id	sid	tid	token	lemma	pos
bracis-19072	1	1	performance	performance	NOUN
bracis-19072	1	2	analysis	analysis	NOUN
bracis-19072	1	3	of	of	ADP
bracis-19072	1	4	 	 	SPACE
bracis-19072	1	5	yolov3	yolov3	PROPN
bracis-19072	1	6	for	for	ADP
bracis-19072	1	7	 	 	SPACE
bracis-19072	1	8	real	real	ADJ
bracis-19072	1	9	-	-	PUNCT
bracis-19072	1	10	time	time	NOUN
bracis-19072	1	11	detection	detection	NOUN
bracis-19072	1	12	of	of	ADP
bracis-19072	1	13	 	 	SPACE
bracis-19072	1	14	pests	pest	NOUN
bracis-19072	1	15	in	in	ADP
bracis-19072	1	16	 	 	SPACE
bracis-19072	1	17	soybeans	soybean	NOUN
bracis-19072	1	18	|	|	ADV
bracis-19072	1	19	springer	springer	NOUN
bracis-19072	1	20	nature	nature	PROPN
bracis-19072	1	21	link	link	PROPN
bracis-19072	1	22	(	(	PUNCT
bracis-19072	1	23	formerly	formerly	ADV
bracis-19072	1	24	springerlink	springerlink	NOUN
bracis-19072	1	25	)	)	PUNCT
bracis-19072	1	26	skip	skip	VERB
bracis-19072	1	27	to	to	ADP
bracis-19072	1	28	main	main	ADJ
bracis-19072	1	29	content	content	NOUN
bracis-19072	1	30	advertisement	advertisement	NOUN
bracis-19072	1	31	log	log	NOUN
bracis-19072	1	32	in	in	ADP
bracis-19072	1	33	menu	menu	NOUN
bracis-19072	1	34	find	find	VERB
bracis-19072	1	35	a	a	DET
bracis-19072	1	36	journal	journal	NOUN
bracis-19072	1	37	publish	publish	VERB
bracis-19072	1	38	with	with	ADP
bracis-19072	1	39	us	we	PRON
bracis-19072	1	40	track	track	VERB
bracis-19072	1	41	your	your	PRON
bracis-19072	1	42	research	research	NOUN
bracis-19072	1	43	search	search	NOUN
bracis-19072	1	44	cart	cart	NOUN
bracis-19072	1	45	home	home	NOUN
bracis-19072	1	46	intelligent	intelligent	ADJ
bracis-19072	1	47	systems	system	NOUN
bracis-19072	1	48	conference	conference	NOUN
bracis-19072	1	49	paper	paper	NOUN
bracis-19072	1	50	performance	performance	NOUN
bracis-19072	1	51	analysis	analysis	NOUN
bracis-19072	1	52	of	of	ADP
bracis-19072	1	53	 	 	SPACE
bracis-19072	1	54	yolov3	yolov3	PROPN
bracis-19072	1	55	for	for	ADP
bracis-19072	1	56	 	 	SPACE
bracis-19072	1	57	real	real	ADJ
bracis-19072	1	58	-	-	PUNCT
bracis-19072	1	59	time	time	NOUN
bracis-19072	1	60	detection	detection	NOUN
bracis-19072	1	61	of	of	ADP
bracis-19072	1	62	 	 	SPACE
bracis-19072	1	63	pests	pest	NOUN
bracis-19072	1	64	in	in	ADP
bracis-19072	1	65	 	 	SPACE
bracis-19072	1	66	soybeans	soybean	NOUN
bracis-19072	1	67	conference	conference	NOUN
bracis-19072	1	68	paper	paper	NOUN
bracis-19072	1	69	first	first	ADV
bracis-19072	1	70	online	online	ADV
bracis-19072	1	71	:	:	PUNCT
bracis-19072	1	72	28	28	NUM
bracis-19072	1	73	november	november	NOUN
bracis-19072	1	74	2021	2021	NUM
bracis-19072	1	75	pp	pp	ADP
bracis-19072	1	76	265–279	265–279	NUM
bracis-19072	1	77	cite	cite	VERB
bracis-19072	1	78	this	this	DET
bracis-19072	1	79	conference	conference	NOUN
bracis-19072	1	80	paper	paper	NOUN
bracis-19072	1	81	access	access	NOUN
bracis-19072	1	82	provided	provide	VERB
bracis-19072	1	83	by	by	ADP
bracis-19072	1	84	university	university	PROPN
bracis-19072	1	85	of	of	ADP
bracis-19072	1	86	notre	notre	PROPN
bracis-19072	1	87	dame	dame	PROPN
bracis-19072	1	88	hesburgh	hesburgh	PROPN
bracis-19072	1	89	library	library	PROPN
bracis-19072	1	90	download	download	PROPN
bracis-19072	1	91	book	book	NOUN
bracis-19072	1	92	pdf	pdf	PROPN
bracis-19072	1	93	download	download	NOUN
bracis-19072	1	94	book	book	NOUN
bracis-19072	1	95	epub	epub	PROPN
bracis-19072	1	96	intelligent	intelligent	ADJ
bracis-19072	1	97	systems	system	NOUN
bracis-19072	1	98	(	(	PUNCT
bracis-19072	1	99	bracis	bracis	NOUN
bracis-19072	1	100	2021	2021	NUM
bracis-19072	1	101	)	)	PUNCT
bracis-19072	1	102	performance	performance	NOUN
bracis-19072	1	103	analysis	analysis	NOUN
bracis-19072	1	104	of	of	ADP
bracis-19072	1	105	 	 	SPACE
bracis-19072	1	106	yolov3	yolov3	PROPN
bracis-19072	1	107	for	for	ADP
bracis-19072	1	108	 	 	SPACE
bracis-19072	1	109	real	real	ADJ
bracis-19072	1	110	-	-	PUNCT
bracis-19072	1	111	time	time	NOUN
bracis-19072	1	112	detection	detection	NOUN
bracis-19072	1	113	of	of	ADP
bracis-19072	1	114	 	 	SPACE
bracis-19072	1	115	pests	pest	NOUN
bracis-19072	1	116	in	in	ADP
bracis-19072	1	117	 	 	SPACE
bracis-19072	1	118	soybeans	soybean	NOUN
bracis-19072	1	119	download	download	NOUN
bracis-19072	1	120	book	book	NOUN
bracis-19072	1	121	pdf	pdf	PROPN
bracis-19072	1	122	download	download	NOUN
bracis-19072	1	123	book	book	PROPN
bracis-19072	1	124	epub	epub	PROPN
bracis-19072	1	125	fábio	fábio	PROPN
bracis-19072	1	126	amaral	amaral	PROPN
bracis-19072	1	127	godoy	godoy	PROPN
bracis-19072	1	128	da	da	PROPN
bracis-19072	1	129	silveira	silveira	PROPN
bracis-19072	1	130	  	  	SPACE
bracis-19072	1	131	orcid	orcid	PROPN
bracis-19072	1	132	:	:	PUNCT
bracis-19072	1	133	orcid.org/0000-0002-8187-892810	orcid.org/0000-0002-8187-892810	NOUN
bracis-19072	1	134	,	,	PUNCT
bracis-19072	1	135	everton	everton	PROPN
bracis-19072	1	136	castelão	castelão	NOUN
bracis-19072	1	137	tetila	tetila	PROPN
bracis-19072	1	138	  	  	SPACE
bracis-19072	1	139	orcid	orcid	NOUN
bracis-19072	1	140	:	:	PUNCT
bracis-19072	1	141	orcid.org/0000-0001-5396-766x10	orcid.org/0000-0001-5396-766x10	PROPN
bracis-19072	1	142	,	,	PUNCT
bracis-19072	1	143	gilberto	gilberto	PROPN
bracis-19072	1	144	astolfi	astolfi	PROPN
bracis-19072	1	145	  	  	SPACE
bracis-19072	1	146	orcid	orcid	PROPN
bracis-19072	1	147	:	:	PUNCT
bracis-19072	1	148	orcid.org/0000-0003-2565-182211,12	orcid.org/0000-0003-2565-182211,12	PROPN
bracis-19072	1	149	,	,	PUNCT
bracis-19072	1	150	anderson	anderson	PROPN
bracis-19072	1	151	bessa	bessa	PROPN
bracis-19072	1	152	da	da	PROPN
bracis-19072	1	153	costa	costa	PROPN
bracis-19072	1	154	  	  	SPACE
bracis-19072	1	155	orcid	orcid	NOUN
bracis-19072	1	156	:	:	PUNCT
bracis-19072	1	157	orcid.org/0000-0003-4339-300310	orcid.org/0000-0003-4339-300310	PROPN
bracis-19072	1	158	&	&	CCONJ
bracis-19072	1	159	…	…	PUNCT
bracis-19072	1	160	willian	willian	PROPN
bracis-19072	1	161	paraguassu	paraguassu	PROPN
bracis-19072	1	162	amorim	amorim	PROPN
bracis-19072	1	163	  	  	SPACE
bracis-19072	1	164	orcid	orcid	NOUN
bracis-19072	1	165	:	:	PUNCT
bracis-19072	1	166	orcid.org/0000-0002-3456-548610	orcid.org/0000-0002-3456-548610	ADJ
bracis-19072	1	167	  	  	SPACE
bracis-19072	1	168	show	show	VERB
bracis-19072	1	169	authors	author	NOUN
bracis-19072	1	170	part	part	NOUN
bracis-19072	1	171	of	of	ADP
bracis-19072	1	172	the	the	DET
bracis-19072	1	173	book	book	NOUN
bracis-19072	1	174	series	series	NOUN
bracis-19072	1	175	:	:	PUNCT
bracis-19072	1	176	lecture	lecture	NOUN
bracis-19072	1	177	notes	note	NOUN
bracis-19072	1	178	in	in	ADP
bracis-19072	1	179	computer	computer	NOUN
bracis-19072	1	180	science	science	NOUN
bracis-19072	1	181	(	(	PUNCT
bracis-19072	1	182	(	(	PUNCT
bracis-19072	1	183	lnai	lnai	ADJ
bracis-19072	1	184	,	,	PUNCT
bracis-19072	1	185	volume	volume	NOUN
bracis-19072	1	186	13074	13074	NUM
bracis-19072	1	187	)	)	PUNCT
bracis-19072	1	188	)	)	PUNCT
bracis-19072	1	189	included	include	VERB
bracis-19072	1	190	in	in	ADP
bracis-19072	1	191	the	the	DET
bracis-19072	1	192	following	follow	VERB
bracis-19072	1	193	conference	conference	NOUN
bracis-19072	1	194	series	series	NOUN
bracis-19072	1	195	:	:	PUNCT
bracis-19072	1	196	brazilian	brazilian	ADJ
bracis-19072	1	197	conference	conference	NOUN
bracis-19072	1	198	on	on	ADP
bracis-19072	1	199	intelligent	intelligent	ADJ
bracis-19072	1	200	systems	system	NOUN
bracis-19072	1	201	1282	1282	NUM
bracis-19072	1	202	accesses	access	VERB
bracis-19072	1	203	5	5	NUM
bracis-19072	1	204	citations	citation	NOUN
bracis-19072	1	205	abstract	abstract	ADJ
bracis-19072	1	206	in	in	ADP
bracis-19072	1	207	this	this	DET
bracis-19072	1	208	work	work	NOUN
bracis-19072	1	209	,	,	PUNCT
bracis-19072	1	210	we	we	PRON
bracis-19072	1	211	evaluate	evaluate	VERB
bracis-19072	1	212	the	the	DET
bracis-19072	1	213	you	you	PRON
bracis-19072	1	214	only	only	ADV
bracis-19072	1	215	look	look	VERB
bracis-19072	1	216	once	once	ADV
bracis-19072	1	217	(	(	PUNCT
bracis-19072	1	218	yolov3	yolov3	NOUN
bracis-19072	1	219	)	)	PUNCT
bracis-19072	1	220	architecture	architecture	NOUN
bracis-19072	1	221	for	for	ADP
bracis-19072	1	222	real	real	ADJ
bracis-19072	1	223	-	-	PUNCT
bracis-19072	1	224	time	time	NOUN
bracis-19072	1	225	detection	detection	NOUN
bracis-19072	1	226	of	of	ADP
bracis-19072	1	227	insect	insect	NOUN
bracis-19072	1	228	pests	pest	NOUN
bracis-19072	1	229	in	in	ADP
bracis-19072	1	230	soybean	soybean	NOUN
bracis-19072	1	231	.	.	PUNCT
bracis-19072	2	1	soybean	soybean	NOUN
bracis-19072	2	2	crop	crop	NOUN
bracis-19072	2	3	images	image	NOUN
bracis-19072	2	4	were	be	AUX
bracis-19072	2	5	collected	collect	VERB
bracis-19072	2	6	on	on	ADP
bracis-19072	2	7	different	different	ADJ
bracis-19072	2	8	days	day	NOUN
bracis-19072	2	9	,	,	PUNCT
bracis-19072	2	10	locations	location	NOUN
bracis-19072	2	11	,	,	PUNCT
bracis-19072	2	12	and	and	CCONJ
bracis-19072	2	13	weather	weather	NOUN
bracis-19072	2	14	conditions	condition	NOUN
bracis-19072	2	15	between	between	ADP
bracis-19072	2	16	the	the	DET
bracis-19072	2	17	phenological	phenological	ADJ
bracis-19072	2	18	stages	stage	NOUN
bracis-19072	2	19	r1	r1	PROPN
bracis-19072	2	20	to	to	ADP
bracis-19072	2	21	r6	r6	NOUN
bracis-19072	2	22	,	,	PUNCT
bracis-19072	2	23	considered	consider	VERB
bracis-19072	2	24	the	the	DET
bracis-19072	2	25	period	period	NOUN
bracis-19072	2	26	of	of	ADP
bracis-19072	2	27	the	the	DET
bracis-19072	2	28	high	high	ADJ
bracis-19072	2	29	occurrence	occurrence	NOUN
bracis-19072	2	30	of	of	ADP
bracis-19072	2	31	soybean	soybean	NOUN
bracis-19072	2	32	pests	pest	NOUN
bracis-19072	2	33	.	.	PUNCT
bracis-19072	3	1	for	for	ADP
bracis-19072	3	2	training	training	NOUN
bracis-19072	3	3	and	and	CCONJ
bracis-19072	3	4	testing	test	VERB
bracis-19072	3	5	the	the	DET
bracis-19072	3	6	neural	neural	ADJ
bracis-19072	3	7	network	network	NOUN
bracis-19072	3	8	,	,	PUNCT
bracis-19072	3	9	we	we	PRON
bracis-19072	3	10	used	use	VERB
bracis-19072	3	11	5	5	NUM
bracis-19072	3	12	-	-	ADJ
bracis-19072	3	13	fold	fold	ADJ
bracis-19072	3	14	cross	cross	ADJ
bracis-19072	3	15	-	-	ADJ
bracis-19072	3	16	validation	validation	ADJ
bracis-19072	3	17	analyzing	analyze	VERB
bracis-19072	3	18	four	four	NUM
bracis-19072	3	19	metrics	metric	NOUN
bracis-19072	3	20	to	to	PART
bracis-19072	3	21	evaluate	evaluate	VERB
bracis-19072	3	22	the	the	DET
bracis-19072	3	23	classification	classification	NOUN
bracis-19072	3	24	results	result	NOUN
bracis-19072	3	25	:	:	PUNCT
bracis-19072	3	26	precision	precision	NOUN
bracis-19072	3	27	,	,	PUNCT
bracis-19072	3	28	recall	recall	NOUN
bracis-19072	3	29	,	,	PUNCT
bracis-19072	3	30	f	f	X
bracis-19072	3	31	-	-	PUNCT
bracis-19072	3	32	score	score	NOUN
bracis-19072	3	33	,	,	PUNCT
bracis-19072	3	34	and	and	CCONJ
bracis-19072	3	35	accuracy	accuracy	NOUN
bracis-19072	3	36	;	;	PUNCT
bracis-19072	3	37	and	and	CCONJ
bracis-19072	3	38	three	three	NUM
bracis-19072	3	39	metrics	metric	NOUN
bracis-19072	3	40	to	to	PART
bracis-19072	3	41	evaluate	evaluate	VERB
bracis-19072	3	42	the	the	DET
bracis-19072	3	43	detection	detection	NOUN
bracis-19072	3	44	results	result	NOUN
bracis-19072	3	45	:	:	PUNCT
bracis-19072	3	46	mean	mean	VERB
bracis-19072	3	47	absolute	absolute	ADJ
bracis-19072	3	48	error	error	NOUN
bracis-19072	3	49	(	(	PUNCT
bracis-19072	3	50	mae	mae	PROPN
bracis-19072	3	51	)	)	PUNCT
bracis-19072	3	52	,	,	PUNCT
bracis-19072	3	53	root	root	NOUN
bracis-19072	3	54	mean	mean	VERB
bracis-19072	3	55	square	square	ADJ
bracis-19072	3	56	error	error	NOUN
bracis-19072	3	57	(	(	PUNCT
bracis-19072	3	58	rmse	rmse	NOUN
bracis-19072	3	59	)	)	PUNCT
bracis-19072	3	60	and	and	CCONJ
bracis-19072	3	61	coefficient	coefficient	NOUN
bracis-19072	3	62	of	of	ADP
bracis-19072	3	63	determination	determination	NOUN
bracis-19072	3	64	(	(	PUNCT
bracis-19072	3	65	r\(^2\	r\(^2\	NOUN
bracis-19072	3	66	)	)	PUNCT
bracis-19072	3	67	)	)	PUNCT
bracis-19072	3	68	.	.	PUNCT
bracis-19072	4	1	the	the	DET
bracis-19072	4	2	experimental	experimental	ADJ
bracis-19072	4	3	results	result	NOUN
bracis-19072	4	4	showed	show	VERB
bracis-19072	4	5	that	that	SCONJ
bracis-19072	4	6	the	the	DET
bracis-19072	4	7	yolov3	yolov3	PROPN
bracis-19072	4	8	architecture	architecture	NOUN
bracis-19072	4	9	trained	train	VERB
bracis-19072	4	10	with	with	ADP
bracis-19072	4	11	batch	batch	NOUN
bracis-19072	4	12	size	size	NOUN
bracis-19072	4	13	32	32	NUM
bracis-19072	4	14	leads	lead	VERB
bracis-19072	4	15	to	to	ADP
bracis-19072	4	16	higher	high	ADJ
bracis-19072	4	17	classification	classification	NOUN
bracis-19072	4	18	and	and	CCONJ
bracis-19072	4	19	detection	detection	NOUN
bracis-19072	4	20	rates	rate	NOUN
bracis-19072	4	21	than	than	SCONJ
bracis-19072	4	22	batch	batch	NOUN
bracis-19072	4	23	sizes	size	NOUN
bracis-19072	4	24	4	4	NUM
bracis-19072	4	25	and	and	CCONJ
bracis-19072	4	26	16	16	NUM
bracis-19072	4	27	.	.	PUNCT
bracis-19072	5	1	the	the	DET
bracis-19072	5	2	results	result	NOUN
bracis-19072	5	3	indicate	indicate	VERB
bracis-19072	5	4	that	that	SCONJ
bracis-19072	5	5	the	the	DET
bracis-19072	5	6	evaluated	evaluated	ADJ
bracis-19072	5	7	architecture	architecture	NOUN
bracis-19072	5	8	can	can	AUX
bracis-19072	5	9	support	support	VERB
bracis-19072	5	10	experts	expert	NOUN
bracis-19072	5	11	and	and	CCONJ
bracis-19072	5	12	farmers	farmer	NOUN
bracis-19072	5	13	in	in	ADP
bracis-19072	5	14	monitoring	monitor	VERB
bracis-19072	5	15	pest	pest	NOUN
bracis-19072	5	16	control	control	NOUN
bracis-19072	5	17	action	action	NOUN
bracis-19072	5	18	levels	level	NOUN
bracis-19072	5	19	in	in	ADP
bracis-19072	5	20	soybean	soybean	NOUN
bracis-19072	5	21	fields	field	NOUN
bracis-19072	5	22	.	.	PUNCT
bracis-19072	6	1	we	we	PRON
bracis-19072	6	2	thank	thank	VERB
bracis-19072	6	3	the	the	DET
bracis-19072	6	4	centro	centro	PROPN
bracis-19072	6	5	nacional	nacional	PROPN
bracis-19072	6	6	de	de	X
bracis-19072	6	7	desenvolvimento	desenvolvimento	PROPN
bracis-19072	6	8	científico	científico	PROPN
bracis-19072	6	9	e	e	NOUN
bracis-19072	6	10	tecnológico	tecnológico	PROPN
bracis-19072	6	11	(	(	PUNCT
bracis-19072	6	12	cnpq	cnpq	PROPN
bracis-19072	6	13	)	)	PUNCT
bracis-19072	6	14	,	,	PUNCT
bracis-19072	6	15	the	the	DET
bracis-19072	6	16	coordenação	coordenação	NOUN
bracis-19072	6	17	de	de	PROPN
bracis-19072	6	18	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-19072	6	19	de	de	X
bracis-19072	6	20	pessoal	pessoal	PROPN
bracis-19072	6	21	de	de	PROPN
bracis-19072	6	22	nível	nível	PROPN
bracis-19072	6	23	superior	superior	ADJ
bracis-19072	6	24	(	(	PUNCT
bracis-19072	6	25	capes	cape	NOUN
bracis-19072	6	26	)	)	PUNCT
bracis-19072	6	27	,	,	PUNCT
bracis-19072	6	28	nvidia	nvidia	PROPN
bracis-19072	6	29	corporation	corporation	NOUN
bracis-19072	6	30	for	for	ADP
bracis-19072	6	31	the	the	DET
bracis-19072	6	32	graphics	graphic	NOUN
bracis-19072	6	33	card	card	NOUN
bracis-19072	6	34	donation	donation	NOUN
bracis-19072	6	35	,	,	PUNCT
bracis-19072	6	36	and	and	CCONJ
bracis-19072	6	37	the	the	DET
bracis-19072	6	38	fundação	fundação	NOUN
bracis-19072	6	39	de	de	PROPN
bracis-19072	6	40	apoio	apoio	PROPN
bracis-19072	6	41	ao	ao	PROPN
bracis-19072	6	42	desenvolvimento	desenvolvimento	PROPN
bracis-19072	6	43	do	do	PROPN
bracis-19072	6	44	ensino	ensino	PROPN
bracis-19072	6	45	,	,	PUNCT
bracis-19072	6	46	ciência	ciência	PROPN
bracis-19072	6	47	e	e	NOUN
bracis-19072	6	48	tecnologia	tecnologia	NOUN
bracis-19072	6	49	do	do	AUX
bracis-19072	6	50	estado	estado	PROPN
bracis-19072	6	51	de	de	PROPN
bracis-19072	6	52	mato	mato	PROPN
bracis-19072	6	53	grosso	grosso	PROPN
bracis-19072	6	54	do	do	AUX
bracis-19072	6	55	sul	sul	PROPN
bracis-19072	6	56	(	(	PUNCT
bracis-19072	6	57	fundect	fundect	PROPN
bracis-19072	6	58	)	)	PUNCT
bracis-19072	6	59	.	.	PUNCT
bracis-19072	7	1	access	access	NOUN
bracis-19072	7	2	provided	provide	VERB
bracis-19072	7	3	by	by	ADP
bracis-19072	7	4	university	university	PROPN
bracis-19072	7	5	of	of	ADP
bracis-19072	7	6	notre	notre	PROPN
bracis-19072	7	7	dame	dame	PROPN
bracis-19072	7	8	hesburgh	hesburgh	PROPN
bracis-19072	7	9	library	library	PROPN
bracis-19072	7	10	.	.	PUNCT
bracis-19072	8	1	download	download	PROPN
bracis-19072	8	2	conference	conference	NOUN
bracis-19072	8	3	paper	paper	NOUN
bracis-19072	8	4	pdf	pdf	NOUN
bracis-19072	8	5	similar	similar	ADJ
bracis-19072	8	6	content	content	NOUN
bracis-19072	8	7	being	be	AUX
bracis-19072	8	8	viewed	view	VERB
bracis-19072	8	9	by	by	ADP
bracis-19072	8	10	others	other	NOUN
bracis-19072	8	11	identification	identification	NOUN
bracis-19072	8	12	of	of	ADP
bracis-19072	8	13	wormholes	wormhole	NOUN
bracis-19072	8	14	in	in	ADP
bracis-19072	8	15	soybean	soybean	NOUN
bracis-19072	8	16	leaves	leave	NOUN
bracis-19072	8	17	based	base	VERB
bracis-19072	8	18	on	on	ADP
bracis-19072	8	19	multi	multi	ADJ
bracis-19072	8	20	-	-	ADJ
bracis-19072	8	21	feature	feature	ADJ
bracis-19072	8	22	structure	structure	NOUN
bracis-19072	8	23	and	and	CCONJ
bracis-19072	8	24	attention	attention	NOUN
bracis-19072	8	25	mechanism	mechanism	NOUN
bracis-19072	8	26	article	article	NOUN
bracis-19072	8	27	20	20	NUM
bracis-19072	8	28	december	december	PROPN
bracis-19072	8	29	2022	2022	NUM
bracis-19072	8	30	weed	weed	NOUN
bracis-19072	8	31	detection	detection	NOUN
bracis-19072	8	32	in	in	ADP
bracis-19072	8	33	soybean	soybean	NOUN
bracis-19072	8	34	crop	crop	NOUN
bracis-19072	8	35	using	use	VERB
bracis-19072	8	36	yolo	yolo	ADJ
bracis-19072	8	37	algorithm	algorithm	NOUN
bracis-19072	8	38	chapter	chapter	NOUN
bracis-19072	9	1	©	©	PROPN
bracis-19072	9	2	2023	2023	NUM
bracis-19072	9	3	implementation	implementation	NOUN
bracis-19072	9	4	of	of	ADP
bracis-19072	9	5	yolov7	yolov7	NOUN
bracis-19072	9	6	for	for	ADP
bracis-19072	9	7	pest	pest	NOUN
bracis-19072	9	8	detection	detection	NOUN
bracis-19072	9	9	chapter	chapter	NOUN
bracis-19072	9	10	©	©	PROPN
bracis-19072	9	11	2023	2023	NUM
bracis-19072	9	12	explore	explore	VERB
bracis-19072	9	13	related	relate	VERB
bracis-19072	9	14	subjects	subject	NOUN
bracis-19072	9	15	discover	discover	VERB
bracis-19072	9	16	the	the	DET
bracis-19072	9	17	latest	late	ADJ
bracis-19072	9	18	articles	article	NOUN
bracis-19072	9	19	,	,	PUNCT
bracis-19072	9	20	books	book	NOUN
bracis-19072	9	21	and	and	CCONJ
bracis-19072	9	22	news	news	NOUN
bracis-19072	9	23	in	in	ADP
bracis-19072	9	24	related	related	ADJ
bracis-19072	9	25	subjects	subject	NOUN
bracis-19072	9	26	,	,	PUNCT
bracis-19072	9	27	suggested	suggest	VERB
bracis-19072	9	28	using	use	VERB
bracis-19072	9	29	machine	machine	NOUN
bracis-19072	9	30	learning	learning	NOUN
bracis-19072	9	31	.	.	PUNCT
bracis-19072	10	1	agronomy	agronomy	NOUN
bracis-19072	10	2	computer	computer	NOUN
bracis-19072	10	3	vision	vision	PROPN
bracis-19072	10	4	motion	motion	NOUN
bracis-19072	10	5	detection	detection	NOUN
bracis-19072	10	6	model	model	NOUN
bracis-19072	10	7	plants	plant	NOUN
bracis-19072	10	8	object	object	VERB
bracis-19072	10	9	vision	vision	NOUN
bracis-19072	10	10	1	1	NUM
bracis-19072	10	11	introduction	introduction	NOUN
bracis-19072	10	12	soy	soy	NOUN
bracis-19072	10	13	(	(	PUNCT
bracis-19072	10	14	glycine	glycine	NOUN
bracis-19072	10	15	max	max	PROPN
bracis-19072	10	16	)	)	PUNCT
bracis-19072	10	17	is	be	AUX
bracis-19072	10	18	a	a	DET
bracis-19072	10	19	vegetable	vegetable	ADJ
bracis-19072	10	20	crop	crop	NOUN
bracis-19072	10	21	belonging	belong	VERB
bracis-19072	10	22	to	to	ADP
bracis-19072	10	23	the	the	DET
bracis-19072	10	24	fabaceae	fabaceae	PROPN
bracis-19072	10	25	family	family	NOUN
bracis-19072	10	26	.	.	PUNCT
bracis-19072	11	1	it	it	PRON
bracis-19072	11	2	is	be	AUX
bracis-19072	11	3	mainly	mainly	ADV
bracis-19072	11	4	used	use	VERB
bracis-19072	11	5	for	for	ADP
bracis-19072	11	6	human	human	ADJ
bracis-19072	11	7	nutrition	nutrition	NOUN
bracis-19072	11	8	(	(	PUNCT
bracis-19072	11	9	in	in	ADP
bracis-19072	11	10	the	the	DET
bracis-19072	11	11	form	form	NOUN
bracis-19072	11	12	of	of	ADP
bracis-19072	11	13	soybean	soybean	NOUN
bracis-19072	11	14	oil	oil	NOUN
bracis-19072	11	15	,	,	PUNCT
bracis-19072	11	16	tofu	tofu	NOUN
bracis-19072	11	17	,	,	PUNCT
bracis-19072	11	18	soy	soy	NOUN
bracis-19072	11	19	sauce	sauce	NOUN
bracis-19072	11	20	,	,	PUNCT
bracis-19072	11	21	soy	soy	NOUN
bracis-19072	11	22	milk	milk	NOUN
bracis-19072	11	23	,	,	PUNCT
bracis-19072	11	24	soy	soy	NOUN
bracis-19072	11	25	protein	protein	NOUN
bracis-19072	11	26	,	,	PUNCT
bracis-19072	11	27	soybeans	soybean	NOUN
bracis-19072	11	28	)	)	PUNCT
bracis-19072	11	29	and	and	CCONJ
bracis-19072	11	30	animal	animal	NOUN
bracis-19072	11	31	nutrition	nutrition	NOUN
bracis-19072	11	32	(	(	PUNCT
bracis-19072	11	33	in	in	ADP
bracis-19072	11	34	the	the	DET
bracis-19072	11	35	preparation	preparation	NOUN
bracis-19072	11	36	of	of	ADP
bracis-19072	11	37	animal	animal	NOUN
bracis-19072	11	38	feed	feed	NOUN
bracis-19072	11	39	)	)	PUNCT
bracis-19072	11	40	.	.	PUNCT
bracis-19072	12	1	additionally	additionally	ADV
bracis-19072	12	2	,	,	PUNCT
bracis-19072	12	3	it	it	PRON
bracis-19072	12	4	has	have	VERB
bracis-19072	12	5	an	an	DET
bracis-19072	12	6	excellent	excellent	ADJ
bracis-19072	12	7	nutritional	nutritional	ADJ
bracis-19072	12	8	profile	profile	NOUN
bracis-19072	12	9	and	and	CCONJ
bracis-19072	12	10	essential	essential	ADJ
bracis-19072	12	11	economic	economic	ADJ
bracis-19072	12	12	support	support	NOUN
bracis-19072	12	13	[	[	X
bracis-19072	12	14	1	1	NUM
bracis-19072	12	15	]	]	PUNCT
bracis-19072	12	16	.	.	PUNCT
bracis-19072	13	1	in	in	ADP
bracis-19072	13	2	the	the	DET
bracis-19072	13	3	2019–2020	2019–2020	NUM
bracis-19072	13	4	season	season	NOUN
bracis-19072	13	5	,	,	PUNCT
bracis-19072	13	6	brazil	brazil	PROPN
bracis-19072	13	7	has	have	AUX
bracis-19072	13	8	once	once	ADV
bracis-19072	13	9	again	again	ADV
bracis-19072	13	10	become	become	VERB
bracis-19072	13	11	the	the	DET
bracis-19072	13	12	world	world	NOUN
bracis-19072	13	13	’s	’s	PART
bracis-19072	13	14	largest	large	ADJ
bracis-19072	13	15	producer	producer	NOUN
bracis-19072	13	16	of	of	ADP
bracis-19072	13	17	soybeans	soybean	NOUN
bracis-19072	13	18	,	,	PUNCT
bracis-19072	13	19	surpassing	surpass	VERB
bracis-19072	13	20	its	its	PRON
bracis-19072	13	21	main	main	ADJ
bracis-19072	13	22	competitor	competitor	NOUN
bracis-19072	13	23	,	,	PUNCT
bracis-19072	13	24	the	the	DET
bracis-19072	13	25	united	united	PROPN
bracis-19072	13	26	states	states	PROPN
bracis-19072	13	27	.	.	PUNCT
bracis-19072	14	1	for	for	ADP
bracis-19072	14	2	the	the	DET
bracis-19072	14	3	brazilian	brazilian	ADJ
bracis-19072	14	4	crop	crop	NOUN
bracis-19072	14	5	in	in	ADP
bracis-19072	14	6	2020–2021	2020–2021	NUM
bracis-19072	14	7	is	be	AUX
bracis-19072	14	8	expected	expect	VERB
bracis-19072	14	9	a	a	DET
bracis-19072	14	10	record	record	NOUN
bracis-19072	14	11	production	production	NOUN
bracis-19072	14	12	of	of	ADP
bracis-19072	14	13	134.45	134.45	NUM
bracis-19072	14	14	million	million	NUM
bracis-19072	14	15	tons	ton	NOUN
bracis-19072	14	16	,	,	PUNCT
bracis-19072	14	17	representing	represent	VERB
bracis-19072	14	18	an	an	DET
bracis-19072	14	19	increase	increase	NOUN
bracis-19072	14	20	of	of	ADP
bracis-19072	14	21	7.7	7.7	NUM
bracis-19072	14	22	%	%	NOUN
bracis-19072	14	23	over	over	ADP
bracis-19072	14	24	the	the	DET
bracis-19072	14	25	previous	previous	ADJ
bracis-19072	14	26	crop	crop	NOUN
bracis-19072	14	27	[	[	X
bracis-19072	14	28	2	2	NUM
bracis-19072	14	29	]	]	PUNCT
bracis-19072	14	30	.	.	PUNCT
bracis-19072	15	1	the	the	DET
bracis-19072	15	2	state	state	NOUN
bracis-19072	15	3	of	of	ADP
bracis-19072	15	4	mato	mato	PROPN
bracis-19072	15	5	grosso	grosso	PROPN
bracis-19072	15	6	is	be	AUX
bracis-19072	15	7	the	the	DET
bracis-19072	15	8	largest	large	ADJ
bracis-19072	15	9	brazilian	brazilian	ADJ
bracis-19072	15	10	producer	producer	NOUN
bracis-19072	15	11	,	,	PUNCT
bracis-19072	15	12	followed	follow	VERB
bracis-19072	15	13	by	by	ADP
bracis-19072	15	14	the	the	DET
bracis-19072	15	15	rio	rio	NOUN
bracis-19072	15	16	grande	grande	PROPN
bracis-19072	15	17	do	do	AUX
bracis-19072	15	18	sul	sul	PROPN
bracis-19072	15	19	,	,	PUNCT
bracis-19072	15	20	paraná	paraná	PROPN
bracis-19072	15	21	,	,	PUNCT
bracis-19072	15	22	goiás	goiás	NOUN
bracis-19072	15	23	,	,	PUNCT
bracis-19072	15	24	and	and	CCONJ
bracis-19072	15	25	mato	mato	PROPN
bracis-19072	15	26	grosso	grosso	PROPN
bracis-19072	15	27	do	do	VERB
bracis-19072	15	28	sul	sul	PROPN
bracis-19072	16	1	[	[	X
bracis-19072	16	2	3	3	NUM
bracis-19072	16	3	]	]	PUNCT
bracis-19072	16	4	.	.	PUNCT
bracis-19072	17	1	it	it	PRON
bracis-19072	17	2	is	be	AUX
bracis-19072	17	3	estimated	estimate	VERB
bracis-19072	17	4	that	that	SCONJ
bracis-19072	17	5	most	most	ADJ
bracis-19072	17	6	of	of	ADP
bracis-19072	17	7	the	the	DET
bracis-19072	17	8	direct	direct	ADJ
bracis-19072	17	9	costs	cost	NOUN
bracis-19072	17	10	for	for	ADP
bracis-19072	17	11	soybean	soybean	NOUN
bracis-19072	17	12	production	production	NOUN
bracis-19072	17	13	are	be	AUX
bracis-19072	17	14	concentrated	concentrate	VERB
bracis-19072	17	15	in	in	ADP
bracis-19072	17	16	fertilizers	fertilizer	NOUN
bracis-19072	17	17	(	(	PUNCT
bracis-19072	17	18	27.82	27.82	NUM
bracis-19072	17	19	%	%	NOUN
bracis-19072	17	20	)	)	PUNCT
bracis-19072	17	21	,	,	PUNCT
bracis-19072	18	1	pesticides	pesticide	NOUN
bracis-19072	18	2	(	(	PUNCT
bracis-19072	18	3	18.24	18.24	NUM
bracis-19072	18	4	%	%	NOUN
bracis-19072	18	5	)	)	PUNCT
bracis-19072	18	6	,	,	PUNCT
bracis-19072	18	7	machinery	machinery	NOUN
bracis-19072	18	8	operations	operation	NOUN
bracis-19072	18	9	(	(	PUNCT
bracis-19072	18	10	9.10	9.10	NUM
bracis-19072	18	11	%	%	NOUN
bracis-19072	18	12	)	)	PUNCT
bracis-19072	18	13	,	,	PUNCT
bracis-19072	18	14	seeds	seed	NOUN
bracis-19072	18	15	(	(	PUNCT
bracis-19072	18	16	7.35	7.35	NUM
bracis-19072	18	17	%	%	NOUN
bracis-19072	18	18	)	)	PUNCT
bracis-19072	18	19	and	and	CCONJ
bracis-19072	18	20	depreciation	depreciation	NOUN
bracis-19072	18	21	of	of	ADP
bracis-19072	18	22	agricultural	agricultural	ADJ
bracis-19072	18	23	machinery	machinery	NOUN
bracis-19072	18	24	and	and	CCONJ
bracis-19072	18	25	equipment	equipment	NOUN
bracis-19072	18	26	(	(	PUNCT
bracis-19072	18	27	6.76	6.76	NUM
bracis-19072	18	28	%	%	NOUN
bracis-19072	18	29	)	)	PUNCT
bracis-19072	19	1	[	[	X
bracis-19072	19	2	4	4	NUM
bracis-19072	19	3	]	]	PUNCT
bracis-19072	19	4	.	.	PUNCT
bracis-19072	20	1	therefore	therefore	ADV
bracis-19072	20	2	,	,	PUNCT
bracis-19072	20	3	one	one	NUM
bracis-19072	20	4	of	of	ADP
bracis-19072	20	5	the	the	DET
bracis-19072	20	6	highest	high	ADJ
bracis-19072	20	7	costs	cost	NOUN
bracis-19072	20	8	for	for	ADP
bracis-19072	20	9	soybean	soybean	NOUN
bracis-19072	20	10	production	production	NOUN
bracis-19072	20	11	is	be	AUX
bracis-19072	20	12	applying	apply	VERB
bracis-19072	20	13	pesticides	pesticide	NOUN
bracis-19072	20	14	to	to	PART
bracis-19072	20	15	control	control	VERB
bracis-19072	20	16	pests	pest	NOUN
bracis-19072	20	17	that	that	PRON
bracis-19072	20	18	can	can	AUX
bracis-19072	20	19	cause	cause	VERB
bracis-19072	20	20	damage	damage	NOUN
bracis-19072	20	21	to	to	ADP
bracis-19072	20	22	the	the	DET
bracis-19072	20	23	end	end	NOUN
bracis-19072	20	24	product	product	NOUN
bracis-19072	20	25	.	.	PUNCT
bracis-19072	21	1	monitoring	monitor	VERB
bracis-19072	21	2	pests	pest	NOUN
bracis-19072	21	3	from	from	ADP
bracis-19072	21	4	the	the	DET
bracis-19072	21	5	beginning	beginning	NOUN
bracis-19072	21	6	of	of	ADP
bracis-19072	21	7	soybean	soybean	NOUN
bracis-19072	21	8	development	development	NOUN
bracis-19072	21	9	allows	allow	VERB
bracis-19072	21	10	a	a	DET
bracis-19072	21	11	more	more	ADV
bracis-19072	21	12	efficient	efficient	ADJ
bracis-19072	21	13	application	application	NOUN
bracis-19072	21	14	of	of	ADP
bracis-19072	21	15	pesticides	pesticide	NOUN
bracis-19072	21	16	.	.	PUNCT
bracis-19072	22	1	agricultural	agricultural	ADJ
bracis-19072	22	2	inputs	input	NOUN
bracis-19072	22	3	can	can	AUX
bracis-19072	22	4	be	be	AUX
bracis-19072	22	5	applied	apply	VERB
bracis-19072	22	6	in	in	ADP
bracis-19072	22	7	the	the	DET
bracis-19072	22	8	correct	correct	ADJ
bracis-19072	22	9	amount	amount	NOUN
bracis-19072	22	10	and	and	CCONJ
bracis-19072	22	11	places	place	NOUN
bracis-19072	22	12	,	,	PUNCT
bracis-19072	22	13	reducing	reduce	VERB
bracis-19072	22	14	production	production	NOUN
bracis-19072	22	15	costs	cost	NOUN
bracis-19072	22	16	and	and	CCONJ
bracis-19072	22	17	the	the	DET
bracis-19072	22	18	environmental	environmental	ADJ
bracis-19072	22	19	impact	impact	NOUN
bracis-19072	22	20	from	from	ADP
bracis-19072	22	21	the	the	DET
bracis-19072	22	22	overuse	overuse	NOUN
bracis-19072	22	23	of	of	ADP
bracis-19072	22	24	chemical	chemical	ADJ
bracis-19072	22	25	control	control	NOUN
bracis-19072	22	26	.	.	PUNCT
bracis-19072	23	1	additionally	additionally	ADV
bracis-19072	23	2	,	,	PUNCT
bracis-19072	23	3	contributing	contribute	VERB
bracis-19072	23	4	to	to	ADP
bracis-19072	23	5	human	human	ADJ
bracis-19072	23	6	health	health	NOUN
bracis-19072	23	7	and	and	CCONJ
bracis-19072	23	8	food	food	NOUN
bracis-19072	23	9	safety	safety	NOUN
bracis-19072	23	10	[	[	X
bracis-19072	23	11	5	5	NUM
bracis-19072	23	12	]	]	PUNCT
bracis-19072	23	13	.	.	PUNCT
bracis-19072	24	1	sampling	sample	VERB
bracis-19072	24	2	methods	method	NOUN
bracis-19072	24	3	,	,	PUNCT
bracis-19072	24	4	visual	visual	ADJ
bracis-19072	24	5	examination	examination	NOUN
bracis-19072	24	6	of	of	ADP
bracis-19072	24	7	plants	plant	NOUN
bracis-19072	24	8	,	,	PUNCT
bracis-19072	24	9	and	and	CCONJ
bracis-19072	24	10	examination	examination	NOUN
bracis-19072	24	11	of	of	ADP
bracis-19072	24	12	soil	soil	NOUN
bracis-19072	24	13	samples	sample	NOUN
bracis-19072	24	14	have	have	AUX
bracis-19072	24	15	been	be	AUX
bracis-19072	24	16	used	use	VERB
bracis-19072	24	17	in	in	ADP
bracis-19072	24	18	monitoring	monitor	VERB
bracis-19072	24	19	pests	pest	NOUN
bracis-19072	24	20	,	,	PUNCT
bracis-19072	24	21	and	and	CCONJ
bracis-19072	24	22	their	their	PRON
bracis-19072	24	23	damage	damage	NOUN
bracis-19072	24	24	in	in	ADP
bracis-19072	24	25	the	the	DET
bracis-19072	24	26	crop	crop	NOUN
bracis-19072	25	1	[	[	X
bracis-19072	25	2	6	6	NUM
bracis-19072	25	3	]	]	PUNCT
bracis-19072	25	4	.	.	PUNCT
bracis-19072	26	1	regardless	regardless	ADV
bracis-19072	26	2	of	of	ADP
bracis-19072	26	3	the	the	DET
bracis-19072	26	4	method	method	NOUN
bracis-19072	26	5	used	use	VERB
bracis-19072	26	6	to	to	PART
bracis-19072	26	7	assess	assess	VERB
bracis-19072	26	8	field	field	NOUN
bracis-19072	26	9	pest	pest	NOUN
bracis-19072	26	10	infestation	infestation	NOUN
bracis-19072	26	11	,	,	PUNCT
bracis-19072	26	12	the	the	DET
bracis-19072	26	13	number	number	NOUN
bracis-19072	26	14	of	of	ADP
bracis-19072	26	15	insects	insect	NOUN
bracis-19072	26	16	should	should	AUX
bracis-19072	26	17	be	be	AUX
bracis-19072	26	18	recorded	record	VERB
bracis-19072	26	19	at	at	ADP
bracis-19072	26	20	each	each	DET
bracis-19072	26	21	sampling	sampling	NOUN
bracis-19072	26	22	point	point	NOUN
bracis-19072	26	23	,	,	PUNCT
bracis-19072	26	24	allowing	allow	VERB
bracis-19072	26	25	to	to	PART
bracis-19072	26	26	determine	determine	VERB
bracis-19072	26	27	the	the	DET
bracis-19072	26	28	level	level	NOUN
bracis-19072	26	29	of	of	ADP
bracis-19072	26	30	infestation	infestation	NOUN
bracis-19072	26	31	in	in	ADP
bracis-19072	26	32	each	each	DET
bracis-19072	26	33	area	area	NOUN
bracis-19072	26	34	of	of	ADP
bracis-19072	26	35	the	the	DET
bracis-19072	26	36	field	field	NOUN
bracis-19072	26	37	.	.	PUNCT
bracis-19072	27	1	the	the	PRON
bracis-19072	27	2	higher	high	ADJ
bracis-19072	27	3	the	the	DET
bracis-19072	27	4	number	number	NOUN
bracis-19072	27	5	of	of	ADP
bracis-19072	27	6	samples	sample	NOUN
bracis-19072	27	7	taken	take	VERB
bracis-19072	27	8	in	in	ADP
bracis-19072	27	9	an	an	DET
bracis-19072	27	10	area	area	NOUN
bracis-19072	27	11	,	,	PUNCT
bracis-19072	27	12	the	the	DET
bracis-19072	27	13	more	more	ADJ
bracis-19072	27	14	confidence	confidence	NOUN
bracis-19072	27	15	in	in	ADP
bracis-19072	27	16	predicting	predict	VERB
bracis-19072	27	17	the	the	DET
bracis-19072	27	18	level	level	NOUN
bracis-19072	27	19	of	of	ADP
bracis-19072	27	20	pest	pest	NOUN
bracis-19072	27	21	infestation	infestation	NOUN
bracis-19072	27	22	.	.	PUNCT
bracis-19072	28	1	it	it	PRON
bracis-19072	28	2	is	be	AUX
bracis-19072	28	3	recommended	recommend	VERB
bracis-19072	28	4	at	at	ADP
bracis-19072	28	5	least	least	ADV
bracis-19072	28	6	six	six	NUM
bracis-19072	28	7	samplings	sampling	NOUN
bracis-19072	28	8	for	for	ADP
bracis-19072	28	9	plots	plot	NOUN
bracis-19072	28	10	up	up	ADP
bracis-19072	28	11	 	 	SPACE
bracis-19072	28	12	to	to	ADP
bracis-19072	28	13	10	10	NUM
bracis-19072	28	14	ha	ha	INTJ
bracis-19072	28	15	,	,	PUNCT
bracis-19072	28	16	eight	eight	NUM
bracis-19072	28	17	considering	consider	VERB
bracis-19072	28	18	plots	plot	NOUN
bracis-19072	28	19	up	up	ADP
bracis-19072	28	20	 	 	SPACE
bracis-19072	28	21	to	to	ADP
bracis-19072	28	22	30	30	NUM
bracis-19072	28	23	ha	ha	INTJ
bracis-19072	28	24	,	,	PUNCT
bracis-19072	28	25	and	and	CCONJ
bracis-19072	28	26	ten	ten	NUM
bracis-19072	28	27	considering	consider	VERB
bracis-19072	28	28	plots	plot	NOUN
bracis-19072	28	29	up	up	ADP
bracis-19072	28	30	 	 	SPACE
bracis-19072	28	31	to	to	ADP
bracis-19072	28	32	100	100	NUM
bracis-19072	28	33	ha	ha	INTJ
bracis-19072	28	34	.	.	PUNCT
bracis-19072	29	1	for	for	ADP
bracis-19072	29	2	larger	large	ADJ
bracis-19072	29	3	farms	farm	NOUN
bracis-19072	29	4	,	,	PUNCT
bracis-19072	29	5	a	a	DET
bracis-19072	29	6	division	division	NOUN
bracis-19072	29	7	into	into	ADP
bracis-19072	29	8	100	100	NUM
bracis-19072	29	9	ha	ha	NOUN
bracis-19072	29	10	plots	plot	NOUN
bracis-19072	29	11	is	be	AUX
bracis-19072	29	12	recommended	recommend	VERB
bracis-19072	29	13	[	[	PUNCT
bracis-19072	29	14	6	6	NUM
bracis-19072	29	15	]	]	PUNCT
bracis-19072	29	16	.	.	PUNCT
bracis-19072	30	1	digital	digital	ADJ
bracis-19072	30	2	images	image	NOUN
bracis-19072	30	3	collected	collect	VERB
bracis-19072	30	4	from	from	ADP
bracis-19072	30	5	the	the	DET
bracis-19072	30	6	field	field	NOUN
bracis-19072	30	7	are	be	AUX
bracis-19072	30	8	an	an	DET
bracis-19072	30	9	increasingly	increasingly	ADV
bracis-19072	30	10	used	use	VERB
bracis-19072	30	11	alternative	alternative	NOUN
bracis-19072	30	12	to	to	ADP
bracis-19072	30	13	manual	manual	ADJ
bracis-19072	30	14	sampling	sampling	NOUN
bracis-19072	30	15	methods	method	NOUN
bracis-19072	30	16	.	.	PUNCT
bracis-19072	31	1	computer	computer	NOUN
bracis-19072	31	2	vision	vision	NOUN
bracis-19072	31	3	systems	system	NOUN
bracis-19072	31	4	fed	feed	VERB
bracis-19072	31	5	with	with	ADP
bracis-19072	31	6	these	these	DET
bracis-19072	31	7	digital	digital	ADJ
bracis-19072	31	8	images	image	NOUN
bracis-19072	31	9	perform	perform	VERB
bracis-19072	31	10	real	real	ADJ
bracis-19072	31	11	-	-	PUNCT
bracis-19072	31	12	time	time	NOUN
bracis-19072	31	13	detection	detection	NOUN
bracis-19072	31	14	of	of	ADP
bracis-19072	31	15	pest	pest	NOUN
bracis-19072	31	16	insects	insect	NOUN
bracis-19072	31	17	.	.	PUNCT
bracis-19072	32	1	automatically	automatically	ADV
bracis-19072	32	2	analyzing	analyze	VERB
bracis-19072	32	3	images	image	NOUN
bracis-19072	32	4	is	be	AUX
bracis-19072	32	5	crucial	crucial	ADJ
bracis-19072	32	6	for	for	ADP
bracis-19072	32	7	making	make	VERB
bracis-19072	32	8	these	these	DET
bracis-19072	32	9	applications	application	NOUN
bracis-19072	32	10	viable	viable	ADJ
bracis-19072	32	11	since	since	SCONJ
bracis-19072	32	12	many	many	ADJ
bracis-19072	32	13	images	image	NOUN
bracis-19072	32	14	are	be	AUX
bracis-19072	32	15	captured	capture	VERB
bracis-19072	32	16	.	.	PUNCT
bracis-19072	33	1	in	in	ADP
bracis-19072	33	2	addition	addition	NOUN
bracis-19072	33	3	,	,	PUNCT
bracis-19072	33	4	high	high	ADJ
bracis-19072	33	5	spatial	spatial	ADJ
bracis-19072	33	6	resolution	resolution	NOUN
bracis-19072	33	7	cameras	camera	NOUN
bracis-19072	33	8	can	can	AUX
bracis-19072	33	9	be	be	AUX
bracis-19072	33	10	embarked	embark	VERB
bracis-19072	33	11	on	on	ADP
bracis-19072	33	12	unmanned	unmanned	ADJ
bracis-19072	33	13	aerial	aerial	ADJ
bracis-19072	33	14	vehicles	vehicle	NOUN
bracis-19072	33	15	(	(	PUNCT
bracis-19072	33	16	uavs	uavs	NOUN
bracis-19072	33	17	)	)	PUNCT
bracis-19072	33	18	to	to	PART
bracis-19072	33	19	capture	capture	VERB
bracis-19072	33	20	images	image	NOUN
bracis-19072	33	21	of	of	ADP
bracis-19072	33	22	the	the	DET
bracis-19072	33	23	crop	crop	NOUN
bracis-19072	33	24	on	on	ADP
bracis-19072	33	25	data	datum	NOUN
bracis-19072	33	26	collection	collection	NOUN
bracis-19072	33	27	missions	mission	NOUN
bracis-19072	33	28	,	,	PUNCT
bracis-19072	33	29	allowing	allow	VERB
bracis-19072	33	30	experts	expert	NOUN
bracis-19072	33	31	and	and	CCONJ
bracis-19072	33	32	farmers	farmer	NOUN
bracis-19072	33	33	to	to	PART
bracis-19072	33	34	make	make	VERB
bracis-19072	33	35	better	well	ADJ
bracis-19072	33	36	pest	pest	NOUN
bracis-19072	33	37	management	management	NOUN
bracis-19072	33	38	decisions	decision	NOUN
bracis-19072	33	39	[	[	X
bracis-19072	33	40	7	7	NUM
bracis-19072	33	41	]	]	PUNCT
bracis-19072	33	42	.	.	PUNCT
bracis-19072	34	1	uavs	uavs	PROPN
bracis-19072	34	2	can	can	AUX
bracis-19072	34	3	also	also	ADV
bracis-19072	34	4	be	be	AUX
bracis-19072	34	5	programmed	program	VERB
bracis-19072	34	6	to	to	PART
bracis-19072	34	7	perform	perform	VERB
bracis-19072	34	8	automatic	automatic	ADJ
bracis-19072	34	9	flight	flight	NOUN
bracis-19072	34	10	plan	plan	NOUN
bracis-19072	34	11	operations	operation	NOUN
bracis-19072	34	12	,	,	PUNCT
bracis-19072	34	13	with	with	ADP
bracis-19072	34	14	an	an	DET
bracis-19072	34	15	autonomy	autonomy	NOUN
bracis-19072	34	16	of	of	ADP
bracis-19072	34	17	over	over	ADP
bracis-19072	34	18	1	1	NUM
bracis-19072	34	19	 	 	SPACE
bracis-19072	34	20	h	h	NOUN
bracis-19072	34	21	depending	depend	VERB
bracis-19072	34	22	on	on	ADP
bracis-19072	34	23	the	the	DET
bracis-19072	34	24	model	model	NOUN
bracis-19072	34	25	,	,	PUNCT
bracis-19072	34	26	covering	cover	VERB
bracis-19072	34	27	average	average	ADJ
bracis-19072	34	28	areas	area	NOUN
bracis-19072	34	29	that	that	PRON
bracis-19072	34	30	can	can	AUX
bracis-19072	34	31	exceed	exceed	VERB
bracis-19072	34	32	1,000	1,000	NUM
bracis-19072	34	33	 	 	SPACE
bracis-19072	34	34	ha	ha	INTJ
bracis-19072	34	35	per	per	ADP
bracis-19072	34	36	flight	flight	NOUN
bracis-19072	34	37	[	[	X
bracis-19072	34	38	8	8	NUM
bracis-19072	34	39	]	]	PUNCT
bracis-19072	34	40	.	.	PUNCT
bracis-19072	35	1	however	however	ADV
bracis-19072	35	2	,	,	PUNCT
bracis-19072	35	3	few	few	ADJ
bracis-19072	35	4	works	work	NOUN
bracis-19072	35	5	address	address	VERB
bracis-19072	35	6	the	the	DET
bracis-19072	35	7	use	use	NOUN
bracis-19072	35	8	of	of	ADP
bracis-19072	35	9	digital	digital	ADJ
bracis-19072	35	10	images	image	NOUN
bracis-19072	35	11	to	to	PART
bracis-19072	35	12	identify	identify	VERB
bracis-19072	35	13	insect	insect	NOUN
bracis-19072	35	14	pests	pest	NOUN
bracis-19072	35	15	in	in	ADP
bracis-19072	35	16	soybeans	soybean	NOUN
bracis-19072	35	17	.	.	PUNCT
bracis-19072	36	1	furthermore	furthermore	ADV
bracis-19072	36	2	,	,	PUNCT
bracis-19072	36	3	no	no	DET
bracis-19072	36	4	reports	report	NOUN
bracis-19072	36	5	have	have	AUX
bracis-19072	36	6	been	be	AUX
bracis-19072	36	7	found	find	VERB
bracis-19072	36	8	in	in	ADP
bracis-19072	36	9	the	the	DET
bracis-19072	36	10	literature	literature	NOUN
bracis-19072	36	11	of	of	ADP
bracis-19072	36	12	pest	pest	NOUN
bracis-19072	36	13	monitoring	monitoring	NOUN
bracis-19072	36	14	in	in	ADP
bracis-19072	36	15	soybean	soybean	NOUN
bracis-19072	36	16	fields	field	NOUN
bracis-19072	36	17	using	use	VERB
bracis-19072	36	18	state	state	NOUN
bracis-19072	36	19	-	-	PUNCT
bracis-19072	36	20	of	of	ADP
bracis-19072	36	21	-	-	PUNCT
bracis-19072	36	22	the	the	DET
bracis-19072	36	23	-	-	PUNCT
bracis-19072	36	24	art	art	NOUN
bracis-19072	36	25	object	object	NOUN
bracis-19072	36	26	detection	detection	NOUN
bracis-19072	36	27	methods	method	NOUN
bracis-19072	36	28	such	such	ADJ
bracis-19072	36	29	as	as	ADP
bracis-19072	36	30	yolov3	yolov3	PROPN
bracis-19072	37	1	[	[	X
bracis-19072	37	2	9	9	NUM
bracis-19072	37	3	]	]	PUNCT
bracis-19072	37	4	,	,	PUNCT
bracis-19072	37	5	faster	fast	ADV
bracis-19072	37	6	r	r	VERB
bracis-19072	37	7	-	-	PUNCT
bracis-19072	37	8	cnn	cnn	NOUN
bracis-19072	37	9	[	[	X
bracis-19072	37	10	10	10	NUM
bracis-19072	37	11	]	]	PUNCT
bracis-19072	37	12	,	,	PUNCT
bracis-19072	37	13	and	and	CCONJ
bracis-19072	37	14	retinanet	retinanet	NOUN
bracis-19072	38	1	[	[	X
bracis-19072	38	2	11	11	NUM
bracis-19072	38	3	]	]	PUNCT
bracis-19072	38	4	.	.	PUNCT
bracis-19072	39	1	this	this	DET
bracis-19072	39	2	paper	paper	NOUN
bracis-19072	39	3	proposes	propose	VERB
bracis-19072	39	4	to	to	PART
bracis-19072	39	5	evaluate	evaluate	VERB
bracis-19072	39	6	the	the	DET
bracis-19072	39	7	you	you	PRON
bracis-19072	39	8	only	only	ADV
bracis-19072	39	9	look	look	VERB
bracis-19072	39	10	once	once	ADV
bracis-19072	39	11	(	(	PUNCT
bracis-19072	39	12	yolov3	yolov3	NOUN
bracis-19072	39	13	)	)	PUNCT
bracis-19072	39	14	architecture	architecture	NOUN
bracis-19072	39	15	to	to	PART
bracis-19072	39	16	detect	detect	VERB
bracis-19072	39	17	pest	pest	NOUN
bracis-19072	39	18	insects	insect	NOUN
bracis-19072	39	19	in	in	ADP
bracis-19072	39	20	an	an	DET
bracis-19072	39	21	actual	actual	ADJ
bracis-19072	39	22	field	field	NOUN
bracis-19072	39	23	environment	environment	NOUN
bracis-19072	39	24	under	under	ADP
bracis-19072	39	25	different	different	ADJ
bracis-19072	39	26	lighting	lighting	NOUN
bracis-19072	39	27	conditions	condition	NOUN
bracis-19072	39	28	,	,	PUNCT
bracis-19072	39	29	object	object	NOUN
bracis-19072	39	30	size	size	NOUN
bracis-19072	39	31	,	,	PUNCT
bracis-19072	39	32	and	and	CCONJ
bracis-19072	39	33	complex	complex	ADJ
bracis-19072	39	34	background	background	NOUN
bracis-19072	39	35	variations	variation	NOUN
bracis-19072	39	36	.	.	PUNCT
bracis-19072	40	1	yolov3	yolov3	PROPN
bracis-19072	40	2	is	be	AUX
bracis-19072	40	3	one	one	NUM
bracis-19072	40	4	of	of	ADP
bracis-19072	40	5	the	the	DET
bracis-19072	40	6	most	most	ADV
bracis-19072	40	7	popular	popular	ADJ
bracis-19072	40	8	series	series	NOUN
bracis-19072	40	9	of	of	ADP
bracis-19072	40	10	object	object	NOUN
bracis-19072	40	11	detection	detection	NOUN
bracis-19072	40	12	models	model	NOUN
bracis-19072	40	13	.	.	PUNCT
bracis-19072	41	1	its	its	PRON
bracis-19072	41	2	advantage	advantage	NOUN
bracis-19072	41	3	has	have	AUX
bracis-19072	41	4	been	be	AUX
bracis-19072	41	5	to	to	PART
bracis-19072	41	6	provide	provide	VERB
bracis-19072	41	7	real	real	ADJ
bracis-19072	41	8	-	-	PUNCT
bracis-19072	41	9	time	time	NOUN
bracis-19072	41	10	detections	detection	NOUN
bracis-19072	41	11	while	while	SCONJ
bracis-19072	41	12	approaching	approach	VERB
bracis-19072	41	13	the	the	DET
bracis-19072	41	14	accuracy	accuracy	NOUN
bracis-19072	41	15	of	of	ADP
bracis-19072	41	16	state	state	NOUN
bracis-19072	41	17	-	-	PUNCT
bracis-19072	41	18	of	of	ADP
bracis-19072	41	19	-	-	PUNCT
bracis-19072	41	20	the	the	DET
bracis-19072	41	21	-	-	PUNCT
bracis-19072	41	22	art	art	NOUN
bracis-19072	41	23	object	object	NOUN
bracis-19072	41	24	detection	detection	NOUN
bracis-19072	41	25	models	model	NOUN
bracis-19072	41	26	.	.	PUNCT
bracis-19072	42	1	soybean	soybean	NOUN
bracis-19072	42	2	crop	crop	NOUN
bracis-19072	42	3	images	image	NOUN
bracis-19072	42	4	were	be	AUX
bracis-19072	42	5	collected	collect	VERB
bracis-19072	42	6	on	on	ADP
bracis-19072	42	7	different	different	ADJ
bracis-19072	42	8	days	day	NOUN
bracis-19072	42	9	,	,	PUNCT
bracis-19072	42	10	locations	location	NOUN
bracis-19072	42	11	,	,	PUNCT
bracis-19072	42	12	and	and	CCONJ
bracis-19072	42	13	weather	weather	NOUN
bracis-19072	42	14	conditions	condition	NOUN
bracis-19072	42	15	between	between	ADP
bracis-19072	42	16	the	the	DET
bracis-19072	42	17	phenological	phenological	ADJ
bracis-19072	42	18	stages	stage	NOUN
bracis-19072	42	19	r1	r1	PROPN
bracis-19072	42	20	to	to	ADP
bracis-19072	42	21	r6	r6	NOUN
bracis-19072	42	22	,	,	PUNCT
bracis-19072	42	23	considered	consider	VERB
bracis-19072	42	24	the	the	DET
bracis-19072	42	25	period	period	NOUN
bracis-19072	42	26	of	of	ADP
bracis-19072	42	27	the	the	DET
bracis-19072	42	28	high	high	ADJ
bracis-19072	42	29	occurrence	occurrence	NOUN
bracis-19072	42	30	of	of	ADP
bracis-19072	42	31	soybean	soybean	NOUN
bracis-19072	42	32	pests	pest	NOUN
bracis-19072	42	33	.	.	PUNCT
bracis-19072	43	1	for	for	ADP
bracis-19072	43	2	training	training	NOUN
bracis-19072	43	3	and	and	CCONJ
bracis-19072	43	4	testing	test	VERB
bracis-19072	43	5	the	the	DET
bracis-19072	43	6	neural	neural	ADJ
bracis-19072	43	7	network	network	NOUN
bracis-19072	43	8	,	,	PUNCT
bracis-19072	43	9	we	we	PRON
bracis-19072	43	10	used	use	VERB
bracis-19072	43	11	5	5	NUM
bracis-19072	43	12	-	-	ADJ
bracis-19072	43	13	fold	fold	ADJ
bracis-19072	43	14	cross	cross	ADJ
bracis-19072	43	15	-	-	ADJ
bracis-19072	43	16	validation	validation	ADJ
bracis-19072	43	17	analyzing	analyze	VERB
bracis-19072	43	18	four	four	NUM
bracis-19072	43	19	metrics	metric	NOUN
bracis-19072	43	20	to	to	PART
bracis-19072	43	21	evaluate	evaluate	VERB
bracis-19072	43	22	the	the	DET
bracis-19072	43	23	classification	classification	NOUN
bracis-19072	43	24	results	result	NOUN
bracis-19072	43	25	:	:	PUNCT
bracis-19072	43	26	accuracy	accuracy	NOUN
bracis-19072	43	27	,	,	PUNCT
bracis-19072	43	28	recall	recall	NOUN
bracis-19072	43	29	,	,	PUNCT
bracis-19072	43	30	f	f	X
bracis-19072	43	31	-	-	PUNCT
bracis-19072	43	32	score	score	NOUN
bracis-19072	43	33	,	,	PUNCT
bracis-19072	43	34	and	and	CCONJ
bracis-19072	43	35	precision	precision	NOUN
bracis-19072	43	36	;	;	PUNCT
bracis-19072	43	37	and	and	CCONJ
bracis-19072	43	38	three	three	NUM
bracis-19072	43	39	metrics	metric	NOUN
bracis-19072	43	40	to	to	PART
bracis-19072	43	41	evaluate	evaluate	VERB
bracis-19072	43	42	the	the	DET
bracis-19072	43	43	detection	detection	NOUN
bracis-19072	43	44	results	result	NOUN
bracis-19072	43	45	:	:	PUNCT
bracis-19072	43	46	mean	mean	VERB
bracis-19072	43	47	absolute	absolute	ADJ
bracis-19072	43	48	error	error	NOUN
bracis-19072	43	49	(	(	PUNCT
bracis-19072	43	50	mae	mae	PROPN
bracis-19072	43	51	)	)	PUNCT
bracis-19072	43	52	,	,	PUNCT
bracis-19072	43	53	root	root	NOUN
bracis-19072	43	54	mean	mean	VERB
bracis-19072	43	55	square	square	ADJ
bracis-19072	43	56	error	error	NOUN
bracis-19072	43	57	(	(	PUNCT
bracis-19072	43	58	rmse	rmse	NOUN
bracis-19072	43	59	)	)	PUNCT
bracis-19072	43	60	and	and	CCONJ
bracis-19072	43	61	coefficient	coefficient	NOUN
bracis-19072	43	62	of	of	ADP
bracis-19072	43	63	determination	determination	NOUN
bracis-19072	43	64	(	(	PUNCT
bracis-19072	43	65	r\(^2\	r\(^2\	NOUN
bracis-19072	43	66	)	)	PUNCT
bracis-19072	43	67	)	)	PUNCT
bracis-19072	43	68	.	.	PUNCT
bracis-19072	44	1	to	to	ADP
bracis-19072	44	2	the	the	DET
bracis-19072	44	3	best	good	ADJ
bracis-19072	44	4	of	of	ADP
bracis-19072	44	5	our	our	PRON
bracis-19072	44	6	knowledge	knowledge	NOUN
bracis-19072	44	7	,	,	PUNCT
bracis-19072	44	8	no	no	DET
bracis-19072	44	9	papers	paper	NOUN
bracis-19072	44	10	were	be	AUX
bracis-19072	44	11	found	find	VERB
bracis-19072	44	12	that	that	PRON
bracis-19072	44	13	address	address	VERB
bracis-19072	44	14	state	state	NOUN
bracis-19072	44	15	-	-	PUNCT
bracis-19072	44	16	of	of	ADP
bracis-19072	44	17	-	-	PUNCT
bracis-19072	44	18	the	the	DET
bracis-19072	44	19	-	-	PUNCT
bracis-19072	44	20	art	art	NOUN
bracis-19072	44	21	object	object	NOUN
bracis-19072	44	22	detection	detection	NOUN
bracis-19072	44	23	methods	method	NOUN
bracis-19072	44	24	for	for	ADP
bracis-19072	44	25	pest	pest	NOUN
bracis-19072	44	26	detection	detection	NOUN
bracis-19072	44	27	in	in	ADP
bracis-19072	44	28	soybean	soybean	NOUN
bracis-19072	44	29	.	.	PUNCT
bracis-19072	45	1	2	2	NUM
bracis-19072	45	2	related	relate	VERB
bracis-19072	45	3	work	work	NOUN
bracis-19072	45	4	by	by	ADP
bracis-19072	45	5	using	use	VERB
bracis-19072	45	6	deep	deep	ADJ
bracis-19072	45	7	learning	learning	NOUN
bracis-19072	45	8	,	,	PUNCT
bracis-19072	45	9	the	the	DET
bracis-19072	45	10	authors	author	NOUN
bracis-19072	45	11	in	in	ADP
bracis-19072	45	12	[	[	X
bracis-19072	45	13	12	12	NUM
bracis-19072	45	14	]	]	PUNCT
bracis-19072	45	15	created	create	VERB
bracis-19072	45	16	a	a	DET
bracis-19072	45	17	framework	framework	NOUN
bracis-19072	45	18	that	that	PRON
bracis-19072	45	19	identifies	identify	VERB
bracis-19072	45	20	ten	ten	NUM
bracis-19072	45	21	types	type	NOUN
bracis-19072	45	22	of	of	ADP
bracis-19072	45	23	pests	pest	NOUN
bracis-19072	45	24	of	of	ADP
bracis-19072	45	25	different	different	ADJ
bracis-19072	45	26	crops	crop	NOUN
bracis-19072	45	27	using	use	VERB
bracis-19072	45	28	a	a	DET
bracis-19072	45	29	manually	manually	ADV
bracis-19072	45	30	collected	collect	VERB
bracis-19072	45	31	dataset	dataset	NOUN
bracis-19072	45	32	.	.	PUNCT
bracis-19072	46	1	the	the	DET
bracis-19072	46	2	dataset	dataset	NOUN
bracis-19072	46	3	was	be	AUX
bracis-19072	46	4	collected	collect	VERB
bracis-19072	46	5	by	by	ADP
bracis-19072	46	6	downloading	download	VERB
bracis-19072	46	7	5,629	5,629	NUM
bracis-19072	46	8	images	image	NOUN
bracis-19072	46	9	from	from	ADP
bracis-19072	46	10	search	search	NOUN
bracis-19072	46	11	engines	engine	NOUN
bracis-19072	46	12	(	(	PUNCT
bracis-19072	46	13	google	google	NOUN
bracis-19072	46	14	,	,	PUNCT
bracis-19072	46	15	baidu	baidu	NOUN
bracis-19072	46	16	,	,	PUNCT
bracis-19072	46	17	yahoo	yahoo	PROPN
bracis-19072	46	18	,	,	PUNCT
bracis-19072	46	19	and	and	CCONJ
bracis-19072	46	20	bing	bing	NOUN
bracis-19072	46	21	)	)	PUNCT
bracis-19072	46	22	and	and	CCONJ
bracis-19072	46	23	taking	take	VERB
bracis-19072	46	24	outdoor	outdoor	ADJ
bracis-19072	46	25	footage	footage	NOUN
bracis-19072	46	26	using	use	VERB
bracis-19072	46	27	an	an	DET
bracis-19072	46	28	iphone	iphone	NOUN
bracis-19072	46	29	7	7	NUM
bracis-19072	46	30	plus	plus	NOUN
bracis-19072	46	31	.	.	PUNCT
bracis-19072	47	1	in	in	ADP
bracis-19072	47	2	the	the	DET
bracis-19072	47	3	pre	pre	ADJ
bracis-19072	47	4	-	-	ADJ
bracis-19072	47	5	processing	processing	ADJ
bracis-19072	47	6	phase	phase	NOUN
bracis-19072	47	7	,	,	PUNCT
bracis-19072	47	8	data	datum	NOUN
bracis-19072	47	9	augmentation	augmentation	NOUN
bracis-19072	47	10	was	be	AUX
bracis-19072	47	11	used	use	VERB
bracis-19072	47	12	to	to	PART
bracis-19072	47	13	expand	expand	VERB
bracis-19072	47	14	the	the	DET
bracis-19072	47	15	dataset	dataset	NOUN
bracis-19072	47	16	.	.	PUNCT
bracis-19072	48	1	further	far	ADV
bracis-19072	48	2	,	,	PUNCT
bracis-19072	48	3	the	the	DET
bracis-19072	48	4	grabcut	grabcut	NOUN
bracis-19072	48	5	and	and	CCONJ
bracis-19072	48	6	watershed	watershe	VERB
bracis-19072	48	7	algorithms	algorithm	NOUN
bracis-19072	48	8	were	be	AUX
bracis-19072	48	9	implemented	implement	VERB
bracis-19072	48	10	to	to	PART
bracis-19072	48	11	remove	remove	VERB
bracis-19072	48	12	complex	complex	ADJ
bracis-19072	48	13	background	background	NOUN
bracis-19072	48	14	from	from	ADP
bracis-19072	48	15	the	the	DET
bracis-19072	48	16	images	image	NOUN
bracis-19072	48	17	.	.	PUNCT
bracis-19072	49	1	in	in	ADP
bracis-19072	49	2	the	the	DET
bracis-19072	49	3	training	training	NOUN
bracis-19072	49	4	phase	phase	NOUN
bracis-19072	49	5	,	,	PUNCT
bracis-19072	49	6	vgg-16	vgg-16	NOUN
bracis-19072	49	7	,	,	PUNCT
bracis-19072	49	8	vgg-19	vgg-19	PROPN
bracis-19072	49	9	,	,	PUNCT
bracis-19072	49	10	resnet50	resnet50	NOUN
bracis-19072	49	11	,	,	PUNCT
bracis-19072	49	12	resnet152	resnet152	PROPN
bracis-19072	49	13	and	and	CCONJ
bracis-19072	49	14	googlenet	googlenet	NOUN
bracis-19072	49	15	were	be	AUX
bracis-19072	49	16	used	use	VERB
bracis-19072	49	17	.	.	PUNCT
bracis-19072	50	1	the	the	DET
bracis-19072	50	2	googlenet	googlenet	NOUN
bracis-19072	50	3	model	model	NOUN
bracis-19072	50	4	outperformed	outperform	VERB
bracis-19072	50	5	other	other	ADJ
bracis-19072	50	6	models	model	NOUN
bracis-19072	50	7	in	in	ADP
bracis-19072	50	8	terms	term	NOUN
bracis-19072	50	9	of	of	ADP
bracis-19072	50	10	accuracy	accuracy	NOUN
bracis-19072	50	11	,	,	PUNCT
bracis-19072	50	12	model	model	NOUN
bracis-19072	50	13	complexity	complexity	NOUN
bracis-19072	50	14	,	,	PUNCT
bracis-19072	50	15	and	and	CCONJ
bracis-19072	50	16	robustness	robustness	NOUN
bracis-19072	50	17	in	in	ADP
bracis-19072	50	18	the	the	DET
bracis-19072	50	19	experiments	experiment	NOUN
bracis-19072	50	20	.	.	PUNCT
bracis-19072	51	1	the	the	DET
bracis-19072	51	2	original	original	ADJ
bracis-19072	51	3	model	model	NOUN
bracis-19072	51	4	achieved	achieve	VERB
bracis-19072	51	5	an	an	DET
bracis-19072	51	6	accuracy	accuracy	NOUN
bracis-19072	51	7	of	of	ADP
bracis-19072	51	8	93	93	NUM
bracis-19072	51	9	%	%	NOUN
bracis-19072	51	10	,	,	PUNCT
bracis-19072	51	11	while	while	SCONJ
bracis-19072	51	12	the	the	DET
bracis-19072	51	13	fine	fine	ADV
bracis-19072	51	14	-	-	PUNCT
bracis-19072	51	15	tuned	tune	VERB
bracis-19072	51	16	model	model	NOUN
bracis-19072	51	17	achieved	achieve	VERB
bracis-19072	51	18	an	an	DET
bracis-19072	51	19	accuracy	accuracy	NOUN
bracis-19072	51	20	of	of	ADP
bracis-19072	51	21	98.91	98.91	NUM
bracis-19072	51	22	%	%	NOUN
bracis-19072	51	23	.	.	PUNCT
bracis-19072	52	1	on	on	ADP
bracis-19072	52	2	the	the	DET
bracis-19072	52	3	other	other	ADJ
bracis-19072	52	4	hand	hand	NOUN
bracis-19072	52	5	,	,	PUNCT
bracis-19072	52	6	googlenet	googlenet	NOUN
bracis-19072	52	7	required	require	VERB
bracis-19072	52	8	more	more	ADV
bracis-19072	52	9	computational	computational	ADJ
bracis-19072	52	10	resources	resource	NOUN
bracis-19072	52	11	.	.	PUNCT
bracis-19072	53	1	as	as	ADP
bracis-19072	53	2	a	a	DET
bracis-19072	53	3	drawback	drawback	NOUN
bracis-19072	53	4	,	,	PUNCT
bracis-19072	53	5	the	the	DET
bracis-19072	53	6	complex	complex	ADJ
bracis-19072	53	7	architecture	architecture	NOUN
bracis-19072	53	8	of	of	ADP
bracis-19072	53	9	inception	inception	PROPN
bracis-19072	53	10	-	-	PUNCT
bracis-19072	53	11	v3	v3	PROPN
bracis-19072	53	12	makes	make	VERB
bracis-19072	53	13	it	it	PRON
bracis-19072	53	14	challenging	challenging	ADJ
bracis-19072	53	15	to	to	PART
bracis-19072	53	16	adjust	adjust	VERB
bracis-19072	53	17	the	the	DET
bracis-19072	53	18	layer	layer	NOUN
bracis-19072	53	19	structure	structure	NOUN
bracis-19072	53	20	for	for	ADP
bracis-19072	53	21	a	a	DET
bracis-19072	53	22	specific	specific	ADJ
bracis-19072	53	23	dataset	dataset	NOUN
bracis-19072	53	24	.	.	PUNCT
bracis-19072	54	1	a	a	DET
bracis-19072	54	2	novel	novel	ADJ
bracis-19072	54	3	pest	pest	NOUN
bracis-19072	54	4	detection	detection	NOUN
bracis-19072	54	5	approach	approach	NOUN
bracis-19072	54	6	called	call	VERB
bracis-19072	54	7	deeppest	deeppest	NOUN
bracis-19072	54	8	,	,	PUNCT
bracis-19072	54	9	based	base	VERB
bracis-19072	54	10	on	on	ADP
bracis-19072	54	11	two	two	NUM
bracis-19072	54	12	-	-	PUNCT
bracis-19072	54	13	stage	stage	NOUN
bracis-19072	54	14	mobile	mobile	ADJ
bracis-19072	54	15	vision	vision	NOUN
bracis-19072	54	16	,	,	PUNCT
bracis-19072	54	17	was	be	AUX
bracis-19072	54	18	proposed	propose	VERB
bracis-19072	54	19	in	in	ADP
bracis-19072	54	20	[	[	X
bracis-19072	54	21	13	13	NUM
bracis-19072	54	22	]	]	PUNCT
bracis-19072	54	23	for	for	ADP
bracis-19072	54	24	small	small	ADJ
bracis-19072	54	25	-	-	PUNCT
bracis-19072	54	26	sized	sized	ADJ
bracis-19072	54	27	pest	pest	NOUN
bracis-19072	54	28	recognition	recognition	NOUN
bracis-19072	54	29	and	and	CCONJ
bracis-19072	54	30	multiple	multiple	ADJ
bracis-19072	54	31	species	specie	NOUN
bracis-19072	54	32	classification	classification	NOUN
bracis-19072	54	33	in	in	ADP
bracis-19072	54	34	an	an	DET
bracis-19072	54	35	unbalanced	unbalanced	ADJ
bracis-19072	54	36	dataset	dataset	NOUN
bracis-19072	54	37	.	.	PUNCT
bracis-19072	55	1	first	first	ADV
bracis-19072	55	2	,	,	PUNCT
bracis-19072	55	3	deeppest	deepp	ADJ
bracis-19072	55	4	extracts	extract	VERB
bracis-19072	55	5	multi	multi	ADJ
bracis-19072	55	6	-	-	ADJ
bracis-19072	55	7	scale	scale	ADJ
bracis-19072	55	8	contextual	contextual	ADJ
bracis-19072	55	9	information	information	NOUN
bracis-19072	55	10	from	from	ADP
bracis-19072	55	11	images	image	NOUN
bracis-19072	55	12	.	.	PUNCT
bracis-19072	56	1	next	next	ADV
bracis-19072	56	2	,	,	PUNCT
bracis-19072	56	3	a	a	DET
bracis-19072	56	4	multi	multi	ADJ
bracis-19072	56	5	-	-	ADJ
bracis-19072	56	6	projection	projection	ADJ
bracis-19072	56	7	pest	pest	NOUN
bracis-19072	56	8	detection	detection	NOUN
bracis-19072	56	9	model	model	NOUN
bracis-19072	56	10	(	(	PUNCT
bracis-19072	56	11	mdm	mdm	PROPN
bracis-19072	56	12	)	)	PUNCT
bracis-19072	56	13	is	be	AUX
bracis-19072	56	14	proposed	propose	VERB
bracis-19072	56	15	and	and	CCONJ
bracis-19072	56	16	trained	train	VERB
bracis-19072	56	17	by	by	ADP
bracis-19072	56	18	crop	crop	NOUN
bracis-19072	56	19	-	-	PUNCT
bracis-19072	56	20	related	relate	VERB
bracis-19072	56	21	pest	pest	NOUN
bracis-19072	56	22	images	image	NOUN
bracis-19072	56	23	.	.	PUNCT
bracis-19072	57	1	the	the	DET
bracis-19072	57	2	mdm	mdm	PROPN
bracis-19072	57	3	function	function	PROPN
bracis-19072	57	4	can	can	AUX
bracis-19072	57	5	combine	combine	AUX
bracis-19072	57	6	pest	pest	VERB
bracis-19072	57	7	contextual	contextual	ADJ
bracis-19072	57	8	information	information	NOUN
bracis-19072	57	9	from	from	ADP
bracis-19072	57	10	low	low	ADJ
bracis-19072	57	11	-	-	PUNCT
bracis-19072	57	12	level	level	NOUN
bracis-19072	57	13	convolutional	convolutional	ADJ
bracis-19072	57	14	layers	layer	NOUN
bracis-19072	57	15	with	with	ADP
bracis-19072	57	16	high	high	ADJ
bracis-19072	57	17	-	-	PUNCT
bracis-19072	57	18	level	level	NOUN
bracis-19072	57	19	layers	layer	NOUN
bracis-19072	57	20	to	to	PART
bracis-19072	57	21	generate	generate	VERB
bracis-19072	57	22	the	the	DET
bracis-19072	57	23	super	super	ADJ
bracis-19072	57	24	-	-	ADJ
bracis-19072	57	25	resolved	resolved	ADJ
bracis-19072	57	26	feature	feature	NOUN
bracis-19072	57	27	of	of	ADP
bracis-19072	57	28	deeppest	deeppest	NOUN
bracis-19072	57	29	.	.	PUNCT
bracis-19072	58	1	experimental	experimental	ADJ
bracis-19072	58	2	results	result	NOUN
bracis-19072	58	3	show	show	VERB
bracis-19072	58	4	better	well	ADJ
bracis-19072	58	5	performance	performance	NOUN
bracis-19072	58	6	of	of	ADP
bracis-19072	58	7	deeppest	deeppest	NOUN
bracis-19072	58	8	compared	compare	VERB
bracis-19072	58	9	with	with	ADP
bracis-19072	58	10	other	other	ADJ
bracis-19072	58	11	state	state	NOUN
bracis-19072	58	12	-	-	PUNCT
bracis-19072	58	13	of	of	ADP
bracis-19072	58	14	-	-	PUNCT
bracis-19072	58	15	the	the	DET
bracis-19072	58	16	-	-	PUNCT
bracis-19072	58	17	art	art	NOUN
bracis-19072	58	18	methods	method	NOUN
bracis-19072	58	19	.	.	PUNCT
bracis-19072	59	1	although	although	SCONJ
bracis-19072	59	2	the	the	DET
bracis-19072	59	3	dataset	dataset	NOUN
bracis-19072	59	4	contains	contain	VERB
bracis-19072	59	5	17,192	17,192	NUM
bracis-19072	59	6	pest	pest	NOUN
bracis-19072	59	7	images	image	NOUN
bracis-19072	59	8	captured	capture	VERB
bracis-19072	59	9	in	in	ADP
bracis-19072	59	10	a	a	DET
bracis-19072	59	11	field	field	NOUN
bracis-19072	59	12	environment	environment	NOUN
bracis-19072	59	13	with	with	ADP
bracis-19072	59	14	76,595	76,595	NUM
bracis-19072	59	15	pest	pest	NOUN
bracis-19072	59	16	annotations	annotation	NOUN
bracis-19072	59	17	,	,	PUNCT
bracis-19072	59	18	the	the	DET
bracis-19072	59	19	dataset	dataset	NOUN
bracis-19072	59	20	is	be	AUX
bracis-19072	59	21	restricted	restrict	VERB
bracis-19072	59	22	to	to	ADP
bracis-19072	59	23	wheat	wheat	NOUN
bracis-19072	59	24	and	and	CCONJ
bracis-19072	59	25	rice	rice	NOUN
bracis-19072	59	26	crops	crop	NOUN
bracis-19072	59	27	.	.	PUNCT
bracis-19072	60	1	through	through	ADP
bracis-19072	60	2	the	the	DET
bracis-19072	60	3	use	use	NOUN
bracis-19072	60	4	of	of	ADP
bracis-19072	60	5	convolutional	convolutional	ADJ
bracis-19072	60	6	neural	neural	ADJ
bracis-19072	60	7	network	network	NOUN
bracis-19072	60	8	(	(	PUNCT
bracis-19072	60	9	cnn	cnn	PROPN
bracis-19072	60	10	)	)	PUNCT
bracis-19072	60	11	,	,	PUNCT
bracis-19072	60	12	the	the	DET
bracis-19072	60	13	authors	author	NOUN
bracis-19072	60	14	in	in	ADP
bracis-19072	60	15	[	[	X
bracis-19072	60	16	14	14	NUM
bracis-19072	60	17	]	]	PUNCT
bracis-19072	60	18	developed	develop	VERB
bracis-19072	60	19	a	a	DET
bracis-19072	60	20	mobile	mobile	ADJ
bracis-19072	60	21	application	application	NOUN
bracis-19072	60	22	for	for	ADP
bracis-19072	60	23	detecting	detect	VERB
bracis-19072	60	24	pests	pest	NOUN
bracis-19072	60	25	and	and	CCONJ
bracis-19072	60	26	diseases	disease	NOUN
bracis-19072	60	27	in	in	ADP
bracis-19072	60	28	rice	rice	NOUN
bracis-19072	60	29	.	.	PUNCT
bracis-19072	61	1	an	an	DET
bracis-19072	61	2	inception	inception	PROPN
bracis-19072	61	3	-	-	PUNCT
bracis-19072	61	4	v3	v3	NOUN
bracis-19072	61	5	model	model	NOUN
bracis-19072	61	6	was	be	AUX
bracis-19072	61	7	trained	train	VERB
bracis-19072	61	8	using	use	VERB
bracis-19072	61	9	transfer	transfer	NOUN
bracis-19072	61	10	learning	learning	NOUN
bracis-19072	61	11	with	with	ADP
bracis-19072	61	12	the	the	DET
bracis-19072	61	13	weights	weight	NOUN
bracis-19072	61	14	obtained	obtain	VERB
bracis-19072	61	15	from	from	ADP
bracis-19072	61	16	imagenet	imagenet	NOUN
bracis-19072	61	17	.	.	PUNCT
bracis-19072	62	1	the	the	DET
bracis-19072	62	2	final	final	ADJ
bracis-19072	62	3	layer	layer	NOUN
bracis-19072	62	4	of	of	ADP
bracis-19072	62	5	the	the	DET
bracis-19072	62	6	model	model	NOUN
bracis-19072	62	7	was	be	AUX
bracis-19072	62	8	retrained	retrain	VERB
bracis-19072	62	9	from	from	ADP
bracis-19072	62	10	scratch	scratch	NOUN
bracis-19072	62	11	using	use	VERB
bracis-19072	62	12	the	the	DET
bracis-19072	62	13	provided	provide	VERB
bracis-19072	62	14	images	image	NOUN
bracis-19072	62	15	.	.	PUNCT
bracis-19072	63	1	experiments	experiment	NOUN
bracis-19072	63	2	showed	show	VERB
bracis-19072	63	3	that	that	SCONJ
bracis-19072	63	4	the	the	DET
bracis-19072	63	5	model	model	NOUN
bracis-19072	63	6	achieved	achieve	VERB
bracis-19072	63	7	an	an	DET
bracis-19072	63	8	accuracy	accuracy	NOUN
bracis-19072	63	9	of	of	ADP
bracis-19072	63	10	90.9	90.9	NUM
bracis-19072	63	11	%	%	NOUN
bracis-19072	63	12	.	.	PUNCT
bracis-19072	64	1	the	the	DET
bracis-19072	64	2	mobile	mobile	ADJ
bracis-19072	64	3	app	app	NOUN
bracis-19072	64	4	can	can	AUX
bracis-19072	64	5	display	display	VERB
bracis-19072	64	6	the	the	DET
bracis-19072	64	7	appropriate	appropriate	ADJ
bracis-19072	64	8	description	description	NOUN
bracis-19072	64	9	of	of	ADP
bracis-19072	64	10	the	the	DET
bracis-19072	64	11	pest	pest	NOUN
bracis-19072	64	12	,	,	PUNCT
bracis-19072	64	13	its	its	PRON
bracis-19072	64	14	possible	possible	ADJ
bracis-19072	64	15	damage	damage	NOUN
bracis-19072	64	16	,	,	PUNCT
bracis-19072	64	17	and	and	CCONJ
bracis-19072	64	18	how	how	SCONJ
bracis-19072	64	19	to	to	PART
bracis-19072	64	20	control	control	VERB
bracis-19072	64	21	it	it	PRON
bracis-19072	64	22	.	.	PUNCT
bracis-19072	65	1	nonetheless	nonetheless	ADV
bracis-19072	65	2	,	,	PUNCT
bracis-19072	65	3	no	no	DET
bracis-19072	65	4	information	information	NOUN
bracis-19072	65	5	about	about	ADP
bracis-19072	65	6	the	the	DET
bracis-19072	65	7	level	level	NOUN
bracis-19072	65	8	of	of	ADP
bracis-19072	65	9	infestation	infestation	NOUN
bracis-19072	65	10	or	or	CCONJ
bracis-19072	65	11	the	the	DET
bracis-19072	65	12	number	number	NOUN
bracis-19072	65	13	of	of	ADP
bracis-19072	65	14	pests	pest	NOUN
bracis-19072	65	15	in	in	ADP
bracis-19072	65	16	the	the	DET
bracis-19072	65	17	crop	crop	NOUN
bracis-19072	65	18	can	can	AUX
bracis-19072	65	19	be	be	AUX
bracis-19072	65	20	found	find	VERB
bracis-19072	65	21	.	.	PUNCT
bracis-19072	66	1	the	the	DET
bracis-19072	66	2	authors	author	NOUN
bracis-19072	66	3	in	in	ADP
bracis-19072	66	4	[	[	X
bracis-19072	66	5	15	15	NUM
bracis-19072	66	6	]	]	PUNCT
bracis-19072	66	7	created	create	VERB
bracis-19072	66	8	and	and	CCONJ
bracis-19072	66	9	made	make	VERB
bracis-19072	66	10	available	available	ADJ
bracis-19072	66	11	a	a	DET
bracis-19072	66	12	large	large	ADJ
bracis-19072	66	13	-	-	PUNCT
bracis-19072	66	14	scale	scale	NOUN
bracis-19072	66	15	dataset	dataset	NOUN
bracis-19072	66	16	,	,	PUNCT
bracis-19072	66	17	called	call	VERB
bracis-19072	66	18	ip102	ip102	PRON
bracis-19072	66	19	,	,	PUNCT
bracis-19072	66	20	for	for	ADP
bracis-19072	66	21	pest	pest	NOUN
bracis-19072	66	22	insect	insect	NOUN
bracis-19072	66	23	recognition	recognition	NOUN
bracis-19072	66	24	,	,	PUNCT
bracis-19072	66	25	including	include	VERB
bracis-19072	66	26	over	over	ADP
bracis-19072	66	27	75,000	75,000	NUM
bracis-19072	66	28	images	image	NOUN
bracis-19072	66	29	of	of	ADP
bracis-19072	66	30	102	102	NUM
bracis-19072	66	31	species	specie	NOUN
bracis-19072	66	32	.	.	PUNCT
bracis-19072	67	1	initially	initially	ADV
bracis-19072	67	2	,	,	PUNCT
bracis-19072	67	3	the	the	DET
bracis-19072	67	4	performance	performance	NOUN
bracis-19072	67	5	of	of	ADP
bracis-19072	67	6	classification	classification	NOUN
bracis-19072	67	7	with	with	ADP
bracis-19072	67	8	shallow	shallow	ADJ
bracis-19072	67	9	approaches	approach	NOUN
bracis-19072	67	10	was	be	AUX
bracis-19072	67	11	evaluated	evaluate	VERB
bracis-19072	67	12	,	,	PUNCT
bracis-19072	67	13	comparing	compare	VERB
bracis-19072	67	14	six	six	NUM
bracis-19072	67	15	methods	method	NOUN
bracis-19072	67	16	:	:	PUNCT
bracis-19072	67	17	color	color	NOUN
bracis-19072	67	18	histogram	histogram	NOUN
bracis-19072	67	19	,	,	PUNCT
bracis-19072	67	20	gabor	gabor	PROPN
bracis-19072	67	21	filter	filter	PROPN
bracis-19072	67	22	,	,	PUNCT
bracis-19072	67	23	gist	gist	NOUN
bracis-19072	67	24	,	,	PUNCT
bracis-19072	67	25	scale	scale	NOUN
bracis-19072	67	26	invariant	invariant	ADJ
bracis-19072	67	27	feature	feature	NOUN
bracis-19072	67	28	transform	transform	NOUN
bracis-19072	67	29	(	(	PUNCT
bracis-19072	67	30	sift	sift	NOUN
bracis-19072	67	31	)	)	PUNCT
bracis-19072	67	32	,	,	PUNCT
bracis-19072	67	33	speeded	speed	VERB
bracis-19072	67	34	up	up	ADP
bracis-19072	67	35	robust	robust	ADJ
bracis-19072	67	36	features	feature	NOUN
bracis-19072	67	37	(	(	PUNCT
bracis-19072	67	38	surf	surf	NOUN
bracis-19072	67	39	)	)	PUNCT
bracis-19072	67	40	,	,	PUNCT
bracis-19072	67	41	local	local	ADJ
bracis-19072	67	42	color	color	NOUN
bracis-19072	67	43	histogram	histogram	NOUN
bracis-19072	67	44	;	;	PUNCT
bracis-19072	67	45	and	and	CCONJ
bracis-19072	67	46	two	two	NUM
bracis-19072	67	47	classifiers	classifier	NOUN
bracis-19072	67	48	:	:	PUNCT
bracis-19072	67	49	support	support	NOUN
bracis-19072	67	50	vector	vector	NOUN
bracis-19072	67	51	machine	machine	NOUN
bracis-19072	67	52	(	(	PUNCT
bracis-19072	67	53	svm	svm	PROPN
bracis-19072	67	54	)	)	PUNCT
bracis-19072	67	55	,	,	PUNCT
bracis-19072	67	56	k	k	X
bracis-19072	67	57	-	-	PUNCT
bracis-19072	67	58	nearest	near	ADJ
bracis-19072	67	59	neighbors	neighbor	NOUN
bracis-19072	67	60	(	(	PUNCT
bracis-19072	67	61	k	k	X
bracis-19072	67	62	-	-	PUNCT
bracis-19072	67	63	nn	nn	NOUN
bracis-19072	67	64	)	)	PUNCT
bracis-19072	67	65	.	.	PUNCT
bracis-19072	68	1	next	next	ADV
bracis-19072	68	2	,	,	PUNCT
bracis-19072	68	3	four	four	NUM
bracis-19072	68	4	deep	deep	ADJ
bracis-19072	68	5	learning	learning	NOUN
bracis-19072	68	6	approaches	approach	NOUN
bracis-19072	68	7	were	be	AUX
bracis-19072	68	8	compared	compare	VERB
bracis-19072	68	9	:	:	PUNCT
bracis-19072	68	10	alexnet	alexnet	ADJ
bracis-19072	68	11	,	,	PUNCT
bracis-19072	68	12	googlenet	googlenet	NOUN
bracis-19072	68	13	,	,	PUNCT
bracis-19072	68	14	vggnet	vggnet	NOUN
bracis-19072	68	15	,	,	PUNCT
bracis-19072	68	16	and	and	CCONJ
bracis-19072	68	17	resnet	resnet	NOUN
bracis-19072	68	18	.	.	PUNCT
bracis-19072	69	1	as	as	ADP
bracis-19072	69	2	a	a	DET
bracis-19072	69	3	result	result	NOUN
bracis-19072	69	4	,	,	PUNCT
bracis-19072	69	5	the	the	DET
bracis-19072	69	6	best	well	ADV
bracis-19072	69	7	shallow	shallow	ADJ
bracis-19072	69	8	approach	approach	NOUN
bracis-19072	69	9	achieved	achieve	VERB
bracis-19072	69	10	19.5	19.5	NUM
bracis-19072	69	11	%	%	NOUN
bracis-19072	69	12	accuracy	accuracy	NOUN
bracis-19072	69	13	using	use	VERB
bracis-19072	69	14	the	the	DET
bracis-19072	69	15	combination	combination	NOUN
bracis-19072	69	16	of	of	ADP
bracis-19072	69	17	surf	surf	NOUN
bracis-19072	69	18	and	and	CCONJ
bracis-19072	69	19	the	the	DET
bracis-19072	69	20	svm	svm	PROPN
bracis-19072	69	21	classifier	classifier	NOUN
bracis-19072	69	22	.	.	PUNCT
bracis-19072	70	1	resnet	resnet	PROPN
bracis-19072	70	2	stood	stand	VERB
bracis-19072	70	3	out	out	ADP
bracis-19072	70	4	among	among	ADP
bracis-19072	70	5	the	the	DET
bracis-19072	70	6	deep	deep	ADJ
bracis-19072	70	7	approaches	approach	NOUN
bracis-19072	70	8	.	.	PUNCT
bracis-19072	71	1	last	last	ADJ
bracis-19072	71	2	,	,	PUNCT
bracis-19072	71	3	five	five	NUM
bracis-19072	71	4	state	state	NOUN
bracis-19072	71	5	-	-	PUNCT
bracis-19072	71	6	of	of	ADP
bracis-19072	71	7	-	-	PUNCT
bracis-19072	71	8	the	the	DET
bracis-19072	71	9	-	-	PUNCT
bracis-19072	71	10	art	art	NOUN
bracis-19072	71	11	detection	detection	NOUN
bracis-19072	71	12	methods	method	NOUN
bracis-19072	71	13	were	be	AUX
bracis-19072	71	14	evaluated	evaluate	VERB
bracis-19072	71	15	on	on	ADP
bracis-19072	71	16	ip102	ip102	PRON
bracis-19072	71	17	:	:	PUNCT
bracis-19072	71	18	faster	fast	ADJ
bracis-19072	71	19	r	r	NOUN
bracis-19072	71	20	-	-	PUNCT
bracis-19072	71	21	cnn	cnn	PROPN
bracis-19072	71	22	,	,	PUNCT
bracis-19072	71	23	fpn	fpn	PROPN
bracis-19072	71	24	,	,	PUNCT
bracis-19072	71	25	ssd300	ssd300	PROPN
bracis-19072	71	26	,	,	PUNCT
bracis-19072	71	27	refinedet	refinedet	NOUN
bracis-19072	71	28	,	,	PUNCT
bracis-19072	71	29	and	and	CCONJ
bracis-19072	71	30	yolov3	yolov3	PROPN
bracis-19072	71	31	.	.	PUNCT
bracis-19072	72	1	the	the	DET
bracis-19072	72	2	results	result	NOUN
bracis-19072	72	3	show	show	VERB
bracis-19072	72	4	that	that	SCONJ
bracis-19072	72	5	the	the	DET
bracis-19072	72	6	performance	performance	NOUN
bracis-19072	72	7	of	of	ADP
bracis-19072	72	8	the	the	DET
bracis-19072	72	9	two	two	NUM
bracis-19072	72	10	-	-	PUNCT
bracis-19072	72	11	stage	stage	NOUN
bracis-19072	72	12	detector	detector	NOUN
bracis-19072	72	13	(	(	PUNCT
bracis-19072	72	14	fpn	fpn	PROPN
bracis-19072	72	15	)	)	PUNCT
bracis-19072	72	16	was	be	AUX
bracis-19072	72	17	better	well	ADJ
bracis-19072	72	18	than	than	ADP
bracis-19072	72	19	the	the	DET
bracis-19072	72	20	one	one	NUM
bracis-19072	72	21	-	-	PUNCT
bracis-19072	72	22	stage	stage	NOUN
bracis-19072	72	23	detector	detector	NOUN
bracis-19072	72	24	(	(	PUNCT
bracis-19072	72	25	ssd300	ssd300	PROPN
bracis-19072	72	26	,	,	PUNCT
bracis-19072	72	27	refinedet	refinedet	NOUN
bracis-19072	72	28	,	,	PUNCT
bracis-19072	72	29	and	and	CCONJ
bracis-19072	72	30	yolov3	yolov3	PROPN
bracis-19072	72	31	)	)	PUNCT
bracis-19072	72	32	.	.	PUNCT
bracis-19072	73	1	the	the	DET
bracis-19072	73	2	experimental	experimental	ADJ
bracis-19072	73	3	results	result	NOUN
bracis-19072	73	4	showed	show	VERB
bracis-19072	73	5	low	low	ADJ
bracis-19072	73	6	accuracy	accuracy	NOUN
bracis-19072	73	7	(	(	PUNCT
bracis-19072	73	8	<	<	X
bracis-19072	73	9	50	50	NUM
bracis-19072	73	10	%	%	NOUN
bracis-19072	73	11	)	)	PUNCT
bracis-19072	73	12	in	in	ADP
bracis-19072	73	13	almost	almost	ADV
bracis-19072	73	14	all	all	PRON
bracis-19072	73	15	scenarios	scenario	NOUN
bracis-19072	73	16	,	,	PUNCT
bracis-19072	73	17	indicating	indicate	VERB
bracis-19072	73	18	that	that	SCONJ
bracis-19072	73	19	the	the	DET
bracis-19072	73	20	shallow	shallow	ADJ
bracis-19072	73	21	and	and	CCONJ
bracis-19072	73	22	deep	deep	ADJ
bracis-19072	73	23	methods	method	NOUN
bracis-19072	73	24	can	can	AUX
bracis-19072	73	25	not	not	PART
bracis-19072	73	26	yet	yet	ADV
bracis-19072	73	27	handle	handle	VERB
bracis-19072	73	28	pest	pest	VERB
bracis-19072	73	29	recognition	recognition	NOUN
bracis-19072	73	30	well	well	ADV
bracis-19072	73	31	on	on	ADP
bracis-19072	73	32	data	datum	NOUN
bracis-19072	73	33	sets	set	NOUN
bracis-19072	73	34	with	with	ADP
bracis-19072	73	35	inter	inter	ADJ
bracis-19072	73	36	-	-	ADJ
bracis-19072	73	37	class	class	ADJ
bracis-19072	73	38	and	and	CCONJ
bracis-19072	73	39	intra	intra	ADJ
bracis-19072	73	40	-	-	ADJ
bracis-19072	73	41	class	class	ADJ
bracis-19072	73	42	variance	variance	NOUN
bracis-19072	73	43	along	along	ADP
bracis-19072	73	44	with	with	ADP
bracis-19072	73	45	data	datum	NOUN
bracis-19072	73	46	imbalance	imbalance	NOUN
bracis-19072	73	47	.	.	PUNCT
bracis-19072	74	1	similarly	similarly	ADV
bracis-19072	74	2	,	,	PUNCT
bracis-19072	74	3	using	use	VERB
bracis-19072	74	4	convolutional	convolutional	ADJ
bracis-19072	74	5	neural	neural	ADJ
bracis-19072	74	6	networks	network	NOUN
bracis-19072	74	7	(	(	PUNCT
bracis-19072	74	8	cnn	cnn	PROPN
bracis-19072	74	9	)	)	PUNCT
bracis-19072	74	10	,	,	PUNCT
bracis-19072	74	11	the	the	DET
bracis-19072	74	12	authors	author	NOUN
bracis-19072	74	13	in	in	ADP
bracis-19072	74	14	[	[	X
bracis-19072	74	15	16	16	NUM
bracis-19072	74	16	]	]	PUNCT
bracis-19072	74	17	evaluated	evaluate	VERB
bracis-19072	74	18	three	three	NUM
bracis-19072	74	19	detection	detection	NOUN
bracis-19072	74	20	and	and	CCONJ
bracis-19072	74	21	classification	classification	NOUN
bracis-19072	74	22	methods	method	NOUN
bracis-19072	74	23	to	to	PART
bracis-19072	74	24	identify	identify	VERB
bracis-19072	74	25	five	five	NUM
bracis-19072	74	26	species	specie	NOUN
bracis-19072	74	27	of	of	ADP
bracis-19072	74	28	insects	insect	NOUN
bracis-19072	74	29	collected	collect	VERB
bracis-19072	74	30	in	in	ADP
bracis-19072	74	31	traps	trap	NOUN
bracis-19072	74	32	in	in	ADP
bracis-19072	74	33	a	a	DET
bracis-19072	74	34	factory	factory	NOUN
bracis-19072	74	35	environment	environment	NOUN
bracis-19072	74	36	.	.	PUNCT
bracis-19072	75	1	with	with	ADP
bracis-19072	75	2	a	a	DET
bracis-19072	75	3	set	set	NOUN
bracis-19072	75	4	of	of	ADP
bracis-19072	75	5	200	200	NUM
bracis-19072	75	6	original	original	ADJ
bracis-19072	75	7	photos	photo	NOUN
bracis-19072	75	8	of	of	ADP
bracis-19072	75	9	3,026	3,026	NUM
bracis-19072	75	10	insects	insect	NOUN
bracis-19072	75	11	,	,	PUNCT
bracis-19072	75	12	the	the	DET
bracis-19072	75	13	following	follow	VERB
bracis-19072	75	14	methods	method	NOUN
bracis-19072	75	15	were	be	AUX
bracis-19072	75	16	compared	compare	VERB
bracis-19072	75	17	:	:	PUNCT
bracis-19072	75	18	(	(	PUNCT
bracis-19072	75	19	1	1	X
bracis-19072	75	20	)	)	PUNCT
bracis-19072	75	21	adaptive	adaptive	ADJ
bracis-19072	75	22	thresholding	thresholding	NOUN
bracis-19072	75	23	combined	combine	VERB
bracis-19072	75	24	with	with	ADP
bracis-19072	75	25	vgg-16	vgg-16	NOUN
bracis-19072	75	26	,	,	PUNCT
bracis-19072	75	27	(	(	PUNCT
bracis-19072	75	28	2	2	X
bracis-19072	75	29	)	)	PUNCT
bracis-19072	75	30	single	single	ADJ
bracis-19072	75	31	shot	shot	NOUN
bracis-19072	75	32	multibox	multibox	NOUN
bracis-19072	75	33	detector	detector	NOUN
bracis-19072	75	34	(	(	PUNCT
bracis-19072	75	35	ssd	ssd	NOUN
bracis-19072	75	36	)	)	PUNCT
bracis-19072	75	37	developed	develop	VERB
bracis-19072	75	38	over	over	ADP
bracis-19072	75	39	vgg16	vgg16	NOUN
bracis-19072	75	40	network	network	NOUN
bracis-19072	75	41	but	but	CCONJ
bracis-19072	75	42	replacing	replace	VERB
bracis-19072	75	43	the	the	DET
bracis-19072	75	44	fully	fully	ADV
bracis-19072	75	45	connected	connected	ADJ
bracis-19072	75	46	layers	layer	NOUN
bracis-19072	75	47	,	,	PUNCT
bracis-19072	75	48	(	(	PUNCT
bracis-19072	75	49	3	3	X
bracis-19072	75	50	)	)	PUNCT
bracis-19072	75	51	vgg16	vgg16	NOUN
bracis-19072	75	52	with	with	ADP
bracis-19072	75	53	sliding	slide	VERB
bracis-19072	75	54	window	window	NOUN
bracis-19072	75	55	approach	approach	NOUN
bracis-19072	75	56	.	.	PUNCT
bracis-19072	76	1	ssd	ssd	PROPN
bracis-19072	76	2	produced	produce	VERB
bracis-19072	76	3	the	the	DET
bracis-19072	76	4	best	good	ADJ
bracis-19072	76	5	results	result	NOUN
bracis-19072	76	6	among	among	ADP
bracis-19072	76	7	the	the	DET
bracis-19072	76	8	three	three	NUM
bracis-19072	76	9	methods	method	NOUN
bracis-19072	76	10	in	in	ADP
bracis-19072	76	11	the	the	DET
bracis-19072	76	12	experiments	experiment	NOUN
bracis-19072	76	13	,	,	PUNCT
bracis-19072	76	14	achieving	achieve	VERB
bracis-19072	76	15	detection	detection	NOUN
bracis-19072	76	16	and	and	CCONJ
bracis-19072	76	17	classification	classification	NOUN
bracis-19072	76	18	rates	rate	NOUN
bracis-19072	76	19	of	of	ADP
bracis-19072	76	20	84	84	NUM
bracis-19072	76	21	%	%	NOUN
bracis-19072	76	22	and	and	CCONJ
bracis-19072	76	23	86	86	NUM
bracis-19072	76	24	%	%	NOUN
bracis-19072	76	25	,	,	PUNCT
bracis-19072	76	26	respectively	respectively	ADV
bracis-19072	76	27	.	.	PUNCT
bracis-19072	77	1	in	in	ADP
bracis-19072	77	2	the	the	DET
bracis-19072	77	3	paper	paper	NOUN
bracis-19072	77	4	,	,	PUNCT
bracis-19072	77	5	data	datum	NOUN
bracis-19072	77	6	augmentation	augmentation	NOUN
bracis-19072	77	7	was	be	AUX
bracis-19072	77	8	performed	perform	VERB
bracis-19072	77	9	on	on	ADP
bracis-19072	77	10	the	the	DET
bracis-19072	77	11	training	training	NOUN
bracis-19072	77	12	set	set	NOUN
bracis-19072	77	13	and	and	CCONJ
bracis-19072	77	14	test	test	NOUN
bracis-19072	77	15	set	set	VERB
bracis-19072	77	16	.	.	PUNCT
bracis-19072	78	1	note	note	NOUN
bracis-19072	78	2	,	,	PUNCT
bracis-19072	78	3	however	however	ADV
bracis-19072	78	4	,	,	PUNCT
bracis-19072	78	5	that	that	SCONJ
bracis-19072	78	6	data	datum	NOUN
bracis-19072	78	7	augmentation	augmentation	NOUN
bracis-19072	78	8	should	should	AUX
bracis-19072	78	9	be	be	AUX
bracis-19072	78	10	done	do	VERB
bracis-19072	78	11	on	on	ADP
bracis-19072	78	12	the	the	DET
bracis-19072	78	13	training	training	NOUN
bracis-19072	78	14	set	set	VERB
bracis-19072	78	15	only	only	ADV
bracis-19072	78	16	.	.	PUNCT
bracis-19072	79	1	otherwise	otherwise	ADV
bracis-19072	79	2	,	,	PUNCT
bracis-19072	79	3	the	the	DET
bracis-19072	79	4	visual	visual	ADJ
bracis-19072	79	5	patterns	pattern	NOUN
bracis-19072	79	6	of	of	ADP
bracis-19072	79	7	an	an	DET
bracis-19072	79	8	original	original	ADJ
bracis-19072	79	9	image	image	NOUN
bracis-19072	79	10	learned	learn	VERB
bracis-19072	79	11	during	during	ADP
bracis-19072	79	12	training	training	NOUN
bracis-19072	79	13	may	may	AUX
bracis-19072	79	14	be	be	AUX
bracis-19072	79	15	the	the	DET
bracis-19072	79	16	same	same	ADJ
bracis-19072	79	17	as	as	ADP
bracis-19072	79	18	those	those	PRON
bracis-19072	79	19	of	of	ADP
bracis-19072	79	20	an	an	DET
bracis-19072	79	21	augmented	augment	VERB
bracis-19072	79	22	image	image	NOUN
bracis-19072	79	23	in	in	ADP
bracis-19072	79	24	the	the	DET
bracis-19072	79	25	test	test	NOUN
bracis-19072	79	26	set	set	NOUN
bracis-19072	79	27	,	,	PUNCT
bracis-19072	79	28	causing	cause	VERB
bracis-19072	79	29	overfitting	overfitting	NOUN
bracis-19072	79	30	and	and	CCONJ
bracis-19072	79	31	,	,	PUNCT
bracis-19072	79	32	ultimately	ultimately	ADV
bracis-19072	79	33	,	,	PUNCT
bracis-19072	79	34	making	make	VERB
bracis-19072	79	35	the	the	DET
bracis-19072	79	36	data	datum	NOUN
bracis-19072	79	37	set	set	VERB
bracis-19072	79	38	unreliable	unreliable	ADJ
bracis-19072	79	39	.	.	PUNCT
bracis-19072	80	1	in	in	ADP
bracis-19072	80	2	reference	reference	NOUN
bracis-19072	80	3	[	[	X
bracis-19072	80	4	17	17	NUM
bracis-19072	80	5	]	]	X
bracis-19072	80	6	,	,	PUNCT
bracis-19072	80	7	an	an	DET
bracis-19072	80	8	improved	improved	ADJ
bracis-19072	80	9	network	network	NOUN
bracis-19072	80	10	architecture	architecture	NOUN
bracis-19072	80	11	based	base	VERB
bracis-19072	80	12	on	on	ADP
bracis-19072	80	13	vgg19	vgg19	PROPN
bracis-19072	80	14	was	be	AUX
bracis-19072	80	15	implemented	implement	VERB
bracis-19072	80	16	for	for	ADP
bracis-19072	80	17	the	the	DET
bracis-19072	80	18	detection	detection	NOUN
bracis-19072	80	19	and	and	CCONJ
bracis-19072	80	20	classification	classification	NOUN
bracis-19072	80	21	of	of	ADP
bracis-19072	80	22	24	24	NUM
bracis-19072	80	23	insect	insect	NOUN
bracis-19072	80	24	species	specie	NOUN
bracis-19072	80	25	collected	collect	VERB
bracis-19072	80	26	in	in	ADP
bracis-19072	80	27	crop	crop	NOUN
bracis-19072	80	28	fields	field	NOUN
bracis-19072	80	29	such	such	ADJ
bracis-19072	80	30	as	as	ADP
bracis-19072	80	31	rice	rice	NOUN
bracis-19072	80	32	and	and	CCONJ
bracis-19072	80	33	soybean	soybean	NOUN
bracis-19072	80	34	.	.	PUNCT
bracis-19072	81	1	the	the	DET
bracis-19072	81	2	proposed	propose	VERB
bracis-19072	81	3	method	method	NOUN
bracis-19072	81	4	was	be	AUX
bracis-19072	81	5	implemented	implement	VERB
bracis-19072	81	6	by	by	ADP
bracis-19072	81	7	combining	combine	VERB
bracis-19072	81	8	vgg19	vgg19	NOUN
bracis-19072	81	9	models	model	NOUN
bracis-19072	81	10	and	and	CCONJ
bracis-19072	81	11	a	a	DET
bracis-19072	81	12	particular	particular	ADJ
bracis-19072	81	13	network	network	NOUN
bracis-19072	81	14	called	call	VERB
bracis-19072	81	15	region	region	NOUN
bracis-19072	81	16	proposal	proposal	NOUN
bracis-19072	81	17	network	network	NOUN
bracis-19072	81	18	(	(	PUNCT
bracis-19072	81	19	rpn	rpn	PROPN
bracis-19072	81	20	)	)	PUNCT
bracis-19072	81	21	.	.	PUNCT
bracis-19072	82	1	the	the	DET
bracis-19072	82	2	experimental	experimental	ADJ
bracis-19072	82	3	results	result	NOUN
bracis-19072	82	4	showed	show	VERB
bracis-19072	82	5	that	that	SCONJ
bracis-19072	82	6	the	the	DET
bracis-19072	82	7	proposed	propose	VERB
bracis-19072	82	8	method	method	NOUN
bracis-19072	82	9	achieved	achieve	VERB
bracis-19072	82	10	an	an	DET
bracis-19072	82	11	accuracy	accuracy	NOUN
bracis-19072	82	12	of	of	ADP
bracis-19072	82	13	89.2	89.2	NUM
bracis-19072	82	14	%	%	NOUN
bracis-19072	82	15	on	on	ADP
bracis-19072	82	16	the	the	DET
bracis-19072	82	17	mpest	mpest	NOUN
bracis-19072	82	18	dataset	dataset	NOUN
bracis-19072	82	19	and	and	CCONJ
bracis-19072	82	20	is	be	AUX
bracis-19072	82	21	superior	superior	ADJ
bracis-19072	82	22	to	to	ADP
bracis-19072	82	23	the	the	DET
bracis-19072	82	24	traditional	traditional	ADJ
bracis-19072	82	25	state	state	NOUN
bracis-19072	82	26	-	-	PUNCT
bracis-19072	82	27	of	of	ADP
bracis-19072	82	28	-	-	PUNCT
bracis-19072	82	29	the	the	DET
bracis-19072	82	30	-	-	PUNCT
bracis-19072	82	31	art	art	NOUN
bracis-19072	82	32	ssd	ssd	NOUN
bracis-19072	82	33	(	(	PUNCT
bracis-19072	82	34	85.3	85.3	NUM
bracis-19072	82	35	%	%	NOUN
bracis-19072	82	36	)	)	PUNCT
bracis-19072	82	37	and	and	CCONJ
bracis-19072	82	38	fast	fast	ADJ
bracis-19072	82	39	r	r	NOUN
bracis-19072	82	40	-	-	PUNCT
bracis-19072	82	41	cnn	cnn	PROPN
bracis-19072	82	42	(	(	PUNCT
bracis-19072	82	43	79.6	79.6	NUM
bracis-19072	82	44	%	%	NOUN
bracis-19072	82	45	)	)	PUNCT
bracis-19072	82	46	methods	method	NOUN
bracis-19072	82	47	.	.	PUNCT
bracis-19072	83	1	however	however	ADV
bracis-19072	83	2	,	,	PUNCT
bracis-19072	83	3	there	there	PRON
bracis-19072	83	4	are	be	VERB
bracis-19072	83	5	still	still	ADV
bracis-19072	83	6	some	some	DET
bracis-19072	83	7	problems	problem	NOUN
bracis-19072	83	8	with	with	ADP
bracis-19072	83	9	this	this	DET
bracis-19072	83	10	method	method	NOUN
bracis-19072	83	11	,	,	PUNCT
bracis-19072	83	12	such	such	ADJ
bracis-19072	83	13	as	as	ADP
bracis-19072	83	14	target	target	NOUN
bracis-19072	83	15	detection	detection	NOUN
bracis-19072	83	16	errors	error	NOUN
bracis-19072	83	17	.	.	PUNCT
bracis-19072	84	1	although	although	SCONJ
bracis-19072	84	2	the	the	DET
bracis-19072	84	3	paper	paper	NOUN
bracis-19072	84	4	proposes	propose	VERB
bracis-19072	84	5	a	a	DET
bracis-19072	84	6	cnn	cnn	NOUN
bracis-19072	84	7	to	to	PART
bracis-19072	84	8	solve	solve	VERB
bracis-19072	84	9	the	the	DET
bracis-19072	84	10	problem	problem	NOUN
bracis-19072	84	11	of	of	ADP
bracis-19072	84	12	multi	multi	ADJ
bracis-19072	84	13	-	-	NOUN
bracis-19072	84	14	classification	classification	NOUN
bracis-19072	84	15	of	of	ADP
bracis-19072	84	16	agricultural	agricultural	ADJ
bracis-19072	84	17	insects	insect	NOUN
bracis-19072	84	18	,	,	PUNCT
bracis-19072	84	19	species	specie	NOUN
bracis-19072	84	20	frequently	frequently	ADV
bracis-19072	84	21	found	find	VERB
bracis-19072	84	22	on	on	ADP
bracis-19072	84	23	soybean	soybean	NOUN
bracis-19072	84	24	,	,	PUNCT
bracis-19072	84	25	such	such	ADJ
bracis-19072	84	26	as	as	ADP
bracis-19072	84	27	euschistus	euschistus	ADJ
bracis-19072	84	28	heros	hero	NOUN
bracis-19072	84	29	,	,	PUNCT
bracis-19072	84	30	edessa	edessa	ADJ
bracis-19072	84	31	meditabunda	meditabunda	NOUN
bracis-19072	84	32	,	,	PUNCT
bracis-19072	84	33	nezara	nezara	NOUN
bracis-19072	84	34	viridula	viridula	PROPN
bracis-19072	84	35	,	,	PUNCT
bracis-19072	84	36	anticarsia	anticarsia	PROPN
bracis-19072	84	37	gemmatalis	gemmatalis	PROPN
bracis-19072	84	38	,	,	PUNCT
bracis-19072	84	39	spodoptera	spodoptera	NOUN
bracis-19072	84	40	spp	spp	NOUN
bracis-19072	84	41	.	.	PUNCT
bracis-19072	85	1	and	and	CCONJ
bracis-19072	85	2	diabrotica	diabrotica	PROPN
bracis-19072	85	3	speciosa	speciosa	NOUN
bracis-19072	85	4	,	,	PUNCT
bracis-19072	85	5	were	be	AUX
bracis-19072	85	6	not	not	PART
bracis-19072	85	7	present	present	ADJ
bracis-19072	85	8	in	in	ADP
bracis-19072	85	9	the	the	DET
bracis-19072	85	10	mpest	mpest	NOUN
bracis-19072	85	11	dataset	dataset	NOUN
bracis-19072	85	12	.	.	PUNCT
bracis-19072	86	1	the	the	DET
bracis-19072	86	2	deep	deep	ADJ
bracis-19072	86	3	residual	residual	ADJ
bracis-19072	86	4	learning	learning	NOUN
bracis-19072	86	5	method	method	NOUN
bracis-19072	86	6	was	be	AUX
bracis-19072	86	7	used	use	VERB
bracis-19072	86	8	in	in	ADP
bracis-19072	86	9	[	[	X
bracis-19072	86	10	18	18	NUM
bracis-19072	86	11	]	]	PUNCT
bracis-19072	86	12	for	for	ADP
bracis-19072	86	13	identifying	identify	VERB
bracis-19072	86	14	ten	ten	NUM
bracis-19072	86	15	classes	class	NOUN
bracis-19072	86	16	of	of	ADP
bracis-19072	86	17	agricultural	agricultural	ADJ
bracis-19072	86	18	pests	pest	NOUN
bracis-19072	86	19	in	in	ADP
bracis-19072	86	20	images	image	NOUN
bracis-19072	86	21	with	with	ADP
bracis-19072	86	22	complex	complex	ADJ
bracis-19072	86	23	backgrounds	background	NOUN
bracis-19072	86	24	.	.	PUNCT
bracis-19072	87	1	the	the	DET
bracis-19072	87	2	method	method	NOUN
bracis-19072	87	3	’s	’s	PART
bracis-19072	87	4	performance	performance	NOUN
bracis-19072	87	5	was	be	AUX
bracis-19072	87	6	improved	improve	VERB
bracis-19072	87	7	after	after	ADP
bracis-19072	87	8	optimizing	optimize	VERB
bracis-19072	87	9	with	with	ADP
bracis-19072	87	10	deep	deep	ADJ
bracis-19072	87	11	residual	residual	ADJ
bracis-19072	87	12	learning	learning	NOUN
bracis-19072	87	13	the	the	DET
bracis-19072	87	14	pre	pre	ADJ
bracis-19072	87	15	-	-	ADJ
bracis-19072	87	16	trained	train	VERB
bracis-19072	87	17	resnet101	resnet101	PROPN
bracis-19072	87	18	and	and	CCONJ
bracis-19072	87	19	resnet50	resnet50	NOUN
bracis-19072	87	20	models	model	NOUN
bracis-19072	87	21	in	in	ADP
bracis-19072	87	22	imagenet	imagenet	NOUN
bracis-19072	87	23	.	.	PUNCT
bracis-19072	88	1	compared	compare	VERB
bracis-19072	88	2	with	with	ADP
bracis-19072	88	3	traditional	traditional	ADJ
bracis-19072	88	4	support	support	NOUN
bracis-19072	88	5	vector	vector	NOUN
bracis-19072	88	6	machines	machine	NOUN
bracis-19072	88	7	(	(	PUNCT
bracis-19072	88	8	svm	svm	PROPN
bracis-19072	88	9	)	)	PUNCT
bracis-19072	88	10	and	and	CCONJ
bracis-19072	88	11	convolutional	convolutional	ADJ
bracis-19072	88	12	neural	neural	ADJ
bracis-19072	88	13	networks	network	NOUN
bracis-19072	88	14	(	(	PUNCT
bracis-19072	88	15	cnn	cnn	PROPN
bracis-19072	88	16	)	)	PUNCT
bracis-19072	88	17	,	,	PUNCT
bracis-19072	88	18	such	such	ADJ
bracis-19072	88	19	as	as	ADP
bracis-19072	88	20	alexnet	alexnet	ADJ
bracis-19072	88	21	,	,	PUNCT
bracis-19072	88	22	the	the	DET
bracis-19072	88	23	resnet-101	resnet-101	NOUN
bracis-19072	88	24	model	model	NOUN
bracis-19072	88	25	based	base	VERB
bracis-19072	88	26	on	on	ADP
bracis-19072	88	27	deep	deep	ADJ
bracis-19072	88	28	residual	residual	ADJ
bracis-19072	88	29	learning	learning	NOUN
bracis-19072	88	30	achieved	achieve	VERB
bracis-19072	88	31	98.67	98.67	NUM
bracis-19072	88	32	%	%	NOUN
bracis-19072	88	33	accuracy	accuracy	NOUN
bracis-19072	88	34	in	in	ADP
bracis-19072	88	35	agricultural	agricultural	ADJ
bracis-19072	88	36	pest	pest	NOUN
bracis-19072	88	37	recognition	recognition	NOUN
bracis-19072	88	38	,	,	PUNCT
bracis-19072	88	39	being	be	AUX
bracis-19072	88	40	significantly	significantly	ADV
bracis-19072	88	41	higher	high	ADJ
bracis-19072	88	42	than	than	ADP
bracis-19072	88	43	traditional	traditional	ADJ
bracis-19072	88	44	svm	svm	NOUN
bracis-19072	88	45	and	and	CCONJ
bracis-19072	88	46	cnn	cnn	PROPN
bracis-19072	88	47	.	.	PUNCT
bracis-19072	89	1	the	the	DET
bracis-19072	89	2	deep	deep	ADJ
bracis-19072	89	3	residual	residual	ADJ
bracis-19072	89	4	network	network	NOUN
bracis-19072	89	5	could	could	AUX
bracis-19072	89	6	be	be	AUX
bracis-19072	89	7	combined	combine	VERB
bracis-19072	89	8	with	with	ADP
bracis-19072	89	9	object	object	NOUN
bracis-19072	89	10	detection	detection	NOUN
bracis-19072	89	11	methods	method	NOUN
bracis-19072	89	12	such	such	ADJ
bracis-19072	89	13	as	as	ADP
bracis-19072	89	14	faster	fast	ADJ
bracis-19072	89	15	r	r	NOUN
bracis-19072	89	16	-	-	PUNCT
bracis-19072	89	17	cnn	cnn	NOUN
bracis-19072	89	18	or	or	CCONJ
bracis-19072	89	19	r	r	NOUN
bracis-19072	89	20	-	-	PUNCT
bracis-19072	89	21	fcn	fcn	NOUN
bracis-19072	89	22	to	to	PART
bracis-19072	89	23	track	track	VERB
bracis-19072	89	24	pest	pest	NOUN
bracis-19072	89	25	targets	target	NOUN
bracis-19072	89	26	in	in	ADP
bracis-19072	89	27	real	real	ADJ
bracis-19072	89	28	-	-	PUNCT
bracis-19072	89	29	time	time	NOUN
bracis-19072	89	30	,	,	PUNCT
bracis-19072	89	31	providing	provide	VERB
bracis-19072	89	32	a	a	DET
bracis-19072	89	33	practical	practical	ADJ
bracis-19072	89	34	value	value	NOUN
bracis-19072	89	35	of	of	ADP
bracis-19072	89	36	the	the	DET
bracis-19072	89	37	method	method	NOUN
bracis-19072	89	38	in	in	ADP
bracis-19072	89	39	agricultural	agricultural	ADJ
bracis-19072	89	40	pest	pest	NOUN
bracis-19072	89	41	control	control	NOUN
bracis-19072	89	42	tasks	task	NOUN
bracis-19072	89	43	.	.	PUNCT
bracis-19072	90	1	the	the	DET
bracis-19072	90	2	work	work	NOUN
bracis-19072	90	3	in	in	ADP
bracis-19072	90	4	[	[	X
bracis-19072	90	5	19	19	NUM
bracis-19072	90	6	]	]	PUNCT
bracis-19072	90	7	aims	aim	VERB
bracis-19072	90	8	to	to	PART
bracis-19072	90	9	select	select	VERB
bracis-19072	90	10	the	the	DET
bracis-19072	90	11	best	good	ADJ
bracis-19072	90	12	approach	approach	NOUN
bracis-19072	90	13	for	for	ADP
bracis-19072	90	14	detection	detection	NOUN
bracis-19072	90	15	and	and	CCONJ
bracis-19072	90	16	identification	identification	NOUN
bracis-19072	90	17	of	of	ADP
bracis-19072	90	18	the	the	DET
bracis-19072	90	19	most	most	ADV
bracis-19072	90	20	harmful	harmful	ADJ
bracis-19072	90	21	pests	pest	NOUN
bracis-19072	90	22	in	in	ADP
bracis-19072	90	23	greenhouse	greenhouse	NOUN
bracis-19072	90	24	tomato	tomato	NOUN
bracis-19072	90	25	and	and	CCONJ
bracis-19072	90	26	pepper	pepper	NOUN
bracis-19072	90	27	crops	crop	NOUN
bracis-19072	90	28	,	,	PUNCT
bracis-19072	90	29	bemisia	bemisia	ADJ
bracis-19072	90	30	tabaci	tabaci	NOUN
bracis-19072	90	31	and	and	CCONJ
bracis-19072	90	32	trialeurodes	trialeurode	VERB
bracis-19072	90	33	vaporariorum	vaporariorum	NOUN
bracis-19072	90	34	.	.	PUNCT
bracis-19072	91	1	a	a	DET
bracis-19072	91	2	dataset	dataset	NOUN
bracis-19072	91	3	with	with	ADP
bracis-19072	91	4	many	many	ADJ
bracis-19072	91	5	images	image	NOUN
bracis-19072	91	6	of	of	ADP
bracis-19072	91	7	infected	infected	ADJ
bracis-19072	91	8	tomato	tomato	NOUN
bracis-19072	91	9	plants	plant	NOUN
bracis-19072	91	10	was	be	AUX
bracis-19072	91	11	created	create	VERB
bracis-19072	91	12	to	to	PART
bracis-19072	91	13	train	train	VERB
bracis-19072	91	14	and	and	CCONJ
bracis-19072	91	15	evaluate	evaluate	VERB
bracis-19072	91	16	machine	machine	NOUN
bracis-19072	91	17	learning	learning	NOUN
bracis-19072	91	18	models	model	NOUN
bracis-19072	91	19	(	(	PUNCT
bracis-19072	91	20	mlp	mlp	NOUN
bracis-19072	91	21	and	and	CCONJ
bracis-19072	91	22	k	k	PROPN
bracis-19072	91	23	-	-	PUNCT
bracis-19072	91	24	nn	nn	NOUN
bracis-19072	91	25	)	)	PUNCT
bracis-19072	91	26	and	and	CCONJ
bracis-19072	91	27	deep	deep	ADJ
bracis-19072	91	28	learning	learning	NOUN
bracis-19072	91	29	models	model	NOUN
bracis-19072	91	30	(	(	PUNCT
bracis-19072	91	31	ssd	ssd	NOUN
bracis-19072	91	32	and	and	CCONJ
bracis-19072	91	33	faster	fast	ADJ
bracis-19072	91	34	r	r	NOUN
bracis-19072	91	35	-	-	PUNCT
bracis-19072	91	36	cnn	cnn	NOUN
bracis-19072	91	37	)	)	PUNCT
bracis-19072	91	38	.	.	PUNCT
bracis-19072	92	1	results	result	NOUN
bracis-19072	92	2	show	show	VERB
bracis-19072	92	3	that	that	SCONJ
bracis-19072	92	4	the	the	DET
bracis-19072	92	5	deep	deep	ADJ
bracis-19072	92	6	learning	learning	NOUN
bracis-19072	92	7	models	model	NOUN
bracis-19072	92	8	offer	offer	VERB
bracis-19072	92	9	a	a	DET
bracis-19072	92	10	better	well	ADJ
bracis-19072	92	11	solution	solution	NOUN
bracis-19072	92	12	as	as	SCONJ
bracis-19072	92	13	they	they	PRON
bracis-19072	92	14	achieve	achieve	VERB
bracis-19072	92	15	the	the	DET
bracis-19072	92	16	highest	high	ADJ
bracis-19072	92	17	accuracy	accuracy	NOUN
bracis-19072	92	18	.	.	PUNCT
bracis-19072	93	1	results	result	NOUN
bracis-19072	93	2	also	also	ADV
bracis-19072	93	3	indicate	indicate	VERB
bracis-19072	93	4	that	that	SCONJ
bracis-19072	93	5	egg	egg	NOUN
bracis-19072	93	6	detection	detection	NOUN
bracis-19072	93	7	and	and	CCONJ
bracis-19072	93	8	identification	identification	NOUN
bracis-19072	93	9	are	be	AUX
bracis-19072	93	10	a	a	DET
bracis-19072	93	11	significant	significant	ADJ
bracis-19072	93	12	challenge	challenge	NOUN
bracis-19072	93	13	,	,	PUNCT
bracis-19072	93	14	as	as	SCONJ
bracis-19072	93	15	they	they	PRON
bracis-19072	93	16	are	be	AUX
bracis-19072	93	17	similar	similar	ADJ
bracis-19072	93	18	in	in	ADP
bracis-19072	93	19	color	color	NOUN
bracis-19072	93	20	and	and	CCONJ
bracis-19072	93	21	shape	shape	NOUN
bracis-19072	93	22	at	at	ADP
bracis-19072	93	23	an	an	DET
bracis-19072	93	24	early	early	ADJ
bracis-19072	93	25	stage	stage	NOUN
bracis-19072	93	26	.	.	PUNCT
bracis-19072	94	1	moreover	moreover	ADV
bracis-19072	94	2	,	,	PUNCT
bracis-19072	94	3	adding	add	VERB
bracis-19072	94	4	other	other	ADJ
bracis-19072	94	5	metrics	metric	NOUN
bracis-19072	94	6	to	to	PART
bracis-19072	94	7	evaluate	evaluate	VERB
bracis-19072	94	8	the	the	DET
bracis-19072	94	9	models	model	NOUN
bracis-19072	94	10	would	would	AUX
bracis-19072	94	11	be	be	AUX
bracis-19072	94	12	interesting	interesting	ADJ
bracis-19072	94	13	,	,	PUNCT
bracis-19072	94	14	such	such	ADJ
bracis-19072	94	15	as	as	ADP
bracis-19072	94	16	accuracy	accuracy	NOUN
bracis-19072	94	17	and	and	CCONJ
bracis-19072	94	18	f	f	NOUN
bracis-19072	94	19	-	-	PUNCT
bracis-19072	94	20	score	score	NOUN
bracis-19072	94	21	.	.	PUNCT
bracis-19072	95	1	in	in	ADP
bracis-19072	95	2	order	order	NOUN
bracis-19072	95	3	to	to	PART
bracis-19072	95	4	achieve	achieve	VERB
bracis-19072	95	5	accurate	accurate	ADJ
bracis-19072	95	6	detection	detection	NOUN
bracis-19072	95	7	and	and	CCONJ
bracis-19072	95	8	identification	identification	NOUN
bracis-19072	95	9	of	of	ADP
bracis-19072	95	10	pyralidae	pyralidae	NOUN
bracis-19072	95	11	pests	pest	NOUN
bracis-19072	95	12	,	,	PUNCT
bracis-19072	95	13	the	the	DET
bracis-19072	95	14	authors	author	NOUN
bracis-19072	95	15	in	in	ADP
bracis-19072	95	16	[	[	X
bracis-19072	95	17	20	20	NUM
bracis-19072	95	18	]	]	PUNCT
bracis-19072	95	19	designed	design	VERB
bracis-19072	95	20	an	an	DET
bracis-19072	95	21	intelligent	intelligent	ADJ
bracis-19072	95	22	robot	robot	NOUN
bracis-19072	95	23	on	on	ADP
bracis-19072	95	24	an	an	DET
bracis-19072	95	25	autonomous	autonomous	ADJ
bracis-19072	95	26	vehicle	vehicle	NOUN
bracis-19072	95	27	to	to	PART
bracis-19072	95	28	acquire	acquire	VERB
bracis-19072	95	29	images	image	NOUN
bracis-19072	95	30	in	in	ADP
bracis-19072	95	31	the	the	DET
bracis-19072	95	32	natural	natural	ADJ
bracis-19072	95	33	farm	farm	NOUN
bracis-19072	95	34	scene	scene	NOUN
bracis-19072	95	35	and	and	CCONJ
bracis-19072	95	36	also	also	ADV
bracis-19072	95	37	presented	present	VERB
bracis-19072	95	38	a	a	DET
bracis-19072	95	39	pyralidae	pyralidae	NOUN
bracis-19072	95	40	pest	pest	NOUN
bracis-19072	95	41	recognition	recognition	NOUN
bracis-19072	95	42	algorithm	algorithm	NOUN
bracis-19072	95	43	to	to	PART
bracis-19072	95	44	be	be	AUX
bracis-19072	95	45	used	use	VERB
bracis-19072	95	46	on	on	ADP
bracis-19072	95	47	the	the	DET
bracis-19072	95	48	robot	robot	NOUN
bracis-19072	95	49	.	.	PUNCT
bracis-19072	96	1	precisely	precisely	ADV
bracis-19072	96	2	,	,	PUNCT
bracis-19072	96	3	by	by	ADP
bracis-19072	96	4	employing	employ	VERB
bracis-19072	96	5	the	the	DET
bracis-19072	96	6	color	color	NOUN
bracis-19072	96	7	and	and	CCONJ
bracis-19072	96	8	shape	shape	NOUN
bracis-19072	96	9	features	feature	NOUN
bracis-19072	96	10	of	of	ADP
bracis-19072	96	11	pyralidae	pyralidae	NOUN
bracis-19072	96	12	pests	pest	NOUN
bracis-19072	96	13	,	,	PUNCT
bracis-19072	96	14	they	they	PRON
bracis-19072	96	15	proposed	propose	VERB
bracis-19072	96	16	a	a	DET
bracis-19072	96	17	segmentation	segmentation	NOUN
bracis-19072	96	18	algorithm	algorithm	NOUN
bracis-19072	96	19	using	use	VERB
bracis-19072	96	20	inverse	inverse	NOUN
bracis-19072	96	21	histogram	histogram	NOUN
bracis-19072	96	22	mapping	mapping	NOUN
bracis-19072	96	23	and	and	CCONJ
bracis-19072	96	24	spatial	spatial	ADJ
bracis-19072	96	25	-	-	PUNCT
bracis-19072	96	26	constrained	constrain	VERB
bracis-19072	96	27	otsu	otsu	NOUN
bracis-19072	96	28	(	(	PUNCT
bracis-19072	96	29	sc	sc	NOUN
bracis-19072	96	30	-	-	PUNCT
bracis-19072	96	31	otsu	otsu	NOUN
bracis-19072	96	32	)	)	PUNCT
bracis-19072	96	33	to	to	ADP
bracis-19072	96	34	segment	segment	NOUN
bracis-19072	96	35	pests	pest	NOUN
bracis-19072	96	36	.	.	PUNCT
bracis-19072	97	1	further	far	ADV
bracis-19072	97	2	,	,	PUNCT
bracis-19072	97	3	they	they	PRON
bracis-19072	97	4	designed	design	VERB
bracis-19072	97	5	a	a	DET
bracis-19072	97	6	recognition	recognition	NOUN
bracis-19072	97	7	approach	approach	NOUN
bracis-19072	97	8	based	base	VERB
bracis-19072	97	9	on	on	ADP
bracis-19072	97	10	hu	hu	PROPN
bracis-19072	97	11	’s	’s	PART
bracis-19072	97	12	invariant	invariant	ADJ
bracis-19072	97	13	moment	moment	NOUN
bracis-19072	97	14	.	.	PUNCT
bracis-19072	98	1	the	the	DET
bracis-19072	98	2	experimental	experimental	ADJ
bracis-19072	98	3	results	result	NOUN
bracis-19072	98	4	show	show	VERB
bracis-19072	98	5	that	that	SCONJ
bracis-19072	98	6	the	the	DET
bracis-19072	98	7	robot	robot	NOUN
bracis-19072	98	8	vehicle	vehicle	NOUN
bracis-19072	98	9	can	can	AUX
bracis-19072	98	10	automatically	automatically	ADV
bracis-19072	98	11	capture	capture	VERB
bracis-19072	98	12	images	image	NOUN
bracis-19072	98	13	of	of	ADP
bracis-19072	98	14	pyralidae	pyralidae	NOUN
bracis-19072	98	15	pests	pest	NOUN
bracis-19072	98	16	in	in	ADP
bracis-19072	98	17	the	the	DET
bracis-19072	98	18	natural	natural	ADJ
bracis-19072	98	19	farm	farm	NOUN
bracis-19072	98	20	scene	scene	NOUN
bracis-19072	98	21	,	,	PUNCT
bracis-19072	98	22	achieving	achieve	VERB
bracis-19072	98	23	94.3	94.3	NUM
bracis-19072	98	24	%	%	NOUN
bracis-19072	98	25	accuracy	accuracy	NOUN
bracis-19072	98	26	in	in	ADP
bracis-19072	98	27	pest	pest	NOUN
bracis-19072	98	28	recognition	recognition	NOUN
bracis-19072	98	29	.	.	PUNCT
bracis-19072	99	1	this	this	DET
bracis-19072	99	2	approach	approach	NOUN
bracis-19072	99	3	,	,	PUNCT
bracis-19072	99	4	however	however	ADV
bracis-19072	99	5	,	,	PUNCT
bracis-19072	99	6	is	be	AUX
bracis-19072	99	7	limited	limit	VERB
bracis-19072	99	8	by	by	ADP
bracis-19072	99	9	the	the	DET
bracis-19072	99	10	time	time	NOUN
bracis-19072	99	11	complexity	complexity	NOUN
bracis-19072	99	12	required	require	VERB
bracis-19072	99	13	.	.	PUNCT
bracis-19072	100	1	the	the	DET
bracis-19072	100	2	average	average	ADJ
bracis-19072	100	3	processing	processing	NOUN
bracis-19072	100	4	time	time	NOUN
bracis-19072	100	5	for	for	ADP
bracis-19072	100	6	each	each	DET
bracis-19072	100	7	frame	frame	NOUN
bracis-19072	100	8	is	be	AUX
bracis-19072	100	9	longer	long	ADJ
bracis-19072	100	10	than	than	ADP
bracis-19072	100	11	1	1	NUM
bracis-19072	100	12	 	 	SPACE
bracis-19072	100	13	s	s	PROPN
bracis-19072	100	14	,	,	PUNCT
bracis-19072	100	15	leading	lead	VERB
bracis-19072	100	16	to	to	ADP
bracis-19072	100	17	a	a	DET
bracis-19072	100	18	delay	delay	NOUN
bracis-19072	100	19	in	in	ADP
bracis-19072	100	20	responding	respond	VERB
bracis-19072	100	21	to	to	ADP
bracis-19072	100	22	the	the	DET
bracis-19072	100	23	observation	observation	NOUN
bracis-19072	100	24	results	result	NOUN
bracis-19072	100	25	.	.	PUNCT
bracis-19072	101	1	in	in	ADP
bracis-19072	101	2	addition	addition	NOUN
bracis-19072	101	3	,	,	PUNCT
bracis-19072	101	4	the	the	DET
bracis-19072	101	5	detection	detection	NOUN
bracis-19072	101	6	of	of	ADP
bracis-19072	101	7	pests	pest	NOUN
bracis-19072	101	8	under	under	ADP
bracis-19072	101	9	non	non	ADJ
bracis-19072	101	10	-	-	ADJ
bracis-19072	101	11	uniform	uniform	ADJ
bracis-19072	101	12	illumination	illumination	NOUN
bracis-19072	101	13	was	be	AUX
bracis-19072	101	14	also	also	ADV
bracis-19072	101	15	not	not	PART
bracis-19072	101	16	efficient	efficient	ADJ
bracis-19072	101	17	.	.	PUNCT
bracis-19072	102	1	the	the	DET
bracis-19072	102	2	local	local	ADJ
bracis-19072	102	3	color	color	NOUN
bracis-19072	102	4	of	of	ADP
bracis-19072	102	5	the	the	DET
bracis-19072	102	6	images	image	NOUN
bracis-19072	102	7	being	be	AUX
bracis-19072	102	8	too	too	ADV
bracis-19072	102	9	light	light	ADJ
bracis-19072	102	10	or	or	CCONJ
bracis-19072	102	11	too	too	ADV
bracis-19072	102	12	dark	dark	NOUN
bracis-19072	102	13	made	make	VERB
bracis-19072	102	14	it	it	PRON
bracis-19072	102	15	difficult	difficult	ADJ
bracis-19072	102	16	to	to	PART
bracis-19072	102	17	determine	determine	VERB
bracis-19072	102	18	a	a	DET
bracis-19072	102	19	stable	stable	ADJ
bracis-19072	102	20	threshold	threshold	NOUN
bracis-19072	102	21	range	range	NOUN
bracis-19072	102	22	in	in	ADP
bracis-19072	102	23	the	the	DET
bracis-19072	102	24	algorithm	algorithm	NOUN
bracis-19072	102	25	.	.	PUNCT
bracis-19072	103	1	with	with	ADP
bracis-19072	103	2	the	the	DET
bracis-19072	103	3	purpose	purpose	NOUN
bracis-19072	103	4	of	of	ADP
bracis-19072	103	5	rapid	rapid	ADJ
bracis-19072	103	6	detection	detection	NOUN
bracis-19072	103	7	and	and	CCONJ
bracis-19072	103	8	recognition	recognition	NOUN
bracis-19072	103	9	of	of	ADP
bracis-19072	103	10	ten	ten	NUM
bracis-19072	103	11	insect	insect	NOUN
bracis-19072	103	12	species	specie	NOUN
bracis-19072	103	13	affecting	affect	VERB
bracis-19072	103	14	tea	tea	NOUN
bracis-19072	103	15	fields	field	NOUN
bracis-19072	103	16	in	in	ADP
bracis-19072	103	17	china	china	PROPN
bracis-19072	103	18	,	,	PUNCT
bracis-19072	103	19	the	the	DET
bracis-19072	103	20	authors	author	NOUN
bracis-19072	103	21	in	in	ADP
bracis-19072	103	22	[	[	X
bracis-19072	103	23	21	21	NUM
bracis-19072	103	24	]	]	PUNCT
bracis-19072	103	25	created	create	VERB
bracis-19072	103	26	the	the	DET
bracis-19072	103	27	sift	sift	NOUN
bracis-19072	103	28	-	-	PUNCT
bracis-19072	103	29	hmax	hmax	NOUN
bracis-19072	103	30	model	model	NOUN
bracis-19072	103	31	inspired	inspire	VERB
bracis-19072	103	32	by	by	ADP
bracis-19072	103	33	the	the	DET
bracis-19072	103	34	mechanism	mechanism	NOUN
bracis-19072	103	35	of	of	ADP
bracis-19072	103	36	human	human	ADJ
bracis-19072	103	37	visual	visual	ADJ
bracis-19072	103	38	attention	attention	NOUN
bracis-19072	103	39	.	.	PUNCT
bracis-19072	104	1	first	first	ADV
bracis-19072	104	2	,	,	PUNCT
bracis-19072	104	3	the	the	DET
bracis-19072	104	4	statistical	statistical	ADJ
bracis-19072	104	5	model	model	NOUN
bracis-19072	104	6	saliency	saliency	NOUN
bracis-19072	104	7	using	use	VERB
bracis-19072	104	8	natural	natural	ADJ
bracis-19072	104	9	(	(	PUNCT
bracis-19072	104	10	sun	sun	NOUN
bracis-19072	104	11	)	)	PUNCT
bracis-19072	104	12	generated	generate	VERB
bracis-19072	104	13	saliency	saliency	NOUN
bracis-19072	104	14	maps	map	NOUN
bracis-19072	104	15	and	and	CCONJ
bracis-19072	104	16	detected	detect	VERB
bracis-19072	104	17	the	the	DET
bracis-19072	104	18	region	region	NOUN
bracis-19072	104	19	of	of	ADP
bracis-19072	104	20	interest	interest	NOUN
bracis-19072	104	21	(	(	PUNCT
bracis-19072	104	22	roi	roi	NOUN
bracis-19072	104	23	)	)	PUNCT
bracis-19072	104	24	in	in	ADP
bracis-19072	104	25	a	a	DET
bracis-19072	104	26	pest	pest	NOUN
bracis-19072	104	27	image	image	NOUN
bracis-19072	104	28	.	.	PUNCT
bracis-19072	105	1	to	to	PART
bracis-19072	105	2	extract	extract	VERB
bracis-19072	105	3	the	the	DET
bracis-19072	105	4	attributes	attribute	NOUN
bracis-19072	105	5	representing	represent	VERB
bracis-19072	105	6	the	the	DET
bracis-19072	105	7	appearance	appearance	NOUN
bracis-19072	105	8	of	of	ADP
bracis-19072	105	9	the	the	DET
bracis-19072	105	10	pest	pest	NOUN
bracis-19072	105	11	,	,	PUNCT
bracis-19072	105	12	the	the	DET
bracis-19072	105	13	hierarchical	hierarchical	ADJ
bracis-19072	105	14	model	model	NOUN
bracis-19072	105	15	and	and	CCONJ
bracis-19072	105	16	x	x	PROPN
bracis-19072	105	17	(	(	PUNCT
bracis-19072	105	18	hmax	hmax	PROPN
bracis-19072	105	19	)	)	PUNCT
bracis-19072	105	20	was	be	AUX
bracis-19072	105	21	extended	extend	VERB
bracis-19072	105	22	.	.	PUNCT
bracis-19072	106	1	sift	sift	PROPN
bracis-19072	106	2	was	be	AUX
bracis-19072	106	3	integrated	integrate	VERB
bracis-19072	106	4	into	into	ADP
bracis-19072	106	5	the	the	DET
bracis-19072	106	6	hmax	hmax	PROPN
bracis-19072	106	7	model	model	NOUN
bracis-19072	106	8	to	to	PART
bracis-19072	106	9	increase	increase	VERB
bracis-19072	106	10	invariance	invariance	NOUN
bracis-19072	106	11	to	to	ADP
bracis-19072	106	12	rotational	rotational	ADJ
bracis-19072	106	13	changes	change	NOUN
bracis-19072	106	14	.	.	PUNCT
bracis-19072	107	1	meanwhile	meanwhile	ADV
bracis-19072	107	2	,	,	PUNCT
bracis-19072	107	3	non	non	ADJ
bracis-19072	107	4	-	-	ADJ
bracis-19072	107	5	negative	negative	ADJ
bracis-19072	107	6	sparse	sparse	ADJ
bracis-19072	107	7	coding	code	VERB
bracis-19072	107	8	(	(	PUNCT
bracis-19072	107	9	nnsc	nnsc	ADV
bracis-19072	107	10	)	)	PUNCT
bracis-19072	107	11	was	be	AUX
bracis-19072	107	12	used	use	VERB
bracis-19072	107	13	to	to	PART
bracis-19072	107	14	simulate	simulate	VERB
bracis-19072	107	15	the	the	DET
bracis-19072	107	16	simple	simple	ADJ
bracis-19072	107	17	cell	cell	NOUN
bracis-19072	107	18	responses	response	NOUN
bracis-19072	107	19	.	.	PUNCT
bracis-19072	108	1	texture	texture	ADJ
bracis-19072	108	2	attributes	attribute	NOUN
bracis-19072	108	3	were	be	AUX
bracis-19072	108	4	extracted	extract	VERB
bracis-19072	108	5	based	base	VERB
bracis-19072	108	6	on	on	ADP
bracis-19072	108	7	the	the	DET
bracis-19072	108	8	local	local	ADJ
bracis-19072	108	9	configuration	configuration	NOUN
bracis-19072	108	10	pattern	pattern	NOUN
bracis-19072	108	11	(	(	PUNCT
bracis-19072	108	12	lcp	lcp	NOUN
bracis-19072	108	13	)	)	PUNCT
bracis-19072	108	14	algorithm	algorithm	NOUN
bracis-19072	108	15	.	.	PUNCT
bracis-19072	109	1	finally	finally	ADV
bracis-19072	109	2	,	,	PUNCT
bracis-19072	109	3	the	the	DET
bracis-19072	109	4	extracted	extract	VERB
bracis-19072	109	5	attributes	attribute	NOUN
bracis-19072	109	6	were	be	AUX
bracis-19072	109	7	fed	feed	VERB
bracis-19072	109	8	into	into	ADP
bracis-19072	109	9	an	an	DET
bracis-19072	109	10	svm	svm	NOUN
bracis-19072	109	11	to	to	PART
bracis-19072	109	12	perform	perform	VERB
bracis-19072	109	13	the	the	DET
bracis-19072	109	14	recognition	recognition	NOUN
bracis-19072	109	15	task	task	NOUN
bracis-19072	109	16	.	.	PUNCT
bracis-19072	110	1	the	the	DET
bracis-19072	110	2	proposed	propose	VERB
bracis-19072	110	3	method	method	NOUN
bracis-19072	110	4	performed	perform	VERB
bracis-19072	110	5	well	well	ADV
bracis-19072	110	6	with	with	ADP
bracis-19072	110	7	a	a	DET
bracis-19072	110	8	recognition	recognition	NOUN
bracis-19072	110	9	rate	rate	NOUN
bracis-19072	110	10	of	of	ADP
bracis-19072	110	11	85.5	85.5	NUM
bracis-19072	110	12	%	%	NOUN
bracis-19072	110	13	,	,	PUNCT
bracis-19072	110	14	showing	show	VERB
bracis-19072	110	15	an	an	DET
bracis-19072	110	16	advantage	advantage	NOUN
bracis-19072	110	17	over	over	ADP
bracis-19072	110	18	the	the	DET
bracis-19072	110	19	compared	compare	VERB
bracis-19072	110	20	methods	method	NOUN
bracis-19072	110	21	hmax	hmax	PROPN
bracis-19072	110	22	,	,	PUNCT
bracis-19072	110	23	sparse	sparse	ADJ
bracis-19072	110	24	coding	coding	NOUN
bracis-19072	110	25	,	,	PUNCT
bracis-19072	110	26	and	and	CCONJ
bracis-19072	110	27	nimble	nimble	ADJ
bracis-19072	110	28	,	,	PUNCT
bracis-19072	110	29	but	but	CCONJ
bracis-19072	110	30	being	be	AUX
bracis-19072	110	31	slightly	slightly	ADV
bracis-19072	110	32	inferior	inferior	ADJ
bracis-19072	110	33	to	to	ADP
bracis-19072	110	34	a	a	DET
bracis-19072	110	35	cnn	cnn	NOUN
bracis-19072	110	36	such	such	ADJ
bracis-19072	110	37	as	as	ADP
bracis-19072	110	38	matconvnet	matconvnet	NOUN
bracis-19072	110	39	(	(	PUNCT
bracis-19072	110	40	86.9	86.9	NUM
bracis-19072	110	41	%	%	NOUN
bracis-19072	110	42	)	)	PUNCT
bracis-19072	110	43	.	.	PUNCT
bracis-19072	111	1	in	in	ADP
bracis-19072	111	2	the	the	DET
bracis-19072	111	3	work	work	NOUN
bracis-19072	111	4	[	[	X
bracis-19072	111	5	22	22	NUM
bracis-19072	111	6	]	]	X
bracis-19072	111	7	a	a	DET
bracis-19072	111	8	method	method	NOUN
bracis-19072	111	9	based	base	VERB
bracis-19072	111	10	on	on	ADP
bracis-19072	111	11	svm	svm	PROPN
bracis-19072	111	12	,	,	PUNCT
bracis-19072	111	13	mser	mser	NOUN
bracis-19072	111	14	and	and	CCONJ
bracis-19072	111	15	hog	hog	NOUN
bracis-19072	111	16	was	be	AUX
bracis-19072	111	17	developed	develop	VERB
bracis-19072	111	18	for	for	ADP
bracis-19072	111	19	aphid	aphid	NOUN
bracis-19072	111	20	identification	identification	NOUN
bracis-19072	111	21	in	in	ADP
bracis-19072	111	22	wheat	wheat	NOUN
bracis-19072	111	23	fields	field	NOUN
bracis-19072	111	24	.	.	PUNCT
bracis-19072	112	1	the	the	DET
bracis-19072	112	2	method	method	NOUN
bracis-19072	112	3	uses	use	VERB
bracis-19072	112	4	a	a	DET
bracis-19072	112	5	maximally	maximally	ADV
bracis-19072	112	6	stable	stable	ADJ
bracis-19072	112	7	extreme	extreme	ADJ
bracis-19072	112	8	regions	region	NOUN
bracis-19072	112	9	(	(	PUNCT
bracis-19072	112	10	mser	mser	NOUN
bracis-19072	112	11	)	)	PUNCT
bracis-19072	112	12	descriptor	descriptor	NOUN
bracis-19072	112	13	to	to	PART
bracis-19072	112	14	simplify	simplify	VERB
bracis-19072	112	15	the	the	DET
bracis-19072	112	16	complex	complex	ADJ
bracis-19072	112	17	background	background	NOUN
bracis-19072	112	18	of	of	ADP
bracis-19072	112	19	the	the	DET
bracis-19072	112	20	images	image	NOUN
bracis-19072	112	21	containing	contain	VERB
bracis-19072	112	22	the	the	DET
bracis-19072	112	23	aphids	aphid	NOUN
bracis-19072	112	24	,	,	PUNCT
bracis-19072	112	25	and	and	CCONJ
bracis-19072	112	26	then	then	ADV
bracis-19072	112	27	histogram	histogram	NOUN
bracis-19072	112	28	oriented	orient	VERB
bracis-19072	112	29	gradient	gradient	NOUN
bracis-19072	112	30	(	(	PUNCT
bracis-19072	112	31	hog	hog	NOUN
bracis-19072	112	32	)	)	PUNCT
bracis-19072	112	33	attribute	attribute	NOUN
bracis-19072	112	34	vectors	vector	NOUN
bracis-19072	112	35	are	be	AUX
bracis-19072	112	36	used	use	VERB
bracis-19072	112	37	in	in	ADP
bracis-19072	112	38	an	an	DET
bracis-19072	112	39	svm	svm	NOUN
bracis-19072	112	40	for	for	ADP
bracis-19072	112	41	aphid	aphid	NOUN
bracis-19072	112	42	classification	classification	NOUN
bracis-19072	112	43	.	.	PUNCT
bracis-19072	113	1	this	this	DET
bracis-19072	113	2	method	method	NOUN
bracis-19072	113	3	was	be	AUX
bracis-19072	113	4	compared	compare	VERB
bracis-19072	113	5	with	with	ADP
bracis-19072	113	6	five	five	NUM
bracis-19072	113	7	other	other	ADJ
bracis-19072	113	8	commonly	commonly	ADV
bracis-19072	113	9	used	use	VERB
bracis-19072	113	10	methods	method	NOUN
bracis-19072	113	11	for	for	ADP
bracis-19072	113	12	aphid	aphid	NOUN
bracis-19072	113	13	detection	detection	NOUN
bracis-19072	113	14	;	;	PUNCT
bracis-19072	113	15	its	its	PRON
bracis-19072	113	16	performance	performance	NOUN
bracis-19072	113	17	was	be	AUX
bracis-19072	113	18	analyzed	analyze	VERB
bracis-19072	113	19	using	use	VERB
bracis-19072	113	20	images	image	NOUN
bracis-19072	113	21	with	with	ADP
bracis-19072	113	22	different	different	ADJ
bracis-19072	113	23	aphid	aphid	NOUN
bracis-19072	113	24	densities	density	NOUN
bracis-19072	113	25	,	,	PUNCT
bracis-19072	113	26	colors	color	NOUN
bracis-19072	113	27	,	,	PUNCT
bracis-19072	113	28	and	and	CCONJ
bracis-19072	113	29	plants	plant	NOUN
bracis-19072	113	30	’	'	PUNCT
bracis-19072	113	31	locations	location	NOUN
bracis-19072	113	32	.	.	PUNCT
bracis-19072	114	1	the	the	DET
bracis-19072	114	2	results	result	NOUN
bracis-19072	114	3	showed	show	VERB
bracis-19072	114	4	that	that	SCONJ
bracis-19072	114	5	the	the	DET
bracis-19072	114	6	method	method	NOUN
bracis-19072	114	7	provides	provide	VERB
bracis-19072	114	8	average	average	ADJ
bracis-19072	114	9	identification	identification	NOUN
bracis-19072	114	10	and	and	CCONJ
bracis-19072	114	11	error	error	NOUN
bracis-19072	114	12	rates	rate	NOUN
bracis-19072	114	13	of	of	ADP
bracis-19072	114	14	86.81	86.81	NUM
bracis-19072	114	15	%	%	NOUN
bracis-19072	114	16	and	and	CCONJ
bracis-19072	114	17	8.91	8.91	NUM
bracis-19072	114	18	%	%	NOUN
bracis-19072	114	19	,	,	PUNCT
bracis-19072	114	20	respectively	respectively	ADV
bracis-19072	114	21	,	,	PUNCT
bracis-19072	114	22	higher	high	ADJ
bracis-19072	114	23	than	than	ADP
bracis-19072	114	24	other	other	ADJ
bracis-19072	114	25	compared	compare	VERB
bracis-19072	114	26	methods	method	NOUN
bracis-19072	114	27	including	include	VERB
bracis-19072	114	28	k	k	NOUN
bracis-19072	114	29	-	-	PUNCT
bracis-19072	114	30	means	mean	NOUN
bracis-19072	114	31	,	,	PUNCT
bracis-19072	114	32	thresholding	thresholding	NOUN
bracis-19072	114	33	,	,	PUNCT
bracis-19072	114	34	svm	svm	ADJ
bracis-19072	114	35	-	-	ADJ
bracis-19072	114	36	hog	hog	ADJ
bracis-19072	114	37	,	,	PUNCT
bracis-19072	114	38	svm	svm	ADJ
bracis-19072	114	39	,	,	PUNCT
bracis-19072	114	40	svm	svm	ADJ
bracis-19072	114	41	-	-	ADJ
bracis-19072	114	42	hog	hog	NOUN
bracis-19072	114	43	-	-	PUNCT
bracis-19072	114	44	haar	haar	NOUN
bracis-19072	114	45	,	,	PUNCT
bracis-19072	114	46	and	and	CCONJ
bracis-19072	114	47	adaboost	adaboost	PROPN
bracis-19072	114	48	-	-	PUNCT
bracis-19072	114	49	haar	haar	NOUN
bracis-19072	114	50	-	-	PUNCT
bracis-19072	114	51	hog	hog	NOUN
bracis-19072	114	52	.	.	PUNCT
bracis-19072	115	1	the	the	DET
bracis-19072	115	2	authors	author	NOUN
bracis-19072	115	3	did	do	AUX
bracis-19072	115	4	not	not	PART
bracis-19072	115	5	compare	compare	VERB
bracis-19072	115	6	the	the	DET
bracis-19072	115	7	proposed	propose	VERB
bracis-19072	115	8	method	method	NOUN
bracis-19072	115	9	with	with	ADP
bracis-19072	115	10	state	state	NOUN
bracis-19072	115	11	-	-	PUNCT
bracis-19072	115	12	of	of	ADP
bracis-19072	115	13	-	-	PUNCT
bracis-19072	115	14	the	the	DET
bracis-19072	115	15	-	-	PUNCT
bracis-19072	115	16	art	art	NOUN
bracis-19072	115	17	deep	deep	ADJ
bracis-19072	115	18	learning	learning	NOUN
bracis-19072	115	19	models	model	NOUN
bracis-19072	115	20	.	.	PUNCT
bracis-19072	116	1	the	the	DET
bracis-19072	116	2	authors	author	NOUN
bracis-19072	116	3	in	in	ADP
bracis-19072	116	4	[	[	X
bracis-19072	116	5	7	7	NUM
bracis-19072	116	6	]	]	PUNCT
bracis-19072	116	7	evaluated	evaluate	VERB
bracis-19072	116	8	deep	deep	ADJ
bracis-19072	116	9	learning	learning	NOUN
bracis-19072	116	10	models	model	NOUN
bracis-19072	116	11	trained	train	VERB
bracis-19072	116	12	with	with	ADP
bracis-19072	116	13	different	different	ADJ
bracis-19072	116	14	fine	fine	ADJ
bracis-19072	116	15	-	-	PUNCT
bracis-19072	116	16	tuning	tuning	NOUN
bracis-19072	116	17	and	and	CCONJ
bracis-19072	116	18	transfer	transfer	VERB
bracis-19072	116	19	learning	learn	VERB
bracis-19072	116	20	parameters	parameter	NOUN
bracis-19072	116	21	for	for	ADP
bracis-19072	116	22	the	the	DET
bracis-19072	116	23	tasks	task	NOUN
bracis-19072	116	24	of	of	ADP
bracis-19072	116	25	classification	classification	NOUN
bracis-19072	116	26	and	and	CCONJ
bracis-19072	116	27	counting	counting	NOUN
bracis-19072	116	28	of	of	ADP
bracis-19072	116	29	pest	pest	NOUN
bracis-19072	116	30	insects	insect	NOUN
bracis-19072	116	31	in	in	ADP
bracis-19072	116	32	soybean	soybean	NOUN
bracis-19072	116	33	.	.	PUNCT
bracis-19072	117	1	first	first	ADV
bracis-19072	117	2	,	,	PUNCT
bracis-19072	117	3	an	an	DET
bracis-19072	117	4	image	image	NOUN
bracis-19072	117	5	segmentation	segmentation	NOUN
bracis-19072	117	6	stage	stage	NOUN
bracis-19072	117	7	with	with	ADP
bracis-19072	117	8	the	the	DET
bracis-19072	117	9	slic	slic	PROPN
bracis-19072	117	10	superpixels	superpixel	NOUN
bracis-19072	117	11	method	method	NOUN
bracis-19072	117	12	was	be	AUX
bracis-19072	117	13	considered	consider	VERB
bracis-19072	117	14	to	to	PART
bracis-19072	117	15	segment	segment	VERB
bracis-19072	117	16	the	the	DET
bracis-19072	117	17	images	image	NOUN
bracis-19072	117	18	’	'	PUNCT
bracis-19072	117	19	insects	insect	NOUN
bracis-19072	117	20	.	.	PUNCT
bracis-19072	118	1	in	in	ADP
bracis-19072	118	2	the	the	DET
bracis-19072	118	3	classification	classification	NOUN
bracis-19072	118	4	stage	stage	NOUN
bracis-19072	118	5	,	,	PUNCT
bracis-19072	118	6	three	three	NUM
bracis-19072	118	7	deep	deep	ADJ
bracis-19072	118	8	learning	learning	NOUN
bracis-19072	118	9	models	model	NOUN
bracis-19072	118	10	were	be	AUX
bracis-19072	118	11	compared	compare	VERB
bracis-19072	118	12	:	:	PUNCT
bracis-19072	118	13	inception	inception	NOUN
bracis-19072	118	14	-	-	PUNCT
bracis-19072	118	15	resnet	resnet	NOUN
bracis-19072	118	16	-	-	PUNCT
bracis-19072	118	17	v2	v2	NOUN
bracis-19072	118	18	,	,	PUNCT
bracis-19072	118	19	resnet-50	resnet-50	PROPN
bracis-19072	118	20	and	and	CCONJ
bracis-19072	118	21	densenet-201	densenet-201	NOUN
bracis-19072	118	22	.	.	PUNCT
bracis-19072	119	1	the	the	DET
bracis-19072	119	2	approach	approach	NOUN
bracis-19072	119	3	with	with	ADP
bracis-19072	119	4	the	the	DET
bracis-19072	119	5	best	good	ADJ
bracis-19072	119	6	result	result	NOUN
bracis-19072	119	7	was	be	AUX
bracis-19072	119	8	densenet-201	densenet-201	ADJ
bracis-19072	119	9	(	(	PUNCT
bracis-19072	119	10	94.89	94.89	NUM
bracis-19072	119	11	%	%	NOUN
bracis-19072	119	12	)	)	PUNCT
bracis-19072	119	13	using	use	VERB
bracis-19072	119	14	100	100	NUM
bracis-19072	119	15	%	%	NOUN
bracis-19072	119	16	fine	fine	ADV
bracis-19072	119	17	-	-	PUNCT
bracis-19072	119	18	tuning	tuning	NOUN
bracis-19072	119	19	.	.	PUNCT
bracis-19072	120	1	in	in	ADP
bracis-19072	120	2	the	the	DET
bracis-19072	120	3	counting	counting	NOUN
bracis-19072	120	4	experiment	experiment	NOUN
bracis-19072	120	5	,	,	PUNCT
bracis-19072	120	6	the	the	DET
bracis-19072	120	7	authors	author	NOUN
bracis-19072	120	8	used	use	VERB
bracis-19072	120	9	the	the	DET
bracis-19072	120	10	weights	weight	NOUN
bracis-19072	120	11	of	of	ADP
bracis-19072	120	12	the	the	DET
bracis-19072	120	13	cnn	cnn	PROPN
bracis-19072	120	14	best	well	ADV
bracis-19072	120	15	rated	rate	VERB
bracis-19072	120	16	for	for	ADP
bracis-19072	120	17	accuracy	accuracy	NOUN
bracis-19072	120	18	in	in	ADP
bracis-19072	120	19	a	a	DET
bracis-19072	120	20	computer	computer	NOUN
bracis-19072	120	21	vision	vision	NOUN
bracis-19072	120	22	system	system	NOUN
bracis-19072	120	23	to	to	PART
bracis-19072	120	24	classify	classify	VERB
bracis-19072	120	25	each	each	DET
bracis-19072	120	26	superpixel	superpixel	ADJ
bracis-19072	120	27	segment	segment	NOUN
bracis-19072	120	28	of	of	ADP
bracis-19072	120	29	the	the	DET
bracis-19072	120	30	image	image	NOUN
bracis-19072	120	31	.	.	PUNCT
bracis-19072	121	1	the	the	DET
bracis-19072	121	2	count	count	NOUN
bracis-19072	121	3	of	of	ADP
bracis-19072	121	4	pest	pest	NOUN
bracis-19072	121	5	insects	insect	NOUN
bracis-19072	121	6	was	be	AUX
bracis-19072	121	7	obtained	obtain	VERB
bracis-19072	121	8	by	by	ADP
bracis-19072	121	9	adding	add	VERB
bracis-19072	121	10	up	up	ADP
bracis-19072	121	11	the	the	DET
bracis-19072	121	12	superpixels	superpixel	NOUN
bracis-19072	121	13	of	of	ADP
bracis-19072	121	14	each	each	DET
bracis-19072	121	15	class	class	NOUN
bracis-19072	121	16	,	,	PUNCT
bracis-19072	121	17	thus	thus	ADV
bracis-19072	121	18	calculating	calculate	VERB
bracis-19072	121	19	the	the	DET
bracis-19072	121	20	infestation	infestation	NOUN
bracis-19072	121	21	level	level	NOUN
bracis-19072	121	22	of	of	ADP
bracis-19072	121	23	a	a	DET
bracis-19072	121	24	crop	crop	NOUN
bracis-19072	121	25	area	area	NOUN
bracis-19072	121	26	.	.	PUNCT
bracis-19072	122	1	the	the	DET
bracis-19072	122	2	count	count	NOUN
bracis-19072	122	3	results	result	NOUN
bracis-19072	122	4	showed	show	VERB
bracis-19072	122	5	that	that	SCONJ
bracis-19072	122	6	the	the	DET
bracis-19072	122	7	accuracy	accuracy	NOUN
bracis-19072	122	8	decreases	decrease	VERB
bracis-19072	122	9	to	to	ADP
bracis-19072	122	10	90.86	90.86	NUM
bracis-19072	122	11	%	%	NOUN
bracis-19072	122	12	when	when	SCONJ
bracis-19072	122	13	an	an	DET
bracis-19072	122	14	insect	insect	NOUN
bracis-19072	122	15	is	be	AUX
bracis-19072	122	16	segmented	segment	VERB
bracis-19072	122	17	into	into	ADP
bracis-19072	122	18	two	two	NUM
bracis-19072	122	19	different	different	ADJ
bracis-19072	122	20	superpixels	superpixel	NOUN
bracis-19072	122	21	.	.	PUNCT
bracis-19072	123	1	it	it	PRON
bracis-19072	123	2	should	should	AUX
bracis-19072	123	3	be	be	AUX
bracis-19072	123	4	noted	note	VERB
bracis-19072	123	5	that	that	SCONJ
bracis-19072	123	6	this	this	PRON
bracis-19072	123	7	is	be	AUX
bracis-19072	123	8	an	an	DET
bracis-19072	123	9	area	area	NOUN
bracis-19072	123	10	of	of	ADP
bracis-19072	123	11	research	research	NOUN
bracis-19072	123	12	that	that	PRON
bracis-19072	123	13	has	have	AUX
bracis-19072	123	14	been	be	AUX
bracis-19072	123	15	explored	explore	VERB
bracis-19072	123	16	but	but	CCONJ
bracis-19072	123	17	not	not	PART
bracis-19072	123	18	yet	yet	ADV
bracis-19072	123	19	resolved	resolve	VERB
bracis-19072	123	20	.	.	PUNCT
bracis-19072	124	1	moreover	moreover	ADV
bracis-19072	124	2	,	,	PUNCT
bracis-19072	124	3	the	the	DET
bracis-19072	124	4	authors	author	NOUN
bracis-19072	124	5	did	do	AUX
bracis-19072	124	6	not	not	PART
bracis-19072	124	7	compare	compare	VERB
bracis-19072	124	8	the	the	DET
bracis-19072	124	9	results	result	NOUN
bracis-19072	124	10	with	with	ADP
bracis-19072	124	11	other	other	ADJ
bracis-19072	124	12	state	state	NOUN
bracis-19072	124	13	-	-	PUNCT
bracis-19072	124	14	of	of	ADP
bracis-19072	124	15	-	-	PUNCT
bracis-19072	124	16	the	the	DET
bracis-19072	124	17	-	-	PUNCT
bracis-19072	124	18	art	art	NOUN
bracis-19072	124	19	detection	detection	NOUN
bracis-19072	124	20	methods	method	NOUN
bracis-19072	124	21	,	,	PUNCT
bracis-19072	124	22	such	such	ADJ
bracis-19072	124	23	as	as	ADP
bracis-19072	124	24	yolov3	yolov3	PROPN
bracis-19072	124	25	,	,	PUNCT
bracis-19072	124	26	faster	fast	ADJ
bracis-19072	124	27	r	r	NOUN
bracis-19072	124	28	-	-	PUNCT
bracis-19072	124	29	cnn	cnn	PROPN
bracis-19072	124	30	,	,	PUNCT
bracis-19072	124	31	and	and	CCONJ
bracis-19072	124	32	retinanet	retinanet	NOUN
bracis-19072	124	33	.	.	PUNCT
bracis-19072	125	1	3	3	NUM
bracis-19072	125	2	materials	material	NOUN
bracis-19072	125	3	and	and	CCONJ
bracis-19072	125	4	 	 	SPACE
bracis-19072	125	5	methods	method	NOUN
bracis-19072	125	6	3.1	3.1	NUM
bracis-19072	125	7	image	image	NOUN
bracis-19072	125	8	acquisition	acquisition	NOUN
bracis-19072	125	9	an	an	DET
bracis-19072	125	10	experimental	experimental	ADJ
bracis-19072	125	11	area	area	NOUN
bracis-19072	125	12	of	of	ADP
bracis-19072	125	13	2	2	NUM
bracis-19072	125	14	 	 	SPACE
bracis-19072	125	15	ha	ha	INTJ
bracis-19072	125	16	was	be	AUX
bracis-19072	125	17	sown	sow	VERB
bracis-19072	125	18	with	with	ADP
bracis-19072	125	19	conventional	conventional	ADJ
bracis-19072	125	20	soybean	soybean	NOUN
bracis-19072	125	21	cultivars	cultivar	NOUN
bracis-19072	125	22	and	and	CCONJ
bracis-19072	125	23	no	no	DET
bracis-19072	125	24	pesticide	pesticide	NOUN
bracis-19072	125	25	application	application	NOUN
bracis-19072	125	26	to	to	PART
bracis-19072	125	27	create	create	VERB
bracis-19072	125	28	a	a	DET
bracis-19072	125	29	reference	reference	NOUN
bracis-19072	125	30	collection	collection	NOUN
bracis-19072	125	31	of	of	ADP
bracis-19072	125	32	soybean	soybean	NOUN
bracis-19072	125	33	pest	pest	NOUN
bracis-19072	125	34	insects	insect	NOUN
bracis-19072	125	35	.	.	PUNCT
bracis-19072	126	1	the	the	DET
bracis-19072	126	2	agricultural	agricultural	ADJ
bracis-19072	126	3	area	area	NOUN
bracis-19072	126	4	shown	show	VERB
bracis-19072	126	5	in	in	ADP
bracis-19072	126	6	fig	fig	NOUN
bracis-19072	126	7	.	.	PUNCT
bracis-19072	126	8	 	 	SPACE
bracis-19072	126	9	1	1	NUM
bracis-19072	126	10	is	be	AUX
bracis-19072	126	11	located	locate	VERB
bracis-19072	126	12	at	at	ADP
bracis-19072	126	13	the	the	DET
bracis-19072	126	14	experimental	experimental	ADJ
bracis-19072	126	15	farm	farm	NOUN
bracis-19072	126	16	of	of	ADP
bracis-19072	126	17	the	the	DET
bracis-19072	126	18	federal	federal	ADJ
bracis-19072	126	19	university	university	PROPN
bracis-19072	126	20	of	of	ADP
bracis-19072	126	21	grande	grande	PROPN
bracis-19072	126	22	dourados	dourado	NOUN
bracis-19072	126	23	,	,	PUNCT
bracis-19072	126	24	located	locate	VERB
bracis-19072	126	25	in	in	ADP
bracis-19072	126	26	the	the	DET
bracis-19072	126	27	municipality	municipality	NOUN
bracis-19072	126	28	of	of	ADP
bracis-19072	126	29	dourados	dourado	NOUN
bracis-19072	126	30	-	-	PUNCT
bracis-19072	126	31	ms	ms	PROPN
bracis-19072	126	32	,	,	PUNCT
bracis-19072	126	33	brazil	brazil	PROPN
bracis-19072	126	34	,	,	PUNCT
bracis-19072	126	35	with	with	ADP
bracis-19072	126	36	geographic	geographic	ADJ
bracis-19072	126	37	coordinates	coordinate	NOUN
bracis-19072	126	38	22\(^{\circ	22\(^{\circ	NUM
bracis-19072	126	39	}	}	PUNCT
bracis-19072	126	40	\)13’57.52	\)13’57.52	NOUN
bracis-19072	126	41	"	"	PUNCT
bracis-19072	126	42	south	south	ADJ
bracis-19072	126	43	latitude	latitude	NOUN
bracis-19072	126	44	and	and	CCONJ
bracis-19072	126	45	54\(^{\circ	54\(^{\circ	NUM
bracis-19072	126	46	}	}	PUNCT
bracis-19072	126	47	\)59’17.93	\)59’17.93	PROPN
bracis-19072	126	48	"	"	PUNCT
bracis-19072	126	49	west	west	PROPN
bracis-19072	126	50	longitude	longitude	PROPN
bracis-19072	126	51	.	.	PUNCT
bracis-19072	127	1	fig	fig	NOUN
bracis-19072	127	2	.	.	PUNCT
bracis-19072	128	1	1	1	X
bracis-19072	128	2	.	.	X
bracis-19072	128	3	(	(	PUNCT
bracis-19072	128	4	color	color	NOUN
bracis-19072	128	5	online	online	NOUN
bracis-19072	128	6	)	)	PUNCT
bracis-19072	128	7	aerial	aerial	ADJ
bracis-19072	128	8	view	view	NOUN
bracis-19072	128	9	of	of	ADP
bracis-19072	128	10	the	the	DET
bracis-19072	128	11	experimental	experimental	ADJ
bracis-19072	128	12	area	area	NOUN
bracis-19072	128	13	used	use	VERB
bracis-19072	128	14	for	for	ADP
bracis-19072	128	15	soybean	soybean	NOUN
bracis-19072	128	16	planting	planting	NOUN
bracis-19072	128	17	.	.	PUNCT
bracis-19072	129	1	full	full	ADJ
bracis-19072	129	2	size	size	NOUN
bracis-19072	129	3	image	image	NOUN
bracis-19072	129	4	in	in	ADP
bracis-19072	129	5	order	order	NOUN
bracis-19072	129	6	to	to	PART
bracis-19072	129	7	collect	collect	VERB
bracis-19072	129	8	images	image	NOUN
bracis-19072	129	9	of	of	ADP
bracis-19072	129	10	insects	insect	NOUN
bracis-19072	129	11	present	present	ADJ
bracis-19072	129	12	in	in	ADP
bracis-19072	129	13	the	the	DET
bracis-19072	129	14	experimental	experimental	ADJ
bracis-19072	129	15	area	area	NOUN
bracis-19072	129	16	,	,	PUNCT
bracis-19072	129	17	a	a	DET
bracis-19072	129	18	sony	sony	PROPN
bracis-19072	129	19	dsc	dsc	PROPN
bracis-19072	129	20	-	-	PUNCT
bracis-19072	129	21	hx300	hx300	PROPN
bracis-19072	129	22	camera	camera	NOUN
bracis-19072	129	23	with	with	ADP
bracis-19072	129	24	20.4	20.4	NUM
bracis-19072	129	25	megapixels	megapixel	NOUN
bracis-19072	129	26	resolution	resolution	NOUN
bracis-19072	129	27	and	and	CCONJ
bracis-19072	129	28	a	a	DET
bracis-19072	129	29	sm	sm	ADJ
bracis-19072	129	30	-	-	PROPN
bracis-19072	129	31	g930f	g930f	PROPN
bracis-19072	129	32	camera	camera	NOUN
bracis-19072	129	33	with	with	ADP
bracis-19072	129	34	12.2	12.2	NUM
bracis-19072	129	35	megapixels	megapixel	NOUN
bracis-19072	129	36	resolution	resolution	NOUN
bracis-19072	129	37	were	be	AUX
bracis-19072	129	38	used	use	VERB
bracis-19072	129	39	.	.	PUNCT
bracis-19072	130	1	a	a	DET
bracis-19072	130	2	total	total	NOUN
bracis-19072	130	3	of	of	ADP
bracis-19072	130	4	1,800	1,800	NUM
bracis-19072	130	5	images	image	NOUN
bracis-19072	130	6	(	(	PUNCT
bracis-19072	130	7	600x800	600x800	NUM
bracis-19072	130	8	pixels	pixel	NOUN
bracis-19072	130	9	)	)	PUNCT
bracis-19072	130	10	in	in	ADP
bracis-19072	130	11	jpg	jpg	NOUN
bracis-19072	130	12	format	format	NOUN
bracis-19072	130	13	were	be	AUX
bracis-19072	130	14	collected	collect	VERB
bracis-19072	130	15	from	from	ADP
bracis-19072	130	16	sep/2017	sep/2017	NOUN
bracis-19072	130	17	to	to	ADP
bracis-19072	130	18	feb/2018	feb/2018	NOUN
bracis-19072	130	19	crop	crop	NOUN
bracis-19072	130	20	during	during	ADP
bracis-19072	130	21	the	the	DET
bracis-19072	130	22	phenological	phenological	ADJ
bracis-19072	130	23	stages	stage	NOUN
bracis-19072	130	24	r1	r1	PROPN
bracis-19072	130	25	to	to	ADP
bracis-19072	130	26	r6	r6	NOUN
bracis-19072	130	27	of	of	ADP
bracis-19072	130	28	the	the	DET
bracis-19072	130	29	soybean	soybean	NOUN
bracis-19072	130	30	reproductive	reproductive	ADJ
bracis-19072	130	31	phase	phase	NOUN
bracis-19072	130	32	,	,	PUNCT
bracis-19072	130	33	on	on	ADP
bracis-19072	130	34	different	different	ADJ
bracis-19072	130	35	days	day	NOUN
bracis-19072	130	36	and	and	CCONJ
bracis-19072	130	37	weather	weather	NOUN
bracis-19072	130	38	conditions	condition	NOUN
bracis-19072	130	39	,	,	PUNCT
bracis-19072	130	40	between	between	ADP
bracis-19072	130	41	8	8	NUM
bracis-19072	130	42	am	be	AUX
bracis-19072	130	43	to	to	ADP
bracis-19072	130	44	10	10	NUM
bracis-19072	130	45	am	am	NOUN
bracis-19072	130	46	and	and	CCONJ
bracis-19072	130	47	5	5	NUM
bracis-19072	130	48	pm	pm	NOUN
bracis-19072	130	49	to	to	ADP
bracis-19072	130	50	6:30	6:30	NUM
bracis-19072	130	51	pm	pm	NOUN
bracis-19072	130	52	.	.	PUNCT
bracis-19072	131	1	the	the	DET
bracis-19072	131	2	exposure	exposure	NOUN
bracis-19072	131	3	of	of	ADP
bracis-19072	131	4	pests	pest	NOUN
bracis-19072	131	5	at	at	ADP
bracis-19072	131	6	the	the	DET
bracis-19072	131	7	plant	plant	NOUN
bracis-19072	131	8	’s	’s	PART
bracis-19072	131	9	top	top	NOUN
bracis-19072	131	10	usually	usually	ADV
bracis-19072	131	11	occurs	occur	VERB
bracis-19072	131	12	early	early	ADV
bracis-19072	131	13	in	in	ADP
bracis-19072	131	14	the	the	DET
bracis-19072	131	15	day	day	NOUN
bracis-19072	131	16	or	or	CCONJ
bracis-19072	131	17	late	late	ADV
bracis-19072	131	18	in	in	ADP
bracis-19072	131	19	the	the	DET
bracis-19072	131	20	afternoon	afternoon	NOUN
bracis-19072	131	21	.	.	PUNCT
bracis-19072	132	1	the	the	DET
bracis-19072	132	2	recommendation	recommendation	NOUN
bracis-19072	132	3	is	be	AUX
bracis-19072	132	4	to	to	PART
bracis-19072	132	5	sample	sample	VERB
bracis-19072	132	6	insects	insect	NOUN
bracis-19072	132	7	of	of	ADP
bracis-19072	132	8	the	the	DET
bracis-19072	132	9	aerial	aerial	ADJ
bracis-19072	132	10	part	part	NOUN
bracis-19072	132	11	be	be	AUX
bracis-19072	132	12	performed	perform	VERB
bracis-19072	132	13	,	,	PUNCT
bracis-19072	132	14	preferably	preferably	ADV
bracis-19072	132	15	,	,	PUNCT
bracis-19072	132	16	in	in	ADP
bracis-19072	132	17	the	the	DET
bracis-19072	132	18	cooler	cooler	ADJ
bracis-19072	132	19	weather	weather	NOUN
bracis-19072	132	20	and	and	CCONJ
bracis-19072	132	21	more	more	ADJ
bracis-19072	132	22	humid	humid	ADJ
bracis-19072	132	23	periods	period	NOUN
bracis-19072	132	24	of	of	ADP
bracis-19072	132	25	the	the	DET
bracis-19072	132	26	day	day	NOUN
bracis-19072	132	27	,	,	PUNCT
bracis-19072	132	28	as	as	SCONJ
bracis-19072	132	29	reported	report	VERB
bracis-19072	132	30	in	in	ADP
bracis-19072	132	31	[	[	X
bracis-19072	132	32	6	6	NUM
bracis-19072	132	33	]	]	PUNCT
bracis-19072	132	34	.	.	PUNCT
bracis-19072	133	1	the	the	DET
bracis-19072	133	2	researcher	researcher	NOUN
bracis-19072	133	3	captured	capture	VERB
bracis-19072	133	4	images	image	NOUN
bracis-19072	133	5	on	on	ADP
bracis-19072	133	6	-	-	PUNCT
bracis-19072	133	7	site	site	NOUN
bracis-19072	133	8	using	use	VERB
bracis-19072	133	9	a	a	DET
bracis-19072	133	10	camera	camera	NOUN
bracis-19072	133	11	50	50	NUM
bracis-19072	133	12	 	 	SPACE
bracis-19072	133	13	cm	cm	NOUN
bracis-19072	133	14	away	away	ADV
bracis-19072	133	15	from	from	ADP
bracis-19072	133	16	the	the	DET
bracis-19072	133	17	target	target	NOUN
bracis-19072	133	18	of	of	ADP
bracis-19072	133	19	interest	interest	NOUN
bracis-19072	133	20	and	and	CCONJ
bracis-19072	133	21	a	a	DET
bracis-19072	133	22	90	90	NUM
bracis-19072	133	23	-	-	PUNCT
bracis-19072	133	24	degree	degree	NOUN
bracis-19072	133	25	angle	angle	NOUN
bracis-19072	133	26	of	of	ADP
bracis-19072	133	27	the	the	DET
bracis-19072	133	28	camera	camera	NOUN
bracis-19072	133	29	to	to	ADP
bracis-19072	133	30	the	the	DET
bracis-19072	133	31	ground	ground	NOUN
bracis-19072	133	32	.	.	PUNCT
bracis-19072	134	1	the	the	DET
bracis-19072	134	2	targets	target	NOUN
bracis-19072	134	3	,	,	PUNCT
bracis-19072	134	4	in	in	ADP
bracis-19072	134	5	this	this	DET
bracis-19072	134	6	case	case	NOUN
bracis-19072	134	7	,	,	PUNCT
bracis-19072	134	8	correspond	correspond	VERB
bracis-19072	134	9	to	to	ADP
bracis-19072	134	10	the	the	DET
bracis-19072	134	11	defoliating	defoliate	VERB
bracis-19072	134	12	insects	insect	NOUN
bracis-19072	134	13	that	that	PRON
bracis-19072	134	14	cause	cause	VERB
bracis-19072	134	15	economic	economic	ADJ
bracis-19072	134	16	damage	damage	NOUN
bracis-19072	134	17	when	when	SCONJ
bracis-19072	134	18	found	find	VERB
bracis-19072	134	19	at	at	ADP
bracis-19072	134	20	high	high	ADJ
bracis-19072	134	21	levels	level	NOUN
bracis-19072	134	22	in	in	ADP
bracis-19072	134	23	soybean	soybean	NOUN
bracis-19072	134	24	fields	field	NOUN
bracis-19072	134	25	.	.	PUNCT
bracis-19072	135	1	next	next	ADV
bracis-19072	135	2	,	,	PUNCT
bracis-19072	135	3	each	each	DET
bracis-19072	135	4	image	image	NOUN
bracis-19072	135	5	was	be	AUX
bracis-19072	135	6	annotated	annotate	VERB
bracis-19072	135	7	in	in	ADP
bracis-19072	135	8	labelimgfootnote	labelimgfootnote	NOUN
bracis-19072	135	9	1	1	NUM
bracis-19072	135	10	with	with	ADP
bracis-19072	135	11	support	support	NOUN
bracis-19072	135	12	from	from	ADP
bracis-19072	135	13	an	an	DET
bracis-19072	135	14	entomologist	entomologist	NOUN
bracis-19072	135	15	biologist	biologist	NOUN
bracis-19072	135	16	.	.	PUNCT
bracis-19072	136	1	thus	thus	ADV
bracis-19072	136	2	building	build	VERB
bracis-19072	136	3	a	a	DET
bracis-19072	136	4	reference	reference	NOUN
bracis-19072	136	5	collection	collection	NOUN
bracis-19072	136	6	for	for	ADP
bracis-19072	136	7	the	the	DET
bracis-19072	136	8	system	system	NOUN
bracis-19072	136	9	’s	’s	PART
bracis-19072	136	10	training	training	NOUN
bracis-19072	136	11	and	and	CCONJ
bracis-19072	136	12	test	test	NOUN
bracis-19072	136	13	image	image	NOUN
bracis-19072	136	14	set	set	NOUN
bracis-19072	136	15	(	(	PUNCT
bracis-19072	136	16	see	see	VERB
bracis-19072	136	17	fig	fig	NOUN
bracis-19072	136	18	.	.	PUNCT
bracis-19072	136	19	 	 	SPACE
bracis-19072	136	20	2	2	NUM
bracis-19072	136	21	)	)	PUNCT
bracis-19072	136	22	,	,	PUNCT
bracis-19072	136	23	named	name	VERB
bracis-19072	136	24	insect12c	insect12c	NOUN
bracis-19072	136	25	-	-	PUNCT
bracis-19072	136	26	dataset	dataset	ADJ
bracis-19072	136	27	and	and	CCONJ
bracis-19072	136	28	available	available	ADJ
bracis-19072	136	29	at	at	ADP
bracis-19072	136	30	[	[	X
bracis-19072	136	31	23	23	NUM
bracis-19072	136	32	]	]	PUNCT
bracis-19072	136	33	.	.	PUNCT
bracis-19072	137	1	table	table	NOUN
bracis-19072	137	2	 	 	SPACE
bracis-19072	137	3	1	1	NUM
bracis-19072	137	4	presents	present	VERB
bracis-19072	137	5	the	the	DET
bracis-19072	137	6	total	total	ADJ
bracis-19072	137	7	number	number	NOUN
bracis-19072	137	8	of	of	ADP
bracis-19072	137	9	insects	insect	NOUN
bracis-19072	137	10	annotated	annotate	VERB
bracis-19072	137	11	by	by	ADP
bracis-19072	137	12	species	specie	NOUN
bracis-19072	137	13	.	.	PUNCT
bracis-19072	138	1	the	the	DET
bracis-19072	138	2	unequal	unequal	ADJ
bracis-19072	138	3	number	number	NOUN
bracis-19072	138	4	of	of	ADP
bracis-19072	138	5	samples	sample	NOUN
bracis-19072	138	6	used	use	VERB
bracis-19072	138	7	in	in	ADP
bracis-19072	138	8	the	the	DET
bracis-19072	138	9	training	training	NOUN
bracis-19072	138	10	and	and	CCONJ
bracis-19072	138	11	test	test	NOUN
bracis-19072	138	12	image	image	NOUN
bracis-19072	138	13	set	set	NOUN
bracis-19072	138	14	reflects	reflect	VERB
bracis-19072	138	15	the	the	DET
bracis-19072	138	16	number	number	NOUN
bracis-19072	138	17	of	of	ADP
bracis-19072	138	18	occurrences	occurrence	NOUN
bracis-19072	138	19	of	of	ADP
bracis-19072	138	20	each	each	DET
bracis-19072	138	21	pest	pest	NOUN
bracis-19072	138	22	species	specie	NOUN
bracis-19072	138	23	under	under	ADP
bracis-19072	138	24	actual	actual	ADJ
bracis-19072	138	25	field	field	NOUN
bracis-19072	138	26	conditions	condition	NOUN
bracis-19072	138	27	.	.	PUNCT
bracis-19072	139	1	fig	fig	NOUN
bracis-19072	139	2	.	.	PUNCT
bracis-19072	140	1	2	2	X
bracis-19072	140	2	.	.	X
bracis-19072	140	3	(	(	PUNCT
bracis-19072	140	4	color	color	NOUN
bracis-19072	140	5	online	online	NOUN
bracis-19072	140	6	)	)	PUNCT
bracis-19072	140	7	sample	sample	NOUN
bracis-19072	140	8	images	image	NOUN
bracis-19072	140	9	from	from	ADP
bracis-19072	140	10	our	our	PRON
bracis-19072	140	11	dataset	dataset	NOUN
bracis-19072	140	12	,	,	PUNCT
bracis-19072	140	13	divided	divide	VERB
bracis-19072	140	14	into	into	ADP
bracis-19072	140	15	12	12	NUM
bracis-19072	140	16	soybean	soybean	NOUN
bracis-19072	140	17	pest	pest	NOUN
bracis-19072	140	18	species	specie	NOUN
bracis-19072	140	19	.	.	PUNCT
bracis-19072	141	1	the	the	DET
bracis-19072	141	2	images	image	NOUN
bracis-19072	141	3	were	be	AUX
bracis-19072	141	4	collected	collect	VERB
bracis-19072	141	5	under	under	ADP
bracis-19072	141	6	actual	actual	ADJ
bracis-19072	141	7	field	field	NOUN
bracis-19072	141	8	conditions	condition	NOUN
bracis-19072	141	9	,	,	PUNCT
bracis-19072	141	10	which	which	PRON
bracis-19072	141	11	include	include	VERB
bracis-19072	141	12	lighting	lighting	NOUN
bracis-19072	141	13	conditions	condition	NOUN
bracis-19072	141	14	,	,	PUNCT
bracis-19072	141	15	object	object	VERB
bracis-19072	141	16	size	size	NOUN
bracis-19072	141	17	and	and	CCONJ
bracis-19072	141	18	positioning	positioning	NOUN
bracis-19072	141	19	,	,	PUNCT
bracis-19072	141	20	occlusion	occlusion	NOUN
bracis-19072	141	21	,	,	PUNCT
bracis-19072	141	22	complex	complex	ADJ
bracis-19072	141	23	background	background	NOUN
bracis-19072	141	24	variations	variation	NOUN
bracis-19072	141	25	,	,	PUNCT
bracis-19072	141	26	and	and	CCONJ
bracis-19072	141	27	developmental	developmental	ADJ
bracis-19072	141	28	stages	stage	NOUN
bracis-19072	141	29	.	.	PUNCT
bracis-19072	142	1	full	full	ADJ
bracis-19072	142	2	size	size	NOUN
bracis-19072	142	3	image	image	NOUN
bracis-19072	142	4	table	table	NOUN
bracis-19072	142	5	1	1	NUM
bracis-19072	142	6	.	.	PUNCT
bracis-19072	143	1	the	the	DET
bracis-19072	143	2	total	total	ADJ
bracis-19072	143	3	number	number	NOUN
bracis-19072	143	4	of	of	ADP
bracis-19072	143	5	insects	insect	NOUN
bracis-19072	143	6	noted	note	VERB
bracis-19072	143	7	per	per	ADP
bracis-19072	143	8	species.full	species.full	NUM
bracis-19072	143	9	size	size	NOUN
bracis-19072	143	10	table	table	NOUN
bracis-19072	143	11	3.2	3.2	NUM
bracis-19072	143	12	you	you	PRON
bracis-19072	143	13	only	only	ADV
bracis-19072	143	14	 	 	SPACE
bracis-19072	143	15	look	look	VERB
bracis-19072	143	16	once	once	ADV
bracis-19072	143	17	 	 	SPACE
bracis-19072	143	18	(	(	PUNCT
bracis-19072	143	19	yolov3	yolov3	PROPN
bracis-19072	143	20	)	)	PUNCT
bracis-19072	143	21	the	the	DET
bracis-19072	143	22	yolov3	yolov3	PROPN
bracis-19072	143	23	detection	detection	NOUN
bracis-19072	143	24	method	method	NOUN
bracis-19072	143	25	evaluated	evaluate	VERB
bracis-19072	143	26	in	in	ADP
bracis-19072	143	27	this	this	DET
bracis-19072	143	28	paper	paper	NOUN
bracis-19072	143	29	is	be	AUX
bracis-19072	143	30	briefly	briefly	ADV
bracis-19072	143	31	described	describe	VERB
bracis-19072	143	32	in	in	ADP
bracis-19072	143	33	the	the	DET
bracis-19072	143	34	following	following	NOUN
bracis-19072	143	35	.	.	PUNCT
bracis-19072	144	1	the	the	DET
bracis-19072	144	2	source	source	NOUN
bracis-19072	144	3	code	code	NOUN
bracis-19072	144	4	used	use	VERB
bracis-19072	144	5	as	as	ADP
bracis-19072	144	6	a	a	DET
bracis-19072	144	7	basis	basis	NOUN
bracis-19072	144	8	for	for	ADP
bracis-19072	144	9	our	our	PRON
bracis-19072	144	10	implementation	implementation	NOUN
bracis-19072	144	11	can	can	AUX
bracis-19072	144	12	be	be	AUX
bracis-19072	144	13	found	find	VERB
bracis-19072	144	14	at	at	ADP
bracis-19072	144	15	https://github.com/qqwweee/keras-yolo3	https://github.com/qqwweee/keras-yolo3	ADV
bracis-19072	144	16	.	.	PUNCT
bracis-19072	145	1	unlike	unlike	ADP
bracis-19072	145	2	faster	fast	ADJ
bracis-19072	145	3	-	-	PUNCT
bracis-19072	145	4	rcnn	rcnn	NOUN
bracis-19072	145	5	,	,	PUNCT
bracis-19072	145	6	which	which	PRON
bracis-19072	145	7	has	have	VERB
bracis-19072	145	8	a	a	DET
bracis-19072	145	9	region	region	NOUN
bracis-19072	145	10	proposal	proposal	NOUN
bracis-19072	145	11	stage	stage	NOUN
bracis-19072	145	12	,	,	PUNCT
bracis-19072	145	13	yolov3	yolov3	PROPN
bracis-19072	146	1	[	[	X
bracis-19072	146	2	9	9	NUM
bracis-19072	146	3	]	]	PUNCT
bracis-19072	146	4	approaches	approach	NOUN
bracis-19072	146	5	object	object	VERB
bracis-19072	146	6	detection	detection	NOUN
bracis-19072	146	7	as	as	ADP
bracis-19072	146	8	a	a	DET
bracis-19072	146	9	direct	direct	ADJ
bracis-19072	146	10	pixel	pixel	NOUN
bracis-19072	146	11	regression	regression	NOUN
bracis-19072	146	12	problem	problem	NOUN
bracis-19072	146	13	for	for	ADP
bracis-19072	146	14	bounding	bound	VERB
bracis-19072	146	15	box	box	NOUN
bracis-19072	146	16	coordinates	coordinate	NOUN
bracis-19072	146	17	and	and	CCONJ
bracis-19072	146	18	class	class	NOUN
bracis-19072	146	19	probabilities	probability	NOUN
bracis-19072	146	20	.	.	PUNCT
bracis-19072	147	1	the	the	DET
bracis-19072	147	2	input	input	NOUN
bracis-19072	147	3	image	image	NOUN
bracis-19072	147	4	is	be	AUX
bracis-19072	147	5	divided	divide	VERB
bracis-19072	147	6	into	into	ADP
bracis-19072	147	7	\(s	\(s	NOUN
bracis-19072	147	8	\times	\times	ADP
bracis-19072	147	9	s\	s\	NOUN
bracis-19072	147	10	)	)	PUNCT
bracis-19072	147	11	blocks	block	NOUN
bracis-19072	147	12	.	.	PUNCT
bracis-19072	148	1	for	for	ADP
bracis-19072	148	2	each	each	DET
bracis-19072	148	3	block	block	NOUN
bracis-19072	148	4	,	,	PUNCT
bracis-19072	148	5	yolov3	yolov3	PROPN
bracis-19072	148	6	predicts	predict	VERB
bracis-19072	148	7	bounding	bound	VERB
bracis-19072	148	8	boxes	box	NOUN
bracis-19072	148	9	using	use	VERB
bracis-19072	148	10	dimension	dimension	NOUN
bracis-19072	148	11	groups	group	NOUN
bracis-19072	148	12	as	as	ADP
bracis-19072	148	13	anchor	anchor	NOUN
bracis-19072	148	14	boxes	box	NOUN
bracis-19072	148	15	.	.	PUNCT
bracis-19072	149	1	the	the	DET
bracis-19072	149	2	objectivity	objectivity	NOUN
bracis-19072	149	3	score	score	NOUN
bracis-19072	149	4	is	be	AUX
bracis-19072	149	5	predicted	predict	VERB
bracis-19072	149	6	using	use	VERB
bracis-19072	149	7	logistic	logistic	ADJ
bracis-19072	149	8	regression	regression	NOUN
bracis-19072	149	9	for	for	ADP
bracis-19072	149	10	each	each	DET
bracis-19072	149	11	bounding	bounding	NOUN
bracis-19072	149	12	box	box	NOUN
bracis-19072	149	13	,	,	PUNCT
bracis-19072	149	14	which	which	PRON
bracis-19072	149	15	indicates	indicate	VERB
bracis-19072	149	16	the	the	DET
bracis-19072	149	17	chance	chance	NOUN
bracis-19072	149	18	that	that	SCONJ
bracis-19072	149	19	the	the	DET
bracis-19072	149	20	bounding	bounding	NOUN
bracis-19072	149	21	box	box	NOUN
bracis-19072	149	22	has	have	AUX
bracis-19072	149	23	an	an	DET
bracis-19072	149	24	object	object	NOUN
bracis-19072	149	25	of	of	ADP
bracis-19072	149	26	interest	interest	NOUN
bracis-19072	149	27	.	.	PUNCT
bracis-19072	150	1	in	in	ADP
bracis-19072	150	2	addition	addition	NOUN
bracis-19072	150	3	,	,	PUNCT
bracis-19072	150	4	the	the	DET
bracis-19072	150	5	probabilities	probability	NOUN
bracis-19072	150	6	of	of	ADP
bracis-19072	150	7	class	class	NOUN
bracis-19072	150	8	c	c	PROPN
bracis-19072	150	9	are	be	AUX
bracis-19072	150	10	estimated	estimate	VERB
bracis-19072	150	11	for	for	ADP
bracis-19072	150	12	each	each	DET
bracis-19072	150	13	bounding	bounding	NOUN
bracis-19072	150	14	box	box	NOUN
bracis-19072	150	15	,	,	PUNCT
bracis-19072	150	16	indicating	indicate	VERB
bracis-19072	150	17	the	the	DET
bracis-19072	150	18	classes	class	NOUN
bracis-19072	150	19	it	it	PRON
bracis-19072	150	20	may	may	AUX
bracis-19072	150	21	contain	contain	VERB
bracis-19072	150	22	.	.	PUNCT
bracis-19072	151	1	in	in	ADP
bracis-19072	151	2	our	our	PRON
bracis-19072	151	3	case	case	NOUN
bracis-19072	151	4	,	,	PUNCT
bracis-19072	151	5	each	each	DET
bracis-19072	151	6	bounding	bounding	NOUN
bracis-19072	151	7	box	box	NOUN
bracis-19072	151	8	may	may	AUX
bracis-19072	151	9	contain	contain	VERB
bracis-19072	151	10	the	the	DET
bracis-19072	151	11	species	specie	NOUN
bracis-19072	151	12	of	of	ADP
bracis-19072	151	13	an	an	DET
bracis-19072	151	14	insect	insect	NOUN
bracis-19072	151	15	or	or	CCONJ
bracis-19072	151	16	the	the	DET
bracis-19072	151	17	bottom	bottom	NOUN
bracis-19072	151	18	of	of	ADP
bracis-19072	151	19	the	the	DET
bracis-19072	151	20	plantation	plantation	NOUN
bracis-19072	151	21	(	(	PUNCT
bracis-19072	151	22	uninteresting	uninteresting	ADJ
bracis-19072	151	23	object	object	NOUN
bracis-19072	151	24	)	)	PUNCT
bracis-19072	151	25	.	.	PUNCT
bracis-19072	152	1	thus	thus	ADV
bracis-19072	152	2	,	,	PUNCT
bracis-19072	152	3	each	each	DET
bracis-19072	152	4	prediction	prediction	NOUN
bracis-19072	152	5	in	in	ADP
bracis-19072	152	6	yolov3	yolov3	PROPN
bracis-19072	152	7	comprises	comprise	VERB
bracis-19072	152	8	four	four	NUM
bracis-19072	152	9	parameters	parameter	NOUN
bracis-19072	152	10	for	for	ADP
bracis-19072	152	11	the	the	DET
bracis-19072	152	12	bounding	bounding	NOUN
bracis-19072	152	13	box	box	NOUN
bracis-19072	152	14	(	(	PUNCT
bracis-19072	152	15	coordinates	coordinates	PROPN
bracis-19072	152	16	)	)	PUNCT
bracis-19072	152	17	,	,	PUNCT
bracis-19072	152	18	the	the	DET
bracis-19072	152	19	objectivity	objectivity	NOUN
bracis-19072	152	20	score	score	NOUN
bracis-19072	152	21	,	,	PUNCT
bracis-19072	152	22	and	and	CCONJ
bracis-19072	152	23	the	the	DET
bracis-19072	152	24	c	c	NOUN
bracis-19072	152	25	class	class	NOUN
bracis-19072	152	26	probabilities	probability	NOUN
bracis-19072	152	27	.	.	PUNCT
bracis-19072	153	1	yolov3	yolov3	PROPN
bracis-19072	153	2	uses	use	VERB
bracis-19072	153	3	darknet-53	darknet-53	PROPN
bracis-19072	153	4	as	as	SCONJ
bracis-19072	153	5	its	its	PRON
bracis-19072	153	6	backbone	backbone	NOUN
bracis-19072	153	7	to	to	PART
bracis-19072	153	8	provide	provide	VERB
bracis-19072	153	9	high	high	ADJ
bracis-19072	153	10	accuracy	accuracy	NOUN
bracis-19072	153	11	,	,	PUNCT
bracis-19072	153	12	requiring	require	VERB
bracis-19072	153	13	fewer	few	ADJ
bracis-19072	153	14	operations	operation	NOUN
bracis-19072	153	15	than	than	ADP
bracis-19072	153	16	other	other	ADJ
bracis-19072	153	17	architectures	architecture	NOUN
bracis-19072	153	18	.	.	PUNCT
bracis-19072	154	1	3.3	3.3	NUM
bracis-19072	154	2	experimental	experimental	ADJ
bracis-19072	154	3	design	design	NOUN
bracis-19072	154	4	we	we	PRON
bracis-19072	154	5	adopted	adopt	VERB
bracis-19072	154	6	5	5	NUM
bracis-19072	154	7	-	-	ADJ
bracis-19072	154	8	fold	fold	ADJ
bracis-19072	154	9	cross	cross	NOUN
bracis-19072	154	10	-	-	NOUN
bracis-19072	154	11	validation	validation	NOUN
bracis-19072	154	12	with	with	ADP
bracis-19072	154	13	validation	validation	NOUN
bracis-19072	154	14	,	,	PUNCT
bracis-19072	154	15	and	and	CCONJ
bracis-19072	154	16	test	test	NOUN
bracis-19072	154	17	sets	set	NOUN
bracis-19072	154	18	in	in	ADP
bracis-19072	154	19	the	the	DET
bracis-19072	154	20	insect12c	insect12c	NOUN
bracis-19072	154	21	[	[	X
bracis-19072	154	22	23	23	NUM
bracis-19072	154	23	]	]	PUNCT
bracis-19072	154	24	dataset	dataset	NOUN
bracis-19072	154	25	.	.	PUNCT
bracis-19072	155	1	in	in	ADP
bracis-19072	155	2	each	each	DET
bracis-19072	155	3	fold	fold	NOUN
bracis-19072	155	4	,	,	PUNCT
bracis-19072	155	5	we	we	PRON
bracis-19072	155	6	set	set	VERB
bracis-19072	155	7	aside	aside	ADP
bracis-19072	155	8	the	the	DET
bracis-19072	155	9	20	20	NUM
bracis-19072	155	10	%	%	NOUN
bracis-19072	155	11	allocated	allocate	VERB
bracis-19072	155	12	for	for	ADP
bracis-19072	155	13	testing	testing	NOUN
bracis-19072	155	14	.	.	PUNCT
bracis-19072	156	1	we	we	PRON
bracis-19072	156	2	then	then	ADV
bracis-19072	156	3	split	split	VERB
bracis-19072	156	4	the	the	DET
bracis-19072	156	5	80	80	NUM
bracis-19072	156	6	%	%	NOUN
bracis-19072	156	7	allocated	allocate	VERB
bracis-19072	156	8	for	for	ADP
bracis-19072	156	9	training	training	NOUN
bracis-19072	156	10	into	into	ADP
bracis-19072	156	11	two	two	NUM
bracis-19072	156	12	subsets	subset	NOUN
bracis-19072	156	13	,	,	PUNCT
bracis-19072	156	14	60	60	NUM
bracis-19072	156	15	%	%	NOUN
bracis-19072	156	16	to	to	PART
bracis-19072	156	17	be	be	AUX
bracis-19072	156	18	the	the	DET
bracis-19072	156	19	actual	actual	ADJ
bracis-19072	156	20	training	training	NOUN
bracis-19072	156	21	set	set	VERB
bracis-19072	156	22	and	and	CCONJ
bracis-19072	156	23	20	20	NUM
bracis-19072	156	24	%	%	NOUN
bracis-19072	156	25	to	to	PART
bracis-19072	156	26	be	be	AUX
bracis-19072	156	27	the	the	DET
bracis-19072	156	28	validation	validation	NOUN
bracis-19072	156	29	set	set	NOUN
bracis-19072	156	30	.	.	PUNCT
bracis-19072	157	1	thus	thus	ADV
bracis-19072	157	2	,	,	PUNCT
bracis-19072	157	3	in	in	ADP
bracis-19072	157	4	each	each	DET
bracis-19072	157	5	fold	fold	NOUN
bracis-19072	157	6	,	,	PUNCT
bracis-19072	157	7	the	the	DET
bracis-19072	157	8	dataset	dataset	NOUN
bracis-19072	157	9	was	be	AUX
bracis-19072	157	10	divided	divide	VERB
bracis-19072	157	11	into	into	ADP
bracis-19072	157	12	60	60	NUM
bracis-19072	157	13	%	%	NOUN
bracis-19072	157	14	for	for	ADP
bracis-19072	157	15	training	training	NOUN
bracis-19072	157	16	,	,	PUNCT
bracis-19072	157	17	20	20	NUM
bracis-19072	157	18	%	%	NOUN
bracis-19072	157	19	for	for	ADP
bracis-19072	157	20	validation	validation	NOUN
bracis-19072	157	21	,	,	PUNCT
bracis-19072	157	22	and	and	CCONJ
bracis-19072	157	23	20	20	NUM
bracis-19072	157	24	%	%	NOUN
bracis-19072	157	25	for	for	ADP
bracis-19072	157	26	testing	testing	NOUN
bracis-19072	157	27	,	,	PUNCT
bracis-19072	157	28	allowing	allow	VERB
bracis-19072	157	29	the	the	DET
bracis-19072	157	30	deep	deep	ADJ
bracis-19072	157	31	learning	learning	NOUN
bracis-19072	157	32	model	model	NOUN
bracis-19072	157	33	to	to	PART
bracis-19072	157	34	be	be	AUX
bracis-19072	157	35	iteratively	iteratively	ADV
bracis-19072	157	36	trained	train	VERB
bracis-19072	157	37	and	and	CCONJ
bracis-19072	157	38	validated	validate	VERB
bracis-19072	157	39	on	on	ADP
bracis-19072	157	40	different	different	ADJ
bracis-19072	157	41	sets	set	NOUN
bracis-19072	157	42	.	.	PUNCT
bracis-19072	158	1	finally	finally	ADV
bracis-19072	158	2	,	,	PUNCT
bracis-19072	158	3	the	the	DET
bracis-19072	158	4	classifier	classifier	NOUN
bracis-19072	158	5	’s	’s	PART
bracis-19072	158	6	output	output	NOUN
bracis-19072	158	7	is	be	AUX
bracis-19072	158	8	given	give	VERB
bracis-19072	158	9	by	by	ADP
bracis-19072	158	10	the	the	DET
bracis-19072	158	11	average	average	NOUN
bracis-19072	158	12	of	of	ADP
bracis-19072	158	13	the	the	DET
bracis-19072	158	14	five	five	NUM
bracis-19072	158	15	folds	fold	NOUN
bracis-19072	158	16	in	in	ADP
bracis-19072	158	17	the	the	DET
bracis-19072	158	18	test	test	NOUN
bracis-19072	158	19	set	set	NOUN
bracis-19072	158	20	.	.	PUNCT
bracis-19072	159	1	the	the	DET
bracis-19072	159	2	classification	classification	NOUN
bracis-19072	159	3	task	task	NOUN
bracis-19072	159	4	consists	consist	VERB
bracis-19072	159	5	of	of	ADP
bracis-19072	159	6	predicting	predict	VERB
bracis-19072	159	7	the	the	DET
bracis-19072	159	8	class	class	NOUN
bracis-19072	159	9	of	of	ADP
bracis-19072	159	10	the	the	DET
bracis-19072	159	11	object	object	NOUN
bracis-19072	159	12	in	in	ADP
bracis-19072	159	13	the	the	DET
bracis-19072	159	14	image	image	NOUN
bracis-19072	159	15	.	.	PUNCT
bracis-19072	160	1	the	the	DET
bracis-19072	160	2	problem	problem	NOUN
bracis-19072	160	3	of	of	ADP
bracis-19072	160	4	identifying	identify	VERB
bracis-19072	160	5	the	the	DET
bracis-19072	160	6	location	location	NOUN
bracis-19072	160	7	of	of	ADP
bracis-19072	160	8	the	the	DET
bracis-19072	160	9	object	object	NOUN
bracis-19072	160	10	along	along	ADP
bracis-19072	160	11	with	with	ADP
bracis-19072	160	12	its	its	PRON
bracis-19072	160	13	class	class	NOUN
bracis-19072	160	14	is	be	AUX
bracis-19072	160	15	called	call	VERB
bracis-19072	160	16	object	object	NOUN
bracis-19072	160	17	detection	detection	NOUN
bracis-19072	160	18	.	.	PUNCT
bracis-19072	161	1	instead	instead	ADV
bracis-19072	161	2	of	of	ADP
bracis-19072	161	3	predicting	predict	VERB
bracis-19072	161	4	the	the	DET
bracis-19072	161	5	object	object	NOUN
bracis-19072	161	6	class	class	NOUN
bracis-19072	161	7	from	from	ADP
bracis-19072	161	8	an	an	DET
bracis-19072	161	9	image	image	NOUN
bracis-19072	161	10	,	,	PUNCT
bracis-19072	161	11	we	we	PRON
bracis-19072	161	12	now	now	ADV
bracis-19072	161	13	have	have	VERB
bracis-19072	161	14	to	to	PART
bracis-19072	161	15	train	train	VERB
bracis-19072	161	16	a	a	DET
bracis-19072	161	17	multi	multi	ADJ
bracis-19072	161	18	-	-	ADJ
bracis-19072	161	19	label	label	ADJ
bracis-19072	161	20	classifier	classifier	NOUN
bracis-19072	161	21	to	to	PART
bracis-19072	161	22	determine	determine	VERB
bracis-19072	161	23	the	the	DET
bracis-19072	161	24	location	location	NOUN
bracis-19072	161	25	of	of	ADP
bracis-19072	161	26	objects	object	NOUN
bracis-19072	161	27	and	and	CCONJ
bracis-19072	161	28	predict	predict	VERB
bracis-19072	161	29	the	the	DET
bracis-19072	161	30	class	class	NOUN
bracis-19072	161	31	of	of	ADP
bracis-19072	161	32	each	each	DET
bracis-19072	161	33	object	object	NOUN
bracis-19072	161	34	(	(	PUNCT
bracis-19072	161	35	circumscribed	circumscribe	VERB
bracis-19072	161	36	in	in	ADP
bracis-19072	161	37	a	a	DET
bracis-19072	161	38	rectangle	rectangle	NOUN
bracis-19072	161	39	called	call	VERB
bracis-19072	161	40	the	the	DET
bracis-19072	161	41	bounding	bounding	NOUN
bracis-19072	161	42	box	box	NOUN
bracis-19072	161	43	)	)	PUNCT
bracis-19072	161	44	.	.	PUNCT
bracis-19072	162	1	we	we	PRON
bracis-19072	162	2	consider	consider	VERB
bracis-19072	162	3	four	four	NUM
bracis-19072	162	4	metrics	metric	NOUN
bracis-19072	162	5	to	to	PART
bracis-19072	162	6	evaluate	evaluate	VERB
bracis-19072	162	7	the	the	DET
bracis-19072	162	8	classification	classification	NOUN
bracis-19072	162	9	results	result	NOUN
bracis-19072	162	10	:	:	PUNCT
bracis-19072	162	11	precision	precision	NOUN
bracis-19072	162	12	,	,	PUNCT
bracis-19072	162	13	recall	recall	NOUN
bracis-19072	162	14	,	,	PUNCT
bracis-19072	162	15	f	f	X
bracis-19072	162	16	-	-	PUNCT
bracis-19072	162	17	score	score	NOUN
bracis-19072	162	18	,	,	PUNCT
bracis-19072	162	19	and	and	CCONJ
bracis-19072	162	20	accuracy	accuracy	NOUN
bracis-19072	162	21	;	;	PUNCT
bracis-19072	162	22	and	and	CCONJ
bracis-19072	162	23	three	three	NUM
bracis-19072	162	24	metrics	metric	NOUN
bracis-19072	162	25	to	to	PART
bracis-19072	162	26	evaluate	evaluate	VERB
bracis-19072	162	27	the	the	DET
bracis-19072	162	28	detection	detection	NOUN
bracis-19072	162	29	results	result	NOUN
bracis-19072	162	30	:	:	PUNCT
bracis-19072	162	31	mean	mean	VERB
bracis-19072	162	32	absolute	absolute	ADJ
bracis-19072	162	33	error	error	NOUN
bracis-19072	162	34	(	(	PUNCT
bracis-19072	162	35	mae	mae	PROPN
bracis-19072	162	36	)	)	PUNCT
bracis-19072	162	37	,	,	PUNCT
bracis-19072	162	38	root	root	NOUN
bracis-19072	162	39	mean	mean	VERB
bracis-19072	162	40	square	square	ADJ
bracis-19072	162	41	error	error	NOUN
bracis-19072	162	42	(	(	PUNCT
bracis-19072	162	43	rmse	rmse	NOUN
bracis-19072	162	44	)	)	PUNCT
bracis-19072	162	45	,	,	PUNCT
bracis-19072	162	46	and	and	CCONJ
bracis-19072	162	47	coefficient	coefficient	NOUN
bracis-19072	162	48	of	of	ADP
bracis-19072	162	49	determination	determination	NOUN
bracis-19072	162	50	(	(	PUNCT
bracis-19072	162	51	r\(^2\	r\(^2\	NOUN
bracis-19072	162	52	)	)	PUNCT
bracis-19072	162	53	)	)	PUNCT
bracis-19072	162	54	.	.	PUNCT
bracis-19072	163	1	we	we	PRON
bracis-19072	163	2	have	have	AUX
bracis-19072	163	3	calculated	calculate	VERB
bracis-19072	163	4	the	the	DET
bracis-19072	163	5	average	average	ADJ
bracis-19072	163	6	results	result	NOUN
bracis-19072	163	7	of	of	ADP
bracis-19072	163	8	the	the	DET
bracis-19072	163	9	evaluation	evaluation	NOUN
bracis-19072	163	10	metrics	metric	NOUN
bracis-19072	163	11	for	for	ADP
bracis-19072	163	12	the	the	DET
bracis-19072	163	13	model	model	NOUN
bracis-19072	163	14	studied	study	VERB
bracis-19072	163	15	and	and	CCONJ
bracis-19072	163	16	the	the	DET
bracis-19072	163	17	standard	standard	ADJ
bracis-19072	163	18	deviation	deviation	NOUN
bracis-19072	163	19	.	.	PUNCT
bracis-19072	164	1	we	we	PRON
bracis-19072	164	2	used	use	VERB
bracis-19072	164	3	the	the	DET
bracis-19072	164	4	anova	anova	PROPN
bracis-19072	164	5	hypothesis	hypothesis	NOUN
bracis-19072	164	6	test	test	NOUN
bracis-19072	164	7	to	to	PART
bracis-19072	164	8	determine	determine	VERB
bracis-19072	164	9	statistical	statistical	ADJ
bracis-19072	164	10	significance	significance	NOUN
bracis-19072	164	11	in	in	ADP
bracis-19072	164	12	the	the	DET
bracis-19072	164	13	average	average	ADJ
bracis-19072	164	14	performance	performance	NOUN
bracis-19072	164	15	between	between	ADP
bracis-19072	164	16	groups	group	NOUN
bracis-19072	164	17	with	with	ADP
bracis-19072	164	18	different	different	ADJ
bracis-19072	164	19	batch	batch	NOUN
bracis-19072	164	20	sizes	size	NOUN
bracis-19072	164	21	.	.	PUNCT
bracis-19072	165	1	we	we	PRON
bracis-19072	165	2	report	report	VERB
bracis-19072	165	3	the	the	DET
bracis-19072	165	4	p	p	NOUN
bracis-19072	165	5	-	-	PUNCT
bracis-19072	165	6	value	value	NOUN
bracis-19072	165	7	found	find	VERB
bracis-19072	165	8	for	for	ADP
bracis-19072	165	9	each	each	DET
bracis-19072	165	10	metric	metric	NOUN
bracis-19072	165	11	,	,	PUNCT
bracis-19072	165	12	and	and	CCONJ
bracis-19072	165	13	the	the	DET
bracis-19072	165	14	significance	significance	NOUN
bracis-19072	165	15	level	level	NOUN
bracis-19072	165	16	was	be	AUX
bracis-19072	165	17	set	set	VERB
bracis-19072	165	18	at	at	ADP
bracis-19072	165	19	5	5	NUM
bracis-19072	165	20	%	%	NOUN
bracis-19072	165	21	.	.	PUNCT
bracis-19072	166	1	in	in	ADP
bracis-19072	166	2	our	our	PRON
bracis-19072	166	3	experiments	experiment	NOUN
bracis-19072	166	4	,	,	PUNCT
bracis-19072	166	5	we	we	PRON
bracis-19072	166	6	used	use	VERB
bracis-19072	166	7	the	the	DET
bracis-19072	166	8	open	open	ADJ
bracis-19072	166	9	-	-	PUNCT
bracis-19072	166	10	source	source	NOUN
bracis-19072	166	11	implementation	implementation	NOUN
bracis-19072	166	12	of	of	ADP
bracis-19072	166	13	the	the	DET
bracis-19072	166	14	yolov3	yolov3	PROPN
bracis-19072	167	1	[	[	X
bracis-19072	167	2	9	9	NUM
bracis-19072	167	3	]	]	PUNCT
bracis-19072	167	4	recognized	recognize	VERB
bracis-19072	167	5	by	by	ADP
bracis-19072	167	6	the	the	DET
bracis-19072	167	7	imagenet	imagenet	NOUN
bracis-19072	167	8	competition	competition	NOUN
bracis-19072	167	9	[	[	X
bracis-19072	167	10	24	24	NUM
bracis-19072	167	11	]	]	PUNCT
bracis-19072	167	12	.	.	PUNCT
bracis-19072	168	1	the	the	DET
bracis-19072	168	2	following	follow	VERB
bracis-19072	168	3	input	input	NOUN
bracis-19072	168	4	parameters	parameter	NOUN
bracis-19072	168	5	were	be	AUX
bracis-19072	168	6	used	use	VERB
bracis-19072	168	7	:	:	PUNCT
bracis-19072	168	8	input	input	NOUN
bracis-19072	168	9	image	image	NOUN
bracis-19072	168	10	width	width	NOUN
bracis-19072	168	11	and	and	CCONJ
bracis-19072	168	12	height	height	NOUN
bracis-19072	168	13	set	set	VERB
bracis-19072	168	14	to	to	ADP
bracis-19072	168	15	608	608	NUM
bracis-19072	168	16	 	 	SPACE
bracis-19072	168	17	\(\times	\(\time	NOUN
bracis-19072	168	18	\	\	NOUN
bracis-19072	168	19	)	)	PUNCT
bracis-19072	168	20	 	 	SPACE
bracis-19072	168	21	800	800	NUM
bracis-19072	168	22	pixels	pixel	NOUN
bracis-19072	168	23	,	,	PUNCT
bracis-19072	168	24	batch	batch	NOUN
bracis-19072	168	25	size	size	NOUN
bracis-19072	168	26	by	by	ADP
bracis-19072	168	27	4	4	NUM
bracis-19072	168	28	,	,	PUNCT
bracis-19072	168	29	16	16	NUM
bracis-19072	168	30	,	,	PUNCT
bracis-19072	168	31	32	32	NUM
bracis-19072	168	32	samples	sample	NOUN
bracis-19072	168	33	,	,	PUNCT
bracis-19072	168	34	and	and	CCONJ
bracis-19072	168	35	training	training	NOUN
bracis-19072	168	36	with	with	ADP
bracis-19072	168	37	24,000	24,000	NUM
bracis-19072	168	38	iterations	iteration	NOUN
bracis-19072	168	39	.	.	PUNCT
bracis-19072	169	1	we	we	PRON
bracis-19072	169	2	also	also	ADV
bracis-19072	169	3	used	use	VERB
bracis-19072	169	4	the	the	DET
bracis-19072	169	5	sgd	sgd	PROPN
bracis-19072	169	6	optimizer	optimizer	NOUN
bracis-19072	169	7	[	[	X
bracis-19072	169	8	25	25	NUM
bracis-19072	169	9	]	]	PUNCT
bracis-19072	169	10	with	with	ADP
bracis-19072	169	11	a	a	DET
bracis-19072	169	12	learning	learn	VERB
bracis-19072	169	13	rate	rate	NOUN
bracis-19072	169	14	set	set	VERB
bracis-19072	169	15	at	at	ADP
bracis-19072	169	16	0.001	0.001	NUM
bracis-19072	169	17	and	and	CCONJ
bracis-19072	169	18	momentum	momentum	NOUN
bracis-19072	169	19	at	at	ADP
bracis-19072	169	20	0.9	0.9	NUM
bracis-19072	169	21	.	.	PUNCT
bracis-19072	170	1	we	we	PRON
bracis-19072	170	2	employed	employ	VERB
bracis-19072	170	3	the	the	DET
bracis-19072	170	4	data	datum	NOUN
bracis-19072	170	5	augmentation	augmentation	NOUN
bracis-19072	170	6	technique	technique	NOUN
bracis-19072	170	7	to	to	PART
bracis-19072	170	8	supplement	supplement	VERB
bracis-19072	170	9	the	the	DET
bracis-19072	170	10	training	training	NOUN
bracis-19072	170	11	data	datum	NOUN
bracis-19072	170	12	by	by	ADP
bracis-19072	170	13	applying	apply	VERB
bracis-19072	170	14	the	the	DET
bracis-19072	170	15	random	random	ADJ
bracis-19072	170	16	rotation	rotation	NOUN
bracis-19072	170	17	operations	operation	NOUN
bracis-19072	170	18	between	between	ADP
bracis-19072	170	19	0\(^{\circ	0\(^{\circ	NOUN
bracis-19072	170	20	}	}	PUNCT
bracis-19072	170	21	\	\	NOUN
bracis-19072	170	22	)	)	PUNCT
bracis-19072	170	23	and	and	CCONJ
bracis-19072	170	24	90\(^{\circ	90\(^{\circ	NUM
bracis-19072	170	25	}	}	PUNCT
bracis-19072	170	26	\	\	ADJ
bracis-19072	170	27	)	)	PUNCT
bracis-19072	170	28	clockwise	clockwise	NOUN
bracis-19072	170	29	/	/	SYM
bracis-19072	170	30	anticlockwise	anticlockwise	NOUN
bracis-19072	170	31	and	and	CCONJ
bracis-19072	170	32	changing	change	VERB
bracis-19072	170	33	image	image	NOUN
bracis-19072	170	34	brightness	brightness	NOUN
bracis-19072	170	35	from	from	ADP
bracis-19072	170	36	–	–	PUNCT
bracis-19072	170	37	10	10	NUM
bracis-19072	170	38	%	%	NOUN
bracis-19072	170	39	to	to	PART
bracis-19072	170	40	10	10	NUM
bracis-19072	170	41	%	%	NOUN
bracis-19072	170	42	.	.	PUNCT
bracis-19072	171	1	this	this	DET
bracis-19072	171	2	procedure	procedure	NOUN
bracis-19072	171	3	aims	aim	VERB
bracis-19072	171	4	to	to	PART
bracis-19072	171	5	enhance	enhance	VERB
bracis-19072	171	6	rotation	rotation	NOUN
bracis-19072	171	7	invariance	invariance	NOUN
bracis-19072	171	8	and	and	CCONJ
bracis-19072	171	9	illumination	illumination	NOUN
bracis-19072	171	10	invariance	invariance	NOUN
bracis-19072	171	11	during	during	ADP
bracis-19072	171	12	detection	detection	NOUN
bracis-19072	171	13	.	.	PUNCT
bracis-19072	172	1	we	we	PRON
bracis-19072	172	2	used	use	VERB
bracis-19072	172	3	colab	colab	PROPN
bracis-19072	172	4	,	,	PUNCT
bracis-19072	172	5	a	a	DET
bracis-19072	172	6	google	google	PROPN
bracis-19072	172	7	research	research	NOUN
bracis-19072	172	8	service	service	NOUN
bracis-19072	172	9	that	that	PRON
bracis-19072	172	10	allows	allow	VERB
bracis-19072	172	11	writing	write	VERB
bracis-19072	172	12	code	code	NOUN
bracis-19072	172	13	through	through	ADP
bracis-19072	172	14	a	a	DET
bracis-19072	172	15	browser	browser	NOUN
bracis-19072	172	16	while	while	SCONJ
bracis-19072	172	17	providing	provide	VERB
bracis-19072	172	18	free	free	ADJ
bracis-19072	172	19	gpu	gpu	NOUN
bracis-19072	172	20	resources	resource	NOUN
bracis-19072	172	21	in	in	ADP
bracis-19072	172	22	all	all	PRON
bracis-19072	172	23	of	of	ADP
bracis-19072	172	24	our	our	PRON
bracis-19072	172	25	experiments	experiment	NOUN
bracis-19072	172	26	.	.	PUNCT
bracis-19072	173	1	we	we	PRON
bracis-19072	173	2	use	use	VERB
bracis-19072	173	3	the	the	DET
bracis-19072	173	4	google	google	PROPN
bracis-19072	173	5	colab	colab	PROPN
bracis-19072	173	6	pro	pro	X
bracis-19072	173	7	version	version	NOUN
bracis-19072	173	8	for	for	ADP
bracis-19072	173	9	our	our	PRON
bracis-19072	173	10	work	work	NOUN
bracis-19072	173	11	,	,	PUNCT
bracis-19072	173	12	which	which	PRON
bracis-19072	173	13	provides	provide	VERB
bracis-19072	173	14	priority	priority	NOUN
bracis-19072	173	15	access	access	NOUN
bracis-19072	173	16	to	to	ADP
bracis-19072	173	17	more	more	ADV
bracis-19072	173	18	powerful	powerful	ADJ
bracis-19072	173	19	gpu	gpu	NOUN
bracis-19072	173	20	resources	resource	NOUN
bracis-19072	173	21	and	and	CCONJ
bracis-19072	173	22	high	high	ADJ
bracis-19072	173	23	-	-	PUNCT
bracis-19072	173	24	memory	memory	NOUN
bracis-19072	173	25	virtual	virtual	ADJ
bracis-19072	173	26	machines	machine	NOUN
bracis-19072	173	27	over	over	ADP
bracis-19072	173	28	the	the	DET
bracis-19072	173	29	free	free	ADJ
bracis-19072	173	30	colab	colab	PROPN
bracis-19072	173	31	.	.	PUNCT
bracis-19072	174	1	additionally	additionally	ADV
bracis-19072	174	2	,	,	PUNCT
bracis-19072	174	3	the	the	DET
bracis-19072	174	4	lifecycle	lifecycle	NOUN
bracis-19072	174	5	of	of	ADP
bracis-19072	174	6	virtual	virtual	ADJ
bracis-19072	174	7	machines	machine	NOUN
bracis-19072	174	8	is	be	AUX
bracis-19072	174	9	increased	increase	VERB
bracis-19072	174	10	from	from	ADP
bracis-19072	174	11	12	12	NUM
bracis-19072	174	12	to	to	PART
bracis-19072	174	13	24	24	NUM
bracis-19072	174	14	 	 	SPACE
bracis-19072	174	15	h.	h.	NOUN
bracis-19072	174	16	3.4	3.4	NUM
bracis-19072	174	17	evaluation	evaluation	NOUN
bracis-19072	174	18	metrics	metric	NOUN
bracis-19072	174	19	to	to	PART
bracis-19072	174	20	evaluate	evaluate	VERB
bracis-19072	174	21	the	the	DET
bracis-19072	174	22	classification	classification	NOUN
bracis-19072	174	23	results	result	NOUN
bracis-19072	174	24	,	,	PUNCT
bracis-19072	174	25	we	we	PRON
bracis-19072	174	26	use	use	VERB
bracis-19072	174	27	four	four	NUM
bracis-19072	174	28	metrics	metric	NOUN
bracis-19072	174	29	:	:	PUNCT
bracis-19072	174	30	accuracy	accuracy	NOUN
bracis-19072	174	31	eq	eq	ADP
bracis-19072	174	32	.	.	PUNCT
bracis-19072	175	1	(	(	PUNCT
bracis-19072	175	2	1	1	NUM
bracis-19072	175	3	)	)	PUNCT
bracis-19072	175	4	,	,	PUNCT
bracis-19072	175	5	precision	precision	NOUN
bracis-19072	175	6	eq	eq	ADJ
bracis-19072	175	7	.	.	PUNCT
bracis-19072	176	1	(	(	PUNCT
bracis-19072	176	2	2	2	NUM
bracis-19072	176	3	)	)	PUNCT
bracis-19072	176	4	,	,	PUNCT
bracis-19072	176	5	recall	recall	VERB
bracis-19072	176	6	eq	eq	ADP
bracis-19072	176	7	.	.	PUNCT
bracis-19072	177	1	(	(	PUNCT
bracis-19072	177	2	3	3	NUM
bracis-19072	177	3	)	)	PUNCT
bracis-19072	177	4	and	and	CCONJ
bracis-19072	177	5	f	f	X
bracis-19072	177	6	-	-	PUNCT
bracis-19072	177	7	score	score	NOUN
bracis-19072	177	8	eq	eq	ADP
bracis-19072	177	9	.	.	PUNCT
bracis-19072	178	1	(	(	PUNCT
bracis-19072	178	2	4	4	NUM
bracis-19072	178	3	)	)	PUNCT
bracis-19072	178	4	.	.	PUNCT
bracis-19072	179	1	we	we	PRON
bracis-19072	179	2	account	account	VERB
bracis-19072	179	3	for	for	ADP
bracis-19072	179	4	true	true	ADJ
bracis-19072	179	5	positive	positive	ADJ
bracis-19072	179	6	(	(	PUNCT
bracis-19072	179	7	tp	tp	NOUN
bracis-19072	179	8	)	)	PUNCT
bracis-19072	179	9	when	when	SCONJ
bracis-19072	179	10	the	the	DET
bracis-19072	179	11	insect	insect	NOUN
bracis-19072	179	12	is	be	AUX
bracis-19072	179	13	detected	detect	VERB
bracis-19072	179	14	in	in	ADP
bracis-19072	179	15	the	the	DET
bracis-19072	179	16	correct	correct	ADJ
bracis-19072	179	17	class	class	NOUN
bracis-19072	179	18	with	with	ADP
bracis-19072	179	19	a	a	DET
bracis-19072	179	20	detection	detection	NOUN
bracis-19072	179	21	score	score	NOUN
bracis-19072	179	22	\(\ge	\(\ge	PROPN
bracis-19072	179	23	\	\	NOUN
bracis-19072	179	24	)	)	PUNCT
bracis-19072	179	25	0.3	0.3	NUM
bracis-19072	179	26	;	;	PUNCT
bracis-19072	179	27	and	and	CCONJ
bracis-19072	179	28	false	false	ADJ
bracis-19072	179	29	positive	positive	ADJ
bracis-19072	179	30	(	(	PUNCT
bracis-19072	179	31	fp	fp	NOUN
bracis-19072	179	32	)	)	PUNCT
bracis-19072	179	33	when	when	SCONJ
bracis-19072	179	34	some	some	DET
bracis-19072	179	35	object	object	NOUN
bracis-19072	179	36	that	that	PRON
bracis-19072	179	37	is	be	AUX
bracis-19072	179	38	not	not	PART
bracis-19072	179	39	of	of	ADP
bracis-19072	179	40	interest	interest	NOUN
bracis-19072	179	41	(	(	PUNCT
bracis-19072	179	42	leaves	leave	NOUN
bracis-19072	179	43	or	or	CCONJ
bracis-19072	179	44	background	background	NOUN
bracis-19072	179	45	)	)	PUNCT
bracis-19072	179	46	is	be	AUX
bracis-19072	179	47	identified	identify	VERB
bracis-19072	179	48	as	as	ADP
bracis-19072	179	49	an	an	DET
bracis-19072	179	50	insect	insect	NOUN
bracis-19072	179	51	.	.	PUNCT
bracis-19072	180	1	in	in	ADP
bracis-19072	180	2	cases	case	NOUN
bracis-19072	180	3	where	where	SCONJ
bracis-19072	180	4	the	the	DET
bracis-19072	180	5	insect	insect	NOUN
bracis-19072	180	6	was	be	AUX
bracis-19072	180	7	not	not	PART
bracis-19072	180	8	detected	detect	VERB
bracis-19072	180	9	or	or	CCONJ
bracis-19072	180	10	was	be	AUX
bracis-19072	180	11	detected	detect	VERB
bracis-19072	180	12	in	in	ADP
bracis-19072	180	13	the	the	DET
bracis-19072	180	14	incorrect	incorrect	ADJ
bracis-19072	180	15	class	class	NOUN
bracis-19072	180	16	,	,	PUNCT
bracis-19072	180	17	we	we	PRON
bracis-19072	180	18	say	say	VERB
bracis-19072	180	19	it	it	PRON
bracis-19072	180	20	is	be	AUX
bracis-19072	180	21	a	a	DET
bracis-19072	180	22	false	false	ADJ
bracis-19072	180	23	-	-	PUNCT
bracis-19072	180	24	negative	negative	ADJ
bracis-19072	180	25	(	(	PUNCT
bracis-19072	180	26	fn	fn	NOUN
bracis-19072	180	27	)	)	PUNCT
bracis-19072	180	28	.	.	PUNCT
bracis-19072	181	1	a	a	DET
bracis-19072	181	2	true	true	ADJ
bracis-19072	181	3	negative	negative	ADJ
bracis-19072	181	4	(	(	PUNCT
bracis-19072	181	5	tn	tn	NOUN
bracis-19072	181	6	)	)	PUNCT
bracis-19072	181	7	occurs	occur	VERB
bracis-19072	181	8	when	when	SCONJ
bracis-19072	181	9	the	the	DET
bracis-19072	181	10	network	network	NOUN
bracis-19072	181	11	does	do	AUX
bracis-19072	181	12	not	not	PART
bracis-19072	181	13	detect	detect	VERB
bracis-19072	181	14	any	any	DET
bracis-19072	181	15	insect	insect	NOUN
bracis-19072	181	16	in	in	ADP
bracis-19072	181	17	the	the	DET
bracis-19072	181	18	image	image	NOUN
bracis-19072	181	19	where	where	SCONJ
bracis-19072	181	20	there	there	PRON
bracis-19072	181	21	is	be	VERB
bracis-19072	181	22	no	no	DET
bracis-19072	181	23	insect	insect	NOUN
bracis-19072	181	24	.	.	PUNCT
bracis-19072	182	1	since	since	SCONJ
bracis-19072	182	2	all	all	DET
bracis-19072	182	3	images	image	NOUN
bracis-19072	182	4	have	have	VERB
bracis-19072	182	5	at	at	ADV
bracis-19072	182	6	least	least	ADV
bracis-19072	182	7	one	one	NUM
bracis-19072	182	8	insect	insect	NOUN
bracis-19072	182	9	,	,	PUNCT
bracis-19072	182	10	we	we	PRON
bracis-19072	182	11	have	have	VERB
bracis-19072	182	12	no	no	DET
bracis-19072	182	13	true	true	ADJ
bracis-19072	182	14	negative	negative	ADJ
bracis-19072	182	15	case	case	NOUN
bracis-19072	182	16	in	in	ADP
bracis-19072	182	17	our	our	PRON
bracis-19072	182	18	dataset	dataset	NOUN
bracis-19072	182	19	.	.	PUNCT
bracis-19072	183	1	$	$	SYM
bracis-19072	183	2	$	$	SYM
bracis-19072	183	3	\begin{aligned	\begin{aligne	VERB
bracis-19072	183	4	}	}	PUNCT
bracis-19072	183	5	accuracy	accuracy	NOUN
bracis-19072	183	6	=	=	NOUN
bracis-19072	184	1	\frac{tp	\frac{tp	ADV
bracis-19072	184	2	+	+	NUM
bracis-19072	184	3	tn}{tp	tn}{tp	X
bracis-19072	185	1	+	+	SYM
bracis-19072	185	2	fp	fp	PROPN
bracis-19072	185	3	+	+	NUM
bracis-19072	185	4	fn	fn	PROPN
bracis-19072	185	5	+	+	NUM
bracis-19072	185	6	tn	tn	NOUN
bracis-19072	185	7	}	}	PUNCT
bracis-19072	185	8	\end{aligned}$$	\end{aligned}$$	X
bracis-19072	185	9	(	(	PUNCT
bracis-19072	185	10	1	1	NUM
bracis-19072	185	11	)	)	PUNCT
bracis-19072	185	12	$	$	SYM
bracis-19072	185	13	$	$	SYM
bracis-19072	185	14	\begin{aligned	\begin{aligne	VERB
bracis-19072	185	15	}	}	PUNCT
bracis-19072	185	16	precision	precision	NOUN
bracis-19072	185	17	=	=	SYM
bracis-19072	185	18	\frac{tp}{tp	\frac{tp}{tp	PROPN
bracis-19072	185	19	+	+	NUM
bracis-19072	185	20	fp	fp	X
bracis-19072	185	21	}	}	PUNCT
bracis-19072	185	22	\end{aligned}$$	\end{aligned}$$	X
bracis-19072	185	23	(	(	PUNCT
bracis-19072	185	24	2	2	NUM
bracis-19072	185	25	)	)	PUNCT
bracis-19072	185	26	$	$	SYM
bracis-19072	185	27	$	$	SYM
bracis-19072	185	28	\begin{aligned	\begin{aligne	VERB
bracis-19072	185	29	}	}	PUNCT
bracis-19072	185	30	recall	recall	NOUN
bracis-19072	185	31	=	=	NOUN
bracis-19072	185	32	\frac{tp}{tp	\frac{tp}{tp	PROPN
bracis-19072	186	1	+	+	PUNCT
bracis-19072	186	2	fn	fn	X
bracis-19072	186	3	}	}	PUNCT
bracis-19072	186	4	\end{aligned}$$	\end{aligned}$$	X
bracis-19072	186	5	(	(	PUNCT
bracis-19072	186	6	3	3	NUM
bracis-19072	186	7	)	)	PUNCT
bracis-19072	186	8	$	$	SYM
bracis-19072	186	9	$	$	SYM
bracis-19072	186	10	\begin{aligned	\begin{aligne	VERB
bracis-19072	186	11	}	}	PUNCT
bracis-19072	186	12	f	f	ADJ
bracis-19072	186	13	-	-	PUNCT
bracis-19072	186	14	score	score	NOUN
bracis-19072	186	15	=	=	NOUN
bracis-19072	186	16	\frac{2*(recall*precision)}{(recall+precision	\frac{2*(recall*precision)}{(recall+precision	NOUN
bracis-19072	186	17	)	)	PUNCT
bracis-19072	186	18	}	}	PUNCT
bracis-19072	186	19	\end{aligned}$$	\end{aligned}$$	X
bracis-19072	186	20	(	(	PUNCT
bracis-19072	186	21	4	4	X
bracis-19072	186	22	)	)	PUNCT
bracis-19072	186	23	furthermore	furthermore	ADV
bracis-19072	186	24	,	,	PUNCT
bracis-19072	186	25	we	we	PRON
bracis-19072	186	26	consider	consider	VERB
bracis-19072	186	27	three	three	NUM
bracis-19072	186	28	metrics	metric	NOUN
bracis-19072	186	29	to	to	PART
bracis-19072	186	30	evaluate	evaluate	VERB
bracis-19072	186	31	the	the	DET
bracis-19072	186	32	detection	detection	NOUN
bracis-19072	186	33	results	result	NOUN
bracis-19072	186	34	:	:	PUNCT
bracis-19072	186	35	mean	mean	VERB
bracis-19072	186	36	absolute	absolute	ADJ
bracis-19072	186	37	error	error	NOUN
bracis-19072	186	38	(	(	PUNCT
bracis-19072	186	39	mae	mae	PROPN
bracis-19072	186	40	)	)	PUNCT
bracis-19072	186	41	eq	eq	NOUN
bracis-19072	186	42	.	.	PUNCT
bracis-19072	187	1	(	(	PUNCT
bracis-19072	187	2	5	5	NUM
bracis-19072	187	3	)	)	PUNCT
bracis-19072	187	4	,	,	PUNCT
bracis-19072	187	5	root	root	NOUN
bracis-19072	187	6	mean	mean	VERB
bracis-19072	187	7	square	square	ADJ
bracis-19072	187	8	error	error	NOUN
bracis-19072	187	9	(	(	PUNCT
bracis-19072	187	10	rmse	rmse	NOUN
bracis-19072	187	11	)	)	PUNCT
bracis-19072	187	12	eq	eq	NOUN
bracis-19072	187	13	.	.	PUNCT
bracis-19072	188	1	(	(	PUNCT
bracis-19072	188	2	6	6	NUM
bracis-19072	188	3	)	)	PUNCT
bracis-19072	188	4	and	and	CCONJ
bracis-19072	188	5	coefficient	coefficient	NOUN
bracis-19072	188	6	of	of	ADP
bracis-19072	188	7	determination	determination	NOUN
bracis-19072	188	8	(	(	PUNCT
bracis-19072	188	9	r\(^2\	r\(^2\	NOUN
bracis-19072	188	10	)	)	PUNCT
bracis-19072	188	11	)	)	PUNCT
bracis-19072	189	1	eq	eq	ADP
bracis-19072	189	2	.	.	PUNCT
bracis-19072	190	1	(	(	PUNCT
bracis-19072	190	2	7	7	NUM
bracis-19072	190	3	)	)	PUNCT
bracis-19072	190	4	.	.	PUNCT
bracis-19072	191	1	$	$	SYM
bracis-19072	191	2	$	$	SYM
bracis-19072	191	3	\begin{aligned	\begin{aligne	VERB
bracis-19072	191	4	}	}	PUNCT
bracis-19072	191	5	mae	mae	PROPN
bracis-19072	191	6	=	=	NOUN
bracis-19072	191	7	\frac{1}{n}\sum	\frac{1}{n}\sum	NOUN
bracis-19072	191	8	_	_	PUNCT
bracis-19072	191	9	{	{	PUNCT
bracis-19072	191	10	i=1}^{n}\left|	i=1}^{n}\left|	NOUN
bracis-19072	191	11	y_{i	y_{i	PROPN
bracis-19072	191	12	}	}	PUNCT
bracis-19072	191	13	\hat{y}_{i	\hat{y}_{i	VERB
bracis-19072	191	14	}	}	PUNCT
bracis-19072	191	15	\right|	\right|	PROPN
bracis-19072	191	16	\end{aligned}$$	\end{aligned}$$	X
bracis-19072	191	17	(	(	PUNCT
bracis-19072	191	18	5	5	NUM
bracis-19072	191	19	)	)	PUNCT
bracis-19072	191	20	$	$	SYM
bracis-19072	191	21	$	$	SYM
bracis-19072	191	22	\begin{aligned	\begin{aligne	VERB
bracis-19072	191	23	}	}	PUNCT
bracis-19072	191	24	rmse	rmse	NOUN
bracis-19072	192	1	=	=	X
bracis-19072	192	2	\sqrt{\frac{1}{n}\sum	\sqrt{\frac{1}{n}\sum	VERB
bracis-19072	192	3	_	_	X
bracis-19072	192	4	{	{	PUNCT
bracis-19072	192	5	i=1}^{n}\left	i=1}^{n}\left	PROPN
bracis-19072	192	6	(	(	PUNCT
bracis-19072	192	7	y_{i	y_{i	NOUN
bracis-19072	192	8	}	}	PUNCT
bracis-19072	192	9	\hat{y}_{i	\hat{y}_{i	VERB
bracis-19072	192	10	}	}	PUNCT
bracis-19072	192	11	\right	\right	PROPN
bracis-19072	192	12	)	)	PUNCT
bracis-19072	192	13	^2	^2	ADP
bracis-19072	192	14	}	}	PUNCT
bracis-19072	192	15	\end{aligned}$$	\end{aligned}$$	X
bracis-19072	192	16	(	(	PUNCT
bracis-19072	192	17	6	6	NUM
bracis-19072	192	18	)	)	PUNCT
bracis-19072	192	19	$	$	SYM
bracis-19072	192	20	$	$	SYM
bracis-19072	192	21	\begin{aligned	\begin{aligne	VERB
bracis-19072	192	22	}	}	PUNCT
bracis-19072	192	23	r^2	r^2	X
bracis-19072	192	24	=	=	PUNCT
bracis-19072	192	25	1-\frac{\sum	1-\frac{\sum	NUM
bracis-19072	193	1	_	_	PRON
bracis-19072	193	2	{	{	PUNCT
bracis-19072	193	3	i=1}^{n	i=1}^{n	ADV
bracis-19072	193	4	}	}	PUNCT
bracis-19072	193	5	(	(	PUNCT
bracis-19072	193	6	y_{i	y_{i	NOUN
bracis-19072	193	7	}	}	PUNCT
bracis-19072	193	8	\hat{y}_{i})^2}{\sum	\hat{y}_{i})^2}{\sum	NOUN
bracis-19072	194	1	_	_	PUNCT
bracis-19072	194	2	{	{	PUNCT
bracis-19072	194	3	i=1}^{n	i=1}^{n	ADV
bracis-19072	194	4	}	}	PUNCT
bracis-19072	194	5	(	(	PUNCT
bracis-19072	194	6	y_{i	y_{i	NOUN
bracis-19072	194	7	}	}	PUNCT
bracis-19072	194	8	\bar{y	\bar{y	PROPN
bracis-19072	194	9	}	}	PUNCT
bracis-19072	194	10	)	)	PUNCT
bracis-19072	194	11	^2	^2	ADP
bracis-19072	194	12	}	}	PUNCT
bracis-19072	194	13	\end{aligned}$$	\end{aligned}$$	X
bracis-19072	194	14	(	(	PUNCT
bracis-19072	194	15	7	7	NUM
bracis-19072	194	16	)	)	PUNCT
bracis-19072	194	17	where	where	SCONJ
bracis-19072	194	18	\(y_{i}\	\(y_{i}\	NOUN
bracis-19072	194	19	)	)	PUNCT
bracis-19072	194	20	is	be	AUX
bracis-19072	194	21	the	the	DET
bracis-19072	194	22	observed	observe	VERB
bracis-19072	194	23	value	value	NOUN
bracis-19072	194	24	,	,	PUNCT
bracis-19072	194	25	\(\hat{y}_{i}\	\(\hat{y}_{i}\	X
bracis-19072	194	26	)	)	PUNCT
bracis-19072	194	27	is	be	AUX
bracis-19072	194	28	the	the	DET
bracis-19072	194	29	predicted	predict	VERB
bracis-19072	194	30	value	value	NOUN
bracis-19072	194	31	,	,	PUNCT
bracis-19072	194	32	\(\bar{y}\	\(\bar{y}\	PROPN
bracis-19072	194	33	)	)	PUNCT
bracis-19072	194	34	is	be	AUX
bracis-19072	194	35	the	the	DET
bracis-19072	194	36	mean	mean	NOUN
bracis-19072	194	37	of	of	ADP
bracis-19072	194	38	the	the	DET
bracis-19072	194	39	observation	observation	NOUN
bracis-19072	194	40	,	,	PUNCT
bracis-19072	194	41	and	and	CCONJ
bracis-19072	194	42	n	n	PRON
bracis-19072	194	43	is	be	AUX
bracis-19072	194	44	the	the	DET
bracis-19072	194	45	number	number	NOUN
bracis-19072	194	46	of	of	ADP
bracis-19072	194	47	observations	observation	NOUN
bracis-19072	194	48	.	.	PUNCT
bracis-19072	195	1	4	4	NUM
bracis-19072	195	2	results	result	NOUN
bracis-19072	195	3	and	and	CCONJ
bracis-19072	195	4	 	 	SPACE
bracis-19072	195	5	discussion	discussion	NOUN
bracis-19072	195	6	classification	classification	NOUN
bracis-19072	195	7	evaluation	evaluation	NOUN
bracis-19072	195	8	.	.	PUNCT
bracis-19072	196	1	the	the	DET
bracis-19072	196	2	classification	classification	NOUN
bracis-19072	196	3	results	result	NOUN
bracis-19072	196	4	obtained	obtain	VERB
bracis-19072	196	5	by	by	ADP
bracis-19072	196	6	yolov3	yolov3	PROPN
bracis-19072	196	7	for	for	ADP
bracis-19072	196	8	precision	precision	NOUN
bracis-19072	196	9	,	,	PUNCT
bracis-19072	196	10	recall	recall	NOUN
bracis-19072	196	11	,	,	PUNCT
bracis-19072	196	12	f	f	X
bracis-19072	196	13	-	-	PUNCT
bracis-19072	196	14	measure	measure	NOUN
bracis-19072	196	15	,	,	PUNCT
bracis-19072	196	16	and	and	CCONJ
bracis-19072	196	17	accuracy	accuracy	NOUN
bracis-19072	196	18	are	be	AUX
bracis-19072	196	19	presented	present	VERB
bracis-19072	196	20	in	in	ADP
bracis-19072	196	21	table	table	NOUN
bracis-19072	196	22	 	 	SPACE
bracis-19072	196	23	2	2	NUM
bracis-19072	196	24	.	.	PUNCT
bracis-19072	197	1	the	the	DET
bracis-19072	197	2	values	value	NOUN
bracis-19072	197	3	in	in	ADP
bracis-19072	197	4	percentages	percentage	NOUN
bracis-19072	197	5	represent	represent	VERB
bracis-19072	197	6	the	the	DET
bracis-19072	197	7	average	average	NOUN
bracis-19072	197	8	of	of	ADP
bracis-19072	197	9	the	the	DET
bracis-19072	197	10	five	five	NUM
bracis-19072	197	11	folds	fold	NOUN
bracis-19072	197	12	in	in	ADP
bracis-19072	197	13	the	the	DET
bracis-19072	197	14	test	test	NOUN
bracis-19072	197	15	set	set	NOUN
bracis-19072	197	16	.	.	PUNCT
bracis-19072	198	1	regarding	regard	VERB
bracis-19072	198	2	accuracy	accuracy	NOUN
bracis-19072	198	3	,	,	PUNCT
bracis-19072	198	4	the	the	DET
bracis-19072	198	5	experiment	experiment	NOUN
bracis-19072	198	6	with	with	ADP
bracis-19072	198	7	batch	batch	NOUN
bracis-19072	198	8	size	size	NOUN
bracis-19072	198	9	4	4	NUM
bracis-19072	198	10	obtained	obtain	VERB
bracis-19072	198	11	a	a	DET
bracis-19072	198	12	higher	high	ADJ
bracis-19072	198	13	result	result	NOUN
bracis-19072	198	14	than	than	ADP
bracis-19072	198	15	size	size	NOUN
bracis-19072	198	16	32	32	NUM
bracis-19072	198	17	,	,	PUNCT
bracis-19072	198	18	resulting	result	VERB
bracis-19072	198	19	in	in	ADP
bracis-19072	198	20	fewer	few	ADJ
bracis-19072	198	21	false	false	ADJ
bracis-19072	198	22	positives	positive	NOUN
bracis-19072	198	23	during	during	ADP
bracis-19072	198	24	detection	detection	NOUN
bracis-19072	198	25	.	.	PUNCT
bracis-19072	199	1	however	however	ADV
bracis-19072	199	2	,	,	PUNCT
bracis-19072	199	3	yolov3	yolov3	PROPN
bracis-19072	199	4	achieved	achieve	VERB
bracis-19072	199	5	the	the	DET
bracis-19072	199	6	best	good	ADJ
bracis-19072	199	7	results	result	NOUN
bracis-19072	199	8	with	with	ADP
bracis-19072	199	9	batch	batch	NOUN
bracis-19072	199	10	size	size	NOUN
bracis-19072	199	11	32	32	NUM
bracis-19072	199	12	for	for	ADP
bracis-19072	199	13	the	the	DET
bracis-19072	199	14	other	other	ADJ
bracis-19072	199	15	metrics	metric	NOUN
bracis-19072	199	16	,	,	PUNCT
bracis-19072	199	17	showing	show	VERB
bracis-19072	199	18	that	that	SCONJ
bracis-19072	199	19	the	the	DET
bracis-19072	199	20	proportion	proportion	NOUN
bracis-19072	199	21	of	of	ADP
bracis-19072	199	22	predicted	predict	VERB
bracis-19072	199	23	insects	insect	NOUN
bracis-19072	199	24	were	be	AUX
bracis-19072	199	25	true	true	ADJ
bracis-19072	199	26	-	-	PUNCT
bracis-19072	199	27	positives	positive	NOUN
bracis-19072	199	28	in	in	ADP
bracis-19072	199	29	most	most	ADJ
bracis-19072	199	30	cases	case	NOUN
bracis-19072	199	31	.	.	PUNCT
bracis-19072	200	1	note	note	VERB
bracis-19072	200	2	that	that	DET
bracis-19072	200	3	batch	batch	NOUN
bracis-19072	200	4	size	size	NOUN
bracis-19072	200	5	32	32	NUM
bracis-19072	200	6	results	result	NOUN
bracis-19072	200	7	in	in	ADP
bracis-19072	200	8	fewer	few	ADJ
bracis-19072	200	9	false	false	ADJ
bracis-19072	200	10	negatives	negative	NOUN
bracis-19072	200	11	than	than	ADP
bracis-19072	200	12	batch	batch	NOUN
bracis-19072	200	13	size	size	NOUN
bracis-19072	200	14	4	4	NUM
bracis-19072	200	15	and	and	CCONJ
bracis-19072	200	16	batch	batch	NOUN
bracis-19072	200	17	size	size	NOUN
bracis-19072	200	18	16	16	NUM
bracis-19072	200	19	.	.	PUNCT
bracis-19072	201	1	overall	overall	ADV
bracis-19072	201	2	,	,	PUNCT
bracis-19072	201	3	this	this	PRON
bracis-19072	201	4	is	be	AUX
bracis-19072	201	5	the	the	DET
bracis-19072	201	6	most	most	ADV
bracis-19072	201	7	critical	critical	ADJ
bracis-19072	201	8	measure	measure	NOUN
bracis-19072	201	9	for	for	ADP
bracis-19072	201	10	the	the	DET
bracis-19072	201	11	studied	study	VERB
bracis-19072	201	12	problem	problem	NOUN
bracis-19072	201	13	since	since	SCONJ
bracis-19072	201	14	its	its	PRON
bracis-19072	201	15	occurrence	occurrence	NOUN
bracis-19072	201	16	implies	imply	VERB
bracis-19072	201	17	the	the	DET
bracis-19072	201	18	lack	lack	NOUN
bracis-19072	201	19	of	of	ADP
bracis-19072	201	20	agricultural	agricultural	ADJ
bracis-19072	201	21	product	product	NOUN
bracis-19072	201	22	application	application	NOUN
bracis-19072	201	23	in	in	ADP
bracis-19072	201	24	an	an	DET
bracis-19072	201	25	area	area	NOUN
bracis-19072	201	26	with	with	ADP
bracis-19072	201	27	the	the	DET
bracis-19072	201	28	presence	presence	NOUN
bracis-19072	201	29	of	of	ADP
bracis-19072	201	30	pest	pest	NOUN
bracis-19072	201	31	insects	insect	NOUN
bracis-19072	201	32	.	.	PUNCT
bracis-19072	202	1	table	table	NOUN
bracis-19072	202	2	2	2	NUM
bracis-19072	202	3	.	.	PUNCT
bracis-19072	203	1	classification	classification	NOUN
bracis-19072	203	2	results	result	NOUN
bracis-19072	203	3	obtained	obtain	VERB
bracis-19072	203	4	by	by	ADP
bracis-19072	203	5	yolov3	yolov3	PROPN
bracis-19072	203	6	in	in	ADP
bracis-19072	203	7	average	average	ADJ
bracis-19072	203	8	percentage	percentage	NOUN
bracis-19072	203	9	on	on	ADP
bracis-19072	203	10	the	the	DET
bracis-19072	203	11	insect12c	insect12c	NOUN
bracis-19072	203	12	dataset.full	dataset.full	NOUN
bracis-19072	203	13	size	size	NOUN
bracis-19072	203	14	table	table	NOUN
bracis-19072	203	15	the	the	DET
bracis-19072	203	16	results	result	NOUN
bracis-19072	203	17	of	of	ADP
bracis-19072	203	18	the	the	DET
bracis-19072	203	19	anova	anova	PROPN
bracis-19072	203	20	test	test	NOUN
bracis-19072	203	21	indicate	indicate	VERB
bracis-19072	203	22	that	that	SCONJ
bracis-19072	203	23	there	there	PRON
bracis-19072	203	24	is	be	VERB
bracis-19072	203	25	evidence	evidence	NOUN
bracis-19072	203	26	of	of	ADP
bracis-19072	203	27	a	a	DET
bracis-19072	203	28	statistical	statistical	ADJ
bracis-19072	203	29	significance	significance	NOUN
bracis-19072	203	30	in	in	ADP
bracis-19072	203	31	mean	mean	ADJ
bracis-19072	203	32	performance	performance	NOUN
bracis-19072	203	33	between	between	ADP
bracis-19072	203	34	the	the	DET
bracis-19072	203	35	groups	group	NOUN
bracis-19072	203	36	of	of	ADP
bracis-19072	203	37	batch	batch	NOUN
bracis-19072	203	38	sizes	size	NOUN
bracis-19072	203	39	at	at	ADP
bracis-19072	203	40	a	a	DET
bracis-19072	203	41	significance	significance	NOUN
bracis-19072	203	42	level	level	NOUN
bracis-19072	203	43	of	of	ADP
bracis-19072	203	44	5	5	NUM
bracis-19072	203	45	%	%	NOUN
bracis-19072	203	46	,	,	PUNCT
bracis-19072	203	47	using	use	VERB
bracis-19072	203	48	the	the	DET
bracis-19072	203	49	precision	precision	NOUN
bracis-19072	203	50	(	(	PUNCT
bracis-19072	203	51	p	p	NOUN
bracis-19072	203	52	-	-	PUNCT
bracis-19072	203	53	value	value	NOUN
bracis-19072	203	54	 	 	SPACE
bracis-19072	203	55	=	=	NOUN
bracis-19072	203	56	 	 	SPACE
bracis-19072	203	57	\(2	\(2	NOUN
bracis-19072	203	58	.	.	PUNCT
bracis-19072	203	59	46e^{-04}\	46e^{-04}\	NUM
bracis-19072	203	60	)	)	PUNCT
bracis-19072	203	61	)	)	PUNCT
bracis-19072	203	62	,	,	PUNCT
bracis-19072	203	63	recall	recall	INTJ
bracis-19072	203	64	(	(	PUNCT
bracis-19072	203	65	p	p	NOUN
bracis-19072	203	66	-	-	PUNCT
bracis-19072	203	67	value	value	NOUN
bracis-19072	203	68	 	 	SPACE
bracis-19072	203	69	=	=	NOUN
bracis-19072	203	70	 	 	SPACE
bracis-19072	203	71	\(7.99e^{-09}\	\(7.99e^{-09}\	NOUN
bracis-19072	203	72	)	)	PUNCT
bracis-19072	203	73	)	)	PUNCT
bracis-19072	203	74	,	,	PUNCT
bracis-19072	203	75	f	f	X
bracis-19072	203	76	-	-	PUNCT
bracis-19072	203	77	score	score	NOUN
bracis-19072	203	78	(	(	PUNCT
bracis-19072	203	79	p	p	NOUN
bracis-19072	203	80	-	-	PUNCT
bracis-19072	203	81	value	value	NOUN
bracis-19072	203	82	 	 	SPACE
bracis-19072	203	83	=	=	NOUN
bracis-19072	203	84	 	 	SPACE
bracis-19072	203	85	\(2.3e^{-08}\	\(2.3e^{-08}\	PROPN
bracis-19072	203	86	)	)	PUNCT
bracis-19072	203	87	)	)	PUNCT
bracis-19072	203	88	and	and	CCONJ
bracis-19072	203	89	accuracy	accuracy	NOUN
bracis-19072	203	90	(	(	PUNCT
bracis-19072	203	91	p	p	NOUN
bracis-19072	203	92	-	-	PUNCT
bracis-19072	203	93	value	value	NOUN
bracis-19072	203	94	 	 	SPACE
bracis-19072	203	95	=	=	NOUN
bracis-19072	203	96	 	 	SPACE
bracis-19072	203	97	\(1.37e^{-08}\	\(1.37e^{-08}\	NOUN
bracis-19072	203	98	)	)	PUNCT
bracis-19072	203	99	)	)	PUNCT
bracis-19072	203	100	as	as	ADP
bracis-19072	203	101	metrics	metric	NOUN
bracis-19072	203	102	.	.	PUNCT
bracis-19072	204	1	fig	fig	NOUN
bracis-19072	204	2	.	.	PUNCT
bracis-19072	205	1	3	3	X
bracis-19072	205	2	.	.	X
bracis-19072	205	3	(	(	PUNCT
bracis-19072	205	4	color	color	NOUN
bracis-19072	205	5	online	online	NOUN
bracis-19072	205	6	)	)	PUNCT
bracis-19072	205	7	examples	example	NOUN
bracis-19072	205	8	of	of	ADP
bracis-19072	205	9	pest	pest	NOUN
bracis-19072	205	10	-	-	PUNCT
bracis-19072	205	11	insect	insect	NOUN
bracis-19072	205	12	detection	detection	NOUN
bracis-19072	205	13	in	in	ADP
bracis-19072	205	14	the	the	DET
bracis-19072	205	15	yolov3	yolov3	NOUN
bracis-19072	205	16	architecture	architecture	NOUN
bracis-19072	205	17	with	with	ADP
bracis-19072	205	18	batch	batch	NOUN
bracis-19072	205	19	size	size	NOUN
bracis-19072	205	20	set	set	VERB
bracis-19072	205	21	at	at	ADP
bracis-19072	205	22	32	32	NUM
bracis-19072	205	23	samples	sample	NOUN
bracis-19072	205	24	.	.	PUNCT
bracis-19072	206	1	the	the	DET
bracis-19072	206	2	cases	case	NOUN
bracis-19072	206	3	are	be	AUX
bracis-19072	206	4	true	true	ADJ
bracis-19072	206	5	positive	positive	ADJ
bracis-19072	206	6	with	with	ADP
bracis-19072	206	7	a	a	DET
bracis-19072	206	8	detection	detection	NOUN
bracis-19072	206	9	score	score	NOUN
bracis-19072	206	10	\(\ge	\(\ge	PROPN
bracis-19072	206	11	\	\	NOUN
bracis-19072	206	12	)	)	PUNCT
bracis-19072	206	13	0.3	0.3	NUM
bracis-19072	206	14	.	.	PUNCT
bracis-19072	207	1	full	full	ADJ
bracis-19072	207	2	size	size	NOUN
bracis-19072	207	3	image	image	NOUN
bracis-19072	207	4	fig	fig	NOUN
bracis-19072	207	5	.	.	PUNCT
bracis-19072	208	1	4	4	X
bracis-19072	208	2	.	.	X
bracis-19072	208	3	(	(	PUNCT
bracis-19072	208	4	color	color	NOUN
bracis-19072	208	5	online	online	NOUN
bracis-19072	208	6	)	)	PUNCT
bracis-19072	208	7	examples	example	NOUN
bracis-19072	208	8	of	of	ADP
bracis-19072	208	9	pest	pest	NOUN
bracis-19072	208	10	insect	insect	NOUN
bracis-19072	208	11	detection	detection	NOUN
bracis-19072	208	12	failures	failure	NOUN
bracis-19072	208	13	in	in	ADP
bracis-19072	208	14	the	the	DET
bracis-19072	208	15	yolov3	yolov3	NOUN
bracis-19072	208	16	architecture	architecture	NOUN
bracis-19072	208	17	with	with	ADP
bracis-19072	208	18	batch	batch	NOUN
bracis-19072	208	19	size	size	NOUN
bracis-19072	208	20	set	set	VERB
bracis-19072	208	21	at	at	ADP
bracis-19072	208	22	32	32	NUM
bracis-19072	208	23	samples	sample	NOUN
bracis-19072	208	24	.	.	PUNCT
bracis-19072	209	1	subfigures	subfigure	NOUN
bracis-19072	209	2	in	in	ADP
bracis-19072	209	3	the	the	DET
bracis-19072	209	4	first	first	ADJ
bracis-19072	209	5	row	row	NOUN
bracis-19072	209	6	have	have	VERB
bracis-19072	209	7	examples	example	NOUN
bracis-19072	209	8	of	of	ADP
bracis-19072	209	9	false	false	ADJ
bracis-19072	209	10	negatives	negative	NOUN
bracis-19072	209	11	and	and	CCONJ
bracis-19072	209	12	in	in	ADP
bracis-19072	209	13	the	the	DET
bracis-19072	209	14	second	second	ADJ
bracis-19072	209	15	row	row	NOUN
bracis-19072	209	16	false	false	ADJ
bracis-19072	209	17	positives	positive	NOUN
bracis-19072	209	18	.	.	PUNCT
bracis-19072	210	1	full	full	ADJ
bracis-19072	210	2	size	size	NOUN
bracis-19072	210	3	image	image	NOUN
bracis-19072	210	4	insect	insect	NOUN
bracis-19072	210	5	pest	pest	NOUN
bracis-19072	210	6	detection	detection	NOUN
bracis-19072	210	7	in	in	ADP
bracis-19072	210	8	soybeans	soybean	NOUN
bracis-19072	210	9	.	.	PUNCT
bracis-19072	211	1	table	table	NOUN
bracis-19072	211	2	 	 	SPACE
bracis-19072	211	3	3	3	NUM
bracis-19072	211	4	presents	present	VERB
bracis-19072	211	5	the	the	DET
bracis-19072	211	6	measured	measured	ADJ
bracis-19072	211	7	values	value	NOUN
bracis-19072	211	8	of	of	ADP
bracis-19072	211	9	the	the	DET
bracis-19072	211	10	three	three	NUM
bracis-19072	211	11	configurations	configuration	NOUN
bracis-19072	211	12	proposed	propose	VERB
bracis-19072	211	13	.	.	PUNCT
bracis-19072	212	1	in	in	ADP
bracis-19072	212	2	the	the	DET
bracis-19072	212	3	experiments	experiment	NOUN
bracis-19072	212	4	,	,	PUNCT
bracis-19072	212	5	batch	batch	NOUN
bracis-19072	212	6	size	size	NOUN
bracis-19072	212	7	32	32	NUM
bracis-19072	212	8	produced	produce	VERB
bracis-19072	212	9	the	the	DET
bracis-19072	212	10	best	good	ADJ
bracis-19072	212	11	results	result	NOUN
bracis-19072	212	12	among	among	ADP
bracis-19072	212	13	the	the	DET
bracis-19072	212	14	sizes	size	NOUN
bracis-19072	212	15	evaluated	evaluate	VERB
bracis-19072	212	16	,	,	PUNCT
bracis-19072	212	17	obtaining	obtain	VERB
bracis-19072	212	18	mae	mae	PROPN
bracis-19072	212	19	and	and	CCONJ
bracis-19072	212	20	rmse	rmse	ADJ
bracis-19072	212	21	rates	rate	NOUN
bracis-19072	212	22	of	of	ADP
bracis-19072	212	23	0.41	0.41	NUM
bracis-19072	212	24	and	and	CCONJ
bracis-19072	212	25	0.83	0.83	NUM
bracis-19072	212	26	,	,	PUNCT
bracis-19072	212	27	respectively	respectively	ADV
bracis-19072	212	28	.	.	PUNCT
bracis-19072	213	1	the	the	DET
bracis-19072	213	2	results	result	NOUN
bracis-19072	213	3	show	show	VERB
bracis-19072	213	4	low	low	ADJ
bracis-19072	213	5	mean	mean	NOUN
bracis-19072	213	6	error	error	NOUN
bracis-19072	213	7	rates	rate	NOUN
bracis-19072	213	8	in	in	ADP
bracis-19072	213	9	almost	almost	ADV
bracis-19072	213	10	all	all	PRON
bracis-19072	213	11	scenarios	scenario	NOUN
bracis-19072	213	12	,	,	PUNCT
bracis-19072	213	13	indicating	indicate	VERB
bracis-19072	213	14	that	that	SCONJ
bracis-19072	213	15	the	the	DET
bracis-19072	213	16	yolov3	yolov3	PROPN
bracis-19072	213	17	architecture	architecture	NOUN
bracis-19072	213	18	can	can	AUX
bracis-19072	213	19	handle	handle	VERB
bracis-19072	213	20	multi	multi	ADJ
bracis-19072	213	21	-	-	ADJ
bracis-19072	213	22	species	species	ADJ
bracis-19072	213	23	pest	pest	NOUN
bracis-19072	213	24	detection	detection	NOUN
bracis-19072	213	25	well	well	ADV
bracis-19072	213	26	,	,	PUNCT
bracis-19072	213	27	even	even	ADV
bracis-19072	213	28	in	in	ADP
bracis-19072	213	29	unbalanced	unbalanced	ADJ
bracis-19072	213	30	datasets	dataset	NOUN
bracis-19072	213	31	with	with	ADP
bracis-19072	213	32	interclass	interclass	NOUN
bracis-19072	213	33	and	and	CCONJ
bracis-19072	213	34	intraclass	intraclass	ADJ
bracis-19072	213	35	variance	variance	NOUN
bracis-19072	213	36	.	.	PUNCT
bracis-19072	214	1	some	some	DET
bracis-19072	214	2	examples	example	NOUN
bracis-19072	214	3	of	of	ADP
bracis-19072	214	4	insect	insect	NOUN
bracis-19072	214	5	-	-	PUNCT
bracis-19072	214	6	pest	pest	NOUN
bracis-19072	214	7	detection	detection	NOUN
bracis-19072	214	8	in	in	ADP
bracis-19072	214	9	yolov3	yolov3	PROPN
bracis-19072	214	10	are	be	AUX
bracis-19072	214	11	shown	show	VERB
bracis-19072	214	12	in	in	ADP
bracis-19072	214	13	fig	fig	NOUN
bracis-19072	214	14	.	.	PUNCT
bracis-19072	214	15	 	 	SPACE
bracis-19072	215	1	3	3	X
bracis-19072	215	2	.	.	PUNCT
bracis-19072	216	1	the	the	DET
bracis-19072	216	2	bounding	bounding	NOUN
bracis-19072	216	3	boxes	box	NOUN
bracis-19072	216	4	are	be	AUX
bracis-19072	216	5	true	true	ADJ
bracis-19072	216	6	positive	positive	ADJ
bracis-19072	216	7	with	with	ADP
bracis-19072	216	8	a	a	DET
bracis-19072	216	9	detection	detection	NOUN
bracis-19072	216	10	score	score	NOUN
bracis-19072	216	11	\(\ge	\(\ge	PROPN
bracis-19072	216	12	\	\	NOUN
bracis-19072	216	13	)	)	PUNCT
bracis-19072	216	14	0.3	0.3	NUM
bracis-19072	216	15	.	.	PUNCT
bracis-19072	217	1	table	table	NOUN
bracis-19072	217	2	3	3	NUM
bracis-19072	217	3	.	.	X
bracis-19072	218	1	insect	insect	NOUN
bracis-19072	218	2	pest	pest	NOUN
bracis-19072	218	3	detection	detection	NOUN
bracis-19072	218	4	on	on	ADP
bracis-19072	218	5	the	the	DET
bracis-19072	218	6	insect12c	insect12c	NOUN
bracis-19072	218	7	dataset	dataset	VERB
bracis-19072	218	8	for	for	ADP
bracis-19072	218	9	yolov3.full	yolov3.full	PROPN
bracis-19072	218	10	size	size	NOUN
bracis-19072	218	11	table	table	NOUN
bracis-19072	218	12	however	however	ADV
bracis-19072	218	13	,	,	PUNCT
bracis-19072	218	14	yolov3	yolov3	PROPN
bracis-19072	218	15	presented	present	VERB
bracis-19072	218	16	false	false	ADJ
bracis-19072	218	17	negatives	negative	NOUN
bracis-19072	218	18	(	(	PUNCT
bracis-19072	218	19	insects	insect	NOUN
bracis-19072	218	20	not	not	PART
bracis-19072	218	21	detected	detect	VERB
bracis-19072	218	22	or	or	CCONJ
bracis-19072	218	23	detected	detect	VERB
bracis-19072	218	24	incorrectly	incorrectly	ADV
bracis-19072	218	25	)	)	PUNCT
bracis-19072	218	26	and	and	CCONJ
bracis-19072	218	27	false	false	ADJ
bracis-19072	218	28	positives	positive	NOUN
bracis-19072	218	29	(	(	PUNCT
bracis-19072	218	30	when	when	SCONJ
bracis-19072	218	31	some	some	DET
bracis-19072	218	32	object	object	NOUN
bracis-19072	218	33	that	that	PRON
bracis-19072	218	34	is	be	AUX
bracis-19072	218	35	not	not	PART
bracis-19072	218	36	of	of	ADP
bracis-19072	218	37	interest	interest	NOUN
bracis-19072	218	38	is	be	AUX
bracis-19072	218	39	identified	identify	VERB
bracis-19072	218	40	as	as	ADP
bracis-19072	218	41	an	an	DET
bracis-19072	218	42	insect	insect	NOUN
bracis-19072	218	43	)	)	PUNCT
bracis-19072	218	44	,	,	PUNCT
bracis-19072	218	45	showing	show	VERB
bracis-19072	218	46	that	that	SCONJ
bracis-19072	218	47	detections	detection	NOUN
bracis-19072	218	48	fail	fail	VERB
bracis-19072	218	49	under	under	ADP
bracis-19072	218	50	certain	certain	ADJ
bracis-19072	218	51	field	field	NOUN
bracis-19072	218	52	conditions	condition	NOUN
bracis-19072	218	53	such	such	ADJ
bracis-19072	218	54	:	:	PUNCT
bracis-19072	218	55	non	non	ADJ
bracis-19072	218	56	-	-	ADJ
bracis-19072	218	57	uniform	uniform	ADJ
bracis-19072	218	58	illumination	illumination	NOUN
bracis-19072	218	59	on	on	ADP
bracis-19072	218	60	the	the	DET
bracis-19072	218	61	insect	insect	NOUN
bracis-19072	218	62	,	,	PUNCT
bracis-19072	218	63	complex	complex	ADJ
bracis-19072	218	64	insect	insect	NOUN
bracis-19072	218	65	-	-	PUNCT
bracis-19072	218	66	like	like	ADJ
bracis-19072	218	67	background	background	NOUN
bracis-19072	218	68	(	(	PUNCT
bracis-19072	218	69	e.g.	e.g.	ADV
bracis-19072	218	70	,	,	PUNCT
bracis-19072	218	71	herbivory	herbivory	NOUN
bracis-19072	218	72	and	and	CCONJ
bracis-19072	218	73	lesions	lesion	NOUN
bracis-19072	218	74	on	on	ADP
bracis-19072	218	75	leaves	leave	NOUN
bracis-19072	218	76	)	)	PUNCT
bracis-19072	218	77	,	,	PUNCT
bracis-19072	218	78	partial	partial	ADJ
bracis-19072	218	79	occlusion	occlusion	NOUN
bracis-19072	218	80	of	of	ADP
bracis-19072	218	81	the	the	DET
bracis-19072	218	82	insect	insect	NOUN
bracis-19072	218	83	,	,	PUNCT
bracis-19072	218	84	and	and	CCONJ
bracis-19072	218	85	mainly	mainly	ADV
bracis-19072	218	86	low	low	ADJ
bracis-19072	218	87	representativity	representativity	NOUN
bracis-19072	218	88	of	of	ADP
bracis-19072	218	89	species	specie	NOUN
bracis-19072	218	90	with	with	ADP
bracis-19072	218	91	few	few	ADJ
bracis-19072	218	92	samples	sample	NOUN
bracis-19072	218	93	(	(	PUNCT
bracis-19072	218	94	fig	fig	NOUN
bracis-19072	218	95	.	.	PUNCT
bracis-19072	218	96	 	 	SPACE
bracis-19072	218	97	4	4	NUM
bracis-19072	218	98	)	)	PUNCT
bracis-19072	218	99	.	.	PUNCT
bracis-19072	219	1	5	5	NUM
bracis-19072	219	2	conclusion	conclusion	NOUN
bracis-19072	219	3	in	in	ADP
bracis-19072	219	4	this	this	DET
bracis-19072	219	5	paper	paper	NOUN
bracis-19072	219	6	,	,	PUNCT
bracis-19072	219	7	we	we	PRON
bracis-19072	219	8	evaluated	evaluate	VERB
bracis-19072	219	9	the	the	DET
bracis-19072	219	10	performance	performance	NOUN
bracis-19072	219	11	of	of	ADP
bracis-19072	219	12	the	the	DET
bracis-19072	219	13	yolov3	yolov3	PROPN
bracis-19072	219	14	architecture	architecture	NOUN
bracis-19072	219	15	for	for	ADP
bracis-19072	219	16	the	the	DET
bracis-19072	219	17	real	real	ADJ
bracis-19072	219	18	-	-	PUNCT
bracis-19072	219	19	time	time	NOUN
bracis-19072	219	20	detection	detection	NOUN
bracis-19072	219	21	of	of	ADP
bracis-19072	219	22	soybean	soybean	NOUN
bracis-19072	219	23	pest	pest	NOUN
bracis-19072	219	24	insects	insect	NOUN
bracis-19072	219	25	.	.	PUNCT
bracis-19072	220	1	we	we	PRON
bracis-19072	220	2	also	also	ADV
bracis-19072	220	3	defined	define	VERB
bracis-19072	220	4	a	a	DET
bracis-19072	220	5	baseline	baseline	NOUN
bracis-19072	220	6	for	for	ADP
bracis-19072	220	7	soybean	soybean	NOUN
bracis-19072	220	8	pest	pest	NOUN
bracis-19072	220	9	detection	detection	NOUN
bracis-19072	220	10	by	by	ADP
bracis-19072	220	11	publishing	publish	VERB
bracis-19072	220	12	a	a	DET
bracis-19072	220	13	new	new	ADJ
bracis-19072	220	14	dataset	dataset	NOUN
bracis-19072	220	15	called	call	VERB
bracis-19072	220	16	insect12c	insect12c	NOUN
bracis-19072	220	17	,	,	PUNCT
bracis-19072	220	18	consisting	consist	VERB
bracis-19072	220	19	of	of	ADP
bracis-19072	220	20	2,758	2,758	NUM
bracis-19072	220	21	annotated	annotate	VERB
bracis-19072	220	22	insects	insect	NOUN
bracis-19072	220	23	from	from	ADP
bracis-19072	220	24	12	12	NUM
bracis-19072	220	25	species	specie	NOUN
bracis-19072	220	26	.	.	PUNCT
bracis-19072	221	1	experimental	experimental	ADJ
bracis-19072	221	2	results	result	NOUN
bracis-19072	221	3	showed	show	VERB
bracis-19072	221	4	that	that	SCONJ
bracis-19072	221	5	yolov3	yolov3	PROPN
bracis-19072	221	6	architecture	architecture	NOUN
bracis-19072	221	7	trained	train	VERB
bracis-19072	221	8	with	with	ADP
bracis-19072	221	9	batch	batch	NOUN
bracis-19072	221	10	size	size	NOUN
bracis-19072	221	11	32	32	NUM
bracis-19072	221	12	leads	lead	VERB
bracis-19072	221	13	to	to	ADP
bracis-19072	221	14	higher	high	ADJ
bracis-19072	221	15	classification	classification	NOUN
bracis-19072	221	16	and	and	CCONJ
bracis-19072	221	17	detection	detection	NOUN
bracis-19072	221	18	rates	rate	NOUN
bracis-19072	221	19	compared	compare	VERB
bracis-19072	221	20	to	to	PART
bracis-19072	221	21	batch	batch	VERB
bracis-19072	221	22	sizes	size	NOUN
bracis-19072	221	23	4	4	NUM
bracis-19072	221	24	and	and	CCONJ
bracis-19072	221	25	16	16	NUM
bracis-19072	221	26	;	;	PUNCT
bracis-19072	221	27	however	however	ADV
bracis-19072	221	28	,	,	PUNCT
bracis-19072	221	29	the	the	DET
bracis-19072	221	30	method	method	NOUN
bracis-19072	221	31	failed	fail	VERB
bracis-19072	221	32	in	in	ADP
bracis-19072	221	33	some	some	DET
bracis-19072	221	34	cases	case	NOUN
bracis-19072	221	35	:	:	PUNCT
bracis-19072	221	36	areas	area	NOUN
bracis-19072	221	37	with	with	ADP
bracis-19072	221	38	complex	complex	ADJ
bracis-19072	221	39	lighting	lighting	NOUN
bracis-19072	221	40	conditions	condition	NOUN
bracis-19072	221	41	,	,	PUNCT
bracis-19072	221	42	herbivory	herbivory	NOUN
bracis-19072	221	43	and	and	CCONJ
bracis-19072	221	44	leaf	leaf	NOUN
bracis-19072	221	45	injuries	injury	NOUN
bracis-19072	221	46	,	,	PUNCT
bracis-19072	221	47	partial	partial	ADJ
bracis-19072	221	48	insect	insect	NOUN
bracis-19072	221	49	occlusion	occlusion	NOUN
bracis-19072	221	50	,	,	PUNCT
bracis-19072	221	51	and	and	CCONJ
bracis-19072	221	52	low	low	ADJ
bracis-19072	221	53	species	specie	NOUN
bracis-19072	221	54	representativeness	representativenes	VERB
bracis-19072	221	55	with	with	ADP
bracis-19072	221	56	few	few	ADJ
bracis-19072	221	57	samples	sample	NOUN
bracis-19072	221	58	.	.	PUNCT
bracis-19072	222	1	the	the	DET
bracis-19072	222	2	ratio	ratio	NOUN
bracis-19072	222	3	of	of	ADP
bracis-19072	222	4	true	true	ADJ
bracis-19072	222	5	positives	positive	NOUN
bracis-19072	222	6	to	to	ADP
bracis-19072	222	7	the	the	DET
bracis-19072	222	8	total	total	ADJ
bracis-19072	222	9	predicted	predict	VERB
bracis-19072	222	10	positives	positive	NOUN
bracis-19072	222	11	achieved	achieve	VERB
bracis-19072	222	12	did	do	AUX
bracis-19072	222	13	not	not	PART
bracis-19072	222	14	show	show	VERB
bracis-19072	222	15	significant	significant	ADJ
bracis-19072	222	16	distortions	distortion	NOUN
bracis-19072	222	17	,	,	PUNCT
bracis-19072	222	18	indicating	indicate	VERB
bracis-19072	222	19	that	that	SCONJ
bracis-19072	222	20	yolov3	yolov3	PROPN
bracis-19072	222	21	allows	allow	VERB
bracis-19072	222	22	tracking	track	VERB
bracis-19072	222	23	pest	pest	NOUN
bracis-19072	222	24	targets	target	NOUN
bracis-19072	222	25	in	in	ADP
bracis-19072	222	26	real	real	ADJ
bracis-19072	222	27	-	-	PUNCT
bracis-19072	222	28	time	time	NOUN
bracis-19072	222	29	,	,	PUNCT
bracis-19072	222	30	offering	offer	VERB
bracis-19072	222	31	additional	additional	ADJ
bracis-19072	222	32	practical	practical	ADJ
bracis-19072	222	33	value	value	NOUN
bracis-19072	222	34	of	of	ADP
bracis-19072	222	35	the	the	DET
bracis-19072	222	36	method	method	NOUN
bracis-19072	222	37	in	in	ADP
bracis-19072	222	38	agricultural	agricultural	ADJ
bracis-19072	222	39	pest	pest	NOUN
bracis-19072	222	40	control	control	NOUN
bracis-19072	222	41	tasks	task	NOUN
bracis-19072	222	42	.	.	PUNCT
bracis-19072	223	1	we	we	PRON
bracis-19072	223	2	plan	plan	VERB
bracis-19072	223	3	to	to	PART
bracis-19072	223	4	evaluate	evaluate	VERB
bracis-19072	223	5	new	new	ADJ
bracis-19072	223	6	state	state	NOUN
bracis-19072	223	7	-	-	PUNCT
bracis-19072	223	8	of	of	ADP
bracis-19072	223	9	-	-	PUNCT
bracis-19072	223	10	the	the	DET
bracis-19072	223	11	-	-	PUNCT
bracis-19072	223	12	art	art	NOUN
bracis-19072	223	13	object	object	NOUN
bracis-19072	223	14	detection	detection	NOUN
bracis-19072	223	15	architectures	architecture	NOUN
bracis-19072	223	16	with	with	ADP
bracis-19072	223	17	higher	high	ADJ
bracis-19072	223	18	resolution	resolution	NOUN
bracis-19072	223	19	cameras	camera	NOUN
bracis-19072	223	20	onboard	onboard	ADP
bracis-19072	223	21	the	the	DET
bracis-19072	223	22	uav	uav	PROPN
bracis-19072	223	23	as	as	ADP
bracis-19072	223	24	future	future	ADJ
bracis-19072	223	25	work	work	NOUN
bracis-19072	223	26	.	.	PUNCT
bracis-19072	224	1	we	we	PRON
bracis-19072	224	2	also	also	ADV
bracis-19072	224	3	intend	intend	VERB
bracis-19072	224	4	to	to	PART
bracis-19072	224	5	make	make	VERB
bracis-19072	224	6	use	use	NOUN
bracis-19072	224	7	of	of	ADP
bracis-19072	224	8	the	the	DET
bracis-19072	224	9	oversampling	oversampling	ADJ
bracis-19072	224	10	technique	technique	NOUN
bracis-19072	224	11	in	in	ADP
bracis-19072	224	12	order	order	NOUN
bracis-19072	224	13	to	to	PART
bracis-19072	224	14	solve	solve	VERB
bracis-19072	224	15	class	class	NOUN
bracis-19072	224	16	unbalances	unbalance	NOUN
bracis-19072	224	17	.	.	PUNCT
bracis-19072	225	1	finally	finally	ADV
bracis-19072	225	2	,	,	PUNCT
bracis-19072	225	3	we	we	PRON
bracis-19072	225	4	plan	plan	VERB
bracis-19072	225	5	to	to	PART
bracis-19072	225	6	implement	implement	VERB
bracis-19072	225	7	automatic	automatic	ADJ
bracis-19072	225	8	counting	counting	NOUN
bracis-19072	225	9	of	of	ADP
bracis-19072	225	10	detected	detect	VERB
bracis-19072	225	11	insects	insect	NOUN
bracis-19072	225	12	by	by	ADP
bracis-19072	225	13	species	specie	NOUN
bracis-19072	225	14	.	.	PUNCT
bracis-19072	226	1	notes	note	NOUN
bracis-19072	226	2	1.labelimg	1.labelimg	NUM
bracis-19072	226	3	is	be	AUX
bracis-19072	226	4	a	a	DET
bracis-19072	226	5	graphical	graphical	ADJ
bracis-19072	226	6	image	image	NOUN
bracis-19072	226	7	annotation	annotation	NOUN
bracis-19072	226	8	tool	tool	NOUN
bracis-19072	226	9	and	and	CCONJ
bracis-19072	226	10	label	label	NOUN
bracis-19072	226	11	object	object	NOUN
bracis-19072	226	12	bounding	bounding	NOUN
bracis-19072	226	13	boxes	box	NOUN
bracis-19072	226	14	in	in	ADP
bracis-19072	226	15	images	image	NOUN
bracis-19072	226	16	.	.	PUNCT
bracis-19072	227	1	references	reference	NOUN
bracis-19072	227	2	hou	hou	PROPN
bracis-19072	227	3	,	,	PUNCT
bracis-19072	227	4	j.	j.	PROPN
bracis-19072	227	5	,	,	PUNCT
bracis-19072	227	6	et	et	PROPN
bracis-19072	227	7	al	al	PROPN
bracis-19072	227	8	.	.	PUNCT
bracis-19072	227	9	:	:	PUNCT
bracis-19072	228	1	association	association	NOUN
bracis-19072	228	2	analysis	analysis	NOUN
bracis-19072	228	3	of	of	ADP
bracis-19072	228	4	vegetable	vegetable	ADJ
bracis-19072	228	5	soybean	soybean	NOUN
bracis-19072	228	6	quality	quality	NOUN
bracis-19072	228	7	traits	trait	NOUN
bracis-19072	228	8	with	with	ADP
bracis-19072	228	9	ssr	ssr	ADJ
bracis-19072	228	10	markers	marker	NOUN
bracis-19072	228	11	.	.	PUNCT
bracis-19072	229	1	plant	plant	NOUN
bracis-19072	229	2	breed	breed	NOUN
bracis-19072	229	3	.	.	PUNCT
bracis-19072	230	1	130(4	130(4	NUM
bracis-19072	230	2	)	)	PUNCT
bracis-19072	230	3	,	,	PUNCT
bracis-19072	230	4	444–449	444–449	NUM
bracis-19072	230	5	(	(	PUNCT
bracis-19072	230	6	2011	2011	NUM
bracis-19072	230	7	)	)	PUNCT
bracis-19072	230	8	.	.	PUNCT
bracis-19072	231	1	https://doi.org/10.1111/j.1439-0523.2011.01852.x	https://doi.org/10.1111/j.1439-0523.2011.01852.x	PROPN
bracis-19072	231	2	article	article	PROPN
bracis-19072	231	3	  	  	SPACE
bracis-19072	231	4	google	google	PROPN
bracis-19072	231	5	scholar	scholar	NOUN
bracis-19072	231	6	  	  	SPACE
bracis-19072	231	7	conab	conab	NOUN
bracis-19072	231	8	,	,	PUNCT
bracis-19072	231	9	acompanhamento	acompanhamento	ADP
bracis-19072	231	10	da	da	PROPN
bracis-19072	231	11	safra	safra	PROPN
bracis-19072	231	12	brasileira	brasileira	NOUN
bracis-19072	231	13	grãos	grãos	NOUN
bracis-19072	231	14	v.	v.	ADP
bracis-19072	231	15	8	8	NUM
bracis-19072	231	16	safra	safra	NOUN
bracis-19072	231	17	2020/21	2020/21	NUM
bracis-19072	231	18	n.	n.	NOUN
bracis-19072	231	19	3	3	NUM
bracis-19072	231	20	terceiro	terceiro	PROPN
bracis-19072	231	21	levantamento	levantamento	PROPN
bracis-19072	231	22	(	(	PUNCT
bracis-19072	231	23	2020	2020	NUM
bracis-19072	231	24	)	)	PUNCT
bracis-19072	231	25	.	.	PUNCT
bracis-19072	232	1	https://www.conab.gov.br/info-agro/safras/graos/boletim-da-safra-de-graos	https://www.conab.gov.br/info-agro/safras/graos/boletim-da-safra-de-graos	PROPN
bracis-19072	232	2	.	.	PUNCT
bracis-19072	233	1	issn	issn	PROPN
bracis-19072	233	2	:	:	PUNCT
bracis-19072	233	3	2318–6852	2318–6852	NUM
bracis-19072	233	4	—	—	PUNCT
bracis-19072	233	5	,	,	PUNCT
bracis-19072	233	6	acompanhamento	acompanhamento	PROPN
bracis-19072	233	7	da	da	PROPN
bracis-19072	233	8	safra	safra	PROPN
bracis-19072	233	9	brasileira	brasileira	NOUN
bracis-19072	233	10	grãos	grãos	NOUN
bracis-19072	233	11	v.	v.	ADP
bracis-19072	233	12	6	6	NUM
bracis-19072	233	13	safra	safra	NOUN
bracis-19072	233	14	2018/19	2018/19	NUM
bracis-19072	233	15	n.	n.	NOUN
bracis-19072	233	16	12	12	NUM
bracis-19072	233	17	décimo	décimo	ADJ
bracis-19072	233	18	segundo	segundo	PROPN
bracis-19072	233	19	levantamento	levantamento	PROPN
bracis-19072	233	20	(	(	PUNCT
bracis-19072	233	21	2019	2019	NUM
bracis-19072	233	22	)	)	PUNCT
bracis-19072	233	23	.	.	PUNCT
bracis-19072	234	1	https://www.conab.gov.br/info-agro/safras/graos/boletim-da-safra-de-graos/item/download/28484_9a9ee12328baa359b3708d64e774e5d8	https://www.conab.gov.br/info-agro/safras/graos/boletim-da-safra-de-graos/item/download/28484_9a9ee12328baa359b3708d64e774e5d8	PROPN
bracis-19072	234	2	.	.	PUNCT
bracis-19072	235	1	issn	issn	PROPN
bracis-19072	235	2	2318–6852	2318–6852	NUM
bracis-19072	235	3	—	—	PUNCT
bracis-19072	235	4	,	,	PUNCT
bracis-19072	235	5	compêndio	compêndio	PROPN
bracis-19072	235	6	de	de	PROPN
bracis-19072	235	7	estudos	estudos	PROPN
bracis-19072	235	8	conab	conab	PROPN
bracis-19072	235	9	:	:	PUNCT
bracis-19072	235	10	evolução	evolução	NOUN
bracis-19072	235	11	dos	do	VERB
bracis-19072	235	12	custos	custos	NOUN
bracis-19072	235	13	de	de	PROPN
bracis-19072	235	14	produção	produção	PROPN
bracis-19072	235	15	de	de	PROPN
bracis-19072	235	16	soja	soja	PROPN
bracis-19072	235	17	no	no	DET
bracis-19072	235	18	brasil	brasil	PROPN
bracis-19072	235	19	,	,	PUNCT
bracis-19072	235	20	2	2	NUM
bracis-19072	235	21	(	(	PUNCT
bracis-19072	235	22	2016	2016	NUM
bracis-19072	235	23	)	)	PUNCT
bracis-19072	235	24	.	.	PUNCT
bracis-19072	236	1	https://www.conab.gov.br/institucional/publicacoes/compendio-de-estudos-da-conab/item/download/2512_c2638f76696e3b926ab22e93f9549d21	https://www.conab.gov.br/institucional/publicacoes/compendio-de-estudos-da-conab/item/download/2512_c2638f76696e3b926ab22e93f9549d21	PROPN
bracis-19072	236	2	.	.	PUNCT
bracis-19072	237	1	issn	issn	PROPN
bracis-19072	237	2	2448–3710	2448–3710	NUM
bracis-19072	237	3	tetila	tetila	ADJ
bracis-19072	237	4	,	,	PUNCT
bracis-19072	237	5	e.c	e.c	PROPN
bracis-19072	237	6	.	.	PROPN
bracis-19072	237	7	,	,	PUNCT
bracis-19072	237	8	machado	machado	PROPN
bracis-19072	237	9	,	,	PUNCT
bracis-19072	237	10	b.b	b.b	PROPN
bracis-19072	237	11	.	.	PROPN
bracis-19072	237	12	,	,	PUNCT
bracis-19072	237	13	belete	belete	PROPN
bracis-19072	237	14	,	,	PUNCT
bracis-19072	237	15	n.a	n.a	PROPN
bracis-19072	237	16	.	.	PROPN
bracis-19072	237	17	,	,	PUNCT
bracis-19072	237	18	guimarães	guimarães	PROPN
bracis-19072	237	19	,	,	PUNCT
bracis-19072	237	20	d.a	d.a	PROPN
bracis-19072	237	21	.	.	PROPN
bracis-19072	237	22	,	,	PUNCT
bracis-19072	237	23	pistori	pistori	PROPN
bracis-19072	237	24	,	,	PUNCT
bracis-19072	237	25	h.	h.	NOUN
bracis-19072	237	26	:	:	PUNCT
bracis-19072	237	27	identification	identification	NOUN
bracis-19072	237	28	of	of	ADP
bracis-19072	237	29	soybean	soybean	NOUN
bracis-19072	237	30	foliar	foliar	NOUN
bracis-19072	237	31	diseases	disease	NOUN
bracis-19072	237	32	using	use	VERB
bracis-19072	237	33	unmanned	unmanned	ADJ
bracis-19072	237	34	aerial	aerial	ADJ
bracis-19072	237	35	vehicle	vehicle	NOUN
bracis-19072	237	36	images	image	NOUN
bracis-19072	237	37	.	.	PUNCT
bracis-19072	238	1	ieee	ieee	PROPN
bracis-19072	238	2	geosci	geosci	PROPN
bracis-19072	238	3	.	.	PUNCT
bracis-19072	239	1	remote	remote	PROPN
bracis-19072	239	2	sens	sens	PROPN
bracis-19072	239	3	.	.	PROPN
bracis-19072	239	4	lett	lett	PROPN
bracis-19072	239	5	14(12	14(12	NUM
bracis-19072	239	6	)	)	PUNCT
bracis-19072	239	7	,	,	PUNCT
bracis-19072	239	8	2190–2194	2190–2194	NUM
bracis-19072	239	9	(	(	PUNCT
bracis-19072	239	10	2017	2017	NUM
bracis-19072	239	11	)	)	PUNCT
bracis-19072	239	12	.	.	PUNCT
bracis-19072	240	1	https://doi.org/10.1109/lgrs.2017.2743715	https://doi.org/10.1109/lgrs.2017.2743715	PROPN
bracis-19072	240	2	article	article	NOUN
bracis-19072	240	3	  	  	SPACE
bracis-19072	240	4	google	google	PROPN
bracis-19072	240	5	scholar	scholar	NOUN
bracis-19072	240	6	  	  	SPACE
bracis-19072	240	7	hoffmann	hoffmann	PROPN
bracis-19072	240	8	-	-	PUNCT
bracis-19072	240	9	campo	campo	PROPN
bracis-19072	240	10	,	,	PUNCT
bracis-19072	240	11	c.b	c.b	PROPN
bracis-19072	240	12	.	.	PROPN
bracis-19072	240	13	,	,	PUNCT
bracis-19072	240	14	corrêa	corrêa	PROPN
bracis-19072	240	15	-	-	PUNCT
bracis-19072	240	16	ferreira	ferreira	PROPN
bracis-19072	240	17	,	,	PUNCT
bracis-19072	240	18	b.s	b.s	PROPN
bracis-19072	240	19	.	.	PROPN
bracis-19072	240	20	,	,	PUNCT
bracis-19072	240	21	moscardi	moscardi	PROPN
bracis-19072	240	22	,	,	PUNCT
bracis-19072	240	23	f.	f.	PROPN
bracis-19072	240	24	:	:	PUNCT
bracis-19072	240	25	soja	soja	PROPN
bracis-19072	240	26	:	:	PUNCT
bracis-19072	240	27	manejo	manejo	PROPN
bracis-19072	240	28	integrado	integrado	X
bracis-19072	240	29	de	de	X
bracis-19072	240	30	insetos	insetos	ADJ
bracis-19072	240	31	e	e	X
bracis-19072	240	32	outros	outros	INTJ
bracis-19072	240	33	artrópodes	artrópode	NOUN
bracis-19072	240	34	-	-	PUNCT
bracis-19072	240	35	praga	praga	NOUN
bracis-19072	240	36	.	.	PUNCT
bracis-19072	240	37	,	,	PUNCT
bracis-19072	240	38	embrapa	embrapa	VERB
bracis-19072	240	39	soja	soja	NOUN
bracis-19072	240	40	(	(	PUNCT
bracis-19072	240	41	2012	2012	NUM
bracis-19072	240	42	)	)	PUNCT
bracis-19072	240	43	.	.	PUNCT
bracis-19072	241	1	http://www.cnpso.embrapa.br/artropodes/capitulo9.pdf	http://www.cnpso.embrapa.br/artropodes/capitulo9.pdf	PROPN
bracis-19072	241	2	.	.	PUNCT
bracis-19072	242	1	isbn	isbn	PROPN
bracis-19072	242	2	978	978	NUM
bracis-19072	242	3	-	-	SYM
bracis-19072	242	4	85	85	NUM
bracis-19072	242	5	-	-	PUNCT
bracis-19072	242	6	7035	7035	NUM
bracis-19072	242	7	-	-	PUNCT
bracis-19072	242	8	139	139	NUM
bracis-19072	242	9	-	-	SYM
bracis-19072	242	10	5	5	NUM
bracis-19072	242	11	tetila	tetila	ADJ
bracis-19072	242	12	,	,	PUNCT
bracis-19072	242	13	e.c	e.c	PROPN
bracis-19072	242	14	.	.	PROPN
bracis-19072	242	15	,	,	PUNCT
bracis-19072	242	16	machado	machado	PROPN
bracis-19072	242	17	,	,	PUNCT
bracis-19072	242	18	b.b	b.b	PROPN
bracis-19072	242	19	.	.	PROPN
bracis-19072	242	20	,	,	PUNCT
bracis-19072	242	21	menezes	menezes	PROPN
bracis-19072	242	22	,	,	PUNCT
bracis-19072	242	23	g.v	g.v	PROPN
bracis-19072	242	24	.	.	PROPN
bracis-19072	242	25	,	,	PUNCT
bracis-19072	242	26	de	de	PROPN
bracis-19072	242	27	souza	souza	PROPN
bracis-19072	242	28	belete	belete	PROPN
bracis-19072	242	29	,	,	PUNCT
bracis-19072	242	30	n.a	n.a	PROPN
bracis-19072	242	31	.	.	PROPN
bracis-19072	242	32	,	,	PUNCT
bracis-19072	242	33	astolfi	astolfi	PROPN
bracis-19072	242	34	,	,	PUNCT
bracis-19072	242	35	g.	g.	PROPN
bracis-19072	242	36	,	,	PUNCT
bracis-19072	242	37	pistori	pistori	PROPN
bracis-19072	242	38	,	,	PUNCT
bracis-19072	242	39	h.	h.	PROPN
bracis-19072	242	40	:	:	PUNCT
bracis-19072	242	41	a	a	DET
bracis-19072	242	42	deep	deep	ADV
bracis-19072	242	43	-	-	PUNCT
bracis-19072	242	44	learning	learn	VERB
bracis-19072	242	45	approach	approach	NOUN
bracis-19072	242	46	for	for	ADP
bracis-19072	242	47	automatic	automatic	ADJ
bracis-19072	242	48	counting	counting	NOUN
bracis-19072	242	49	of	of	ADP
bracis-19072	242	50	soybean	soybean	NOUN
bracis-19072	242	51	insect	insect	NOUN
bracis-19072	242	52	pests	pest	NOUN
bracis-19072	242	53	.	.	PUNCT
bracis-19072	243	1	ieee	ieee	PROPN
bracis-19072	243	2	geosci	geosci	PROPN
bracis-19072	243	3	.	.	PUNCT
bracis-19072	244	1	remote	remote	PROPN
bracis-19072	244	2	sens	sens	PROPN
bracis-19072	244	3	.	.	PROPN
bracis-19072	244	4	lett	lett	PROPN
bracis-19072	244	5	17	17	NUM
bracis-19072	244	6	,	,	PUNCT
bracis-19072	244	7	1–5	1–5	NUM
bracis-19072	244	8	(	(	PUNCT
bracis-19072	244	9	2019	2019	NUM
bracis-19072	244	10	)	)	PUNCT
bracis-19072	244	11	.	.	PUNCT
bracis-19072	245	1	https://doi.org/10.1109/lgrs.2019.2954735	https://doi.org/10.1109/lgrs.2019.2954735	PROPN
bracis-19072	245	2	article	article	NOUN
bracis-19072	245	3	  	  	SPACE
bracis-19072	245	4	google	google	PROPN
bracis-19072	245	5	scholar	scholar	NOUN
bracis-19072	245	6	  	  	SPACE
bracis-19072	245	7	tetila	tetila	PROPN
bracis-19072	245	8	,	,	PUNCT
bracis-19072	245	9	e.c	e.c	PROPN
bracis-19072	245	10	.	.	PROPN
bracis-19072	245	11	:	:	PUNCT
bracis-19072	246	1	detecção	detecção	VERB
bracis-19072	246	2	e	e	PROPN
bracis-19072	246	3	classificação	classificação	PROPN
bracis-19072	246	4	de	de	X
bracis-19072	246	5	doenças	doenças	PROPN
bracis-19072	246	6	e	e	PROPN
bracis-19072	246	7	pragas	pragas	PROPN
bracis-19072	246	8	da	da	PROPN
bracis-19072	246	9	soja	soja	PROPN
bracis-19072	246	10	usando	usando	PROPN
bracis-19072	246	11	imagens	imagens	PROPN
bracis-19072	246	12	de	de	PROPN
bracis-19072	246	13	veículos	veículos	PROPN
bracis-19072	246	14	aéreos	aéreos	PROPN
bracis-19072	246	15	não	não	PROPN
bracis-19072	246	16	tripulados	tripulados	PROPN
bracis-19072	246	17	e	e	PROPN
bracis-19072	246	18	técnicas	técnicas	VERB
bracis-19072	246	19	de	de	PROPN
bracis-19072	246	20	visão	visão	PROPN
bracis-19072	246	21	computacional	computacional	PROPN
bracis-19072	246	22	.	.	PUNCT
bracis-19072	247	1	ph.d	ph.d	PROPN
bracis-19072	247	2	.	.	PUNCT
bracis-19072	248	1	dissertation	dissertation	NOUN
bracis-19072	248	2	,	,	PUNCT
bracis-19072	248	3	universidade	universidade	PROPN
bracis-19072	248	4	católica	católica	PROPN
bracis-19072	248	5	dom	dom	PROPN
bracis-19072	248	6	bosco	bosco	PROPN
bracis-19072	248	7	(	(	PUNCT
bracis-19072	248	8	2019	2019	NUM
bracis-19072	248	9	)	)	PUNCT
bracis-19072	248	10	.	.	PUNCT
bracis-19072	249	1	http://repositorio.ufgd.edu.br/jspui/handle/prefix/2385	http://repositorio.ufgd.edu.br/jspui/handle/prefix/2385	PROPN
bracis-19072	249	2	redmon	redmon	PROPN
bracis-19072	249	3	,	,	PUNCT
bracis-19072	249	4	j.	j.	PROPN
bracis-19072	249	5	,	,	PUNCT
bracis-19072	249	6	farhadi	farhadi	PROPN
bracis-19072	249	7	,	,	PUNCT
bracis-19072	249	8	a.	a.	NOUN
bracis-19072	249	9	:	:	PUNCT
bracis-19072	250	1	yolov3	yolov3	PROPN
bracis-19072	250	2	:	:	PUNCT
bracis-19072	250	3	an	an	DET
bracis-19072	250	4	incremental	incremental	ADJ
bracis-19072	250	5	improvement	improvement	NOUN
bracis-19072	250	6	(	(	PUNCT
bracis-19072	250	7	2018	2018	NUM
bracis-19072	250	8	)	)	PUNCT
bracis-19072	250	9	.	.	PUNCT
bracis-19072	251	1	corr	corr	PROPN
bracis-19072	251	2	,	,	PUNCT
bracis-19072	251	3	vol	vol	NOUN
bracis-19072	251	4	.	.	PUNCT
bracis-19072	251	5	abs/1804.02767	abs/1804.02767	NOUN
bracis-19072	251	6	,	,	PUNCT
bracis-19072	251	7	http://arxiv.org/abs/1804.02767	http://arxiv.org/abs/1804.02767	PROPN
bracis-19072	251	8	ren	ren	PROPN
bracis-19072	251	9	,	,	PUNCT
bracis-19072	251	10	s.	s.	PROPN
bracis-19072	251	11	,	,	PUNCT
bracis-19072	251	12	he	he	PRON
bracis-19072	251	13	,	,	PUNCT
bracis-19072	251	14	k.	k.	PROPN
bracis-19072	251	15	,	,	PUNCT
bracis-19072	251	16	girshick	girshick	PROPN
bracis-19072	251	17	,	,	PUNCT
bracis-19072	251	18	r.b	r.b	PROPN
bracis-19072	251	19	.	.	PROPN
bracis-19072	251	20	,	,	PUNCT
bracis-19072	251	21	sun	sun	PROPN
bracis-19072	251	22	,	,	PUNCT
bracis-19072	251	23	j.	j.	PROPN
bracis-19072	251	24	:	:	PUNCT
bracis-19072	251	25	faster	fast	ADV
bracis-19072	251	26	r	r	X
bracis-19072	251	27	-	-	PUNCT
bracis-19072	251	28	cnn	cnn	NOUN
bracis-19072	251	29	:	:	PUNCT
bracis-19072	251	30	towards	towards	ADP
bracis-19072	251	31	real	real	ADJ
bracis-19072	251	32	-	-	PUNCT
bracis-19072	251	33	time	time	NOUN
bracis-19072	251	34	object	object	NOUN
bracis-19072	251	35	detection	detection	NOUN
bracis-19072	251	36	with	with	ADP
bracis-19072	251	37	region	region	NOUN
bracis-19072	251	38	proposal	proposal	NOUN
bracis-19072	251	39	networks	network	NOUN
bracis-19072	251	40	(	(	PUNCT
bracis-19072	251	41	2015	2015	NUM
bracis-19072	251	42	)	)	PUNCT
bracis-19072	251	43	.	.	PUNCT
bracis-19072	252	1	corr	corr	PROPN
bracis-19072	252	2	,	,	PUNCT
bracis-19072	252	3	vol	vol	NOUN
bracis-19072	252	4	.	.	PUNCT
bracis-19072	253	1	abs/1506.01497	abs/1506.01497	NUM
bracis-19072	253	2	,	,	PUNCT
bracis-19072	253	3	http://arxiv.org/abs/1506.01497	http://arxiv.org/abs/1506.01497	NOUN
bracis-19072	253	4	lin	lin	PROPN
bracis-19072	253	5	,	,	PUNCT
bracis-19072	253	6	t.-y	t.-y	NOUN
bracis-19072	253	7	.	.	PROPN
bracis-19072	253	8	,	,	PUNCT
bracis-19072	253	9	goyal	goyal	PROPN
bracis-19072	253	10	,	,	PUNCT
bracis-19072	253	11	p.	p.	NOUN
bracis-19072	253	12	,	,	PUNCT
bracis-19072	253	13	girshick	girshick	PROPN
bracis-19072	253	14	,	,	PUNCT
bracis-19072	253	15	r.	r.	PROPN
bracis-19072	253	16	,	,	PUNCT
bracis-19072	253	17	he	he	PRON
bracis-19072	253	18	,	,	PUNCT
bracis-19072	253	19	k.	k.	PROPN
bracis-19072	253	20	,	,	PUNCT
bracis-19072	253	21	dollár	dollár	NOUN
bracis-19072	253	22	,	,	PUNCT
bracis-19072	253	23	p.	p.	NOUN
bracis-19072	253	24	:	:	PUNCT
bracis-19072	253	25	focal	focal	ADJ
bracis-19072	253	26	loss	loss	NOUN
bracis-19072	253	27	for	for	ADP
bracis-19072	253	28	dense	dense	ADJ
bracis-19072	253	29	object	object	NOUN
bracis-19072	253	30	detection	detection	NOUN
bracis-19072	253	31	.	.	PUNCT
bracis-19072	254	1	ieee	ieee	PROPN
bracis-19072	254	2	trans	trans	PROPN
bracis-19072	254	3	.	.	PUNCT
bracis-19072	254	4	pattern	pattern	PROPN
bracis-19072	254	5	anal	anal	PROPN
bracis-19072	254	6	.	.	PUNCT
bracis-19072	255	1	mach	mach	PROPN
bracis-19072	255	2	.	.	PUNCT
bracis-19072	256	1	intell	intell	PROPN
bracis-19072	256	2	.	.	PUNCT
bracis-19072	257	1	42(2	42(2	NUM
bracis-19072	257	2	)	)	PUNCT
bracis-19072	257	3	,	,	PUNCT
bracis-19072	258	1	318–327	318–327	NUM
bracis-19072	258	2	(	(	PUNCT
bracis-19072	258	3	2020	2020	NUM
bracis-19072	258	4	)	)	PUNCT
bracis-19072	258	5	article	article	NOUN
bracis-19072	258	6	  	  	SPACE
bracis-19072	258	7	google	google	PROPN
bracis-19072	258	8	scholar	scholar	NOUN
bracis-19072	258	9	  	  	SPACE
bracis-19072	258	10	li	li	PROPN
bracis-19072	258	11	,	,	PUNCT
bracis-19072	258	12	y.	y.	PROPN
bracis-19072	258	13	,	,	PUNCT
bracis-19072	258	14	wang	wang	PROPN
bracis-19072	258	15	,	,	PUNCT
bracis-19072	258	16	h.	h.	PROPN
bracis-19072	258	17	,	,	PUNCT
bracis-19072	258	18	dang	dang	PROPN
bracis-19072	258	19	,	,	PUNCT
bracis-19072	258	20	l.m	l.m	PROPN
bracis-19072	258	21	.	.	PROPN
bracis-19072	258	22	,	,	PUNCT
bracis-19072	258	23	sadeghi	sadeghi	PROPN
bracis-19072	258	24	-	-	PUNCT
bracis-19072	258	25	niaraki	niaraki	PROPN
bracis-19072	258	26	,	,	PUNCT
bracis-19072	258	27	a.	a.	NOUN
bracis-19072	258	28	,	,	PUNCT
bracis-19072	258	29	moon	moon	PROPN
bracis-19072	258	30	,	,	PUNCT
bracis-19072	258	31	h.	h.	NOUN
bracis-19072	258	32	:	:	PUNCT
bracis-19072	258	33	crop	crop	NOUN
bracis-19072	258	34	pest	pest	NOUN
bracis-19072	258	35	recognition	recognition	NOUN
bracis-19072	258	36	in	in	ADP
bracis-19072	258	37	natural	natural	ADJ
bracis-19072	258	38	scenes	scene	NOUN
bracis-19072	258	39	using	use	VERB
bracis-19072	258	40	convolutional	convolutional	ADJ
bracis-19072	258	41	neural	neural	ADJ
bracis-19072	258	42	networks	network	NOUN
bracis-19072	258	43	.	.	PUNCT
bracis-19072	259	1	comput	comput	NOUN
bracis-19072	259	2	.	.	PUNCT
bracis-19072	260	1	electron	electron	PROPN
bracis-19072	260	2	.	.	PUNCT
bracis-19072	261	1	agric	agric	PROPN
bracis-19072	261	2	.	.	PUNCT
bracis-19072	262	1	169,(2020	169,(2020	NUM
bracis-19072	262	2	)	)	PUNCT
bracis-19072	262	3	.	.	PUNCT
bracis-19072	263	1	https://doi.org/10.1016/j.compag.2019.105174	https://doi.org/10.1016/j.compag.2019.105174	PROPN
bracis-19072	263	2	.	.	PUNCT
bracis-19072	264	1	issn	issn	PROPN
bracis-19072	264	2	0168–1699	0168–1699	PROPN
bracis-19072	264	3	wang	wang	PROPN
bracis-19072	264	4	,	,	PUNCT
bracis-19072	264	5	f.	f.	PROPN
bracis-19072	264	6	,	,	PUNCT
bracis-19072	264	7	wang	wang	PROPN
bracis-19072	264	8	,	,	PUNCT
bracis-19072	264	9	r.	r.	PROPN
bracis-19072	264	10	,	,	PUNCT
bracis-19072	264	11	xie	xie	PROPN
bracis-19072	264	12	,	,	PUNCT
bracis-19072	264	13	c.	c.	PROPN
bracis-19072	264	14	,	,	PUNCT
bracis-19072	264	15	yang	yang	PROPN
bracis-19072	264	16	,	,	PUNCT
bracis-19072	264	17	p.	p.	PROPN
bracis-19072	264	18	,	,	PUNCT
bracis-19072	264	19	liu	liu	PROPN
bracis-19072	264	20	,	,	PUNCT
bracis-19072	264	21	l.	l.	PROPN
bracis-19072	264	22	:	:	PUNCT
bracis-19072	264	23	fusing	fuse	VERB
bracis-19072	264	24	multi	multi	ADJ
bracis-19072	264	25	-	-	ADJ
bracis-19072	264	26	scale	scale	ADJ
bracis-19072	264	27	context	context	NOUN
bracis-19072	264	28	-	-	PUNCT
bracis-19072	264	29	aware	aware	ADJ
bracis-19072	264	30	information	information	NOUN
bracis-19072	264	31	representation	representation	NOUN
bracis-19072	264	32	for	for	ADP
bracis-19072	264	33	automatic	automatic	ADJ
bracis-19072	264	34	in	in	ADP
bracis-19072	264	35	-	-	PUNCT
bracis-19072	264	36	field	field	NOUN
bracis-19072	264	37	pest	pest	NOUN
bracis-19072	264	38	detection	detection	NOUN
bracis-19072	264	39	and	and	CCONJ
bracis-19072	264	40	recognition	recognition	NOUN
bracis-19072	264	41	.	.	PUNCT
bracis-19072	265	1	comput	comput	NOUN
bracis-19072	265	2	.	.	PUNCT
bracis-19072	266	1	electron	electron	PROPN
bracis-19072	266	2	.	.	PUNCT
bracis-19072	267	1	agric	agric	PROPN
bracis-19072	267	2	.	.	PUNCT
bracis-19072	268	1	169,(2020	169,(2020	NUM
bracis-19072	268	2	)	)	PUNCT
bracis-19072	268	3	.	.	PUNCT
bracis-19072	269	1	https://doi.org/10.1016/j.compag.2020.105222	https://doi.org/10.1016/j.compag.2020.105222	PROPN
bracis-19072	269	2	.	.	PUNCT
bracis-19072	270	1	issn	issn	PROPN
bracis-19072	270	2	0168–1699	0168–1699	NUM
bracis-19072	270	3	mique	mique	NOUN
bracis-19072	270	4	,	,	PUNCT
bracis-19072	270	5	e.l	e.l	PROPN
bracis-19072	270	6	.	.	PROPN
bracis-19072	270	7	,	,	PUNCT
bracis-19072	270	8	palaoag	palaoag	PROPN
bracis-19072	270	9	,	,	PUNCT
bracis-19072	270	10	t.d	t.d	PROPN
bracis-19072	270	11	.	.	PUNCT
bracis-19072	270	12	:	:	PUNCT
bracis-19072	270	13	rice	rice	NOUN
bracis-19072	270	14	pest	pest	NOUN
bracis-19072	270	15	and	and	CCONJ
bracis-19072	270	16	disease	disease	NOUN
bracis-19072	270	17	detection	detection	NOUN
bracis-19072	270	18	using	use	VERB
bracis-19072	270	19	convolutional	convolutional	ADJ
bracis-19072	270	20	neural	neural	ADJ
bracis-19072	270	21	network	network	NOUN
bracis-19072	270	22	.	.	PUNCT
bracis-19072	271	1	in	in	ADP
bracis-19072	271	2	:	:	PUNCT
bracis-19072	271	3	proceedings	proceeding	NOUN
bracis-19072	271	4	of	of	ADP
bracis-19072	271	5	the	the	DET
bracis-19072	271	6	2018	2018	NUM
bracis-19072	271	7	international	international	ADJ
bracis-19072	271	8	conference	conference	NOUN
bracis-19072	271	9	on	on	ADP
bracis-19072	271	10	information	information	NOUN
bracis-19072	271	11	science	science	NOUN
bracis-19072	271	12	and	and	CCONJ
bracis-19072	271	13	system	system	NOUN
bracis-19072	271	14	,	,	PUNCT
bracis-19072	271	15	series	series	NOUN
bracis-19072	271	16	iciss	iciss	VERB
bracis-19072	271	17	’	'	PUNCT
bracis-19072	271	18	18	18	NUM
bracis-19072	271	19	,	,	PUNCT
bracis-19072	271	20	pp	pp	ADJ
bracis-19072	271	21	.	.	PUNCT
bracis-19072	272	1	147–151	147–151	NUM
bracis-19072	272	2	.	.	PUNCT
bracis-19072	272	3	association	association	NOUN
bracis-19072	272	4	for	for	ADP
bracis-19072	272	5	computing	compute	VERB
bracis-19072	272	6	machinery	machinery	NOUN
bracis-19072	272	7	,	,	PUNCT
bracis-19072	272	8	new	new	PROPN
bracis-19072	272	9	york	york	PROPN
bracis-19072	272	10	(	(	PUNCT
bracis-19072	272	11	2018	2018	NUM
bracis-19072	272	12	)	)	PUNCT
bracis-19072	272	13	.	.	PUNCT
bracis-19072	273	1	https://doi.org/10.1145/3209914.3209945	https://doi.org/10.1145/3209914.3209945	NOUN
bracis-19072	273	2	.	.	PUNCT
bracis-19072	274	1	isbn	isbn	PROPN
bracis-19072	274	2	9781450364218	9781450364218	NUM
bracis-19072	274	3	wu	wu	PROPN
bracis-19072	274	4	,	,	PUNCT
bracis-19072	274	5	x.	x.	PROPN
bracis-19072	274	6	,	,	PUNCT
bracis-19072	274	7	zhan	zhan	PROPN
bracis-19072	274	8	,	,	PUNCT
bracis-19072	274	9	c.	c.	PROPN
bracis-19072	274	10	,	,	PUNCT
bracis-19072	274	11	lai	lai	PROPN
bracis-19072	274	12	,	,	PUNCT
bracis-19072	274	13	y.	y.	PROPN
bracis-19072	274	14	,	,	PUNCT
bracis-19072	274	15	cheng	cheng	PROPN
bracis-19072	274	16	,	,	PUNCT
bracis-19072	274	17	m.	m.	PROPN
bracis-19072	274	18	,	,	PUNCT
bracis-19072	274	19	yang	yang	PROPN
bracis-19072	274	20	,	,	PUNCT
bracis-19072	274	21	j.	j.	PROPN
bracis-19072	274	22	:	:	PUNCT
bracis-19072	274	23	ip102	ip102	PRON
bracis-19072	274	24	:	:	PUNCT
bracis-19072	274	25	a	a	DET
bracis-19072	274	26	large	large	ADJ
bracis-19072	274	27	-	-	PUNCT
bracis-19072	274	28	scale	scale	NOUN
bracis-19072	274	29	benchmark	benchmark	NOUN
bracis-19072	274	30	dataset	dataset	NOUN
bracis-19072	274	31	for	for	ADP
bracis-19072	274	32	insect	insect	NOUN
bracis-19072	274	33	pest	pest	NOUN
bracis-19072	274	34	recognition	recognition	NOUN
bracis-19072	274	35	.	.	PUNCT
bracis-19072	275	1	in	in	ADP
bracis-19072	275	2	:	:	PUNCT
bracis-19072	275	3	2019	2019	NUM
bracis-19072	275	4	ieee	ieee	NOUN
bracis-19072	275	5	/	/	SYM
bracis-19072	275	6	cvf	cvf	NOUN
bracis-19072	275	7	conference	conference	NOUN
bracis-19072	275	8	on	on	ADP
bracis-19072	275	9	computer	computer	NOUN
bracis-19072	275	10	vision	vision	NOUN
bracis-19072	275	11	and	and	CCONJ
bracis-19072	275	12	pattern	pattern	NOUN
bracis-19072	275	13	recognition	recognition	NOUN
bracis-19072	275	14	(	(	PUNCT
bracis-19072	275	15	cvpr	cvpr	NOUN
bracis-19072	275	16	)	)	PUNCT
bracis-19072	275	17	,	,	PUNCT
bracis-19072	275	18	pp	pp	ADP
bracis-19072	275	19	.	.	PUNCT
bracis-19072	275	20	8779–8788	8779–8788	NUM
bracis-19072	275	21	(	(	PUNCT
bracis-19072	275	22	2019	2019	NUM
bracis-19072	275	23	)	)	PUNCT
bracis-19072	275	24	.	.	PUNCT
bracis-19072	276	1	https://doi.org/10.1109/cvpr.2019.00899	https://doi.org/10.1109/cvpr.2019.00899	PROPN
bracis-19072	276	2	nam	nam	PROPN
bracis-19072	276	3	,	,	PUNCT
bracis-19072	276	4	n.t	n.t	PROPN
bracis-19072	276	5	.	.	PROPN
bracis-19072	276	6	,	,	PUNCT
bracis-19072	276	7	hung	hung	PROPN
bracis-19072	276	8	,	,	PUNCT
bracis-19072	276	9	p.d	p.d	PROPN
bracis-19072	276	10	.	.	PROPN
bracis-19072	276	11	:	:	PUNCT
bracis-19072	276	12	pest	pest	VERB
bracis-19072	276	13	detection	detection	NOUN
bracis-19072	276	14	on	on	ADP
bracis-19072	276	15	traps	trap	NOUN
bracis-19072	276	16	using	use	VERB
bracis-19072	276	17	deep	deep	ADJ
bracis-19072	276	18	convolutional	convolutional	ADJ
bracis-19072	276	19	neural	neural	ADJ
bracis-19072	276	20	networks	network	NOUN
bracis-19072	276	21	.	.	PUNCT
bracis-19072	277	1	in	in	ADP
bracis-19072	277	2	:	:	PUNCT
bracis-19072	277	3	proceedings	proceeding	NOUN
bracis-19072	277	4	of	of	ADP
bracis-19072	277	5	the	the	DET
bracis-19072	277	6	2018	2018	NUM
bracis-19072	277	7	international	international	ADJ
bracis-19072	277	8	conference	conference	NOUN
bracis-19072	277	9	on	on	ADP
bracis-19072	277	10	control	control	NOUN
bracis-19072	277	11	and	and	CCONJ
bracis-19072	277	12	computer	computer	NOUN
bracis-19072	277	13	vision	vision	NOUN
bracis-19072	277	14	,	,	PUNCT
bracis-19072	277	15	series	series	NOUN
bracis-19072	277	16	icccv	icccv	PROPN
bracis-19072	277	17	’	’	PROPN
bracis-19072	277	18	18	18	NUM
bracis-19072	277	19	,	,	PUNCT
bracis-19072	277	20	pp	pp	ADJ
bracis-19072	277	21	.	.	PUNCT
bracis-19072	278	1	33–38	33–38	NUM
bracis-19072	278	2	.	.	PUNCT
bracis-19072	278	3	association	association	NOUN
bracis-19072	278	4	for	for	ADP
bracis-19072	278	5	computing	compute	VERB
bracis-19072	278	6	machinery	machinery	NOUN
bracis-19072	278	7	,	,	PUNCT
bracis-19072	278	8	new	new	PROPN
bracis-19072	278	9	york	york	PROPN
bracis-19072	278	10	(	(	PUNCT
bracis-19072	278	11	2018	2018	NUM
bracis-19072	278	12	)	)	PUNCT
bracis-19072	278	13	.	.	PUNCT
bracis-19072	279	1	https://doi.org/10.1145/3232651.3232661	https://doi.org/10.1145/3232651.3232661	ADJ
bracis-19072	279	2	xia	xia	PROPN
bracis-19072	279	3	,	,	PUNCT
bracis-19072	279	4	d.	d.	PROPN
bracis-19072	279	5	,	,	PUNCT
bracis-19072	279	6	chen	chen	PROPN
bracis-19072	279	7	,	,	PUNCT
bracis-19072	279	8	p.	p.	PROPN
bracis-19072	279	9	,	,	PUNCT
bracis-19072	279	10	wang	wang	PROPN
bracis-19072	279	11	,	,	PUNCT
bracis-19072	279	12	b.	b.	PROPN
bracis-19072	279	13	,	,	PUNCT
bracis-19072	279	14	zhang	zhang	PROPN
bracis-19072	279	15	,	,	PUNCT
bracis-19072	279	16	j.	j.	PROPN
bracis-19072	279	17	,	,	PUNCT
bracis-19072	279	18	xie	xie	PROPN
bracis-19072	279	19	,	,	PUNCT
bracis-19072	279	20	c.	c.	PROPN
bracis-19072	279	21	:	:	PUNCT
bracis-19072	279	22	insect	insect	NOUN
bracis-19072	279	23	detection	detection	NOUN
bracis-19072	279	24	and	and	CCONJ
bracis-19072	279	25	classification	classification	NOUN
bracis-19072	279	26	based	base	VERB
bracis-19072	279	27	on	on	ADP
bracis-19072	279	28	an	an	DET
bracis-19072	279	29	improved	improved	ADJ
bracis-19072	279	30	convolutional	convolutional	ADJ
bracis-19072	279	31	neural	neural	ADJ
bracis-19072	279	32	network	network	NOUN
bracis-19072	279	33	.	.	PUNCT
bracis-19072	280	1	sensors	sensor	NOUN
bracis-19072	280	2	18(12	18(12	NUM
bracis-19072	280	3	)	)	PUNCT
bracis-19072	280	4	,	,	PUNCT
bracis-19072	280	5	4169	4169	NUM
bracis-19072	280	6	(	(	PUNCT
bracis-19072	280	7	2018	2018	NUM
bracis-19072	280	8	)	)	PUNCT
bracis-19072	280	9	.	.	PUNCT
bracis-19072	281	1	https://doi.org/10.3390/s18124169	https://doi.org/10.3390/s18124169	PROPN
bracis-19072	281	2	.	.	PUNCT
bracis-19072	282	1	issn	issn	PROPN
bracis-19072	282	2	1424–8220	1424–8220	NUM
bracis-19072	282	3	cheng	cheng	PROPN
bracis-19072	282	4	,	,	PUNCT
bracis-19072	282	5	x.	x.	PROPN
bracis-19072	282	6	,	,	PUNCT
bracis-19072	282	7	zhang	zhang	PROPN
bracis-19072	282	8	,	,	PUNCT
bracis-19072	282	9	y.	y.	PROPN
bracis-19072	282	10	,	,	PUNCT
bracis-19072	282	11	chen	chen	PROPN
bracis-19072	282	12	,	,	PUNCT
bracis-19072	282	13	y.	y.	PROPN
bracis-19072	282	14	,	,	PUNCT
bracis-19072	282	15	wu	wu	PROPN
bracis-19072	282	16	,	,	PUNCT
bracis-19072	282	17	y.	y.	PROPN
bracis-19072	282	18	,	,	PUNCT
bracis-19072	282	19	yue	yue	PROPN
bracis-19072	282	20	,	,	PUNCT
bracis-19072	282	21	y.	y.	NOUN
bracis-19072	282	22	:	:	PUNCT
bracis-19072	282	23	pest	pest	VERB
bracis-19072	282	24	identification	identification	NOUN
bracis-19072	282	25	via	via	ADP
bracis-19072	282	26	deep	deep	ADJ
bracis-19072	282	27	residual	residual	ADJ
bracis-19072	282	28	learning	learning	NOUN
bracis-19072	282	29	in	in	ADP
bracis-19072	282	30	complex	complex	ADJ
bracis-19072	282	31	background	background	NOUN
bracis-19072	282	32	.	.	PUNCT
bracis-19072	283	1	comput	comput	NOUN
bracis-19072	283	2	.	.	PUNCT
bracis-19072	284	1	electron	electron	PROPN
bracis-19072	284	2	.	.	PUNCT
bracis-19072	285	1	agric	agric	PROPN
bracis-19072	285	2	.	.	PUNCT
bracis-19072	286	1	141	141	NUM
bracis-19072	286	2	,	,	PUNCT
bracis-19072	286	3	351–356	351–356	NUM
bracis-19072	286	4	(	(	PUNCT
bracis-19072	286	5	2017	2017	NUM
bracis-19072	286	6	)	)	PUNCT
bracis-19072	286	7	.	.	PUNCT
bracis-19072	287	1	https://doi.org/10.1016/j.compag.2017.08.005	https://doi.org/10.1016/j.compag.2017.08.005	PROPN
bracis-19072	287	2	article	article	NOUN
bracis-19072	287	3	  	  	SPACE
bracis-19072	287	4	google	google	PROPN
bracis-19072	287	5	scholar	scholar	NOUN
bracis-19072	287	6	  	  	SPACE
bracis-19072	287	7	gutierrez	gutierrez	PROPN
bracis-19072	287	8	,	,	PUNCT
bracis-19072	287	9	a.	a.	NOUN
bracis-19072	287	10	,	,	PUNCT
bracis-19072	287	11	ansuategi	ansuategi	PROPN
bracis-19072	287	12	,	,	PUNCT
bracis-19072	287	13	a.	a.	NOUN
bracis-19072	287	14	,	,	PUNCT
bracis-19072	287	15	susperregi	susperregi	PROPN
bracis-19072	287	16	,	,	PUNCT
bracis-19072	287	17	l.	l.	PROPN
bracis-19072	287	18	,	,	PUNCT
bracis-19072	287	19	tubío	tubío	PROPN
bracis-19072	287	20	,	,	PUNCT
bracis-19072	287	21	c.	c.	PROPN
bracis-19072	287	22	,	,	PUNCT
bracis-19072	287	23	rankić	rankić	PROPN
bracis-19072	287	24	,	,	PUNCT
bracis-19072	287	25	i.	i.	PROPN
bracis-19072	287	26	,	,	PUNCT
bracis-19072	287	27	lenža	lenža	PROPN
bracis-19072	287	28	,	,	PUNCT
bracis-19072	287	29	l.	l.	PROPN
bracis-19072	287	30	:	:	PUNCT
bracis-19072	287	31	a	a	DET
bracis-19072	287	32	benchmarking	benchmarking	NOUN
bracis-19072	287	33	of	of	ADP
bracis-19072	287	34	learning	learn	VERB
bracis-19072	287	35	strategies	strategy	NOUN
bracis-19072	287	36	for	for	ADP
bracis-19072	287	37	pest	pest	NOUN
bracis-19072	287	38	detection	detection	NOUN
bracis-19072	287	39	and	and	CCONJ
bracis-19072	287	40	identification	identification	NOUN
bracis-19072	287	41	on	on	ADP
bracis-19072	287	42	tomato	tomato	NOUN
bracis-19072	287	43	plants	plant	NOUN
bracis-19072	287	44	for	for	ADP
bracis-19072	287	45	autonomous	autonomous	ADJ
bracis-19072	287	46	scouting	scouting	NOUN
bracis-19072	287	47	robots	robot	NOUN
bracis-19072	287	48	using	use	VERB
bracis-19072	287	49	internal	internal	ADJ
bracis-19072	287	50	databases	database	NOUN
bracis-19072	287	51	(	(	PUNCT
bracis-19072	287	52	2019	2019	NUM
bracis-19072	287	53	)	)	PUNCT
bracis-19072	287	54	.	.	PUNCT
bracis-19072	288	1	https://doi.org/10.1155/2019/5219471	https://doi.org/10.1155/2019/5219471	PROPN
bracis-19072	288	2	liu	liu	PROPN
bracis-19072	288	3	,	,	PUNCT
bracis-19072	288	4	b.	b.	PROPN
bracis-19072	288	5	,	,	PUNCT
bracis-19072	288	6	hu	hu	PROPN
bracis-19072	288	7	,	,	PUNCT
bracis-19072	288	8	z.	z.	PROPN
bracis-19072	288	9	,	,	PUNCT
bracis-19072	288	10	zhao	zhao	PROPN
bracis-19072	288	11	,	,	PUNCT
bracis-19072	288	12	y.	y.	PROPN
bracis-19072	288	13	,	,	PUNCT
bracis-19072	288	14	bai	bai	PROPN
bracis-19072	288	15	,	,	PUNCT
bracis-19072	288	16	y.	y.	PROPN
bracis-19072	288	17	,	,	PUNCT
bracis-19072	288	18	wang	wang	PROPN
bracis-19072	288	19	,	,	PUNCT
bracis-19072	288	20	y.	y.	PROPN
bracis-19072	288	21	:	:	PUNCT
bracis-19072	288	22	recognition	recognition	NOUN
bracis-19072	288	23	of	of	ADP
bracis-19072	288	24	pyralidae	pyralidae	ADJ
bracis-19072	288	25	insects	insect	NOUN
bracis-19072	288	26	using	use	VERB
bracis-19072	288	27	intelligent	intelligent	ADJ
bracis-19072	288	28	monitoring	monitoring	NOUN
bracis-19072	288	29	autonomous	autonomous	ADJ
bracis-19072	288	30	robot	robot	NOUN
bracis-19072	288	31	vehicle	vehicle	NOUN
bracis-19072	288	32	in	in	ADP
bracis-19072	288	33	natural	natural	ADJ
bracis-19072	288	34	farm	farm	NOUN
bracis-19072	288	35	scene	scene	NOUN
bracis-19072	288	36	(	(	PUNCT
bracis-19072	288	37	2019	2019	NUM
bracis-19072	288	38	)	)	PUNCT
bracis-19072	288	39	.	.	PUNCT
bracis-19072	289	1	corr	corr	PROPN
bracis-19072	289	2	,	,	PUNCT
bracis-19072	289	3	vol	vol	NOUN
bracis-19072	289	4	.	.	PUNCT
bracis-19072	290	1	abs/1903.10827	abs/1903.10827	PROPN
bracis-19072	290	2	,	,	PUNCT
bracis-19072	290	3	http://arxiv.org/abs/1903.10827	http://arxiv.org/abs/1903.10827	PROPN
bracis-19072	290	4	deng	deng	PROPN
bracis-19072	290	5	,	,	PUNCT
bracis-19072	290	6	l.	l.	PROPN
bracis-19072	290	7	,	,	PUNCT
bracis-19072	290	8	wang	wang	PROPN
bracis-19072	290	9	,	,	PUNCT
bracis-19072	290	10	y.	y.	PROPN
bracis-19072	290	11	,	,	PUNCT
bracis-19072	290	12	han	han	PROPN
bracis-19072	290	13	,	,	PUNCT
bracis-19072	290	14	z.	z.	PROPN
bracis-19072	290	15	,	,	PUNCT
bracis-19072	290	16	yu	yu	PROPN
bracis-19072	290	17	,	,	PUNCT
bracis-19072	290	18	r.	r.	PROPN
bracis-19072	290	19	:	:	PUNCT
bracis-19072	290	20	research	research	NOUN
bracis-19072	290	21	on	on	ADP
bracis-19072	290	22	insect	insect	NOUN
bracis-19072	290	23	pest	pest	NOUN
bracis-19072	290	24	image	image	NOUN
bracis-19072	290	25	detection	detection	NOUN
bracis-19072	290	26	and	and	CCONJ
bracis-19072	290	27	recognition	recognition	NOUN
bracis-19072	290	28	based	base	VERB
bracis-19072	290	29	on	on	ADP
bracis-19072	290	30	bio	bio	ADJ
bracis-19072	290	31	-	-	PUNCT
bracis-19072	290	32	inspired	inspire	VERB
bracis-19072	290	33	methods	method	NOUN
bracis-19072	290	34	.	.	PUNCT
bracis-19072	291	1	biosyst	biosyst	NOUN
bracis-19072	291	2	.	.	PUNCT
bracis-19072	292	1	eng	eng	PROPN
bracis-19072	292	2	.	.	PROPN
bracis-19072	292	3	169	169	NUM
bracis-19072	292	4	,	,	PUNCT
bracis-19072	292	5	139–148	139–148	NUM
bracis-19072	292	6	(	(	PUNCT
bracis-19072	292	7	2018	2018	NUM
bracis-19072	292	8	)	)	PUNCT
bracis-19072	292	9	.	.	PUNCT
bracis-19072	293	1	https://doi.org/10.1016/j.biosystemseng.2018.02.008	https://doi.org/10.1016/j.biosystemseng.2018.02.008	NOUN
bracis-19072	293	2	.	.	PUNCT
bracis-19072	294	1	issn	issn	PROPN
bracis-19072	294	2	1537–5110	1537–5110	NUM
bracis-19072	294	3	liu	liu	PROPN
bracis-19072	294	4	,	,	PUNCT
bracis-19072	294	5	t.	t.	PROPN
bracis-19072	294	6	,	,	PUNCT
bracis-19072	294	7	chen	chen	PROPN
bracis-19072	294	8	,	,	PUNCT
bracis-19072	294	9	w.	w.	PROPN
bracis-19072	294	10	,	,	PUNCT
bracis-19072	294	11	wu	wu	PROPN
bracis-19072	294	12	,	,	PUNCT
bracis-19072	294	13	w.	w.	PROPN
bracis-19072	294	14	,	,	PUNCT
bracis-19072	294	15	sun	sun	PROPN
bracis-19072	294	16	,	,	PUNCT
bracis-19072	294	17	c.	c.	PROPN
bracis-19072	294	18	,	,	PUNCT
bracis-19072	294	19	guo	guo	PROPN
bracis-19072	294	20	,	,	PUNCT
bracis-19072	294	21	w.	w.	PROPN
bracis-19072	294	22	,	,	PUNCT
bracis-19072	294	23	zhu	zhu	PROPN
bracis-19072	294	24	,	,	PUNCT
bracis-19072	294	25	x.	x.	NOUN
bracis-19072	294	26	:	:	PUNCT
bracis-19072	294	27	detection	detection	NOUN
bracis-19072	294	28	of	of	ADP
bracis-19072	294	29	aphids	aphid	NOUN
bracis-19072	294	30	in	in	ADP
bracis-19072	294	31	wheat	wheat	NOUN
bracis-19072	294	32	fields	field	NOUN
bracis-19072	294	33	using	use	VERB
bracis-19072	294	34	a	a	DET
bracis-19072	294	35	computer	computer	NOUN
bracis-19072	294	36	vision	vision	NOUN
bracis-19072	294	37	technique	technique	NOUN
bracis-19072	294	38	.	.	PUNCT
bracis-19072	295	1	biosyst	biosyst	NOUN
bracis-19072	295	2	.	.	PUNCT
bracis-19072	296	1	eng	eng	PROPN
bracis-19072	296	2	.	.	PROPN
bracis-19072	296	3	141	141	NUM
bracis-19072	296	4	,	,	PUNCT
bracis-19072	296	5	82–93	82–93	NUM
bracis-19072	296	6	(	(	PUNCT
bracis-19072	296	7	2016	2016	NUM
bracis-19072	296	8	)	)	PUNCT
bracis-19072	296	9	.	.	PUNCT
bracis-19072	297	1	https://doi.org/10.1016/j.biosystemseng.2015.11.005	https://doi.org/10.1016/j.biosystemseng.2015.11.005	PROPN
bracis-19072	297	2	.	.	PUNCT
bracis-19072	298	1	issn	issn	PROPN
bracis-19072	298	2	1537–5110	1537–5110	NUM
bracis-19072	298	3	tetila	tetila	PROPN
bracis-19072	298	4	,	,	PUNCT
bracis-19072	298	5	e.c	e.c	PROPN
bracis-19072	298	6	.	.	PROPN
bracis-19072	298	7	:	:	PUNCT
bracis-19072	298	8	insect12c	insect12c	ADJ
bracis-19072	298	9	-	-	PUNCT
bracis-19072	298	10	dataset	dataset	VERB
bracis-19072	298	11	conjunto	conjunto	PROPN
bracis-19072	298	12	de	de	X
bracis-19072	298	13	imagens	imagens	PROPN
bracis-19072	298	14	de	de	X
bracis-19072	298	15	insetos	insetos	ADJ
bracis-19072	298	16	e	e	X
bracis-19072	298	17	outros	outros	INTJ
bracis-19072	298	18	invertebrados	invertebrados	PROPN
bracis-19072	298	19	da	da	PROPN
bracis-19072	298	20	cultura	cultura	PROPN
bracis-19072	298	21	da	da	PROPN
bracis-19072	298	22	soja	soja	PROPN
bracis-19072	298	23	,	,	PUNCT
bracis-19072	298	24	ufgd	ufgd	ADJ
bracis-19072	298	25	(	(	PUNCT
bracis-19072	298	26	2021	2021	NUM
bracis-19072	298	27	)	)	PUNCT
bracis-19072	298	28	.	.	PUNCT
bracis-19072	299	1	http://evertontetila.ws.ufgd.edu.br/insect12c-dataset.zip	http://evertontetila.ws.ufgd.edu.br/insect12c-dataset.zip	PROPN
bracis-19072	299	2	russakovsky	russakovsky	PROPN
bracis-19072	299	3	,	,	PUNCT
bracis-19072	299	4	o.	o.	PROPN
bracis-19072	299	5	,	,	PUNCT
bracis-19072	299	6	et	et	PROPN
bracis-19072	299	7	al	al	PROPN
bracis-19072	299	8	.	.	PUNCT
bracis-19072	299	9	:	:	PUNCT
bracis-19072	300	1	imagenet	imagenet	PROPN
bracis-19072	300	2	large	large	ADJ
bracis-19072	300	3	scale	scale	NOUN
bracis-19072	300	4	visual	visual	ADJ
bracis-19072	300	5	recognition	recognition	NOUN
bracis-19072	300	6	challenge	challenge	NOUN
bracis-19072	300	7	.	.	PUNCT
bracis-19072	301	1	int	int	NOUN
bracis-19072	301	2	.	.	PUNCT
bracis-19072	302	1	j.	j.	PROPN
bracis-19072	302	2	comput	comput	PROPN
bracis-19072	302	3	.	.	PUNCT
bracis-19072	303	1	vision	vision	NOUN
bracis-19072	303	2	115(3	115(3	NUM
bracis-19072	303	3	)	)	PUNCT
bracis-19072	303	4	,	,	PUNCT
bracis-19072	303	5	211–252	211–252	NUM
bracis-19072	303	6	(	(	PUNCT
bracis-19072	303	7	2015	2015	NUM
bracis-19072	303	8	)	)	PUNCT
bracis-19072	303	9	.	.	PUNCT
bracis-19072	304	1	https://doi.org/10.1007/s11263-015-0816-y	https://doi.org/10.1007/s11263-015-0816-y	NOUN
bracis-19072	304	2	article	article	NOUN
bracis-19072	304	3	  	  	SPACE
bracis-19072	304	4	mathscinet	mathscinet	ADJ
bracis-19072	304	5	  	  	SPACE
bracis-19072	304	6	google	google	PROPN
bracis-19072	304	7	scholar	scholar	NOUN
bracis-19072	304	8	  	  	SPACE
bracis-19072	304	9	bottou	bottou	NOUN
bracis-19072	304	10	,	,	PUNCT
bracis-19072	304	11	l.	l.	PROPN
bracis-19072	304	12	,	,	PUNCT
bracis-19072	304	13	bousquet	bousquet	PROPN
bracis-19072	304	14	,	,	PUNCT
bracis-19072	304	15	o.	o.	PROPN
bracis-19072	304	16	:	:	PUNCT
bracis-19072	304	17	the	the	DET
bracis-19072	304	18	tradeoffs	tradeoff	NOUN
bracis-19072	304	19	of	of	ADP
bracis-19072	304	20	large	large	ADJ
bracis-19072	304	21	scale	scale	NOUN
bracis-19072	304	22	learning	learning	NOUN
bracis-19072	304	23	.	.	PUNCT
bracis-19072	305	1	in	in	ADP
bracis-19072	305	2	:	:	PUNCT
bracis-19072	305	3	platt	platt	PROPN
bracis-19072	305	4	,	,	PUNCT
bracis-19072	305	5	j.	j.	PROPN
bracis-19072	305	6	,	,	PUNCT
bracis-19072	305	7	koller	koller	PROPN
bracis-19072	305	8	,	,	PUNCT
bracis-19072	305	9	d.	d.	PROPN
bracis-19072	305	10	,	,	PUNCT
bracis-19072	305	11	singer	singer	NOUN
bracis-19072	305	12	,	,	PUNCT
bracis-19072	305	13	y.	y.	PROPN
bracis-19072	305	14	,	,	PUNCT
bracis-19072	305	15	roweis	roweis	PROPN
bracis-19072	305	16	,	,	PUNCT
bracis-19072	305	17	s.	s.	PROPN
bracis-19072	305	18	(	(	PUNCT
bracis-19072	305	19	eds	eds	PROPN
bracis-19072	305	20	.	.	PUNCT
bracis-19072	305	21	)	)	PUNCT
bracis-19072	305	22	advances	advance	NOUN
bracis-19072	305	23	in	in	ADP
bracis-19072	305	24	neural	neural	ADJ
bracis-19072	305	25	information	information	NOUN
bracis-19072	305	26	processing	processing	NOUN
bracis-19072	305	27	systems	system	NOUN
bracis-19072	305	28	,	,	PUNCT
bracis-19072	305	29	vol	vol	NOUN
bracis-19072	305	30	.	.	PROPN
bracis-19072	305	31	20	20	NUM
bracis-19072	305	32	.	.	PUNCT
bracis-19072	306	1	curran	curran	PROPN
bracis-19072	306	2	associates	associates	PROPN
bracis-19072	306	3	inc	inc	PROPN
bracis-19072	306	4	.	.	PROPN
bracis-19072	306	5	(	(	PUNCT
bracis-19072	306	6	2008	2008	NUM
bracis-19072	306	7	)	)	PUNCT
bracis-19072	306	8	.	.	PUNCT
bracis-19072	307	1	https://proceedings.neurips.cc/paper/2007/file/0d3180d672e08b4c5312dcdafdf6ef36-paper.pdf	https://proceedings.neurips.cc/paper/2007/file/0d3180d672e08b4c5312dcdafdf6ef36-paper.pdf	NOUN
bracis-19072	307	2	download	download	NOUN
bracis-19072	307	3	references	reference	NOUN
bracis-19072	307	4	author	author	NOUN
bracis-19072	307	5	information	information	NOUN
bracis-19072	307	6	authors	author	NOUN
bracis-19072	307	7	and	and	CCONJ
bracis-19072	307	8	affiliations	affiliation	NOUN
bracis-19072	307	9	federal	federal	PROPN
bracis-19072	307	10	university	university	PROPN
bracis-19072	307	11	of	of	ADP
bracis-19072	307	12	grande	grande	PROPN
bracis-19072	307	13	dourados	dourado	NOUN
bracis-19072	307	14	,	,	PUNCT
bracis-19072	307	15	facet	facet	PROPN
bracis-19072	307	16	,	,	PUNCT
bracis-19072	307	17	dourados	dourado	NOUN
bracis-19072	307	18	,	,	PUNCT
bracis-19072	307	19	79825	79825	NUM
bracis-19072	307	20	-	-	PUNCT
bracis-19072	307	21	070	070	NUM
bracis-19072	307	22	,	,	PUNCT
bracis-19072	307	23	brazil	brazil	PROPN
bracis-19072	307	24	fábio	fábio	PROPN
bracis-19072	307	25	amaral	amaral	PROPN
bracis-19072	307	26	godoy	godoy	PROPN
bracis-19072	307	27	da	da	PROPN
bracis-19072	307	28	silveira	silveira	PROPN
bracis-19072	307	29	,	,	PUNCT
bracis-19072	307	30	 	 	SPACE
bracis-19072	307	31	everton	everton	PROPN
bracis-19072	307	32	castelão	castelão	NOUN
bracis-19072	307	33	tetila	tetila	ADV
bracis-19072	307	34	,	,	PUNCT
bracis-19072	307	35	 	 	SPACE
bracis-19072	307	36	anderson	anderson	PROPN
bracis-19072	307	37	bessa	bessa	PROPN
bracis-19072	307	38	da	da	PROPN
bracis-19072	307	39	costa	costa	PROPN
bracis-19072	307	40	 	 	SPACE
bracis-19072	307	41	&	&	CCONJ
bracis-19072	307	42	 	 	SPACE
bracis-19072	307	43	willian	willian	PROPN
bracis-19072	307	44	paraguassu	paraguassu	PROPN
bracis-19072	307	45	amorim	amorim	PROPN
bracis-19072	307	46	federal	federal	PROPN
bracis-19072	307	47	institute	institute	PROPN
bracis-19072	307	48	of	of	ADP
bracis-19072	307	49	mato	mato	PROPN
bracis-19072	307	50	grosso	grosso	PROPN
bracis-19072	307	51	do	do	AUX
bracis-19072	307	52	sul	sul	PROPN
bracis-19072	307	53	,	,	PUNCT
bracis-19072	307	54	informática	informática	PROPN
bracis-19072	307	55	/	/	SYM
bracis-19072	307	56	eng	eng	PROPN
bracis-19072	307	57	.	.	PUNCT
bracis-19072	307	58	de	de	PROPN
bracis-19072	307	59	software	software	PROPN
bracis-19072	307	60	,	,	PUNCT
bracis-19072	307	61	campo	campo	PROPN
bracis-19072	307	62	grande	grande	PROPN
bracis-19072	307	63	,	,	PUNCT
bracis-19072	307	64	79100	79100	NUM
bracis-19072	307	65	-	-	SYM
bracis-19072	307	66	510	510	NUM
bracis-19072	307	67	,	,	PUNCT
bracis-19072	307	68	brazil	brazil	PROPN
bracis-19072	307	69	gilberto	gilberto	PROPN
bracis-19072	307	70	astolfi	astolfi	PROPN
bracis-19072	307	71	federal	federal	PROPN
bracis-19072	307	72	university	university	PROPN
bracis-19072	307	73	of	of	ADP
bracis-19072	307	74	mato	mato	PROPN
bracis-19072	307	75	grosso	grosso	PROPN
bracis-19072	307	76	do	do	AUX
bracis-19072	307	77	sul	sul	PROPN
bracis-19072	307	78	,	,	PUNCT
bracis-19072	307	79	facom	facom	PROPN
bracis-19072	307	80	,	,	PUNCT
bracis-19072	307	81	campo	campo	PROPN
bracis-19072	307	82	grande	grande	PROPN
bracis-19072	307	83	,	,	PUNCT
bracis-19072	307	84	79070	79070	NUM
bracis-19072	307	85	-	-	SYM
bracis-19072	307	86	900	900	NUM
bracis-19072	307	87	,	,	PUNCT
bracis-19072	307	88	brazil	brazil	PROPN
bracis-19072	307	89	gilberto	gilberto	PROPN
bracis-19072	307	90	astolfi	astolfi	PROPN
bracis-19072	307	91	authors	author	NOUN
bracis-19072	307	92	fábio	fábio	VERB
bracis-19072	307	93	amaral	amaral	PROPN
bracis-19072	307	94	godoy	godoy	PROPN
bracis-19072	307	95	da	da	PROPN
bracis-19072	307	96	silveiraview	silveiraview	PROPN
bracis-19072	307	97	author	author	NOUN
bracis-19072	307	98	publications	publication	NOUN
bracis-19072	307	99	search	search	NOUN
bracis-19072	307	100	author	author	NOUN
bracis-19072	307	101	on	on	ADP
bracis-19072	307	102	:	:	PUNCT
bracis-19072	307	103	pubmed	pubmed	PROPN
bracis-19072	307	104	 	 	SPACE
bracis-19072	307	105	google	google	PROPN
bracis-19072	307	106	scholar	scholar	PROPN
bracis-19072	307	107	everton	everton	PROPN
bracis-19072	307	108	castelão	castelão	PROPN
bracis-19072	307	109	tetilaview	tetilaview	NOUN
bracis-19072	307	110	author	author	NOUN
bracis-19072	307	111	publications	publication	NOUN
bracis-19072	307	112	search	search	NOUN
bracis-19072	307	113	author	author	NOUN
bracis-19072	307	114	on	on	ADP
bracis-19072	307	115	:	:	PUNCT
bracis-19072	307	116	pubmed	pubmed	PROPN
bracis-19072	307	117	 	 	SPACE
bracis-19072	307	118	google	google	PROPN
bracis-19072	307	119	scholar	scholar	PROPN
bracis-19072	307	120	gilberto	gilberto	PROPN
bracis-19072	307	121	astolfiview	astolfiview	PROPN
bracis-19072	307	122	author	author	NOUN
bracis-19072	307	123	publications	publication	NOUN
bracis-19072	307	124	search	search	NOUN
bracis-19072	307	125	author	author	NOUN
bracis-19072	307	126	on	on	ADP
bracis-19072	307	127	:	:	PUNCT
bracis-19072	307	128	pubmed	pubmed	PROPN
bracis-19072	307	129	 	 	SPACE
bracis-19072	307	130	google	google	PROPN
bracis-19072	307	131	scholar	scholar	PROPN
bracis-19072	307	132	anderson	anderson	PROPN
bracis-19072	307	133	bessa	bessa	PROPN
bracis-19072	307	134	da	da	PROPN
bracis-19072	307	135	costaview	costaview	PROPN
bracis-19072	307	136	author	author	NOUN
bracis-19072	307	137	publications	publication	NOUN
bracis-19072	307	138	search	search	NOUN
bracis-19072	307	139	author	author	NOUN
bracis-19072	307	140	on	on	ADP
bracis-19072	307	141	:	:	PUNCT
bracis-19072	307	142	pubmed	pubmed	PROPN
bracis-19072	307	143	 	 	SPACE
bracis-19072	307	144	google	google	PROPN
bracis-19072	307	145	scholar	scholar	NOUN
bracis-19072	307	146	willian	willian	PROPN
bracis-19072	307	147	paraguassu	paraguassu	PROPN
bracis-19072	307	148	amorimview	amorimview	NOUN
bracis-19072	307	149	author	author	NOUN
bracis-19072	307	150	publications	publication	NOUN
bracis-19072	307	151	search	search	NOUN
bracis-19072	307	152	author	author	NOUN
bracis-19072	307	153	on	on	ADP
bracis-19072	307	154	:	:	PUNCT
bracis-19072	307	155	pubmed	pubmed	PROPN
bracis-19072	307	156	 	 	SPACE
bracis-19072	307	157	google	google	PROPN
bracis-19072	307	158	scholar	scholar	NOUN
bracis-19072	307	159	editor	editor	NOUN
bracis-19072	307	160	information	information	NOUN
bracis-19072	307	161	editors	editor	NOUN
bracis-19072	307	162	and	and	CCONJ
bracis-19072	307	163	affiliations	affiliation	NOUN
bracis-19072	307	164	universidade	universidade	PROPN
bracis-19072	307	165	federal	federal	PROPN
bracis-19072	307	166	de	de	X
bracis-19072	307	167	sergipe	sergipe	PROPN
bracis-19072	307	168	,	,	PUNCT
bracis-19072	307	169	são	são	NOUN
bracis-19072	307	170	cristóvão	cristóvão	PROPN
bracis-19072	307	171	,	,	PUNCT
bracis-19072	307	172	brazil	brazil	PROPN
bracis-19072	307	173	andré	andré	PROPN
bracis-19072	307	174	britto	britto	PROPN
bracis-19072	307	175	universidade	universidade	PROPN
bracis-19072	307	176	de	de	PROPN
bracis-19072	307	177	são	são	PROPN
bracis-19072	307	178	paulo	paulo	PROPN
bracis-19072	307	179	,	,	PUNCT
bracis-19072	307	180	são	são	PROPN
bracis-19072	307	181	paulo	paulo	PROPN
bracis-19072	307	182	,	,	PUNCT
bracis-19072	307	183	brazil	brazil	PROPN
bracis-19072	307	184	karina	karina	PROPN
bracis-19072	307	185	valdivia	valdivia	PROPN
bracis-19072	307	186	delgado	delgado	VERB
bracis-19072	307	187	rights	right	NOUN
bracis-19072	307	188	and	and	CCONJ
bracis-19072	307	189	permissions	permission	NOUN
bracis-19072	307	190	reprints	reprint	NOUN
bracis-19072	307	191	and	and	CCONJ
bracis-19072	307	192	permissions	permission	VERB
bracis-19072	307	193	copyright	copyright	NOUN
bracis-19072	307	194	information	information	NOUN
bracis-19072	307	195	©	©	PROPN
bracis-19072	307	196	2021	2021	NUM
bracis-19072	307	197	springer	springer	NOUN
bracis-19072	307	198	nature	nature	NOUN
bracis-19072	307	199	switzerland	switzerland	PROPN
bracis-19072	307	200	ag	ag	PROPN
bracis-19072	307	201	about	about	ADP
bracis-19072	307	202	this	this	DET
bracis-19072	307	203	paper	paper	NOUN
bracis-19072	307	204	cite	cite	VERB
bracis-19072	307	205	this	this	DET
bracis-19072	307	206	paper	paper	NOUN
bracis-19072	307	207	silveira	silveira	PROPN
bracis-19072	307	208	,	,	PUNCT
bracis-19072	307	209	f.a.g.d	f.a.g.d	PROPN
bracis-19072	307	210	.	.	PROPN
bracis-19072	307	211	,	,	PUNCT
bracis-19072	307	212	tetila	tetila	PROPN
bracis-19072	307	213	,	,	PUNCT
bracis-19072	307	214	e.c	e.c	PROPN
bracis-19072	307	215	.	.	PROPN
bracis-19072	307	216	,	,	PUNCT
bracis-19072	307	217	astolfi	astolfi	PROPN
bracis-19072	307	218	,	,	PUNCT
bracis-19072	307	219	g.	g.	PROPN
bracis-19072	307	220	,	,	PUNCT
bracis-19072	307	221	costa	costa	PROPN
bracis-19072	307	222	,	,	PUNCT
bracis-19072	307	223	a.b.d	a.b.d	PROPN
bracis-19072	307	224	.	.	PUNCT
bracis-19072	307	225	,	,	PUNCT
bracis-19072	307	226	amorim	amorim	PROPN
bracis-19072	307	227	,	,	PUNCT
bracis-19072	307	228	w.p	w.p	PROPN
bracis-19072	307	229	.	.	PROPN
bracis-19072	307	230	(	(	PUNCT
bracis-19072	307	231	2021	2021	NUM
bracis-19072	307	232	)	)	PUNCT
bracis-19072	307	233	.	.	PUNCT
bracis-19072	308	1	performance	performance	NOUN
bracis-19072	308	2	analysis	analysis	NOUN
bracis-19072	308	3	of	of	ADP
bracis-19072	308	4	 	 	SPACE
bracis-19072	308	5	yolov3	yolov3	PROPN
bracis-19072	308	6	for	for	ADP
bracis-19072	308	7	 	 	SPACE
bracis-19072	308	8	real	real	ADJ
bracis-19072	308	9	-	-	PUNCT
bracis-19072	308	10	time	time	NOUN
bracis-19072	308	11	detection	detection	NOUN
bracis-19072	308	12	of	of	ADP
bracis-19072	308	13	 	 	SPACE
bracis-19072	308	14	pests	pest	NOUN
bracis-19072	308	15	in	in	ADP
bracis-19072	308	16	 	 	SPACE
bracis-19072	308	17	soybeans	soybean	NOUN
bracis-19072	308	18	.	.	PUNCT
bracis-19072	309	1	in	in	ADP
bracis-19072	309	2	:	:	PUNCT
bracis-19072	309	3	britto	britto	PROPN
bracis-19072	309	4	,	,	PUNCT
bracis-19072	309	5	a.	a.	PROPN
bracis-19072	309	6	,	,	PUNCT
bracis-19072	309	7	valdivia	valdivia	PROPN
bracis-19072	309	8	delgado	delgado	PROPN
bracis-19072	309	9	,	,	PUNCT
bracis-19072	309	10	k.	k.	PROPN
bracis-19072	309	11	(	(	PUNCT
bracis-19072	309	12	eds	eds	PROPN
bracis-19072	309	13	)	)	PUNCT
bracis-19072	309	14	intelligent	intelligent	ADJ
bracis-19072	309	15	systems	system	NOUN
bracis-19072	309	16	.	.	PUNCT
bracis-19072	310	1	bracis	bracis	PROPN
bracis-19072	310	2	2021	2021	NUM
bracis-19072	310	3	.	.	PUNCT
bracis-19072	311	1	lecture	lecture	NOUN
bracis-19072	311	2	notes	note	NOUN
bracis-19072	311	3	in	in	ADP
bracis-19072	311	4	computer	computer	NOUN
bracis-19072	311	5	science	science	NOUN
bracis-19072	311	6	(	(	PUNCT
bracis-19072	311	7	)	)	PUNCT
bracis-19072	311	8	,	,	PUNCT
bracis-19072	311	9	vol	vol	NOUN
bracis-19072	311	10	13074	13074	NUM
bracis-19072	311	11	.	.	PUNCT
bracis-19072	312	1	springer	springer	NOUN
bracis-19072	312	2	,	,	PUNCT
bracis-19072	312	3	cham	cham	PROPN
bracis-19072	312	4	.	.	PUNCT
bracis-19072	313	1	https://doi.org/10.1007/978-3-030-91699-2_19	https://doi.org/10.1007/978-3-030-91699-2_19	PROPN
bracis-19072	313	2	download	download	NOUN
bracis-19072	313	3	citation	citation	NOUN
bracis-19072	313	4	.ris	.ris	PUNCT
bracis-19072	314	1	.enw	.enw	PROPN
bracis-19072	314	2	.bib	.bib	PUNCT
bracis-19072	315	1	doi	doi	PROPN
bracis-19072	315	2	:	:	PUNCT
bracis-19072	315	3	https://doi.org/10.1007/978-3-030-91699-2_19	https://doi.org/10.1007/978-3-030-91699-2_19	VERB
bracis-19072	315	4	published	publish	VERB
bracis-19072	315	5	:	:	PUNCT
bracis-19072	315	6	28	28	NUM
bracis-19072	315	7	november	november	PROPN
bracis-19072	315	8	2021	2021	NUM
bracis-19072	315	9	publisher	publisher	NOUN
bracis-19072	315	10	name	name	NOUN
bracis-19072	315	11	:	:	PUNCT
bracis-19072	315	12	springer	springer	NOUN
bracis-19072	315	13	,	,	PUNCT
bracis-19072	315	14	cham	cham	PROPN
bracis-19072	315	15	print	print	PROPN
bracis-19072	315	16	isbn	isbn	PROPN
bracis-19072	315	17	:	:	PUNCT
bracis-19072	315	18	978	978	NUM
bracis-19072	315	19	-	-	SYM
bracis-19072	315	20	3	3	NUM
bracis-19072	315	21	-	-	PUNCT
bracis-19072	315	22	030	030	NUM
bracis-19072	315	23	-	-	PUNCT
bracis-19072	315	24	91698	91698	NUM
bracis-19072	315	25	-	-	SYM
bracis-19072	315	26	5	5	NUM
bracis-19072	315	27	online	online	ADJ
bracis-19072	315	28	isbn	isbn	NOUN
bracis-19072	315	29	:	:	PUNCT
bracis-19072	315	30	978	978	NUM
bracis-19072	315	31	-	-	SYM
bracis-19072	315	32	3	3	NUM
bracis-19072	315	33	-	-	PUNCT
bracis-19072	315	34	030	030	NUM
bracis-19072	315	35	-	-	PUNCT
bracis-19072	315	36	91699	91699	NUM
bracis-19072	315	37	-	-	SYM
bracis-19072	315	38	2	2	NUM
bracis-19072	315	39	ebook	ebook	NOUN
bracis-19072	315	40	packages	package	NOUN
bracis-19072	315	41	:	:	PUNCT
bracis-19072	315	42	computer	computer	NOUN
bracis-19072	315	43	sciencecomputer	sciencecomputer	NOUN
bracis-19072	315	44	science	science	NOUN
bracis-19072	315	45	(	(	PUNCT
bracis-19072	315	46	r0	r0	NOUN
bracis-19072	315	47	)	)	PUNCT
bracis-19072	315	48	share	share	VERB
bracis-19072	315	49	this	this	DET
bracis-19072	315	50	paper	paper	NOUN
bracis-19072	315	51	anyone	anyone	PRON
bracis-19072	315	52	you	you	PRON
bracis-19072	315	53	share	share	VERB
bracis-19072	315	54	the	the	DET
bracis-19072	315	55	following	follow	VERB
bracis-19072	315	56	link	link	NOUN
bracis-19072	315	57	with	with	ADP
bracis-19072	315	58	will	will	AUX
bracis-19072	315	59	be	be	AUX
bracis-19072	315	60	able	able	ADJ
bracis-19072	315	61	to	to	PART
bracis-19072	315	62	read	read	VERB
bracis-19072	315	63	this	this	DET
bracis-19072	315	64	content	content	NOUN
bracis-19072	315	65	:	:	PUNCT
bracis-19072	315	66	get	get	VERB
bracis-19072	315	67	shareable	shareable	ADJ
bracis-19072	315	68	linksorry	linksorry	NOUN
bracis-19072	315	69	,	,	PUNCT
bracis-19072	315	70	a	a	DET
bracis-19072	315	71	shareable	shareable	ADJ
bracis-19072	315	72	link	link	NOUN
bracis-19072	315	73	is	be	AUX
bracis-19072	315	74	not	not	PART
bracis-19072	315	75	currently	currently	ADV
bracis-19072	315	76	available	available	ADJ
bracis-19072	315	77	for	for	ADP
bracis-19072	315	78	this	this	DET
bracis-19072	315	79	article	article	NOUN
bracis-19072	315	80	.	.	PUNCT
bracis-19072	316	1	copy	copy	VERB
bracis-19072	316	2	shareable	shareable	ADJ
bracis-19072	316	3	link	link	NOUN
bracis-19072	316	4	to	to	PART
bracis-19072	316	5	clipboard	clipboard	NOUN
bracis-19072	316	6	provided	provide	VERB
bracis-19072	316	7	by	by	ADP
bracis-19072	316	8	the	the	DET
bracis-19072	316	9	springer	springer	NOUN
bracis-19072	316	10	nature	nature	PROPN
bracis-19072	316	11	sharedit	sharedit	PROPN
bracis-19072	316	12	content	content	NOUN
bracis-19072	316	13	-	-	PUNCT
bracis-19072	316	14	sharing	share	VERB
bracis-19072	316	15	initiative	initiative	NOUN
bracis-19072	316	16	keywords	keyword	NOUN
bracis-19072	316	17	deep	deep	ADJ
bracis-19072	316	18	learning	learn	VERB
bracis-19072	316	19	object	object	NOUN
bracis-19072	316	20	detection	detection	NOUN
bracis-19072	316	21	precision	precision	NOUN
bracis-19072	316	22	agriculture	agriculture	NOUN
bracis-19072	316	23	pests	pest	NOUN
bracis-19072	316	24	in	in	ADP
bracis-19072	316	25	soybeans	soybean	NOUN
bracis-19072	316	26	publish	publish	VERB
bracis-19072	316	27	with	with	ADP
bracis-19072	316	28	us	us	PROPN
bracis-19072	316	29	policies	policy	NOUN
bracis-19072	316	30	and	and	CCONJ
bracis-19072	316	31	ethics	ethic	NOUN
bracis-19072	316	32	search	search	NOUN
bracis-19072	316	33	search	search	NOUN
bracis-19072	316	34	by	by	ADP
bracis-19072	316	35	keyword	keyword	NOUN
bracis-19072	316	36	or	or	CCONJ
bracis-19072	316	37	author	author	NOUN
bracis-19072	316	38	search	search	NOUN
bracis-19072	316	39	navigation	navigation	NOUN
bracis-19072	316	40	find	find	VERB
bracis-19072	316	41	a	a	DET
bracis-19072	316	42	journal	journal	NOUN
bracis-19072	316	43	publish	publish	VERB
bracis-19072	316	44	with	with	ADP
bracis-19072	316	45	us	we	PRON
bracis-19072	316	46	track	track	VERB
bracis-19072	316	47	your	your	PRON
bracis-19072	316	48	research	research	NOUN
bracis-19072	316	49	discover	discover	VERB
bracis-19072	316	50	content	content	NOUN
bracis-19072	316	51	journals	journal	NOUN
bracis-19072	316	52	a	a	DET
bracis-19072	316	53	-	-	PUNCT
bracis-19072	316	54	z	z	NOUN
bracis-19072	316	55	books	book	NOUN
bracis-19072	316	56	a	a	DET
bracis-19072	316	57	-	-	PUNCT
bracis-19072	316	58	z	z	NOUN
bracis-19072	316	59	publish	publish	NOUN
bracis-19072	316	60	with	with	ADP
bracis-19072	316	61	us	us	PROPN
bracis-19072	316	62	journal	journal	PROPN
bracis-19072	316	63	finder	finder	PROPN
bracis-19072	316	64	publish	publish	VERB
bracis-19072	316	65	your	your	PRON
bracis-19072	316	66	research	research	NOUN
bracis-19072	316	67	language	language	NOUN
bracis-19072	316	68	editing	edit	VERB
bracis-19072	316	69	open	open	ADJ
bracis-19072	316	70	access	access	NOUN
bracis-19072	316	71	publishing	publishing	NOUN
bracis-19072	316	72	products	product	NOUN
bracis-19072	316	73	and	and	CCONJ
bracis-19072	316	74	services	service	NOUN
bracis-19072	316	75	our	our	PRON
bracis-19072	316	76	products	product	NOUN
bracis-19072	316	77	librarians	librarian	VERB
bracis-19072	316	78	societies	society	NOUN
bracis-19072	316	79	partners	partner	NOUN
bracis-19072	316	80	and	and	CCONJ
bracis-19072	316	81	advertisers	advertiser	NOUN
bracis-19072	316	82	our	our	PRON
bracis-19072	316	83	brands	brand	NOUN
bracis-19072	316	84	springer	springer	NOUN
bracis-19072	316	85	nature	nature	PROPN
bracis-19072	316	86	portfolio	portfolio	PROPN
bracis-19072	316	87	bmc	bmc	PROPN
bracis-19072	316	88	palgrave	palgrave	PROPN
bracis-19072	316	89	macmillan	macmillan	PROPN
bracis-19072	316	90	apress	apress	PROPN
bracis-19072	316	91	discover	discover	VERB
bracis-19072	316	92	your	your	PRON
bracis-19072	316	93	privacy	privacy	NOUN
bracis-19072	316	94	choices	choice	NOUN
bracis-19072	316	95	/	/	SYM
bracis-19072	316	96	manage	manage	NOUN
bracis-19072	316	97	cookies	cookie	NOUN
bracis-19072	316	98	your	your	PRON
bracis-19072	316	99	us	us	PROPN
bracis-19072	317	1	state	state	NOUN
bracis-19072	317	2	privacy	privacy	NOUN
bracis-19072	317	3	rights	right	NOUN
bracis-19072	317	4	accessibility	accessibility	NOUN
bracis-19072	317	5	statement	statement	NOUN
bracis-19072	317	6	terms	term	NOUN
bracis-19072	317	7	and	and	CCONJ
bracis-19072	317	8	conditions	condition	NOUN
bracis-19072	317	9	privacy	privacy	NOUN
bracis-19072	317	10	policy	policy	NOUN
bracis-19072	317	11	help	help	NOUN
bracis-19072	317	12	and	and	CCONJ
bracis-19072	317	13	support	support	VERB
bracis-19072	317	14	legal	legal	ADJ
bracis-19072	317	15	notice	notice	NOUN
bracis-19072	317	16	cancel	cancel	VERB
bracis-19072	317	17	contracts	contract	NOUN
bracis-19072	317	18	here	here	ADV
bracis-19072	317	19	129.74.145.123	129.74.145.123	NUM
bracis-19072	317	20	hesburgh	hesburgh	PROPN
bracis-19072	317	21	library	library	PROPN
bracis-19072	317	22	er	er	INTJ
bracis-19072	317	23	unit	unit	NOUN
bracis-19072	317	24	(	(	PUNCT
bracis-19072	317	25	3005732405	3005732405	NUM
bracis-19072	317	26	)	)	PUNCT
bracis-19072	317	27	northeast	northeast	ADJ
bracis-19072	317	28	research	research	NOUN
bracis-19072	317	29	libraries	library	NOUN
bracis-19072	317	30	(	(	PUNCT
bracis-19072	317	31	nerl	nerl	PROPN
bracis-19072	317	32	)	)	PUNCT
bracis-19072	317	33	(	(	PUNCT
bracis-19072	317	34	8200828607	8200828607	NUM
bracis-19072	317	35	)	)	PUNCT
bracis-19072	317	36	nerl	nerl	VERB
bracis-19072	317	37	ta	ta	X
bracis-19072	317	38	account	account	NOUN
bracis-19072	317	39	(	(	PUNCT
bracis-19072	317	40	3006206169	3006206169	NUM
bracis-19072	317	41	)	)	PUNCT
bracis-19072	317	42	university	university	NOUN
bracis-19072	317	43	of	of	ADP
bracis-19072	317	44	notre	notre	PROPN
bracis-19072	317	45	dame	dame	PROPN
bracis-19072	317	46	hesburgh	hesburgh	PROPN
bracis-19072	317	47	library	library	NOUN
bracis-19072	317	48	(	(	PUNCT
bracis-19072	317	49	3000184373	3000184373	NUM
bracis-19072	317	50	)	)	PUNCT
bracis-19072	318	1	©	©	ADP
bracis-19072	318	2	2025	2025	NUM
bracis-19072	318	3	springer	springer	NOUN
bracis-19072	318	4	nature	nature	NOUN