM
afs-111665	183	287	predicted	predict	VERB
afs-111665	183	288	ac	ac	PROPN
afs-111665	183	289	tu	tu	PROPN
afs-111665	183	290	al	al	PROPN
afs-111665	183	291	a	a	PROPN
afs-111665	183	292	)	)	PUNCT
afs-111665	183	293	b	b	NOUN
afs-111665	183	294	)	)	PUNCT
afs-111665	183	295	agricultural	agricultural	ADJ
afs-111665	183	296	and	and	CCONJ
afs-111665	183	297	food	food	NOUN
afs-111665	183	298	science	science	NOUN
afs-111665	183	299	(	(	PUNCT
afs-111665	183	300	2022	2022	NUM
afs-111665	183	301	)	)	PUNCT
afs-111665	183	302	31	31	NUM
afs-111665	183	303	:	:	PUNCT
afs-111665	183	304	89–103	89–103	NUM
afs-111665	183	305	99	99	NUM
afs-111665	183	306	cnn	cnn	PROPN
afs-111665	183	307	’s	’s	PART
afs-111665	183	308	heatmap	heatmap	NOUN
afs-111665	183	309	activation	activation	NOUN
afs-111665	183	310	a	a	DET
afs-111665	183	311	wide	wide	ADJ
afs-111665	183	312	array	array	NOUN
afs-111665	183	313	of	of	ADP
afs-111665	183	314	techniques	technique	NOUN
afs-111665	183	315	exists	exist	VERB
afs-111665	183	316	for	for	ADP
afs-111665	183	317	visualizing	visualize	VERB
afs-111665	183	318	and	and	CCONJ
afs-111665	183	319	interpreting	interpret	VERB
afs-111665	183	320	cnns	cnn	NOUN
afs-111665	183	321	(	(	PUNCT
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afs-111665	183	323	2017	2017	NUM
afs-111665	183	324	)	)	PUNCT
afs-111665	183	325	.	.	PUNCT
afs-111665	184	1	as	as	SCONJ
afs-111665	184	2	pointed	point	VERB
afs-111665	184	3	out	out	ADP
afs-111665	184	4	by	by	ADP
afs-111665	184	5	(	(	PUNCT
afs-111665	184	6	selvaraju	selvaraju	X
afs-111665	184	7	et	et	PROPN
afs-111665	184	8	al	al	PROPN
afs-111665	184	9	.	.	PROPN
afs-111665	184	10	2019	2019	NUM
afs-111665	184	11	)	)	PUNCT
afs-111665	184	12	these	these	DET
afs-111665	184	13	visualizations	visualization	NOUN
afs-111665	184	14	are	be	AUX
afs-111665	184	15	important	important	ADJ
afs-111665	184	16	because	because	SCONJ
afs-111665	184	17	“	"	PUNCT
afs-111665	184	18	in	in	ADP
afs-111665	184	19	order	order	NOUN
afs-111665	184	20	to	to	PART
afs-111665	184	21	build	build	VERB
afs-111665	184	22	trust	trust	NOUN
afs-111665	184	23	in	in	ADP
afs-111665	184	24	intelligent	intelligent	ADJ
afs-111665	184	25	systems	system	NOUN
afs-111665	184	26	and	and	CCONJ
afs-111665	184	27	move	move	VERB
afs-111665	184	28	towards	towards	ADP
afs-111665	184	29	their	their	PRON
afs-111665	184	30	meaningful	meaningful	ADJ
afs-111665	184	31	integration	integration	NOUN
afs-111665	184	32	into	into	ADP
afs-111665	184	33	our	our	PRON
afs-111665	184	34	everyday	everyday	ADJ
afs-111665	184	35	lives	life	NOUN
afs-111665	184	36	,	,	PUNCT
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afs-111665	184	38	is	be	AUX
afs-111665	184	39	clear	clear	ADJ
afs-111665	184	40	that	that	SCONJ
afs-111665	184	41	we	we	PRON
afs-111665	184	42	must	must	AUX
afs-111665	184	43	build	build	VERB
afs-111665	184	44	‘	'	PUNCT
afs-111665	184	45	transparent	transparent	ADJ
afs-111665	184	46	’	'	PUNCT
afs-111665	184	47	models	model	NOUN
afs-111665	184	48	that	that	PRON
afs-111665	184	49	have	have	VERB
afs-111665	184	50	the	the	DET
afs-111665	184	51	ability	ability	NOUN
afs-111665	184	52	to	to	PART
afs-111665	184	53	explain	explain	VERB
afs-111665	184	54	why	why	SCONJ
afs-111665	184	55	they	they	PRON
afs-111665	184	56	predict	predict	VERB
afs-111665	184	57	what	what	PRON
afs-111665	184	58	they	they	PRON
afs-111665	184	59	predict	predict	VERB
afs-111665	184	60	”	"	PUNCT
afs-111665	184	61	.	.	PUNCT
afs-111665	185	1	fig	fig	NOUN
afs-111665	185	2	.	.	PUNCT
afs-111665	186	1	10	10	NUM
afs-111665	186	2	.	.	PUNCT
afs-111665	186	3	images	image	NOUN
afs-111665	186	4	(	(	PUNCT
afs-111665	186	5	a	a	X
afs-111665	186	6	)	)	PUNCT
afs-111665	186	7	and	and	CCONJ
afs-111665	186	8	(	(	PUNCT
afs-111665	186	9	b	b	NOUN
afs-111665	186	10	)	)	PUNCT
afs-111665	186	11	are	be	AUX
afs-111665	186	12	from	from	ADP
afs-111665	186	13	video	video	NOUN
afs-111665	186	14	1569153540.mp4	1569153540.mp4	NUM
afs-111665	186	15	frame	frame	NOUN
afs-111665	186	16	6229	6229	NUM
afs-111665	186	17	,	,	PUNCT
afs-111665	186	18	classes	class	VERB
afs-111665	186	19	curiosity	curiosity	NOUN
afs-111665	186	20	and	and	CCONJ
afs-111665	186	21	drink	drink	NOUN
afs-111665	186	22	,	,	PUNCT
afs-111665	186	23	respectively	respectively	ADV
afs-111665	186	24	.	.	PUNCT
afs-111665	187	1	image	image	NOUN
afs-111665	187	2	(	(	PUNCT
afs-111665	187	3	c	c	NOUN
afs-111665	187	4	)	)	PUNCT
afs-111665	187	5	is	be	AUX
afs-111665	187	6	from	from	ADP
afs-111665	187	7	video	video	NOUN
afs-111665	187	8	1569146340	1569146340	NUM
afs-111665	187	9	frame	frame	NOUN
afs-111665	187	10	489	489	NUM
afs-111665	187	11	,	,	PUNCT
afs-111665	187	12	class	class	NOUN
afs-111665	187	13	interaction	interaction	NOUN
afs-111665	187	14	lateral	lateral	NOUN
afs-111665	187	15	.	.	PUNCT
afs-111665	188	1	note	note	VERB
afs-111665	188	2	that	that	SCONJ
afs-111665	188	3	the	the	DET
afs-111665	188	4	alignment	alignment	NOUN
afs-111665	188	5	between	between	ADP
afs-111665	188	6	the	the	DET
afs-111665	188	7	heatmap	heatmap	NOUN
afs-111665	188	8	and	and	CCONJ
afs-111665	188	9	image	image	NOUN
afs-111665	188	10	is	be	AUX
afs-111665	188	11	not	not	PART
afs-111665	188	12	perfect	perfect	ADJ
afs-111665	188	13	.	.	PUNCT
afs-111665	189	1	200	200	NUM
afs-111665	189	2	150	150	NUM
afs-111665	189	3	100	100	NUM
afs-111665	189	4	50	50	NUM
afs-111665	189	5	200	200	NUM
afs-111665	189	6	150	150	NUM
afs-111665	189	7	100	100	NUM
afs-111665	189	8	50	50	NUM
afs-111665	189	9	200	200	NUM
afs-111665	189	10	150	150	NUM
afs-111665	189	11	100	100	NUM
afs-111665	189	12	50	50	NUM
afs-111665	189	13	200	200	NUM
afs-111665	189	14	150	150	NUM
afs-111665	189	15	100	100	NUM
afs-111665	189	16	50	50	NUM
afs-111665	189	17	200	200	NUM
afs-111665	189	18	150	150	NUM
afs-111665	189	19	100	100	NUM
afs-111665	189	20	50	50	NUM
afs-111665	189	21	---20015010050	---20015010050	NOUN
afs-111665	189	22	200	200	NUM
afs-111665	189	23	150	150	NUM
afs-111665	189	24	100	100	NUM
afs-111665	189	25	50	50	NUM
afs-111665	189	26	a	a	DET
afs-111665	189	27	)	)	PUNCT
afs-111665	189	28	b	b	NOUN
afs-111665	189	29	)	)	PUNCT
afs-111665	189	30	c	c	NOUN
afs-111665	189	31	)	)	PUNCT
afs-111665	189	32	a	a	X
afs-111665	189	33	)	)	PUNCT
afs-111665	189	34	c	c	NOUN
afs-111665	189	35	)	)	PUNCT
afs-111665	189	36	b	b	NOUN
afs-111665	189	37	)	)	PUNCT
afs-111665	189	38	fig	fig	NOUN
afs-111665	189	39	.	.	PUNCT
afs-111665	190	1	9	9	NUM
afs-111665	190	2	.	.	X
afs-111665	190	3	accuracy	accuracy	NOUN
afs-111665	190	4	of	of	ADP
afs-111665	190	5	the	the	DET
afs-111665	190	6	training	training	NOUN
afs-111665	190	7	and	and	CCONJ
afs-111665	190	8	validation	validation	NOUN
afs-111665	190	9	(	(	PUNCT
afs-111665	190	10	a	a	NOUN
afs-111665	190	11	)	)	PUNCT
afs-111665	190	12	during	during	ADP
afs-111665	190	13	the	the	DET
afs-111665	190	14	last	last	ADJ
afs-111665	190	15	eight	eight	NUM
afs-111665	190	16	epochs	epoch	NOUN
afs-111665	190	17	of	of	ADP
afs-111665	190	18	training	training	NOUN
afs-111665	190	19	out	out	ADP
afs-111665	190	20	of	of	ADP
afs-111665	190	21	a	a	DET
afs-111665	190	22	total	total	NOUN
afs-111665	190	23	of	of	ADP
afs-111665	190	24	25	25	NUM
afs-111665	190	25	epochs	epoch	NOUN
afs-111665	190	26	in	in	ADP
afs-111665	190	27	the	the	DET
afs-111665	190	28	unbalanced	unbalanced	ADJ
afs-111665	190	29	experiment	experiment	NOUN
afs-111665	190	30	and	and	CCONJ
afs-111665	190	31	(	(	PUNCT
afs-111665	190	32	b	b	X
afs-111665	190	33	)	)	PUNCT
afs-111665	190	34	all	all	PRON
afs-111665	190	35	30	30	NUM
afs-111665	190	36	epochs	epoch	NOUN
afs-111665	190	37	in	in	ADP
afs-111665	190	38	the	the	DET
afs-111665	190	39	balanced	balanced	ADJ
afs-111665	190	40	experiment	experiment	NOUN
afs-111665	190	41	1	1	NUM
afs-111665	190	42	2	2	NUM
afs-111665	190	43	3	3	NUM
afs-111665	190	44	4	4	NUM
afs-111665	190	45	5	5	NUM
afs-111665	190	46	6	6	NUM
afs-111665	190	47	7	7	NUM
afs-111665	190	48	8	8	NUM
afs-111665	190	49	0	0	NUM
afs-111665	190	50	5	5	NUM
afs-111665	190	51	10	10	NUM
afs-111665	190	52	15	15	NUM
afs-111665	190	53	20	20	NUM
afs-111665	190	54	25	25	NUM
afs-111665	190	55	30	30	NUM
afs-111665	190	56	0.70	0.70	NUM
afs-111665	190	57	0.75	0.75	NUM
afs-111665	190	58	0.80	0.80	NUM
afs-111665	190	59	0.85	0.85	NUM
afs-111665	190	60	0.90	0.90	NUM
afs-111665	190	61	0.4	0.4	NUM
afs-111665	190	62	0.5	0.5	NUM
afs-111665	190	63	0.6	0.6	NUM
afs-111665	190	64	0.7	0.7	NUM
afs-111665	190	65	0.8	0.8	NUM
afs-111665	190	66	0.9	0.9	NUM
afs-111665	190	67	training	training	NOUN
afs-111665	190	68	accuracy	accuracy	NOUN
afs-111665	190	69	valida	valida	PROPN
afs-111665	190	70	�	�	PROPN
afs-111665	190	71	on	on	ADP
afs-111665	190	72	accuracy	accuracy	NOUN
afs-111665	190	73	training	training	NOUN
afs-111665	190	74	accuracy	accuracy	NOUN
afs-111665	190	75	valida	valida	PROPN
afs-111665	190	76	�	�	PROPN
afs-111665	190	77	on	on	ADP
afs-111665	190	78	accuracy	accuracy	NOUN
afs-111665	190	79	o.	o.	PROPN
afs-111665	190	80	koskela	koskela	PROPN
afs-111665	190	81	et	et	PROPN
afs-111665	190	82	al	al	PROPN
afs-111665	190	83	.	.	PROPN
afs-111665	190	84	100	100	NUM
afs-111665	190	85	in	in	ADP
afs-111665	190	86	this	this	DET
afs-111665	190	87	study	study	NOUN
afs-111665	190	88	,	,	PUNCT
afs-111665	190	89	we	we	PRON
afs-111665	190	90	present	present	VERB
afs-111665	190	91	heatmaps	heatmap	NOUN
afs-111665	190	92	of	of	ADP
afs-111665	190	93	class	class	NOUN
afs-111665	190	94	activation	activation	NOUN
afs-111665	190	95	based	base	VERB
afs-111665	190	96	on	on	ADP
afs-111665	190	97	the	the	DET
afs-111665	190	98	grad	grad	NOUN
afs-111665	190	99	-	-	PUNCT
afs-111665	190	100	cam	cam	NOUN
afs-111665	190	101	technique	technique	NOUN
afs-111665	190	102	(	(	PUNCT
afs-111665	190	103	selvaraju	selvaraju	X
afs-111665	190	104	et	et	PROPN
afs-111665	190	105	al	al	PROPN
afs-111665	190	106	.	.	PROPN
afs-111665	190	107	2019	2019	NUM
afs-111665	190	108	)	)	PUNCT
afs-111665	190	109	,	,	PUNCT
afs-111665	190	110	which	which	PRON
afs-111665	190	111	shows	show	VERB
afs-111665	190	112	what	what	PRON
afs-111665	190	113	parts	part	NOUN
afs-111665	190	114	of	of	ADP
afs-111665	190	115	the	the	DET
afs-111665	190	116	image	image	NOUN
afs-111665	190	117	are	be	AUX
afs-111665	190	118	important	important	ADJ
afs-111665	190	119	to	to	ADP
afs-111665	190	120	a	a	DET
afs-111665	190	121	given	give	VERB
afs-111665	190	122	class	class	NOUN
afs-111665	190	123	.	.	PUNCT
afs-111665	191	1	to	to	PART
afs-111665	191	2	generate	generate	VERB
afs-111665	191	3	meaningful	meaningful	ADJ
afs-111665	191	4	visualizations	visualization	NOUN
afs-111665	191	5	,	,	PUNCT
afs-111665	191	6	we	we	PRON
afs-111665	191	7	applied	apply	VERB
afs-111665	191	8	the	the	DET
afs-111665	191	9	grad	grad	NOUN
afs-111665	191	10	-	-	PUNCT
afs-111665	191	11	cam	cam	NOUN
afs-111665	191	12	technique	technique	NOUN
afs-111665	191	13	to	to	ADP
afs-111665	191	14	videos	video	NOUN
afs-111665	191	15	different	different	ADJ
afs-111665	191	16	than	than	ADP
afs-111665	191	17	the	the	DET
afs-111665	191	18	ones	one	NOUN
afs-111665	191	19	the	the	DET
afs-111665	191	20	network	network	NOUN
afs-111665	191	21	was	be	AUX
afs-111665	191	22	trained	train	VERB
afs-111665	191	23	with	with	ADP
afs-111665	191	24	,	,	PUNCT
afs-111665	191	25	and	and	CCONJ
afs-111665	191	26	the	the	DET
afs-111665	191	27	penultimate	penultimate	NOUN
afs-111665	191	28	convolutional	convolutional	ADJ
afs-111665	191	29	layer	layer	NOUN
afs-111665	191	30	(	(	PUNCT
afs-111665	191	31	conv2d_6	conv2d_6	X
afs-111665	191	32	)	)	PUNCT
afs-111665	191	33	was	be	AUX
afs-111665	191	34	used	use	VERB
afs-111665	191	35	to	to	PART
afs-111665	191	36	generate	generate	VERB
afs-111665	191	37	the	the	DET
afs-111665	191	38	visualizations	visualization	NOUN
afs-111665	191	39	.	.	PUNCT
afs-111665	192	1	we	we	PRON
afs-111665	192	2	used	use	VERB
afs-111665	192	3	the	the	DET
afs-111665	192	4	keras	keras	PROPN
afs-111665	192	5	-	-	PUNCT
afs-111665	192	6	vis	vis	X
afs-111665	192	7	tool	tool	PROPN
afs-111665	192	8	kit	kit	PROPN
afs-111665	192	9	,	,	PUNCT
afs-111665	192	10	and	and	CCONJ
afs-111665	192	11	as	as	SCONJ
afs-111665	192	12	recommended	recommend	VERB
afs-111665	192	13	in	in	ADP
afs-111665	192	14	its	its	PRON
afs-111665	192	15	documentation	documentation	NOUN
afs-111665	192	16	,	,	PUNCT
afs-111665	192	17	we	we	PRON
afs-111665	192	18	changed	change	VERB
afs-111665	192	19	the	the	DET
afs-111665	192	20	last	last	ADJ
afs-111665	192	21	layer	layer	NOUN
afs-111665	192	22	’s	’s	PART
afs-111665	192	23	activation	activation	NOUN
afs-111665	192	24	function	function	NOUN
afs-111665	192	25	from	from	ADP
afs-111665	192	26	softmax	softmax	NOUN
afs-111665	192	27	to	to	ADP
afs-111665	192	28	linear	linear	PROPN
afs-111665	192	29	.	.	PUNCT
afs-111665	193	1	three	three	NUM
afs-111665	193	2	selected	select	VERB
afs-111665	193	3	results	result	NOUN
afs-111665	193	4	obtained	obtain	VERB
afs-111665	193	5	from	from	ADP
afs-111665	193	6	the	the	DET
afs-111665	193	7	unbalanced	unbalanced	ADJ
afs-111665	193	8	experiment	experiment	NOUN
afs-111665	193	9	are	be	AUX
afs-111665	193	10	shown	show	VERB
afs-111665	193	11	in	in	ADP
afs-111665	193	12	figure	figure	NOUN
afs-111665	193	13	10	10	NUM
afs-111665	193	14	where	where	SCONJ
afs-111665	193	15	it	it	PRON
afs-111665	193	16	is	be	AUX
afs-111665	193	17	possible	possible	ADJ
afs-111665	193	18	to	to	PART
afs-111665	193	19	see	see	VERB
afs-111665	193	20	that	that	SCONJ
afs-111665	193	21	the	the	DET
afs-111665	193	22	network	network	NOUN
afs-111665	193	23	correctly	correctly	ADV
afs-111665	193	24	identifies	identify	VERB
afs-111665	193	25	the	the	DET
afs-111665	193	26	position	position	NOUN
afs-111665	193	27	of	of	ADP
afs-111665	193	28	the	the	DET
afs-111665	193	29	objects	object	NOUN
afs-111665	193	30	of	of	ADP
afs-111665	193	31	interest	interest	NOUN
afs-111665	193	32	for	for	ADP
afs-111665	193	33	the	the	DET
afs-111665	193	34	given	give	VERB
afs-111665	193	35	class	class	NOUN
afs-111665	193	36	:	:	PUNCT
afs-111665	193	37	the	the	DET
afs-111665	193	38	curious	curious	ADJ
afs-111665	193	39	exploration	exploration	NOUN
afs-111665	193	40	happening	happen	VERB
afs-111665	193	41	in	in	ADP
afs-111665	193	42	the	the	DET
afs-111665	193	43	top	top	ADJ
afs-111665	193	44	left	left	ADJ
afs-111665	193	45	corner	corner	NOUN
afs-111665	193	46	(	(	PUNCT
afs-111665	193	47	fig	fig	NOUN
afs-111665	193	48	.	.	PUNCT
afs-111665	193	49	10a	10a	NOUN
afs-111665	193	50	)	)	PUNCT
afs-111665	193	51	,	,	PUNCT
afs-111665	193	52	the	the	DET
afs-111665	193	53	cow	cow	NOUN
afs-111665	193	54	drinking	drink	VERB
afs-111665	193	55	water	water	NOUN
afs-111665	193	56	in	in	ADP
afs-111665	193	57	the	the	DET
afs-111665	193	58	top	top	ADJ
afs-111665	193	59	right	right	ADJ
afs-111665	193	60	corner	corner	NOUN
afs-111665	193	61	(	(	PUNCT
afs-111665	193	62	fig	fig	NOUN
afs-111665	193	63	.	.	PUNCT
afs-111665	193	64	10b	10b	NOUN
afs-111665	193	65	)	)	PUNCT
afs-111665	193	66	,	,	PUNCT
afs-111665	193	67	and	and	CCONJ
afs-111665	193	68	two	two	NUM
afs-111665	193	69	cows	cow	NOUN
afs-111665	193	70	interacting	interact	VERB
afs-111665	193	71	in	in	ADP
afs-111665	193	72	the	the	DET
afs-111665	193	73	center	center	NOUN
afs-111665	193	74	of	of	ADP
afs-111665	193	75	the	the	DET
afs-111665	193	76	image	image	NOUN
afs-111665	193	77	(	(	PUNCT
afs-111665	193	78	fig	fig	NOUN
afs-111665	193	79	.	.	PUNCT
afs-111665	193	80	10c	10c	NOUN
afs-111665	193	81	)	)	PUNCT
afs-111665	193	82	.	.	PUNCT
afs-111665	194	1	however	however	ADV
afs-111665	194	2	,	,	PUNCT
afs-111665	194	3	it	it	PRON
afs-111665	194	4	also	also	ADV
afs-111665	194	5	has	have	VERB
afs-111665	194	6	strong	strong	ADJ
afs-111665	194	7	activation	activation	NOUN
afs-111665	194	8	in	in	ADP
afs-111665	194	9	other	other	ADJ
afs-111665	194	10	regions	region	NOUN
afs-111665	194	11	,	,	PUNCT
afs-111665	194	12	for	for	ADP
afs-111665	194	13	instance	instance	NOUN
afs-111665	194	14	the	the	DET
afs-111665	194	15	false	false	ADJ
afs-111665	194	16	recognition	recognition	NOUN
afs-111665	194	17	near	near	ADP
afs-111665	194	18	the	the	DET
afs-111665	194	19	cow	cow	NOUN
afs-111665	194	20	that	that	PRON
afs-111665	194	21	is	be	AUX
afs-111665	194	22	not	not	PART
afs-111665	194	23	drinking	drink	VERB
afs-111665	194	24	water	water	NOUN
afs-111665	194	25	in	in	ADP
afs-111665	194	26	figure	figure	NOUN
afs-111665	194	27	10b	10b	NOUN
afs-111665	194	28	.	.	PUNCT
afs-111665	195	1	discussion	discussion	NOUN
afs-111665	195	2	in	in	ADP
afs-111665	195	3	this	this	DET
afs-111665	195	4	study	study	NOUN
afs-111665	195	5	,	,	PUNCT
afs-111665	195	6	we	we	PRON
afs-111665	195	7	have	have	AUX
afs-111665	195	8	presented	present	VERB
afs-111665	195	9	an	an	DET
afs-111665	195	10	approach	approach	NOUN
afs-111665	195	11	aiming	aim	VERB
afs-111665	195	12	to	to	PART
afs-111665	195	13	enable	enable	VERB
afs-111665	195	14	long	long	ADJ
afs-111665	195	15	-	-	PUNCT
afs-111665	195	16	term	term	NOUN
afs-111665	195	17	analysis	analysis	NOUN
afs-111665	195	18	of	of	ADP
afs-111665	195	19	the	the	DET
afs-111665	195	20	behavior	behavior	NOUN
afs-111665	195	21	of	of	ADP
afs-111665	195	22	cows	cow	NOUN
afs-111665	195	23	in	in	ADP
afs-111665	195	24	real	real	ADJ
afs-111665	195	25	time	time	NOUN
afs-111665	195	26	in	in	ADP
afs-111665	195	27	their	their	PRON
afs-111665	195	28	living	living	NOUN
afs-111665	195	29	environment	environment	NOUN
afs-111665	195	30	.	.	PUNCT
afs-111665	196	1	we	we	PRON
afs-111665	196	2	deployed	deploy	VERB
afs-111665	196	3	a	a	DET
afs-111665	196	4	commercially	commercially	ADV
afs-111665	196	5	available	available	ADJ
afs-111665	196	6	security	security	NOUN
afs-111665	196	7	camera	camera	NOUN
afs-111665	196	8	that	that	PRON
afs-111665	196	9	was	be	AUX
afs-111665	196	10	ip	ip	ADV
afs-111665	196	11	-	-	PUNCT
afs-111665	196	12	classified	classified	ADJ
afs-111665	196	13	and	and	CCONJ
afs-111665	196	14	suitable	suitable	ADJ
afs-111665	196	15	for	for	ADP
afs-111665	196	16	the	the	DET
afs-111665	196	17	harsh	harsh	ADJ
afs-111665	196	18	environment	environment	NOUN
afs-111665	196	19	of	of	ADP
afs-111665	196	20	the	the	DET
afs-111665	196	21	barn	barn	NOUN
afs-111665	196	22	.	.	PUNCT
afs-111665	197	1	also	also	ADV
afs-111665	197	2	,	,	PUNCT
afs-111665	197	3	data	datum	NOUN
afs-111665	197	4	transferring	transferring	NOUN
afs-111665	197	5	was	be	AUX
afs-111665	197	6	implemented	implement	VERB
afs-111665	197	7	with	with	ADP
afs-111665	197	8	readily	readily	ADV
afs-111665	197	9	available	available	ADJ
afs-111665	197	10	cloud	cloud	NOUN
afs-111665	197	11	services	service	NOUN
afs-111665	197	12	.	.	PUNCT
afs-111665	198	1	our	our	PRON
afs-111665	198	2	results	result	NOUN
afs-111665	198	3	demonstrate	demonstrate	VERB
afs-111665	198	4	the	the	DET
afs-111665	198	5	potential	potential	NOUN
afs-111665	198	6	of	of	ADP
afs-111665	198	7	deep	deep	ADJ
afs-111665	198	8	learning	learning	NOUN
afs-111665	198	9	in	in	ADP
afs-111665	198	10	classifying	classify	VERB
afs-111665	198	11	the	the	DET
afs-111665	198	12	actions	action	NOUN
afs-111665	198	13	of	of	ADP
afs-111665	198	14	cows	cow	NOUN
afs-111665	198	15	.	.	PUNCT
afs-111665	199	1	however	however	ADV
afs-111665	199	2	,	,	PUNCT
afs-111665	199	3	during	during	ADP
afs-111665	199	4	the	the	DET
afs-111665	199	5	project	project	NOUN
afs-111665	199	6	we	we	PRON
afs-111665	199	7	also	also	ADV
afs-111665	199	8	identified	identify	VERB
afs-111665	199	9	many	many	ADJ
afs-111665	199	10	pitfalls	pitfall	NOUN
afs-111665	199	11	of	of	ADP
afs-111665	199	12	this	this	DET
afs-111665	199	13	robust	robust	ADJ
afs-111665	199	14	,	,	PUNCT
afs-111665	199	15	but	but	CCONJ
afs-111665	199	16	rather	rather	ADV
afs-111665	199	17	simplistic	simplistic	ADJ
afs-111665	199	18	,	,	PUNCT
afs-111665	199	19	approach	approach	NOUN
afs-111665	199	20	.	.	PUNCT
afs-111665	200	1	no	no	DET
afs-111665	200	2	prior	prior	ADJ
afs-111665	200	3	works	work	NOUN
afs-111665	200	4	using	use	VERB
afs-111665	200	5	such	such	DET
afs-111665	200	6	a	a	DET
afs-111665	200	7	wide	wide	ADJ
afs-111665	200	8	number	number	NOUN
afs-111665	200	9	of	of	ADP
afs-111665	200	10	scenes	scene	NOUN
afs-111665	200	11	existed	exist	VERB
afs-111665	200	12	,	,	PUNCT
afs-111665	200	13	and	and	CCONJ
afs-111665	200	14	hence	hence	ADV
afs-111665	200	15	,	,	PUNCT
afs-111665	200	16	we	we	PRON
afs-111665	200	17	chose	choose	VERB
afs-111665	200	18	to	to	PART
afs-111665	200	19	use	use	VERB
afs-111665	200	20	supervised	supervised	ADJ
afs-111665	200	21	learning	learn	VERB
afs-111665	200	22	to	to	PART
afs-111665	200	23	have	have	VERB
afs-111665	200	24	better	well	ADJ
afs-111665	200	25	a	a	DET
afs-111665	200	26	understanding	understanding	NOUN
afs-111665	200	27	of	of	ADP
afs-111665	200	28	the	the	DET
afs-111665	200	29	results	result	NOUN
afs-111665	200	30	.	.	PUNCT
afs-111665	201	1	in	in	ADP
afs-111665	201	2	our	our	PRON
afs-111665	201	3	experimental	experimental	ADJ
afs-111665	201	4	setup	setup	NOUN
afs-111665	201	5	,	,	PUNCT
afs-111665	201	6	we	we	PRON
afs-111665	201	7	decided	decide	VERB
afs-111665	201	8	to	to	PART
afs-111665	201	9	limit	limit	VERB
afs-111665	201	10	our	our	PRON
afs-111665	201	11	study	study	NOUN
afs-111665	201	12	to	to	ADP
afs-111665	201	13	only	only	ADV
afs-111665	201	14	a	a	DET
afs-111665	201	15	small	small	ADJ
afs-111665	201	16	portion	portion	NOUN
afs-111665	201	17	of	of	ADP
afs-111665	201	18	the	the	DET
afs-111665	201	19	barn	barn	NOUN
afs-111665	201	20	usually	usually	ADV
afs-111665	201	21	having	have	VERB
afs-111665	201	22	50	50	NUM
afs-111665	201	23	to	to	PART
afs-111665	201	24	60	60	NUM
afs-111665	201	25	cows	cow	NOUN
afs-111665	201	26	engaged	engage	VERB
afs-111665	201	27	in	in	ADP
afs-111665	201	28	milking	milking	NOUN
afs-111665	201	29	.	.	PUNCT
afs-111665	202	1	this	this	PRON
afs-111665	202	2	is	be	AUX
afs-111665	202	3	the	the	DET
afs-111665	202	4	only	only	ADJ
afs-111665	202	5	section	section	NOUN
afs-111665	202	6	of	of	ADP
afs-111665	202	7	the	the	DET
afs-111665	202	8	barn	barn	NOUN
afs-111665	202	9	where	where	SCONJ
afs-111665	202	10	ams	ams	NOUN
afs-111665	202	11	-	-	PUNCT
afs-111665	202	12	related	relate	VERB
afs-111665	202	13	events	event	NOUN
afs-111665	202	14	could	could	AUX
afs-111665	202	15	occur	occur	VERB
afs-111665	202	16	,	,	PUNCT
afs-111665	202	17	which	which	PRON
afs-111665	202	18	was	be	AUX
afs-111665	202	19	the	the	DET
afs-111665	202	20	motivation	motivation	NOUN
afs-111665	202	21	behind	behind	ADP
afs-111665	202	22	the	the	DET
afs-111665	202	23	collection	collection	NOUN
afs-111665	202	24	of	of	ADP
afs-111665	202	25	the	the	DET
afs-111665	202	26	data	datum	NOUN
afs-111665	202	27	set	set	VERB
afs-111665	202	28	.	.	PUNCT
afs-111665	203	1	the	the	DET
afs-111665	203	2	labeling	labeling	NOUN
afs-111665	203	3	process	process	NOUN
afs-111665	203	4	was	be	AUX
afs-111665	203	5	found	find	VERB
afs-111665	203	6	efficient	efficient	ADJ
afs-111665	203	7	because	because	SCONJ
afs-111665	203	8	of	of	ADP
afs-111665	203	9	the	the	DET
afs-111665	203	10	developed	develop	VERB
afs-111665	203	11	software	software	NOUN
afs-111665	203	12	and	and	CCONJ
afs-111665	203	13	relatively	relatively	ADV
afs-111665	203	14	slow	slow	ADJ
afs-111665	203	15	pace	pace	NOUN
afs-111665	203	16	of	of	ADP
afs-111665	203	17	events	event	NOUN
afs-111665	203	18	,	,	PUNCT
afs-111665	203	19	and	and	CCONJ
afs-111665	203	20	hence	hence	ADV
afs-111665	203	21	,	,	PUNCT
afs-111665	203	22	allows	allow	VERB
afs-111665	203	23	easy	easy	ADJ
afs-111665	203	24	future	future	ADJ
afs-111665	203	25	extensions	extension	NOUN
afs-111665	203	26	and	and	CCONJ
afs-111665	203	27	enhancements	enhancement	NOUN
afs-111665	203	28	to	to	ADP
afs-111665	203	29	the	the	DET
afs-111665	203	30	provided	provide	VERB
afs-111665	203	31	data	datum	NOUN
afs-111665	203	32	.	.	PUNCT
afs-111665	204	1	the	the	DET
afs-111665	204	2	pipeline	pipeline	NOUN
afs-111665	204	3	we	we	PRON
afs-111665	204	4	developed	develop	VERB
afs-111665	204	5	to	to	PART
afs-111665	204	6	record	record	NOUN
afs-111665	204	7	,	,	PUNCT
afs-111665	204	8	store	store	NOUN
afs-111665	204	9	,	,	PUNCT
afs-111665	204	10	retrieve	retrieve	NOUN
afs-111665	204	11	,	,	PUNCT
afs-111665	204	12	convert	convert	NOUN
afs-111665	204	13	,	,	PUNCT
afs-111665	204	14	and	and	CCONJ
afs-111665	204	15	annotate	annotate	VERB
afs-111665	204	16	videos	video	NOUN
afs-111665	204	17	can	can	AUX
afs-111665	204	18	easily	easily	ADV
afs-111665	204	19	be	be	AUX
afs-111665	204	20	adapted	adapt	VERB
afs-111665	204	21	to	to	ADP
afs-111665	204	22	another	another	DET
afs-111665	204	23	context	context	NOUN
afs-111665	204	24	:	:	PUNCT
afs-111665	204	25	another	another	DET
afs-111665	204	26	barn	barn	NOUN
afs-111665	204	27	,	,	PUNCT
afs-111665	204	28	other	other	ADJ
afs-111665	204	29	behaviors	behavior	NOUN
afs-111665	204	30	,	,	PUNCT
afs-111665	204	31	other	other	ADJ
afs-111665	204	32	animals	animal	NOUN
afs-111665	204	33	,	,	PUNCT
afs-111665	204	34	and	and	CCONJ
afs-111665	204	35	so	so	ADV
afs-111665	204	36	forth	forth	ADV
afs-111665	204	37	.	.	PUNCT
afs-111665	205	1	all	all	DET
afs-111665	205	2	the	the	DET
afs-111665	205	3	codes	code	NOUN
afs-111665	205	4	necessary	necessary	ADJ
afs-111665	205	5	to	to	PART
afs-111665	205	6	reproduce	reproduce	VERB
afs-111665	205	7	this	this	DET
afs-111665	205	8	pipeline	pipeline	NOUN
afs-111665	205	9	are	be	AUX
afs-111665	205	10	available	available	ADJ
afs-111665	205	11	in	in	ADP
afs-111665	205	12	the	the	DET
afs-111665	205	13	supplementary	supplementary	ADJ
afs-111665	205	14	material	material	NOUN
afs-111665	205	15	.	.	PUNCT
afs-111665	206	1	regarding	regard	VERB
afs-111665	206	2	the	the	DET
afs-111665	206	3	choice	choice	NOUN
afs-111665	206	4	of	of	ADP
afs-111665	206	5	classes	class	NOUN
afs-111665	206	6	,	,	PUNCT
afs-111665	206	7	only	only	ADV
afs-111665	206	8	a	a	DET
afs-111665	206	9	few	few	ADJ
afs-111665	206	10	scenes	scene	NOUN
afs-111665	206	11	could	could	AUX
afs-111665	206	12	not	not	PART
afs-111665	206	13	be	be	AUX
afs-111665	206	14	assigned	assign	VERB
afs-111665	206	15	to	to	ADP
afs-111665	206	16	any	any	PRON
afs-111665	206	17	of	of	ADP
afs-111665	206	18	these	these	DET
afs-111665	206	19	classes	class	NOUN
afs-111665	206	20	and	and	CCONJ
afs-111665	206	21	mainly	mainly	ADV
afs-111665	206	22	only	only	ADV
afs-111665	206	23	due	due	ADJ
afs-111665	206	24	to	to	ADP
afs-111665	206	25	difficulties	difficulty	NOUN
afs-111665	206	26	in	in	ADP
afs-111665	206	27	human	human	ADJ
afs-111665	206	28	interpretation	interpretation	NOUN
afs-111665	206	29	.	.	PUNCT
afs-111665	207	1	more	more	ADV
afs-111665	207	2	critically	critically	ADV
afs-111665	207	3	,	,	PUNCT
afs-111665	207	4	we	we	PRON
afs-111665	207	5	note	note	VERB
afs-111665	207	6	that	that	SCONJ
afs-111665	207	7	future	future	ADJ
afs-111665	207	8	approaches	approach	NOUN
afs-111665	207	9	should	should	AUX
afs-111665	207	10	not	not	PART
afs-111665	207	11	prioritize	prioritize	VERB
afs-111665	207	12	the	the	DET
afs-111665	207	13	actions	action	NOUN
afs-111665	207	14	present	present	ADJ
afs-111665	207	15	in	in	ADP
afs-111665	207	16	the	the	DET
afs-111665	207	17	scene	scene	NOUN
afs-111665	207	18	,	,	PUNCT
afs-111665	207	19	but	but	CCONJ
afs-111665	207	20	rather	rather	ADV
afs-111665	207	21	be	be	AUX
afs-111665	207	22	designed	design	VERB
afs-111665	207	23	to	to	PART
afs-111665	207	24	allow	allow	VERB
afs-111665	207	25	more	more	ADJ
afs-111665	207	26	for	for	ADP
afs-111665	207	27	flexible	flexible	ADJ
afs-111665	207	28	analyses	analysis	NOUN
afs-111665	207	29	of	of	ADP
afs-111665	207	30	the	the	DET
afs-111665	207	31	scenes	scene	NOUN
afs-111665	207	32	.	.	PUNCT
afs-111665	208	1	for	for	ADP
afs-111665	208	2	example	example	NOUN
afs-111665	208	3	,	,	PUNCT
afs-111665	208	4	drinking	drinking	NOUN
afs-111665	208	5	and	and	CCONJ
afs-111665	208	6	interactions	interaction	NOUN
afs-111665	208	7	often	often	ADV
afs-111665	208	8	took	take	VERB
afs-111665	208	9	place	place	NOUN
afs-111665	208	10	simultaneously	simultaneously	ADV
afs-111665	208	11	but	but	CCONJ
afs-111665	208	12	in	in	ADP
afs-111665	208	13	different	different	ADJ
afs-111665	208	14	parts	part	NOUN
afs-111665	208	15	of	of	ADP
afs-111665	208	16	the	the	DET
afs-111665	208	17	image	image	NOUN
afs-111665	208	18	.	.	PUNCT
afs-111665	209	1	the	the	DET
afs-111665	209	2	image	image	NOUN
afs-111665	209	3	could	could	AUX
afs-111665	209	4	be	be	AUX
afs-111665	209	5	either	either	CCONJ
afs-111665	209	6	multi	multi	ADJ
afs-111665	209	7	-	-	ADJ
afs-111665	209	8	classified	classified	ADJ
afs-111665	209	9	or	or	CCONJ
afs-111665	209	10	analyzed	analyze	VERB
afs-111665	209	11	in	in	ADP
afs-111665	209	12	sections	section	NOUN
afs-111665	209	13	.	.	PUNCT
afs-111665	210	1	we	we	PRON
afs-111665	210	2	considered	consider	VERB
afs-111665	210	3	the	the	DET
afs-111665	210	4	human	human	ADJ
afs-111665	210	5	class	class	NOUN
afs-111665	210	6	top	top	ADJ
afs-111665	210	7	priority	priority	NOUN
afs-111665	210	8	both	both	PRON
afs-111665	210	9	because	because	SCONJ
afs-111665	210	10	we	we	PRON
afs-111665	210	11	assume	assume	VERB
afs-111665	210	12	that	that	SCONJ
afs-111665	210	13	cows	cow	NOUN
afs-111665	210	14	act	act	VERB
afs-111665	210	15	differently	differently	ADV
afs-111665	210	16	when	when	SCONJ
afs-111665	210	17	human	human	NOUN
afs-111665	210	18	are	be	AUX
afs-111665	210	19	present	present	ADJ
afs-111665	210	20	and	and	CCONJ
afs-111665	210	21	also	also	ADV
afs-111665	210	22	due	due	ADP
afs-111665	210	23	to	to	ADP
afs-111665	210	24	privacy	privacy	NOUN
afs-111665	210	25	reasons	reason	NOUN
afs-111665	210	26	.	.	PUNCT
afs-111665	211	1	it	it	PRON
afs-111665	211	2	should	should	AUX
afs-111665	211	3	also	also	ADV
afs-111665	211	4	be	be	AUX
afs-111665	211	5	noted	note	VERB
afs-111665	211	6	that	that	SCONJ
afs-111665	211	7	in	in	ADP
afs-111665	211	8	the	the	DET
afs-111665	211	9	area	area	NOUN
afs-111665	211	10	covered	cover	VERB
afs-111665	211	11	in	in	ADP
afs-111665	211	12	this	this	DET
afs-111665	211	13	study	study	NOUN
afs-111665	211	14	,	,	PUNCT
afs-111665	211	15	the	the	DET
afs-111665	211	16	monitoring	monitoring	NOUN
afs-111665	211	17	of	of	ADP
afs-111665	211	18	standing	standing	NOUN
afs-111665	211	19	-	-	PUNCT
afs-111665	211	20	lying	lie	VERB
afs-111665	211	21	behavior	behavior	NOUN
afs-111665	211	22	or	or	CCONJ
afs-111665	211	23	eating	eat	VERB
afs-111665	211	24	patterns	pattern	NOUN
afs-111665	211	25	was	be	AUX
afs-111665	211	26	not	not	PART
afs-111665	211	27	meaningful	meaningful	ADJ
afs-111665	211	28	,	,	PUNCT
afs-111665	211	29	which	which	PRON
afs-111665	211	30	,	,	PUNCT
afs-111665	211	31	nonetheless	nonetheless	ADV
afs-111665	211	32	,	,	PUNCT
afs-111665	211	33	are	be	AUX
afs-111665	211	34	important	important	ADJ
afs-111665	211	35	indicators	indicator	NOUN
afs-111665	211	36	of	of	ADP
afs-111665	211	37	a	a	DET
afs-111665	211	38	cow	cow	NOUN
afs-111665	211	39	’s	’s	PART
afs-111665	211	40	well	well	ADV
afs-111665	211	41	-	-	PUNCT
afs-111665	211	42	being	being	NOUN
afs-111665	211	43	.	.	PUNCT
afs-111665	212	1	thus	thus	ADV
afs-111665	212	2	,	,	PUNCT
afs-111665	212	3	extending	extend	VERB
afs-111665	212	4	the	the	DET
afs-111665	212	5	camera	camera	NOUN
afs-111665	212	6	setup	setup	NOUN
afs-111665	212	7	to	to	ADP
afs-111665	212	8	either	either	CCONJ
afs-111665	212	9	cover	cover	VERB
afs-111665	212	10	the	the	DET
afs-111665	212	11	whole	whole	ADJ
afs-111665	212	12	barn	barn	NOUN
afs-111665	212	13	or	or	CCONJ
afs-111665	212	14	at	at	ADP
afs-111665	212	15	least	least	ADJ
afs-111665	212	16	several	several	ADJ
afs-111665	212	17	other	other	ADJ
afs-111665	212	18	well	well	ADV
afs-111665	212	19	-	-	PUNCT
afs-111665	212	20	chosen	choose	VERB
afs-111665	212	21	regions	region	NOUN
afs-111665	212	22	is	be	AUX
afs-111665	212	23	required	require	VERB
afs-111665	212	24	.	.	PUNCT
afs-111665	213	1	the	the	DET
afs-111665	213	2	deep	deep	ADJ
afs-111665	213	3	learning	learning	NOUN
afs-111665	213	4	approach	approach	NOUN
afs-111665	213	5	we	we	PRON
afs-111665	213	6	used	use	VERB
afs-111665	213	7	provided	provide	VERB
afs-111665	213	8	a	a	DET
afs-111665	213	9	good	good	ADJ
afs-111665	213	10	fit	fit	NOUN
afs-111665	213	11	in	in	ADP
afs-111665	213	12	terms	term	NOUN
afs-111665	213	13	of	of	ADP
afs-111665	213	14	accuracy	accuracy	NOUN
afs-111665	213	15	and	and	CCONJ
afs-111665	213	16	was	be	AUX
afs-111665	213	17	feasible	feasible	ADJ
afs-111665	213	18	in	in	ADP
afs-111665	213	19	training	training	NOUN
afs-111665	213	20	speed	speed	NOUN
afs-111665	213	21	.	.	PUNCT
afs-111665	214	1	when	when	SCONJ
afs-111665	214	2	analyzing	analyze	VERB
afs-111665	214	3	the	the	DET
afs-111665	214	4	errors	error	NOUN
afs-111665	214	5	in	in	ADP
afs-111665	214	6	the	the	DET
afs-111665	214	7	predictions	prediction	NOUN
afs-111665	214	8	,	,	PUNCT
afs-111665	214	9	we	we	PRON
afs-111665	214	10	found	find	VERB
afs-111665	214	11	that	that	SCONJ
afs-111665	214	12	often	often	ADV
afs-111665	214	13	the	the	DET
afs-111665	214	14	scene	scene	NOUN
afs-111665	214	15	predicted	predict	VERB
afs-111665	214	16	with	with	ADP
afs-111665	214	17	the	the	DET
afs-111665	214	18	second	second	ADJ
afs-111665	214	19	highest	high	ADJ
afs-111665	214	20	probability	probability	NOUN
afs-111665	214	21	would	would	AUX
afs-111665	214	22	have	have	AUX
afs-111665	214	23	been	be	AUX
afs-111665	214	24	the	the	DET
afs-111665	214	25	correct	correct	ADJ
afs-111665	214	26	.	.	PUNCT
afs-111665	215	1	furthermore	furthermore	ADV
afs-111665	215	2	,	,	PUNCT
afs-111665	215	3	the	the	DET
afs-111665	215	4	activation	activation	NOUN
afs-111665	215	5	maps	map	NOUN
afs-111665	215	6	are	be	AUX
afs-111665	215	7	visually	visually	ADV
afs-111665	215	8	quite	quite	ADV
afs-111665	215	9	sufficient	sufficient	ADJ
afs-111665	215	10	.	.	PUNCT
afs-111665	216	1	however	however	ADV
afs-111665	216	2	,	,	PUNCT
afs-111665	216	3	the	the	DET
afs-111665	216	4	networks	network	NOUN
afs-111665	216	5	did	do	AUX
afs-111665	216	6	not	not	PART
afs-111665	216	7	provide	provide	VERB
afs-111665	216	8	good	good	ADJ
afs-111665	216	9	generalizations	generalization	NOUN
afs-111665	216	10	outside	outside	ADP
afs-111665	216	11	the	the	DET
afs-111665	216	12	time	time	NOUN
afs-111665	216	13	span	span	NOUN
afs-111665	216	14	used	use	VERB
afs-111665	216	15	to	to	PART
afs-111665	216	16	train	train	VERB
afs-111665	216	17	it	it	PRON
afs-111665	216	18	.	.	PUNCT
afs-111665	217	1	this	this	PRON
afs-111665	217	2	suggests	suggest	VERB
afs-111665	217	3	that	that	SCONJ
afs-111665	217	4	the	the	DET
afs-111665	217	5	network	network	NOUN
afs-111665	217	6	memorized	memorize	VERB
afs-111665	217	7	the	the	DET
afs-111665	217	8	training	training	NOUN
afs-111665	217	9	data	datum	NOUN
afs-111665	217	10	and	and	CCONJ
afs-111665	217	11	closely	closely	ADV
afs-111665	217	12	identical	identical	ADJ
afs-111665	217	13	,	,	PUNCT
afs-111665	217	14	consecutive	consecutive	ADJ
afs-111665	217	15	frames	frame	NOUN
afs-111665	217	16	were	be	AUX
afs-111665	217	17	present	present	ADJ
afs-111665	217	18	in	in	ADP
afs-111665	217	19	the	the	DET
afs-111665	217	20	training	training	NOUN
afs-111665	217	21	,	,	PUNCT
afs-111665	217	22	validation	validation	NOUN
afs-111665	217	23	,	,	PUNCT
afs-111665	217	24	and	and	CCONJ
afs-111665	217	25	test	test	NOUN
afs-111665	217	26	sets	set	NOUN
afs-111665	217	27	.	.	PUNCT
afs-111665	218	1	previously	previously	ADV
afs-111665	218	2	,	,	PUNCT
afs-111665	218	3	aggression	aggression	NOUN
afs-111665	218	4	has	have	AUX
afs-111665	218	5	been	be	AUX
afs-111665	218	6	detected	detect	VERB
afs-111665	218	7	with	with	ADP
afs-111665	218	8	an	an	DET
afs-111665	218	9	accuracy	accuracy	NOUN
afs-111665	218	10	rate	rate	NOUN
afs-111665	218	11	of	of	ADP
afs-111665	218	12	98	98	NUM
afs-111665	218	13	%	%	NOUN
afs-111665	218	14	and	and	CCONJ
afs-111665	218	15	a	a	DET
afs-111665	218	16	recall	recall	NOUN
afs-111665	218	17	rate	rate	NOUN
afs-111665	218	18	of	of	ADP
afs-111665	218	19	98	98	NUM
afs-111665	218	20	%	%	NOUN
afs-111665	218	21	(	(	PUNCT
afs-111665	218	22	chen	chen	PROPN
afs-111665	218	23	et	et	PROPN
afs-111665	218	24	al	al	PROPN
afs-111665	218	25	.	.	PROPN
afs-111665	218	26	2019	2019	NUM
afs-111665	218	27	)	)	PUNCT
afs-111665	218	28	;	;	PUNCT
afs-111665	218	29	interaction	interaction	NOUN
afs-111665	218	30	or	or	CCONJ
afs-111665	218	31	non	non	NOUN
afs-111665	218	32	-	-	NOUN
afs-111665	218	33	interaction	interaction	NOUN
afs-111665	218	34	with	with	ADP
afs-111665	218	35	an	an	DET
afs-111665	218	36	accuracy	accuracy	NOUN
afs-111665	218	37	rate	rate	NOUN
afs-111665	218	38	of	of	ADP
afs-111665	218	39	approximately	approximately	ADV
afs-111665	218	40	60	60	NUM
afs-111665	218	41	%	%	NOUN
afs-111665	218	42	and	and	CCONJ
afs-111665	218	43	a	a	DET
afs-111665	218	44	recall	recall	NOUN
afs-111665	218	45	rate	rate	NOUN
afs-111665	218	46	of	of	ADP
afs-111665	218	47	100	100	NUM
afs-111665	218	48	%	%	NOUN
afs-111665	218	49	(	(	PUNCT
afs-111665	218	50	ardo	ardo	PROPN
afs-111665	218	51	et	et	PROPN
afs-111665	218	52	al	al	PROPN
afs-111665	218	53	.	.	PROPN
afs-111665	218	54	2017	2017	NUM
afs-111665	218	55	)	)	PUNCT
afs-111665	218	56	;	;	PUNCT
afs-111665	218	57	feeding	feeding	NOUN
afs-111665	218	58	or	or	CCONJ
afs-111665	218	59	non	non	ADJ
afs-111665	218	60	-	-	ADJ
afs-111665	218	61	feeding	feeding	NOUN
afs-111665	218	62	with	with	ADP
afs-111665	218	63	an	an	DET
afs-111665	218	64	accuracy	accuracy	NOUN
afs-111665	218	65	rate	rate	NOUN
afs-111665	218	66	of	of	ADP
afs-111665	218	67	92	92	NUM
afs-111665	218	68	%	%	NOUN
afs-111665	218	69	and	and	CCONJ
afs-111665	218	70	a	a	DET
afs-111665	218	71	recall	recall	NOUN
afs-111665	218	72	rate	rate	NOUN
afs-111665	218	73	of	of	ADP
afs-111665	218	74	88	88	NUM
afs-111665	218	75	%	%	NOUN
afs-111665	218	76	(	(	PUNCT
afs-111665	218	77	porto	porto	PROPN
afs-111665	218	78	et	et	PROPN
afs-111665	218	79	al	al	PROPN
afs-111665	218	80	.	.	PROPN
afs-111665	218	81	2015	2015	NUM
afs-111665	218	82	)	)	PUNCT
afs-111665	218	83	,	,	PUNCT
afs-111665	218	84	accuracy	accuracy	NOUN
afs-111665	218	85	rate	rate	NOUN
afs-111665	218	86	of	of	ADP
afs-111665	218	87	97	97	NUM
afs-111665	218	88	%	%	NOUN
afs-111665	218	89	(	(	PUNCT
afs-111665	218	90	achour	achour	NOUN
afs-111665	218	91	et	et	PROPN
afs-111665	218	92	al	al	PROPN
afs-111665	218	93	.	.	PROPN
afs-111665	218	94	2020	2020	NUM
afs-111665	218	95	)	)	PUNCT
afs-111665	218	96	or	or	CCONJ
afs-111665	218	97	99.4	99.4	NUM
afs-111665	218	98	%	%	NOUN
afs-111665	218	99	in	in	ADP
afs-111665	218	100	a	a	DET
afs-111665	218	101	pig	pig	NOUN
afs-111665	218	102	study	study	NOUN
afs-111665	218	103	(	(	PUNCT
afs-111665	218	104	alameer	alameer	NOUN
afs-111665	218	105	et	et	PROPN
afs-111665	218	106	al	al	PROPN
afs-111665	218	107	.	.	PROPN
afs-111665	218	108	2020	2020	NUM
afs-111665	218	109	)	)	PUNCT
afs-111665	218	110	;	;	PUNCT
afs-111665	218	111	and	and	CCONJ
afs-111665	218	112	mounting	mount	VERB
afs-111665	218	113	or	or	CCONJ
afs-111665	218	114	non	non	ADJ
afs-111665	218	115	-	-	ADJ
afs-111665	218	116	mounting	mount	VERB
afs-111665	218	117	with	with	ADP
afs-111665	218	118	an	an	DET
afs-111665	218	119	accuracy	accuracy	NOUN
afs-111665	218	120	rate	rate	NOUN
afs-111665	218	121	of	of	ADP
afs-111665	218	122	91	91	NUM
afs-111665	218	123	%	%	NOUN
afs-111665	218	124	and	and	CCONJ
afs-111665	218	125	a	a	DET
afs-111665	218	126	recall	recall	NOUN
afs-111665	218	127	rate	rate	NOUN
afs-111665	218	128	of	of	ADP
afs-111665	218	129	95	95	NUM
afs-111665	218	130	%	%	NOUN
afs-111665	218	131	(	(	PUNCT
afs-111665	218	132	li	li	PROPN
afs-111665	218	133	et	et	PROPN
afs-111665	218	134	al	al	PROPN
afs-111665	218	135	.	.	PROPN
afs-111665	218	136	2019	2019	NUM
afs-111665	218	137	)	)	PUNCT
afs-111665	218	138	.	.	PUNCT
afs-111665	219	1	compared	compare	VERB
afs-111665	219	2	with	with	ADP
afs-111665	219	3	such	such	ADJ
afs-111665	219	4	prior	prior	ADJ
afs-111665	219	5	works	work	NOUN
afs-111665	219	6	,	,	PUNCT
afs-111665	219	7	we	we	PRON
afs-111665	219	8	aimed	aim	VERB
afs-111665	219	9	for	for	ADP
afs-111665	219	10	a	a	DET
afs-111665	219	11	broader	broad	ADJ
afs-111665	219	12	set	set	NOUN
afs-111665	219	13	of	of	ADP
afs-111665	219	14	monitored	monitor	VERB
afs-111665	219	15	events	event	NOUN
afs-111665	219	16	in	in	ADP
afs-111665	219	17	the	the	DET
afs-111665	219	18	barn	barn	NOUN
afs-111665	219	19	and	and	CCONJ
afs-111665	219	20	experimented	experiment	VERB
afs-111665	219	21	with	with	ADP
afs-111665	219	22	two	two	NUM
afs-111665	219	23	different	different	ADJ
afs-111665	219	24	camera	camera	NOUN
afs-111665	219	25	positions	position	NOUN
afs-111665	219	26	and	and	CCONJ
afs-111665	219	27	longer	long	ADJ
afs-111665	219	28	data	datum	NOUN
afs-111665	219	29	acquisition	acquisition	PROPN
afs-111665	219	30	times	time	NOUN
afs-111665	219	31	,	,	PUNCT
afs-111665	219	32	yielding	yield	VERB
afs-111665	219	33	illumination	illumination	NOUN
afs-111665	219	34	changes	change	NOUN
afs-111665	219	35	.	.	PUNCT
afs-111665	220	1	similar	similar	ADJ
afs-111665	220	2	work	work	NOUN
afs-111665	220	3	to	to	ADP
afs-111665	220	4	ours	ours	PRON
afs-111665	220	5	is	be	AUX
afs-111665	220	6	reported	report	VERB
afs-111665	220	7	by	by	ADP
afs-111665	220	8	wu	wu	PROPN
afs-111665	220	9	et	et	PROPN
afs-111665	220	10	al	al	PROPN
afs-111665	220	11	.	.	PROPN
afs-111665	221	1	(	(	PUNCT
afs-111665	221	2	2021	2021	NUM
afs-111665	221	3	)	)	PUNCT
afs-111665	221	4	,	,	PUNCT
afs-111665	221	5	where	where	SCONJ
afs-111665	221	6	classification	classification	NOUN
afs-111665	221	7	of	of	ADP
afs-111665	221	8	five	five	NUM
afs-111665	221	9	different	different	ADJ
afs-111665	221	10	single	single	ADJ
afs-111665	221	11	cow	cow	NOUN
afs-111665	221	12	behavioral	behavioral	ADJ
afs-111665	221	13	actions	action	NOUN
afs-111665	221	14	were	be	AUX
afs-111665	221	15	studied	study	VERB
afs-111665	221	16	.	.	PUNCT
afs-111665	222	1	however	however	ADV
afs-111665	222	2	,	,	PUNCT
afs-111665	222	3	the	the	DET
afs-111665	222	4	complexity	complexity	NOUN
afs-111665	222	5	increases	increase	VERB
afs-111665	222	6	when	when	SCONJ
afs-111665	222	7	interactions	interaction	NOUN
afs-111665	222	8	are	be	AUX
afs-111665	222	9	studied	study	VERB
afs-111665	222	10	,	,	PUNCT
afs-111665	222	11	as	as	SCONJ
afs-111665	222	12	in	in	ADP
afs-111665	222	13	our	our	PRON
afs-111665	222	14	work	work	NOUN
afs-111665	222	15	reported	report	VERB
afs-111665	222	16	in	in	ADP
afs-111665	222	17	this	this	DET
afs-111665	222	18	article	article	NOUN
afs-111665	222	19	.	.	PUNCT
afs-111665	223	1	also	also	ADV
afs-111665	223	2	,	,	PUNCT
afs-111665	223	3	tsai	tsai	PROPN
afs-111665	223	4	et	et	PROPN
afs-111665	223	5	al	al	PROPN
afs-111665	223	6	.	.	PROPN
afs-111665	224	1	(	(	PUNCT
afs-111665	224	2	2020	2020	NUM
afs-111665	224	3	)	)	PUNCT
afs-111665	224	4	studied	study	VERB
afs-111665	224	5	drinking	drinking	NOUN
afs-111665	224	6	behavior	behavior	NOUN
afs-111665	224	7	via	via	ADP
afs-111665	224	8	agricultural	agricultural	ADJ
afs-111665	224	9	and	and	CCONJ
afs-111665	224	10	food	food	NOUN
afs-111665	224	11	science	science	NOUN
afs-111665	224	12	(	(	PUNCT
afs-111665	224	13	2022	2022	NUM
afs-111665	224	14	)	)	PUNCT
afs-111665	224	15	31	31	NUM
afs-111665	224	16	:	:	PUNCT
afs-111665	224	17	89–103	89–103	NUM
afs-111665	224	18	101	101	NUM
afs-111665	224	19	monitoring	monitor	VERB
afs-111665	224	20	cow	cow	NOUN
afs-111665	224	21	head	head	NOUN
afs-111665	224	22	from	from	ADP
afs-111665	224	23	above	above	ADP
afs-111665	224	24	of	of	ADP
afs-111665	224	25	the	the	DET
afs-111665	224	26	throughs	throughs	NOUN
afs-111665	224	27	.	.	PUNCT
afs-111665	225	1	their	their	PRON
afs-111665	225	2	approach	approach	NOUN
afs-111665	225	3	yielded	yield	VERB
afs-111665	225	4	f1	f1	NOUN
afs-111665	225	5	score	score	NOUN
afs-111665	225	6	of	of	ADP
afs-111665	225	7	0.987	0.987	NUM
afs-111665	225	8	and	and	CCONJ
afs-111665	225	9	true	true	ADJ
afs-111665	225	10	positive	positive	ADJ
afs-111665	225	11	rate	rate	NOUN
afs-111665	225	12	of	of	ADP
afs-111665	225	13	the	the	DET
afs-111665	225	14	cow	cow	NOUN
afs-111665	225	15	head	head	NOUN
afs-111665	225	16	0.983	0.983	NUM
afs-111665	225	17	,	,	PUNCT
afs-111665	225	18	which	which	PRON
afs-111665	225	19	,	,	PUNCT
afs-111665	225	20	however	however	ADV
afs-111665	225	21	,	,	PUNCT
afs-111665	225	22	are	be	AUX
afs-111665	225	23	not	not	PART
afs-111665	225	24	directly	directly	ADV
afs-111665	225	25	compared	compare	VERB
afs-111665	225	26	to	to	ADP
afs-111665	225	27	our	our	PRON
afs-111665	225	28	results	result	NOUN
afs-111665	225	29	as	as	SCONJ
afs-111665	225	30	we	we	PRON
afs-111665	225	31	labeled	label	VERB
afs-111665	225	32	the	the	DET
afs-111665	225	33	scene	scene	NOUN
afs-111665	225	34	“	"	PUNCT
afs-111665	225	35	drinking	drink	VERB
afs-111665	225	36	”	"	PUNCT
afs-111665	225	37	only	only	ADV
afs-111665	225	38	when	when	SCONJ
afs-111665	225	39	the	the	DET
afs-111665	225	40	cow	cow	NOUN
afs-111665	225	41	was	be	AUX
afs-111665	225	42	engaged	engage	VERB
afs-111665	225	43	in	in	ADP
afs-111665	225	44	water	water	NOUN
afs-111665	225	45	intake	intake	NOUN
afs-111665	225	46	and	and	CCONJ
afs-111665	225	47	not	not	PART
afs-111665	225	48	just	just	ADV
afs-111665	225	49	in	in	ADP
afs-111665	225	50	the	the	DET
afs-111665	225	51	vicinity	vicinity	NOUN
afs-111665	225	52	of	of	ADP
afs-111665	225	53	the	the	DET
afs-111665	225	54	through	through	NOUN
afs-111665	225	55	.	.	PUNCT
afs-111665	226	1	in	in	ADP
afs-111665	226	2	our	our	PRON
afs-111665	226	3	analyses	analysis	NOUN
afs-111665	226	4	the	the	DET
afs-111665	226	5	temporal	temporal	ADJ
afs-111665	226	6	domain	domain	NOUN
afs-111665	226	7	had	have	VERB
afs-111665	226	8	excess	excess	NOUN
afs-111665	226	9	of	of	ADP
afs-111665	226	10	data	datum	NOUN
afs-111665	226	11	and	and	CCONJ
afs-111665	226	12	might	might	AUX
afs-111665	226	13	benefit	benefit	VERB
afs-111665	226	14	from	from	ADP
afs-111665	226	15	aggregating	aggregate	VERB
afs-111665	226	16	the	the	DET
afs-111665	226	17	sequential	sequential	ADJ
afs-111665	226	18	frames	frame	NOUN
afs-111665	226	19	.	.	PUNCT
afs-111665	227	1	for	for	ADP
afs-111665	227	2	example	example	NOUN
afs-111665	227	3	,	,	PUNCT
afs-111665	227	4	studies	study	NOUN
afs-111665	227	5	of	of	ADP
afs-111665	227	6	pigs	pig	NOUN
afs-111665	227	7	by	by	ADP
afs-111665	227	8	chen	chen	PROPN
afs-111665	227	9	et	et	PROPN
afs-111665	227	10	al	al	PROPN
afs-111665	227	11	.	.	PROPN
afs-111665	227	12	(	(	PUNCT
afs-111665	227	13	2020a	2020a	NOUN
afs-111665	227	14	and	and	CCONJ
afs-111665	227	15	2020b	2020b	NOUN
afs-111665	227	16	)	)	PUNCT
afs-111665	227	17	used	use	VERB
afs-111665	227	18	one	one	NUM
afs-111665	227	19	-	-	PUNCT
afs-111665	227	20	second	second	NOUN
afs-111665	227	21	episodes	episode	NOUN
afs-111665	227	22	and	and	CCONJ
afs-111665	227	23	yang	yang	PROPN
afs-111665	227	24	et	et	PROPN
afs-111665	227	25	al	al	PROPN
afs-111665	227	26	.	.	PROPN
afs-111665	228	1	(	(	PUNCT
afs-111665	228	2	2019	2019	NUM
afs-111665	228	3	)	)	PUNCT
afs-111665	228	4	thirty	thirty	NUM
afs-111665	228	5	-	-	PUNCT
afs-111665	228	6	second	second	NOUN
afs-111665	228	7	episodes	episode	NOUN
afs-111665	228	8	for	for	ADP
afs-111665	228	9	analysis	analysis	NOUN
afs-111665	228	10	instead	instead	ADV
afs-111665	228	11	of	of	ADP
afs-111665	228	12	individual	individual	ADJ
afs-111665	228	13	frames	frame	NOUN
afs-111665	228	14	.	.	PUNCT
afs-111665	229	1	aggregating	aggregate	VERB
afs-111665	229	2	frames	frame	NOUN
afs-111665	229	3	would	would	AUX
afs-111665	229	4	both	both	PRON
afs-111665	229	5	solve	solve	VERB
afs-111665	229	6	the	the	DET
afs-111665	229	7	memorizing	memorize	VERB
afs-111665	229	8	issue	issue	NOUN
afs-111665	229	9	and	and	CCONJ
afs-111665	229	10	enable	enable	VERB
afs-111665	229	11	analysis	analysis	NOUN
afs-111665	229	12	of	of	ADP
afs-111665	229	13	dynamic	dynamic	ADJ
afs-111665	229	14	events	event	NOUN
afs-111665	229	15	when	when	SCONJ
afs-111665	229	16	used	use	VERB
afs-111665	229	17	together	together	ADV
afs-111665	229	18	with	with	ADP
afs-111665	229	19	suitable	suitable	ADJ
afs-111665	229	20	cnn	cnn	PROPN
afs-111665	229	21	structures	structure	NOUN
afs-111665	229	22	such	such	ADJ
afs-111665	229	23	as	as	ADP
afs-111665	229	24	longshort	longshort	NOUN
afs-111665	229	25	-	-	PUNCT
afs-111665	229	26	term	term	NOUN
afs-111665	229	27	-	-	PUNCT
afs-111665	229	28	memory	memory	NOUN
afs-111665	229	29	(	(	PUNCT
afs-111665	229	30	see	see	VERB
afs-111665	229	31	chen	chen	PROPN
afs-111665	229	32	et	et	PROPN
afs-111665	229	33	al	al	PROPN
afs-111665	229	34	.	.	PROPN
afs-111665	229	35	2020a	2020a	NUM
afs-111665	229	36	)	)	PUNCT
afs-111665	229	37	.	.	PUNCT
afs-111665	230	1	with	with	ADP
afs-111665	230	2	the	the	DET
afs-111665	230	3	single	single	ADJ
afs-111665	230	4	frame	frame	NOUN
afs-111665	230	5	approach	approach	NOUN
afs-111665	230	6	,	,	PUNCT
afs-111665	230	7	no	no	DET
afs-111665	230	8	distinction	distinction	NOUN
afs-111665	230	9	was	be	AUX
afs-111665	230	10	made	make	VERB
afs-111665	230	11	in	in	ADP
afs-111665	230	12	the	the	DET
afs-111665	230	13	speed	speed	NOUN
afs-111665	230	14	of	of	ADP
afs-111665	230	15	interactions	interaction	NOUN
afs-111665	230	16	,	,	PUNCT
afs-111665	230	17	which	which	PRON
afs-111665	230	18	we	we	PRON
afs-111665	230	19	see	see	VERB
afs-111665	230	20	as	as	ADP
afs-111665	230	21	a	a	DET
afs-111665	230	22	drawback	drawback	NOUN
afs-111665	230	23	.	.	PUNCT
afs-111665	231	1	dynamic	dynamic	ADJ
afs-111665	231	2	representation	representation	NOUN
afs-111665	231	3	of	of	ADP
afs-111665	231	4	data	datum	NOUN
afs-111665	231	5	should	should	AUX
afs-111665	231	6	include	include	VERB
afs-111665	231	7	information	information	NOUN
afs-111665	231	8	on	on	ADP
afs-111665	231	9	the	the	DET
afs-111665	231	10	intensity	intensity	NOUN
afs-111665	231	11	of	of	ADP
afs-111665	231	12	the	the	DET
afs-111665	231	13	events	event	NOUN
afs-111665	231	14	and	and	CCONJ
afs-111665	231	15	their	their	PRON
afs-111665	231	16	directions	direction	NOUN
afs-111665	231	17	.	.	PUNCT
afs-111665	232	1	in	in	ADP
afs-111665	232	2	different	different	ADJ
afs-111665	232	3	barn	barn	NOUN
afs-111665	232	4	scenarios	scenario	NOUN
afs-111665	232	5	,	,	PUNCT
afs-111665	232	6	such	such	ADJ
afs-111665	232	7	need	need	NOUN
afs-111665	232	8	has	have	AUX
afs-111665	232	9	already	already	ADV
afs-111665	232	10	been	be	AUX
afs-111665	232	11	recognized	recognize	VERB
afs-111665	232	12	and	and	CCONJ
afs-111665	232	13	started	start	VERB
afs-111665	232	14	by	by	ADP
afs-111665	232	15	guo	guo	PROPN
afs-111665	232	16	et	et	PROPN
afs-111665	232	17	al	al	PROPN
afs-111665	232	18	.	.	PROPN
afs-111665	233	1	(	(	PUNCT
afs-111665	233	2	2019	2019	NUM
afs-111665	233	3	)	)	PUNCT
afs-111665	234	1	to	to	PART
afs-111665	234	2	recognize	recognize	VERB
afs-111665	234	3	mounting	mount	VERB
afs-111665	234	4	and	and	CCONJ
afs-111665	234	5	by	by	ADP
afs-111665	234	6	fuentes	fuente	NOUN
afs-111665	234	7	et	et	PROPN
afs-111665	234	8	al	al	PROPN
afs-111665	234	9	.	.	PROPN
afs-111665	235	1	(	(	PUNCT
afs-111665	235	2	2020	2020	NUM
afs-111665	235	3	)	)	PUNCT
afs-111665	235	4	who	who	PRON
afs-111665	235	5	used	use	VERB
afs-111665	235	6	15	15	NUM
afs-111665	235	7	different	different	ADJ
afs-111665	235	8	behavioral	behavioral	ADJ
afs-111665	235	9	actions	action	NOUN
afs-111665	235	10	of	of	ADP
afs-111665	235	11	cows	cow	NOUN
afs-111665	235	12	–	–	PUNCT
afs-111665	235	13	either	either	CCONJ
afs-111665	235	14	individual	individual	ADJ
afs-111665	235	15	,	,	PUNCT
afs-111665	235	16	in	in	ADP
afs-111665	235	17	a	a	DET
afs-111665	235	18	group	group	NOUN
afs-111665	235	19	or	or	CCONJ
afs-111665	235	20	pairwise	pairwise	NOUN
afs-111665	235	21	.	.	PUNCT
afs-111665	236	1	their	their	PRON
afs-111665	236	2	classes	class	NOUN
afs-111665	236	3	are	be	AUX
afs-111665	236	4	mainly	mainly	ADV
afs-111665	236	5	different	different	ADJ
afs-111665	236	6	from	from	ADP
afs-111665	236	7	our	our	PRON
afs-111665	236	8	case	case	NOUN
afs-111665	236	9	,	,	PUNCT
afs-111665	236	10	thus	thus	ADV
afs-111665	236	11	supplementing	supplement	VERB
afs-111665	236	12	each	each	DET
afs-111665	236	13	other	other	ADJ
afs-111665	236	14	depending	depend	VERB
afs-111665	236	15	on	on	ADP
afs-111665	236	16	the	the	DET
afs-111665	236	17	data	data	NOUN
afs-111665	236	18	acquisition	acquisition	NOUN
afs-111665	236	19	position	position	NOUN
afs-111665	236	20	within	within	ADP
afs-111665	236	21	the	the	DET
afs-111665	236	22	barn	barn	NOUN
afs-111665	236	23	.	.	PUNCT
afs-111665	237	1	dynamic	dynamic	ADJ
afs-111665	237	2	data	datum	NOUN
afs-111665	237	3	representation	representation	NOUN
afs-111665	237	4	could	could	AUX
afs-111665	237	5	also	also	ADV
afs-111665	237	6	be	be	AUX
afs-111665	237	7	combined	combine	VERB
afs-111665	237	8	with	with	ADP
afs-111665	237	9	the	the	DET
afs-111665	237	10	above	above	ADJ
afs-111665	237	11	suggested	suggest	VERB
afs-111665	237	12	sectioning	section	VERB
afs-111665	237	13	of	of	ADP
afs-111665	237	14	the	the	DET
afs-111665	237	15	image	image	NOUN
afs-111665	237	16	domain	domain	NOUN
afs-111665	237	17	,	,	PUNCT
afs-111665	237	18	which	which	PRON
afs-111665	237	19	would	would	AUX
afs-111665	237	20	revert	revert	VERB
afs-111665	237	21	the	the	DET
afs-111665	237	22	wider	wide	ADJ
afs-111665	237	23	scenery	scenery	NOUN
afs-111665	237	24	towards	towards	ADP
afs-111665	237	25	simultaneous	simultaneous	ADJ
afs-111665	237	26	binary	binary	ADJ
afs-111665	237	27	analysis	analysis	NOUN
afs-111665	237	28	,	,	PUNCT
afs-111665	237	29	or	or	CCONJ
afs-111665	237	30	at	at	ADP
afs-111665	237	31	least	least	ADJ
afs-111665	237	32	analysis	analysis	NOUN
afs-111665	237	33	of	of	ADP
afs-111665	237	34	fewer	few	ADJ
afs-111665	237	35	classes	class	NOUN
afs-111665	237	36	in	in	ADP
afs-111665	237	37	the	the	DET
afs-111665	237	38	whole	whole	ADJ
afs-111665	237	39	image	image	NOUN
afs-111665	237	40	.	.	PUNCT
afs-111665	238	1	certain	certain	ADJ
afs-111665	238	2	events	event	NOUN
afs-111665	238	3	,	,	PUNCT
afs-111665	238	4	like	like	ADP
afs-111665	238	5	drinking	drinking	NOUN
afs-111665	238	6	,	,	PUNCT
afs-111665	238	7	curiosity	curiosity	NOUN
afs-111665	238	8	and	and	CCONJ
afs-111665	238	9	queuing	queuing	NOUN
afs-111665	238	10	are	be	AUX
afs-111665	238	11	only	only	ADV
afs-111665	238	12	possible	possible	ADJ
afs-111665	238	13	on	on	ADP
afs-111665	238	14	certain	certain	ADJ
afs-111665	238	15	positions	position	NOUN
afs-111665	238	16	of	of	ADP
afs-111665	238	17	the	the	DET
afs-111665	238	18	image	image	NOUN
afs-111665	238	19	domain	domain	NOUN
afs-111665	238	20	.	.	PUNCT
afs-111665	239	1	the	the	DET
afs-111665	239	2	difference	difference	NOUN
afs-111665	239	3	in	in	ADP
afs-111665	239	4	prediction	prediction	NOUN
afs-111665	239	5	performance	performance	NOUN
afs-111665	239	6	of	of	ADP
afs-111665	239	7	unbalanced	unbalanced	ADJ
afs-111665	239	8	and	and	CCONJ
afs-111665	239	9	balanced	balanced	ADJ
afs-111665	239	10	experiments	experiment	NOUN
afs-111665	239	11	,	,	PUNCT
afs-111665	239	12	where	where	SCONJ
afs-111665	239	13	there	there	PRON
afs-111665	239	14	was	be	VERB
afs-111665	239	15	a	a	DET
afs-111665	239	16	trade	trade	NOUN
afs-111665	239	17	-	-	PUNCT
afs-111665	239	18	off	off	NOUN
afs-111665	239	19	between	between	ADP
afs-111665	239	20	accuracy	accuracy	NOUN
afs-111665	239	21	and	and	CCONJ
afs-111665	239	22	less	less	ADJ
afs-111665	239	23	bias	bias	NOUN
afs-111665	239	24	,	,	PUNCT
afs-111665	239	25	might	might	AUX
afs-111665	239	26	as	as	ADV
afs-111665	239	27	well	well	ADV
afs-111665	239	28	be	be	AUX
afs-111665	239	29	interpreted	interpret	VERB
afs-111665	239	30	to	to	PART
afs-111665	239	31	suggest	suggest	VERB
afs-111665	239	32	implementation	implementation	NOUN
afs-111665	239	33	of	of	ADP
afs-111665	239	34	multiclass	multiclass	ADJ
afs-111665	239	35	detection	detection	NOUN
afs-111665	239	36	as	as	ADP
afs-111665	239	37	a	a	DET
afs-111665	239	38	bundle	bundle	NOUN
afs-111665	239	39	of	of	ADP
afs-111665	239	40	independent	independent	ADJ
afs-111665	239	41	cnns	cnn	NOUN
afs-111665	239	42	,	,	PUNCT
afs-111665	239	43	each	each	PRON
afs-111665	239	44	detecting	detect	VERB
afs-111665	239	45	only	only	ADV
afs-111665	239	46	whether	whether	SCONJ
afs-111665	239	47	an	an	DET
afs-111665	239	48	event	event	NOUN
afs-111665	239	49	is	be	AUX
afs-111665	239	50	present	present	ADJ
afs-111665	239	51	of	of	ADP
afs-111665	239	52	not	not	PART
afs-111665	239	53	.	.	PUNCT
afs-111665	240	1	availability	availability	NOUN
afs-111665	240	2	and	and	CCONJ
afs-111665	240	3	variety	variety	NOUN
afs-111665	240	4	of	of	ADP
afs-111665	240	5	data	datum	NOUN
afs-111665	240	6	is	be	AUX
afs-111665	240	7	seen	see	VERB
afs-111665	240	8	critical	critical	ADJ
afs-111665	240	9	for	for	ADP
afs-111665	240	10	further	further	ADJ
afs-111665	240	11	development	development	NOUN
afs-111665	240	12	of	of	ADP
afs-111665	240	13	monitoring	monitor	VERB
afs-111665	240	14	applications	application	NOUN
afs-111665	240	15	which	which	PRON
afs-111665	240	16	are	be	AUX
afs-111665	240	17	suggested	suggest	VERB
afs-111665	240	18	to	to	PART
afs-111665	240	19	include	include	VERB
afs-111665	240	20	multiple	multiple	ADJ
afs-111665	240	21	camera	camera	NOUN
afs-111665	240	22	views	view	NOUN
afs-111665	240	23	and	and	CCONJ
afs-111665	240	24	be	be	AUX
afs-111665	240	25	based	base	VERB
afs-111665	240	26	on	on	ADP
afs-111665	240	27	standardized	standardized	ADJ
afs-111665	240	28	data	datum	NOUN
afs-111665	240	29	(	(	PUNCT
afs-111665	240	30	li	li	PROPN
afs-111665	240	31	et	et	PROPN
afs-111665	240	32	al	al	PROPN
afs-111665	240	33	.	.	PROPN
afs-111665	240	34	2021b	2021b	NUM
afs-111665	240	35	,	,	PUNCT
afs-111665	240	36	bao	bao	PROPN
afs-111665	240	37	and	and	CCONJ
afs-111665	240	38	xie	xie	PROPN
afs-111665	240	39	2022	2022	NUM
afs-111665	240	40	)	)	PUNCT
afs-111665	240	41	,	,	PUNCT
afs-111665	240	42	in	in	ADP
afs-111665	240	43	this	this	DET
afs-111665	240	44	work	work	NOUN
afs-111665	240	45	,	,	PUNCT
afs-111665	240	46	we	we	PRON
afs-111665	240	47	have	have	AUX
afs-111665	240	48	demonstrated	demonstrate	VERB
afs-111665	240	49	an	an	DET
afs-111665	240	50	approach	approach	NOUN
afs-111665	240	51	to	to	ADP
afs-111665	240	52	multiclass	multiclass	ADJ
afs-111665	240	53	scene	scene	NOUN
afs-111665	240	54	recognition	recognition	NOUN
afs-111665	240	55	of	of	ADP
afs-111665	240	56	cows	cow	NOUN
afs-111665	240	57	from	from	ADP
afs-111665	240	58	video	video	NOUN
afs-111665	240	59	data	datum	NOUN
afs-111665	240	60	of	of	ADP
afs-111665	240	61	their	their	PRON
afs-111665	240	62	every	every	DET
afs-111665	240	63	-	-	PUNCT
afs-111665	240	64	day	day	NOUN
afs-111665	240	65	environment	environment	NOUN
afs-111665	240	66	and	and	CCONJ
afs-111665	240	67	behavior	behavior	NOUN
afs-111665	240	68	.	.	PUNCT
afs-111665	241	1	the	the	DET
afs-111665	241	2	provided	provide	VERB
afs-111665	241	3	work	work	NOUN
afs-111665	241	4	and	and	CCONJ
afs-111665	241	5	data	datum	NOUN
afs-111665	241	6	serve	serve	VERB
afs-111665	241	7	further	further	ADJ
afs-111665	241	8	research	research	NOUN
afs-111665	241	9	as	as	ADP
afs-111665	241	10	a	a	DET
afs-111665	241	11	pre	pre	ADJ
afs-111665	241	12	-	-	VERB
afs-111665	241	13	labeled	labeled	ADJ
afs-111665	241	14	and	and	CCONJ
afs-111665	241	15	pre	pre	ADJ
afs-111665	241	16	-	-	ADJ
afs-111665	241	17	trained	train	VERB
afs-111665	241	18	piece	piece	NOUN
afs-111665	241	19	adaptable	adaptable	ADJ
afs-111665	241	20	to	to	ADP
afs-111665	241	21	new	new	ADJ
afs-111665	241	22	situations	situation	NOUN
afs-111665	241	23	.	.	PUNCT
afs-111665	242	1	data	datum	NOUN
afs-111665	242	2	and	and	CCONJ
afs-111665	242	3	software	software	NOUN
afs-111665	242	4	availability	availability	NOUN
afs-111665	242	5	we	we	PRON
afs-111665	242	6	have	have	AUX
afs-111665	242	7	shared	share	VERB
afs-111665	242	8	the	the	DET
afs-111665	242	9	data	datum	NOUN
afs-111665	242	10	used	use	VERB
afs-111665	242	11	in	in	ADP
afs-111665	242	12	the	the	DET
afs-111665	242	13	article	article	NOUN
afs-111665	242	14	,	,	PUNCT
afs-111665	242	15	except	except	SCONJ
afs-111665	242	16	that	that	SCONJ
afs-111665	242	17	the	the	DET
afs-111665	242	18	parts	part	NOUN
afs-111665	242	19	including	include	VERB
afs-111665	242	20	person	person	NOUN
afs-111665	242	21	were	be	AUX
afs-111665	242	22	removed	remove	VERB
afs-111665	242	23	for	for	ADP
afs-111665	242	24	reasons	reason	NOUN
afs-111665	242	25	of	of	ADP
afs-111665	242	26	privacy	privacy	NOUN
afs-111665	242	27	.	.	PUNCT
afs-111665	243	1	also	also	ADV
afs-111665	243	2	,	,	PUNCT
afs-111665	243	3	the	the	DET
afs-111665	243	4	developed	develop	VERB
afs-111665	243	5	python	python	NOUN
afs-111665	243	6	software	software	NOUN
afs-111665	243	7	is	be	AUX
afs-111665	243	8	shared	share	VERB
afs-111665	243	9	.	.	PUNCT
afs-111665	244	1	both	both	CCONJ
afs-111665	244	2	the	the	DET
afs-111665	244	3	data	datum	NOUN
afs-111665	244	4	and	and	CCONJ
afs-111665	244	5	the	the	DET
afs-111665	244	6	software	software	NOUN
afs-111665	244	7	codes	code	NOUN
afs-111665	244	8	are	be	AUX
afs-111665	244	9	licensed	license	VERB
afs-111665	244	10	with	with	ADP
afs-111665	244	11	creative	creative	ADJ
afs-111665	244	12	commons	common	NOUN
afs-111665	244	13	4.0	4.0	NUM
afs-111665	244	14	attribute	attribute	NOUN
afs-111665	244	15	license	license	NOUN
afs-111665	244	16	and	and	CCONJ
afs-111665	244	17	are	be	AUX
afs-111665	244	18	available	available	ADJ
afs-111665	244	19	via	via	ADP
afs-111665	244	20	https://doi.org/10.5281/zenodo.3981400	https://doi.org/10.5281/zenodo.3981400	NOUN
afs-111665	244	21	.	.	PUNCT
afs-111665	245	1	acknowledgments	acknowledgment	NOUN
afs-111665	245	2	this	this	DET
afs-111665	245	3	work	work	NOUN
afs-111665	245	4	was	be	AUX
afs-111665	245	5	funded	fund	VERB
afs-111665	245	6	by	by	ADP
afs-111665	245	7	finland	finland	PROPN
afs-111665	245	8	’s	’s	PART
afs-111665	245	9	ministry	ministry	PROPN
afs-111665	245	10	of	of	ADP
afs-111665	245	11	education	education	PROPN
afs-111665	245	12	and	and	CCONJ
afs-111665	245	13	culture	culture	NOUN
afs-111665	245	14	through	through	ADP
afs-111665	245	15	the	the	DET
afs-111665	245	16	bioeconomy	bioeconomy	NOUN
afs-111665	245	17	4.0	4.0	NUM
afs-111665	245	18	project	project	NOUN
afs-111665	245	19	and	and	CCONJ
afs-111665	245	20	by	by	ADP
afs-111665	245	21	brazil	brazil	PROPN
afs-111665	245	22	’s	’s	PART
afs-111665	245	23	federal	federal	PROPN
afs-111665	245	24	institute	institute	PROPN
afs-111665	245	25	of	of	ADP
afs-111665	245	26	santa	santa	PROPN
afs-111665	245	27	catarina	catarina	PROPN
afs-111665	245	28	through	through	ADP
afs-111665	245	29	the	the	DET
afs-111665	245	30	propicie	propicie	PROPN
afs-111665	245	31	exchange	exchange	NOUN
afs-111665	245	32	grant	grant	NOUN
afs-111665	245	33	.	.	PUNCT
afs-111665	246	1	we	we	PRON
afs-111665	246	2	thank	thank	VERB
afs-111665	246	3	joni	joni	PROPN
afs-111665	246	4	kukkamäki	kukkamäki	PROPN
afs-111665	246	5	and	and	CCONJ
afs-111665	246	6	atte	atte	PROPN
afs-111665	246	7	partanen	partanen	PROPN
afs-111665	246	8	(	(	PUNCT
afs-111665	246	9	hamk	hamk	ADJ
afs-111665	246	10	smart	smart	ADJ
afs-111665	246	11	research	research	NOUN
afs-111665	246	12	unit	unit	NOUN
afs-111665	246	13	,	,	PUNCT
afs-111665	246	14	häme	häme	PROPN
afs-111665	246	15	university	university	PROPN
afs-111665	246	16	of	of	ADP
afs-111665	246	17	applied	apply	VERB
afs-111665	246	18	science	science	NOUN
afs-111665	246	19	)	)	PUNCT
afs-111665	246	20	for	for	ADP
afs-111665	246	21	their	their	PRON
afs-111665	246	22	help	help	NOUN
afs-111665	246	23	with	with	ADP
afs-111665	246	24	the	the	DET
afs-111665	246	25	data	data	NOUN
afs-111665	246	26	infrastructure	infrastructure	NOUN
afs-111665	246	27	and	and	CCONJ
afs-111665	246	28	katri	katri	ADJ
afs-111665	246	29	virtanen	virtanen	PROPN
afs-111665	246	30	(	(	PUNCT
afs-111665	246	31	häme	häme	PROPN
afs-111665	246	32	vocational	vocational	PROPN
afs-111665	246	33	institute	institute	PROPN
afs-111665	246	34	)	)	PUNCT
afs-111665	246	35	and	and	CCONJ
afs-111665	246	36	simo	simo	PROPN
afs-111665	246	37	pärssinen	pärssinen	PROPN
afs-111665	246	38	(	(	PUNCT
afs-111665	246	39	school	school	NOUN
afs-111665	246	40	of	of	ADP
afs-111665	246	41	bioeconomy	bioeconomy	NOUN
afs-111665	246	42	,	,	PUNCT
afs-111665	246	43	häme	häme	PROPN
afs-111665	246	44	university	university	PROPN
afs-111665	246	45	of	of	ADP
afs-111665	246	46	applied	apply	VERB
afs-111665	246	47	sciences	science	NOUN
afs-111665	246	48	)	)	PUNCT
afs-111665	246	49	for	for	ADP
afs-111665	246	50	their	their	PRON
afs-111665	246	51	help	help	NOUN
afs-111665	246	52	with	with	ADP
afs-111665	246	53	the	the	DET
afs-111665	246	54	practicalities	practicality	NOUN
afs-111665	246	55	of	of	ADP
afs-111665	246	56	sensor	sensor	NOUN
afs-111665	246	57	installation	installation	NOUN
afs-111665	246	58	.	.	PUNCT
afs-111665	247	1	references	reference	NOUN
afs-111665	247	2	achour	achour	PROPN
afs-111665	247	3	,	,	PUNCT
afs-111665	247	4	b.	b.	PROPN
afs-111665	247	5	,	,	PUNCT
afs-111665	247	6	belkadi	belkadi	NOUN
afs-111665	247	7	,	,	PUNCT
afs-111665	247	8	m.	m.	NOUN
afs-111665	247	9	,	,	PUNCT
afs-111665	247	10	filali	filali	PROPN
afs-111665	247	11	,	,	PUNCT
afs-111665	247	12	i.	i.	PROPN
afs-111665	247	13	,	,	PUNCT
afs-111665	247	14	laghrouche	laghrouche	PROPN
afs-111665	247	15	,	,	PUNCT
afs-111665	247	16	m.	m.	NOUN
afs-111665	247	17	&	&	CCONJ
afs-111665	247	18	lahdir	lahdir	PROPN
afs-111665	247	19	,	,	PUNCT
afs-111665	247	20	m.	m.	NOUN
afs-111665	247	21	2020	2020	NUM
afs-111665	247	22	.	.	PUNCT
afs-111665	248	1	image	image	NOUN
afs-111665	248	2	analysis	analysis	NOUN
afs-111665	248	3	for	for	ADP
afs-111665	248	4	individual	individual	ADJ
afs-111665	248	5	identification	identification	NOUN
afs-111665	248	6	and	and	CCONJ
afs-111665	248	7	feeding	feed	VERB
afs-111665	248	8	behaviour	behaviour	NOUN
afs-111665	248	9	monitoring	monitoring	NOUN
afs-111665	248	10	of	of	ADP
afs-111665	248	11	dairy	dairy	NOUN
afs-111665	248	12	cows	cow	NOUN
afs-111665	248	13	based	base	VERB
afs-111665	248	14	on	on	ADP
afs-111665	248	15	convolutional	convolutional	ADJ
afs-111665	248	16	neural	neural	ADJ
afs-111665	248	17	networks	network	NOUN
afs-111665	248	18	(	(	PUNCT
afs-111665	248	19	cnn	cnn	PROPN
afs-111665	248	20	)	)	PUNCT
afs-111665	248	21	.	.	PUNCT
afs-111665	249	1	biosystems	biosystems	PROPN
afs-111665	249	2	engineering	engineer	VERB
afs-111665	249	3	198	198	NUM
afs-111665	249	4	:	:	PUNCT
afs-111665	249	5	31–49	31–49	NUM
afs-111665	249	6	.	.	PUNCT
afs-111665	250	1	https://doi	https://doi	X
afs-111665	250	2	.	.	PUNCT
afs-111665	250	3	org/10.1016	org/10.1016	PROPN
afs-111665	250	4	/	/	SYM
afs-111665	250	5	j.biosystemseng.2020.07.019	j.biosystemseng.2020.07.019	PROPN
afs-111665	250	6	alameer	alameer	NOUN
afs-111665	250	7	,	,	PUNCT
afs-111665	250	8	a.	a.	PROPN
afs-111665	250	9	,	,	PUNCT
afs-111665	250	10	kyriazakis	kyriazakis	PROPN
afs-111665	250	11	,	,	PUNCT
afs-111665	250	12	i.	i.	PROPN
afs-111665	250	13	,	,	PUNCT
afs-111665	250	14	dalton	dalton	PROPN
afs-111665	250	15	,	,	PUNCT
afs-111665	250	16	h.a	h.a	PROPN
afs-111665	250	17	.	.	PROPN
afs-111665	250	18	,	,	PUNCT
afs-111665	250	19	miller	miller	PROPN
afs-111665	250	20	,	,	PUNCT
afs-111665	250	21	a.l	a.l	PROPN
afs-111665	250	22	.	.	PROPN
afs-111665	250	23	&	&	CCONJ
afs-111665	250	24	bacardit	bacardit	PROPN
afs-111665	250	25	,	,	PUNCT
afs-111665	250	26	j.	j.	PROPN
afs-111665	250	27	2020	2020	NUM
afs-111665	250	28	.	.	PUNCT
afs-111665	251	1	automatic	automatic	ADJ
afs-111665	251	2	recognition	recognition	NOUN
afs-111665	251	3	of	of	ADP
afs-111665	251	4	feeding	feeding	NOUN
afs-111665	251	5	and	and	CCONJ
afs-111665	251	6	foraging	forage	VERB
afs-111665	251	7	behaviour	behaviour	NOUN
afs-111665	251	8	in	in	ADP
afs-111665	251	9	pigs	pig	NOUN
afs-111665	251	10	using	use	VERB
afs-111665	251	11	deep	deep	ADJ
afs-111665	251	12	learning	learning	NOUN
afs-111665	251	13	.	.	PUNCT
afs-111665	252	1	biosystems	biosystems	PROPN
afs-111665	252	2	engineering	engineer	VERB
afs-111665	252	3	197	197	NUM
afs-111665	252	4	:	:	PUNCT
afs-111665	253	1	91–104	91–104	PROPN
afs-111665	253	2	.	.	PUNCT
afs-111665	254	1	https://doi.org/10.1016/j.biosystemseng.2020.06.013	https://doi.org/10.1016/j.biosystemseng.2020.06.013	PROPN
afs-111665	254	2	anagnostopoulos	anagnostopoulos	PROPN
afs-111665	254	3	,	,	PUNCT
afs-111665	254	4	a.	a.	NOUN
afs-111665	254	5	,	,	PUNCT
afs-111665	254	6	barden	barden	PROPN
afs-111665	254	7	,	,	PUNCT
afs-111665	254	8	m.	m.	NOUN
afs-111665	254	9	,	,	PUNCT
afs-111665	254	10	tulloch	tulloch	PROPN
afs-111665	254	11	,	,	PUNCT
afs-111665	254	12	j.	j.	PROPN
afs-111665	254	13	,	,	PUNCT
afs-111665	254	14	williams	williams	PROPN
afs-111665	254	15	,	,	PUNCT
afs-111665	254	16	k.	k.	PROPN
afs-111665	254	17	,	,	PUNCT
afs-111665	254	18	griffiths	griffiths	PROPN
afs-111665	254	19	,	,	PUNCT
afs-111665	254	20	b.	b.	PROPN
afs-111665	254	21	,	,	PUNCT
afs-111665	254	22	bedford	bedford	PROPN
afs-111665	254	23	,	,	PUNCT
afs-111665	254	24	c.	c.	PROPN
afs-111665	254	25	&	&	CCONJ
afs-111665	254	26	oikonomou	oikonomou	PROPN
afs-111665	254	27	,	,	PUNCT
afs-111665	254	28	g.	g.	PROPN
afs-111665	254	29	2021	2021	NUM
afs-111665	254	30	.	.	PUNCT
afs-111665	255	1	a	a	DET
afs-111665	255	2	study	study	NOUN
afs-111665	255	3	on	on	ADP
afs-111665	255	4	the	the	DET
afs-111665	255	5	use	use	NOUN
afs-111665	255	6	of	of	ADP
afs-111665	255	7	thermal	thermal	ADJ
afs-111665	255	8	imaging	imaging	NOUN
afs-111665	255	9	as	as	ADP
afs-111665	255	10	a	a	DET
afs-111665	255	11	diagnostic	diagnostic	ADJ
afs-111665	255	12	tool	tool	NOUN
afs-111665	255	13	for	for	ADP
afs-111665	255	14	the	the	DET
afs-111665	255	15	detection	detection	NOUN
afs-111665	255	16	of	of	ADP
afs-111665	255	17	digital	digital	ADJ
afs-111665	255	18	dermatitis	dermatitis	NOUN
afs-111665	255	19	in	in	ADP
afs-111665	255	20	dairy	dairy	NOUN
afs-111665	255	21	cattle	cattle	NOUN
afs-111665	255	22	.	.	PUNCT
afs-111665	256	1	journal	journal	NOUN
afs-111665	256	2	of	of	ADP
afs-111665	256	3	dairy	dairy	NOUN
afs-111665	256	4	science	science	NOUN
afs-111665	256	5	104	104	NUM
afs-111665	256	6	:	:	SYM
afs-111665	256	7	10194	10194	NUM
afs-111665	256	8	–	–	PUNCT
afs-111665	256	9	10202	10202	NUM
afs-111665	256	10	.	.	PUNCT
afs-111665	257	1	https://doi.org/10.3168/jds.2021-20178	https://doi.org/10.3168/jds.2021-20178	PROPN
afs-111665	257	2	ardo	ardo	PROPN
afs-111665	257	3	,	,	PUNCT
afs-111665	257	4	h.	h.	PROPN
afs-111665	257	5	,	,	PUNCT
afs-111665	257	6	guzhva	guzhva	NOUN
afs-111665	257	7	,	,	PUNCT
afs-111665	257	8	o.	o.	PROPN
afs-111665	257	9	,	,	PUNCT
afs-111665	257	10	nilsson	nilsson	PROPN
afs-111665	257	11	,	,	PUNCT
afs-111665	257	12	m.	m.	PROPN
afs-111665	257	13	&	&	CCONJ
afs-111665	257	14	herlin	herlin	PROPN
afs-111665	257	15	,	,	PUNCT
afs-111665	257	16	a.	a.	NOUN
afs-111665	257	17	2017	2017	NUM
afs-111665	257	18	.	.	PUNCT
afs-111665	258	1	a	a	DET
afs-111665	258	2	cnn	cnn	PROPN
afs-111665	258	3	-	-	PUNCT
afs-111665	258	4	based	base	VERB
afs-111665	258	5	cow	cow	NOUN
afs-111665	258	6	interaction	interaction	NOUN
afs-111665	258	7	watchdog	watchdog	NOUN
afs-111665	258	8	.	.	PUNCT
afs-111665	259	1	iet	iet	PROPN
afs-111665	259	2	computer	computer	PROPN
afs-111665	259	3	vision	vision	PROPN
afs-111665	259	4	,	,	PUNCT
afs-111665	259	5	12	12	NUM
afs-111665	259	6	.	.	PUNCT
afs-111665	260	1	https://	https://	PROPN
afs-111665	260	2	doi.org/10.1049/iet-cvi.2017.0077	doi.org/10.1049/iet-cvi.2017.0077	PROPN
afs-111665	260	3	atkinson	atkinson	PROPN
afs-111665	260	4	,	,	PUNCT
afs-111665	260	5	g.a	g.a	PROPN
afs-111665	260	6	.	.	PROPN
afs-111665	260	7	,	,	PUNCT
afs-111665	260	8	smith	smith	PROPN
afs-111665	260	9	,	,	PUNCT
afs-111665	260	10	l.n	l.n	PROPN
afs-111665	260	11	.	.	PROPN
afs-111665	260	12	,	,	PUNCT
afs-111665	260	13	smith	smith	PROPN
afs-111665	260	14	,	,	PUNCT
afs-111665	260	15	m.l	m.l	PROPN
afs-111665	260	16	.	.	PROPN
afs-111665	260	17	,	,	PUNCT
afs-111665	260	18	reynolds	reynolds	PROPN
afs-111665	260	19	,	,	PUNCT
afs-111665	260	20	c.k	c.k	PROPN
afs-111665	260	21	.	.	PROPN
afs-111665	260	22	,	,	PUNCT
afs-111665	260	23	humphries	humphries	PROPN
afs-111665	260	24	,	,	PUNCT
afs-111665	260	25	d.j	d.j	PROPN
afs-111665	260	26	.	.	PROPN
afs-111665	260	27	,	,	PUNCT
afs-111665	260	28	moorby	moorby	PROPN
afs-111665	260	29	,	,	PUNCT
afs-111665	260	30	j.m	j.m	PROPN
afs-111665	260	31	.	.	PROPN
afs-111665	260	32	,	,	PUNCT
afs-111665	260	33	leemans	leemans	PROPN
afs-111665	260	34	,	,	PUNCT
afs-111665	260	35	d.k	d.k	PROPN
afs-111665	260	36	.	.	PROPN
afs-111665	260	37	&	&	CCONJ
afs-111665	260	38	kingston	kingston	PROPN
afs-111665	260	39	-	-	PUNCT
afs-111665	260	40	smith	smith	PROPN
afs-111665	260	41	,	,	PUNCT
afs-111665	260	42	a.h	a.h	PROPN
afs-111665	260	43	.	.	PROPN
afs-111665	260	44	2020	2020	NUM
afs-111665	260	45	.	.	PUNCT
afs-111665	261	1	a	a	DET
afs-111665	261	2	computer	computer	NOUN
afs-111665	261	3	vision	vision	NOUN
afs-111665	261	4	approach	approach	NOUN
afs-111665	261	5	to	to	ADP
afs-111665	261	6	improving	improve	VERB
afs-111665	261	7	cattle	cattle	NOUN
afs-111665	261	8	digestive	digestive	ADJ
afs-111665	261	9	health	health	NOUN
afs-111665	261	10	by	by	ADP
afs-111665	261	11	the	the	DET
afs-111665	261	12	monitoring	monitoring	NOUN
afs-111665	261	13	of	of	ADP
afs-111665	261	14	faecal	faecal	ADJ
afs-111665	261	15	samples	sample	NOUN
afs-111665	261	16	.	.	PUNCT
afs-111665	262	1	scientific	scientific	ADJ
afs-111665	262	2	reports	report	NOUN
afs-111665	262	3	10	10	NUM
afs-111665	262	4	:	:	SYM
afs-111665	262	5	17557	17557	NUM
afs-111665	262	6	.	.	PUNCT
afs-111665	263	1	https://doi.org/10.1038/s41598-020-74511-0	https://doi.org/10.1038/s41598-020-74511-0	VERB
afs-111665	263	2	banhazi	banhazi	NOUN
afs-111665	263	3	,	,	PUNCT
afs-111665	263	4	t.	t.	PROPN
afs-111665	263	5	&	&	CCONJ
afs-111665	263	6	tscharke	tscharke	PROPN
afs-111665	263	7	,	,	PUNCT
afs-111665	263	8	m.	m.	NOUN
afs-111665	263	9	2016	2016	NUM
afs-111665	263	10	.	.	PUNCT
afs-111665	264	1	a	a	DET
afs-111665	264	2	brief	brief	ADJ
afs-111665	264	3	review	review	NOUN
afs-111665	264	4	of	of	ADP
afs-111665	264	5	the	the	DET
afs-111665	264	6	application	application	NOUN
afs-111665	264	7	of	of	ADP
afs-111665	264	8	machine	machine	NOUN
afs-111665	264	9	vision	vision	NOUN
afs-111665	264	10	in	in	ADP
afs-111665	264	11	livestock	livestock	NOUN
afs-111665	264	12	behaviour	behaviour	NOUN
afs-111665	264	13	analysis	analysis	NOUN
afs-111665	264	14	.	.	PUNCT
afs-111665	265	1	journal	journal	NOUN
afs-111665	265	2	of	of	ADP
afs-111665	265	3	agricultural	agricultural	ADJ
afs-111665	265	4	informatics	informatic	NOUN
afs-111665	265	5	7	7	NUM
afs-111665	265	6	.	.	PUNCT
afs-111665	266	1	https://doi.org/10.17700/jai.2016.7.1.279	https://doi.org/10.17700/jai.2016.7.1.279	PROPN
afs-111665	266	2	o.	o.	NOUN
afs-111665	266	3	koskela	koskela	PROPN
afs-111665	266	4	et	et	PROPN
afs-111665	266	5	al	al	PROPN
afs-111665	266	6	.	.	PROPN
afs-111665	267	1	102	102	NUM
afs-111665	267	2	bao	bao	PROPN
afs-111665	267	3	,	,	PUNCT
afs-111665	267	4	j.	j.	PROPN
afs-111665	267	5	&	&	CCONJ
afs-111665	267	6	xie	xie	PROPN
afs-111665	267	7	,	,	PUNCT
afs-111665	267	8	q.	q.	PROPN
afs-111665	267	9	2022	2022	NUM
afs-111665	267	10	.	.	PUNCT
afs-111665	268	1	artificial	artificial	ADJ
afs-111665	268	2	intelligence	intelligence	NOUN
afs-111665	268	3	in	in	ADP
afs-111665	268	4	animal	animal	NOUN
afs-111665	268	5	farming	farming	NOUN
afs-111665	268	6	:	:	PUNCT
afs-111665	268	7	a	a	DET
afs-111665	268	8	systematic	systematic	ADJ
afs-111665	268	9	literature	literature	PROPN
afs-111665	268	10	review	review	PROPN
afs-111665	268	11	.	.	PUNCT
afs-111665	269	1	journal	journal	PROPN
afs-111665	269	2	of	of	ADP
afs-111665	269	3	cleaner	clean	ADJ
afs-111665	269	4	production	production	NOUN
afs-111665	269	5	331	331	NUM
afs-111665	269	6	:	:	PUNCT
afs-111665	269	7	129956	129956	NUM
afs-111665	269	8	.	.	PUNCT
afs-111665	270	1	https://doi.org/10.1016/j.jclepro.2021.129956	https://doi.org/10.1016/j.jclepro.2021.129956	PROPN
afs-111665	270	2	benitez	benitez	PROPN
afs-111665	270	3	pereira	pereira	PROPN
afs-111665	270	4	,	,	PUNCT
afs-111665	270	5	l.s	l.s	PROPN
afs-111665	270	6	.	.	PROPN
afs-111665	270	7	,	,	PUNCT
afs-111665	270	8	koskela	koskela	PROPN
afs-111665	270	9	,	,	PUNCT
afs-111665	270	10	o.	o.	PROPN
afs-111665	270	11	,	,	PUNCT
afs-111665	270	12	pölönen	pölönen	PROPN
afs-111665	270	13	,	,	PUNCT
afs-111665	270	14	i.	i.	PROPN
afs-111665	270	15	&	&	CCONJ
afs-111665	270	16	kunttu	kunttu	PROPN
afs-111665	270	17	,	,	PUNCT
afs-111665	270	18	i.	i.	PROPN
afs-111665	270	19	2020	2020	NUM
afs-111665	270	20	.	.	PUNCT
afs-111665	271	1	data	datum	NOUN
afs-111665	271	2	set	set	VERB
afs-111665	271	3	of	of	ADP
afs-111665	271	4	labeled	label	VERB
afs-111665	271	5	scenes	scene	NOUN
afs-111665	271	6	in	in	ADP
afs-111665	271	7	a	a	DET
afs-111665	271	8	barn	barn	NOUN
afs-111665	271	9	in	in	ADP
afs-111665	271	10	front	front	NOUN
afs-111665	271	11	of	of	ADP
afs-111665	271	12	automatic	automatic	ADJ
afs-111665	271	13	milking	milking	NOUN
afs-111665	271	14	system	system	NOUN
afs-111665	271	15	.	.	PUNCT
afs-111665	272	1	https://doi.org/10.5281/zenodo.3981400	https://doi.org/10.5281/zenodo.3981400	NOUN
afs-111665	272	2	berckmans	berckman	NOUN
afs-111665	272	3	,	,	PUNCT
afs-111665	272	4	d.	d.	PROPN
afs-111665	272	5	2014	2014	NUM
afs-111665	272	6	.	.	PUNCT
afs-111665	273	1	precision	precision	NOUN
afs-111665	273	2	livestock	livestock	NOUN
afs-111665	273	3	farming	farming	NOUN
afs-111665	273	4	technologies	technology	NOUN
afs-111665	273	5	for	for	ADP
afs-111665	273	6	welfare	welfare	NOUN
afs-111665	273	7	management	management	NOUN
afs-111665	273	8	in	in	ADP
afs-111665	273	9	intensive	intensive	ADJ
afs-111665	273	10	livestock	livestock	NOUN
afs-111665	273	11	systems	system	NOUN
afs-111665	273	12	.	.	PUNCT
afs-111665	274	1	revue	revue	PROPN
afs-111665	274	2	scientifique	scientifique	PROPN
afs-111665	274	3	et	et	PROPN
afs-111665	274	4	technique	technique	NOUN
afs-111665	274	5	(	(	PUNCT
afs-111665	274	6	international	international	ADJ
afs-111665	274	7	office	office	NOUN
afs-111665	274	8	of	of	ADP
afs-111665	274	9	epizootics	epizootic	NOUN
afs-111665	274	10	)	)	PUNCT
afs-111665	274	11	33	33	NUM
afs-111665	274	12	:	:	PUNCT
afs-111665	274	13	189–196	189–196	NUM
afs-111665	274	14	.	.	PUNCT
afs-111665	275	1	https://doi.org/10.20506/rst.33.1.2273	https://doi.org/10.20506/rst.33.1.2273	X
afs-111665	275	2	boissy	boissy	ADJ
afs-111665	275	3	,	,	PUNCT
afs-111665	275	4	a.	a.	NOUN
afs-111665	275	5	,	,	PUNCT
afs-111665	275	6	manteuffel	manteuffel	NOUN
afs-111665	275	7	,	,	PUNCT
afs-111665	275	8	g.	g.	PROPN
afs-111665	275	9	,	,	PUNCT
afs-111665	275	10	jensen	jensen	PROPN
afs-111665	275	11	,	,	PUNCT
afs-111665	275	12	m.	m.	NOUN
afs-111665	275	13	,	,	PUNCT
afs-111665	275	14	moe	moe	PROPN
afs-111665	275	15	,	,	PUNCT
afs-111665	275	16	r.	r.	NOUN
afs-111665	275	17	,	,	PUNCT
afs-111665	275	18	spruijt	spruijt	NOUN
afs-111665	275	19	,	,	PUNCT
afs-111665	275	20	b.	b.	PROPN
afs-111665	275	21	,	,	PUNCT
afs-111665	275	22	keeling	keeling	PROPN
afs-111665	275	23	,	,	PUNCT
afs-111665	275	24	l.	l.	PROPN
afs-111665	275	25	,	,	PUNCT
afs-111665	275	26	winckler	winckler	NOUN
afs-111665	275	27	,	,	PUNCT
afs-111665	275	28	c.	c.	PROPN
afs-111665	275	29	,	,	PUNCT
afs-111665	275	30	forkman	forkman	PROPN
afs-111665	275	31	,	,	PUNCT
afs-111665	275	32	b.	b.	PROPN
afs-111665	275	33	,	,	PUNCT
afs-111665	275	34	dimitrov	dimitrov	PROPN
afs-111665	275	35	,	,	PUNCT
afs-111665	275	36	i.	i.	NOUN
afs-111665	275	37	,	,	PUNCT
afs-111665	275	38	langbein	langbein	PROPN
afs-111665	275	39	,	,	PUNCT
afs-111665	275	40	j.	j.	PROPN
afs-111665	275	41	,	,	PUNCT
afs-111665	275	42	bakken	bakken	PROPN
afs-111665	275	43	,	,	PUNCT
afs-111665	275	44	m.	m.	NOUN
afs-111665	275	45	,	,	PUNCT
afs-111665	275	46	veissier	veissier	NOUN
afs-111665	275	47	,	,	PUNCT
afs-111665	275	48	i.	i.	PROPN
afs-111665	275	49	&	&	CCONJ
afs-111665	275	50	aubert	aubert	PROPN
afs-111665	275	51	,	,	PUNCT
afs-111665	275	52	a.	a.	NOUN
afs-111665	275	53	2007	2007	NUM
afs-111665	275	54	.	.	PUNCT
afs-111665	276	1	assessment	assessment	NOUN
afs-111665	276	2	of	of	ADP
afs-111665	276	3	positive	positive	ADJ
afs-111665	276	4	emotions	emotion	NOUN
afs-111665	276	5	in	in	ADP
afs-111665	276	6	animals	animal	NOUN
afs-111665	276	7	to	to	PART
afs-111665	276	8	improve	improve	VERB
afs-111665	276	9	their	their	PRON
afs-111665	276	10	welfare	welfare	NOUN
afs-111665	276	11	.	.	PUNCT
afs-111665	277	1	physiology	physiology	NOUN
afs-111665	277	2	&	&	CCONJ
afs-111665	277	3	behavior	behavior	PROPN
afs-111665	277	4	,	,	PUNCT
afs-111665	277	5	92:375–97	92:375–97	NOUN
afs-111665	277	6	.	.	PUNCT
afs-111665	278	1	https://doi.org/10.1016/j.physbeh.2007.02.003	https://doi.org/10.1016/j.physbeh.2007.02.003	PROPN
afs-111665	278	2	bradski	bradski	PROPN
afs-111665	278	3	,	,	PUNCT
afs-111665	278	4	g.	g.	PROPN
afs-111665	278	5	2000	2000	NUM
afs-111665	278	6	.	.	PUNCT
afs-111665	279	1	the	the	DET
afs-111665	279	2	opencv	opencv	PROPN
afs-111665	279	3	library	library	NOUN
afs-111665	279	4	.	.	PUNCT
afs-111665	280	1	dr	dr	PROPN
afs-111665	280	2	.	.	PROPN
afs-111665	280	3	dobb	dobb	PROPN
afs-111665	280	4	’s	’s	PART
afs-111665	280	5	journal	journal	PROPN
afs-111665	280	6	of	of	ADP
afs-111665	280	7	software	software	NOUN
afs-111665	280	8	tools	tool	NOUN
afs-111665	280	9	.	.	PUNCT
afs-111665	281	1	buslaev	buslaev	PROPN
afs-111665	281	2	,	,	PUNCT
afs-111665	281	3	a.	a.	NOUN
afs-111665	281	4	,	,	PUNCT
afs-111665	281	5	iglovikov	iglovikov	PROPN
afs-111665	281	6	,	,	PUNCT
afs-111665	281	7	v.i	v.i	PROPN
afs-111665	281	8	.	.	PROPN
afs-111665	281	9	,	,	PUNCT
afs-111665	281	10	khvedchenya	khvedchenya	PROPN
afs-111665	281	11	,	,	PUNCT
afs-111665	281	12	e.	e.	PROPN
afs-111665	281	13	,	,	PUNCT
afs-111665	281	14	parinov	parinov	PROPN
afs-111665	281	15	,	,	PUNCT
afs-111665	281	16	a.	a.	NOUN
afs-111665	281	17	,	,	PUNCT
afs-111665	281	18	druzhinin	druzhinin	NOUN
afs-111665	281	19	,	,	PUNCT
afs-111665	281	20	m.	m.	NOUN
afs-111665	281	21	&	&	CCONJ
afs-111665	281	22	kalinin	kalinin	PROPN
afs-111665	281	23	,	,	PUNCT
afs-111665	281	24	a.a	a.a	PROPN
afs-111665	281	25	.	.	PROPN
afs-111665	281	26	2020	2020	NUM
afs-111665	281	27	.	.	PUNCT
afs-111665	282	1	albumentations	albumentation	NOUN
afs-111665	282	2	:	:	PUNCT
afs-111665	282	3	fast	fast	ADJ
afs-111665	282	4	and	and	CCONJ
afs-111665	282	5	flexible	flexible	ADJ
afs-111665	282	6	image	image	NOUN
afs-111665	282	7	augmentations	augmentation	NOUN
afs-111665	282	8	.	.	PUNCT
afs-111665	283	1	information	information	NOUN
afs-111665	283	2	11	11	NUM
afs-111665	283	3	:	:	SYM
afs-111665	283	4	125	125	NUM
afs-111665	283	5	.	.	PUNCT
afs-111665	284	1	https://doi.org/10.3390/info11020125	https://doi.org/10.3390/info11020125	PROPN
afs-111665	284	2	chen	chen	PROPN
afs-111665	284	3	,	,	PUNCT
afs-111665	284	4	c.	c.	PROPN
afs-111665	284	5	,	,	PUNCT
afs-111665	284	6	zhu	zhu	PROPN
afs-111665	284	7	,	,	PUNCT
afs-111665	284	8	w.	w.	PROPN
afs-111665	284	9	,	,	PUNCT
afs-111665	284	10	liu	liu	PROPN
afs-111665	284	11	,	,	PUNCT
afs-111665	284	12	d.	d.	PROPN
afs-111665	284	13	,	,	PUNCT
afs-111665	284	14	steibel	steibel	PROPN
afs-111665	284	15	,	,	PUNCT
afs-111665	284	16	j.	j.	PROPN
afs-111665	284	17	,	,	PUNCT
afs-111665	284	18	siegford	siegford	PROPN
afs-111665	284	19	,	,	PUNCT
afs-111665	284	20	j.	j.	PROPN
afs-111665	284	21	,	,	PUNCT
afs-111665	284	22	wurtz	wurtz	PROPN
afs-111665	284	23	,	,	PUNCT
afs-111665	284	24	k.	k.	PROPN
afs-111665	284	25	,	,	PUNCT
afs-111665	284	26	han	han	PROPN
afs-111665	284	27	,	,	PUNCT
afs-111665	284	28	j.	j.	PROPN
afs-111665	284	29	&	&	CCONJ
afs-111665	284	30	norton	norton	PROPN
afs-111665	284	31	,	,	PUNCT
afs-111665	284	32	t.	t.	PROPN
afs-111665	284	33	2019	2019	NUM
afs-111665	284	34	.	.	PUNCT
afs-111665	285	1	detection	detection	NOUN
afs-111665	285	2	of	of	ADP
afs-111665	285	3	aggressive	aggressive	ADJ
afs-111665	285	4	behaviours	behaviour	NOUN
afs-111665	285	5	in	in	ADP
afs-111665	285	6	pigs	pig	NOUN
afs-111665	285	7	using	use	VERB
afs-111665	285	8	a	a	DET
afs-111665	285	9	realsence	realsence	NOUN
afs-111665	285	10	depth	depth	NOUN
afs-111665	285	11	sensor	sensor	NOUN
afs-111665	285	12	.	.	PUNCT
afs-111665	286	1	computers	computer	NOUN
afs-111665	286	2	and	and	CCONJ
afs-111665	286	3	electronics	electronic	NOUN
afs-111665	286	4	in	in	ADP
afs-111665	286	5	agriculture	agriculture	NOUN
afs-111665	286	6	166	166	NUM
afs-111665	286	7	:	:	PUNCT
afs-111665	286	8	105003	105003	NUM
afs-111665	286	9	.	.	PUNCT
afs-111665	287	1	https://doi.org/10.1016/j.compag.2019.105003	https://doi.org/10.1016/j.compag.2019.105003	PROPN
afs-111665	287	2	chen	chen	PROPN
afs-111665	287	3	,	,	PUNCT
afs-111665	287	4	c.	c.	PROPN
afs-111665	287	5	,	,	PUNCT
afs-111665	287	6	zhu	zhu	PROPN
afs-111665	287	7	,	,	PUNCT
afs-111665	287	8	w.	w.	PROPN
afs-111665	287	9	,	,	PUNCT
afs-111665	287	10	steibel	steibel	PROPN
afs-111665	287	11	,	,	PUNCT
afs-111665	287	12	j.	j.	PROPN
afs-111665	287	13	,	,	PUNCT
afs-111665	287	14	siegford	siegford	PROPN
afs-111665	287	15	,	,	PUNCT
afs-111665	287	16	j.	j.	PROPN
afs-111665	287	17	,	,	PUNCT
afs-111665	287	18	han	han	PROPN
afs-111665	287	19	,	,	PUNCT
afs-111665	287	20	j.	j.	PROPN
afs-111665	287	21	&	&	CCONJ
afs-111665	287	22	norton	norton	PROPN
afs-111665	287	23	,	,	PUNCT
afs-111665	287	24	t.	t.	PROPN
afs-111665	287	25	2020	2020	NUM
afs-111665	287	26	a.	a.	NOUN
afs-111665	287	27	recognition	recognition	NOUN
afs-111665	287	28	of	of	ADP
afs-111665	287	29	feeding	feed	VERB
afs-111665	287	30	behaviour	behaviour	NOUN
afs-111665	287	31	of	of	ADP
afs-111665	287	32	pigs	pig	NOUN
afs-111665	287	33	and	and	CCONJ
afs-111665	287	34	determination	determination	NOUN
afs-111665	287	35	of	of	ADP
afs-111665	287	36	feeding	feeding	NOUN
afs-111665	287	37	time	time	NOUN
afs-111665	287	38	of	of	ADP
afs-111665	287	39	each	each	DET
afs-111665	287	40	pig	pig	NOUN
afs-111665	287	41	by	by	ADP
afs-111665	287	42	a	a	DET
afs-111665	287	43	video	video	NOUN
afs-111665	287	44	-	-	PUNCT
afs-111665	287	45	based	base	VERB
afs-111665	287	46	deep	deep	ADJ
afs-111665	287	47	learning	learning	NOUN
afs-111665	287	48	method	method	NOUN
afs-111665	287	49	.	.	PUNCT
afs-111665	288	1	computers	computer	NOUN
afs-111665	288	2	and	and	CCONJ
afs-111665	288	3	electronics	electronic	NOUN
afs-111665	288	4	in	in	ADP
afs-111665	288	5	agriculture	agriculture	NOUN
afs-111665	288	6	176	176	NUM
afs-111665	288	7	:	:	PUNCT
afs-111665	288	8	105642	105642	NUM
afs-111665	288	9	.	.	PUNCT
afs-111665	289	1	https://doi.org/10.1016/j.compag.2020.105642	https://doi.org/10.1016/j.compag.2020.105642	PROPN
afs-111665	289	2	chen	chen	PROPN
afs-111665	289	3	,	,	PUNCT
afs-111665	289	4	c.	c.	PROPN
afs-111665	289	5	,	,	PUNCT
afs-111665	289	6	zhu	zhu	PROPN
afs-111665	289	7	,	,	PUNCT
afs-111665	289	8	w.	w.	PROPN
afs-111665	289	9	,	,	PUNCT
afs-111665	289	10	oczak	oczak	NOUN
afs-111665	289	11	,	,	PUNCT
afs-111665	289	12	m.	m.	NOUN
afs-111665	289	13	,	,	PUNCT
afs-111665	289	14	maschat	maschat	PROPN
afs-111665	289	15	,	,	PUNCT
afs-111665	289	16	k.	k.	PROPN
afs-111665	289	17	,	,	PUNCT
afs-111665	289	18	baumgartner	baumgartner	PROPN
afs-111665	289	19	,	,	PUNCT
afs-111665	289	20	j.	j.	PROPN
afs-111665	289	21	,	,	PUNCT
afs-111665	289	22	larsen	larsen	PROPN
afs-111665	289	23	,	,	PUNCT
afs-111665	289	24	m.l	m.l	PROPN
afs-111665	289	25	.	.	PROPN
afs-111665	289	26	v.	v.	PROPN
afs-111665	289	27	&	&	CCONJ
afs-111665	289	28	norton	norton	PROPN
afs-111665	289	29	,	,	PUNCT
afs-111665	289	30	t.	t.	PROPN
afs-111665	289	31	2020	2020	NUM
afs-111665	289	32	b.	b.	PROPN
afs-111665	290	1	a	a	DET
afs-111665	290	2	computer	computer	NOUN
afs-111665	290	3	vision	vision	NOUN
afs-111665	290	4	approach	approach	NOUN
afs-111665	290	5	for	for	ADP
afs-111665	290	6	recognition	recognition	NOUN
afs-111665	290	7	of	of	ADP
afs-111665	290	8	the	the	DET
afs-111665	290	9	engagement	engagement	NOUN
afs-111665	290	10	of	of	ADP
afs-111665	290	11	pigs	pig	NOUN
afs-111665	290	12	with	with	ADP
afs-111665	290	13	different	different	ADJ
afs-111665	290	14	enrichment	enrichment	NOUN
afs-111665	290	15	objects	object	NOUN
afs-111665	290	16	.	.	PUNCT
afs-111665	291	1	computers	computer	NOUN
afs-111665	291	2	and	and	CCONJ
afs-111665	291	3	electronics	electronic	NOUN
afs-111665	291	4	in	in	ADP
afs-111665	291	5	agriculture	agriculture	NOUN
afs-111665	291	6	175	175	NUM
afs-111665	291	7	:	:	PUNCT
afs-111665	291	8	105580	105580	NUM
afs-111665	291	9	.	.	PUNCT
afs-111665	292	1	https://doi.org/10.1016/j.compag.2020.105580	https://doi.org/10.1016/j.compag.2020.105580	ADJ
afs-111665	292	2	chollet	chollet	NOUN
afs-111665	292	3	,	,	PUNCT
afs-111665	292	4	f.	f.	PROPN
afs-111665	292	5	2017	2017	NUM
afs-111665	292	6	.	.	PUNCT
afs-111665	293	1	deep	deep	ADJ
afs-111665	293	2	learning	learning	NOUN
afs-111665	293	3	with	with	ADP
afs-111665	293	4	python	python	PROPN
afs-111665	293	5	.	.	PUNCT
afs-111665	294	1	manning	man	VERB
afs-111665	294	2	publications	publications	PROPN
afs-111665	294	3	co.	co.	PROPN
afs-111665	294	4	,	,	PUNCT
afs-111665	294	5	greenwich	greenwich	PROPN
afs-111665	294	6	,	,	PUNCT
afs-111665	294	7	ct	ct	PROPN
afs-111665	294	8	,	,	PUNCT
afs-111665	294	9	usa	usa	PROPN
afs-111665	294	10	,	,	PUNCT
afs-111665	294	11	1st	1st	PROPN
afs-111665	294	12	edition	edition	PROPN
afs-111665	294	13	.	.	PUNCT
afs-111665	295	1	cuthbertson	cuthbertson	PROPN
afs-111665	295	2	,	,	PUNCT
afs-111665	295	3	h.	h.	PROPN
afs-111665	295	4	,	,	PUNCT
afs-111665	295	5	tarr	tarr	PROPN
afs-111665	295	6	,	,	PUNCT
afs-111665	295	7	g.	g.	PROPN
afs-111665	295	8	&	&	CCONJ
afs-111665	295	9	gonzález	gonzález	PROPN
afs-111665	295	10	,	,	PUNCT
afs-111665	295	11	l.a	l.a	PROPN
afs-111665	295	12	.	.	PROPN
afs-111665	295	13	2019	2019	NUM
afs-111665	295	14	.	.	PUNCT
afs-111665	296	1	methodology	methodology	NOUN
afs-111665	296	2	for	for	ADP
afs-111665	296	3	data	data	NOUN
afs-111665	296	4	processing	processing	NOUN
afs-111665	296	5	and	and	CCONJ
afs-111665	296	6	analysis	analysis	NOUN
afs-111665	296	7	techniques	technique	NOUN
afs-111665	296	8	of	of	ADP
afs-111665	296	9	infrared	infrared	ADJ
afs-111665	296	10	video	video	NOUN
afs-111665	296	11	thermography	thermography	NOUN
afs-111665	296	12	used	use	VERB
afs-111665	296	13	to	to	PART
afs-111665	296	14	measure	measure	VERB
afs-111665	296	15	cattle	cattle	NOUN
afs-111665	296	16	temperature	temperature	NOUN
afs-111665	296	17	in	in	ADP
afs-111665	296	18	real	real	ADJ
afs-111665	296	19	time	time	NOUN
afs-111665	296	20	.	.	PUNCT
afs-111665	297	1	computers	computer	NOUN
afs-111665	297	2	and	and	CCONJ
afs-111665	297	3	electronics	electronic	NOUN
afs-111665	297	4	in	in	ADP
afs-111665	297	5	agriculture	agriculture	NOUN
afs-111665	297	6	167	167	NUM
afs-111665	297	7	:	:	PUNCT
afs-111665	297	8	105019	105019	NUM
afs-111665	297	9	.	.	PUNCT
afs-111665	298	1	https://doi	https://doi	X
afs-111665	298	2	.	.	PUNCT
afs-111665	298	3	org/10.1016	org/10.1016	PROPN
afs-111665	298	4	/	/	SYM
afs-111665	298	5	j.compag.2019.105019	j.compag.2019.105019	X
afs-111665	298	6	de	de	X
afs-111665	298	7	sousa	sousa	PROPN
afs-111665	298	8	,	,	PUNCT
afs-111665	298	9	r.v	r.v	PROPN
afs-111665	298	10	.	.	PROPN
afs-111665	298	11	,	,	PUNCT
afs-111665	298	12	da	da	PROPN
afs-111665	298	13	silva	silva	PROPN
afs-111665	298	14	rodrigues	rodrigues	PROPN
afs-111665	298	15	,	,	PUNCT
afs-111665	298	16	a.v	a.v	PROPN
afs-111665	298	17	.	.	PROPN
afs-111665	298	18	,	,	PUNCT
afs-111665	298	19	de	de	PROPN
afs-111665	298	20	abreu	abreu	PROPN
afs-111665	298	21	,	,	PUNCT
afs-111665	298	22	m.g	m.g	PROPN
afs-111665	298	23	.	.	PROPN
afs-111665	298	24	,	,	PUNCT
afs-111665	298	25	tabile	tabile	PROPN
afs-111665	298	26	,	,	PUNCT
afs-111665	298	27	r.a	r.a	PROPN
afs-111665	298	28	.	.	PROPN
afs-111665	298	29	&	&	CCONJ
afs-111665	298	30	martello	martello	PROPN
afs-111665	298	31	,	,	PUNCT
afs-111665	298	32	l.s	l.s	PROPN
afs-111665	298	33	.	.	PROPN
afs-111665	298	34	2018	2018	NUM
afs-111665	298	35	.	.	PUNCT
afs-111665	299	1	predictive	predictive	ADJ
afs-111665	299	2	model	model	NOUN
afs-111665	299	3	based	base	VERB
afs-111665	299	4	on	on	ADP
afs-111665	299	5	artificial	artificial	ADJ
afs-111665	299	6	neural	neural	ADJ
afs-111665	299	7	network	network	NOUN
afs-111665	299	8	for	for	ADP
afs-111665	299	9	assessing	assess	VERB
afs-111665	299	10	beef	beef	NOUN
afs-111665	299	11	cattle	cattle	NOUN
afs-111665	299	12	thermal	thermal	ADJ
afs-111665	299	13	stress	stress	NOUN
afs-111665	299	14	using	use	VERB
afs-111665	299	15	weather	weather	NOUN
afs-111665	299	16	and	and	CCONJ
afs-111665	299	17	physiological	physiological	ADJ
afs-111665	299	18	variables	variable	NOUN
afs-111665	299	19	.	.	PUNCT
afs-111665	300	1	computers	computer	NOUN
afs-111665	300	2	and	and	CCONJ
afs-111665	300	3	electronics	electronic	NOUN
afs-111665	300	4	in	in	ADP
afs-111665	300	5	agriculture	agriculture	NOUN
afs-111665	300	6	144	144	NUM
afs-111665	300	7	:	:	PUNCT
afs-111665	300	8	37–43	37–43	NUM
afs-111665	300	9	.	.	X
afs-111665	301	1	https://doi.org/10.1016/j.compag.2017.11.033	https://doi.org/10.1016/j.compag.2017.11.033	PROPN
afs-111665	301	2	faceli	faceli	NOUN
afs-111665	301	3	,	,	PUNCT
afs-111665	301	4	k.	k.	PROPN
afs-111665	301	5	,	,	PUNCT
afs-111665	301	6	lorena	lorena	PROPN
afs-111665	301	7	,	,	PUNCT
afs-111665	301	8	a.c	a.c	PROPN
afs-111665	301	9	.	.	PROPN
afs-111665	301	10	,	,	PUNCT
afs-111665	301	11	gama	gama	PROPN
afs-111665	301	12	,	,	PUNCT
afs-111665	301	13	j.	j.	PROPN
afs-111665	301	14	&	&	CCONJ
afs-111665	301	15	carvalho	carvalho	PROPN
afs-111665	301	16	,	,	PUNCT
afs-111665	301	17	a.c.p	a.c.p	PROPN
afs-111665	301	18	.	.	PUNCT
afs-111665	301	19	de	de	X
afs-111665	301	20	l.f	l.f	PROPN
afs-111665	301	21	.	.	PROPN
afs-111665	301	22	de	de	PROPN
afs-111665	301	23	2011	2011	NUM
afs-111665	301	24	.	.	PUNCT
afs-111665	302	1	inteligência	inteligência	PROPN
afs-111665	302	2	articial	articial	PROPN
afs-111665	302	3	:	:	PUNCT
afs-111665	302	4	uma	uma	PROPN
afs-111665	302	5	abordagem	abordagem	PROPN
afs-111665	302	6	de	de	PROPN
afs-111665	302	7	aprendizado	aprendizado	PROPN
afs-111665	302	8	de	de	PROPN
afs-111665	302	9	máquina	máquina	PROPN
afs-111665	302	10	.	.	PUNCT
afs-111665	303	1	ltc	ltc	PROPN
afs-111665	303	2	.	.	PUNCT
afs-111665	304	1	394	394	NUM
afs-111665	304	2	p.	p.	NOUN
afs-111665	304	3	fuentes	fuentes	PROPN
afs-111665	304	4	,	,	PUNCT
afs-111665	304	5	a.	a.	PROPN
afs-111665	304	6	,	,	PUNCT
afs-111665	304	7	yoon	yoon	PROPN
afs-111665	304	8	,	,	PUNCT
afs-111665	304	9	s.	s.	PROPN
afs-111665	304	10	,	,	PUNCT
afs-111665	304	11	park	park	PROPN
afs-111665	304	12	,	,	PUNCT
afs-111665	304	13	j.	j.	PROPN
afs-111665	304	14	&	&	CCONJ
afs-111665	304	15	park	park	PROPN
afs-111665	304	16	,	,	PUNCT
afs-111665	304	17	d.s	d.s	PROPN
afs-111665	304	18	.	.	PROPN
afs-111665	304	19	2020	2020	NUM
afs-111665	304	20	.	.	PUNCT
afs-111665	305	1	deep	deep	ADJ
afs-111665	305	2	learning	learning	NOUN
afs-111665	305	3	-	-	PUNCT
afs-111665	305	4	based	base	VERB
afs-111665	305	5	hierarchical	hierarchical	ADJ
afs-111665	305	6	cattle	cattle	NOUN
afs-111665	305	7	behavior	behavior	NOUN
afs-111665	305	8	recognition	recognition	NOUN
afs-111665	305	9	with	with	ADP
afs-111665	305	10	spatio	spatio	PROPN
afs-111665	305	11	-	-	PUNCT
afs-111665	305	12	temporal	temporal	ADJ
afs-111665	305	13	information	information	NOUN
afs-111665	305	14	.	.	PUNCT
afs-111665	306	1	computers	computer	NOUN
afs-111665	306	2	and	and	CCONJ
afs-111665	306	3	electronics	electronic	NOUN
afs-111665	306	4	in	in	ADP
afs-111665	306	5	agriculture	agriculture	NOUN
afs-111665	306	6	177	177	NUM
afs-111665	306	7	:	:	SYM
afs-111665	306	8	105627	105627	NUM
afs-111665	306	9	.	.	PUNCT
afs-111665	307	1	https://doi.org/10.1016/j.compag.2020.105627	https://doi.org/10.1016/j.compag.2020.105627	ADJ
afs-111665	307	2	gardenier	gardenier	NOUN
afs-111665	307	3	,	,	PUNCT
afs-111665	307	4	j.	j.	PROPN
afs-111665	307	5	,	,	PUNCT
afs-111665	307	6	underwood	underwood	PROPN
afs-111665	307	7	,	,	PUNCT
afs-111665	307	8	j.	j.	PROPN
afs-111665	307	9	&	&	CCONJ
afs-111665	307	10	clark	clark	PROPN
afs-111665	307	11	,	,	PUNCT
afs-111665	307	12	c.	c.	PROPN
afs-111665	307	13	2018	2018	NUM
afs-111665	307	14	.	.	PUNCT
afs-111665	308	1	object	object	NOUN
afs-111665	308	2	detection	detection	NOUN
afs-111665	308	3	for	for	ADP
afs-111665	308	4	cattle	cattle	NOUN
afs-111665	308	5	gait	gait	PROPN
afs-111665	308	6	tracking	tracking	NOUN
afs-111665	308	7	.	.	PUNCT
afs-111665	309	1	in	in	ADP
afs-111665	309	2	international	international	ADJ
afs-111665	309	3	conference	conference	NOUN
afs-111665	309	4	on	on	ADP
afs-111665	309	5	robotics	robotic	NOUN
afs-111665	309	6	and	and	CCONJ
afs-111665	309	7	automation	automation	NOUN
afs-111665	309	8	.	.	PUNCT
afs-111665	310	1	https://doi.org/10.1109/icra.2018.8460523	https://doi.org/10.1109/icra.2018.8460523	PROPN
afs-111665	310	2	gu	gu	PROPN
afs-111665	310	3	,	,	PUNCT
afs-111665	310	4	j.	j.	PROPN
afs-111665	310	5	,	,	PUNCT
afs-111665	310	6	wang	wang	PROPN
afs-111665	310	7	,	,	PUNCT
afs-111665	310	8	z.	z.	PROPN
afs-111665	310	9	,	,	PUNCT
afs-111665	310	10	gao	gao	PROPN
afs-111665	310	11	,	,	PUNCT
afs-111665	310	12	r.	r.	PROPN
afs-111665	310	13	&	&	CCONJ
afs-111665	310	14	wu	wu	PROPN
afs-111665	310	15	,	,	PUNCT
afs-111665	310	16	h.	h.	PROPN
afs-111665	310	17	2017	2017	NUM
afs-111665	310	18	.	.	PUNCT
afs-111665	311	1	cow	cow	NOUN
afs-111665	311	2	behavior	behavior	NOUN
afs-111665	311	3	recognition	recognition	NOUN
afs-111665	311	4	based	base	VERB
afs-111665	311	5	on	on	ADP
afs-111665	311	6	image	image	NOUN
afs-111665	311	7	analysis	analysis	NOUN
afs-111665	311	8	and	and	CCONJ
afs-111665	311	9	activities	activity	NOUN
afs-111665	311	10	.	.	PUNCT
afs-111665	312	1	international	international	ADJ
afs-111665	312	2	journal	journal	NOUN
afs-111665	312	3	of	of	ADP
afs-111665	312	4	agricultural	agricultural	ADJ
afs-111665	312	5	and	and	CCONJ
afs-111665	312	6	biological	biological	ADJ
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afs-111665	312	8	10	10	NUM
afs-111665	312	9	:	:	PUNCT
afs-111665	312	10	165–174	165–174	NUM
afs-111665	312	11	.	.	PUNCT
afs-111665	313	1	guo	guo	PROPN
afs-111665	313	2	,	,	PUNCT
afs-111665	313	3	y.	y.	PROPN
afs-111665	313	4	,	,	PUNCT
afs-111665	313	5	zhang	zhang	PROPN
afs-111665	313	6	,	,	PUNCT
afs-111665	313	7	z.	z.	PROPN
afs-111665	313	8	,	,	PUNCT
afs-111665	313	9	he	he	PRON
afs-111665	313	10	,	,	PUNCT
afs-111665	313	11	d.	d.	PROPN
afs-111665	313	12	,	,	PUNCT
afs-111665	313	13	niu	niu	PROPN
afs-111665	313	14	,	,	PUNCT
afs-111665	313	15	j.	j.	PROPN
afs-111665	313	16	&	&	CCONJ
afs-111665	313	17	tan	tan	PROPN
afs-111665	313	18	,	,	PUNCT
afs-111665	313	19	y.	y.	PROPN
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afs-111665	313	21	.	.	PUNCT
afs-111665	314	1	detection	detection	NOUN
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afs-111665	314	3	cow	cow	NOUN
afs-111665	314	4	mounting	mount	VERB
afs-111665	314	5	behavior	behavior	NOUN
afs-111665	314	6	using	use	VERB
afs-111665	314	7	region	region	NOUN
afs-111665	314	8	geometry	geometry	NOUN
afs-111665	314	9	and	and	CCONJ
afs-111665	314	10	optical	optical	ADJ
afs-111665	314	11	flow	flow	NOUN
afs-111665	314	12	characteristics	characteristic	NOUN
afs-111665	314	13	.	.	PUNCT
afs-111665	315	1	computers	computer	NOUN
afs-111665	315	2	and	and	CCONJ
afs-111665	315	3	electronics	electronic	NOUN
afs-111665	315	4	in	in	ADP
afs-111665	315	5	agriculture	agriculture	NOUN
afs-111665	315	6	163	163	NUM
afs-111665	315	7	:	:	SYM
afs-111665	315	8	104828	104828	NUM
afs-111665	315	9	.	.	PUNCT
afs-111665	316	1	https://doi.org/10.1016/j.compag.2019.05.037	https://doi.org/10.1016/j.compag.2019.05.037	NUM
afs-111665	316	2	guzhva	guzhva	NOUN
afs-111665	316	3	,	,	PUNCT
afs-111665	316	4	o.	o.	PROPN
afs-111665	316	5	,	,	PUNCT
afs-111665	316	6	ardö	ardö	PROPN
afs-111665	316	7	,	,	PUNCT
afs-111665	316	8	h.	h.	PROPN
afs-111665	316	9	,	,	PUNCT
afs-111665	316	10	nilsson	nilsson	PROPN
afs-111665	316	11	,	,	PUNCT
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afs-111665	316	13	,	,	PUNCT
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afs-111665	316	15	,	,	PUNCT
afs-111665	316	16	a.	a.	PROPN
afs-111665	316	17	&	&	CCONJ
afs-111665	316	18	tufvesson	tufvesson	PROPN
afs-111665	316	19	,	,	PUNCT
afs-111665	316	20	l.	l.	PROPN
afs-111665	316	21	2018	2018	NUM
afs-111665	316	22	.	.	PUNCT
afs-111665	317	1	now	now	ADV
afs-111665	317	2	you	you	PRON
afs-111665	317	3	see	see	VERB
afs-111665	317	4	me	i	PRON
afs-111665	317	5	:	:	PUNCT
afs-111665	317	6	convolutional	convolutional	ADJ
afs-111665	317	7	neural	neural	ADJ
afs-111665	317	8	network	network	NOUN
afs-111665	317	9	based	base	VERB
afs-111665	317	10	tracker	tracker	NOUN
afs-111665	317	11	for	for	ADP
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afs-111665	317	13	cows	cow	NOUN
afs-111665	317	14	.	.	PUNCT
afs-111665	318	1	frontiers	frontier	NOUN
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afs-111665	318	3	robotics	robotic	NOUN
afs-111665	318	4	and	and	CCONJ
afs-111665	318	5	ai	ai	VERB
afs-111665	318	6	5	5	NUM
afs-111665	318	7	:	:	SYM
afs-111665	318	8	107	107	NUM
afs-111665	318	9	.	.	PUNCT
afs-111665	319	1	https://doi.org/10.3389/frobt.2018.00107	https://doi.org/10.3389/frobt.2018.00107	PROPN
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afs-111665	319	3	,	,	PUNCT
afs-111665	319	4	x.	x.	PROPN
afs-111665	319	5	,	,	PUNCT
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afs-111665	319	7	,	,	PUNCT
afs-111665	319	8	x.	x.	PROPN
afs-111665	319	9	&	&	CCONJ
afs-111665	319	10	hu	hu	PROPN
afs-111665	319	11	,	,	PUNCT
afs-111665	319	12	z.	z.	PROPN
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afs-111665	319	14	.	.	PUNCT
afs-111665	320	1	cow	cow	NOUN
afs-111665	320	2	tail	tail	NOUN
afs-111665	320	3	detection	detection	NOUN
afs-111665	320	4	method	method	NOUN
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afs-111665	320	6	body	body	NOUN
afs-111665	320	7	condition	condition	NOUN
afs-111665	320	8	score	score	NOUN
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afs-111665	320	10	faster	fast	ADJ
afs-111665	320	11	r	r	NOUN
afs-111665	320	12	-	-	PUNCT
afs-111665	320	13	cnn	cnn	NOUN
afs-111665	320	14	.	.	PUNCT
afs-111665	321	1	in	in	ADP
afs-111665	321	2	2019	2019	NUM
afs-111665	321	3	ieee	ieee	NOUN
afs-111665	321	4	international	international	ADJ
afs-111665	321	5	conference	conference	NOUN
afs-111665	321	6	on	on	ADP
afs-111665	321	7	unmanned	unmanned	ADJ
afs-111665	321	8	systems	system	NOUN
afs-111665	321	9	and	and	CCONJ
afs-111665	321	10	artificial	artificial	ADJ
afs-111665	321	11	intelligence	intelligence	NOUN
afs-111665	321	12	(	(	PUNCT
afs-111665	321	13	icusai	icusai	NOUN
afs-111665	321	14	)	)	PUNCT
afs-111665	321	15	ieee	ieee	NOUN
afs-111665	321	16	.	.	PUNCT
afs-111665	322	1	p.	p.	NOUN
afs-111665	322	2	347–351	347–351	NUM
afs-111665	322	3	.	.	PUNCT
afs-111665	323	1	https://doi.org/10.1109/icusai47366.2019.9124743	https://doi.org/10.1109/icusai47366.2019.9124743	PROPN
afs-111665	323	2	jiang	jiang	PROPN
afs-111665	323	3	,	,	PUNCT
afs-111665	323	4	b.	b.	PROPN
afs-111665	323	5	,	,	PUNCT
afs-111665	323	6	song	song	NOUN
afs-111665	323	7	,	,	PUNCT
afs-111665	323	8	h.	h.	PROPN
afs-111665	323	9	&	&	CCONJ
afs-111665	323	10	he	he	PRON
afs-111665	323	11	,	,	PUNCT
afs-111665	323	12	d.	d.	PROPN
afs-111665	323	13	2019	2019	NUM
afs-111665	323	14	a.	a.	NOUN
afs-111665	323	15	lameness	lameness	NOUN
afs-111665	323	16	detection	detection	NOUN
afs-111665	323	17	of	of	ADP
afs-111665	323	18	dairy	dairy	NOUN
afs-111665	323	19	cows	cow	NOUN
afs-111665	323	20	based	base	VERB
afs-111665	323	21	on	on	ADP
afs-111665	323	22	a	a	DET
afs-111665	323	23	double	double	ADJ
afs-111665	323	24	normal	normal	ADJ
afs-111665	323	25	background	background	NOUN
afs-111665	323	26	statistical	statistical	ADJ
afs-111665	323	27	model	model	NOUN
afs-111665	323	28	.	.	PUNCT
afs-111665	324	1	computers	computer	NOUN
afs-111665	324	2	and	and	CCONJ
afs-111665	324	3	electronics	electronic	NOUN
afs-111665	324	4	in	in	ADP
afs-111665	324	5	agriculture	agriculture	NOUN
afs-111665	324	6	158	158	NUM
afs-111665	324	7	:	:	PUNCT
afs-111665	324	8	140–149	140–149	NUM
afs-111665	324	9	.	.	PUNCT
afs-111665	325	1	https://doi.org/10.1016/j.compag.2019.01.025	https://doi.org/10.1016/j.compag.2019.01.025	PROPN
afs-111665	325	2	jiang	jiang	PROPN
afs-111665	325	3	,	,	PUNCT
afs-111665	325	4	b.	b.	PROPN
afs-111665	325	5	,	,	PUNCT
afs-111665	325	6	wu	wu	PROPN
afs-111665	325	7	,	,	PUNCT
afs-111665	325	8	q.	q.	PROPN
afs-111665	325	9	,	,	PUNCT
afs-111665	325	10	yin	yin	PROPN
afs-111665	325	11	,	,	PUNCT
afs-111665	325	12	x.	x.	PROPN
afs-111665	325	13	,	,	PUNCT
afs-111665	325	14	wu	wu	PROPN
afs-111665	325	15	,	,	PUNCT
afs-111665	325	16	d.	d.	PROPN
afs-111665	325	17	,	,	PUNCT
afs-111665	325	18	song	song	PROPN
afs-111665	325	19	,	,	PUNCT
afs-111665	325	20	h.	h.	PROPN
afs-111665	325	21	&	&	CCONJ
afs-111665	325	22	he	he	PRON
afs-111665	325	23	,	,	PUNCT
afs-111665	325	24	d.	d.	PROPN
afs-111665	325	25	2019	2019	NUM
afs-111665	325	26	b.	b.	PROPN
afs-111665	325	27	flyolov3	flyolov3	PROPN
afs-111665	326	1	deep	deep	ADJ
afs-111665	326	2	learning	learning	NOUN
afs-111665	326	3	for	for	ADP
afs-111665	326	4	key	key	ADJ
afs-111665	326	5	parts	part	NOUN
afs-111665	326	6	of	of	ADP
afs-111665	326	7	dairy	dairy	NOUN
afs-111665	326	8	cow	cow	NOUN
afs-111665	326	9	body	body	NOUN
afs-111665	326	10	detection	detection	NOUN
afs-111665	326	11	.	.	PUNCT
afs-111665	327	1	computers	computer	NOUN
afs-111665	327	2	and	and	CCONJ
afs-111665	327	3	electronics	electronic	NOUN
afs-111665	327	4	in	in	ADP
afs-111665	327	5	agriculture	agriculture	NOUN
afs-111665	327	6	166	166	NUM
afs-111665	327	7	:	:	PUNCT
afs-111665	327	8	104982	104982	NUM
afs-111665	327	9	.	.	PUNCT
afs-111665	328	1	https://doi.org/10.1016/j.compag.2019.104982	https://doi.org/10.1016/j.compag.2019.104982	ADJ
afs-111665	328	2	jorquera	jorquera	PROPN
afs-111665	328	3	-	-	PUNCT
afs-111665	328	4	chavez	chavez	PROPN
afs-111665	328	5	,	,	PUNCT
afs-111665	328	6	m.	m.	NOUN
afs-111665	328	7	,	,	PUNCT
afs-111665	328	8	fuentes	fuentes	PROPN
afs-111665	328	9	,	,	PUNCT
afs-111665	328	10	s.	s.	PROPN
afs-111665	328	11	,	,	PUNCT
afs-111665	328	12	dunshea	dunshea	PROPN
afs-111665	328	13	,	,	PUNCT
afs-111665	328	14	f.r	f.r	PROPN
afs-111665	328	15	.	.	PROPN
afs-111665	328	16	,	,	PUNCT
afs-111665	328	17	jongman	jongman	PROPN
afs-111665	328	18	,	,	PUNCT
afs-111665	328	19	e.c	e.c	PROPN
afs-111665	328	20	.	.	PROPN
afs-111665	328	21	&	&	CCONJ
afs-111665	328	22	warner	warner	PROPN
afs-111665	328	23	,	,	PUNCT
afs-111665	328	24	r.d	r.d	PROPN
afs-111665	328	25	.	.	PROPN
afs-111665	328	26	2019	2019	NUM
afs-111665	328	27	.	.	PUNCT
afs-111665	329	1	computer	computer	NOUN
afs-111665	329	2	vision	vision	NOUN
afs-111665	329	3	and	and	CCONJ
afs-111665	329	4	remote	remote	ADJ
afs-111665	329	5	sensing	sensing	NOUN
afs-111665	329	6	to	to	PART
afs-111665	329	7	assess	assess	VERB
afs-111665	329	8	physiological	physiological	ADJ
afs-111665	329	9	responses	response	NOUN
afs-111665	329	10	of	of	ADP
afs-111665	329	11	cattle	cattle	NOUN
afs-111665	329	12	to	to	ADP
afs-111665	329	13	pre	pre	ADJ
afs-111665	329	14	-	-	ADJ
afs-111665	329	15	slaughter	slaughter	ADJ
afs-111665	329	16	stress	stress	NOUN
afs-111665	329	17	,	,	PUNCT
afs-111665	329	18	and	and	CCONJ
afs-111665	329	19	its	its	PRON
afs-111665	329	20	impact	impact	NOUN
afs-111665	329	21	on	on	ADP
afs-111665	329	22	beef	beef	NOUN
afs-111665	329	23	quality	quality	NOUN
afs-111665	329	24	:	:	PUNCT
afs-111665	329	25	a	a	DET
afs-111665	329	26	review	review	NOUN
afs-111665	329	27	.	.	PUNCT
afs-111665	330	1	meat	meat	NOUN
afs-111665	330	2	science	science	NOUN
afs-111665	330	3	156	156	NUM
afs-111665	330	4	:	:	PUNCT
afs-111665	330	5	11–22	11–22	NUM
afs-111665	330	6	.	.	PUNCT
afs-111665	331	1	https://doi.org/10.1016/j.meatsci.2019.05.007	https://doi.org/10.1016/j.meatsci.2019.05.007	PROPN
afs-111665	331	2	kang	kang	PROPN
afs-111665	331	3	,	,	PUNCT
afs-111665	331	4	x.	x.	PROPN
afs-111665	331	5	,	,	PUNCT
afs-111665	331	6	li	li	PROPN
afs-111665	331	7	,	,	PUNCT
afs-111665	331	8	s.	s.	PROPN
afs-111665	331	9	,	,	PUNCT
afs-111665	331	10	li	li	PROPN
afs-111665	331	11	,	,	PUNCT
afs-111665	331	12	q.	q.	PROPN
afs-111665	331	13	&	&	CCONJ
afs-111665	331	14	liu	liu	PROPN
afs-111665	331	15	,	,	PUNCT
afs-111665	331	16	g.	g.	PROPN
afs-111665	331	17	2022	2022	NUM
afs-111665	331	18	.	.	PUNCT
afs-111665	332	1	dimension	dimension	NOUN
afs-111665	332	2	-	-	PUNCT
afs-111665	332	3	reduced	reduce	VERB
afs-111665	332	4	spatiotemporal	spatiotemporal	ADJ
afs-111665	332	5	network	network	NOUN
afs-111665	332	6	for	for	ADP
afs-111665	332	7	lameness	lameness	NOUN
afs-111665	332	8	detection	detection	NOUN
afs-111665	332	9	in	in	ADP
afs-111665	332	10	dairy	dairy	NOUN
afs-111665	332	11	cows	cow	NOUN
afs-111665	332	12	.	.	PUNCT
afs-111665	333	1	computers	computer	NOUN
afs-111665	333	2	and	and	CCONJ
afs-111665	333	3	electronics	electronic	NOUN
afs-111665	333	4	in	in	ADP
afs-111665	333	5	agriculture	agriculture	NOUN
afs-111665	333	6	197	197	NUM
afs-111665	333	7	:	:	SYM
afs-111665	333	8	106922	106922	NUM
afs-111665	333	9	.	.	PUNCT
afs-111665	334	1	https://doi.org/10.1016/j.compag.2022.106922	https://doi.org/10.1016/j.compag.2022.106922	ADJ
afs-111665	334	2	krizhevsky	krizhevsky	NOUN
afs-111665	334	3	,	,	PUNCT
afs-111665	334	4	a.	a.	NOUN
afs-111665	334	5	,	,	PUNCT
afs-111665	334	6	sutskever	sutskever	PROPN
afs-111665	334	7	,	,	PUNCT
afs-111665	334	8	i.	i.	PROPN
afs-111665	334	9	&	&	CCONJ
afs-111665	334	10	hinton	hinton	PROPN
afs-111665	334	11	,	,	PUNCT
afs-111665	334	12	g.	g.	PROPN
afs-111665	334	13	2012	2012	NUM
afs-111665	334	14	.	.	PUNCT
afs-111665	335	1	imagenet	imagenet	NOUN
afs-111665	335	2	classiffication	classiffication	NOUN
afs-111665	335	3	with	with	ADP
afs-111665	335	4	deep	deep	ADJ
afs-111665	335	5	convolutional	convolutional	ADJ
afs-111665	335	6	neural	neural	ADJ
afs-111665	335	7	networks	network	NOUN
afs-111665	335	8	.	.	PUNCT
afs-111665	336	1	neural	neural	ADJ
afs-111665	336	2	information	information	NOUN
afs-111665	336	3	processing	processing	NOUN
afs-111665	336	4	systems	system	NOUN
afs-111665	336	5	25	25	NUM
afs-111665	336	6	.	.	PUNCT
afs-111665	337	1	li	li	PROPN
afs-111665	337	2	,	,	PUNCT
afs-111665	337	3	d.	d.	PROPN
afs-111665	337	4	,	,	PUNCT
afs-111665	337	5	chen	chen	PROPN
afs-111665	337	6	,	,	PUNCT
afs-111665	337	7	y.	y.	PROPN
afs-111665	337	8	,	,	PUNCT
afs-111665	337	9	zhang	zhang	PROPN
afs-111665	337	10	,	,	PUNCT
afs-111665	337	11	k.	k.	PROPN
afs-111665	337	12	&	&	CCONJ
afs-111665	337	13	li	li	PROPN
afs-111665	337	14	,	,	PUNCT
afs-111665	337	15	z.	z.	PROPN
afs-111665	337	16	2019	2019	NUM
afs-111665	337	17	.	.	PUNCT
afs-111665	338	1	mounting	mount	VERB
afs-111665	338	2	behaviour	behaviour	NOUN
afs-111665	338	3	recognition	recognition	NOUN
afs-111665	338	4	for	for	ADP
afs-111665	338	5	pigs	pig	NOUN
afs-111665	338	6	based	base	VERB
afs-111665	338	7	on	on	ADP
afs-111665	338	8	deep	deep	ADJ
afs-111665	338	9	learning	learning	NOUN
afs-111665	338	10	.	.	PUNCT
afs-111665	339	1	sensors	sensor	NOUN
afs-111665	339	2	19	19	NUM
afs-111665	339	3	:	:	SYM
afs-111665	339	4	4924	4924	NUM
afs-111665	339	5	.	.	PUNCT
afs-111665	340	1	https://doi.org/10.3390/s19224924	https://doi.org/10.3390/s19224924	NUM
afs-111665	340	2	li	li	PROPN
afs-111665	340	3	,	,	PUNCT
afs-111665	340	4	s.	s.	PROPN
afs-111665	340	5	,	,	PUNCT
afs-111665	340	6	fu	fu	PROPN
afs-111665	340	7	,	,	PUNCT
afs-111665	340	8	l.	l.	PROPN
afs-111665	340	9	,	,	PUNCT
afs-111665	340	10	sun	sun	PROPN
afs-111665	340	11	,	,	PUNCT
afs-111665	340	12	y.	y.	PROPN
afs-111665	340	13	,	,	PUNCT
afs-111665	340	14	mu	mu	PROPN
afs-111665	340	15	,	,	PUNCT
afs-111665	340	16	y.	y.	PROPN
afs-111665	340	17	,	,	PUNCT
afs-111665	340	18	chen	chen	PROPN
afs-111665	340	19	,	,	PUNCT
afs-111665	340	20	l.	l.	PROPN
afs-111665	340	21	,	,	PUNCT
afs-111665	340	22	li	li	PROPN
afs-111665	340	23	,	,	PUNCT
afs-111665	340	24	j.	j.	PROPN
afs-111665	340	25	&	&	CCONJ
afs-111665	340	26	gong	gong	PROPN
afs-111665	340	27	,	,	PUNCT
afs-111665	340	28	h.	h.	PROPN
afs-111665	340	29	2021	2021	NUM
afs-111665	340	30	a.	a.	NOUN
afs-111665	340	31	individual	individual	ADJ
afs-111665	340	32	dairy	dairy	NOUN
afs-111665	340	33	cow	cow	NOUN
afs-111665	340	34	identification	identification	NOUN
afs-111665	340	35	based	base	VERB
afs-111665	340	36	on	on	ADP
afs-111665	340	37	lightweight	lightweight	ADJ
afs-111665	340	38	convolutional	convolutional	ADJ
afs-111665	340	39	neural	neural	ADJ
afs-111665	340	40	network	network	NOUN
afs-111665	340	41	.	.	PUNCT
afs-111665	341	1	plos	plos	PROPN
afs-111665	341	2	one	one	NUM
afs-111665	341	3	16	16	NUM
afs-111665	341	4	:	:	PUNCT
afs-111665	341	5	e0260510	e0260510	PROPN
afs-111665	341	6	.	.	PROPN
afs-111665	342	1	https://doi.org/10.1371/journal.pone.0260510	https://doi.org/10.1371/journal.pone.0260510	PROPN
afs-111665	342	2	li	li	PROPN
afs-111665	342	3	,	,	PUNCT
afs-111665	342	4	g.	g.	PROPN
afs-111665	342	5	,	,	PUNCT
afs-111665	342	6	huang	huang	PROPN
afs-111665	342	7	,	,	PUNCT
afs-111665	342	8	y.	y.	PROPN
afs-111665	342	9	,	,	PUNCT
afs-111665	342	10	chen	chen	PROPN
afs-111665	342	11	,	,	PUNCT
afs-111665	342	12	z.	z.	PROPN
afs-111665	342	13	,	,	PUNCT
afs-111665	342	14	chesser	chesser	NOUN
afs-111665	342	15	,	,	PUNCT
afs-111665	342	16	g.d	g.d	PROPN
afs-111665	342	17	.	.	PROPN
afs-111665	342	18	,	,	PUNCT
afs-111665	342	19	purswell	purswell	PROPN
afs-111665	342	20	,	,	PUNCT
afs-111665	342	21	j.l	j.l	PROPN
afs-111665	342	22	.	.	PROPN
afs-111665	342	23	,	,	PUNCT
afs-111665	342	24	linhoss	linhoss	PROPN
afs-111665	342	25	,	,	PUNCT
afs-111665	342	26	j.	j.	PROPN
afs-111665	342	27	&	&	CCONJ
afs-111665	342	28	zhao	zhao	PROPN
afs-111665	342	29	,	,	PUNCT
afs-111665	342	30	y.	y.	PROPN
afs-111665	342	31	2021	2021	NUM
afs-111665	342	32	b.	b.	NOUN
afs-111665	342	33	practices	practice	NOUN
afs-111665	342	34	and	and	CCONJ
afs-111665	342	35	applications	application	NOUN
afs-111665	342	36	of	of	ADP
afs-111665	342	37	convolutional	convolutional	ADJ
afs-111665	342	38	neural	neural	ADJ
afs-111665	342	39	network	network	NOUN
afs-111665	342	40	-	-	PUNCT
afs-111665	342	41	based	base	VERB
afs-111665	342	42	computer	computer	NOUN
afs-111665	342	43	vision	vision	NOUN
afs-111665	342	44	systems	system	NOUN
afs-111665	342	45	in	in	ADP
afs-111665	342	46	animal	animal	NOUN
afs-111665	342	47	farming	farming	NOUN
afs-111665	342	48	:	:	PUNCT
afs-111665	342	49	a	a	DET
afs-111665	342	50	review	review	NOUN
afs-111665	342	51	.	.	PUNCT
afs-111665	343	1	sensors	sensor	NOUN
afs-111665	343	2	21	21	NUM
afs-111665	343	3	:	:	SYM
afs-111665	343	4	1492	1492	NUM
afs-111665	343	5	.	.	PUNCT
afs-111665	344	1	https://doi.org/10.3390/s21041492	https://doi.org/10.3390/s21041492	PROPN
afs-111665	344	2	liu	liu	PROPN
afs-111665	344	3	,	,	PUNCT
afs-111665	344	4	h.	h.	PROPN
afs-111665	344	5	,	,	PUNCT
afs-111665	344	6	reibman	reibman	NOUN
afs-111665	344	7	,	,	PUNCT
afs-111665	344	8	a.r	a.r	PROPN
afs-111665	344	9	.	.	PROPN
afs-111665	344	10	&	&	CCONJ
afs-111665	344	11	boerman	boerman	PROPN
afs-111665	344	12	,	,	PUNCT
afs-111665	344	13	j.p	j.p	PROPN
afs-111665	344	14	.	.	PROPN
afs-111665	344	15	2020	2020	NUM
afs-111665	344	16	.	.	PUNCT
afs-111665	345	1	video	video	NOUN
afs-111665	345	2	analytic	analytic	ADJ
afs-111665	345	3	system	system	NOUN
afs-111665	345	4	for	for	ADP
afs-111665	345	5	detecting	detect	VERB
afs-111665	345	6	cow	cow	NOUN
afs-111665	345	7	structure	structure	NOUN
afs-111665	345	8	.	.	PUNCT
afs-111665	346	1	computers	computer	NOUN
afs-111665	346	2	and	and	CCONJ
afs-111665	346	3	electronics	electronic	NOUN
afs-111665	346	4	in	in	ADP
afs-111665	346	5	agriculture	agriculture	NOUN
afs-111665	346	6	178	178	NUM
afs-111665	346	7	:	:	PUNCT
afs-111665	346	8	105761	105761	NUM
afs-111665	346	9	.	.	PUNCT
afs-111665	347	1	https://doi.org/10.1016/j.compag.2020.105761	https://doi.org/10.1016/j.compag.2020.105761	ADJ
afs-111665	347	2	agricultural	agricultural	ADJ
afs-111665	347	3	and	and	CCONJ
afs-111665	347	4	food	food	NOUN
afs-111665	347	5	science	science	NOUN
afs-111665	347	6	(	(	PUNCT
afs-111665	347	7	2022	2022	NUM
afs-111665	347	8	)	)	PUNCT
afs-111665	347	9	31	31	NUM
afs-111665	347	10	:	:	PUNCT
afs-111665	347	11	89–103	89–103	NUM
afs-111665	347	12	103	103	NUM
afs-111665	347	13	mahmud	mahmud	PROPN
afs-111665	347	14	,	,	PUNCT
afs-111665	347	15	m.s	m.s	PROPN
afs-111665	347	16	.	.	PROPN
afs-111665	347	17	,	,	PUNCT
afs-111665	347	18	zahid	zahid	PROPN
afs-111665	347	19	,	,	PUNCT
afs-111665	347	20	a.	a.	PROPN
afs-111665	347	21	,	,	PUNCT
afs-111665	347	22	das	das	PROPN
afs-111665	347	23	,	,	PUNCT
afs-111665	347	24	a.k	a.k	PROPN
afs-111665	347	25	.	.	PROPN
afs-111665	347	26	,	,	PUNCT
afs-111665	347	27	muzammil	muzammil	PROPN
afs-111665	347	28	,	,	PUNCT
afs-111665	347	29	m.	m.	NOUN
afs-111665	347	30	&	&	CCONJ
afs-111665	347	31	khan	khan	PROPN
afs-111665	347	32	,	,	PUNCT
afs-111665	347	33	m.u	m.u	PROPN
afs-111665	347	34	.	.	PROPN
afs-111665	347	35	2021	2021	NUM
afs-111665	347	36	.	.	PUNCT
afs-111665	348	1	a	a	DET
afs-111665	348	2	systematic	systematic	ADJ
afs-111665	348	3	literature	literature	NOUN
afs-111665	348	4	review	review	NOUN
afs-111665	348	5	on	on	ADP
afs-111665	348	6	deep	deep	ADJ
afs-111665	348	7	learning	learning	NOUN
afs-111665	348	8	applications	application	NOUN
afs-111665	348	9	for	for	ADP
afs-111665	348	10	precision	precision	NOUN
afs-111665	348	11	cattle	cattle	NOUN
afs-111665	348	12	farming	farming	NOUN
afs-111665	348	13	.	.	PUNCT
afs-111665	349	1	computers	computer	NOUN
afs-111665	349	2	and	and	CCONJ
afs-111665	349	3	electronics	electronic	NOUN
afs-111665	349	4	in	in	ADP
afs-111665	349	5	agriculture	agriculture	NOUN
afs-111665	349	6	187	187	NUM
afs-111665	349	7	:	:	SYM
afs-111665	349	8	106313	106313	NUM
afs-111665	349	9	.	.	PUNCT
afs-111665	350	1	https://doi.org/10.1016/j.compag.2021.106313	https://doi.org/10.1016/j.compag.2021.106313	PROPN
afs-111665	350	2	müller	müller	PROPN
afs-111665	350	3	,	,	PUNCT
afs-111665	350	4	r.	r.	PROPN
afs-111665	350	5	&	&	CCONJ
afs-111665	350	6	schrader	schrader	PROPN
afs-111665	350	7	,	,	PUNCT
afs-111665	350	8	l.	l.	PROPN
afs-111665	350	9	2003	2003	NUM
afs-111665	350	10	.	.	PUNCT
afs-111665	351	1	a	a	DET
afs-111665	351	2	new	new	ADJ
afs-111665	351	3	method	method	NOUN
afs-111665	351	4	to	to	PART
afs-111665	351	5	measure	measure	VERB
afs-111665	351	6	behavioural	behavioural	ADJ
afs-111665	351	7	activity	activity	NOUN
afs-111665	351	8	levels	level	NOUN
afs-111665	351	9	in	in	ADP
afs-111665	351	10	dairy	dairy	NOUN
afs-111665	351	11	cows	cow	NOUN
afs-111665	351	12	.	.	PUNCT
afs-111665	352	1	applied	apply	VERB
afs-111665	352	2	animal	animal	NOUN
afs-111665	352	3	behaviour	behaviour	NOUN
afs-111665	352	4	science	science	NOUN
afs-111665	352	5	83	83	NUM
afs-111665	352	6	:	:	PUNCT
afs-111665	352	7	247–258	247–258	NUM
afs-111665	352	8	.	.	PUNCT
afs-111665	352	9	https://doi.org/10.1016/s0168-1591(03)00141-2	https://doi.org/10.1016/s0168-1591(03)00141-2	PROPN
afs-111665	352	10	nasirahmadi	nasirahmadi	PROPN
afs-111665	352	11	,	,	PUNCT
afs-111665	352	12	a.	a.	PROPN
afs-111665	352	13	,	,	PUNCT
afs-111665	352	14	edwards	edwards	PROPN
afs-111665	352	15	,	,	PUNCT
afs-111665	352	16	s.	s.	PROPN
afs-111665	352	17	&	&	CCONJ
afs-111665	352	18	sturm	sturm	PROPN
afs-111665	352	19	,	,	PUNCT
afs-111665	352	20	b.	b.	PROPN
afs-111665	352	21	2017	2017	NUM
afs-111665	352	22	.	.	PUNCT
afs-111665	353	1	implementation	implementation	NOUN
afs-111665	353	2	of	of	ADP
afs-111665	353	3	machine	machine	NOUN
afs-111665	353	4	vision	vision	NOUN
afs-111665	353	5	for	for	ADP
afs-111665	353	6	detecting	detect	VERB
afs-111665	353	7	behaviour	behaviour	NOUN
afs-111665	353	8	of	of	ADP
afs-111665	353	9	cattle	cattle	NOUN
afs-111665	353	10	and	and	CCONJ
afs-111665	353	11	pigs	pig	NOUN
afs-111665	353	12	.	.	PUNCT
afs-111665	354	1	livestock	livestock	NOUN
afs-111665	354	2	science	science	NOUN
afs-111665	354	3	202	202	NUM
afs-111665	354	4	.	.	PUNCT
afs-111665	355	1	https://doi.org/10.1016/j.livsci.2017.05.014	https://doi.org/10.1016/j.livsci.2017.05.014	PROPN
afs-111665	355	2	oie	oie	PROPN
afs-111665	355	3	2019	2019	NUM
afs-111665	355	4	.	.	PUNCT
afs-111665	356	1	terrestrial	terrestrial	ADJ
afs-111665	356	2	animal	animal	PROPN
afs-111665	356	3	health	health	NOUN
afs-111665	356	4	code	code	NOUN
afs-111665	356	5	.	.	PUNCT
afs-111665	357	1	standard	standard	PROPN
afs-111665	357	2	,	,	PUNCT
afs-111665	357	3	world	world	NOUN
afs-111665	357	4	organization	organization	NOUN
afs-111665	357	5	for	for	ADP
afs-111665	357	6	animal	animal	NOUN
afs-111665	357	7	health	health	NOUN
afs-111665	357	8	(	(	PUNCT
afs-111665	357	9	oie	oie	PROPN
afs-111665	357	10	)	)	PUNCT
afs-111665	357	11	paris	paris	PROPN
afs-111665	357	12	,	,	PUNCT
afs-111665	357	13	france	france	PROPN
afs-111665	357	14	.	.	PUNCT
afs-111665	358	1	porto	porto	PROPN
afs-111665	358	2	,	,	PUNCT
afs-111665	358	3	s.	s.	PROPN
afs-111665	358	4	,	,	PUNCT
afs-111665	358	5	arcidiacono	arcidiacono	PROPN
afs-111665	358	6	,	,	PUNCT
afs-111665	358	7	c.	c.	PROPN
afs-111665	358	8	,	,	PUNCT
afs-111665	358	9	anguzza	anguzza	PROPN
afs-111665	358	10	,	,	PUNCT
afs-111665	358	11	u.	u.	PROPN
afs-111665	358	12	&	&	CCONJ
afs-111665	358	13	cascone	cascone	PROPN
afs-111665	358	14	,	,	PUNCT
afs-111665	358	15	g.	g.	PROPN
afs-111665	358	16	2015	2015	NUM
afs-111665	358	17	.	.	PUNCT
afs-111665	359	1	the	the	DET
afs-111665	359	2	automatic	automatic	ADJ
afs-111665	359	3	detection	detection	NOUN
afs-111665	359	4	of	of	ADP
afs-111665	359	5	dairy	dairy	NOUN
afs-111665	359	6	cow	cow	NOUN
afs-111665	359	7	feeding	feeding	NOUN
afs-111665	359	8	and	and	CCONJ
afs-111665	359	9	standing	standing	NOUN
afs-111665	359	10	behaviours	behaviour	NOUN
afs-111665	359	11	in	in	ADP
afs-111665	359	12	free	free	ADJ
afs-111665	359	13	-	-	PUNCT
afs-111665	359	14	stall	stall	NOUN
afs-111665	359	15	barns	barn	NOUN
afs-111665	359	16	by	by	ADP
afs-111665	359	17	a	a	DET
afs-111665	359	18	computer	computer	NOUN
afs-111665	359	19	vision	vision	NOUN
afs-111665	359	20	based	base	VERB
afs-111665	359	21	system	system	NOUN
afs-111665	359	22	.	.	PUNCT
afs-111665	360	1	biosystems	biosystems	PROPN
afs-111665	360	2	engineering	engineer	VERB
afs-111665	360	3	133	133	NUM
afs-111665	360	4	.	.	PUNCT
afs-111665	361	1	https://doi.org/10.1016/j.biosystemseng.2015.02.012	https://doi.org/10.1016/j.biosystemseng.2015.02.012	PROPN
afs-111665	361	2	qiao	qiao	PROPN
afs-111665	361	3	,	,	PUNCT
afs-111665	361	4	y.	y.	PROPN
afs-111665	361	5	,	,	PUNCT
afs-111665	361	6	truman	truman	PROPN
afs-111665	361	7	,	,	PUNCT
afs-111665	361	8	m.	m.	PROPN
afs-111665	361	9	&	&	CCONJ
afs-111665	361	10	sukkarieh	sukkarieh	PROPN
afs-111665	361	11	,	,	PUNCT
afs-111665	361	12	s.	s.	PROPN
afs-111665	361	13	2019	2019	NUM
afs-111665	361	14	.	.	PUNCT
afs-111665	362	1	cattle	cattle	NOUN
afs-111665	362	2	segmentation	segmentation	NOUN
afs-111665	362	3	and	and	CCONJ
afs-111665	362	4	contour	contour	NOUN
afs-111665	362	5	extraction	extraction	NOUN
afs-111665	362	6	based	base	VERB
afs-111665	362	7	on	on	ADP
afs-111665	362	8	mask	mask	NOUN
afs-111665	362	9	r	r	NOUN
afs-111665	362	10	-	-	PUNCT
afs-111665	362	11	cnn	cnn	PROPN
afs-111665	362	12	for	for	ADP
afs-111665	362	13	precision	precision	NOUN
afs-111665	362	14	livestock	livestock	NOUN
afs-111665	362	15	farming	farming	NOUN
afs-111665	362	16	.	.	PUNCT
afs-111665	363	1	computers	computer	NOUN
afs-111665	363	2	and	and	CCONJ
afs-111665	363	3	electronics	electronic	NOUN
afs-111665	363	4	in	in	ADP
afs-111665	363	5	agriculture	agriculture	NOUN
afs-111665	363	6	165	165	NUM
afs-111665	363	7	:	:	SYM
afs-111665	363	8	104958	104958	NUM
afs-111665	363	9	.	.	PUNCT
afs-111665	364	1	https://doi.org/10.1016/j.compag.2019.104958	https://doi.org/10.1016/j.compag.2019.104958	PROPN
afs-111665	364	2	qiao	qiao	NOUN
afs-111665	364	3	,	,	PUNCT
afs-111665	364	4	y.	y.	PROPN
afs-111665	364	5	,	,	PUNCT
afs-111665	364	6	d.	d.	PROPN
afs-111665	364	7	su	su	PROPN
afs-111665	364	8	,	,	PUNCT
afs-111665	364	9	d.	d.	PROPN
afs-111665	364	10	,	,	PUNCT
afs-111665	364	11	kong	kong	PROPN
afs-111665	364	12	,	,	PUNCT
afs-111665	364	13	h.	h.	PROPN
afs-111665	364	14	,	,	PUNCT
afs-111665	364	15	sukkarieh	sukkarieh	PROPN
afs-111665	364	16	,	,	PUNCT
afs-111665	364	17	s.	s.	PROPN
afs-111665	364	18	,	,	PUNCT
afs-111665	364	19	lomax	lomax	PROPN
afs-111665	364	20	,	,	PUNCT
afs-111665	364	21	s.	s.	PROPN
afs-111665	364	22	&	&	CCONJ
afs-111665	364	23	clark	clark	PROPN
afs-111665	364	24	,	,	PUNCT
afs-111665	364	25	c.	c.	PROPN
afs-111665	364	26	2020	2020	NUM
afs-111665	364	27	.	.	PUNCT
afs-111665	365	1	“	"	PUNCT
afs-111665	365	2	data	datum	NOUN
afs-111665	365	3	augmentation	augmentation	NOUN
afs-111665	365	4	for	for	ADP
afs-111665	365	5	deep	deep	ADJ
afs-111665	365	6	learning	learning	NOUN
afs-111665	365	7	based	base	VERB
afs-111665	365	8	cattle	cattle	NOUN
afs-111665	365	9	segmentation	segmentation	NOUN
afs-111665	365	10	in	in	ADP
afs-111665	365	11	precision	precision	NOUN
afs-111665	365	12	livestock	livestock	NOUN
afs-111665	365	13	farming	farming	NOUN
afs-111665	365	14	,	,	PUNCT
afs-111665	365	15	”	"	PUNCT
afs-111665	365	16	2020	2020	NUM
afs-111665	365	17	ieee	ieee	NOUN
afs-111665	365	18	16th	16th	ADJ
afs-111665	365	19	international	international	ADJ
afs-111665	365	20	conference	conference	NOUN
afs-111665	365	21	on	on	ADP
afs-111665	365	22	automation	automation	NOUN
afs-111665	365	23	science	science	NOUN
afs-111665	365	24	and	and	CCONJ
afs-111665	365	25	engineering	engineering	NOUN
afs-111665	365	26	(	(	PUNCT
afs-111665	365	27	case	case	NOUN
afs-111665	365	28	)	)	PUNCT
afs-111665	366	1	p.	p.	NOUN
afs-111665	366	2	979–984	979–984	NUM
afs-111665	366	3	.	.	PUNCT
afs-111665	367	1	https://doi.org/10.1109/case48305.2020.9216758	https://doi.org/10.1109/case48305.2020.9216758	PROPN
afs-111665	367	2	russell	russell	PROPN
afs-111665	367	3	,	,	PUNCT
afs-111665	367	4	s.j	s.j	PROPN
afs-111665	367	5	.	.	PROPN
afs-111665	367	6	&	&	CCONJ
afs-111665	367	7	norvig	norvig	PROPN
afs-111665	367	8	,	,	PUNCT
afs-111665	367	9	p.	p.	NOUN
afs-111665	367	10	2010	2010	NUM
afs-111665	367	11	.	.	PUNCT
afs-111665	368	1	artificial	artificial	ADJ
afs-111665	368	2	intelligence	intelligence	NOUN
afs-111665	368	3	:	:	PUNCT
afs-111665	368	4	a	a	DET
afs-111665	368	5	modern	modern	ADJ
afs-111665	368	6	approach	approach	NOUN
afs-111665	368	7	.	.	PUNCT
afs-111665	369	1	pearson	pearson	PROPN
afs-111665	369	2	prentice	prentice	PROPN
afs-111665	369	3	hall	hall	PROPN
afs-111665	369	4	,	,	PUNCT
afs-111665	369	5	new	new	PROPN
afs-111665	369	6	jersey	jersey	PROPN
afs-111665	369	7	.	.	PUNCT
afs-111665	370	1	schirmann	schirmann	PROPN
afs-111665	370	2	,	,	PUNCT
afs-111665	370	3	k.	k.	PROPN
afs-111665	370	4	,	,	PUNCT
afs-111665	370	5	von	von	PROPN
afs-111665	370	6	keyserlingk	keyserlingk	PROPN
afs-111665	370	7	,	,	PUNCT
afs-111665	370	8	m.a	m.a	PROPN
afs-111665	370	9	.	.	PROPN
afs-111665	370	10	,	,	PUNCT
afs-111665	370	11	weary	weary	PROPN
afs-111665	370	12	,	,	PUNCT
afs-111665	370	13	d.m	d.m	PROPN
afs-111665	370	14	.	.	PROPN
afs-111665	370	15	,	,	PUNCT
afs-111665	370	16	veira	veira	PROPN
afs-111665	370	17	,	,	PUNCT
afs-111665	370	18	d.m	d.m	PROPN
afs-111665	370	19	.	.	PROPN
afs-111665	370	20	&	&	CCONJ
afs-111665	370	21	heuwieser	heuwieser	PROPN
afs-111665	370	22	,	,	PUNCT
afs-111665	370	23	w.	w.	PROPN
afs-111665	370	24	2009	2009	NUM
afs-111665	370	25	.	.	PUNCT
afs-111665	371	1	validation	validation	NOUN
afs-111665	371	2	of	of	ADP
afs-111665	371	3	a	a	DET
afs-111665	371	4	system	system	NOUN
afs-111665	371	5	for	for	ADP
afs-111665	371	6	monitoring	monitor	VERB
afs-111665	371	7	rumination	rumination	NOUN
afs-111665	371	8	in	in	ADP
afs-111665	371	9	dairy	dairy	NOUN
afs-111665	371	10	cows	cow	NOUN
afs-111665	371	11	.	.	PUNCT
afs-111665	372	1	journal	journal	NOUN
afs-111665	372	2	of	of	ADP
afs-111665	372	3	dairy	dairy	NOUN
afs-111665	372	4	science	science	NOUN
afs-111665	372	5	92	92	NUM
afs-111665	372	6	:	:	PUNCT
afs-111665	372	7	6052–6055	6052–6055	NUM
afs-111665	372	8	.	.	PUNCT
afs-111665	373	1	https://doi.org/10.3168/jds.2009-2361	https://doi.org/10.3168/jds.2009-2361	NOUN
afs-111665	373	2	selvaraju	selvaraju	PROPN
afs-111665	373	3	,	,	PUNCT
afs-111665	373	4	r.r	r.r	PROPN
afs-111665	373	5	.	.	PROPN
afs-111665	373	6	,	,	PUNCT
afs-111665	373	7	cogswell	cogswell	PROPN
afs-111665	373	8	,	,	PUNCT
afs-111665	373	9	m.	m.	NOUN
afs-111665	373	10	,	,	PUNCT
afs-111665	373	11	das	das	PROPN
afs-111665	373	12	,	,	PUNCT
afs-111665	373	13	a.	a.	NOUN
afs-111665	373	14	,	,	PUNCT
afs-111665	373	15	vedantam	vedantam	PROPN
afs-111665	373	16	,	,	PUNCT
afs-111665	373	17	r.	r.	PROPN
afs-111665	373	18	,	,	PUNCT
afs-111665	373	19	parikh	parikh	PROPN
afs-111665	373	20	,	,	PUNCT
afs-111665	373	21	d.	d.	PROPN
afs-111665	373	22	&	&	CCONJ
afs-111665	373	23	batra	batra	PROPN
afs-111665	373	24	,	,	PUNCT
afs-111665	373	25	d.	d.	PROPN
afs-111665	373	26	2019	2019	NUM
afs-111665	373	27	.	.	PUNCT
afs-111665	374	1	grad	grad	NOUN
afs-111665	374	2	-	-	PUNCT
afs-111665	374	3	cam	cam	PROPN
afs-111665	374	4	:	:	PUNCT
afs-111665	374	5	visual	visual	ADJ
afs-111665	374	6	explanations	explanation	NOUN
afs-111665	374	7	from	from	ADP
afs-111665	374	8	deep	deep	ADJ
afs-111665	374	9	networks	network	NOUN
afs-111665	374	10	via	via	ADP
afs-111665	374	11	gradient	gradient	NOUN
afs-111665	374	12	-	-	PUNCT
afs-111665	374	13	based	base	VERB
afs-111665	374	14	localization	localization	NOUN
afs-111665	374	15	.	.	PUNCT
afs-111665	375	1	international	international	ADJ
afs-111665	375	2	journal	journal	PROPN
afs-111665	375	3	of	of	ADP
afs-111665	375	4	computer	computer	NOUN
afs-111665	375	5	vision	vision	NOUN
afs-111665	375	6	128	128	NUM
afs-111665	375	7	:	:	PUNCT
afs-111665	375	8	618–626	618–626	NUM
afs-111665	375	9	.	.	PUNCT
afs-111665	376	1	https://doi.org/10.1007/s11263019-01228-7	https://doi.org/10.1007/s11263019-01228-7	PROPN
afs-111665	376	2	shao	shao	PROPN
afs-111665	376	3	,	,	PUNCT
afs-111665	376	4	w.	w.	PROPN
afs-111665	376	5	,	,	PUNCT
afs-111665	376	6	kawakami	kawakami	PROPN
afs-111665	376	7	,	,	PUNCT
afs-111665	376	8	r.	r.	PROPN
afs-111665	376	9	,	,	PUNCT
afs-111665	376	10	yoshihashi	yoshihashi	PROPN
afs-111665	376	11	,	,	PUNCT
afs-111665	376	12	r.	r.	PROPN
afs-111665	376	13	,	,	PUNCT
afs-111665	376	14	you	you	PRON
afs-111665	376	15	,	,	PUNCT
afs-111665	376	16	s.	s.	PROPN
afs-111665	376	17	,	,	PUNCT
afs-111665	376	18	kawase	kawase	PROPN
afs-111665	376	19	,	,	PUNCT
afs-111665	376	20	h.	h.	PROPN
afs-111665	376	21	&	&	CCONJ
afs-111665	376	22	naemura	naemura	PROPN
afs-111665	376	23	,	,	PUNCT
afs-111665	376	24	t.	t.	PROPN
afs-111665	376	25	2019	2019	NUM
afs-111665	376	26	.	.	PUNCT
afs-111665	377	1	cattle	cattle	NOUN
afs-111665	377	2	detection	detection	NOUN
afs-111665	377	3	and	and	CCONJ
afs-111665	377	4	counting	counting	NOUN
afs-111665	377	5	in	in	ADP
afs-111665	377	6	uav	uav	PROPN
afs-111665	377	7	images	image	NOUN
afs-111665	377	8	based	base	VERB
afs-111665	377	9	on	on	ADP
afs-111665	377	10	convolutional	convolutional	ADJ
afs-111665	377	11	neural	neural	ADJ
afs-111665	377	12	networks	network	NOUN
afs-111665	377	13	.	.	PUNCT
afs-111665	378	1	international	international	ADJ
afs-111665	378	2	journal	journal	NOUN
afs-111665	378	3	of	of	ADP
afs-111665	378	4	remote	remote	ADJ
afs-111665	378	5	sensing	sense	VERB
afs-111665	378	6	41	41	NUM
afs-111665	378	7	:	:	PUNCT
afs-111665	378	8	31–52	31–52	NUM
afs-111665	378	9	.	.	PUNCT
afs-111665	379	1	https://doi.org/10.1080/01431161.201	https://doi.org/10.1080/01431161.201	VERB
afs-111665	379	2	9.1624858	9.1624858	NUM
afs-111665	379	3	shen	shen	NOUN
afs-111665	379	4	,	,	PUNCT
afs-111665	379	5	w.	w.	PROPN
afs-111665	379	6	,	,	PUNCT
afs-111665	379	7	cheng	cheng	PROPN
afs-111665	379	8	,	,	PUNCT
afs-111665	379	9	f.	f.	PROPN
afs-111665	379	10	,	,	PUNCT
afs-111665	379	11	zhang	zhang	PROPN
afs-111665	379	12	,	,	PUNCT
afs-111665	379	13	y.	y.	PROPN
afs-111665	379	14	,	,	PUNCT
afs-111665	379	15	wei	wei	PROPN
afs-111665	379	16	,	,	PUNCT
afs-111665	379	17	x.	x.	NOUN
afs-111665	379	18	,	,	PUNCT
afs-111665	379	19	fu	fu	PROPN
afs-111665	379	20	,	,	PUNCT
afs-111665	379	21	q.	q.	PROPN
afs-111665	379	22	&	&	CCONJ
afs-111665	379	23	zhang	zhang	PROPN
afs-111665	379	24	,	,	PUNCT
afs-111665	379	25	y.	y.	PROPN
afs-111665	379	26	2020	2020	NUM
afs-111665	379	27	.	.	PUNCT
afs-111665	380	1	automatic	automatic	ADJ
afs-111665	380	2	recognition	recognition	NOUN
afs-111665	380	3	of	of	ADP
afs-111665	380	4	ingestive	ingestive	ADJ
afs-111665	380	5	-	-	PUNCT
afs-111665	380	6	related	relate	VERB
afs-111665	380	7	behaviors	behavior	NOUN
afs-111665	380	8	of	of	ADP
afs-111665	380	9	dairy	dairy	NOUN
afs-111665	380	10	cows	cow	NOUN
afs-111665	380	11	based	base	VERB
afs-111665	380	12	on	on	ADP
afs-111665	380	13	triaxial	triaxial	ADJ
afs-111665	380	14	acceleration	acceleration	NOUN
afs-111665	380	15	.	.	PUNCT
afs-111665	381	1	information	information	NOUN
afs-111665	381	2	processing	processing	NOUN
afs-111665	381	3	in	in	ADP
afs-111665	381	4	agriculture	agriculture	NOUN
afs-111665	381	5	7	7	NUM
afs-111665	381	6	:	:	PUNCT
afs-111665	381	7	427–443	427–443	NUM
afs-111665	381	8	.	.	PUNCT
afs-111665	382	1	https://doi.org/10.1016/j.inpa.2019.10.004	https://doi.org/10.1016/j.inpa.2019.10.004	PROPN
afs-111665	382	2	simonyan	simonyan	PROPN
afs-111665	382	3	,	,	PUNCT
afs-111665	382	4	k.	k.	PROPN
afs-111665	382	5	&	&	CCONJ
afs-111665	382	6	zisserman	zisserman	PROPN
afs-111665	382	7	,	,	PUNCT
afs-111665	382	8	a.	a.	NOUN
afs-111665	382	9	2014	2014	NUM
afs-111665	382	10	.	.	PUNCT
afs-111665	383	1	very	very	ADV
afs-111665	383	2	deep	deep	ADJ
afs-111665	383	3	convolutional	convolutional	ADJ
afs-111665	383	4	networks	network	NOUN
afs-111665	383	5	for	for	ADP
afs-111665	383	6	large	large	ADJ
afs-111665	383	7	-	-	PUNCT
afs-111665	383	8	scale	scale	NOUN
afs-111665	383	9	image	image	NOUN
afs-111665	383	10	recognition	recognition	NOUN
afs-111665	383	11	.	.	PUNCT
afs-111665	384	1	arxiv	arxiv	PROPN
afs-111665	384	2	preprint	preprint	PROPN
afs-111665	384	3	arxiv:1409.1556	arxiv:1409.1556	NOUN
afs-111665	384	4	.	.	PUNCT
afs-111665	385	1	srivastava	srivastava	PROPN
afs-111665	385	2	,	,	PUNCT
afs-111665	385	3	n.	n.	PROPN
afs-111665	385	4	,	,	PUNCT
afs-111665	385	5	hinton	hinton	PROPN
afs-111665	385	6	,	,	PUNCT
afs-111665	385	7	g.	g.	PROPN
afs-111665	385	8	,	,	PUNCT
afs-111665	385	9	krizhevsky	krizhevsky	PROPN
afs-111665	385	10	,	,	PUNCT
afs-111665	385	11	a.	a.	NOUN
afs-111665	385	12	,	,	PUNCT
afs-111665	385	13	sutskever	sutskever	PROPN
afs-111665	385	14	,	,	PUNCT
afs-111665	385	15	i.	i.	PROPN
afs-111665	385	16	&	&	CCONJ
afs-111665	385	17	salakhutdinov	salakhutdinov	PROPN
afs-111665	385	18	,	,	PUNCT
afs-111665	385	19	r.	r.	PROPN
afs-111665	385	20	2014	2014	NUM
afs-111665	385	21	.	.	PUNCT
afs-111665	386	1	dropout	dropout	NOUN
afs-111665	386	2	:	:	PUNCT
afs-111665	386	3	a	a	DET
afs-111665	386	4	simple	simple	ADJ
afs-111665	386	5	way	way	NOUN
afs-111665	386	6	to	to	PART
afs-111665	386	7	prevent	prevent	VERB
afs-111665	386	8	neural	neural	ADJ
afs-111665	386	9	networks	network	NOUN
afs-111665	386	10	from	from	ADP
afs-111665	386	11	overfitting	overfitte	VERB
afs-111665	386	12	.	.	PUNCT
afs-111665	387	1	journal	journal	NOUN
afs-111665	387	2	of	of	ADP
afs-111665	387	3	machine	machine	NOUN
afs-111665	387	4	learning	learn	VERB
afs-111665	387	5	research	research	NOUN
afs-111665	387	6	15	15	NUM
afs-111665	387	7	:	:	SYM
afs-111665	387	8	1929–1958	1929–1958	NUM
afs-111665	387	9	.	.	PUNCT
afs-111665	388	1	steeneveld	steeneveld	PROPN
afs-111665	388	2	,	,	PUNCT
afs-111665	388	3	w.	w.	PROPN
afs-111665	388	4	&	&	CCONJ
afs-111665	388	5	hogeveen	hogeveen	PROPN
afs-111665	388	6	,	,	PUNCT
afs-111665	388	7	h.	h.	PROPN
afs-111665	388	8	2015	2015	NUM
afs-111665	388	9	.	.	PUNCT
afs-111665	389	1	characterization	characterization	NOUN
afs-111665	389	2	of	of	ADP
afs-111665	389	3	dutch	dutch	ADJ
afs-111665	389	4	dairy	dairy	NOUN
afs-111665	389	5	farms	farm	NOUN
afs-111665	389	6	using	use	VERB
afs-111665	389	7	sensor	sensor	NOUN
afs-111665	389	8	systems	system	NOUN
afs-111665	389	9	for	for	ADP
afs-111665	389	10	cow	cow	NOUN
afs-111665	389	11	management	management	NOUN
afs-111665	389	12	.	.	PUNCT
afs-111665	390	1	journal	journal	NOUN
afs-111665	390	2	of	of	ADP
afs-111665	390	3	dairy	dairy	NOUN
afs-111665	390	4	science	science	NOUN
afs-111665	390	5	98	98	NUM
afs-111665	390	6	:	:	PUNCT
afs-111665	391	1	709–717	709–717	NUM
afs-111665	391	2	.	.	PUNCT
afs-111665	392	1	https://doi.org/10.3168/jds.2014-8595	https://doi.org/10.3168/jds.2014-8595	PROPN
afs-111665	392	2	ter	ter	NOUN
afs-111665	392	3	-	-	PUNCT
afs-111665	392	4	sarkisov	sarkisov	ADJ
afs-111665	392	5	,	,	PUNCT
afs-111665	392	6	a.	a.	PROPN
afs-111665	392	7	,	,	PUNCT
afs-111665	392	8	ross	ross	PROPN
afs-111665	392	9	,	,	PUNCT
afs-111665	392	10	r.	r.	PROPN
afs-111665	392	11	&	&	CCONJ
afs-111665	392	12	kelleher	kelleher	PROPN
afs-111665	392	13	,	,	PUNCT
afs-111665	392	14	j.	j.	PROPN
afs-111665	392	15	2017	2017	NUM
afs-111665	392	16	.	.	PUNCT
afs-111665	393	1	bootstrapping	bootstrappe	VERB
afs-111665	393	2	labelled	label	VERB
afs-111665	393	3	dataset	dataset	NOUN
afs-111665	393	4	construction	construction	NOUN
afs-111665	393	5	for	for	ADP
afs-111665	393	6	cow	cow	NOUN
afs-111665	393	7	tracking	tracking	NOUN
afs-111665	393	8	and	and	CCONJ
afs-111665	393	9	behavior	behavior	NOUN
afs-111665	393	10	analysis	analysis	NOUN
afs-111665	393	11	.	.	PUNCT
afs-111665	394	1	in	in	ADP
afs-111665	394	2	:	:	PUNCT
afs-111665	394	3	14th	14th	ADJ
afs-111665	394	4	conference	conference	NOUN
afs-111665	394	5	on	on	ADP
afs-111665	394	6	computer	computer	NOUN
afs-111665	394	7	and	and	CCONJ
afs-111665	394	8	robot	robot	NOUN
afs-111665	394	9	vision	vision	NOUN
afs-111665	394	10	(	(	PUNCT
afs-111665	394	11	crv	crv	PROPN
afs-111665	394	12	)	)	PUNCT
afs-111665	394	13	.	.	PUNCT
afs-111665	395	1	p.	p.	NOUN
afs-111665	395	2	277–284	277–284	NUM
afs-111665	395	3	.	.	PUNCT
afs-111665	396	1	https://doi.org/10.1109/crv.2017.25	https://doi.org/10.1109/crv.2017.25	NOUN
afs-111665	396	2	ter	ter	NOUN
afs-111665	396	3	-	-	PUNCT
afs-111665	396	4	sarkisov	sarkisov	ADJ
afs-111665	396	5	,	,	PUNCT
afs-111665	396	6	a.	a.	PROPN
afs-111665	396	7	,	,	PUNCT
afs-111665	396	8	ross	ross	PROPN
afs-111665	396	9	,	,	PUNCT
afs-111665	396	10	r.	r.	PROPN
afs-111665	396	11	,	,	PUNCT
afs-111665	396	12	kelleher	kelleher	PROPN
afs-111665	396	13	,	,	PUNCT
afs-111665	396	14	j.	j.	PROPN
afs-111665	396	15	,	,	PUNCT
afs-111665	396	16	earley	earley	PROPN
afs-111665	396	17	,	,	PUNCT
afs-111665	396	18	b.	b.	PROPN
afs-111665	396	19	&	&	CCONJ
afs-111665	396	20	keane	keane	PROPN
afs-111665	396	21	,	,	PUNCT
afs-111665	396	22	m.	m.	NOUN
afs-111665	396	23	2018	2018	NUM
afs-111665	396	24	.	.	PUNCT
afs-111665	397	1	beef	beef	NOUN
afs-111665	397	2	cattle	cattle	NOUN
afs-111665	397	3	instance	instance	NOUN
afs-111665	397	4	segmentation	segmentation	NOUN
afs-111665	397	5	using	use	VERB
afs-111665	397	6	fully	fully	ADV
afs-111665	397	7	convolutional	convolutional	ADJ
afs-111665	397	8	neural	neural	ADJ
afs-111665	397	9	network	network	NOUN
afs-111665	397	10	.	.	PUNCT
afs-111665	398	1	arxiv	arxiv	PROPN
afs-111665	398	2	preprint	preprint	PROPN
afs-111665	398	3	arxiv:1807.01972	arxiv:1807.01972	PROPN
afs-111665	398	4	.	.	PUNCT
afs-111665	399	1	tsai	tsai	PROPN
afs-111665	399	2	,	,	PUNCT
afs-111665	399	3	y.-c	y.-c	PROPN
afs-111665	399	4	.	.	PROPN
afs-111665	399	5	,	,	PUNCT
afs-111665	399	6	hsu	hsu	PROPN
afs-111665	399	7	,	,	PUNCT
afs-111665	399	8	j.-t	j.-t	PROPN
afs-111665	399	9	.	.	PUNCT
afs-111665	399	10	,	,	PUNCT
afs-111665	399	11	ding	ding	NOUN
afs-111665	399	12	,	,	PUNCT
afs-111665	399	13	s.-t	s.-t	NOUN
afs-111665	399	14	.	.	PUNCT
afs-111665	399	15	,	,	PUNCT
afs-111665	399	16	rustia	rustia	VERB
afs-111665	399	17	,	,	PUNCT
afs-111665	399	18	d.j.a	d.j.a	PROPN
afs-111665	399	19	.	.	PROPN
afs-111665	399	20	&	&	CCONJ
afs-111665	399	21	lin	lin	PROPN
afs-111665	399	22	,	,	PUNCT
afs-111665	399	23	t.-t	t.-t	NOUN
afs-111665	399	24	.	.	PUNCT
afs-111665	400	1	2020	2020	NUM
afs-111665	400	2	.	.	PUNCT
afs-111665	401	1	assessment	assessment	NOUN
afs-111665	401	2	of	of	ADP
afs-111665	401	3	dairy	dairy	NOUN
afs-111665	401	4	cow	cow	NOUN
afs-111665	401	5	heat	heat	NOUN
afs-111665	401	6	stress	stress	NOUN
afs-111665	401	7	by	by	ADP
afs-111665	401	8	monitoring	monitor	VERB
afs-111665	401	9	drinking	drink	VERB
afs-111665	401	10	behaviour	behaviour	NOUN
afs-111665	401	11	using	use	VERB
afs-111665	401	12	an	an	DET
afs-111665	401	13	embedded	embed	VERB
afs-111665	401	14	imaging	imaging	NOUN
afs-111665	401	15	system	system	NOUN
afs-111665	401	16	.	.	PUNCT
afs-111665	402	1	biosystems	biosystems	PROPN
afs-111665	402	2	engineering	engineer	VERB
afs-111665	402	3	199	199	NUM
afs-111665	402	4	:	:	PUNCT
afs-111665	402	5	97–108	97–108	NUM
afs-111665	402	6	.	.	PUNCT
afs-111665	403	1	https://doi.org/10.1016/j.biosystemseng.2020.03.013	https://doi.org/10.1016/j.biosystemseng.2020.03.013	PROPN
afs-111665	403	2	van	van	PROPN
afs-111665	403	3	den	den	PROPN
afs-111665	403	4	berg	berg	PROPN
afs-111665	403	5	,	,	PUNCT
afs-111665	403	6	g.	g.	PROPN
afs-111665	403	7	,	,	PUNCT
afs-111665	403	8	viazzi	viazzi	NOUN
afs-111665	403	9	,	,	PUNCT
afs-111665	403	10	s.	s.	PROPN
afs-111665	403	11	,	,	PUNCT
afs-111665	403	12	ismayilova	ismayilova	PROPN
afs-111665	403	13	,	,	PUNCT
afs-111665	403	14	g.	g.	PROPN
afs-111665	403	15	,	,	PUNCT
afs-111665	403	16	sonoda	sonoda	PROPN
afs-111665	403	17	,	,	PUNCT
afs-111665	403	18	t.	t.	PROPN
afs-111665	403	19	,	,	PUNCT
afs-111665	403	20	oczak	oczak	NOUN
afs-111665	403	21	,	,	PUNCT
afs-111665	403	22	m.	m.	NOUN
afs-111665	403	23	,	,	PUNCT
afs-111665	403	24	leroy	leroy	PROPN
afs-111665	403	25	,	,	PUNCT
afs-111665	403	26	t.	t.	PROPN
afs-111665	403	27	,	,	PUNCT
afs-111665	403	28	costa	costa	PROPN
afs-111665	403	29	,	,	PUNCT
afs-111665	403	30	a.	a.	NOUN
afs-111665	403	31	,	,	PUNCT
afs-111665	403	32	bahr	bahr	PROPN
afs-111665	403	33	,	,	PUNCT
afs-111665	403	34	c.	c.	PROPN
afs-111665	403	35	,	,	PUNCT
afs-111665	403	36	guarino	guarino	NOUN
afs-111665	403	37	,	,	PUNCT
afs-111665	403	38	m.	m.	NOUN
afs-111665	403	39	,	,	PUNCT
afs-111665	403	40	fels	fel	NOUN
afs-111665	403	41	,	,	PUNCT
afs-111665	403	42	m.	m.	NOUN
afs-111665	403	43	,	,	PUNCT
afs-111665	403	44	hartung	hartung	PROPN
afs-111665	403	45	,	,	PUNCT
afs-111665	403	46	j.	j.	PROPN
afs-111665	403	47	,	,	PUNCT
afs-111665	403	48	vranken	vranken	VERB
afs-111665	403	49	,	,	PUNCT
afs-111665	403	50	e.	e.	PROPN
afs-111665	403	51	,	,	PUNCT
afs-111665	403	52	berckmans	berckman	NOUN
afs-111665	403	53	,	,	PUNCT
afs-111665	403	54	d.	d.	PROPN
afs-111665	403	55	,	,	PUNCT
afs-111665	403	56	köfer	köfer	PROPN
afs-111665	403	57	,	,	PUNCT
afs-111665	403	58	j.	j.	PROPN
afs-111665	403	59	&	&	CCONJ
afs-111665	403	60	schobesberger	schobesberger	PROPN
afs-111665	403	61	,	,	PUNCT
afs-111665	403	62	h.	h.	PROPN
afs-111665	403	63	2011	2011	NUM
afs-111665	403	64	.	.	PUNCT
afs-111665	404	1	labelling	labelling	NOUN
afs-111665	404	2	of	of	ADP
afs-111665	404	3	video	video	NOUN
afs-111665	404	4	images	image	NOUN
afs-111665	404	5	:	:	PUNCT
afs-111665	404	6	the	the	DET
afs-111665	404	7	first	first	ADJ
afs-111665	404	8	step	step	NOUN
afs-111665	404	9	to	to	PART
afs-111665	404	10	develop	develop	VERB
afs-111665	404	11	an	an	DET
afs-111665	404	12	automatic	automatic	ADJ
afs-111665	404	13	monitoring	monitoring	NOUN
afs-111665	404	14	tool	tool	NOUN
afs-111665	404	15	of	of	ADP
afs-111665	404	16	pig	pig	NOUN
afs-111665	404	17	aggression	aggression	NOUN
afs-111665	404	18	.	.	PUNCT
afs-111665	405	1	in	in	ADP
afs-111665	405	2	:	:	PUNCT
afs-111665	405	3	proceedings	proceeding	NOUN
afs-111665	405	4	of	of	ADP
afs-111665	405	5	the	the	DET
afs-111665	405	6	15th	15th	ADJ
afs-111665	405	7	isah	isah	PROPN
afs-111665	405	8	congress	congress	PROPN
afs-111665	405	9	.	.	PUNCT
afs-111665	406	1	wegner	wegner	PROPN
afs-111665	406	2	,	,	PUNCT
afs-111665	406	3	t.n	t.n	PROPN
afs-111665	406	4	.	.	PROPN
afs-111665	406	5	,	,	PUNCT
afs-111665	406	6	schuh	schuh	PROPN
afs-111665	406	7	,	,	PUNCT
afs-111665	406	8	j.d	j.d	PROPN
afs-111665	406	9	.	.	PROPN
afs-111665	406	10	,	,	PUNCT
afs-111665	406	11	nelson	nelson	PROPN
afs-111665	406	12	,	,	PUNCT
afs-111665	406	13	f.e	f.e	PROPN
afs-111665	406	14	.	.	PROPN
afs-111665	406	15	&	&	CCONJ
afs-111665	406	16	stott	stott	PROPN
afs-111665	406	17	,	,	PUNCT
afs-111665	406	18	g.h	g.h	PROPN
afs-111665	406	19	.	.	PROPN
afs-111665	406	20	1976	1976	NUM
afs-111665	406	21	.	.	PUNCT
afs-111665	407	1	effect	effect	NOUN
afs-111665	407	2	of	of	ADP
afs-111665	407	3	stress	stress	NOUN
afs-111665	407	4	on	on	ADP
afs-111665	407	5	blood	blood	NOUN
afs-111665	407	6	leucocyte	leucocyte	NOUN
afs-111665	407	7	and	and	CCONJ
afs-111665	407	8	milk	milk	NOUN
afs-111665	407	9	somatic	somatic	ADJ
afs-111665	407	10	cell	cell	NOUN
afs-111665	407	11	counts	count	NOUN
afs-111665	407	12	in	in	ADP
afs-111665	407	13	dairy	dairy	NOUN
afs-111665	407	14	cows	cow	NOUN
afs-111665	407	15	.	.	PUNCT
afs-111665	408	1	journal	journal	NOUN
afs-111665	408	2	of	of	ADP
afs-111665	408	3	dairy	dairy	NOUN
afs-111665	408	4	science	science	NOUN
afs-111665	408	5	59	59	NUM
afs-111665	408	6	:	:	PUNCT
afs-111665	408	7	949–956	949–956	NUM
afs-111665	408	8	.	.	PUNCT
afs-111665	409	1	https://doi.org/10.3168/jds.s0022-0302(76)84303-2	https://doi.org/10.3168/jds.s0022-0302(76)84303-2	PROPN
afs-111665	409	2	wu	wu	PROPN
afs-111665	409	3	,	,	PUNCT
afs-111665	409	4	d.	d.	PROPN
afs-111665	409	5	,	,	PUNCT
afs-111665	409	6	wang	wang	PROPN
afs-111665	409	7	,	,	PUNCT
afs-111665	409	8	y.	y.	PROPN
afs-111665	409	9	,	,	PUNCT
afs-111665	409	10	han	han	PROPN
afs-111665	409	11	,	,	PUNCT
afs-111665	409	12	m.	m.	NOUN
afs-111665	409	13	,	,	PUNCT
afs-111665	409	14	song	song	NOUN
afs-111665	409	15	,	,	PUNCT
afs-111665	409	16	l.	l.	PROPN
afs-111665	409	17	,	,	PUNCT
afs-111665	409	18	shang	shang	PROPN
afs-111665	409	19	,	,	PUNCT
afs-111665	409	20	y.	y.	PROPN
afs-111665	409	21	,	,	PUNCT
afs-111665	409	22	zhang	zhang	PROPN
afs-111665	409	23	,	,	PUNCT
afs-111665	409	24	x.	x.	PROPN
afs-111665	409	25	&	&	CCONJ
afs-111665	409	26	song	song	PROPN
afs-111665	409	27	,	,	PUNCT
afs-111665	409	28	h.	h.	PROPN
afs-111665	409	29	2021	2021	NUM
afs-111665	409	30	.	.	PUNCT
afs-111665	410	1	using	use	VERB
afs-111665	410	2	a	a	DET
afs-111665	410	3	cnn	cnn	NOUN
afs-111665	410	4	-	-	NOUN
afs-111665	410	5	lstm	lstm	NOUN
afs-111665	410	6	for	for	ADP
afs-111665	410	7	basic	basic	ADJ
afs-111665	410	8	behaviors	behavior	NOUN
afs-111665	410	9	detection	detection	NOUN
afs-111665	410	10	of	of	ADP
afs-111665	410	11	a	a	DET
afs-111665	410	12	single	single	ADJ
afs-111665	410	13	dairy	dairy	NOUN
afs-111665	410	14	cow	cow	NOUN
afs-111665	410	15	in	in	ADP
afs-111665	410	16	a	a	DET
afs-111665	410	17	complex	complex	ADJ
afs-111665	410	18	environment	environment	NOUN
afs-111665	410	19	.	.	PUNCT
afs-111665	411	1	computers	computer	NOUN
afs-111665	411	2	and	and	CCONJ
afs-111665	411	3	electronics	electronic	NOUN
afs-111665	411	4	in	in	ADP
afs-111665	411	5	agriculture	agriculture	NOUN
afs-111665	411	6	182	182	NUM
afs-111665	411	7	:	:	SYM
afs-111665	411	8	106016	106016	NUM
afs-111665	411	9	.	.	PUNCT
afs-111665	412	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
afs-111665	412	2	.	.	PUNCT
afs-111665	413	1	compag.2021.106016	compag.2021.106016	PROPN
afs-111665	413	2	xudong	xudong	PROPN
afs-111665	413	3	,	,	PUNCT
afs-111665	413	4	z.	z.	PROPN
afs-111665	413	5	,	,	PUNCT
afs-111665	413	6	xi	xi	PROPN
afs-111665	413	7	,	,	PUNCT
afs-111665	413	8	k.	k.	PROPN
afs-111665	413	9	,	,	PUNCT
afs-111665	413	10	ningning	ningning	PROPN
afs-111665	413	11	,	,	PUNCT
afs-111665	413	12	f.	f.	PROPN
afs-111665	413	13	&	&	CCONJ
afs-111665	413	14	gang	gang	PROPN
afs-111665	413	15	,	,	PUNCT
afs-111665	413	16	l.	l.	PROPN
afs-111665	413	17	2020	2020	NUM
afs-111665	413	18	.	.	PUNCT
afs-111665	414	1	automatic	automatic	ADJ
afs-111665	414	2	recognition	recognition	NOUN
afs-111665	414	3	of	of	ADP
afs-111665	414	4	dairy	dairy	NOUN
afs-111665	414	5	cow	cow	NOUN
afs-111665	414	6	mastitis	mastitis	NOUN
afs-111665	414	7	from	from	ADP
afs-111665	414	8	thermal	thermal	ADJ
afs-111665	414	9	images	image	NOUN
afs-111665	414	10	by	by	ADP
afs-111665	414	11	a	a	DET
afs-111665	414	12	deep	deep	ADJ
afs-111665	414	13	learning	learning	NOUN
afs-111665	414	14	detector	detector	NOUN
afs-111665	414	15	.	.	PUNCT
afs-111665	415	1	computers	computer	NOUN
afs-111665	415	2	and	and	CCONJ
afs-111665	415	3	electronics	electronic	NOUN
afs-111665	415	4	in	in	ADP
afs-111665	415	5	agriculture	agriculture	NOUN
afs-111665	415	6	178	178	NUM
afs-111665	415	7	:	:	SYM
afs-111665	415	8	105754	105754	NUM
afs-111665	415	9	.	.	PUNCT
afs-111665	416	1	https://doi.org/10.1016/j.compag.2020.105754	https://doi.org/10.1016/j.compag.2020.105754	PROPN
afs-111665	416	2	yang	yang	PROPN
afs-111665	416	3	,	,	PUNCT
afs-111665	416	4	a.	a.	PROPN
afs-111665	416	5	,	,	PUNCT
afs-111665	416	6	huang	huang	PROPN
afs-111665	416	7	,	,	PUNCT
afs-111665	416	8	h.	h.	PROPN
afs-111665	416	9	,	,	PUNCT
afs-111665	416	10	yang	yang	PROPN
afs-111665	416	11	,	,	PUNCT
afs-111665	416	12	x.	x.	PROPN
afs-111665	416	13	,	,	PUNCT
afs-111665	416	14	li	li	PROPN
afs-111665	416	15	,	,	PUNCT
afs-111665	416	16	s.	s.	PROPN
afs-111665	416	17	,	,	PUNCT
afs-111665	416	18	chen	chen	PROPN
afs-111665	416	19	,	,	PUNCT
afs-111665	416	20	c.	c.	PROPN
afs-111665	416	21	,	,	PUNCT
afs-111665	416	22	gan	gan	PROPN
afs-111665	416	23	,	,	PUNCT
afs-111665	416	24	h.	h.	PROPN
afs-111665	416	25	&	&	CCONJ
afs-111665	416	26	xue	xue	PROPN
afs-111665	416	27	,	,	PUNCT
afs-111665	416	28	y.	y.	PROPN
afs-111665	416	29	2019	2019	NUM
afs-111665	416	30	.	.	PUNCT
afs-111665	417	1	automated	automate	VERB
afs-111665	417	2	video	video	NOUN
afs-111665	417	3	analysis	analysis	NOUN
afs-111665	417	4	of	of	ADP
afs-111665	417	5	sow	sow	NOUN
afs-111665	417	6	nursing	nursing	NOUN
afs-111665	417	7	behavior	behavior	NOUN
afs-111665	417	8	based	base	VERB
afs-111665	417	9	on	on	ADP
afs-111665	417	10	fully	fully	ADV
afs-111665	417	11	convolutional	convolutional	ADJ
afs-111665	417	12	network	network	NOUN
afs-111665	417	13	and	and	CCONJ
afs-111665	417	14	oriented	orient	VERB
afs-111665	417	15	optical	optical	ADJ
afs-111665	417	16	flow	flow	NOUN
afs-111665	417	17	.	.	PUNCT
afs-111665	418	1	computers	computer	NOUN
afs-111665	418	2	and	and	CCONJ
afs-111665	418	3	electronics	electronic	NOUN
afs-111665	418	4	in	in	ADP
afs-111665	418	5	agriculture	agriculture	NOUN
afs-111665	418	6	167	167	NUM
afs-111665	418	7	:	:	SYM
afs-111665	418	8	105048	105048	NUM
afs-111665	418	9	.	.	PUNCT
afs-111665	419	1	https://doi	https://doi	X
afs-111665	419	2	.	.	PUNCT
afs-111665	419	3	org/10.1016	org/10.1016	PROPN
afs-111665	419	4	/	/	SYM
afs-111665	419	5	j.compag.2019.105048	j.compag.2019.105048	NOUN
afs-111665	419	6	zin	zin	NOUN
afs-111665	419	7	,	,	PUNCT
afs-111665	419	8	t.t	t.t	PROPN
afs-111665	419	9	.	.	PROPN
afs-111665	419	10	,	,	PUNCT
afs-111665	419	11	phyo	phyo	PROPN
afs-111665	419	12	,	,	PUNCT
afs-111665	419	13	c.n	c.n	PROPN
afs-111665	419	14	.	.	PROPN
afs-111665	419	15	,	,	PUNCT
afs-111665	419	16	tin	tin	NOUN
afs-111665	419	17	,	,	PUNCT
afs-111665	419	18	p.	p.	NOUN
afs-111665	419	19	,	,	PUNCT
afs-111665	419	20	hama	hama	PROPN
afs-111665	419	21	,	,	PUNCT
afs-111665	419	22	h.	h.	PROPN
afs-111665	419	23	&	&	CCONJ
afs-111665	419	24	kobayashi	kobayashi	PROPN
afs-111665	419	25	,	,	PUNCT
afs-111665	419	26	i.	i.	PROPN
afs-111665	419	27	2018a	2018a	PROPN
afs-111665	419	28	.	.	PUNCT
afs-111665	420	1	image	image	NOUN
afs-111665	420	2	technology	technology	NOUN
afs-111665	420	3	based	base	VERB
afs-111665	420	4	cow	cow	NOUN
afs-111665	420	5	identification	identification	NOUN
afs-111665	420	6	system	system	NOUN
afs-111665	420	7	using	use	VERB
afs-111665	420	8	deep	deep	ADJ
afs-111665	420	9	learning	learning	NOUN
afs-111665	420	10	.	.	PUNCT
afs-111665	421	1	in	in	ADP
afs-111665	421	2	:	:	PUNCT
afs-111665	421	3	international	international	ADJ
afs-111665	421	4	multiconference	multiconference	NOUN
afs-111665	421	5	of	of	ADP
afs-111665	421	6	engineers	engineer	NOUN
afs-111665	421	7	and	and	CCONJ
afs-111665	421	8	computer	computer	NOUN
afs-111665	421	9	scientists	scientist	NOUN
afs-111665	421	10	.	.	PUNCT
afs-111665	422	1	zin	zin	NOUN
afs-111665	422	2	,	,	PUNCT
afs-111665	422	3	t.t	t.t	PROPN
afs-111665	422	4	.	.	PROPN
afs-111665	422	5	,	,	PUNCT
afs-111665	422	6	tin	tin	NOUN
afs-111665	422	7	,	,	PUNCT
afs-111665	422	8	p.	p.	PROPN
afs-111665	422	9	,	,	PUNCT
afs-111665	422	10	kobayashi	kobayashi	PROPN
afs-111665	422	11	,	,	PUNCT
afs-111665	422	12	i.	i.	PROPN
afs-111665	422	13	&	&	CCONJ
afs-111665	422	14	horii	horii	PROPN
afs-111665	422	15	,	,	PUNCT
afs-111665	422	16	y.	y.	PROPN
afs-111665	422	17	2018b	2018b	NUM
afs-111665	422	18	.	.	PUNCT
afs-111665	423	1	an	an	DET
afs-111665	423	2	automatic	automatic	ADJ
afs-111665	423	3	estimation	estimation	NOUN
afs-111665	423	4	of	of	ADP
afs-111665	423	5	dairy	dairy	NOUN
afs-111665	423	6	cow	cow	NOUN
afs-111665	423	7	body	body	NOUN
afs-111665	423	8	condition	condition	NOUN
afs-111665	423	9	score	score	NOUN
afs-111665	423	10	using	use	VERB
afs-111665	423	11	analytic	analytic	ADJ
afs-111665	423	12	geometric	geometric	ADJ
afs-111665	423	13	image	image	NOUN
afs-111665	423	14	features	feature	NOUN
afs-111665	423	15	.	.	PUNCT
afs-111665	424	1	in	in	ADP
afs-111665	424	2	:	:	PUNCT
afs-111665	424	3	7th	7th	ADJ
afs-111665	424	4	global	global	ADJ
afs-111665	424	5	conference	conference	NOUN
afs-111665	424	6	on	on	ADP
afs-111665	424	7	consumer	consumer	NOUN
afs-111665	424	8	electronics	electronic	NOUN
afs-111665	424	9	(	(	PUNCT
afs-111665	424	10	gcce	gcce	NOUN
afs-111665	424	11	)	)	PUNCT
afs-111665	424	12	.	.	PUNCT
afs-111665	425	1	p.775–776	p.775–776	NOUN
afs-111665	425	2	.	.	PUNCT
afs-111665	426	1	https://doi.org/10.1109/gcce.2018.8574852	https://doi.org/10.1109/gcce.2018.8574852	PROPN
afs-111665	426	2	koskela.pdf	koskela.pdf	X
afs-111665	426	3	koskela.pdf	koskela.pdf	X
afs-111665	426	4	deep	deep	ADJ
afs-111665	426	5	learning	learn	VERB
afs-111665	426	6	image	image	NOUN
afs-111665	426	7	recognition	recognition	NOUN
afs-111665	426	8	of	of	ADP
afs-111665	426	9	cow	cow	NOUN
afs-111665	426	10	behavior	behavior	NOUN
afs-111665	426	11	and	and	CCONJ
afs-111665	426	12	an	an	DET
afs-111665	426	13	opendata	opendata	NOUN
afs-111665	426	14	set	set	NOUN
afs-111665	426	15	acquired	acquire	VERB
afs-111665	426	16	near	near	ADP
afs-111665	426	17	an	an	DET
afs-111665	426	18	automatic	automatic	ADJ
afs-111665	426	19	milking	milking	NOUN
afs-111665	426	20	robot	robot	NOUN
afs-111665	426	21	introduction	introduction	NOUN
afs-111665	426	22	materials	material	NOUN
afs-111665	426	23	and	and	CCONJ
afs-111665	426	24	methods	method	NOUN
afs-111665	426	25	data	data	PROPN
afs-111665	426	26	acquisition	acquisition	NOUN
afs-111665	426	27	classes	class	NOUN
afs-111665	426	28	used	use	VERB
afs-111665	426	29	for	for	ADP
afs-111665	426	30	labeling	label	VERB
afs-111665	426	31	labeling	labeling	NOUN
afs-111665	426	32	process	process	NOUN
afs-111665	426	33	cnn	cnn	NOUN
afs-111665	426	34	architecture	architecture	NOUN
afs-111665	426	35	and	and	CCONJ
afs-111665	426	36	training	training	NOUN
afs-111665	426	37	results	result	VERB
afs-111665	426	38	classification	classification	NOUN
afs-111665	426	39	experiments	experiment	NOUN
afs-111665	426	40	with	with	ADP
afs-111665	426	41	cnns	cnns	PROPN
afs-111665	426	42	cnn	cnn	PROPN
afs-111665	426	43	’s	’s	PART
afs-111665	426	44	heatmap	heatmap	NOUN
afs-111665	426	45	activation	activation	NOUN
afs-111665	426	46	discussion	discussion	NOUN
afs-111665	426	47	data	datum	NOUN
afs-111665	426	48	and	and	CCONJ
afs-111665	426	49	software	software	NOUN
afs-111665	426	50	availability	availability	NOUN
afs-111665	426	51	acknowledgments	acknowledgment	NOUN
afs-111665	426	52	references	reference	NOUN
afs-111665	426	53	koskela395sivu.pdf	koskela395sivu.pdf	PROPN