id	sid	tid	token	lemma	pos
cana-5929	1	1	communications	communication	NOUN
cana-5929	1	2	on	on	ADP
cana-5929	1	3	applied	apply	VERB
cana-5929	1	4	nonlinear	nonlinear	ADJ
cana-5929	1	5	analysis	analysis	NOUN
cana-5929	1	6	issn	issn	NOUN
cana-5929	1	7	:	:	PUNCT
cana-5929	1	8	1074	1074	NUM
cana-5929	1	9	-	-	PUNCT
cana-5929	1	10	133x	133x	NUM
cana-5929	1	11	vol	vol	VERB
cana-5929	1	12	32	32	NUM
cana-5929	1	13	no	no	NOUN
cana-5929	1	14	.	.	PUNCT
cana-5929	2	1	10s	10	NOUN
cana-5929	2	2	(	(	PUNCT
cana-5929	2	3	2025	2025	NUM
cana-5929	2	4	)	)	PUNCT
cana-5929	2	5	3088	3088	NUM
cana-5929	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	2	7	detection	detection	NOUN
cana-5929	2	8	of	of	ADP
cana-5929	2	9	birds	bird	NOUN
cana-5929	2	10	intrusion	intrusion	NOUN
cana-5929	2	11	and	and	CCONJ
cana-5929	2	12	their	their	PRON
cana-5929	2	13	expulsion	expulsion	NOUN
cana-5929	2	14	using	use	VERB
cana-5929	2	15	iot	iot	NOUN
cana-5929	2	16	and	and	CCONJ
cana-5929	2	17	deep	deep	ADJ
cana-5929	2	18	learning	learning	NOUN
cana-5929	2	19	techniques	technique	NOUN
cana-5929	2	20	dr.n.mohanapriya1	dr.n.mohanapriya1	PROPN
cana-5929	2	21	,	,	PUNCT
cana-5929	2	22	dr.l.malathi2	dr.l.malathi2	PROPN
cana-5929	2	23	*	*	PUNCT
cana-5929	2	24	,	,	PUNCT
cana-5929	2	25	a.thamaraiselvi3	a.thamaraiselvi3	PROPN
cana-5929	2	26	1department	1department	NUM
cana-5929	2	27	of	of	ADP
cana-5929	2	28	computer	computer	NOUN
cana-5929	2	29	science	science	NOUN
cana-5929	2	30	and	and	CCONJ
cana-5929	2	31	engineering	engineering	NOUN
cana-5929	2	32	,	,	PUNCT
cana-5929	2	33	vivekanandha	vivekanandha	PROPN
cana-5929	2	34	college	college	NOUN
cana-5929	2	35	of	of	ADP
cana-5929	2	36	engineering	engineering	NOUN
cana-5929	2	37	for	for	ADP
cana-5929	2	38	women	woman	NOUN
cana-5929	2	39	,	,	PUNCT
cana-5929	2	40	namakkal	namakkal	NOUN
cana-5929	2	41	,	,	PUNCT
cana-5929	2	42	tamilnadu	tamilnadu	ADJ
cana-5929	2	43	,	,	PUNCT
cana-5929	2	44	india	india	PROPN
cana-5929	2	45	,	,	PUNCT
cana-5929	2	46	mohananatesan@gmail.com	mohananatesan@gmail.com	X
cana-5929	3	1	2*department	2*department	NUM
cana-5929	3	2	of	of	ADP
cana-5929	3	3	computer	computer	NOUN
cana-5929	3	4	engineering	engineering	NOUN
cana-5929	3	5	,	,	PUNCT
cana-5929	3	6	government	government	NOUN
cana-5929	3	7	polytechnic	polytechnic	ADJ
cana-5929	3	8	college	college	NOUN
cana-5929	3	9	,	,	PUNCT
cana-5929	3	10	mohanur	mohanur	ADJ
cana-5929	3	11	,	,	PUNCT
cana-5929	3	12	namakkal	namakkal	NOUN
cana-5929	3	13	,	,	PUNCT
cana-5929	3	14	tamilnadu	tamilnadu	ADJ
cana-5929	3	15	,	,	PUNCT
cana-5929	3	16	india	india	PROPN
cana-5929	3	17	,	,	PUNCT
cana-5929	3	18	malasumathi@gmail.com	malasumathi@gmail.com	PROPN
cana-5929	4	1	3department	3department	NUM
cana-5929	4	2	of	of	ADP
cana-5929	4	3	computer	computer	NOUN
cana-5929	4	4	science	science	NOUN
cana-5929	4	5	and	and	CCONJ
cana-5929	4	6	engineering	engineering	NOUN
cana-5929	4	7	,	,	PUNCT
cana-5929	4	8	vivekanandha	vivekanandha	PROPN
cana-5929	4	9	college	college	NOUN
cana-5929	4	10	of	of	ADP
cana-5929	4	11	engineering	engineering	NOUN
cana-5929	4	12	for	for	ADP
cana-5929	4	13	women	woman	NOUN
cana-5929	4	14	,	,	PUNCT
cana-5929	4	15	namakkal	namakkal	NOUN
cana-5929	4	16	,	,	PUNCT
cana-5929	4	17	tamilnadu	tamilnadu	PROPN
cana-5929	4	18	,	,	PUNCT
cana-5929	4	19	india	india	PROPN
cana-5929	4	20	,	,	PUNCT
cana-5929	4	21	thamaraiselviarjunan@gmail.com	thamaraiselviarjunan@gmail.com	X
cana-5929	5	1	*	*	PUNCT
cana-5929	5	2	the	the	DET
cana-5929	5	3	corresponding	corresponding	ADJ
cana-5929	5	4	author	author	NOUN
cana-5929	5	5	article	article	NOUN
cana-5929	5	6	history	history	NOUN
cana-5929	5	7	:	:	PUNCT
cana-5929	5	8	received	receive	VERB
cana-5929	5	9	:	:	PUNCT
cana-5929	5	10	02	02	NUM
cana-5929	5	11	-	-	PUNCT
cana-5929	5	12	01	01	NUM
cana-5929	5	13	-	-	PUNCT
cana-5929	5	14	2025	2025	NUM
cana-5929	5	15	revised	revise	VERB
cana-5929	5	16	:	:	PUNCT
cana-5929	5	17	25	25	NUM
cana-5929	5	18	-	-	PUNCT
cana-5929	5	19	02	02	NUM
cana-5929	5	20	-	-	PUNCT
cana-5929	5	21	2025	2025	NUM
cana-5929	5	22	accepted	accept	VERB
cana-5929	5	23	:	:	PUNCT
cana-5929	5	24	20	20	NUM
cana-5929	5	25	-	-	SYM
cana-5929	5	26	03	03	NUM
cana-5929	5	27	-	-	PUNCT
cana-5929	5	28	2025	2025	NUM
cana-5929	5	29	abstract	abstract	NOUN
cana-5929	5	30	:	:	PUNCT
cana-5929	5	31	millet	millet	NOUN
cana-5929	5	32	crops	crop	NOUN
cana-5929	5	33	such	such	ADJ
cana-5929	5	34	as	as	ADP
cana-5929	5	35	pearl	pearl	NOUN
cana-5929	5	36	millet	millet	NOUN
cana-5929	5	37	,	,	PUNCT
cana-5929	5	38	sorghum	sorghum	NOUN
cana-5929	5	39	,	,	PUNCT
cana-5929	5	40	foxtail	foxtail	NOUN
cana-5929	5	41	and	and	CCONJ
cana-5929	5	42	fruit	fruit	NOUN
cana-5929	5	43	crops	crop	NOUN
cana-5929	5	44	,	,	PUNCT
cana-5929	5	45	such	such	ADJ
cana-5929	5	46	as	as	ADP
cana-5929	5	47	watermelon	watermelon	NOUN
cana-5929	5	48	,	,	PUNCT
cana-5929	5	49	cucumber	cucumber	NOUN
cana-5929	5	50	,	,	PUNCT
cana-5929	5	51	grapes	grape	NOUN
cana-5929	5	52	and	and	CCONJ
cana-5929	5	53	cereals	cereal	NOUN
cana-5929	5	54	like	like	ADP
cana-5929	5	55	wheat	wheat	NOUN
cana-5929	5	56	,	,	PUNCT
cana-5929	5	57	rice	rice	NOUN
cana-5929	5	58	,	,	PUNCT
cana-5929	5	59	and	and	CCONJ
cana-5929	5	60	maize	maize	NOUN
cana-5929	5	61	are	be	AUX
cana-5929	5	62	particularly	particularly	ADV
cana-5929	5	63	vulnerable	vulnerable	ADJ
cana-5929	5	64	to	to	ADP
cana-5929	5	65	bird	bird	NOUN
cana-5929	5	66	damage	damage	NOUN
cana-5929	5	67	in	in	ADP
cana-5929	5	68	the	the	DET
cana-5929	5	69	weeks	week	NOUN
cana-5929	5	70	leading	lead	VERB
cana-5929	5	71	up	up	ADP
cana-5929	5	72	to	to	PART
cana-5929	5	73	harvest	harvest	VERB
cana-5929	5	74	.	.	PUNCT
cana-5929	6	1	crop	crop	NOUN
cana-5929	6	2	damage	damage	NOUN
cana-5929	6	3	caused	cause	VERB
cana-5929	6	4	by	by	ADP
cana-5929	6	5	birds	bird	NOUN
cana-5929	6	6	is	be	AUX
cana-5929	6	7	one	one	NUM
cana-5929	6	8	of	of	ADP
cana-5929	6	9	the	the	DET
cana-5929	6	10	major	major	ADJ
cana-5929	6	11	threats	threat	NOUN
cana-5929	6	12	to	to	ADP
cana-5929	6	13	reducing	reduce	VERB
cana-5929	6	14	crop	crop	NOUN
cana-5929	6	15	yield	yield	NOUN
cana-5929	6	16	.	.	PUNCT
cana-5929	7	1	traditional	traditional	ADJ
cana-5929	7	2	methods	method	NOUN
cana-5929	7	3	followed	follow	VERB
cana-5929	7	4	by	by	ADP
cana-5929	7	5	farmers	farmer	NOUN
cana-5929	7	6	are	be	AUX
cana-5929	7	7	not	not	PART
cana-5929	7	8	effective	effective	ADJ
cana-5929	7	9	in	in	ADP
cana-5929	7	10	protecting	protect	VERB
cana-5929	7	11	crops	crop	NOUN
cana-5929	7	12	from	from	ADP
cana-5929	7	13	birds	bird	NOUN
cana-5929	7	14	.	.	PUNCT
cana-5929	8	1	since	since	SCONJ
cana-5929	8	2	the	the	DET
cana-5929	8	3	safety	safety	NOUN
cana-5929	8	4	of	of	ADP
cana-5929	8	5	both	both	DET
cana-5929	8	6	humans	human	NOUN
cana-5929	8	7	and	and	CCONJ
cana-5929	8	8	birds	bird	NOUN
cana-5929	8	9	is	be	AUX
cana-5929	8	10	equally	equally	ADV
cana-5929	8	11	vital	vital	ADJ
cana-5929	8	12	,	,	PUNCT
cana-5929	8	13	it	it	PRON
cana-5929	8	14	is	be	AUX
cana-5929	8	15	important	important	ADJ
cana-5929	8	16	to	to	PART
cana-5929	8	17	protect	protect	VERB
cana-5929	8	18	the	the	DET
cana-5929	8	19	crops	crop	NOUN
cana-5929	8	20	from	from	ADP
cana-5929	8	21	damage	damage	NOUN
cana-5929	8	22	caused	cause	VERB
cana-5929	8	23	by	by	ADP
cana-5929	8	24	birds	bird	NOUN
cana-5929	8	25	as	as	ADV
cana-5929	8	26	well	well	ADV
cana-5929	8	27	as	as	ADP
cana-5929	8	28	divert	divert	VERB
cana-5929	8	29	them	they	PRON
cana-5929	8	30	without	without	ADP
cana-5929	8	31	any	any	DET
cana-5929	8	32	harm	harm	NOUN
cana-5929	8	33	.	.	PUNCT
cana-5929	9	1	thus	thus	ADV
cana-5929	9	2	,	,	PUNCT
cana-5929	9	3	in	in	ADP
cana-5929	9	4	order	order	NOUN
cana-5929	9	5	to	to	PART
cana-5929	9	6	overcome	overcome	VERB
cana-5929	9	7	the	the	DET
cana-5929	9	8	above	above	ADJ
cana-5929	9	9	problems	problem	NOUN
cana-5929	9	10	,	,	PUNCT
cana-5929	9	11	the	the	DET
cana-5929	9	12	smart	smart	ADJ
cana-5929	9	13	iot	iot	NOUN
cana-5929	9	14	and	and	CCONJ
cana-5929	9	15	deep	deep	ADJ
cana-5929	9	16	learning	learning	NOUN
cana-5929	9	17	based	base	VERB
cana-5929	9	18	birds	bird	NOUN
cana-5929	9	19	detection	detection	NOUN
cana-5929	9	20	and	and	CCONJ
cana-5929	9	21	expulsion	expulsion	NOUN
cana-5929	9	22	system	system	NOUN
cana-5929	9	23	was	be	AUX
cana-5929	9	24	developed	develop	VERB
cana-5929	9	25	.	.	PUNCT
cana-5929	10	1	for	for	ADP
cana-5929	10	2	this	this	PRON
cana-5929	10	3	,	,	PUNCT
cana-5929	10	4	four	four	NUM
cana-5929	10	5	gopro	gopro	ADJ
cana-5929	10	6	cameras	camera	NOUN
cana-5929	10	7	were	be	AUX
cana-5929	10	8	placed	place	VERB
cana-5929	10	9	at	at	ADP
cana-5929	10	10	each	each	PRON
cana-5929	10	11	of	of	ADP
cana-5929	10	12	the	the	DET
cana-5929	10	13	quadrant	quadrant	ADJ
cana-5929	10	14	corners	corner	NOUN
cana-5929	10	15	of	of	ADP
cana-5929	10	16	a	a	DET
cana-5929	10	17	30	30	NUM
cana-5929	10	18	-	-	PUNCT
cana-5929	10	19	by-30	by-30	NOUN
cana-5929	10	20	-	-	PUNCT
cana-5929	10	21	meter	meter	NOUN
cana-5929	10	22	agriculture	agriculture	NOUN
cana-5929	10	23	field	field	NOUN
cana-5929	10	24	to	to	PART
cana-5929	10	25	provide	provide	VERB
cana-5929	10	26	continuous	continuous	ADJ
cana-5929	10	27	monitoring	monitoring	NOUN
cana-5929	10	28	.	.	PUNCT
cana-5929	11	1	videos	video	NOUN
cana-5929	11	2	were	be	AUX
cana-5929	11	3	captured	capture	VERB
cana-5929	11	4	at	at	ADP
cana-5929	11	5	thirty	thirty	NUM
cana-5929	11	6	frames	frame	NOUN
cana-5929	11	7	per	per	ADP
cana-5929	11	8	second	second	NOUN
cana-5929	11	9	in	in	ADP
cana-5929	11	10	1080p	1080p	NUM
cana-5929	11	11	resolution	resolution	NOUN
cana-5929	11	12	.	.	PUNCT
cana-5929	12	1	fuzzy	fuzzy	ADJ
cana-5929	12	2	contrasting	contrasting	NOUN
cana-5929	12	3	-	-	PUNCT
cana-5929	12	4	limited	limited	ADJ
cana-5929	12	5	adapting	adapting	NOUN
cana-5929	12	6	histogram	histogram	NOUN
cana-5929	12	7	equalization	equalization	NOUN
cana-5929	12	8	(	(	PUNCT
cana-5929	12	9	fclahe	fclahe	PROPN
cana-5929	12	10	)	)	PUNCT
cana-5929	12	11	is	be	AUX
cana-5929	12	12	a	a	DET
cana-5929	12	13	preprocessing	preprocesse	VERB
cana-5929	12	14	filter	filter	NOUN
cana-5929	12	15	used	use	VERB
cana-5929	12	16	to	to	PART
cana-5929	12	17	improve	improve	VERB
cana-5929	12	18	image	image	NOUN
cana-5929	12	19	contrast	contrast	NOUN
cana-5929	12	20	and	and	CCONJ
cana-5929	12	21	detection	detection	NOUN
cana-5929	12	22	accuracy	accuracy	NOUN
cana-5929	12	23	under	under	ADP
cana-5929	12	24	different	different	ADJ
cana-5929	12	25	lighting	lighting	NOUN
cana-5929	12	26	situations	situation	NOUN
cana-5929	12	27	.	.	PUNCT
cana-5929	13	1	the	the	DET
cana-5929	13	2	proposed	propose	VERB
cana-5929	13	3	system	system	NOUN
cana-5929	13	4	uses	use	VERB
cana-5929	13	5	mask	mask	NOUN
cana-5929	13	6	rcnn	rcnn	PROPN
cana-5929	13	7	for	for	ADP
cana-5929	13	8	instance	instance	NOUN
cana-5929	13	9	segmentation	segmentation	NOUN
cana-5929	13	10	,	,	PUNCT
cana-5929	13	11	which	which	PRON
cana-5929	13	12	enables	enable	VERB
cana-5929	13	13	accurate	accurate	ADJ
cana-5929	13	14	bird	bird	NOUN
cana-5929	13	15	localization	localization	NOUN
cana-5929	13	16	and	and	CCONJ
cana-5929	13	17	segmentation	segmentation	NOUN
cana-5929	13	18	.	.	PUNCT
cana-5929	14	1	the	the	DET
cana-5929	14	2	main	main	ADJ
cana-5929	14	3	detection	detection	NOUN
cana-5929	14	4	model	model	NOUN
cana-5929	14	5	is	be	AUX
cana-5929	14	6	the	the	DET
cana-5929	14	7	yolov8	yolov8	NOUN
cana-5929	14	8	algorithm	algorithm	PROPN
cana-5929	14	9	,	,	PUNCT
cana-5929	14	10	which	which	PRON
cana-5929	14	11	is	be	AUX
cana-5929	14	12	optimized	optimize	VERB
cana-5929	14	13	for	for	ADP
cana-5929	14	14	real	real	ADJ
cana-5929	14	15	-	-	PUNCT
cana-5929	14	16	time	time	NOUN
cana-5929	14	17	performance	performance	NOUN
cana-5929	14	18	.	.	PUNCT
cana-5929	15	1	in	in	ADP
cana-5929	15	2	order	order	NOUN
cana-5929	15	3	to	to	PART
cana-5929	15	4	boost	boost	VERB
cana-5929	15	5	farming	farming	NOUN
cana-5929	15	6	precision	precision	NOUN
cana-5929	15	7	,	,	PUNCT
cana-5929	15	8	this	this	DET
cana-5929	15	9	study	study	NOUN
cana-5929	15	10	offers	offer	VERB
cana-5929	15	11	a	a	DET
cana-5929	15	12	realtime	realtime	ADJ
cana-5929	15	13	bird	bird	NOUN
cana-5929	15	14	intrusion	intrusion	NOUN
cana-5929	15	15	and	and	CCONJ
cana-5929	15	16	expulsion	expulsion	NOUN
cana-5929	15	17	detection	detection	NOUN
cana-5929	15	18	system	system	NOUN
cana-5929	15	19	that	that	PRON
cana-5929	15	20	makes	make	VERB
cana-5929	15	21	use	use	NOUN
cana-5929	15	22	of	of	ADP
cana-5929	15	23	deep	deep	ADJ
cana-5929	15	24	learning	learning	NOUN
cana-5929	15	25	and	and	CCONJ
cana-5929	15	26	the	the	DET
cana-5929	15	27	internet	internet	NOUN
cana-5929	15	28	of	of	ADP
cana-5929	15	29	things	thing	NOUN
cana-5929	15	30	.	.	PUNCT
cana-5929	16	1	experimental	experimental	ADJ
cana-5929	16	2	tests	test	NOUN
cana-5929	16	3	show	show	VERB
cana-5929	16	4	a	a	DET
cana-5929	16	5	98	98	NUM
cana-5929	16	6	%	%	NOUN
cana-5929	16	7	detection	detection	NOUN
cana-5929	16	8	accuracy	accuracy	NOUN
cana-5929	16	9	,	,	PUNCT
cana-5929	16	10	outperforming	outperform	VERB
cana-5929	16	11	current	current	ADJ
cana-5929	16	12	techniques	technique	NOUN
cana-5929	16	13	in	in	ADP
cana-5929	16	14	terms	term	NOUN
cana-5929	16	15	of	of	ADP
cana-5929	16	16	accuracy	accuracy	NOUN
cana-5929	16	17	and	and	CCONJ
cana-5929	16	18	efficiency	efficiency	NOUN
cana-5929	16	19	for	for	ADP
cana-5929	16	20	real	real	ADJ
cana-5929	16	21	-	-	PUNCT
cana-5929	16	22	time	time	NOUN
cana-5929	16	23	applications	application	NOUN
cana-5929	16	24	.	.	PUNCT
cana-5929	17	1	the	the	DET
cana-5929	17	2	scalable	scalable	ADJ
cana-5929	17	3	,	,	PUNCT
cana-5929	17	4	self	self	NOUN
cana-5929	17	5	-	-	PUNCT
cana-5929	17	6	sufficient	sufficient	ADJ
cana-5929	17	7	,	,	PUNCT
cana-5929	17	8	and	and	CCONJ
cana-5929	17	9	economical	economical	ADJ
cana-5929	17	10	solution	solution	NOUN
cana-5929	17	11	for	for	ADP
cana-5929	17	12	managing	manage	VERB
cana-5929	17	13	bird	bird	NOUN
cana-5929	17	14	intrusions	intrusion	NOUN
cana-5929	17	15	provided	provide	VERB
cana-5929	17	16	by	by	ADP
cana-5929	17	17	this	this	DET
cana-5929	17	18	research	research	NOUN
cana-5929	17	19	greatly	greatly	ADV
cana-5929	17	20	reduces	reduce	VERB
cana-5929	17	21	the	the	DET
cana-5929	17	22	need	need	NOUN
cana-5929	17	23	for	for	ADP
cana-5929	17	24	manual	manual	ADJ
cana-5929	17	25	intervention	intervention	NOUN
cana-5929	17	26	and	and	CCONJ
cana-5929	17	27	minimizes	minimizes	ADJ
cana-5929	17	28	losses	loss	NOUN
cana-5929	17	29	,	,	PUNCT
cana-5929	17	30	thereby	thereby	ADV
cana-5929	17	31	advancing	advance	VERB
cana-5929	17	32	iot	iot	NOUN
cana-5929	17	33	-	-	PUNCT
cana-5929	17	34	driven	drive	VERB
cana-5929	17	35	smart	smart	ADJ
cana-5929	17	36	farming	farming	NOUN
cana-5929	17	37	.	.	PUNCT
cana-5929	18	1	keywords	keyword	NOUN
cana-5929	18	2	:	:	PUNCT
cana-5929	18	3	bird	bird	NOUN
cana-5929	18	4	intrusion	intrusion	NOUN
cana-5929	18	5	and	and	CCONJ
cana-5929	18	6	expulsion	expulsion	NOUN
cana-5929	18	7	detection	detection	NOUN
cana-5929	18	8	,	,	PUNCT
cana-5929	18	9	deep	deep	ADJ
cana-5929	18	10	learning	learning	NOUN
cana-5929	18	11	,	,	PUNCT
cana-5929	18	12	iot	iot	NOUN
cana-5929	18	13	-	-	PUNCT
cana-5929	18	14	based	base	VERB
cana-5929	18	15	smart	smart	ADJ
cana-5929	18	16	farming	farming	NOUN
cana-5929	18	17	,	,	PUNCT
cana-5929	18	18	mask	mask	NOUN
cana-5929	18	19	r	r	NOUN
cana-5929	18	20	-	-	PUNCT
cana-5929	18	21	cnn	cnn	PROPN
cana-5929	18	22	segmentation	segmentation	NOUN
cana-5929	18	23	,	,	PUNCT
cana-5929	18	24	yolov8	yolov8	PROPN
cana-5929	18	25	object	object	NOUN
cana-5929	18	26	detection	detection	NOUN
cana-5929	18	27	1	1	NUM
cana-5929	18	28	.	.	PUNCT
cana-5929	18	29	introduction	introduction	NOUN
cana-5929	18	30	the	the	DET
cana-5929	18	31	growing	grow	VERB
cana-5929	18	32	importance	importance	NOUN
cana-5929	18	33	of	of	ADP
cana-5929	18	34	the	the	DET
cana-5929	18	35	internet	internet	NOUN
cana-5929	18	36	of	of	ADP
cana-5929	18	37	things	thing	NOUN
cana-5929	18	38	(	(	PUNCT
cana-5929	18	39	iot	iot	NOUN
cana-5929	18	40	)	)	PUNCT
cana-5929	18	41	in	in	ADP
cana-5929	18	42	people	people	NOUN
cana-5929	18	43	's	's	PART
cana-5929	18	44	lives	life	NOUN
cana-5929	18	45	has	have	AUX
cana-5929	18	46	resulted	result	VERB
cana-5929	18	47	in	in	ADP
cana-5929	18	48	a	a	DET
cana-5929	18	49	notable	notable	ADJ
cana-5929	18	50	increase	increase	NOUN
cana-5929	18	51	in	in	ADP
cana-5929	18	52	the	the	DET
cana-5929	18	53	number	number	NOUN
cana-5929	18	54	of	of	ADP
cana-5929	18	55	breaches	breach	NOUN
cana-5929	18	56	against	against	ADP
cana-5929	18	57	various	various	ADJ
cana-5929	18	58	iot	iot	NOUN
cana-5929	18	59	devices	device	NOUN
cana-5929	18	60	.	.	PUNCT
cana-5929	19	1	because	because	SCONJ
cana-5929	19	2	iot	iot	PROPN
cana-5929	19	3	devices	device	NOUN
cana-5929	19	4	are	be	AUX
cana-5929	19	5	usually	usually	ADV
cana-5929	19	6	installed	instal	VERB
cana-5929	19	7	in	in	ADP
cana-5929	19	8	environments	environment	NOUN
cana-5929	19	9	with	with	ADP
cana-5929	19	10	limited	limited	ADJ
cana-5929	19	11	resources	resource	NOUN
cana-5929	19	12	and	and	CCONJ
cana-5929	19	13	processing	processing	NOUN
cana-5929	19	14	power	power	NOUN
cana-5929	19	15	,	,	PUNCT
cana-5929	19	16	and	and	CCONJ
cana-5929	19	17	because	because	SCONJ
cana-5929	19	18	it	it	PRON
cana-5929	19	19	is	be	AUX
cana-5929	19	20	challenging	challenge	VERB
cana-5929	19	21	to	to	PART
cana-5929	19	22	gather	gather	VERB
cana-5929	19	23	malicious	malicious	ADJ
cana-5929	19	24	traffic	traffic	NOUN
cana-5929	19	25	samples	sample	NOUN
cana-5929	19	26	,	,	PUNCT
cana-5929	19	27	traditional	traditional	ADJ
cana-5929	19	28	deep	deep	ADJ
cana-5929	19	29	learning	learning	NOUN
cana-5929	19	30	algorithms	algorithm	NOUN
cana-5929	19	31	are	be	AUX
cana-5929	19	32	ill	ill	ADV
cana-5929	19	33	-	-	PUNCT
cana-5929	19	34	equipped	equip	VERB
cana-5929	19	35	to	to	PART
cana-5929	19	36	detect	detect	VERB
cana-5929	19	37	mailto:mohananatesan@gmail.com	mailto:mohananatesan@gmail.com	PROPN
cana-5929	19	38	mailto:malasumathi@gmail.com	mailto:malasumathi@gmail.com	PROPN
cana-5929	19	39	mailto:thamaraiselviarjunan@gmail.com	mailto:thamaraiselviarjunan@gmail.com	X
cana-5929	20	1	communications	communication	NOUN
cana-5929	20	2	on	on	ADP
cana-5929	20	3	applied	apply	VERB
cana-5929	20	4	nonlinear	nonlinear	ADJ
cana-5929	20	5	analysis	analysis	NOUN
cana-5929	20	6	issn	issn	NOUN
cana-5929	20	7	:	:	PUNCT
cana-5929	20	8	1074	1074	NUM
cana-5929	20	9	-	-	PUNCT
cana-5929	20	10	133x	133x	NUM
cana-5929	20	11	vol	vol	VERB
cana-5929	20	12	32	32	NUM
cana-5929	20	13	no	no	NOUN
cana-5929	20	14	.	.	PUNCT
cana-5929	21	1	10s	10	NOUN
cana-5929	21	2	(	(	PUNCT
cana-5929	21	3	2025	2025	NUM
cana-5929	21	4	)	)	PUNCT
cana-5929	21	5	3089	3089	NUM
cana-5929	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	21	7	intrusions	intrusion	NOUN
cana-5929	21	8	in	in	ADP
cana-5929	21	9	iot	iot	ADJ
cana-5929	21	10	networks	network	NOUN
cana-5929	21	11	[	[	X
cana-5929	21	12	1	1	NUM
cana-5929	21	13	]	]	PUNCT
cana-5929	21	14	.	.	PUNCT
cana-5929	22	1	to	to	PART
cana-5929	22	2	prevent	prevent	VERB
cana-5929	22	3	bird	bird	NOUN
cana-5929	22	4	damage	damage	NOUN
cana-5929	22	5	,	,	PUNCT
cana-5929	22	6	numerous	numerous	ADJ
cana-5929	22	7	studies	study	NOUN
cana-5929	22	8	have	have	AUX
cana-5929	22	9	been	be	AUX
cana-5929	22	10	carried	carry	VERB
cana-5929	22	11	out	out	ADP
cana-5929	22	12	in	in	ADP
cana-5929	22	13	urban	urban	ADJ
cana-5929	22	14	and	and	CCONJ
cana-5929	22	15	industrial	industrial	ADJ
cana-5929	22	16	settings	setting	NOUN
cana-5929	22	17	as	as	ADV
cana-5929	22	18	well	well	ADV
cana-5929	22	19	as	as	ADP
cana-5929	22	20	on	on	ADP
cana-5929	22	21	farms	farm	NOUN
cana-5929	22	22	,	,	PUNCT
cana-5929	22	23	orchards	orchard	NOUN
cana-5929	22	24	,	,	PUNCT
cana-5929	22	25	seafood	seafood	NOUN
cana-5929	22	26	farms	farm	NOUN
cana-5929	22	27	,	,	PUNCT
cana-5929	22	28	and	and	CCONJ
cana-5929	22	29	airports	airport	NOUN
cana-5929	22	30	[	[	X
cana-5929	22	31	2	2	NUM
cana-5929	22	32	]	]	PUNCT
cana-5929	22	33	.	.	PUNCT
cana-5929	23	1	due	due	ADP
cana-5929	23	2	to	to	ADP
cana-5929	23	3	the	the	DET
cana-5929	23	4	exponential	exponential	ADJ
cana-5929	23	5	growth	growth	NOUN
cana-5929	23	6	in	in	ADP
cana-5929	23	7	network	network	NOUN
cana-5929	23	8	threats	threat	NOUN
cana-5929	23	9	,	,	PUNCT
cana-5929	23	10	detecting	detect	VERB
cana-5929	23	11	intrusions	intrusion	NOUN
cana-5929	23	12	has	have	AUX
cana-5929	23	13	been	be	AUX
cana-5929	23	14	a	a	DET
cana-5929	23	15	well	well	ADV
cana-5929	23	16	-	-	PUNCT
cana-5929	23	17	studied	study	VERB
cana-5929	23	18	topic	topic	NOUN
cana-5929	23	19	for	for	ADP
cana-5929	23	20	many	many	ADJ
cana-5929	23	21	decades	decade	NOUN
cana-5929	23	22	.	.	PUNCT
cana-5929	24	1	due	due	ADP
cana-5929	24	2	to	to	ADP
cana-5929	24	3	the	the	DET
cana-5929	24	4	advancement	advancement	NOUN
cana-5929	24	5	of	of	ADP
cana-5929	24	6	web	web	NOUN
cana-5929	24	7	-	-	PUNCT
cana-5929	24	8	based	base	VERB
cana-5929	24	9	communication	communication	NOUN
cana-5929	24	10	systems	system	NOUN
cana-5929	24	11	in	in	ADP
cana-5929	24	12	recent	recent	ADJ
cana-5929	24	13	years	year	NOUN
cana-5929	24	14	,	,	PUNCT
cana-5929	24	15	the	the	DET
cana-5929	24	16	necessity	necessity	NOUN
cana-5929	24	17	for	for	ADP
cana-5929	24	18	network	network	NOUN
cana-5929	24	19	security	security	NOUN
cana-5929	24	20	has	have	AUX
cana-5929	24	21	increased	increase	VERB
cana-5929	24	22	[	[	PUNCT
cana-5929	24	23	3	3	NUM
cana-5929	24	24	]	]	PUNCT
cana-5929	24	25	.	.	PUNCT
cana-5929	25	1	deep	deep	ADJ
cana-5929	25	2	learning	learning	NOUN
cana-5929	25	3	(	(	PUNCT
cana-5929	25	4	dl	dl	INTJ
cana-5929	25	5	)	)	PUNCT
cana-5929	25	6	is	be	AUX
cana-5929	25	7	becoming	become	VERB
cana-5929	25	8	increasingly	increasingly	ADV
cana-5929	25	9	popular	popular	ADJ
cana-5929	25	10	in	in	ADP
cana-5929	25	11	all	all	DET
cana-5929	25	12	academic	academic	ADJ
cana-5929	25	13	fields	field	NOUN
cana-5929	25	14	because	because	SCONJ
cana-5929	25	15	of	of	ADP
cana-5929	25	16	its	its	PRON
cana-5929	25	17	dominance	dominance	NOUN
cana-5929	25	18	in	in	ADP
cana-5929	25	19	training	train	VERB
cana-5929	25	20	massive	massive	ADJ
cana-5929	25	21	amounts	amount	NOUN
cana-5929	25	22	of	of	ADP
cana-5929	25	23	data	datum	NOUN
cana-5929	25	24	[	[	X
cana-5929	25	25	4	4	NUM
cana-5929	25	26	]	]	PUNCT
cana-5929	25	27	.	.	PUNCT
cana-5929	26	1	the	the	DET
cana-5929	26	2	necessity	necessity	NOUN
cana-5929	26	3	for	for	ADP
cana-5929	26	4	strong	strong	ADJ
cana-5929	26	5	safety	safety	NOUN
cana-5929	26	6	mechanisms	mechanism	NOUN
cana-5929	26	7	to	to	PART
cana-5929	26	8	identify	identify	VERB
cana-5929	26	9	and	and	CCONJ
cana-5929	26	10	disclose	disclose	VERB
cana-5929	26	11	such	such	ADJ
cana-5929	26	12	threats	threat	NOUN
cana-5929	26	13	is	be	AUX
cana-5929	26	14	growing	growing	AUX
cana-5929	26	15	increasingly	increasingly	ADV
cana-5929	26	16	pressing	press	VERB
cana-5929	26	17	as	as	ADP
cana-5929	26	18	network	network	NOUN
cana-5929	26	19	of	of	ADP
cana-5929	26	20	things	thing	NOUN
cana-5929	26	21	(	(	PUNCT
cana-5929	26	22	iot	iot	NOUN
cana-5929	26	23	)	)	PUNCT
cana-5929	26	24	networks	network	NOUN
cana-5929	26	25	expand	expand	VERB
cana-5929	26	26	quickly	quickly	ADV
cana-5929	26	27	[	[	X
cana-5929	26	28	5	5	NUM
cana-5929	26	29	]	]	PUNCT
cana-5929	26	30	.	.	PUNCT
cana-5929	27	1	the	the	DET
cana-5929	27	2	identification	identification	NOUN
cana-5929	27	3	challenge	challenge	NOUN
cana-5929	27	4	is	be	AUX
cana-5929	27	5	an	an	DET
cana-5929	27	6	example	example	NOUN
cana-5929	27	7	of	of	ADP
cana-5929	27	8	a	a	DET
cana-5929	27	9	fine	fine	ADV
cana-5929	27	10	-	-	PUNCT
cana-5929	27	11	grained	grain	VERB
cana-5929	27	12	classification	classification	NOUN
cana-5929	27	13	task	task	NOUN
cana-5929	27	14	,	,	PUNCT
cana-5929	27	15	as	as	SCONJ
cana-5929	27	16	it	it	PRON
cana-5929	27	17	is	be	AUX
cana-5929	27	18	difficult	difficult	ADJ
cana-5929	27	19	to	to	PART
cana-5929	27	20	identify	identify	VERB
cana-5929	27	21	between	between	ADP
cana-5929	27	22	different	different	ADJ
cana-5929	27	23	bird	bird	NOUN
cana-5929	27	24	species	specie	NOUN
cana-5929	27	25	due	due	ADP
cana-5929	27	26	to	to	ADP
cana-5929	27	27	the	the	DET
cana-5929	27	28	minute	minute	NOUN
cana-5929	27	29	habits	habit	NOUN
cana-5929	27	30	that	that	PRON
cana-5929	27	31	are	be	AUX
cana-5929	27	32	hidden	hide	VERB
cana-5929	27	33	to	to	ADP
cana-5929	27	34	the	the	DET
cana-5929	27	35	human	human	ADJ
cana-5929	27	36	eye	eye	NOUN
cana-5929	28	1	[	[	X
cana-5929	28	2	6	6	NUM
cana-5929	28	3	]	]	PUNCT
cana-5929	28	4	.	.	PUNCT
cana-5929	28	5	presented	present	VERB
cana-5929	28	6	a	a	DET
cana-5929	28	7	convolutional	convolutional	ADJ
cana-5929	28	8	neural	neural	ADJ
cana-5929	28	9	network	network	NOUN
cana-5929	28	10	(	(	PUNCT
cana-5929	28	11	cnn	cnn	PROPN
cana-5929	28	12	)	)	PUNCT
cana-5929	28	13	with	with	ADP
cana-5929	28	14	case	case	NOUN
cana-5929	28	15	segmentation	segmentation	NOUN
cana-5929	28	16	that	that	PRON
cana-5929	28	17	uses	use	VERB
cana-5929	28	18	photos	photo	NOUN
cana-5929	28	19	taken	take	VERB
cana-5929	28	20	by	by	ADP
cana-5929	28	21	an	an	DET
cana-5929	28	22	unmanned	unmanned	ADJ
cana-5929	28	23	aerial	aerial	ADJ
cana-5929	28	24	vehicle	vehicle	NOUN
cana-5929	28	25	(	(	PUNCT
cana-5929	28	26	uav	uav	PROPN
cana-5929	28	27	)	)	PUNCT
cana-5929	28	28	to	to	PART
cana-5929	28	29	identify	identify	VERB
cana-5929	28	30	transmission	transmission	NOUN
cana-5929	28	31	towers	tower	NOUN
cana-5929	28	32	and	and	CCONJ
cana-5929	28	33	bird	bird	NOUN
cana-5929	28	34	nests	nest	NOUN
cana-5929	28	35	[	[	X
cana-5929	28	36	7	7	NUM
cana-5929	28	37	]	]	PUNCT
cana-5929	28	38	.	.	PUNCT
cana-5929	29	1	the	the	DET
cana-5929	29	2	three	three	NUM
cana-5929	29	3	networks	network	NOUN
cana-5929	29	4	that	that	PRON
cana-5929	29	5	make	make	VERB
cana-5929	29	6	up	up	ADP
cana-5929	29	7	yolov4	yolov4	NOUN
cana-5929	29	8	are	be	AUX
cana-5929	29	9	the	the	DET
cana-5929	29	10	head	head	NOUN
cana-5929	29	11	,	,	PUNCT
cana-5929	29	12	neck	neck	NOUN
cana-5929	29	13	,	,	PUNCT
cana-5929	29	14	and	and	CCONJ
cana-5929	29	15	backbone	backbone	NOUN
cana-5929	29	16	networks	network	NOUN
cana-5929	29	17	.	.	PUNCT
cana-5929	30	1	cspdarknet-53	cspdarknet-53	PROPN
cana-5929	30	2	serves	serve	VERB
cana-5929	30	3	as	as	ADP
cana-5929	30	4	its	its	PRON
cana-5929	30	5	backbone	backbone	NOUN
cana-5929	30	6	network	network	NOUN
cana-5929	30	7	.	.	PUNCT
cana-5929	31	1	darknet-53	darknet-53	PROPN
cana-5929	31	2	is	be	AUX
cana-5929	31	3	53	53	NUM
cana-5929	31	4	layers	layer	NOUN
cana-5929	31	5	of	of	ADP
cana-5929	31	6	convolution	convolution	NOUN
cana-5929	31	7	deep	deep	ADJ
cana-5929	31	8	and	and	CCONJ
cana-5929	31	9	uses	use	VERB
cana-5929	31	10	stochastic	stochastic	ADJ
cana-5929	31	11	pyramids	pyramid	NOUN
cana-5929	31	12	pooling	pool	VERB
cana-5929	31	13	(	(	PUNCT
cana-5929	31	14	spp	spp	NOUN
cana-5929	31	15	)	)	PUNCT
cana-5929	31	16	for	for	ADP
cana-5929	31	17	extracting	extract	VERB
cana-5929	31	18	features	feature	NOUN
cana-5929	31	19	[	[	X
cana-5929	31	20	8	8	NUM
cana-5929	31	21	]	]	PUNCT
cana-5929	31	22	.	.	PUNCT
cana-5929	32	1	r	r	X
cana-5929	32	2	-	-	PUNCT
cana-5929	32	3	cnn	cnn	PROPN
cana-5929	32	4	without	without	ADP
cana-5929	32	5	r	r	NOUN
cana-5929	32	6	,	,	PUNCT
cana-5929	32	7	you	you	PRON
cana-5929	32	8	look	look	VERB
cana-5929	32	9	only	only	ADV
cana-5929	32	10	once	once	ADV
cana-5929	32	11	(	(	PUNCT
cana-5929	32	12	yolo	yolo	ADJ
cana-5929	32	13	)	)	PUNCT
cana-5929	32	14	,	,	PUNCT
cana-5929	32	15	mask	mask	VERB
cana-5929	32	16	r	r	NOUN
cana-5929	32	17	-	-	PUNCT
cana-5929	32	18	cnn	cnn	PROPN
cana-5929	32	19	,	,	PUNCT
cana-5929	32	20	one	one	NUM
cana-5929	32	21	blast	blast	NOUN
cana-5929	32	22	detector	detector	NOUN
cana-5929	32	23	,	,	PUNCT
cana-5929	32	24	deconvolution	deconvolution	NOUN
cana-5929	32	25	solo	solo	NOUN
cana-5929	32	26	shot	shot	NOUN
cana-5929	32	27	detector	detector	NOUN
cana-5929	32	28	,	,	PUNCT
cana-5929	32	29	region	region	NOUN
cana-5929	32	30	-	-	PUNCT
cana-5929	32	31	based	base	VERB
cana-5929	32	32	convolutional	convolutional	ADJ
cana-5929	32	33	networks	network	NOUN
cana-5929	32	34	,	,	PUNCT
cana-5929	32	35	and	and	CCONJ
cana-5929	32	36	fast	fast	ADJ
cana-5929	32	37	r	r	NOUN
cana-5929	32	38	-	-	PUNCT
cana-5929	32	39	cnn	cnn	PROPN
cana-5929	32	40	were	be	AUX
cana-5929	32	41	tested	test	VERB
cana-5929	32	42	for	for	ADP
cana-5929	32	43	their	their	PRON
cana-5929	32	44	detection	detection	NOUN
cana-5929	32	45	performance	performance	NOUN
cana-5929	32	46	.	.	PUNCT
cana-5929	33	1	yolo	yolo	PROPN
cana-5929	33	2	has	have	VERB
cana-5929	33	3	the	the	DET
cana-5929	33	4	best	good	ADJ
cana-5929	33	5	speed	speed	NOUN
cana-5929	33	6	performance	performance	NOUN
cana-5929	33	7	,	,	PUNCT
cana-5929	33	8	according	accord	VERB
cana-5929	33	9	to	to	ADP
cana-5929	33	10	the	the	DET
cana-5929	33	11	comparison	comparison	NOUN
cana-5929	33	12	results	result	VERB
cana-5929	33	13	,	,	PUNCT
cana-5929	33	14	whereas	whereas	SCONJ
cana-5929	33	15	mask	mask	NOUN
cana-5929	33	16	r	r	NOUN
cana-5929	33	17	-	-	PUNCT
cana-5929	33	18	cnn	cnn	PROPN
cana-5929	33	19	has	have	VERB
cana-5929	33	20	the	the	DET
cana-5929	33	21	strongest	strong	ADJ
cana-5929	33	22	detection	detection	NOUN
cana-5929	33	23	capabilities	capability	NOUN
cana-5929	34	1	[	[	X
cana-5929	34	2	9	9	NUM
cana-5929	34	3	]	]	PUNCT
cana-5929	34	4	.	.	PUNCT
cana-5929	35	1	finding	find	VERB
cana-5929	35	2	effective	effective	ADJ
cana-5929	35	3	and	and	CCONJ
cana-5929	35	4	lightweight	lightweight	ADJ
cana-5929	35	5	computer	computer	NOUN
cana-5929	35	6	vision	vision	NOUN
cana-5929	35	7	techniques	technique	NOUN
cana-5929	35	8	is	be	AUX
cana-5929	35	9	crucial	crucial	ADJ
cana-5929	35	10	because	because	SCONJ
cana-5929	35	11	iot	iot	ADJ
cana-5929	35	12	devices	device	NOUN
cana-5929	35	13	are	be	AUX
cana-5929	35	14	restricted	restrict	VERB
cana-5929	35	15	in	in	ADP
cana-5929	35	16	memory	memory	NOUN
cana-5929	35	17	and	and	CCONJ
cana-5929	35	18	cpu	cpu	ADJ
cana-5929	35	19	capabilities	capability	NOUN
cana-5929	35	20	.	.	PUNCT
cana-5929	36	1	for	for	ADP
cana-5929	36	2	example	example	NOUN
cana-5929	36	3	,	,	PUNCT
cana-5929	36	4	obtaining	obtain	VERB
cana-5929	36	5	a	a	DET
cana-5929	36	6	history	history	NOUN
cana-5929	36	7	of	of	ADP
cana-5929	36	8	moving	move	VERB
cana-5929	36	9	things	thing	NOUN
cana-5929	36	10	and	and	CCONJ
cana-5929	36	11	classifying	classify	VERB
cana-5929	36	12	them	they	PRON
cana-5929	36	13	using	use	VERB
cana-5929	36	14	fourier	fourier	ADJ
cana-5929	36	15	definitions	definition	NOUN
cana-5929	36	16	(	(	PUNCT
cana-5929	36	17	fd	fd	X
cana-5929	36	18	)	)	PUNCT
cana-5929	36	19	and	and	CCONJ
cana-5929	36	20	classifiers	classifier	NOUN
cana-5929	36	21	,	,	PUNCT
cana-5929	36	22	as	as	ADV
cana-5929	36	23	well	well	ADV
cana-5929	36	24	as	as	ADP
cana-5929	36	25	yolo	yolo	ADJ
cana-5929	36	26	(	(	PUNCT
cana-5929	36	27	you	you	PRON
cana-5929	36	28	only	only	ADV
cana-5929	36	29	look	look	VERB
cana-5929	36	30	once	once	ADV
cana-5929	36	31	)	)	PUNCT
cana-5929	36	32	to	to	PART
cana-5929	36	33	distinguish	distinguish	VERB
cana-5929	36	34	between	between	ADP
cana-5929	36	35	birds	bird	NOUN
cana-5929	36	36	and	and	CCONJ
cana-5929	36	37	rodents	rodent	NOUN
cana-5929	36	38	[	[	X
cana-5929	36	39	10	10	NUM
cana-5929	36	40	]	]	PUNCT
cana-5929	36	41	.	.	PUNCT
cana-5929	37	1	this	this	PRON
cana-5929	37	2	is	be	AUX
cana-5929	37	3	the	the	DET
cana-5929	37	4	main	main	ADJ
cana-5929	37	5	contribution	contribution	NOUN
cana-5929	37	6	of	of	ADP
cana-5929	37	7	the	the	DET
cana-5929	37	8	proposed	propose	VERB
cana-5929	37	9	method	method	NOUN
cana-5929	37	10	:	:	PUNCT
cana-5929	37	11	•	•	NUM
cana-5929	37	12	excellent	excellent	ADJ
cana-5929	37	13	quality	quality	NOUN
cana-5929	37	14	(	(	PUNCT
cana-5929	37	15	1080p	1080p	NUM
cana-5929	37	16	,	,	PUNCT
cana-5929	37	17	30	30	NUM
cana-5929	37	18	fps	fps	PROPN
cana-5929	37	19	)	)	PUNCT
cana-5929	37	20	video	video	NOUN
cana-5929	37	21	analysis	analysis	NOUN
cana-5929	37	22	and	and	CCONJ
cana-5929	37	23	constant	constant	ADJ
cana-5929	37	24	tracking	tracking	NOUN
cana-5929	37	25	are	be	AUX
cana-5929	37	26	guaranteed	guarantee	VERB
cana-5929	37	27	by	by	ADP
cana-5929	37	28	gopro	gopro	ADJ
cana-5929	37	29	-	-	PUNCT
cana-5929	37	30	based	base	VERB
cana-5929	37	31	real	real	ADJ
cana-5929	37	32	-	-	PUNCT
cana-5929	37	33	time	time	NOUN
cana-5929	37	34	monitoring	monitoring	NOUN
cana-5929	37	35	.	.	PUNCT
cana-5929	38	1	•	•	NUM
cana-5929	38	2	using	use	VERB
cana-5929	38	3	fclahe	fclahe	PROPN
cana-5929	38	4	as	as	ADP
cana-5929	38	5	a	a	DET
cana-5929	38	6	preprocessing	preprocessing	NOUN
cana-5929	38	7	filter	filter	NOUN
cana-5929	38	8	improves	improve	VERB
cana-5929	38	9	image	image	NOUN
cana-5929	38	10	contrast	contrast	NOUN
cana-5929	38	11	,	,	PUNCT
cana-5929	38	12	visibility	visibility	NOUN
cana-5929	38	13	,	,	PUNCT
cana-5929	38	14	and	and	CCONJ
cana-5929	38	15	detection	detection	NOUN
cana-5929	38	16	precision	precision	NOUN
cana-5929	38	17	under	under	ADP
cana-5929	38	18	various	various	ADJ
cana-5929	38	19	lighting	lighting	NOUN
cana-5929	38	20	scenarios	scenario	NOUN
cana-5929	38	21	.	.	PUNCT
cana-5929	39	1	•	•	NUM
cana-5929	39	2	mask	mask	NOUN
cana-5929	39	3	r	r	NOUN
cana-5929	39	4	-	-	PUNCT
cana-5929	39	5	cnn	cnn	PROPN
cana-5929	39	6	was	be	AUX
cana-5929	39	7	used	use	VERB
cana-5929	39	8	for	for	ADP
cana-5929	39	9	precise	precise	ADJ
cana-5929	39	10	bird	bird	NOUN
cana-5929	39	11	localization	localization	NOUN
cana-5929	39	12	and	and	CCONJ
cana-5929	39	13	segmentation	segmentation	NOUN
cana-5929	39	14	.	.	PUNCT
cana-5929	40	1	•	•	NOUN
cana-5929	40	2	yolov8	yolov8	NOUN
cana-5929	40	3	algorithm	algorithm	PROPN
cana-5929	40	4	,	,	PUNCT
cana-5929	40	5	which	which	PRON
cana-5929	40	6	is	be	AUX
cana-5929	40	7	tuned	tune	VERB
cana-5929	40	8	for	for	ADP
cana-5929	40	9	iot	iot	ADJ
cana-5929	40	10	devices	device	NOUN
cana-5929	40	11	,	,	PUNCT
cana-5929	40	12	has	have	AUX
cana-5929	40	13	been	be	AUX
cana-5929	40	14	developed	develop	VERB
cana-5929	40	15	for	for	ADP
cana-5929	40	16	fast	fast	ADJ
cana-5929	40	17	,	,	PUNCT
cana-5929	40	18	real	real	ADJ
cana-5929	40	19	-	-	PUNCT
cana-5929	40	20	time	time	NOUN
cana-5929	40	21	bird	bird	NOUN
cana-5929	40	22	detection	detection	NOUN
cana-5929	40	23	.	.	PUNCT
cana-5929	41	1	•	•	NUM
cana-5929	41	2	outperformed	outperform	VERB
cana-5929	41	3	traditional	traditional	ADJ
cana-5929	41	4	models	model	NOUN
cana-5929	41	5	in	in	ADP
cana-5929	41	6	terms	term	NOUN
cana-5929	41	7	of	of	ADP
cana-5929	41	8	accuracy	accuracy	NOUN
cana-5929	41	9	,	,	PUNCT
cana-5929	41	10	efficiency	efficiency	NOUN
cana-5929	41	11	,	,	PUNCT
cana-5929	41	12	and	and	CCONJ
cana-5929	41	13	scalability	scalability	NOUN
cana-5929	41	14	,	,	PUNCT
cana-5929	41	15	achieving	achieve	VERB
cana-5929	41	16	98	98	NUM
cana-5929	41	17	%	%	NOUN
cana-5929	41	18	detection	detection	NOUN
cana-5929	41	19	accuracy	accuracy	NOUN
cana-5929	41	20	.	.	PUNCT
cana-5929	42	1	the	the	DET
cana-5929	42	2	remaining	remain	VERB
cana-5929	42	3	sections	section	NOUN
cana-5929	42	4	will	will	AUX
cana-5929	42	5	be	be	AUX
cana-5929	42	6	organized	organize	VERB
cana-5929	42	7	as	as	SCONJ
cana-5929	42	8	follows	follow	VERB
cana-5929	42	9	:	:	PUNCT
cana-5929	42	10	section	section	NOUN
cana-5929	42	11	2	2	NUM
cana-5929	42	12	covers	cover	VERB
cana-5929	42	13	the	the	DET
cana-5929	42	14	relevant	relevant	ADJ
cana-5929	42	15	information	information	NOUN
cana-5929	42	16	,	,	PUNCT
cana-5929	42	17	which	which	PRON
cana-5929	42	18	is	be	AUX
cana-5929	42	19	the	the	DET
cana-5929	42	20	literature	literature	NOUN
cana-5929	42	21	review	review	NOUN
cana-5929	42	22	for	for	ADP
cana-5929	42	23	our	our	PRON
cana-5929	42	24	proposed	propose	VERB
cana-5929	42	25	plan	plan	NOUN
cana-5929	42	26	;	;	PUNCT
cana-5929	42	27	section	section	NOUN
cana-5929	42	28	3	3	NUM
cana-5929	42	29	describes	describe	VERB
cana-5929	42	30	the	the	DET
cana-5929	42	31	suggested	suggest	VERB
cana-5929	42	32	approach	approach	NOUN
cana-5929	42	33	;	;	PUNCT
cana-5929	42	34	section	section	NOUN
cana-5929	42	35	4	4	NUM
cana-5929	42	36	explains	explain	VERB
cana-5929	42	37	the	the	DET
cana-5929	42	38	experiment	experiment	NOUN
cana-5929	42	39	and	and	CCONJ
cana-5929	42	40	data	datum	NOUN
cana-5929	42	41	analysis	analysis	NOUN
cana-5929	42	42	;	;	PUNCT
cana-5929	42	43	and	and	CCONJ
cana-5929	42	44	section	section	NOUN
cana-5929	42	45	5	5	NUM
cana-5929	42	46	describes	describe	VERB
cana-5929	42	47	the	the	DET
cana-5929	42	48	study	study	NOUN
cana-5929	42	49	's	's	PART
cana-5929	42	50	conclusions	conclusion	NOUN
cana-5929	42	51	and	and	CCONJ
cana-5929	42	52	future	future	ADJ
cana-5929	42	53	directions	direction	NOUN
cana-5929	42	54	.	.	PUNCT
cana-5929	43	1	2	2	X
cana-5929	43	2	.	.	NUM
cana-5929	43	3	objectives	objective	NOUN
cana-5929	43	4	to	to	PART
cana-5929	43	5	develop	develop	VERB
cana-5929	43	6	a	a	DET
cana-5929	43	7	real	real	ADJ
cana-5929	43	8	-	-	PUNCT
cana-5929	43	9	time	time	NOUN
cana-5929	43	10	,	,	PUNCT
cana-5929	43	11	non	non	ADJ
cana-5929	43	12	-	-	ADJ
cana-5929	43	13	invasive	invasive	ADJ
cana-5929	43	14	bird	bird	NOUN
cana-5929	43	15	detection	detection	NOUN
cana-5929	43	16	and	and	CCONJ
cana-5929	43	17	expulsion	expulsion	NOUN
cana-5929	43	18	system	system	NOUN
cana-5929	43	19	for	for	ADP
cana-5929	43	20	agricultural	agricultural	ADJ
cana-5929	43	21	fields	field	NOUN
cana-5929	43	22	using	use	VERB
cana-5929	43	23	internet	internet	NOUN
cana-5929	43	24	of	of	ADP
cana-5929	43	25	things	thing	NOUN
cana-5929	43	26	(	(	PUNCT
cana-5929	43	27	iot	iot	NOUN
cana-5929	43	28	)	)	PUNCT
cana-5929	43	29	technologies	technology	NOUN
cana-5929	43	30	and	and	CCONJ
cana-5929	43	31	deep	deep	ADJ
cana-5929	43	32	learning	learning	NOUN
cana-5929	43	33	models	model	NOUN
cana-5929	43	34	,	,	PUNCT
cana-5929	43	35	also	also	ADV
cana-5929	43	36	accurately	accurately	ADV
cana-5929	43	37	identify	identify	VERB
cana-5929	43	38	and	and	CCONJ
cana-5929	43	39	segment	segment	NOUN
cana-5929	43	40	communications	communication	NOUN
cana-5929	43	41	on	on	ADP
cana-5929	43	42	applied	apply	VERB
cana-5929	43	43	nonlinear	nonlinear	ADJ
cana-5929	43	44	analysis	analysis	NOUN
cana-5929	43	45	issn	issn	NOUN
cana-5929	43	46	:	:	PUNCT
cana-5929	43	47	1074	1074	NUM
cana-5929	43	48	-	-	PUNCT
cana-5929	43	49	133x	133x	NUM
cana-5929	43	50	vol	vol	VERB
cana-5929	43	51	32	32	NUM
cana-5929	43	52	no	no	NOUN
cana-5929	43	53	.	.	PUNCT
cana-5929	44	1	10s	10	NOUN
cana-5929	44	2	(	(	PUNCT
cana-5929	44	3	2025	2025	NUM
cana-5929	44	4	)	)	PUNCT
cana-5929	44	5	3090	3090	NUM
cana-5929	44	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	44	7	birds	bird	NOUN
cana-5929	44	8	in	in	ADP
cana-5929	44	9	agricultural	agricultural	ADJ
cana-5929	44	10	fields	field	NOUN
cana-5929	44	11	with	with	ADP
cana-5929	44	12	high	high	ADJ
cana-5929	44	13	precision	precision	NOUN
cana-5929	44	14	using	use	VERB
cana-5929	44	15	yolov8	yolov8	NOUN
cana-5929	44	16	and	and	CCONJ
cana-5929	44	17	mask	mask	VERB
cana-5929	44	18	r	r	PROPN
cana-5929	44	19	-	-	PUNCT
cana-5929	44	20	cnn	cnn	PROPN
cana-5929	44	21	and	and	CCONJ
cana-5929	44	22	to	to	PART
cana-5929	44	23	minimize	minimize	VERB
cana-5929	44	24	crop	crop	NOUN
cana-5929	44	25	losses	loss	NOUN
cana-5929	44	26	and	and	CCONJ
cana-5929	44	27	manual	manual	ADJ
cana-5929	44	28	intervention	intervention	NOUN
cana-5929	44	29	through	through	ADP
cana-5929	44	30	automated	automate	VERB
cana-5929	44	31	,	,	PUNCT
cana-5929	44	32	non	non	ADJ
cana-5929	44	33	-	-	ADJ
cana-5929	44	34	invasive	invasive	ADJ
cana-5929	44	35	bird	bird	NOUN
cana-5929	44	36	deterrence	deterrence	NOUN
cana-5929	44	37	.	.	PUNCT
cana-5929	45	1	3	3	X
cana-5929	45	2	.	.	NUM
cana-5929	45	3	related	relate	VERB
cana-5929	45	4	works	work	NOUN
cana-5929	45	5	nahida	nahida	PROPN
cana-5929	45	6	sultana	sultana	PROPN
cana-5929	45	7	et	et	PROPN
cana-5929	45	8	al	al	PROPN
cana-5929	45	9	.	.	PUNCT
cana-5929	46	1	[	[	X
cana-5929	46	2	11	11	NUM
cana-5929	46	3	]	]	PUNCT
cana-5929	46	4	have	have	AUX
cana-5929	46	5	proposed	propose	VERB
cana-5929	46	6	a	a	DET
cana-5929	46	7	convolutional	convolutional	ADJ
cana-5929	46	8	neural	neural	ADJ
cana-5929	46	9	network	network	NOUN
cana-5929	46	10	(	(	PUNCT
cana-5929	46	11	cnn	cnn	PROPN
cana-5929	46	12	)	)	PUNCT
cana-5929	46	13	technique	technique	NOUN
cana-5929	46	14	,	,	PUNCT
cana-5929	46	15	we	we	PRON
cana-5929	46	16	are	be	AUX
cana-5929	46	17	able	able	ADJ
cana-5929	46	18	to	to	PART
cana-5929	46	19	identify	identify	VERB
cana-5929	46	20	the	the	DET
cana-5929	46	21	image	image	NOUN
cana-5929	46	22	.	.	PUNCT
cana-5929	47	1	deep	deep	ADJ
cana-5929	47	2	learning	learning	NOUN
cana-5929	47	3	has	have	AUX
cana-5929	47	4	made	make	VERB
cana-5929	47	5	significant	significant	ADJ
cana-5929	47	6	strides	stride	NOUN
cana-5929	47	7	in	in	ADP
cana-5929	47	8	computer	computer	NOUN
cana-5929	47	9	vision	vision	NOUN
cana-5929	47	10	and	and	CCONJ
cana-5929	47	11	has	have	AUX
cana-5929	47	12	evolved	evolve	VERB
cana-5929	47	13	over	over	ADP
cana-5929	47	14	time	time	NOUN
cana-5929	47	15	.	.	PUNCT
cana-5929	48	1	tingyao	tingyao	PROPN
cana-5929	48	2	jiang	jiang	PROPN
cana-5929	48	3	et	et	PROPN
cana-5929	48	4	al	al	PROPN
cana-5929	48	5	.	.	PUNCT
cana-5929	49	1	[	[	X
cana-5929	49	2	12	12	NUM
cana-5929	49	3	]	]	PUNCT
cana-5929	49	4	have	have	AUX
cana-5929	49	5	suggested	suggest	VERB
cana-5929	49	6	,	,	PUNCT
cana-5929	49	7	a	a	DET
cana-5929	49	8	order	order	NOUN
cana-5929	49	9	to	to	PART
cana-5929	49	10	increase	increase	VERB
cana-5929	49	11	efficiency	efficiency	NOUN
cana-5929	49	12	and	and	CCONJ
cana-5929	49	13	capture	capture	VERB
cana-5929	49	14	greater	great	ADJ
cana-5929	49	15	contextual	contextual	ADJ
cana-5929	49	16	information	information	NOUN
cana-5929	49	17	,	,	PUNCT
cana-5929	49	18	yolov7	yolov7	PRON
cana-5929	49	19	's	's	PART
cana-5929	49	20	backbone	backbone	NOUN
cana-5929	49	21	uses	use	VERB
cana-5929	49	22	a	a	DET
cana-5929	49	23	novel	novel	ADJ
cana-5929	49	24	dynamical	dynamical	ADJ
cana-5929	49	25	convolutional	convolutional	ADJ
cana-5929	49	26	kernel	kernel	NOUN
cana-5929	49	27	called	call	VERB
cana-5929	49	28	odconv	odconv	NOUN
cana-5929	49	29	,	,	PUNCT
cana-5929	49	30	which	which	PRON
cana-5929	49	31	is	be	AUX
cana-5929	49	32	specifically	specifically	ADV
cana-5929	49	33	made	make	VERB
cana-5929	49	34	for	for	ADP
cana-5929	49	35	recognizing	recognize	VERB
cana-5929	49	36	small	small	ADJ
cana-5929	49	37	and	and	CCONJ
cana-5929	49	38	packed	packed	ADJ
cana-5929	49	39	targets	target	NOUN
cana-5929	49	40	.	.	PUNCT
cana-5929	50	1	asia	asia	PROPN
cana-5929	50	2	mahdi	mahdi	PROPN
cana-5929	50	3	naser	naser	PROPN
cana-5929	50	4	alzubaidi	alzubaidi	VERB
cana-5929	50	5	et	et	PROPN
cana-5929	50	6	al	al	PROPN
cana-5929	50	7	.	.	PUNCT
cana-5929	51	1	[	[	X
cana-5929	51	2	13	13	NUM
cana-5929	51	3	]	]	PUNCT
cana-5929	51	4	have	have	AUX
cana-5929	51	5	recommended	recommend	VERB
cana-5929	51	6	,	,	PUNCT
cana-5929	51	7	a	a	DET
cana-5929	51	8	bird	bird	NOUN
cana-5929	51	9	detection	detection	NOUN
cana-5929	51	10	in	in	ADP
cana-5929	51	11	photos	photo	NOUN
cana-5929	51	12	using	use	VERB
cana-5929	51	13	an	an	DET
cana-5929	51	14	efficient	efficient	ADJ
cana-5929	51	15	and	and	CCONJ
cana-5929	51	16	successful	successful	ADJ
cana-5929	51	17	animal	animal	NOUN
cana-5929	51	18	detection	detection	NOUN
cana-5929	51	19	system	system	NOUN
cana-5929	51	20	.	.	PUNCT
cana-5929	52	1	the	the	DET
cana-5929	52	2	single	single	ADJ
cana-5929	52	3	shot	shot	NOUN
cana-5929	52	4	multibox	multibox	PROPN
cana-5929	52	5	identification	identification	NOUN
cana-5929	52	6	(	(	PUNCT
cana-5929	52	7	ssd	ssd	NOUN
cana-5929	52	8	)	)	PUNCT
cana-5929	52	9	model	model	NOUN
cana-5929	52	10	proposed	propose	VERB
cana-5929	52	11	in	in	ADP
cana-5929	52	12	this	this	DET
cana-5929	52	13	work	work	NOUN
cana-5929	52	14	,	,	PUNCT
cana-5929	52	15	mobilenet	mobilenet	NOUN
cana-5929	52	16	ssd	ssd	PROPN
cana-5929	52	17	,	,	PUNCT
cana-5929	52	18	can	can	AUX
cana-5929	52	19	handle	handle	VERB
cana-5929	52	20	objects	object	NOUN
cana-5929	52	21	with	with	ADP
cana-5929	52	22	varying	vary	VERB
cana-5929	52	23	shapes	shape	NOUN
cana-5929	52	24	and	and	CCONJ
cana-5929	52	25	viewing	view	VERB
cana-5929	52	26	angles	angle	NOUN
cana-5929	52	27	.	.	PUNCT
cana-5929	53	1	yong	yong	PROPN
cana-5929	53	2	zhanget	zhanget	PROPN
cana-5929	53	3	al	al	PROPN
cana-5929	53	4	.	.	PUNCT
cana-5929	54	1	[	[	X
cana-5929	54	2	14	14	NUM
cana-5929	54	3	]	]	PUNCT
cana-5929	54	4	have	have	AUX
cana-5929	54	5	described	describe	VERB
cana-5929	54	6	,	,	PUNCT
cana-5929	54	7	a	a	DET
cana-5929	54	8	lightweight	lightweight	NOUN
cana-5929	54	9	yolov8	yolov8	NOUN
cana-5929	54	10	-	-	PUNCT
cana-5929	54	11	amd	amd	PROPN
cana-5929	54	12	rice	rice	NOUN
cana-5929	54	13	leaf	leaf	NOUN
cana-5929	54	14	infection	infection	NOUN
cana-5929	54	15	detection	detection	NOUN
cana-5929	54	16	model	model	NOUN
cana-5929	54	17	may	may	AUX
cana-5929	54	18	suffer	suffer	VERB
cana-5929	54	19	from	from	ADP
cana-5929	54	20	image	image	NOUN
cana-5929	54	21	distortion	distortion	NOUN
cana-5929	54	22	and	and	CCONJ
cana-5929	54	23	loss	loss	NOUN
cana-5929	54	24	of	of	ADP
cana-5929	54	25	delicate	delicate	ADJ
cana-5929	54	26	features	feature	NOUN
cana-5929	54	27	during	during	ADP
cana-5929	54	28	the	the	DET
cana-5929	54	29	recognition	recognition	NOUN
cana-5929	54	30	process	process	NOUN
cana-5929	54	31	since	since	SCONJ
cana-5929	54	32	the	the	DET
cana-5929	54	33	area	area	NOUN
cana-5929	54	34	of	of	ADP
cana-5929	54	35	diseased	diseased	ADJ
cana-5929	54	36	rice	rice	NOUN
cana-5929	54	37	leaves	leave	NOUN
cana-5929	54	38	is	be	AUX
cana-5929	54	39	quite	quite	ADV
cana-5929	54	40	tiny	tiny	ADJ
cana-5929	54	41	in	in	ADP
cana-5929	54	42	real	real	ADJ
cana-5929	54	43	-	-	PUNCT
cana-5929	54	44	world	world	NOUN
cana-5929	54	45	rice	rice	NOUN
cana-5929	54	46	growth	growth	NOUN
cana-5929	54	47	settings	setting	NOUN
cana-5929	54	48	.	.	PUNCT
cana-5929	55	1	shan	shan	PROPN
cana-5929	55	2	suthaharan	suthaharan	VERB
cana-5929	55	3	et	et	PROPN
cana-5929	55	4	al	al	PROPN
cana-5929	55	5	.	.	PUNCT
cana-5929	56	1	[	[	X
cana-5929	56	2	15	15	NUM
cana-5929	56	3	]	]	PUNCT
cana-5929	56	4	have	have	AUX
cana-5929	56	5	suggested	suggest	VERB
cana-5929	56	6	,	,	PUNCT
cana-5929	56	7	a	a	DET
cana-5929	56	8	cardinal	cardinal	ADJ
cana-5929	56	9	and	and	CCONJ
cana-5929	56	10	sparrow	sparrow	ADJ
cana-5929	56	11	photos	photo	NOUN
cana-5929	56	12	from	from	ADP
cana-5929	56	13	a	a	DET
cana-5929	56	14	new	new	ADJ
cana-5929	56	15	backyard	backyard	NOUN
cana-5929	56	16	birds	bird	NOUN
cana-5929	56	17	dataset	dataset	VERB
cana-5929	56	18	that	that	PRON
cana-5929	56	19	was	be	AUX
cana-5929	56	20	taken	take	VERB
cana-5929	56	21	from	from	ADP
cana-5929	56	22	rgb	rgb	PROPN
cana-5929	56	23	movies	movie	NOUN
cana-5929	56	24	and	and	CCONJ
cana-5929	56	25	used	use	VERB
cana-5929	56	26	to	to	PART
cana-5929	56	27	build	build	VERB
cana-5929	56	28	an	an	DET
cana-5929	56	29	ann	ann	PROPN
cana-5929	56	30	model	model	NOUN
cana-5929	56	31	using	use	VERB
cana-5929	56	32	a	a	DET
cana-5929	56	33	frequencydriven	frequencydriven	ADJ
cana-5929	56	34	training	training	NOUN
cana-5929	56	35	technique	technique	NOUN
cana-5929	56	36	.	.	PUNCT
cana-5929	57	1	xi	xi	X
cana-5929	57	2	chen	chen	PROPN
cana-5929	57	3	and	and	CCONJ
cana-5929	57	4	zhenyu	zhenyu	PROPN
cana-5929	57	5	zhang	zhang	PROPN
cana-5929	57	6	et	et	PROPN
cana-5929	57	7	al	al	PROPN
cana-5929	57	8	.	.	PUNCT
cana-5929	58	1	[	[	X
cana-5929	58	2	16	16	NUM
cana-5929	58	3	]	]	PUNCT
cana-5929	58	4	have	have	AUX
cana-5929	58	5	reported	report	VERB
cana-5929	58	6	,	,	PUNCT
cana-5929	58	7	a	a	DET
cana-5929	58	8	combining	combine	VERB
cana-5929	58	9	information	information	NOUN
cana-5929	58	10	distillation	distillation	NOUN
cana-5929	58	11	with	with	ADP
cana-5929	58	12	neural	neural	ADJ
cana-5929	58	13	architecture	architecture	NOUN
cana-5929	58	14	search	search	NOUN
cana-5929	58	15	,	,	PUNCT
cana-5929	58	16	the	the	DET
cana-5929	58	17	bird	bird	NOUN
cana-5929	58	18	-	-	PUNCT
cana-5929	58	19	yolo	yolo	PROPN
cana-5929	58	20	method	method	NOUN
cana-5929	58	21	accurately	accurately	ADV
cana-5929	58	22	identifies	identify	VERB
cana-5929	58	23	birds	bird	NOUN
cana-5929	58	24	.	.	PUNCT
cana-5929	59	1	prior	prior	ADV
cana-5929	59	2	to	to	ADP
cana-5929	59	3	training	training	NOUN
cana-5929	59	4	,	,	PUNCT
cana-5929	59	5	image	image	NOUN
cana-5929	59	6	pretreatment	pretreatment	NOUN
cana-5929	59	7	and	and	CCONJ
cana-5929	59	8	dimension	dimension	NOUN
cana-5929	59	9	grouping	grouping	NOUN
cana-5929	59	10	of	of	ADP
cana-5929	59	11	previous	previous	ADJ
cana-5929	59	12	boxes	box	NOUN
cana-5929	59	13	are	be	AUX
cana-5929	59	14	done	do	VERB
cana-5929	59	15	to	to	PART
cana-5929	59	16	reduce	reduce	VERB
cana-5929	59	17	noise	noise	NOUN
cana-5929	59	18	interference	interference	NOUN
cana-5929	59	19	.	.	PUNCT
cana-5929	60	1	li	li	PROPN
cana-5929	60	2	yunlong	yunlong	PROPN
cana-5929	60	3	et	et	PROPN
cana-5929	60	4	al	al	PROPN
cana-5929	60	5	.	.	PUNCT
cana-5929	61	1	[	[	X
cana-5929	61	2	17	17	NUM
cana-5929	61	3	]	]	PUNCT
cana-5929	61	4	have	have	AUX
cana-5929	61	5	proposed	propose	VERB
cana-5929	61	6	a	a	DET
cana-5929	61	7	deformable	deformable	ADJ
cana-5929	61	8	detr	detr	NOUN
cana-5929	61	9	(	(	PUNCT
cana-5929	61	10	detection	detection	NOUN
cana-5929	61	11	transformer)-based	transformer)-base	VERB
cana-5929	61	12	bird	bird	NOUN
cana-5929	61	13	and	and	CCONJ
cana-5929	61	14	uav	uav	PROPN
cana-5929	61	15	detection	detection	NOUN
cana-5929	61	16	technology	technology	NOUN
cana-5929	61	17	to	to	PART
cana-5929	61	18	help	help	VERB
cana-5929	61	19	airports	airport	NOUN
cana-5929	61	20	better	well	ADV
cana-5929	61	21	monitor	monitor	VERB
cana-5929	61	22	the	the	DET
cana-5929	61	23	clearance	clearance	NOUN
cana-5929	61	24	area	area	NOUN
cana-5929	61	25	and	and	CCONJ
cana-5929	61	26	lower	low	ADJ
cana-5929	61	27	safety	safety	NOUN
cana-5929	61	28	risks	risk	NOUN
cana-5929	61	29	.	.	PUNCT
cana-5929	62	1	shahan	shahan	PROPN
cana-5929	62	2	azeem	azeem	PROPN
cana-5929	62	3	et	et	PROPN
cana-5929	62	4	al	al	PROPN
cana-5929	62	5	.	.	PUNCT
cana-5929	63	1	[	[	X
cana-5929	63	2	18	18	NUM
cana-5929	63	3	]	]	PUNCT
cana-5929	63	4	have	have	AUX
cana-5929	63	5	reported	report	VERB
cana-5929	63	6	,	,	PUNCT
cana-5929	63	7	an	an	DET
cana-5929	63	8	assays	assay	NOUN
cana-5929	63	9	for	for	ADP
cana-5929	63	10	diagnosing	diagnose	VERB
cana-5929	63	11	and	and	CCONJ
cana-5929	63	12	tracking	track	VERB
cana-5929	63	13	the	the	DET
cana-5929	63	14	avian	avian	ADJ
cana-5929	63	15	influenza	influenza	NOUN
cana-5929	63	16	virus	virus	NOUN
cana-5929	63	17	in	in	ADP
cana-5929	63	18	poultry	poultry	NOUN
cana-5929	63	19	.	.	PUNCT
cana-5929	64	1	miodrag	miodrag	PROPN
cana-5929	64	2	bolic	bolic	PROPN
cana-5929	64	3	et	et	PROPN
cana-5929	64	4	al	al	PROPN
cana-5929	64	5	.	.	PUNCT
cana-5929	65	1	[	[	X
cana-5929	65	2	19	19	NUM
cana-5929	65	3	]	]	PUNCT
cana-5929	65	4	have	have	AUX
cana-5929	65	5	proposed	propose	VERB
cana-5929	65	6	a	a	DET
cana-5929	65	7	combination	combination	NOUN
cana-5929	65	8	of	of	ADP
cana-5929	65	9	doppler	doppler	NOUN
cana-5929	65	10	and	and	CCONJ
cana-5929	65	11	camera	camera	NOUN
cana-5929	65	12	fusion	fusion	NOUN
cana-5929	65	13	,	,	PUNCT
cana-5929	65	14	the	the	DET
cana-5929	65	15	joint	joint	ADJ
cana-5929	65	16	classification	classification	NOUN
cana-5929	65	17	network	network	NOUN
cana-5929	65	18	uses	use	VERB
cana-5929	65	19	the	the	DET
cana-5929	65	20	camera	camera	NOUN
cana-5929	65	21	network	network	NOUN
cana-5929	65	22	to	to	PART
cana-5929	65	23	extract	extract	VERB
cana-5929	65	24	deep	deep	ADJ
cana-5929	65	25	,	,	PUNCT
cana-5929	65	26	complex	complex	ADJ
cana-5929	65	27	elements	element	NOUN
cana-5929	65	28	from	from	ADP
cana-5929	65	29	the	the	DET
cana-5929	65	30	vision	vision	NOUN
cana-5929	65	31	and	and	CCONJ
cana-5929	65	32	the	the	DET
cana-5929	65	33	radar	radar	NOUN
cana-5929	65	34	network	network	NOUN
cana-5929	65	35	to	to	PART
cana-5929	65	36	extract	extract	VERB
cana-5929	65	37	spatiotemporal	spatiotemporal	ADJ
cana-5929	65	38	elements	element	NOUN
cana-5929	65	39	from	from	ADP
cana-5929	65	40	the	the	DET
cana-5929	65	41	radar	radar	NOUN
cana-5929	65	42	track	track	NOUN
cana-5929	65	43	.	.	PUNCT
cana-5929	66	1	wilmar	wilmar	PROPN
cana-5929	66	2	hernandez	hernandez	PROPN
cana-5929	66	3	et	et	PROPN
cana-5929	66	4	al	al	PROPN
cana-5929	66	5	.	.	PUNCT
cana-5929	67	1	[	[	X
cana-5929	67	2	20	20	NUM
cana-5929	67	3	]	]	PUNCT
cana-5929	67	4	have	have	AUX
cana-5929	67	5	recommended	recommend	VERB
cana-5929	67	6	,	,	PUNCT
cana-5929	67	7	a	a	DET
cana-5929	67	8	using	use	VERB
cana-5929	67	9	methods	method	NOUN
cana-5929	67	10	of	of	ADP
cana-5929	67	11	transfer	transfer	NOUN
cana-5929	67	12	learning	learn	VERB
cana-5929	67	13	to	to	ADP
cana-5929	67	14	a	a	DET
cana-5929	67	15	new	new	ADJ
cana-5929	67	16	domain	domain	NOUN
cana-5929	67	17	with	with	ADP
cana-5929	67	18	insufficient	insufficient	ADJ
cana-5929	67	19	photos	photo	NOUN
cana-5929	67	20	to	to	PART
cana-5929	67	21	train	train	VERB
cana-5929	67	22	the	the	DET
cana-5929	67	23	entire	entire	ADJ
cana-5929	67	24	model	model	NOUN
cana-5929	67	25	in	in	ADP
cana-5929	67	26	order	order	NOUN
cana-5929	67	27	to	to	PART
cana-5929	67	28	gain	gain	VERB
cana-5929	67	29	an	an	DET
cana-5929	67	30	excellent	excellent	ADJ
cana-5929	67	31	property	property	NOUN
cana-5929	67	32	extractor	extractor	NOUN
cana-5929	67	33	from	from	ADP
cana-5929	67	34	the	the	DET
cana-5929	67	35	first	first	ADJ
cana-5929	67	36	domain	domain	NOUN
cana-5929	67	37	.	.	PUNCT
cana-5929	68	1	eduardo	eduardo	PROPN
cana-5929	68	2	aquiles	aquiles	PROPN
cana-5929	68	3	gutierrez	gutierrez	PROPN
cana-5929	68	4	-	-	PUNCT
cana-5929	68	5	zamora	zamora	PROPN
cana-5929	68	6	et	et	PROPN
cana-5929	68	7	al	al	PROPN
cana-5929	68	8	.	.	PUNCT
cana-5929	69	1	[	[	X
cana-5929	69	2	21	21	NUM
cana-5929	69	3	]	]	PUNCT
cana-5929	69	4	have	have	AUX
cana-5929	69	5	proposed	propose	VERB
cana-5929	69	6	,	,	PUNCT
cana-5929	69	7	a	a	DET
cana-5929	69	8	automated	automate	VERB
cana-5929	69	9	technique	technique	NOUN
cana-5929	69	10	to	to	PART
cana-5929	69	11	identify	identify	VERB
cana-5929	69	12	,	,	PUNCT
cana-5929	69	13	locate	locate	ADJ
cana-5929	69	14	,	,	PUNCT
cana-5929	69	15	categorize	categorize	VERB
cana-5929	69	16	,	,	PUNCT
cana-5929	69	17	and	and	CCONJ
cana-5929	69	18	track	track	VERB
cana-5929	69	19	hummingbirds	hummingbird	NOUN
cana-5929	69	20	in	in	ADP
cana-5929	69	21	high	high	ADJ
cana-5929	69	22	-	-	PUNCT
cana-5929	69	23	speed	speed	NOUN
cana-5929	69	24	video	video	NOUN
cana-5929	69	25	,	,	PUNCT
cana-5929	69	26	precisely	precisely	ADV
cana-5929	69	27	estimating	estimate	VERB
cana-5929	69	28	the	the	DET
cana-5929	69	29	frequency	frequency	NOUN
cana-5929	69	30	of	of	ADP
cana-5929	69	31	their	their	PRON
cana-5929	69	32	wingbeats	wingbeat	NOUN
cana-5929	69	33	through	through	ADP
cana-5929	69	34	signal	signal	NOUN
cana-5929	69	35	analysis	analysis	NOUN
cana-5929	69	36	and	and	CCONJ
cana-5929	69	37	computer	computer	NOUN
cana-5929	69	38	vision	vision	NOUN
cana-5929	69	39	techniques	technique	NOUN
cana-5929	69	40	.	.	PUNCT
cana-5929	70	1	4	4	X
cana-5929	70	2	.	.	X
cana-5929	70	3	methods	method	NOUN
cana-5929	70	4	first	first	ADV
cana-5929	70	5	,	,	PUNCT
cana-5929	70	6	input	input	NOUN
cana-5929	70	7	data	datum	NOUN
cana-5929	70	8	is	be	AUX
cana-5929	70	9	gathered	gather	VERB
cana-5929	70	10	,	,	PUNCT
cana-5929	70	11	including	include	VERB
cana-5929	70	12	photos	photo	NOUN
cana-5929	70	13	of	of	ADP
cana-5929	70	14	birds	bird	NOUN
cana-5929	70	15	in	in	ADP
cana-5929	70	16	horticultural	horticultural	ADJ
cana-5929	70	17	fields	field	NOUN
cana-5929	70	18	,	,	PUNCT
cana-5929	70	19	and	and	CCONJ
cana-5929	70	20	then	then	ADV
cana-5929	70	21	fclahe	fclahe	PROPN
cana-5929	70	22	preprocessing	preprocessing	NOUN
cana-5929	70	23	is	be	AUX
cana-5929	70	24	applied	apply	VERB
cana-5929	70	25	to	to	PART
cana-5929	70	26	improve	improve	VERB
cana-5929	70	27	image	image	NOUN
cana-5929	70	28	quality	quality	NOUN
cana-5929	70	29	and	and	CCONJ
cana-5929	70	30	eliminate	eliminate	VERB
cana-5929	70	31	noise	noise	NOUN
cana-5929	70	32	,	,	PUNCT
cana-5929	70	33	guaranteeing	guarantee	VERB
cana-5929	70	34	precise	precise	ADJ
cana-5929	70	35	detection	detection	NOUN
cana-5929	70	36	.	.	PUNCT
cana-5929	71	1	after	after	ADP
cana-5929	71	2	preprocessing	preprocesse	VERB
cana-5929	71	3	,	,	PUNCT
cana-5929	71	4	segmentation	segmentation	NOUN
cana-5929	71	5	is	be	AUX
cana-5929	71	6	done	do	VERB
cana-5929	71	7	using	use	VERB
cana-5929	71	8	mask	mask	NOUN
cana-5929	71	9	r	r	PROPN
cana-5929	71	10	-	-	PUNCT
cana-5929	71	11	cnn	cnn	PROPN
cana-5929	71	12	,	,	PUNCT
cana-5929	71	13	which	which	PRON
cana-5929	71	14	offers	offer	VERB
cana-5929	71	15	comprehensive	comprehensive	ADJ
cana-5929	71	16	instance	instance	NOUN
cana-5929	71	17	segmentation	segmentation	NOUN
cana-5929	71	18	to	to	PART
cana-5929	71	19	identify	identify	VERB
cana-5929	71	20	individual	individual	ADJ
cana-5929	71	21	birds	bird	NOUN
cana-5929	71	22	.	.	PUNCT
cana-5929	72	1	then	then	ADV
cana-5929	72	2	,	,	PUNCT
cana-5929	72	3	the	the	DET
cana-5929	72	4	yolov8	yolov8	NOUN
cana-5929	72	5	algorithm	algorithm	PROPN
cana-5929	72	6	is	be	AUX
cana-5929	72	7	used	use	VERB
cana-5929	72	8	to	to	PART
cana-5929	72	9	detect	detect	VERB
cana-5929	72	10	,	,	PUNCT
cana-5929	72	11	identify	identify	VERB
cana-5929	72	12	,	,	PUNCT
cana-5929	72	13	and	and	CCONJ
cana-5929	72	14	locate	locate	ADJ
cana-5929	72	15	birds	bird	NOUN
cana-5929	72	16	in	in	ADP
cana-5929	72	17	the	the	DET
cana-5929	72	18	scene	scene	NOUN
cana-5929	72	19	in	in	ADP
cana-5929	72	20	real	real	ADJ
cana-5929	72	21	time	time	NOUN
cana-5929	72	22	.	.	PUNCT
cana-5929	73	1	lastly	lastly	ADV
cana-5929	73	2	,	,	PUNCT
cana-5929	73	3	to	to	PART
cana-5929	73	4	reduce	reduce	VERB
cana-5929	73	5	the	the	DET
cana-5929	73	6	possibility	possibility	NOUN
cana-5929	73	7	of	of	ADP
cana-5929	73	8	crop	crop	NOUN
cana-5929	73	9	damage	damage	NOUN
cana-5929	73	10	,	,	PUNCT
cana-5929	73	11	the	the	DET
cana-5929	73	12	system	system	NOUN
cana-5929	73	13	recognizes	recognize	VERB
cana-5929	73	14	bird	bird	NOUN
cana-5929	73	15	intrusions	intrusion	NOUN
cana-5929	73	16	and	and	CCONJ
cana-5929	73	17	initiates	initiate	VERB
cana-5929	73	18	an	an	DET
cana-5929	73	19	automated	automate	VERB
cana-5929	73	20	expulsion	expulsion	NOUN
cana-5929	73	21	mechanism	mechanism	NOUN
cana-5929	73	22	.	.	PUNCT
cana-5929	74	1	communications	communication	NOUN
cana-5929	74	2	on	on	ADP
cana-5929	74	3	applied	apply	VERB
cana-5929	74	4	nonlinear	nonlinear	ADJ
cana-5929	74	5	analysis	analysis	NOUN
cana-5929	74	6	issn	issn	NOUN
cana-5929	74	7	:	:	PUNCT
cana-5929	74	8	1074	1074	NUM
cana-5929	74	9	-	-	PUNCT
cana-5929	74	10	133x	133x	NUM
cana-5929	74	11	vol	vol	VERB
cana-5929	74	12	32	32	NUM
cana-5929	74	13	no	no	NOUN
cana-5929	74	14	.	.	PUNCT
cana-5929	75	1	10s	10	NOUN
cana-5929	75	2	(	(	PUNCT
cana-5929	75	3	2025	2025	NUM
cana-5929	75	4	)	)	PUNCT
cana-5929	75	5	3091	3091	NUM
cana-5929	75	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	75	7	figure1	figure1	PROPN
cana-5929	75	8	:	:	PUNCT
cana-5929	75	9	proposed	propose	VERB
cana-5929	75	10	approach	approach	NOUN
cana-5929	75	11	work	work	NOUN
cana-5929	75	12	flow	flow	VERB
cana-5929	75	13	the	the	DET
cana-5929	75	14	workflow	workflow	NOUN
cana-5929	75	15	of	of	ADP
cana-5929	75	16	the	the	DET
cana-5929	75	17	suggested	suggest	VERB
cana-5929	75	18	methodology	methodology	NOUN
cana-5929	75	19	for	for	ADP
cana-5929	75	20	bird	bird	NOUN
cana-5929	75	21	intrusion	intrusion	NOUN
cana-5929	75	22	and	and	CCONJ
cana-5929	75	23	expulsion	expulsion	NOUN
cana-5929	75	24	detection	detection	NOUN
cana-5929	75	25	,	,	PUNCT
cana-5929	75	26	which	which	PRON
cana-5929	75	27	consists	consist	VERB
cana-5929	75	28	of	of	ADP
cana-5929	75	29	data	data	NOUN
cana-5929	75	30	collection	collection	NOUN
cana-5929	75	31	,	,	PUNCT
cana-5929	75	32	preprocessing	preprocessing	NOUN
cana-5929	75	33	,	,	PUNCT
cana-5929	75	34	segmentation	segmentation	NOUN
cana-5929	75	35	,	,	PUNCT
cana-5929	75	36	and	and	CCONJ
cana-5929	75	37	algorithm	algorithm	NOUN
cana-5929	75	38	selection	selection	NOUN
cana-5929	75	39	,	,	PUNCT
cana-5929	75	40	is	be	AUX
cana-5929	75	41	shown	show	VERB
cana-5929	75	42	in	in	ADP
cana-5929	75	43	figure	figure	NOUN
cana-5929	75	44	1	1	NUM
cana-5929	75	45	.	.	NOUN
cana-5929	75	46	4.1	4.1	NUM
cana-5929	75	47	data	datum	NOUN
cana-5929	75	48	preprocessing	preprocesse	VERB
cana-5929	75	49	our	our	PRON
cana-5929	75	50	preprocessoring	preprocessoring	NOUN
cana-5929	75	51	filter	filter	NOUN
cana-5929	75	52	,	,	PUNCT
cana-5929	75	53	fuzzy	fuzzy	ADJ
cana-5929	75	54	contrast	contrast	NOUN
cana-5929	75	55	-	-	PUNCT
cana-5929	75	56	limited	limit	VERB
cana-5929	75	57	adaptive	adaptive	ADJ
cana-5929	75	58	histogram	histogram	NOUN
cana-5929	75	59	equalization	equalization	NOUN
cana-5929	75	60	(	(	PUNCT
cana-5929	75	61	fclahe	fclahe	PROPN
cana-5929	75	62	)	)	PUNCT
cana-5929	75	63	,	,	PUNCT
cana-5929	75	64	is	be	AUX
cana-5929	75	65	developed	develop	VERB
cana-5929	75	66	in	in	ADP
cana-5929	75	67	this	this	DET
cana-5929	75	68	section	section	NOUN
cana-5929	75	69	.	.	PUNCT
cana-5929	76	1	a	a	DET
cana-5929	76	2	fuzzy	fuzzy	ADJ
cana-5929	76	3	function	function	NOUN
cana-5929	76	4	in	in	ADP
cana-5929	76	5	a	a	DET
cana-5929	76	6	new	new	ADJ
cana-5929	76	7	form	form	NOUN
cana-5929	76	8	that	that	PRON
cana-5929	76	9	uses	use	VERB
cana-5929	76	10	the	the	DET
cana-5929	76	11	image	image	NOUN
cana-5929	76	12	's	's	PART
cana-5929	76	13	gray	gray	ADJ
cana-5929	76	14	level	level	NOUN
cana-5929	76	15	statistics	statistic	NOUN
cana-5929	76	16	to	to	PART
cana-5929	76	17	give	give	VERB
cana-5929	76	18	a	a	DET
cana-5929	76	19	non	non	ADJ
cana-5929	76	20	-	-	ADJ
cana-5929	76	21	linear	linear	ADJ
cana-5929	76	22	correction	correction	NOUN
cana-5929	76	23	.	.	PUNCT
cana-5929	77	1	the	the	DET
cana-5929	77	2	fuzzy	fuzzy	ADJ
cana-5929	77	3	function	function	NOUN
cana-5929	77	4	,	,	PUNCT
cana-5929	77	5	which	which	PRON
cana-5929	77	6	is	be	AUX
cana-5929	77	7	defined	define	VERB
cana-5929	77	8	as	as	ADP
cana-5929	77	9	follows	follow	VERB
cana-5929	77	10	,	,	PUNCT
cana-5929	77	11	assigns	assign	VERB
cana-5929	77	12	a	a	DET
cana-5929	77	13	membership	membership	NOUN
cana-5929	77	14	value	value	NOUN
cana-5929	77	15	between	between	ADP
cana-5929	77	16	0	0	NUM
cana-5929	77	17	and	and	CCONJ
cana-5929	77	18	1	1	NUM
cana-5929	77	19	to	to	ADP
cana-5929	77	20	the	the	DET
cana-5929	77	21	pixels	pixel	NOUN
cana-5929	77	22	according	accord	VERB
cana-5929	77	23	to	to	ADP
cana-5929	77	24	the	the	DET
cana-5929	77	25	difference	difference	NOUN
cana-5929	77	26	between	between	ADP
cana-5929	77	27	their	their	PRON
cana-5929	77	28	gray	gray	ADJ
cana-5929	77	29	levels	level	NOUN
cana-5929	77	30	and	and	CCONJ
cana-5929	77	31	a	a	DET
cana-5929	77	32	seed	seed	NOUN
cana-5929	77	33	point	point	NOUN
cana-5929	77	34	,	,	PUNCT
cana-5929	77	35	which	which	PRON
cana-5929	77	36	is	be	AUX
cana-5929	77	37	situated	situate	VERB
cana-5929	77	38	at	at	ADP
cana-5929	77	39	the	the	DET
cana-5929	77	40	mass	mass	NOUN
cana-5929	77	41	core	core	NOUN
cana-5929	77	42	:	:	PUNCT
cana-5929	77	43	p	p	X
cana-5929	77	44	=	=	SYM
cana-5929	77	45	1	1	NUM
cana-5929	77	46	/	/	SYM
cana-5929	77	47	(	(	PUNCT
cana-5929	77	48	1	1	NUM
cana-5929	77	49	+	+	CCONJ
cana-5929	77	50	βd	βd	NOUN
cana-5929	77	51	)	)	PUNCT
cana-5929	77	52	(	(	PUNCT
cana-5929	77	53	1	1	X
cana-5929	77	54	)	)	PUNCT
cana-5929	77	55	yolov8	yolov8	NOUN
cana-5929	77	56	algorithm	algorithm	PROPN
cana-5929	77	57	birds	bird	NOUN
cana-5929	77	58	intrusion	intrusion	NOUN
cana-5929	77	59	and	and	CCONJ
cana-5929	77	60	their	their	PRON
cana-5929	77	61	expulsion	expulsion	NOUN
cana-5929	77	62	detection	detection	NOUN
cana-5929	77	63	data	datum	NOUN
cana-5929	77	64	preprocessin	preprocessin	NOUN
cana-5929	77	65	g	g	PROPN
cana-5929	77	66	segmentatio	segmentatio	PROPN
cana-5929	77	67	n	n	PROPN
cana-5929	77	68	maskrcnn	maskrcnn	VERB
cana-5929	77	69	input	input	NOUN
cana-5929	77	70	data	datum	NOUN
cana-5929	77	71	communications	communication	NOUN
cana-5929	77	72	on	on	ADP
cana-5929	77	73	applied	apply	VERB
cana-5929	77	74	nonlinear	nonlinear	ADJ
cana-5929	77	75	analysis	analysis	NOUN
cana-5929	77	76	issn	issn	NOUN
cana-5929	77	77	:	:	PUNCT
cana-5929	77	78	1074	1074	NUM
cana-5929	77	79	-	-	PUNCT
cana-5929	77	80	133x	133x	NUM
cana-5929	77	81	vol	vol	VERB
cana-5929	77	82	32	32	NUM
cana-5929	77	83	no	no	NOUN
cana-5929	77	84	.	.	PUNCT
cana-5929	78	1	10s	10	NOUN
cana-5929	78	2	(	(	PUNCT
cana-5929	78	3	2025	2025	NUM
cana-5929	78	4	)	)	PUNCT
cana-5929	78	5	3092	3092	NUM
cana-5929	78	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	78	7	where	where	SCONJ
cana-5929	78	8	𝑑	𝑑	PRON
cana-5929	78	9	represents	represent	VERB
cana-5929	78	10	the	the	DET
cana-5929	78	11	difference	difference	NOUN
cana-5929	78	12	in	in	ADP
cana-5929	78	13	intensity	intensity	NOUN
cana-5929	78	14	between	between	ADP
cana-5929	78	15	𝑝	𝑝	NOUN
cana-5929	78	16	and	and	CCONJ
cana-5929	78	17	a	a	DET
cana-5929	78	18	seed	seed	NOUN
cana-5929	78	19	point	point	NOUN
cana-5929	78	20	,	,	PUNCT
cana-5929	78	21	𝛽	𝛽	NOUN
cana-5929	78	22	regulates	regulate	VERB
cana-5929	78	23	the	the	DET
cana-5929	78	24	function	function	NOUN
cana-5929	78	25	's	's	PART
cana-5929	78	26	opening	opening	NOUN
cana-5929	78	27	,	,	PUNCT
cana-5929	78	28	and	and	CCONJ
cana-5929	78	29	𝑝	𝑝	NOUN
cana-5929	78	30	is	be	AUX
cana-5929	78	31	the	the	DET
cana-5929	78	32	intensity	intensity	NOUN
cana-5929	78	33	of	of	ADP
cana-5929	78	34	the	the	DET
cana-5929	78	35	pixel	pixel	NOUN
cana-5929	78	36	being	be	AUX
cana-5929	78	37	evaluated	evaluate	VERB
cana-5929	78	38	.	.	PUNCT
cana-5929	79	1	here	here	ADV
cana-5929	79	2	is	be	AUX
cana-5929	79	3	a	a	DET
cana-5929	79	4	description	description	NOUN
cana-5929	79	5	of	of	ADP
cana-5929	79	6	the	the	DET
cana-5929	79	7	fuzzy	fuzzy	ADJ
cana-5929	79	8	contrast	contrast	NOUN
cana-5929	79	9	-	-	PUNCT
cana-5929	79	10	limited	limit	VERB
cana-5929	79	11	adaptive	adaptive	ADJ
cana-5929	79	12	histogram	histogram	NOUN
cana-5929	79	13	equalization	equalization	NOUN
cana-5929	79	14	(	(	PUNCT
cana-5929	79	15	fclahe	fclahe	NOUN
cana-5929	79	16	)	)	PUNCT
cana-5929	79	17	non	non	ADJ
cana-5929	79	18	-	-	ADJ
cana-5929	79	19	linear	linear	ADJ
cana-5929	79	20	filter	filter	NOUN
cana-5929	79	21	that	that	PRON
cana-5929	79	22	we	we	PRON
cana-5929	79	23	suggested	suggest	VERB
cana-5929	79	24	:	:	PUNCT
cana-5929	79	25	𝐽̂	𝐽̂	PROPN
cana-5929	79	26	(	(	PUNCT
cana-5929	79	27	𝑥	𝑥	PROPN
cana-5929	79	28	,	,	PUNCT
cana-5929	79	29	𝑦	𝑦	NOUN
cana-5929	79	30	)	)	PUNCT
cana-5929	79	31	=	=	SYM
cana-5929	79	32	𝐴𝑟(𝑥	𝐴𝑟(𝑥	NOUN
cana-5929	79	33	,	,	PUNCT
cana-5929	79	34	𝑦	𝑦	NOUN
cana-5929	79	35	)	)	PUNCT
cana-5929	79	36	+	+	CCONJ
cana-5929	79	37	(	(	PUNCT
cana-5929	79	38	𝐽̂(𝑥	𝐽̂(𝑥	ADJ
cana-5929	79	39	,	,	PUNCT
cana-5929	79	40	𝑦	𝑦	NOUN
cana-5929	79	41	)	)	PUNCT
cana-5929	79	42	−	−	NOUN
cana-5929	79	43	𝐴𝑟(𝑥	𝐴𝑟(𝑥	NOUN
cana-5929	79	44	,	,	PUNCT
cana-5929	79	45	𝑦))𝐹(|𝐽̂(𝑥	𝑦))𝐹(|𝐽̂(𝑥	PROPN
cana-5929	79	46	,	,	PUNCT
cana-5929	79	47	𝑦	𝑦	NOUN
cana-5929	79	48	)	)	PUNCT
cana-5929	79	49	−	−	NOUN
cana-5929	79	50	𝐴𝑟(𝑥	𝐴𝑟(𝑥	NOUN
cana-5929	79	51	,	,	PUNCT
cana-5929	79	52	𝑦)|	𝑦)|	PROPN
cana-5929	79	53	)	)	PUNCT
cana-5929	79	54	(	(	PUNCT
cana-5929	79	55	2	2	X
cana-5929	79	56	)	)	PUNCT
cana-5929	79	57	a	a	DET
cana-5929	79	58	pixel	pixel	NOUN
cana-5929	79	59	's	's	PART
cana-5929	79	60	initial	initial	ADJ
cana-5929	79	61	intensity	intensity	NOUN
cana-5929	79	62	at	at	ADP
cana-5929	79	63	coordinates	coordinate	NOUN
cana-5929	79	64	(	(	PUNCT
cana-5929	79	65	𝑥	𝑥	NOUN
cana-5929	79	66	,	,	PUNCT
cana-5929	79	67	𝑦	𝑦	X
cana-5929	79	68	)	)	PUNCT
cana-5929	79	69	is	be	AUX
cana-5929	79	70	represented	represent	VERB
cana-5929	79	71	by	by	ADP
cana-5929	79	72	(	(	PUNCT
cana-5929	79	73	𝑥	𝑥	PROPN
cana-5929	79	74	,	,	PUNCT
cana-5929	79	75	𝑦	𝑦	NOUN
cana-5929	79	76	)	)	PUNCT
cana-5929	79	77	.	.	PUNCT
cana-5929	80	1	the	the	DET
cana-5929	80	2	same	same	ADJ
cana-5929	80	3	pixel	pixel	PROPN
cana-5929	80	4	's	's	PART
cana-5929	80	5	new	new	ADJ
cana-5929	80	6	intensity	intensity	NOUN
cana-5929	80	7	in	in	ADP
cana-5929	80	8	the	the	DET
cana-5929	80	9	processed	process	VERB
cana-5929	80	10	image	image	NOUN
cana-5929	80	11	is	be	AUX
cana-5929	80	12	represented	represent	VERB
cana-5929	80	13	by	by	ADP
cana-5929	80	14	�	�	PROPN
cana-5929	80	15	̂	̂	NOUN
cana-5929	80	16	�	�	NOUN
cana-5929	80	17	̂(𝑥	̂(𝑥	NOUN
cana-5929	80	18	,	,	PUNCT
cana-5929	80	19	𝑦	𝑦	NOUN
cana-5929	80	20	)	)	PUNCT
cana-5929	80	21	.	.	PUNCT
cana-5929	81	1	with	with	ADP
cana-5929	81	2	the	the	DET
cana-5929	81	3	exception	exception	NOUN
cana-5929	81	4	of	of	ADP
cana-5929	81	5	background	background	NOUN
cana-5929	81	6	inhomogeneities	inhomogeneity	NOUN
cana-5929	81	7	,	,	PUNCT
cana-5929	81	8	(	(	PUNCT
cana-5929	81	9	2	2	X
cana-5929	81	10	)	)	PUNCT
cana-5929	81	11	assumes	assume	VERB
cana-5929	81	12	that	that	SCONJ
cana-5929	81	13	the	the	DET
cana-5929	81	14	pixel	pixel	PROPN
cana-5929	81	15	intensities	intensity	NOUN
cana-5929	81	16	at	at	ADP
cana-5929	81	17	a	a	DET
cana-5929	81	18	radial	radial	ADJ
cana-5929	81	19	distance	distance	NOUN
cana-5929	81	20	(	(	PUNCT
cana-5929	81	21	r	r	NOUN
cana-5929	81	22	)	)	PUNCT
cana-5929	81	23	from	from	ADP
cana-5929	81	24	the	the	DET
cana-5929	81	25	seed	seed	NOUN
cana-5929	81	26	point	point	NOUN
cana-5929	81	27	are	be	AUX
cana-5929	81	28	comparable	comparable	ADJ
cana-5929	81	29	.	.	PUNCT
cana-5929	82	1	when	when	SCONJ
cana-5929	82	2	a	a	DET
cana-5929	82	3	bright	bright	ADJ
cana-5929	82	4	area	area	NOUN
cana-5929	82	5	of	of	ADP
cana-5929	82	6	the	the	DET
cana-5929	82	7	backdrop	backdrop	NOUN
cana-5929	82	8	(	(	PUNCT
cana-5929	82	9	caused	cause	VERB
cana-5929	82	10	by	by	ADP
cana-5929	82	11	background	background	NOUN
cana-5929	82	12	inhomogeneities	inhomogeneity	NOUN
cana-5929	82	13	)	)	PUNCT
cana-5929	82	14	is	be	AUX
cana-5929	82	15	present	present	ADJ
cana-5929	82	16	,	,	PUNCT
cana-5929	82	17	𝐽̂	𝐽̂	PROPN
cana-5929	82	18	(	(	PUNCT
cana-5929	82	19	𝑥	𝑥	PROPN
cana-5929	82	20	,	,	PUNCT
cana-5929	82	21	𝑦	𝑦	X
cana-5929	82	22	)	)	PUNCT
cana-5929	82	23	will	will	AUX
cana-5929	82	24	diverge	diverge	VERB
cana-5929	82	25	more	more	ADJ
cana-5929	82	26	from	from	ADP
cana-5929	82	27	𝐴𝑟	𝐴𝑟	NOUN
cana-5929	82	28	;	;	PUNCT
cana-5929	82	29	that	that	PRON
cana-5929	82	30	is	be	AUX
cana-5929	82	31	,	,	PUNCT
cana-5929	82	32	𝐽̂	𝐽̂	PROPN
cana-5929	82	33	(	(	PUNCT
cana-5929	82	34	𝑥	𝑥	NOUN
cana-5929	82	35	,	,	PUNCT
cana-5929	82	36	)	)	PUNCT
cana-5929	82	37	–	–	PUNCT
cana-5929	82	38	𝐴𝑟𝑥	𝐴𝑟𝑥	PROPN
cana-5929	82	39	,	,	PUNCT
cana-5929	82	40	𝑦	𝑦	NOUN
cana-5929	82	41	=	=	PUNCT
cana-5929	82	42	∆𝐽̂𝑟	∆𝐽̂𝑟	PROPN
cana-5929	82	43	(	(	PUNCT
cana-5929	82	44	𝑥	𝑥	PROPN
cana-5929	82	45	,	,	PUNCT
cana-5929	82	46	𝑦	𝑦	X
cana-5929	82	47	)	)	PUNCT
cana-5929	82	48	will	will	AUX
cana-5929	82	49	yield	yield	VERB
cana-5929	82	50	a	a	DET
cana-5929	82	51	greater	great	ADJ
cana-5929	82	52	value	value	NOUN
cana-5929	82	53	.	.	PUNCT
cana-5929	83	1	because	because	SCONJ
cana-5929	83	2	of	of	ADP
cana-5929	83	3	this	this	PRON
cana-5929	83	4	,	,	PUNCT
cana-5929	83	5	(	(	PUNCT
cana-5929	83	6	∆𝐽̂𝑟	∆𝐽̂𝑟	PROPN
cana-5929	83	7	𝑥	𝑥	PROPN
cana-5929	83	8	,	,	PUNCT
cana-5929	83	9	𝑦	𝑦	NOUN
cana-5929	83	10	)	)	PUNCT
cana-5929	83	11	will	will	AUX
cana-5929	83	12	produce	produce	VERB
cana-5929	83	13	a	a	DET
cana-5929	83	14	smaller	small	ADJ
cana-5929	83	15	value	value	NOUN
cana-5929	83	16	,	,	PUNCT
cana-5929	83	17	as	as	ADP
cana-5929	83	18	per	per	ADP
cana-5929	83	19	(	(	PUNCT
cana-5929	83	20	1	1	NUM
cana-5929	83	21	)	)	PUNCT
cana-5929	83	22	.	.	PUNCT
cana-5929	84	1	this	this	PRON
cana-5929	84	2	will	will	AUX
cana-5929	84	3	cause	cause	VERB
cana-5929	84	4	the	the	DET
cana-5929	84	5	second	second	ADJ
cana-5929	84	6	term	term	NOUN
cana-5929	84	7	on	on	ADP
cana-5929	84	8	the	the	DET
cana-5929	84	9	right	right	ADJ
cana-5929	84	10	side	side	NOUN
cana-5929	84	11	of	of	ADP
cana-5929	84	12	(	(	PUNCT
cana-5929	84	13	2	2	NUM
cana-5929	84	14	)	)	PUNCT
cana-5929	84	15	to	to	PART
cana-5929	84	16	weaken	weaken	VERB
cana-5929	84	17	,	,	PUNCT
cana-5929	84	18	and	and	CCONJ
cana-5929	84	19	�	�	PROPN
cana-5929	84	20	̂	̂	NOUN
cana-5929	84	21	�	�	NOUN
cana-5929	84	22	̂(𝑥	̂(𝑥	NOUN
cana-5929	84	23	,	,	PUNCT
cana-5929	84	24	𝑦)are	𝑦)are	NOUN
cana-5929	84	25	to	to	PART
cana-5929	84	26	be	be	AUX
cana-5929	84	27	given	give	VERB
cana-5929	84	28	𝐴𝑟.	𝐴𝑟.	PROPN
cana-5929	84	29	(	(	PUNCT
cana-5929	84	30	0	0	NUM
cana-5929	84	31	)	)	PUNCT
cana-5929	84	32	will	will	AUX
cana-5929	84	33	produce	produce	VERB
cana-5929	84	34	unity	unity	NOUN
cana-5929	84	35	,	,	PUNCT
cana-5929	84	36	which	which	PRON
cana-5929	84	37	in	in	ADP
cana-5929	84	38	return	return	NOUN
cana-5929	84	39	assigns	assign	NOUN
cana-5929	84	40	�	�	NOUN
cana-5929	84	41	̂	̂	NOUN
cana-5929	84	42	�	�	NOUN
cana-5929	84	43	̂(𝑥	̂(𝑥	NOUN
cana-5929	84	44	,	,	PUNCT
cana-5929	84	45	𝑦)to	𝑦)to	PROPN
cana-5929	84	46	𝐽̂(𝑥	𝐽̂(𝑥	PROPN
cana-5929	84	47	,	,	PUNCT
cana-5929	84	48	𝑦	𝑦	NOUN
cana-5929	84	49	)	)	PUNCT
cana-5929	84	50	,	,	PUNCT
cana-5929	84	51	if	if	SCONJ
cana-5929	84	52	there	there	PRON
cana-5929	84	53	are	be	VERB
cana-5929	84	54	no	no	DET
cana-5929	84	55	inhomogenieties	inhomogenietie	NOUN
cana-5929	84	56	in	in	ADP
cana-5929	84	57	the	the	DET
cana-5929	84	58	surrounding	surround	VERB
cana-5929	84	59	environment	environment	NOUN
cana-5929	84	60	.	.	PUNCT
cana-5929	85	1	this	this	PRON
cana-5929	85	2	means	mean	VERB
cana-5929	85	3	that	that	SCONJ
cana-5929	85	4	𝐴𝑟.	𝐴𝑟.	PROPN
cana-5929	85	5	will	will	AUX
cana-5929	85	6	be	be	AUX
cana-5929	85	7	near	near	ADP
cana-5929	85	8	𝐽̂	𝐽̂	PROPN
cana-5929	85	9	(	(	PUNCT
cana-5929	85	10	𝑥	𝑥	PROPN
cana-5929	85	11	,	,	PUNCT
cana-5929	85	12	𝑦	𝑦	NOUN
cana-5929	85	13	)	)	PUNCT
cana-5929	85	14	,	,	PUNCT
cana-5929	85	15	i.e.	i.e.	X
cana-5929	85	16	∆𝐽̂𝑟	∆𝐽̂𝑟	PROPN
cana-5929	85	17	(	(	PUNCT
cana-5929	85	18	𝑥	𝑥	PROPN
cana-5929	85	19	,	,	PUNCT
cana-5929	85	20	𝑦	𝑦	NOUN
cana-5929	85	21	)	)	PUNCT
cana-5929	85	22	≈	≈	PROPN
cana-5929	85	23	0	0	NUM
cana-5929	85	24	.	.	PUNCT
cana-5929	86	1	indeed	indeed	ADV
cana-5929	86	2	,	,	PUNCT
cana-5929	86	3	homogeneities	homogeneity	NOUN
cana-5929	86	4	or	or	CCONJ
cana-5929	86	5	small	small	ADJ
cana-5929	86	6	areas	area	NOUN
cana-5929	86	7	with	with	ADP
cana-5929	86	8	a	a	DET
cana-5929	86	9	strong	strong	ADJ
cana-5929	86	10	contrast	contrast	NOUN
cana-5929	86	11	in	in	ADP
cana-5929	86	12	the	the	DET
cana-5929	86	13	surrounding	surround	VERB
cana-5929	86	14	environment	environment	NOUN
cana-5929	86	15	are	be	AUX
cana-5929	86	16	eliminated	eliminate	VERB
cana-5929	86	17	by	by	ADP
cana-5929	86	18	equation	equation	NOUN
cana-5929	86	19	(	(	PUNCT
cana-5929	86	20	2	2	NUM
cana-5929	86	21	)	)	PUNCT
cana-5929	86	22	,	,	PUNCT
cana-5929	86	23	which	which	PRON
cana-5929	86	24	could	could	AUX
cana-5929	86	25	be	be	AUX
cana-5929	86	26	confused	confuse	VERB
cana-5929	86	27	for	for	ADP
cana-5929	86	28	actual	actual	ADJ
cana-5929	86	29	lesions	lesion	NOUN
cana-5929	86	30	in	in	ADP
cana-5929	86	31	the	the	DET
cana-5929	86	32	segmentation	segmentation	NOUN
cana-5929	86	33	procedure	procedure	NOUN
cana-5929	86	34	that	that	PRON
cana-5929	86	35	follows	follow	VERB
cana-5929	86	36	.	.	PUNCT
cana-5929	87	1	the	the	DET
cana-5929	87	2	suggested	suggest	VERB
cana-5929	87	3	equation	equation	NOUN
cana-5929	87	4	also	also	ADV
cana-5929	87	5	preserves	preserve	VERB
cana-5929	87	6	the	the	DET
cana-5929	87	7	mass	mass	NOUN
cana-5929	87	8	core	core	NOUN
cana-5929	87	9	's	's	PART
cana-5929	87	10	contrast	contrast	NOUN
cana-5929	87	11	and	and	CCONJ
cana-5929	87	12	brightness	brightness	NOUN
cana-5929	87	13	.	.	PUNCT
cana-5929	88	1	4.2	4.2	NUM
cana-5929	88	2	mask	mask	NOUN
cana-5929	88	3	r	r	NOUN
cana-5929	88	4	-	-	PUNCT
cana-5929	88	5	cnn	cnn	PROPN
cana-5929	88	6	segmentation	segmentation	NOUN
cana-5929	88	7	in	in	ADP
cana-5929	88	8	order	order	NOUN
cana-5929	88	9	to	to	PART
cana-5929	88	10	assess	assess	VERB
cana-5929	88	11	the	the	DET
cana-5929	88	12	model	model	NOUN
cana-5929	88	13	and	and	CCONJ
cana-5929	88	14	make	make	VERB
cana-5929	88	15	sure	sure	ADJ
cana-5929	88	16	it	it	PRON
cana-5929	88	17	fits	fit	VERB
cana-5929	88	18	data	datum	NOUN
cana-5929	88	19	that	that	PRON
cana-5929	88	20	has	have	AUX
cana-5929	88	21	n't	not	PART
cana-5929	88	22	been	be	AUX
cana-5929	88	23	seen	see	VERB
cana-5929	88	24	yet	yet	ADV
cana-5929	88	25	,	,	PUNCT
cana-5929	88	26	mask	mask	VERB
cana-5929	88	27	r	r	NOUN
cana-5929	88	28	-	-	PUNCT
cana-5929	88	29	cnn	cnn	PROPN
cana-5929	88	30	uses	use	VERB
cana-5929	88	31	a	a	DET
cana-5929	88	32	multi	multi	ADJ
cana-5929	88	33	-	-	ADJ
cana-5929	88	34	loss	loss	ADJ
cana-5929	88	35	function	function	NOUN
cana-5929	88	36	during	during	ADP
cana-5929	88	37	learning	learn	VERB
cana-5929	88	38	.	.	PUNCT
cana-5929	89	1	the	the	DET
cana-5929	89	2	function	function	NOUN
cana-5929	89	3	of	of	ADP
cana-5929	89	4	loss	loss	NOUN
cana-5929	89	5	is	be	AUX
cana-5929	89	6	calculated	calculate	VERB
cana-5929	89	7	as	as	ADP
cana-5929	89	8	a	a	DET
cana-5929	89	9	weighted	weighted	ADJ
cana-5929	89	10	sum	sum	NOUN
cana-5929	89	11	of	of	ADP
cana-5929	89	12	all	all	DET
cana-5929	89	13	the	the	DET
cana-5929	89	14	losses	loss	NOUN
cana-5929	89	15	that	that	PRON
cana-5929	89	16	occurred	occur	VERB
cana-5929	89	17	during	during	ADP
cana-5929	89	18	training	training	NOUN
cana-5929	89	19	at	at	ADP
cana-5929	89	20	each	each	DET
cana-5929	89	21	stage	stage	NOUN
cana-5929	89	22	of	of	ADP
cana-5929	89	23	the	the	DET
cana-5929	89	24	architecture	architecture	NOUN
cana-5929	89	25	on	on	ADP
cana-5929	89	26	each	each	DET
cana-5929	89	27	proposal	proposal	NOUN
cana-5929	89	28	roi	roi	NOUN
cana-5929	89	29	,	,	PUNCT
cana-5929	89	30	and	and	CCONJ
cana-5929	89	31	it	it	PRON
cana-5929	89	32	is	be	AUX
cana-5929	89	33	defined	define	VERB
cana-5929	89	34	as	as	SCONJ
cana-5929	89	35	follows	follow	VERB
cana-5929	89	36	:	:	PUNCT
cana-5929	89	37	𝐿	𝐿	PROPN
cana-5929	89	38	=	=	SYM
cana-5929	89	39	𝐿𝐶𝑙𝑎𝑠𝑠	𝐿𝐶𝑙𝑎𝑠𝑠	PROPN
cana-5929	89	40	+	+	CCONJ
cana-5929	89	41	𝐿𝐵𝑏𝑜𝑥	𝐿𝐵𝑏𝑜𝑥	PROPN
cana-5929	89	42	+	+	CCONJ
cana-5929	89	43	𝐿𝑀𝑎𝑠𝑘	𝐿𝑀𝑎𝑠𝑘	PROPN
cana-5929	89	44	(	(	PUNCT
cana-5929	89	45	3	3	NUM
cana-5929	89	46	)	)	PUNCT
cana-5929	89	47	𝐿𝐶𝑙𝑎𝑠𝑠	𝐿𝐶𝑙𝑎𝑠𝑠	PROPN
cana-5929	89	48	,	,	PUNCT
cana-5929	89	49	or	or	CCONJ
cana-5929	89	50	the	the	DET
cana-5929	89	51	loss	loss	NOUN
cana-5929	89	52	of	of	ADP
cana-5929	89	53	segmentation	segmentation	NOUN
cana-5929	89	54	,	,	PUNCT
cana-5929	89	55	illustrates	illustrate	VERB
cana-5929	89	56	how	how	SCONJ
cana-5929	89	57	the	the	DET
cana-5929	89	58	predictions	prediction	NOUN
cana-5929	89	59	converge	converge	VERB
cana-5929	89	60	to	to	ADP
cana-5929	89	61	the	the	DET
cana-5929	89	62	actual	actual	ADJ
cana-5929	89	63	class	class	NOUN
cana-5929	89	64	.	.	PUNCT
cana-5929	90	1	rpn	rpn	PROPN
cana-5929	90	2	and	and	CCONJ
cana-5929	90	3	mask	mask	VERB
cana-5929	90	4	r	r	PROPN
cana-5929	90	5	-	-	PUNCT
cana-5929	90	6	cnn	cnn	PROPN
cana-5929	90	7	heads	head	NOUN
cana-5929	90	8	are	be	AUX
cana-5929	90	9	trained	train	VERB
cana-5929	90	10	using	use	VERB
cana-5929	90	11	𝐿𝐶𝑙𝑎𝑠𝑠	𝐿𝐶𝑙𝑎𝑠𝑠	PROPN
cana-5929	90	12	,	,	PUNCT
cana-5929	90	13	which	which	PRON
cana-5929	90	14	combines	combine	VERB
cana-5929	90	15	the	the	DET
cana-5929	90	16	segmentation	segmentation	NOUN
cana-5929	90	17	loss	loss	NOUN
cana-5929	90	18	.	.	PUNCT
cana-5929	91	1	the	the	DET
cana-5929	91	2	decrease	decrease	NOUN
cana-5929	91	3	in	in	ADP
cana-5929	91	4	the	the	DET
cana-5929	91	5	size	size	NOUN
cana-5929	91	6	of	of	ADP
cana-5929	91	7	bounding	bounding	NOUN
cana-5929	91	8	box	box	NOUN
cana-5929	91	9	,	,	PUNCT
cana-5929	91	10	or	or	CCONJ
cana-5929	91	11	𝐿𝐵𝑏𝑜𝑥	𝐿𝐵𝑏𝑜𝑥	PROPN
cana-5929	91	12	,	,	PUNCT
cana-5929	91	13	measures	measure	VERB
cana-5929	91	14	how	how	SCONJ
cana-5929	91	15	successfully	successfully	ADV
cana-5929	91	16	the	the	DET
cana-5929	91	17	model	model	NOUN
cana-5929	91	18	locates	locate	VERB
cana-5929	91	19	objects	object	NOUN
cana-5929	91	20	.	.	PUNCT
cana-5929	92	1	it	it	PRON
cana-5929	92	2	integrates	integrate	VERB
cana-5929	92	3	the	the	DET
cana-5929	92	4	𝐵𝑏𝑜𝑥	𝐵𝑏𝑜𝑥	PROPN
cana-5929	92	5	adaptation	adaptation	NOUN
cana-5929	92	6	loss	loss	NOUN
cana-5929	92	7	with	with	ADP
cana-5929	92	8	the	the	DET
cana-5929	92	9	rbn	rbn	PROPN
cana-5929	92	10	and	and	CCONJ
cana-5929	92	11	r	r	PROPN
cana-5929	92	12	-	-	PUNCT
cana-5929	92	13	cnn	cnn	PROPN
cana-5929	92	14	mask	mask	NOUN
cana-5929	92	15	heads	head	NOUN
cana-5929	92	16	during	during	ADP
cana-5929	92	17	training	training	NOUN
cana-5929	92	18	.	.	PUNCT
cana-5929	93	1	here	here	ADV
cana-5929	93	2	's	be	AUX
cana-5929	93	3	how	how	SCONJ
cana-5929	93	4	𝐿𝐶𝑙𝑎𝑠𝑠	𝐿𝐶𝑙𝑎𝑠𝑠	PROPN
cana-5929	93	5	and	and	CCONJ
cana-5929	93	6	𝐿𝐵𝑏𝑜𝑥	𝐿𝐵𝑏𝑜𝑥	PROPN
cana-5929	93	7	damages	damage	NOUN
cana-5929	93	8	are	be	AUX
cana-5929	93	9	calculated	calculate	VERB
cana-5929	93	10	:	:	PUNCT
cana-5929	93	11	𝐿𝑐𝑙𝑎𝑠(𝑝	𝐿𝑐𝑙𝑎𝑠(𝑝	NOUN
cana-5929	93	12	,	,	PUNCT
cana-5929	93	13	𝑢	𝑢	X
cana-5929	93	14	)	)	PUNCT
cana-5929	93	15	=	=	SYM
cana-5929	93	16	−𝑙𝑜𝑔𝑝𝑢	−𝑙𝑜𝑔𝑝𝑢	NOUN
cana-5929	93	17	(	(	PUNCT
cana-5929	93	18	4	4	NUM
cana-5929	93	19	)	)	PUNCT
cana-5929	93	20	for	for	ADP
cana-5929	93	21	any	any	DET
cana-5929	93	22	positive	positive	ADJ
cana-5929	93	23	𝐵𝑏𝑜𝑥	𝐵𝑏𝑜𝑥	PROPN
cana-5929	93	24	,	,	PUNCT
cana-5929	93	25	the	the	DET
cana-5929	93	26	word	word	NOUN
cana-5929	93	27	𝑝𝑢	𝑝𝑢	PROPN
cana-5929	93	28	denotes	denote	VERB
cana-5929	93	29	the	the	DET
cana-5929	93	30	expected	expected	ADJ
cana-5929	93	31	probability	probability	NOUN
cana-5929	93	32	of	of	ADP
cana-5929	93	33	the	the	DET
cana-5929	93	34	basis	basis	NOUN
cana-5929	93	35	class	class	NOUN
cana-5929	93	36	𝑢.	𝑢.	NOUN
cana-5929	93	37	stand	stand	VERB
cana-5929	93	38	for	for	ADP
cana-5929	93	39	the	the	DET
cana-5929	93	40	class	class	NOUN
cana-5929	93	41	u	u	NOUN
cana-5929	93	42	and	and	CCONJ
cana-5929	93	43	the	the	DET
cana-5929	93	44	basis	basis	NOUN
cana-5929	93	45	𝐵𝑏𝑜𝑥	𝐵𝑏𝑜𝑥	PROPN
cana-5929	93	46	predicted	predict	VERB
cana-5929	93	47	bboxes	bboxe	NOUN
cana-5929	93	48	,	,	PUNCT
cana-5929	93	49	respectively	respectively	ADV
cana-5929	93	50	.	.	PUNCT
cana-5929	94	1	in	in	ADP
cana-5929	94	2	𝐵𝑏𝑜𝑥	𝐵𝑏𝑜𝑥	PROPN
cana-5929	94	3	vector	vector	NOUN
cana-5929	94	4	offset	offset	NOUN
cana-5929	94	5	,	,	PUNCT
cana-5929	94	6	the	the	DET
cana-5929	94	7	term	term	NOUN
cana-5929	94	8	𝑖	𝑖	VERB
cana-5929	94	9	stands	stand	VERB
cana-5929	94	10	for	for	ADP
cana-5929	94	11	core	core	NOUN
cana-5929	94	12	value	value	NOUN
cana-5929	94	13	(	(	PUNCT
cana-5929	94	14	𝑧	𝑧	PROPN
cana-5929	94	15	,	,	PUNCT
cana-5929	94	16	𝑦	𝑦	NOUN
cana-5929	94	17	)	)	PUNCT
cana-5929	94	18	,	,	PUNCT
cana-5929	94	19	width	width	ADJ
cana-5929	94	20	,	,	PUNCT
cana-5929	94	21	and	and	CCONJ
cana-5929	94	22	height	height	NOUN
cana-5929	94	23	.	.	PUNCT
cana-5929	95	1	for	for	ADP
cana-5929	95	2	each	each	DET
cana-5929	95	3	class	class	NOUN
cana-5929	95	4	of	of	ADP
cana-5929	95	5	the	the	DET
cana-5929	95	6	𝐾classes	𝐾classes	PROPN
cana-5929	95	7	,	,	PUNCT
cana-5929	95	8	the	the	DET
cana-5929	95	9	communications	communication	NOUN
cana-5929	95	10	on	on	ADP
cana-5929	95	11	applied	apply	VERB
cana-5929	95	12	nonlinear	nonlinear	ADJ
cana-5929	95	13	analysis	analysis	NOUN
cana-5929	95	14	issn	issn	NOUN
cana-5929	95	15	:	:	PUNCT
cana-5929	95	16	1074	1074	NUM
cana-5929	95	17	-	-	PUNCT
cana-5929	95	18	133x	133x	NUM
cana-5929	95	19	vol	vol	VERB
cana-5929	95	20	32	32	NUM
cana-5929	95	21	no	no	NOUN
cana-5929	95	22	.	.	PUNCT
cana-5929	96	1	10s	10	NOUN
cana-5929	96	2	(	(	PUNCT
cana-5929	96	3	2025	2025	NUM
cana-5929	96	4	)	)	PUNCT
cana-5929	96	5	3093	3093	NUM
cana-5929	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	96	7	backbone	backbone	NOUN
cana-5929	97	1	640×	640×	NOUN
cana-5929	97	2	640	640	NUM
cana-5929	97	3	×3	×3	NOUN
cana-5929	97	4	neck	neck	NOUN
cana-5929	97	5	head	head	NOUN
cana-5929	97	6	detect	detect	NOUN
cana-5929	97	7	detect	detect	NOUN
cana-5929	97	8	upsample	upsample	NOUN
cana-5929	97	9	detect	detect	PROPN
cana-5929	97	10	detect	detect	NOUN
cana-5929	97	11	cbs	cbs	PROPN
cana-5929	97	12	c2f	c2f	PROPN
cana-5929	97	13	sppf	sppf	PROPN
cana-5929	97	14	concat	concat	PROPN
cana-5929	97	15	c2f	c2f	PROPN
cana-5929	97	16	cbs	cbs	PROPN
cana-5929	97	17	upsample	upsample	VERB
cana-5929	97	18	cbs	cbs	PROPN
cana-5929	97	19	c2f	c2f	PROPN
cana-5929	97	20	concat	concat	PROPN
cana-5929	97	21	c2f	c2f	PROPN
cana-5929	97	22	concat	concat	PROPN
cana-5929	97	23	c2f	c2f	PROPN
cana-5929	97	24	cbs	cbs	PROPN
cana-5929	97	25	c2f	c2f	PROPN
cana-5929	97	26	concat	concat	PROPN
cana-5929	98	1	cbs	cbs	PROPN
cana-5929	98	2	c2f	c2f	PROPN
cana-5929	99	1	c2f	c2f	PROPN
cana-5929	99	2	cbs	cbs	PROPN
cana-5929	100	1	cbs	cbs	PROPN
cana-5929	100	2	mask	mask	NOUN
cana-5929	100	3	head	head	NOUN
cana-5929	100	4	creates	create	VERB
cana-5929	100	5	k	k	PROPN
cana-5929	100	6	binary	binary	ADJ
cana-5929	100	7	masks	mask	NOUN
cana-5929	100	8	of	of	ADP
cana-5929	100	9	length	length	NOUN
cana-5929	100	10	𝑚	𝑚	ADP
cana-5929	100	11	×	×	NOUN
cana-5929	100	12	𝑚	𝑚	NOUN
cana-5929	100	13	,	,	PUNCT
cana-5929	100	14	giving	give	VERB
cana-5929	100	15	it	it	PRON
cana-5929	100	16	a	a	DET
cana-5929	100	17	dimensional	dimensional	ADJ
cana-5929	100	18	output	output	NOUN
cana-5929	100	19	of	of	ADP
cana-5929	100	20	𝐾𝑚2	𝐾𝑚2	NOUN
cana-5929	100	21	.	.	PUNCT
cana-5929	101	1	as	as	ADP
cana-5929	101	2	the	the	DET
cana-5929	101	3	average	average	ADJ
cana-5929	101	4	cross	cross	NOUN
cana-5929	101	5	-	-	NOUN
cana-5929	101	6	entropy	entropy	NOUN
cana-5929	101	7	of	of	ADP
cana-5929	101	8	binary	binary	ADJ
cana-5929	101	9	pairs	pair	NOUN
cana-5929	101	10	for	for	ADP
cana-5929	101	11	the	the	DET
cana-5929	101	12	assumed	assume	VERB
cana-5929	101	13	masks	mask	NOUN
cana-5929	101	14	correlated	correlate	VERB
cana-5929	101	15	with	with	ADP
cana-5929	101	16	the	the	DET
cana-5929	101	17	ground	ground	NOUN
cana-5929	101	18	truth	truth	NOUN
cana-5929	101	19	,	,	PUNCT
cana-5929	101	20	𝐿𝑀𝑎𝑠𝑘	𝐿𝑀𝑎𝑠𝑘	PROPN
cana-5929	101	21	(	(	PUNCT
cana-5929	101	22	the	the	DET
cana-5929	101	23	loss	loss	NOUN
cana-5929	101	24	of	of	ADP
cana-5929	101	25	dividing	divide	VERB
cana-5929	101	26	up	up	ADP
cana-5929	101	27	the	the	DET
cana-5929	101	28	predicted	predict	VERB
cana-5929	101	29	mask	mask	NOUN
cana-5929	101	30	)	)	PUNCT
cana-5929	101	31	is	be	AUX
cana-5929	101	32	calculated	calculate	VERB
cana-5929	101	33	as	as	SCONJ
cana-5929	101	34	follows	follow	VERB
cana-5929	101	35	:	:	PUNCT
cana-5929	101	36	with	with	ADP
cana-5929	101	37	a	a	DET
cana-5929	101	38	pixel	pixel	NOUN
cana-5929	101	39	(	(	PUNCT
cana-5929	101	40	𝑖	𝑖	SYM
cana-5929	101	41	,	,	PUNCT
cana-5929	101	42	𝑗	𝑗	NOUN
cana-5929	101	43	)	)	PUNCT
cana-5929	101	44	in	in	ADP
cana-5929	101	45	the	the	DET
cana-5929	101	46	center	center	NOUN
cana-5929	101	47	of	of	ADP
cana-5929	101	48	the	the	DET
cana-5929	101	49	truth	truth	NOUN
cana-5929	101	50	mask	mask	NOUN
cana-5929	101	51	for	for	ADP
cana-5929	101	52	a	a	DET
cana-5929	101	53	roi	roi	NOUN
cana-5929	101	54	of	of	ADP
cana-5929	101	55	size	size	NOUN
cana-5929	101	56	𝑚	𝑚	PROPN
cana-5929	101	57	×	×	NOUN
cana-5929	101	58	𝑚	𝑚	VERB
cana-5929	101	59	having	have	VERB
cana-5929	101	60	a	a	DET
cana-5929	101	61	class	class	NOUN
cana-5929	101	62	label	label	NOUN
cana-5929	101	63	whose	whose	DET
cana-5929	101	64	probability	probability	NOUN
cana-5929	101	65	is	be	AUX
cana-5929	101	66	ℎ𝑖	ℎ𝑖	NOUN
cana-5929	101	67	,	,	PUNCT
cana-5929	101	68	and	and	CCONJ
cana-5929	101	69	a	a	DET
cana-5929	101	70	pixel	pixel	NOUN
cana-5929	101	71	in	in	ADP
cana-5929	101	72	the	the	DET
cana-5929	101	73	mask	mask	NOUN
cana-5929	101	74	created	create	VERB
cana-5929	101	75	for	for	ADP
cana-5929	101	76	class	class	NOUN
cana-5929	101	77	𝑘	𝑘	ADP
cana-5929	101	78	having	have	VERB
cana-5929	101	79	a	a	DET
cana-5929	101	80	prediction	prediction	NOUN
cana-5929	101	81	label	label	NOUN
cana-5929	101	82	of	of	ADP
cana-5929	101	83	𝑝𝑖𝑗.	𝑝𝑖𝑗.	NOUN
cana-5929	101	84	4.3	4.3	NUM
cana-5929	101	85	yolov8	yolov8	NOUN
cana-5929	101	86	algorithm	algorithm	NOUN
cana-5929	101	87	with	with	ADP
cana-5929	101	88	a	a	DET
cana-5929	101	89	primary	primary	ADJ
cana-5929	101	90	focus	focus	NOUN
cana-5929	101	91	on	on	ADP
cana-5929	101	92	real	real	ADJ
cana-5929	101	93	-	-	PUNCT
cana-5929	101	94	time	time	NOUN
cana-5929	101	95	bird	bird	NOUN
cana-5929	101	96	detection	detection	NOUN
cana-5929	101	97	in	in	ADP
cana-5929	101	98	a	a	DET
cana-5929	101	99	field	field	NOUN
cana-5929	101	100	,	,	PUNCT
cana-5929	101	101	yolov8	yolov8	PROPN
cana-5929	101	102	is	be	AUX
cana-5929	101	103	an	an	DET
cana-5929	101	104	efficient	efficient	ADJ
cana-5929	101	105	object	object	NOUN
cana-5929	101	106	detection	detection	NOUN
cana-5929	101	107	system	system	NOUN
cana-5929	101	108	.	.	PUNCT
cana-5929	102	1	figure2	figure2	ADJ
cana-5929	102	2	:	:	PUNCT
cana-5929	102	3	framework	framework	NOUN
cana-5929	102	4	for	for	ADP
cana-5929	102	5	detection	detection	NOUN
cana-5929	102	6	of	of	ADP
cana-5929	102	7	the	the	DET
cana-5929	102	8	proposed	propose	VERB
cana-5929	102	9	algorithm	algorithm	NOUN
cana-5929	102	10	communications	communication	NOUN
cana-5929	102	11	on	on	ADP
cana-5929	102	12	applied	apply	VERB
cana-5929	102	13	nonlinear	nonlinear	ADJ
cana-5929	102	14	analysis	analysis	NOUN
cana-5929	102	15	issn	issn	NOUN
cana-5929	102	16	:	:	PUNCT
cana-5929	102	17	1074	1074	NUM
cana-5929	102	18	-	-	PUNCT
cana-5929	102	19	133x	133x	NUM
cana-5929	102	20	vol	vol	VERB
cana-5929	102	21	32	32	NUM
cana-5929	102	22	no	no	NOUN
cana-5929	102	23	.	.	PUNCT
cana-5929	103	1	10s	10	NOUN
cana-5929	103	2	(	(	PUNCT
cana-5929	103	3	2025	2025	NUM
cana-5929	103	4	)	)	PUNCT
cana-5929	103	5	3094	3094	NUM
cana-5929	103	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	104	1	the	the	DET
cana-5929	104	2	model	model	NOUN
cana-5929	104	3	's	's	PART
cana-5929	104	4	operation	operation	NOUN
cana-5929	104	5	involves	involve	VERB
cana-5929	104	6	first	first	ADV
cana-5929	104	7	dividing	divide	VERB
cana-5929	104	8	a	a	DET
cana-5929	104	9	picture	picture	NOUN
cana-5929	104	10	into	into	ADP
cana-5929	104	11	a	a	DET
cana-5929	104	12	grid	grid	NOUN
cana-5929	104	13	and	and	CCONJ
cana-5929	104	14	then	then	ADV
cana-5929	104	15	predicting	predict	VERB
cana-5929	104	16	the	the	DET
cana-5929	104	17	box	box	NOUN
cana-5929	104	18	's	's	PART
cana-5929	104	19	borders	border	NOUN
cana-5929	104	20	and	and	CCONJ
cana-5929	104	21	likelihoods	likelihood	NOUN
cana-5929	104	22	of	of	ADP
cana-5929	104	23	classes	class	NOUN
cana-5929	104	24	in	in	ADP
cana-5929	104	25	each	each	DET
cana-5929	104	26	grid	grid	NOUN
cana-5929	104	27	cell	cell	NOUN
cana-5929	104	28	.	.	PUNCT
cana-5929	105	1	this	this	PRON
cana-5929	105	2	indicates	indicate	VERB
cana-5929	105	3	that	that	SCONJ
cana-5929	105	4	it	it	PRON
cana-5929	105	5	has	have	VERB
cana-5929	105	6	the	the	DET
cana-5929	105	7	ability	ability	NOUN
cana-5929	105	8	to	to	PART
cana-5929	105	9	locate	locate	VERB
cana-5929	105	10	multiple	multiple	ADJ
cana-5929	105	11	things	thing	NOUN
cana-5929	105	12	in	in	ADP
cana-5929	105	13	an	an	DET
cana-5929	105	14	image	image	NOUN
cana-5929	105	15	at	at	ADP
cana-5929	105	16	once	once	ADV
cana-5929	105	17	.	.	PUNCT
cana-5929	106	1	the	the	DET
cana-5929	106	2	accuracy	accuracy	NOUN
cana-5929	106	3	of	of	ADP
cana-5929	106	4	yolov8	yolov8	NOUN
cana-5929	106	5	is	be	AUX
cana-5929	106	6	likewise	likewise	ADV
cana-5929	106	7	noteworthy	noteworthy	ADJ
cana-5929	106	8	,	,	PUNCT
cana-5929	106	9	but	but	CCONJ
cana-5929	106	10	it	it	PRON
cana-5929	106	11	's	be	AUX
cana-5929	106	12	also	also	ADV
cana-5929	106	13	quick	quick	ADJ
cana-5929	106	14	.	.	PUNCT
cana-5929	107	1	data	datum	NOUN
cana-5929	107	2	annotations	annotation	NOUN
cana-5929	107	3	and	and	CCONJ
cana-5929	107	4	multi	multi	ADJ
cana-5929	107	5	-	-	ADJ
cana-5929	107	6	scale	scale	ADJ
cana-5929	107	7	training	training	NOUN
cana-5929	107	8	are	be	AUX
cana-5929	107	9	two	two	NUM
cana-5929	107	10	of	of	ADP
cana-5929	107	11	the	the	DET
cana-5929	107	12	methods	method	NOUN
cana-5929	107	13	that	that	PRON
cana-5929	107	14	are	be	AUX
cana-5929	107	15	employed	employ	VERB
cana-5929	107	16	(	(	PUNCT
cana-5929	107	17	to	to	PART
cana-5929	107	18	provide	provide	VERB
cana-5929	107	19	handling	handling	NOUN
cana-5929	107	20	of	of	ADP
cana-5929	107	21	diverse	diverse	ADJ
cana-5929	107	22	object	object	NOUN
cana-5929	107	23	sizes	size	NOUN
cana-5929	107	24	)	)	PUNCT
cana-5929	107	25	.	.	PUNCT
cana-5929	108	1	it	it	PRON
cana-5929	108	2	suppresses	suppress	VERB
cana-5929	108	3	overlapping	overlap	VERB
cana-5929	108	4	or	or	CCONJ
cana-5929	108	5	superfluous	superfluous	ADJ
cana-5929	108	6	bounding	bounding	NOUN
cana-5929	108	7	boxes	box	NOUN
cana-5929	108	8	using	use	VERB
cana-5929	108	9	non	non	ADJ
cana-5929	108	10	-	-	ADJ
cana-5929	108	11	maximum	maximum	ADJ
cana-5929	108	12	suppression	suppression	NOUN
cana-5929	108	13	(	(	PUNCT
cana-5929	108	14	nms	nms	NOUN
cana-5929	108	15	)	)	PUNCT
cana-5929	108	16	.	.	PUNCT
cana-5929	109	1	this	this	PRON
cana-5929	109	2	qualifies	qualify	VERB
cana-5929	109	3	yolov8	yolov8	NOUN
cana-5929	109	4	for	for	ADP
cana-5929	109	5	applications	application	NOUN
cana-5929	109	6	such	such	ADJ
cana-5929	109	7	as	as	ADP
cana-5929	109	8	horticulture	horticulture	NOUN
cana-5929	109	9	bird	bird	NOUN
cana-5929	109	10	detection	detection	NOUN
cana-5929	109	11	,	,	PUNCT
cana-5929	109	12	where	where	SCONJ
cana-5929	109	13	prompt	prompt	ADJ
cana-5929	109	14	and	and	CCONJ
cana-5929	109	15	precise	precise	ADJ
cana-5929	109	16	detection	detection	NOUN
cana-5929	109	17	is	be	AUX
cana-5929	109	18	necessary	necessary	ADJ
cana-5929	109	19	to	to	PART
cana-5929	109	20	support	support	VERB
cana-5929	109	21	systems	system	NOUN
cana-5929	109	22	.	.	PUNCT
cana-5929	110	1	in	in	ADP
cana-5929	110	2	order	order	NOUN
cana-5929	110	3	to	to	PART
cana-5929	110	4	estimate	estimate	VERB
cana-5929	110	5	the	the	DET
cana-5929	110	6	class	class	NOUN
cana-5929	110	7	possibilities	possibility	NOUN
cana-5929	110	8	and	and	CCONJ
cana-5929	110	9	confidence	confidence	NOUN
cana-5929	110	10	ratings	rating	NOUN
cana-5929	110	11	for	for	ADP
cana-5929	110	12	each	each	DET
cana-5929	110	13	grid	grid	NOUN
cana-5929	110	14	,	,	PUNCT
cana-5929	110	15	yolov8	yolov8	NOUN
cana-5929	110	16	breaks	break	VERB
cana-5929	110	17	every	every	DET
cana-5929	110	18	picture	picture	NOUN
cana-5929	110	19	into	into	ADP
cana-5929	110	20	grids	grid	NOUN
cana-5929	110	21	after	after	ADP
cana-5929	110	22	processing	process	VERB
cana-5929	110	23	every	every	DET
cana-5929	110	24	single	single	ADJ
cana-5929	110	25	image	image	NOUN
cana-5929	110	26	of	of	ADP
cana-5929	110	27	the	the	DET
cana-5929	110	28	birds	bird	NOUN
cana-5929	110	29	.	.	PUNCT
cana-5929	111	1	the	the	DET
cana-5929	111	2	suggested	suggest	VERB
cana-5929	111	3	yolov8	yolov8	PROPN
cana-5929	111	4	algorithm	algorithm	PROPN
cana-5929	111	5	's	's	PART
cana-5929	111	6	detection	detection	NOUN
cana-5929	111	7	framework	framework	NOUN
cana-5929	111	8	is	be	AUX
cana-5929	111	9	displayed	display	VERB
cana-5929	111	10	in	in	ADP
cana-5929	111	11	figure	figure	NOUN
cana-5929	111	12	2	2	NUM
cana-5929	111	13	.	.	PUNCT
cana-5929	112	1	yolov8	yolov8	NOUN
cana-5929	112	2	is	be	AUX
cana-5929	112	3	made	make	VERB
cana-5929	112	4	up	up	ADP
cana-5929	112	5	of	of	ADP
cana-5929	112	6	the	the	DET
cana-5929	112	7	head	head	NOUN
cana-5929	112	8	,	,	PUNCT
cana-5929	112	9	neck	neck	NOUN
cana-5929	112	10	,	,	PUNCT
cana-5929	112	11	and	and	CCONJ
cana-5929	112	12	backbone	backbone	NOUN
cana-5929	112	13	.	.	PUNCT
cana-5929	113	1	backbone	backbone	NOUN
cana-5929	113	2	:	:	PUNCT
cana-5929	114	1	yolov8	yolov8	PROPN
cana-5929	114	2	m	m	PROPN
cana-5929	114	3	's	's	PART
cana-5929	114	4	backbone	backbone	NOUN
cana-5929	114	5	is	be	AUX
cana-5929	114	6	something	something	PRON
cana-5929	114	7	called	call	VERB
cana-5929	114	8	csp	csp	PROPN
cana-5929	114	9	darknet53	darknet53	PROPN
cana-5929	114	10	.	.	PUNCT
cana-5929	115	1	the	the	DET
cana-5929	115	2	purpose	purpose	NOUN
cana-5929	115	3	of	of	ADP
cana-5929	115	4	it	it	PRON
cana-5929	115	5	is	be	AUX
cana-5929	115	6	to	to	PART
cana-5929	115	7	extract	extract	VERB
cana-5929	115	8	features	feature	NOUN
cana-5929	115	9	from	from	ADP
cana-5929	115	10	the	the	DET
cana-5929	115	11	pictures	picture	NOUN
cana-5929	115	12	.	.	PUNCT
cana-5929	116	1	neck	neck	NOUN
cana-5929	116	2	:	:	PUNCT
cana-5929	116	3	the	the	DET
cana-5929	116	4	model	model	NOUN
cana-5929	116	5	's	's	PART
cana-5929	116	6	neck	neck	NOUN
cana-5929	116	7	makes	make	VERB
cana-5929	116	8	use	use	NOUN
cana-5929	116	9	of	of	ADP
cana-5929	116	10	feature	feature	NOUN
cana-5929	116	11	pyramid	pyramid	NOUN
cana-5929	116	12	networks	network	NOUN
cana-5929	116	13	(	(	PUNCT
cana-5929	116	14	fpn	fpn	ADJ
cana-5929	116	15	)	)	PUNCT
cana-5929	116	16	and	and	CCONJ
cana-5929	116	17	path	path	NOUN
cana-5929	116	18	aggregation	aggregation	NOUN
cana-5929	116	19	networks	network	NOUN
cana-5929	116	20	(	(	PUNCT
cana-5929	116	21	pan	pan	NOUN
cana-5929	116	22	)	)	PUNCT
cana-5929	116	23	.	.	PUNCT
cana-5929	117	1	all	all	PRON
cana-5929	117	2	of	of	ADP
cana-5929	117	3	the	the	DET
cana-5929	117	4	backbone	backbone	NOUN
cana-5929	117	5	's	's	PART
cana-5929	117	6	feature	feature	NOUN
cana-5929	117	7	maps	map	NOUN
cana-5929	117	8	are	be	AUX
cana-5929	117	9	combined	combine	VERB
cana-5929	117	10	in	in	ADP
cana-5929	117	11	the	the	DET
cana-5929	117	12	neck	neck	NOUN
cana-5929	117	13	.	.	PUNCT
cana-5929	118	1	head	head	NOUN
cana-5929	118	2	:	:	PUNCT
cana-5929	118	3	anchors	anchor	NOUN
cana-5929	118	4	are	be	AUX
cana-5929	118	5	not	not	PART
cana-5929	118	6	used	use	VERB
cana-5929	118	7	by	by	ADP
cana-5929	118	8	the	the	DET
cana-5929	118	9	head	head	NOUN
cana-5929	118	10	of	of	ADP
cana-5929	118	11	yolov8	yolov8	PROPN
cana-5929	118	12	m	m	PROPN
cana-5929	118	13	,	,	PUNCT
cana-5929	118	14	unlike	unlike	ADP
cana-5929	118	15	previous	previous	ADJ
cana-5929	118	16	yolo	yolo	ADJ
cana-5929	118	17	versions	version	NOUN
cana-5929	118	18	.	.	PUNCT
cana-5929	119	1	rather	rather	ADV
cana-5929	119	2	,	,	PUNCT
cana-5929	119	3	it	it	PRON
cana-5929	119	4	makes	make	VERB
cana-5929	119	5	a	a	DET
cana-5929	119	6	direct	direct	ADJ
cana-5929	119	7	prediction	prediction	NOUN
cana-5929	119	8	about	about	ADP
cana-5929	119	9	the	the	DET
cana-5929	119	10	location	location	NOUN
cana-5929	119	11	and	and	CCONJ
cana-5929	119	12	nature	nature	NOUN
cana-5929	119	13	of	of	ADP
cana-5929	119	14	the	the	DET
cana-5929	119	15	objects	object	NOUN
cana-5929	119	16	,	,	PUNCT
cana-5929	119	17	which	which	PRON
cana-5929	119	18	speeds	speed	VERB
cana-5929	119	19	up	up	ADP
cana-5929	119	20	and	and	CCONJ
cana-5929	119	21	simplifies	simplify	VERB
cana-5929	119	22	the	the	DET
cana-5929	119	23	procedure	procedure	NOUN
cana-5929	119	24	.	.	PUNCT
cana-5929	120	1	the	the	DET
cana-5929	120	2	primary	primary	ADJ
cana-5929	120	3	function	function	NOUN
cana-5929	120	4	of	of	ADP
cana-5929	120	5	the	the	DET
cana-5929	120	6	head	head	NOUN
cana-5929	120	7	is	be	AUX
cana-5929	120	8	to	to	PART
cana-5929	120	9	make	make	VERB
cana-5929	120	10	predictions	prediction	NOUN
cana-5929	120	11	.	.	PUNCT
cana-5929	121	1	4.4	4.4	NUM
cana-5929	121	2	performance	performance	NOUN
cana-5929	121	3	evaluation	evaluation	NOUN
cana-5929	121	4	criteria	criterion	NOUN
cana-5929	121	5	the	the	DET
cana-5929	121	6	suggested	suggested	ADJ
cana-5929	121	7	yolov8	yolov8	PROPN
cana-5929	121	8	algorithm	algorithm	PROPN
cana-5929	121	9	's	's	PART
cana-5929	121	10	performance	performance	NOUN
cana-5929	121	11	is	be	AUX
cana-5929	121	12	evaluated	evaluate	VERB
cana-5929	121	13	using	use	VERB
cana-5929	121	14	four	four	NUM
cana-5929	121	15	commonly	commonly	ADV
cana-5929	121	16	used	use	VERB
cana-5929	121	17	classification	classification	NOUN
cana-5929	121	18	metrics	metric	NOUN
cana-5929	121	19	:	:	PUNCT
cana-5929	121	20	accuracy	accuracy	NOUN
cana-5929	121	21	,	,	PUNCT
cana-5929	121	22	recall	recall	NOUN
cana-5929	121	23	,	,	PUNCT
cana-5929	121	24	precision	precision	NOUN
cana-5929	121	25	,	,	PUNCT
cana-5929	121	26	and	and	CCONJ
cana-5929	121	27	f1	f1	NOUN
cana-5929	121	28	-	-	PUNCT
cana-5929	121	29	score	score	NOUN
cana-5929	121	30	.	.	PUNCT
cana-5929	122	1	the	the	DET
cana-5929	122	2	usefulness	usefulness	NOUN
cana-5929	122	3	of	of	ADP
cana-5929	122	4	the	the	DET
cana-5929	122	5	suggested	suggest	VERB
cana-5929	122	6	iot	iot	PROPN
cana-5929	122	7	model	model	NOUN
cana-5929	122	8	is	be	AUX
cana-5929	122	9	thoroughly	thoroughly	ADV
cana-5929	122	10	evaluated	evaluate	VERB
cana-5929	122	11	by	by	ADP
cana-5929	122	12	these	these	DET
cana-5929	122	13	metrics	metric	NOUN
cana-5929	122	14	,	,	PUNCT
cana-5929	122	15	with	with	ADP
cana-5929	122	16	accuracy	accuracy	NOUN
cana-5929	122	17	being	be	AUX
cana-5929	122	18	a	a	DET
cana-5929	122	19	crucial	crucial	ADJ
cana-5929	122	20	component	component	NOUN
cana-5929	122	21	in	in	ADP
cana-5929	122	22	determining	determine	VERB
cana-5929	122	23	the	the	DET
cana-5929	122	24	model	model	NOUN
cana-5929	122	25	's	's	PART
cana-5929	122	26	overall	overall	ADJ
cana-5929	122	27	precision	precision	NOUN
cana-5929	122	28	.	.	PUNCT
cana-5929	123	1	using	use	VERB
cana-5929	123	2	equation	equation	NOUN
cana-5929	123	3	(	(	PUNCT
cana-5929	123	4	7	7	NUM
cana-5929	123	5	)	)	PUNCT
cana-5929	123	6	,	,	PUNCT
cana-5929	123	7	this	this	DET
cana-5929	123	8	evaluation	evaluation	NOUN
cana-5929	123	9	metric	metric	NOUN
cana-5929	123	10	may	may	AUX
cana-5929	123	11	be	be	AUX
cana-5929	123	12	calculated	calculate	VERB
cana-5929	123	13	:	:	PUNCT
cana-5929	123	14	the	the	DET
cana-5929	123	15	accuracy	accuracy	NOUN
cana-5929	123	16	is	be	AUX
cana-5929	123	17	determined	determine	VERB
cana-5929	123	18	by	by	ADP
cana-5929	123	19	dividing	divide	VERB
cana-5929	123	20	the	the	DET
cana-5929	123	21	total	total	ADJ
cana-5929	123	22	number	number	NOUN
cana-5929	123	23	anticipated	anticipate	VERB
cana-5929	123	24	positive	positive	ADJ
cana-5929	123	25	cases	case	NOUN
cana-5929	123	26	by	by	ADP
cana-5929	123	27	the	the	DET
cana-5929	123	28	number	number	NOUN
cana-5929	123	29	of	of	ADP
cana-5929	123	30	accurately	accurately	ADV
cana-5929	123	31	anticipated	anticipate	VERB
cana-5929	123	32	positive	positive	ADJ
cana-5929	123	33	cases	case	NOUN
cana-5929	123	34	.	.	PUNCT
cana-5929	124	1	equation	equation	NOUN
cana-5929	124	2	(	(	PUNCT
cana-5929	124	3	8)	8)	NUM
cana-5929	124	4	is	be	AUX
cana-5929	124	5	used	use	VERB
cana-5929	124	6	to	to	PART
cana-5929	124	7	calculate	calculate	VERB
cana-5929	124	8	this	this	DET
cana-5929	124	9	evaluation	evaluation	NOUN
cana-5929	124	10	metric	metric	NOUN
cana-5929	124	11	,	,	PUNCT
cana-5929	124	12	as	as	SCONJ
cana-5929	124	13	indicated	indicate	VERB
cana-5929	124	14	below	below	ADV
cana-5929	124	15	:	:	PUNCT
cana-5929	124	16	it	it	PRON
cana-5929	124	17	is	be	AUX
cana-5929	124	18	possible	possible	ADJ
cana-5929	124	19	to	to	PART
cana-5929	124	20	evaluate	evaluate	VERB
cana-5929	124	21	the	the	DET
cana-5929	124	22	testing	testing	NOUN
cana-5929	124	23	accuracy	accuracy	NOUN
cana-5929	124	24	of	of	ADP
cana-5929	124	25	the	the	DET
cana-5929	124	26	proposed	propose	VERB
cana-5929	124	27	yolov8	yolov8	NOUN
cana-5929	124	28	method	method	NOUN
cana-5929	124	29	using	use	VERB
cana-5929	124	30	the	the	DET
cana-5929	124	31	f1	f1	NOUN
cana-5929	124	32	score	score	NOUN
cana-5929	124	33	,	,	PUNCT
cana-5929	124	34	which	which	PRON
cana-5929	124	35	is	be	AUX
cana-5929	124	36	the	the	DET
cana-5929	124	37	inverse	inverse	ADJ
cana-5929	124	38	mean	mean	NOUN
cana-5929	124	39	of	of	ADP
cana-5929	124	40	precision	precision	NOUN
cana-5929	124	41	and	and	CCONJ
cana-5929	124	42	sensitivity	sensitivity	NOUN
cana-5929	124	43	(	(	PUNCT
cana-5929	124	44	recall	recall	NOUN
cana-5929	124	45	)	)	PUNCT
cana-5929	124	46	.	.	PUNCT
cana-5929	125	1	equation	equation	NOUN
cana-5929	125	2	(	(	PUNCT
cana-5929	125	3	9	9	NUM
cana-5929	125	4	)	)	PUNCT
cana-5929	125	5	,	,	PUNCT
cana-5929	125	6	which	which	PRON
cana-5929	125	7	is	be	AUX
cana-5929	125	8	displayed	display	VERB
cana-5929	125	9	below	below	ADV
cana-5929	125	10	,	,	PUNCT
cana-5929	125	11	can	can	AUX
cana-5929	125	12	be	be	AUX
cana-5929	125	13	used	use	VERB
cana-5929	125	14	to	to	PART
cana-5929	125	15	calculate	calculate	VERB
cana-5929	125	16	this	this	DET
cana-5929	125	17	assessment	assessment	NOUN
cana-5929	125	18	metric	metric	NOUN
cana-5929	125	19	:	:	PUNCT
cana-5929	125	20	recall	recall	NOUN
cana-5929	125	21	measures	measure	NOUN
cana-5929	125	22	the	the	DET
cana-5929	125	23	model	model	NOUN
cana-5929	125	24	's	's	PART
cana-5929	125	25	ability	ability	NOUN
cana-5929	125	26	to	to	PART
cana-5929	125	27	find	find	VERB
cana-5929	125	28	all	all	DET
cana-5929	125	29	pertinent	pertinent	ADJ
cana-5929	125	30	positive	positive	ADJ
cana-5929	125	31	cases	case	NOUN
cana-5929	125	32	.	.	PUNCT
cana-5929	126	1	recall	recall	NOUN
cana-5929	126	2	can	can	AUX
cana-5929	126	3	be	be	AUX
cana-5929	126	4	computed	compute	VERB
cana-5929	126	5	by	by	ADP
cana-5929	126	6	:	:	PUNCT
cana-5929	126	7	communications	communication	NOUN
cana-5929	126	8	on	on	ADP
cana-5929	126	9	applied	apply	VERB
cana-5929	126	10	nonlinear	nonlinear	ADJ
cana-5929	126	11	analysis	analysis	NOUN
cana-5929	126	12	issn	issn	NOUN
cana-5929	126	13	:	:	PUNCT
cana-5929	126	14	1074	1074	NUM
cana-5929	126	15	-	-	PUNCT
cana-5929	126	16	133x	133x	NUM
cana-5929	126	17	vol	vol	VERB
cana-5929	126	18	32	32	NUM
cana-5929	126	19	no	no	NOUN
cana-5929	126	20	.	.	PUNCT
cana-5929	127	1	10s	10	NOUN
cana-5929	127	2	(	(	PUNCT
cana-5929	127	3	2025	2025	NUM
cana-5929	127	4	)	)	PUNCT
cana-5929	127	5	3095	3095	NUM
cana-5929	127	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	127	7	5	5	X
cana-5929	127	8	.	.	PUNCT
cana-5929	127	9	results	result	VERB
cana-5929	127	10	5.1	5.1	NUM
cana-5929	127	11	dataset	dataset	VERB
cana-5929	127	12	the	the	DET
cana-5929	127	13	field	field	NOUN
cana-5929	127	14	experiment	experiment	NOUN
cana-5929	127	15	was	be	AUX
cana-5929	127	16	conducted	conduct	VERB
cana-5929	127	17	at	at	ADP
cana-5929	127	18	our	our	PRON
cana-5929	127	19	native	native	ADJ
cana-5929	127	20	agricultural	agricultural	ADJ
cana-5929	127	21	land	land	NOUN
cana-5929	127	22	.	.	PUNCT
cana-5929	128	1	a	a	DET
cana-5929	128	2	30	30	NUM
cana-5929	128	3	m	m	NOUN
cana-5929	128	4	x	x	SYM
cana-5929	128	5	30	30	NUM
cana-5929	128	6	m	m	NOUN
cana-5929	128	7	land	land	NOUN
cana-5929	128	8	was	be	AUX
cana-5929	128	9	selected	select	VERB
cana-5929	128	10	for	for	ADP
cana-5929	128	11	bird	bird	NOUN
cana-5929	128	12	activity	activity	NOUN
cana-5929	128	13	monitoring	monitoring	NOUN
cana-5929	128	14	in	in	ADP
cana-5929	128	15	the	the	DET
cana-5929	128	16	agricultural	agricultural	ADJ
cana-5929	128	17	land	land	NOUN
cana-5929	128	18	,	,	PUNCT
cana-5929	128	19	since	since	SCONJ
cana-5929	128	20	the	the	DET
cana-5929	128	21	birds	bird	NOUN
cana-5929	128	22	were	be	AUX
cana-5929	128	23	small	small	ADJ
cana-5929	128	24	and	and	CCONJ
cana-5929	128	25	usually	usually	ADV
cana-5929	128	26	far	far	ADV
cana-5929	128	27	away	away	ADV
cana-5929	128	28	from	from	ADP
cana-5929	128	29	the	the	DET
cana-5929	128	30	cameras	camera	NOUN
cana-5929	128	31	,	,	PUNCT
cana-5929	128	32	1080p	1080p	NUM
cana-5929	128	33	videos	video	NOUN
cana-5929	128	34	were	be	AUX
cana-5929	128	35	captured	capture	VERB
cana-5929	128	36	.	.	PUNCT
cana-5929	129	1	the	the	DET
cana-5929	129	2	four	four	NUM
cana-5929	129	3	corners	corner	NOUN
cana-5929	129	4	of	of	ADP
cana-5929	129	5	the	the	DET
cana-5929	129	6	pitch	pitch	NOUN
cana-5929	129	7	were	be	AUX
cana-5929	129	8	equipped	equip	VERB
cana-5929	129	9	with	with	ADP
cana-5929	129	10	four	four	NUM
cana-5929	129	11	gopro	gopro	ADJ
cana-5929	129	12	hero	hero	NOUN
cana-5929	129	13	4	4	NUM
cana-5929	129	14	cameras	camera	NOUN
cana-5929	129	15	.	.	PUNCT
cana-5929	130	1	to	to	PART
cana-5929	130	2	account	account	VERB
cana-5929	130	3	for	for	ADP
cana-5929	130	4	variable	variable	ADJ
cana-5929	130	5	levels	level	NOUN
cana-5929	130	6	of	of	ADP
cana-5929	130	7	birds	bird	NOUN
cana-5929	130	8	activity	activity	NOUN
cana-5929	130	9	,	,	PUNCT
cana-5929	130	10	four	four	NUM
cana-5929	130	11	video	video	NOUN
cana-5929	130	12	segments	segment	NOUN
cana-5929	130	13	were	be	AUX
cana-5929	130	14	harvested	harvest	VERB
cana-5929	130	15	from	from	ADP
cana-5929	130	16	a	a	DET
cana-5929	130	17	single	single	ADJ
cana-5929	130	18	camera	camera	NOUN
cana-5929	130	19	viewing	view	VERB
cana-5929	130	20	angle	angle	NOUN
cana-5929	130	21	,	,	PUNCT
cana-5929	130	22	and	and	CCONJ
cana-5929	130	23	one	one	NUM
cana-5929	130	24	video	video	NOUN
cana-5929	130	25	segment	segment	NOUN
cana-5929	130	26	was	be	AUX
cana-5929	130	27	gathered	gather	VERB
cana-5929	130	28	from	from	ADP
cana-5929	130	29	a	a	DET
cana-5929	130	30	different	different	ADJ
cana-5929	130	31	camera	camera	NOUN
cana-5929	130	32	viewing	view	VERB
cana-5929	130	33	angle	angle	NOUN
cana-5929	130	34	(	(	PUNCT
cana-5929	130	35	table	table	NOUN
cana-5929	130	36	1	1	NUM
cana-5929	130	37	)	)	PUNCT
cana-5929	130	38	.	.	PUNCT
cana-5929	131	1	manual	manual	ADJ
cana-5929	131	2	verification	verification	NOUN
cana-5929	131	3	was	be	AUX
cana-5929	131	4	done	do	VERB
cana-5929	131	5	on	on	ADP
cana-5929	131	6	over	over	ADP
cana-5929	131	7	100	100	NUM
cana-5929	131	8	distinct	distinct	ADJ
cana-5929	131	9	arriving	arriving	NOUN
cana-5929	131	10	and	and	CCONJ
cana-5929	131	11	leaving	leave	VERB
cana-5929	131	12	bird	bird	NOUN
cana-5929	131	13	actions	action	NOUN
cana-5929	131	14	.	.	PUNCT
cana-5929	132	1	to	to	PART
cana-5929	132	2	evaluate	evaluate	VERB
cana-5929	132	3	the	the	DET
cana-5929	132	4	algorithm	algorithm	NOUN
cana-5929	132	5	's	's	PART
cana-5929	132	6	performance	performance	NOUN
cana-5929	132	7	,	,	PUNCT
cana-5929	132	8	over	over	ADP
cana-5929	132	9	8,712	8,712	NUM
cana-5929	132	10	frames	frame	NOUN
cana-5929	132	11	were	be	AUX
cana-5929	132	12	manually	manually	ADV
cana-5929	132	13	reviewed	review	VERB
cana-5929	132	14	.	.	PUNCT
cana-5929	133	1	in	in	ADP
cana-5929	133	2	order	order	NOUN
cana-5929	133	3	to	to	PART
cana-5929	133	4	evaluate	evaluate	VERB
cana-5929	133	5	the	the	DET
cana-5929	133	6	algorithm	algorithm	NOUN
cana-5929	133	7	already	already	ADV
cana-5929	133	8	available	available	ADJ
cana-5929	133	9	birds	bird	NOUN
cana-5929	133	10	images	image	NOUN
cana-5929	133	11	and	and	CCONJ
cana-5929	133	12	datasets	dataset	NOUN
cana-5929	133	13	were	be	AUX
cana-5929	133	14	added	add	VERB
cana-5929	133	15	to	to	ADP
cana-5929	133	16	the	the	DET
cana-5929	133	17	newly	newly	ADV
cana-5929	133	18	created	create	VERB
cana-5929	133	19	dataset	dataset	NOUN
cana-5929	133	20	.	.	PUNCT
cana-5929	134	1	figure	figure	VERB
cana-5929	134	2	3	3	NUM
cana-5929	134	3	:	:	PUNCT
cana-5929	134	4	several	several	ADJ
cana-5929	134	5	bird	bird	NOUN
cana-5929	134	6	species	specie	NOUN
cana-5929	134	7	'	'	PART
cana-5929	134	8	input	input	NOUN
cana-5929	134	9	data	datum	NOUN
cana-5929	134	10	during	during	ADP
cana-5929	134	11	the	the	DET
cana-5929	134	12	stages	stage	NOUN
cana-5929	134	13	of	of	ADP
cana-5929	134	14	intrusion	intrusion	NOUN
cana-5929	134	15	and	and	CCONJ
cana-5929	134	16	expulsion	expulsion	NOUN
cana-5929	134	17	the	the	DET
cana-5929	134	18	dataset	dataset	NOUN
cana-5929	134	19	includes	include	VERB
cana-5929	134	20	a	a	DET
cana-5929	134	21	variety	variety	NOUN
cana-5929	134	22	of	of	ADP
cana-5929	134	23	bird	bird	NOUN
cana-5929	134	24	species	specie	NOUN
cana-5929	134	25	,	,	PUNCT
cana-5929	134	26	backgrounds	background	NOUN
cana-5929	134	27	,	,	PUNCT
cana-5929	134	28	and	and	CCONJ
cana-5929	134	29	flight	flight	NOUN
cana-5929	134	30	patterns	pattern	NOUN
cana-5929	134	31	,	,	PUNCT
cana-5929	134	32	which	which	PRON
cana-5929	134	33	improves	improve	VERB
cana-5929	134	34	model	model	NOUN
cana-5929	134	35	generalization	generalization	NOUN
cana-5929	134	36	.	.	PUNCT
cana-5929	135	1	some	some	PRON
cana-5929	135	2	of	of	ADP
cana-5929	135	3	the	the	DET
cana-5929	135	4	birds	bird	NOUN
cana-5929	135	5	often	often	ADV
cana-5929	135	6	feed	feed	VERB
cana-5929	135	7	on	on	ADP
cana-5929	135	8	millets	millet	NOUN
cana-5929	135	9	and	and	CCONJ
cana-5929	135	10	other	other	ADJ
cana-5929	135	11	fruit	fruit	NOUN
cana-5929	135	12	crops	crop	NOUN
cana-5929	135	13	,	,	PUNCT
cana-5929	135	14	and	and	CCONJ
cana-5929	135	15	depending	depend	VERB
cana-5929	135	16	on	on	ADP
cana-5929	135	17	their	their	PRON
cana-5929	135	18	size	size	NOUN
cana-5929	135	19	and	and	CCONJ
cana-5929	135	20	position	position	NOUN
cana-5929	135	21	in	in	ADP
cana-5929	135	22	relation	relation	NOUN
cana-5929	135	23	to	to	ADP
cana-5929	135	24	the	the	DET
cana-5929	135	25	camera	camera	NOUN
cana-5929	135	26	,	,	PUNCT
cana-5929	135	27	flying	fly	VERB
cana-5929	135	28	birds	bird	NOUN
cana-5929	135	29	appeared	appear	VERB
cana-5929	135	30	to	to	PART
cana-5929	135	31	have	have	VERB
cana-5929	135	32	up	up	ADP
cana-5929	135	33	to	to	ADP
cana-5929	135	34	a	a	DET
cana-5929	135	35	few	few	ADJ
cana-5929	135	36	hundred	hundred	NUM
cana-5929	135	37	pixels	pixel	NOUN
cana-5929	135	38	in	in	ADP
cana-5929	135	39	each	each	DET
cana-5929	135	40	image	image	NOUN
cana-5929	135	41	frame	frame	NOUN
cana-5929	135	42	(	(	PUNCT
cana-5929	135	43	figure	figure	NOUN
cana-5929	135	44	3	3	NUM
cana-5929	135	45	)	)	PUNCT
cana-5929	135	46	.	.	PUNCT
cana-5929	136	1	communications	communication	NOUN
cana-5929	136	2	on	on	ADP
cana-5929	136	3	applied	apply	VERB
cana-5929	136	4	nonlinear	nonlinear	ADJ
cana-5929	136	5	analysis	analysis	NOUN
cana-5929	136	6	issn	issn	NOUN
cana-5929	136	7	:	:	PUNCT
cana-5929	136	8	1074	1074	NUM
cana-5929	136	9	-	-	PUNCT
cana-5929	136	10	133x	133x	NUM
cana-5929	136	11	vol	vol	VERB
cana-5929	136	12	32	32	NUM
cana-5929	136	13	no	no	NOUN
cana-5929	136	14	.	.	PUNCT
cana-5929	137	1	10s	10	NOUN
cana-5929	137	2	(	(	PUNCT
cana-5929	137	3	2025	2025	NUM
cana-5929	137	4	)	)	PUNCT
cana-5929	137	5	3096	3096	NUM
cana-5929	137	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	137	7	table	table	NOUN
cana-5929	137	8	1	1	NUM
cana-5929	137	9	:	:	PUNCT
cana-5929	137	10	data	datum	NOUN
cana-5929	137	11	for	for	ADP
cana-5929	137	12	detecting	detect	VERB
cana-5929	137	13	intrusions	intrusion	NOUN
cana-5929	137	14	and	and	CCONJ
cana-5929	137	15	expulsions	expulsion	NOUN
cana-5929	137	16	camera	camera	NOUN
cana-5929	137	17	no	no	DET
cana-5929	137	18	view	view	NOUN
cana-5929	137	19	of	of	ADP
cana-5929	137	20	the	the	DET
cana-5929	137	21	camera	camera	NOUN
cana-5929	137	22	density	density	NOUN
cana-5929	137	23	of	of	ADP
cana-5929	137	24	bird	bird	NOUN
cana-5929	137	25	populations	population	NOUN
cana-5929	137	26	no	no	PRON
cana-5929	137	27	of	of	ADP
cana-5929	137	28	frames	frame	NOUN
cana-5929	137	29	system	system	NOUN
cana-5929	137	30	intrusion	intrusion	PROPN
cana-5929	137	31	bird	bird	NOUN
cana-5929	137	32	count	count	NOUN
cana-5929	137	33	system	system	NOUN
cana-5929	137	34	expulsion	expulsion	NOUN
cana-5929	137	35	bird	bird	NOUN
cana-5929	137	36	count	count	VERB
cana-5929	137	37	1	1	NUM
cana-5929	137	38	2	2	NUM
cana-5929	137	39	high	high	ADJ
cana-5929	137	40	901	901	NUM
cana-5929	137	41	32	32	NUM
cana-5929	137	42	17	17	NUM
cana-5929	137	43	2	2	NUM
cana-5929	137	44	2	2	NUM
cana-5929	137	45	medium	medium	NOUN
cana-5929	137	46	1501	1501	NUM
cana-5929	137	47	13	13	NUM
cana-5929	137	48	4	4	NUM
cana-5929	137	49	3	3	NUM
cana-5929	137	50	3	3	NUM
cana-5929	137	51	low	low	ADJ
cana-5929	137	52	3603	3603	NUM
cana-5929	137	53	6	6	NUM
cana-5929	137	54	10	10	NUM
cana-5929	137	55	4	4	NUM
cana-5929	137	56	2	2	NUM
cana-5929	137	57	high	high	ADJ
cana-5929	137	58	905	905	NUM
cana-5929	137	59	32	32	NUM
cana-5929	137	60	18	18	NUM
cana-5929	137	61	5	5	NUM
cana-5929	137	62	2	2	NUM
cana-5929	137	63	medium	medium	NOUN
cana-5929	137	64	1802	1802	NUM
cana-5929	137	65	11	11	NUM
cana-5929	137	66	2	2	NUM
cana-5929	137	67	these	these	DET
cana-5929	137	68	datasets	dataset	NOUN
cana-5929	137	69	aid	aid	NOUN
cana-5929	137	70	in	in	ADP
cana-5929	137	71	the	the	DET
cana-5929	137	72	development	development	NOUN
cana-5929	137	73	of	of	ADP
cana-5929	137	74	systems	system	NOUN
cana-5929	137	75	to	to	PART
cana-5929	137	76	detect	detect	VERB
cana-5929	137	77	and	and	CCONJ
cana-5929	137	78	expel	expel	VERB
cana-5929	137	79	birds	bird	NOUN
cana-5929	137	80	from	from	ADP
cana-5929	137	81	horticulture	horticulture	NOUN
cana-5929	137	82	fields	field	NOUN
cana-5929	137	83	,	,	PUNCT
cana-5929	137	84	reducing	reduce	VERB
cana-5929	137	85	crop	crop	NOUN
cana-5929	137	86	damage	damage	NOUN
cana-5929	137	87	.	.	PUNCT
cana-5929	138	1	figure	figure	VERB
cana-5929	138	2	4	4	NUM
cana-5929	138	3	:	:	PUNCT
cana-5929	138	4	the	the	DET
cana-5929	138	5	yolov8	yolov8	NOUN
cana-5929	138	6	algorithm	algorithm	PROPN
cana-5929	138	7	is	be	AUX
cana-5929	138	8	used	use	VERB
cana-5929	138	9	to	to	PART
cana-5929	138	10	detect	detect	VERB
cana-5929	138	11	bird	bird	NOUN
cana-5929	138	12	intrusion	intrusion	NOUN
cana-5929	138	13	and	and	CCONJ
cana-5929	138	14	expulsion	expulsion	NOUN
cana-5929	138	15	figure	figure	NOUN
cana-5929	138	16	4	4	NUM
cana-5929	138	17	displays	display	VERB
cana-5929	138	18	the	the	DET
cana-5929	138	19	train	train	NOUN
cana-5929	138	20	results	result	NOUN
cana-5929	138	21	,	,	PUNCT
cana-5929	138	22	which	which	PRON
cana-5929	138	23	include	include	VERB
cana-5929	138	24	the	the	DET
cana-5929	138	25	images	image	NOUN
cana-5929	138	26	obtained	obtain	VERB
cana-5929	138	27	after	after	SCONJ
cana-5929	138	28	the	the	DET
cana-5929	138	29	yolov8	yolov8	NOUN
cana-5929	138	30	model	model	NOUN
cana-5929	138	31	was	be	AUX
cana-5929	138	32	trained	train	VERB
cana-5929	138	33	as	as	ADV
cana-5929	138	34	well	well	ADV
cana-5929	138	35	as	as	ADP
cana-5929	138	36	the	the	DET
cana-5929	138	37	outcomes	outcome	NOUN
cana-5929	138	38	following	follow	VERB
cana-5929	138	39	the	the	DET
cana-5929	138	40	video	video	NOUN
cana-5929	138	41	prediction	prediction	NOUN
cana-5929	138	42	.	.	PUNCT
cana-5929	139	1	because	because	SCONJ
cana-5929	139	2	of	of	ADP
cana-5929	139	3	its	its	PRON
cana-5929	139	4	great	great	ADJ
cana-5929	139	5	precision	precision	NOUN
cana-5929	139	6	and	and	CCONJ
cana-5929	139	7	speed	speed	NOUN
cana-5929	139	8	,	,	PUNCT
cana-5929	139	9	the	the	DET
cana-5929	139	10	yolov8	yolov8	NOUN
cana-5929	139	11	model	model	NOUN
cana-5929	139	12	effectively	effectively	ADV
cana-5929	139	13	identifies	identify	VERB
cana-5929	139	14	birds	bird	NOUN
cana-5929	139	15	in	in	ADP
cana-5929	139	16	vineyards	vineyard	NOUN
cana-5929	139	17	or	or	CCONJ
cana-5929	139	18	farmlands	farmland	NOUN
cana-5929	139	19	,	,	PUNCT
cana-5929	139	20	preventing	prevent	VERB
cana-5929	139	21	crop	crop	NOUN
cana-5929	139	22	damage	damage	NOUN
cana-5929	139	23	.	.	PUNCT
cana-5929	140	1	figure	figure	NOUN
cana-5929	140	2	5	5	NUM
cana-5929	140	3	:	:	PUNCT
cana-5929	140	4	confusion	confusion	NOUN
cana-5929	140	5	matrix	matrix	NOUN
cana-5929	140	6	for	for	ADP
cana-5929	140	7	bird	bird	NOUN
cana-5929	140	8	intrusion	intrusion	NOUN
cana-5929	140	9	and	and	CCONJ
cana-5929	140	10	expulsion	expulsion	NOUN
cana-5929	140	11	detection	detection	NOUN
cana-5929	140	12	using	use	VERB
cana-5929	140	13	yolov8	yolov8	NOUN
cana-5929	140	14	communications	communication	NOUN
cana-5929	140	15	on	on	ADP
cana-5929	140	16	applied	apply	VERB
cana-5929	140	17	nonlinear	nonlinear	ADJ
cana-5929	140	18	analysis	analysis	NOUN
cana-5929	140	19	issn	issn	NOUN
cana-5929	140	20	:	:	PUNCT
cana-5929	140	21	1074	1074	NUM
cana-5929	140	22	-	-	PUNCT
cana-5929	140	23	133x	133x	NUM
cana-5929	140	24	vol	vol	VERB
cana-5929	140	25	32	32	NUM
cana-5929	140	26	no	no	NOUN
cana-5929	140	27	.	.	PUNCT
cana-5929	141	1	10s	10	NOUN
cana-5929	141	2	(	(	PUNCT
cana-5929	141	3	2025	2025	NUM
cana-5929	141	4	)	)	PUNCT
cana-5929	141	5	3097	3097	NUM
cana-5929	141	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	142	1	this	this	DET
cana-5929	142	2	real	real	ADJ
cana-5929	142	3	-	-	PUNCT
cana-5929	142	4	time	time	NOUN
cana-5929	142	5	detection	detection	NOUN
cana-5929	142	6	guarantees	guarantee	VERB
cana-5929	142	7	that	that	SCONJ
cana-5929	142	8	birds	bird	NOUN
cana-5929	142	9	can	can	AUX
cana-5929	142	10	be	be	AUX
cana-5929	142	11	ejected	eject	VERB
cana-5929	142	12	before	before	SCONJ
cana-5929	142	13	they	they	PRON
cana-5929	142	14	cause	cause	VERB
cana-5929	142	15	damage	damage	NOUN
cana-5929	142	16	.	.	PUNCT
cana-5929	143	1	the	the	DET
cana-5929	143	2	performance	performance	NOUN
cana-5929	143	3	of	of	ADP
cana-5929	143	4	a	a	DET
cana-5929	143	5	bird	bird	NOUN
cana-5929	143	6	intrusion	intrusion	NOUN
cana-5929	143	7	and	and	CCONJ
cana-5929	143	8	expulsion	expulsion	NOUN
cana-5929	143	9	detection	detection	NOUN
cana-5929	143	10	system	system	NOUN
cana-5929	143	11	is	be	AUX
cana-5929	143	12	visually	visually	ADV
cana-5929	143	13	represented	represent	VERB
cana-5929	143	14	by	by	ADP
cana-5929	143	15	the	the	DET
cana-5929	143	16	confusion	confusion	NOUN
cana-5929	143	17	matrix	matrix	NOUN
cana-5929	143	18	in	in	ADP
cana-5929	143	19	figure	figure	NOUN
cana-5929	143	20	5	5	NUM
cana-5929	143	21	,	,	PUNCT
cana-5929	143	22	which	which	PRON
cana-5929	143	23	assesses	assess	VERB
cana-5929	143	24	the	the	DET
cana-5929	143	25	system	system	NOUN
cana-5929	143	26	's	's	PART
cana-5929	143	27	classification	classification	NOUN
cana-5929	143	28	accuracy	accuracy	NOUN
cana-5929	143	29	between	between	ADP
cana-5929	143	30	the	the	DET
cana-5929	143	31	two	two	NUM
cana-5929	143	32	categories	category	NOUN
cana-5929	143	33	of	of	ADP
cana-5929	143	34	intrusion	intrusion	NOUN
cana-5929	143	35	and	and	CCONJ
cana-5929	143	36	expulsion	expulsion	NOUN
cana-5929	143	37	.	.	PUNCT
cana-5929	144	1	each	each	PRON
cana-5929	144	2	of	of	ADP
cana-5929	144	3	the	the	DET
cana-5929	144	4	matrix	matrix	NOUN
cana-5929	144	5	's	's	PART
cana-5929	144	6	four	four	NUM
cana-5929	144	7	quadrants	quadrant	NOUN
cana-5929	144	8	represents	represent	VERB
cana-5929	144	9	the	the	DET
cana-5929	144	10	proportion	proportion	NOUN
cana-5929	144	11	of	of	ADP
cana-5929	144	12	events	event	NOUN
cana-5929	144	13	that	that	PRON
cana-5929	144	14	were	be	AUX
cana-5929	144	15	successfully	successfully	ADV
cana-5929	144	16	or	or	CCONJ
cana-5929	144	17	wrongly	wrongly	ADV
cana-5929	144	18	classified	classify	VERB
cana-5929	144	19	.	.	PUNCT
cana-5929	145	1	when	when	SCONJ
cana-5929	145	2	real	real	ADJ
cana-5929	145	3	bird	bird	NOUN
cana-5929	145	4	invasions	invasion	NOUN
cana-5929	145	5	were	be	AUX
cana-5929	145	6	accurately	accurately	ADV
cana-5929	145	7	identified	identify	VERB
cana-5929	145	8	as	as	ADP
cana-5929	145	9	such	such	ADJ
cana-5929	145	10	.	.	PUNCT
cana-5929	146	1	this	this	DET
cana-5929	146	2	high	high	ADJ
cana-5929	146	3	number	number	NOUN
cana-5929	146	4	shows	show	VERB
cana-5929	146	5	that	that	SCONJ
cana-5929	146	6	bird	bird	NOUN
cana-5929	146	7	invasions	invasion	NOUN
cana-5929	146	8	are	be	AUX
cana-5929	146	9	successfully	successfully	ADV
cana-5929	146	10	detected	detect	VERB
cana-5929	146	11	by	by	ADP
cana-5929	146	12	the	the	DET
cana-5929	146	13	system	system	NOUN
cana-5929	146	14	.	.	PUNCT
cana-5929	147	1	expulsions	expulsion	NOUN
cana-5929	147	2	were	be	AUX
cana-5929	147	3	incorrectly	incorrectly	ADV
cana-5929	147	4	classed	class	VERB
cana-5929	147	5	as	as	ADP
cana-5929	147	6	actual	actual	ADJ
cana-5929	147	7	incursions	incursion	NOUN
cana-5929	147	8	.	.	PUNCT
cana-5929	148	1	these	these	DET
cana-5929	148	2	mistakes	mistake	NOUN
cana-5929	148	3	imply	imply	VERB
cana-5929	148	4	that	that	SCONJ
cana-5929	148	5	certain	certain	ADJ
cana-5929	148	6	bird	bird	NOUN
cana-5929	148	7	invasions	invasion	NOUN
cana-5929	148	8	were	be	AUX
cana-5929	148	9	not	not	PART
cana-5929	148	10	accurately	accurately	ADV
cana-5929	148	11	identified	identify	VERB
cana-5929	148	12	,	,	PUNCT
cana-5929	148	13	either	either	CCONJ
cana-5929	148	14	as	as	ADP
cana-5929	148	15	a	a	DET
cana-5929	148	16	result	result	NOUN
cana-5929	148	17	of	of	ADP
cana-5929	148	18	model	model	NOUN
cana-5929	148	19	limitations	limitation	NOUN
cana-5929	148	20	or	or	CCONJ
cana-5929	148	21	contextual	contextual	ADJ
cana-5929	148	22	influences	influence	NOUN
cana-5929	148	23	.	.	PUNCT
cana-5929	149	1	the	the	DET
cana-5929	149	2	classification	classification	NOUN
cana-5929	149	3	of	of	ADP
cana-5929	149	4	actual	actual	ADJ
cana-5929	149	5	expulsions	expulsion	NOUN
cana-5929	149	6	as	as	SCONJ
cana-5929	149	7	invasions	invasion	NOUN
cana-5929	149	8	was	be	AUX
cana-5929	149	9	incorrect	incorrect	ADJ
cana-5929	149	10	.	.	PUNCT
cana-5929	150	1	this	this	DET
cana-5929	150	2	mistake	mistake	NOUN
cana-5929	150	3	suggests	suggest	VERB
cana-5929	150	4	that	that	SCONJ
cana-5929	150	5	the	the	DET
cana-5929	150	6	system	system	NOUN
cana-5929	150	7	occasionally	occasionally	ADV
cana-5929	150	8	mixes	mix	VERB
cana-5929	150	9	up	up	ADP
cana-5929	150	10	ongoing	ongoing	ADJ
cana-5929	150	11	incursions	incursion	NOUN
cana-5929	150	12	with	with	ADP
cana-5929	150	13	expulsion	expulsion	NOUN
cana-5929	150	14	occurrences	occurrence	NOUN
cana-5929	150	15	.	.	PUNCT
cana-5929	151	1	expulsions	expulsion	NOUN
cana-5929	151	2	were	be	AUX
cana-5929	151	3	accurately	accurately	ADV
cana-5929	151	4	identified	identify	VERB
cana-5929	151	5	as	as	ADP
cana-5929	151	6	such	such	ADJ
cana-5929	151	7	.	.	PUNCT
cana-5929	152	1	the	the	DET
cana-5929	152	2	ability	ability	NOUN
cana-5929	152	3	of	of	ADP
cana-5929	152	4	the	the	DET
cana-5929	152	5	system	system	NOUN
cana-5929	152	6	to	to	PART
cana-5929	152	7	precisely	precisely	ADV
cana-5929	152	8	identify	identify	VERB
cana-5929	152	9	and	and	CCONJ
cana-5929	152	10	validate	validate	VERB
cana-5929	152	11	successful	successful	ADJ
cana-5929	152	12	bird	bird	NOUN
cana-5929	152	13	expulsions	expulsion	NOUN
cana-5929	152	14	is	be	AUX
cana-5929	152	15	indicated	indicate	VERB
cana-5929	152	16	by	by	ADP
cana-5929	152	17	a	a	DET
cana-5929	152	18	higher	high	ADJ
cana-5929	152	19	tn	tn	NOUN
cana-5929	152	20	value	value	NOUN
cana-5929	152	21	.	.	PUNCT
cana-5929	153	1	figure	figure	VERB
cana-5929	153	2	6	6	NUM
cana-5929	153	3	:	:	PUNCT
cana-5929	153	4	yolov8	yolov8	PROPN
cana-5929	153	5	bird	bird	PROPN
cana-5929	153	6	intrusion	intrusion	PROPN
cana-5929	153	7	and	and	CCONJ
cana-5929	153	8	expulsion	expulsion	NOUN
cana-5929	153	9	detection	detection	NOUN
cana-5929	153	10	model	model	NOUN
cana-5929	153	11	's	's	PART
cana-5929	153	12	roc	roc	PROPN
cana-5929	153	13	curve	curve	NOUN
cana-5929	153	14	figure	figure	NOUN
cana-5929	153	15	6	6	NUM
cana-5929	153	16	displays	display	VERB
cana-5929	153	17	the	the	DET
cana-5929	153	18	roc	roc	PROPN
cana-5929	153	19	curve	curve	NOUN
cana-5929	153	20	for	for	ADP
cana-5929	153	21	yolov8	yolov8	PROPN
cana-5929	153	22	bird	bird	PROPN
cana-5929	153	23	incursion	incursion	NOUN
cana-5929	153	24	and	and	CCONJ
cana-5929	153	25	expulsion	expulsion	NOUN
cana-5929	153	26	detection	detection	NOUN
cana-5929	153	27	model	model	NOUN
cana-5929	153	28	.	.	PUNCT
cana-5929	154	1	the	the	DET
cana-5929	154	2	performance	performance	NOUN
cana-5929	154	3	of	of	ADP
cana-5929	154	4	the	the	DET
cana-5929	154	5	bird	bird	NOUN
cana-5929	154	6	intrusion	intrusion	NOUN
cana-5929	154	7	and	and	CCONJ
cana-5929	154	8	ejection	ejection	NOUN
cana-5929	154	9	detection	detection	NOUN
cana-5929	154	10	system	system	NOUN
cana-5929	154	11	is	be	AUX
cana-5929	154	12	evaluated	evaluate	VERB
cana-5929	154	13	using	use	VERB
cana-5929	154	14	three	three	NUM
cana-5929	154	15	main	main	ADJ
cana-5929	154	16	metrics	metric	NOUN
cana-5929	154	17	:	:	PUNCT
cana-5929	154	18	precision	precision	NOUN
cana-5929	154	19	,	,	PUNCT
cana-5929	154	20	recall	recall	NOUN
cana-5929	154	21	,	,	PUNCT
cana-5929	154	22	and	and	CCONJ
cana-5929	154	23	f1	f1	NOUN
cana-5929	154	24	-	-	PUNCT
cana-5929	154	25	score	score	NOUN
cana-5929	154	26	.	.	PUNCT
cana-5929	155	1	with	with	ADP
cana-5929	155	2	a	a	DET
cana-5929	155	3	precision	precision	NOUN
cana-5929	155	4	of	of	ADP
cana-5929	155	5	97.87	97.87	NUM
cana-5929	155	6	%	%	NOUN
cana-5929	155	7	,	,	PUNCT
cana-5929	155	8	the	the	DET
cana-5929	155	9	model	model	NOUN
cana-5929	155	10	was	be	AUX
cana-5929	155	11	accurate	accurate	ADJ
cana-5929	155	12	in	in	ADP
cana-5929	155	13	97.87	97.87	NUM
cana-5929	155	14	%	%	NOUN
cana-5929	155	15	of	of	ADP
cana-5929	155	16	the	the	DET
cana-5929	155	17	cases	case	NOUN
cana-5929	155	18	it	it	PRON
cana-5929	155	19	identified	identify	VERB
cana-5929	155	20	as	as	ADP
cana-5929	155	21	bird	bird	NOUN
cana-5929	155	22	invasions	invasion	NOUN
cana-5929	155	23	.	.	PUNCT
cana-5929	156	1	a	a	DET
cana-5929	156	2	model	model	NOUN
cana-5929	156	3	that	that	PRON
cana-5929	156	4	successfully	successfully	ADV
cana-5929	156	5	reduces	reduce	VERB
cana-5929	156	6	false	false	ADJ
cana-5929	156	7	positives	positive	NOUN
cana-5929	156	8	and	and	CCONJ
cana-5929	156	9	ensures	ensure	VERB
cana-5929	156	10	fewer	few	ADJ
cana-5929	156	11	inaccurate	inaccurate	ADJ
cana-5929	156	12	intrusion	intrusion	NOUN
cana-5929	156	13	detections	detection	NOUN
cana-5929	156	14	is	be	AUX
cana-5929	156	15	indicated	indicate	VERB
cana-5929	156	16	by	by	ADP
cana-5929	156	17	a	a	DET
cana-5929	156	18	high	high	ADJ
cana-5929	156	19	precision	precision	NOUN
cana-5929	156	20	rating	rating	NOUN
cana-5929	156	21	.	.	PUNCT
cana-5929	157	1	with	with	ADP
cana-5929	157	2	a	a	DET
cana-5929	157	3	recall	recall	NOUN
cana-5929	157	4	of	of	ADP
cana-5929	157	5	98.92	98.92	NUM
cana-5929	157	6	%	%	NOUN
cana-5929	157	7	,	,	PUNCT
cana-5929	157	8	the	the	DET
cana-5929	157	9	model	model	NOUN
cana-5929	157	10	was	be	AUX
cana-5929	157	11	able	able	ADJ
cana-5929	157	12	to	to	PART
cana-5929	157	13	accurately	accurately	ADV
cana-5929	157	14	identify	identify	VERB
cana-5929	157	15	98.92	98.92	NUM
cana-5929	157	16	%	%	NOUN
cana-5929	157	17	of	of	ADP
cana-5929	157	18	real	real	ADJ
cana-5929	157	19	bird	bird	NOUN
cana-5929	157	20	invasions	invasion	NOUN
cana-5929	157	21	.	.	PUNCT
cana-5929	158	1	a	a	DET
cana-5929	158	2	lower	low	ADJ
cana-5929	158	3	recall	recall	NOUN
cana-5929	158	4	indicates	indicate	VERB
cana-5929	158	5	that	that	SCONJ
cana-5929	158	6	some	some	DET
cana-5929	158	7	intrusions	intrusion	NOUN
cana-5929	158	8	were	be	AUX
cana-5929	158	9	overlooked	overlook	VERB
cana-5929	158	10	,	,	PUNCT
cana-5929	158	11	resulting	result	VERB
cana-5929	158	12	in	in	ADP
cana-5929	158	13	false	false	ADJ
cana-5929	158	14	negatives	negative	NOUN
cana-5929	158	15	.	.	PUNCT
cana-5929	159	1	this	this	DET
cana-5929	159	2	metric	metric	ADJ
cana-5929	159	3	assesses	assesse	NOUN
cana-5929	159	4	how	how	SCONJ
cana-5929	159	5	well	well	ADV
cana-5929	159	6	the	the	DET
cana-5929	159	7	system	system	NOUN
cana-5929	159	8	records	record	VERB
cana-5929	159	9	actual	actual	ADJ
cana-5929	159	10	intrusion	intrusion	NOUN
cana-5929	159	11	occurrences	occurrence	NOUN
cana-5929	159	12	.	.	PUNCT
cana-5929	160	1	a	a	DET
cana-5929	160	2	balanced	balanced	ADJ
cana-5929	160	3	trade	trade	NOUN
cana-5929	160	4	-	-	PUNCT
cana-5929	160	5	off	off	NOUN
cana-5929	160	6	between	between	ADP
cana-5929	160	7	precision	precision	NOUN
cana-5929	160	8	and	and	CCONJ
cana-5929	160	9	recall	recall	NOUN
cana-5929	160	10	is	be	AUX
cana-5929	160	11	reflected	reflect	VERB
cana-5929	160	12	in	in	ADP
cana-5929	160	13	the	the	DET
cana-5929	160	14	f1	f1	NOUN
cana-5929	160	15	-	-	PUNCT
cana-5929	160	16	score	score	NOUN
cana-5929	160	17	of	of	ADP
cana-5929	160	18	98.40	98.40	NUM
cana-5929	160	19	%	%	NOUN
cana-5929	160	20	,	,	PUNCT
cana-5929	160	21	which	which	PRON
cana-5929	160	22	is	be	AUX
cana-5929	160	23	the	the	DET
cana-5929	160	24	harmonic	harmonic	ADJ
cana-5929	160	25	mean	mean	NOUN
cana-5929	160	26	communications	communication	NOUN
cana-5929	160	27	on	on	ADP
cana-5929	160	28	applied	apply	VERB
cana-5929	160	29	nonlinear	nonlinear	ADJ
cana-5929	160	30	analysis	analysis	NOUN
cana-5929	160	31	issn	issn	NOUN
cana-5929	160	32	:	:	PUNCT
cana-5929	160	33	1074	1074	NUM
cana-5929	160	34	-	-	PUNCT
cana-5929	160	35	133x	133x	NUM
cana-5929	160	36	vol	vol	VERB
cana-5929	160	37	32	32	NUM
cana-5929	160	38	no	no	NOUN
cana-5929	160	39	.	.	PUNCT
cana-5929	161	1	10s	10	NOUN
cana-5929	161	2	(	(	PUNCT
cana-5929	161	3	2025	2025	NUM
cana-5929	161	4	)	)	PUNCT
cana-5929	161	5	3098	3098	NUM
cana-5929	161	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	161	7	of	of	ADP
cana-5929	161	8	the	the	DET
cana-5929	161	9	two	two	NUM
cana-5929	161	10	.	.	PUNCT
cana-5929	162	1	the	the	DET
cana-5929	162	2	model	model	NOUN
cana-5929	162	3	retains	retain	VERB
cana-5929	162	4	good	good	ADJ
cana-5929	162	5	detection	detection	NOUN
cana-5929	162	6	performance	performance	NOUN
cana-5929	162	7	while	while	SCONJ
cana-5929	162	8	lowering	lower	VERB
cana-5929	162	9	mistakes	mistake	NOUN
cana-5929	162	10	,	,	PUNCT
cana-5929	162	11	as	as	SCONJ
cana-5929	162	12	seen	see	VERB
cana-5929	162	13	by	by	ADP
cana-5929	162	14	a	a	DET
cana-5929	162	15	better	well	ADJ
cana-5929	162	16	f1	f1	NOUN
cana-5929	162	17	-	-	PUNCT
cana-5929	162	18	score	score	NOUN
cana-5929	162	19	.	.	PUNCT
cana-5929	163	1	figure	figure	VERB
cana-5929	163	2	7	7	NUM
cana-5929	163	3	:	:	PUNCT
cana-5929	163	4	the	the	DET
cana-5929	163	5	f1	f1	NOUN
cana-5929	163	6	-	-	PUNCT
cana-5929	163	7	confidence	confidence	NOUN
cana-5929	163	8	curve	curve	NOUN
cana-5929	163	9	,	,	PUNCT
cana-5929	163	10	precision	precision	NOUN
cana-5929	163	11	-	-	PUNCT
cana-5929	163	12	confidence	confidence	NOUN
cana-5929	163	13	curve	curve	NOUN
cana-5929	163	14	,	,	PUNCT
cana-5929	163	15	recall	recall	NOUN
cana-5929	163	16	-	-	PUNCT
cana-5929	163	17	confidence	confidence	NOUN
cana-5929	163	18	curve	curve	NOUN
cana-5929	163	19	,	,	PUNCT
cana-5929	163	20	and	and	CCONJ
cana-5929	163	21	precision	precision	NOUN
cana-5929	163	22	-	-	PUNCT
cana-5929	163	23	recall	recall	NOUN
cana-5929	163	24	curve	curve	NOUN
cana-5929	163	25	are	be	AUX
cana-5929	163	26	among	among	ADP
cana-5929	163	27	the	the	DET
cana-5929	163	28	graphical	graphical	ADJ
cana-5929	163	29	results	result	NOUN
cana-5929	163	30	that	that	PRON
cana-5929	163	31	are	be	AUX
cana-5929	163	32	displayed	display	VERB
cana-5929	163	33	following	follow	VERB
cana-5929	163	34	the	the	DET
cana-5929	163	35	yolov8	yolov8	PROPN
cana-5929	163	36	model	model	NOUN
cana-5929	163	37	.	.	PUNCT
cana-5929	164	1	the	the	DET
cana-5929	164	2	performance	performance	NOUN
cana-5929	164	3	evaluation	evaluation	NOUN
cana-5929	164	4	of	of	ADP
cana-5929	164	5	the	the	DET
cana-5929	164	6	bird	bird	NOUN
cana-5929	164	7	incursion	incursion	NOUN
cana-5929	164	8	and	and	CCONJ
cana-5929	164	9	expulsion	expulsion	NOUN
cana-5929	164	10	detection	detection	NOUN
cana-5929	164	11	system	system	NOUN
cana-5929	164	12	utilizing	utilize	VERB
cana-5929	164	13	f1	f1	NOUN
cana-5929	164	14	score	score	NOUN
cana-5929	164	15	,	,	PUNCT
cana-5929	164	16	precision	precision	NOUN
cana-5929	164	17	,	,	PUNCT
cana-5929	164	18	recall	recall	NOUN
cana-5929	164	19	,	,	PUNCT
cana-5929	164	20	and	and	CCONJ
cana-5929	164	21	their	their	PRON
cana-5929	164	22	relationship	relationship	NOUN
cana-5929	164	23	with	with	ADP
cana-5929	164	24	confidence	confidence	NOUN
cana-5929	164	25	levels	level	NOUN
cana-5929	164	26	is	be	AUX
cana-5929	164	27	depicted	depict	VERB
cana-5929	164	28	in	in	ADP
cana-5929	164	29	the	the	DET
cana-5929	164	30	set	set	NOUN
cana-5929	164	31	of	of	ADP
cana-5929	164	32	graphs	graph	NOUN
cana-5929	164	33	in	in	ADP
cana-5929	164	34	figure	figure	NOUN
cana-5929	164	35	7	7	NUM
cana-5929	164	36	.	.	PUNCT
cana-5929	165	1	these	these	DET
cana-5929	165	2	curves	curve	NOUN
cana-5929	165	3	help	help	VERB
cana-5929	165	4	to	to	PART
cana-5929	165	5	maximize	maximize	VERB
cana-5929	165	6	decision	decision	NOUN
cana-5929	165	7	-	-	PUNCT
cana-5929	165	8	making	making	NOUN
cana-5929	165	9	in	in	ADP
cana-5929	165	10	classification	classification	NOUN
cana-5929	165	11	tasks	task	NOUN
cana-5929	165	12	by	by	ADP
cana-5929	165	13	offering	offer	VERB
cana-5929	165	14	information	information	NOUN
cana-5929	165	15	about	about	ADP
cana-5929	165	16	the	the	DET
cana-5929	165	17	model	model	NOUN
cana-5929	165	18	's	's	PART
cana-5929	165	19	performance	performance	NOUN
cana-5929	165	20	at	at	ADP
cana-5929	165	21	various	various	ADJ
cana-5929	165	22	confidence	confidence	NOUN
cana-5929	165	23	levels	level	NOUN
cana-5929	165	24	.	.	PUNCT
cana-5929	166	1	the	the	DET
cana-5929	166	2	bar	bar	NOUN
cana-5929	166	3	diagram	diagram	NOUN
cana-5929	166	4	in	in	ADP
cana-5929	166	5	figure	figure	NOUN
cana-5929	166	6	8	8	NUM
cana-5929	166	7	displays	display	VERB
cana-5929	166	8	the	the	DET
cana-5929	166	9	entering	enter	VERB
cana-5929	166	10	and	and	CCONJ
cana-5929	166	11	outgoing	outgoing	ADJ
cana-5929	166	12	bird	bird	NOUN
cana-5929	166	13	activities	activity	NOUN
cana-5929	166	14	for	for	ADP
cana-5929	166	15	each	each	PRON
cana-5929	166	16	of	of	ADP
cana-5929	166	17	the	the	DET
cana-5929	166	18	movies	movie	NOUN
cana-5929	166	19	used	use	VERB
cana-5929	166	20	in	in	ADP
cana-5929	166	21	this	this	DET
cana-5929	166	22	experiment	experiment	NOUN
cana-5929	166	23	,	,	PUNCT
cana-5929	166	24	demonstrating	demonstrate	VERB
cana-5929	166	25	the	the	DET
cana-5929	166	26	effectiveness	effectiveness	NOUN
cana-5929	166	27	of	of	ADP
cana-5929	166	28	the	the	DET
cana-5929	166	29	bird	bird	NOUN
cana-5929	166	30	counting	counting	NOUN
cana-5929	166	31	technique	technique	NOUN
cana-5929	166	32	.	.	PUNCT
cana-5929	167	1	performance	performance	NOUN
cana-5929	167	2	of	of	ADP
cana-5929	167	3	the	the	DET
cana-5929	167	4	bird	bird	NOUN
cana-5929	167	5	detecting	detect	VERB
cana-5929	167	6	approach	approach	NOUN
cana-5929	167	7	was	be	AUX
cana-5929	167	8	examined	examine	VERB
cana-5929	167	9	in	in	ADP
cana-5929	167	10	terms	term	NOUN
cana-5929	167	11	of	of	ADP
cana-5929	167	12	true	true	ADJ
cana-5929	167	13	detection	detection	NOUN
cana-5929	167	14	,	,	PUNCT
cana-5929	167	15	false	false	ADJ
cana-5929	167	16	observation	observation	NOUN
cana-5929	167	17	and	and	CCONJ
cana-5929	167	18	missing	miss	VERB
cana-5929	167	19	detection	detection	NOUN
cana-5929	167	20	.	.	PUNCT
cana-5929	168	1	most	most	ADJ
cana-5929	168	2	of	of	ADP
cana-5929	168	3	the	the	DET
cana-5929	168	4	videos	video	NOUN
cana-5929	168	5	were	be	AUX
cana-5929	168	6	from	from	ADP
cana-5929	168	7	camera	camera	NOUN
cana-5929	168	8	2	2	NUM
cana-5929	168	9	fov	fov	NOUN
cana-5929	168	10	.	.	PUNCT
cana-5929	169	1	camera	camera	NOUN
cana-5929	169	2	2	2	NUM
cana-5929	169	3	was	be	AUX
cana-5929	169	4	situated	situate	VERB
cana-5929	169	5	adjacent	adjacent	ADJ
cana-5929	169	6	to	to	ADP
cana-5929	169	7	tall	tall	ADJ
cana-5929	169	8	trees	tree	NOUN
cana-5929	169	9	that	that	PRON
cana-5929	169	10	served	serve	VERB
cana-5929	169	11	as	as	ADP
cana-5929	169	12	bird	bird	NOUN
cana-5929	169	13	shelter	shelter	NOUN
cana-5929	169	14	.	.	PUNCT
cana-5929	170	1	videos	video	NOUN
cana-5929	170	2	from	from	ADP
cana-5929	170	3	this	this	DET
cana-5929	170	4	camera	camera	NOUN
cana-5929	170	5	view	view	NOUN
cana-5929	170	6	were	be	AUX
cana-5929	170	7	communications	communication	NOUN
cana-5929	170	8	on	on	ADP
cana-5929	170	9	applied	apply	VERB
cana-5929	170	10	nonlinear	nonlinear	ADJ
cana-5929	170	11	analysis	analysis	NOUN
cana-5929	170	12	issn	issn	NOUN
cana-5929	170	13	:	:	PUNCT
cana-5929	170	14	1074	1074	NUM
cana-5929	170	15	-	-	PUNCT
cana-5929	170	16	133x	133x	NUM
cana-5929	170	17	vol	vol	VERB
cana-5929	170	18	32	32	NUM
cana-5929	170	19	no	no	NOUN
cana-5929	170	20	.	.	PUNCT
cana-5929	171	1	10s	10	NOUN
cana-5929	171	2	(	(	PUNCT
cana-5929	171	3	2025	2025	NUM
cana-5929	171	4	)	)	PUNCT
cana-5929	171	5	3099	3099	NUM
cana-5929	171	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5929	171	7	categorized	categorize	VERB
cana-5929	171	8	as	as	ADP
cana-5929	171	9	having	have	VERB
cana-5929	171	10	a	a	DET
cana-5929	171	11	high	high	ADJ
cana-5929	171	12	or	or	CCONJ
cana-5929	171	13	medium	medium	NOUN
cana-5929	171	14	bird	bird	NOUN
cana-5929	171	15	population	population	NOUN
cana-5929	171	16	density	density	NOUN
cana-5929	171	17	because	because	SCONJ
cana-5929	171	18	there	there	PRON
cana-5929	171	19	were	be	VERB
cana-5929	171	20	more	more	ADJ
cana-5929	171	21	birds	bird	NOUN
cana-5929	171	22	observed	observe	VERB
cana-5929	171	23	on	on	ADP
cana-5929	171	24	this	this	DET
cana-5929	171	25	side	side	NOUN
cana-5929	171	26	than	than	ADP
cana-5929	171	27	on	on	ADP
cana-5929	171	28	any	any	DET
cana-5929	171	29	other	other	ADJ
cana-5929	171	30	side	side	NOUN
cana-5929	171	31	.	.	PUNCT
cana-5929	172	1	the	the	DET
cana-5929	172	2	intended	intend	VERB
cana-5929	172	3	approach	approach	NOUN
cana-5929	172	4	also	also	ADV
cana-5929	172	5	produced	produce	VERB
cana-5929	172	6	a	a	DET
cana-5929	172	7	higher	high	ADJ
cana-5929	172	8	number	number	NOUN
cana-5929	172	9	of	of	ADP
cana-5929	172	10	incoming	incoming	ADJ
cana-5929	172	11	and	and	CCONJ
cana-5929	172	12	exiting	exit	VERB
cana-5929	172	13	birds	bird	NOUN
cana-5929	172	14	for	for	ADP
cana-5929	172	15	the	the	DET
cana-5929	172	16	video	video	NOUN
cana-5929	172	17	taken	take	VERB
cana-5929	172	18	from	from	ADP
cana-5929	172	19	this	this	DET
cana-5929	172	20	field	field	NOUN
cana-5929	172	21	of	of	ADP
cana-5929	172	22	view	view	NOUN
cana-5929	172	23	(	(	PUNCT
cana-5929	172	24	table	table	NOUN
cana-5929	172	25	1	1	NUM
cana-5929	172	26	)	)	PUNCT
cana-5929	172	27	.	.	PUNCT
cana-5929	173	1	this	this	PRON
cana-5929	173	2	is	be	AUX
cana-5929	173	3	because	because	SCONJ
cana-5929	173	4	camera	camera	NOUN
cana-5929	173	5	3	3	NUM
cana-5929	173	6	's	's	PART
cana-5929	173	7	field	field	NOUN
cana-5929	173	8	of	of	ADP
cana-5929	173	9	view	view	NOUN
cana-5929	173	10	was	be	AUX
cana-5929	173	11	comparatively	comparatively	ADV
cana-5929	173	12	open	open	ADJ
cana-5929	173	13	,	,	PUNCT
cana-5929	173	14	which	which	PRON
cana-5929	173	15	limited	limit	VERB
cana-5929	173	16	the	the	DET
cana-5929	173	17	speed	speed	NOUN
cana-5929	173	18	at	at	ADP
cana-5929	173	19	which	which	PRON
cana-5929	173	20	birds	bird	NOUN
cana-5929	173	21	could	could	AUX
cana-5929	173	22	move	move	VERB
cana-5929	173	23	between	between	ADP
cana-5929	173	24	the	the	DET
cana-5929	173	25	trees	tree	NOUN
cana-5929	173	26	and	and	CCONJ
cana-5929	173	27	treetops	treetop	NOUN
cana-5929	173	28	.	.	PUNCT
cana-5929	174	1	figure	figure	VERB
cana-5929	174	2	8	8	NUM
cana-5929	174	3	:	:	PUNCT
cana-5929	174	4	a	a	DET
cana-5929	174	5	bar	bar	NOUN
cana-5929	174	6	graph	graph	NOUN
cana-5929	174	7	showing	show	VERB
cana-5929	174	8	the	the	DET
cana-5929	174	9	estimated	estimate	VERB
cana-5929	174	10	number	number	NOUN
cana-5929	174	11	of	of	ADP
cana-5929	174	12	birds	bird	NOUN
cana-5929	174	13	using	use	VERB
cana-5929	174	14	the	the	DET
cana-5929	174	15	suggested	suggested	ADJ
cana-5929	174	16	approach	approach	NOUN
cana-5929	174	17	a	a	DET
cana-5929	174	18	bird	bird	NOUN
cana-5929	174	19	's	's	PART
cana-5929	174	20	size	size	NOUN
cana-5929	174	21	and	and	CCONJ
cana-5929	174	22	position	position	NOUN
cana-5929	174	23	changed	change	VERB
cana-5929	174	24	quickly	quickly	ADV
cana-5929	174	25	between	between	ADP
cana-5929	174	26	frames	frame	NOUN
cana-5929	174	27	when	when	SCONJ
cana-5929	174	28	it	it	PRON
cana-5929	174	29	was	be	AUX
cana-5929	174	30	flying	fly	VERB
cana-5929	174	31	close	close	ADV
cana-5929	174	32	to	to	ADP
cana-5929	174	33	the	the	DET
cana-5929	174	34	camera	camera	NOUN
cana-5929	174	35	.	.	PUNCT
cana-5929	175	1	in	in	ADP
cana-5929	175	2	these	these	DET
cana-5929	175	3	situations	situation	NOUN
cana-5929	175	4	,	,	PUNCT
cana-5929	175	5	the	the	DET
cana-5929	175	6	tracking	tracking	NOUN
cana-5929	175	7	class	class	NOUN
cana-5929	175	8	will	will	AUX
cana-5929	175	9	start	start	VERB
cana-5929	175	10	the	the	DET
cana-5929	175	11	same	same	ADJ
cana-5929	175	12	bird	bird	NOUN
cana-5929	175	13	as	as	ADP
cana-5929	175	14	the	the	DET
cana-5929	175	15	new	new	ADJ
cana-5929	175	16	detection	detection	NOUN
cana-5929	175	17	even	even	ADV
cana-5929	175	18	though	though	SCONJ
cana-5929	175	19	it	it	PRON
cana-5929	175	20	has	have	AUX
cana-5929	175	21	been	be	AUX
cana-5929	175	22	detected	detect	VERB
cana-5929	175	23	several	several	ADJ
cana-5929	175	24	times	time	NOUN
cana-5929	175	25	.	.	PUNCT
cana-5929	176	1	based	base	VERB
cana-5929	176	2	on	on	ADP
cana-5929	176	3	the	the	DET
cana-5929	176	4	performance	performance	NOUN
cana-5929	176	5	criteria	criterion	NOUN
cana-5929	176	6	shown	show	VERB
cana-5929	176	7	in	in	ADP
cana-5929	176	8	table	table	NOUN
cana-5929	176	9	2	2	NUM
cana-5929	176	10	,	,	PUNCT
cana-5929	176	11	the	the	DET
cana-5929	176	12	suggested	suggest	VERB
cana-5929	176	13	algorithm	algorithm	NOUN
cana-5929	176	14	exceeds	exceed	VERB
cana-5929	176	15	all	all	DET
cana-5929	176	16	current	current	ADJ
cana-5929	176	17	approaches	approach	NOUN
cana-5929	176	18	in	in	ADP
cana-5929	176	19	terms	term	NOUN
cana-5929	176	20	of	of	ADP
cana-5929	176	21	accuracy	accuracy	NOUN
cana-5929	176	22	,	,	PUNCT
cana-5929	176	23	efficiency	efficiency	NOUN
cana-5929	176	24	,	,	PUNCT
cana-5929	176	25	and	and	CCONJ
cana-5929	176	26	realtime	realtime	VERB
cana-5929	176	27	feasibility	feasibility	NOUN
cana-5929	176	28	,	,	PUNCT
cana-5929	176	29	making	make	VERB
cana-5929	176	30	it	it	PRON
cana-5929	176	31	the	the	DET
cana-5929	176	32	superior	superior	ADJ
cana-5929	176	33	alternative	alternative	NOUN
cana-5929	176	34	for	for	ADP
cana-5929	176	35	automated	automate	VERB
cana-5929	176	36	bird	bird	NOUN
cana-5929	176	37	infiltration	infiltration	NOUN
cana-5929	176	38	and	and	CCONJ
cana-5929	176	39	expulsion	expulsion	NOUN
cana-5929	176	40	detection	detection	NOUN
cana-5929	176	41	.	.	PUNCT
cana-5929	177	1	table2	table2	NOUN
cana-5929	177	2	:	:	PUNCT
cana-5929	177	3	performance	performance	NOUN
cana-5929	177	4	indicators	indicator	NOUN
cana-5929	177	5	for	for	ADP
cana-5929	177	6	different	different	ADJ
cana-5929	177	7	approaches	approach	NOUN
cana-5929	177	8	topics	topic	NOUN
cana-5929	177	9	of	of	ADP
cana-5929	177	10	detection	detection	NOUN
cana-5929	177	11	using	use	VERB
cana-5929	177	12	algorithm	algorithm	NOUN
cana-5929	177	13	accuracy	accuracy	NOUN
cana-5929	177	14	ratio	ratio	NOUN
cana-5929	177	15	identification	identification	NOUN
cana-5929	177	16	of	of	ADP
cana-5929	177	17	the	the	DET
cana-5929	177	18	supplied	supply	VERB
cana-5929	177	19	picture	picture	NOUN
cana-5929	177	20	(	(	PUNCT
cana-5929	177	21	bird	bird	NOUN
cana-5929	177	22	)	)	PUNCT
cana-5929	177	23	trained	train	VERB
cana-5929	177	24	using	use	VERB
cana-5929	177	25	samples	sample	NOUN
cana-5929	177	26	[	[	X
cana-5929	177	27	22	22	NUM
cana-5929	177	28	]	]	PUNCT
cana-5929	177	29	.	.	PUNCT
cana-5929	178	1	yolo	yolo	ADJ
cana-5929	178	2	81	81	NUM
cana-5929	178	3	%	%	NOUN
cana-5929	178	4	detection	detection	NOUN
cana-5929	178	5	of	of	ADP
cana-5929	178	6	the	the	DET
cana-5929	178	7	object	object	NOUN
cana-5929	178	8	without	without	ADP
cana-5929	178	9	close	close	ADJ
cana-5929	178	10	pascal	pascal	PROPN
cana-5929	178	11	voc	voc	PROPN
cana-5929	178	12	test	test	NOUN
cana-5929	178	13	supervision	supervision	NOUN
cana-5929	178	14	2019	2019	NUM
cana-5929	179	1	[	[	X
cana-5929	179	2	23	23	NUM
cana-5929	179	3	]	]	PUNCT
cana-5929	179	4	.	.	PUNCT
cana-5929	180	1	dsod300	dsod300	PROPN
cana-5929	180	2	77.7	77.7	NUM
cana-5929	180	3	%	%	NOUN
cana-5929	180	4	cnn	cnn	PROPN
cana-5929	180	5	detection	detection	NOUN
cana-5929	180	6	of	of	ADP
cana-5929	180	7	the	the	DET
cana-5929	180	8	input	input	NOUN
cana-5929	180	9	image	image	NOUN
cana-5929	180	10	(	(	PUNCT
cana-5929	180	11	bird	bird	NOUN
cana-5929	180	12	)	)	PUNCT
cana-5929	181	1	[	[	X
cana-5929	181	2	24	24	NUM
cana-5929	181	3	]	]	PUNCT
cana-5929	181	4	.	.	PUNCT
cana-5929	182	1	yolov3	yolov3	PROPN
cana-5929	183	1	95.52	95.52	NUM
cana-5929	183	2	%	%	NOUN
cana-5929	183	3	proposed	propose	VERB
cana-5929	183	4	method	method	NOUN
cana-5929	183	5	yolov8	yolov8	NOUN
cana-5929	183	6	98	98	NUM
cana-5929	183	7	%	%	NOUN
cana-5929	183	8	communications	communication	NOUN
cana-5929	183	9	on	on	ADP
cana-5929	183	10	applied	apply	VERB
cana-5929	183	11	nonlinear	nonlinear	ADJ
cana-5929	183	12	analysis	analysis	NOUN
cana-5929	183	13	issn	issn	NOUN
cana-5929	183	14	:	:	PUNCT
cana-5929	183	15	1074	1074	NUM
cana-5929	183	16	-	-	PUNCT
cana-5929	183	17	133x	133x	NUM
cana-5929	183	18	vol	vol	VERB
cana-5929	183	19	32	32	NUM
cana-5929	183	20	no	no	NOUN
cana-5929	183	21	.	.	PUNCT
cana-5929	184	1	10s	10	NOUN
cana-5929	184	2	(	(	PUNCT
cana-5929	184	3	2025	2025	NUM
cana-5929	184	4	)	)	PUNCT
cana-5929	184	5	3100	3100	NUM
cana-5929	184	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	184	7	6	6	NUM
cana-5929	184	8	.	.	PUNCT
cana-5929	184	9	discussion	discussion	NOUN
cana-5929	184	10	in	in	ADP
cana-5929	184	11	order	order	NOUN
cana-5929	184	12	to	to	PART
cana-5929	184	13	safeguard	safeguard	VERB
cana-5929	184	14	horticulture	horticulture	NOUN
cana-5929	184	15	areas	area	NOUN
cana-5929	184	16	,	,	PUNCT
cana-5929	184	17	this	this	DET
cana-5929	184	18	study	study	NOUN
cana-5929	184	19	proposes	propose	VERB
cana-5929	184	20	an	an	DET
cana-5929	184	21	intelligent	intelligent	ADJ
cana-5929	184	22	and	and	CCONJ
cana-5929	184	23	effective	effective	ADJ
cana-5929	184	24	framework	framework	NOUN
cana-5929	184	25	for	for	ADP
cana-5929	184	26	detecting	detect	VERB
cana-5929	184	27	bird	bird	NOUN
cana-5929	184	28	entrance	entrance	NOUN
cana-5929	184	29	and	and	CCONJ
cana-5929	184	30	expulsion	expulsion	NOUN
cana-5929	184	31	that	that	PRON
cana-5929	184	32	makes	make	VERB
cana-5929	184	33	use	use	NOUN
cana-5929	184	34	of	of	ADP
cana-5929	184	35	deep	deep	ADJ
cana-5929	184	36	learning	learning	NOUN
cana-5929	184	37	and	and	CCONJ
cana-5929	184	38	the	the	DET
cana-5929	184	39	internet	internet	NOUN
cana-5929	184	40	of	of	ADP
cana-5929	184	41	things	thing	NOUN
cana-5929	184	42	.	.	PUNCT
cana-5929	185	1	the	the	DET
cana-5929	185	2	suggested	suggest	VERB
cana-5929	185	3	technique	technique	NOUN
cana-5929	185	4	guarantees	guarantee	VERB
cana-5929	185	5	high	high	ADJ
cana-5929	185	6	accuracy	accuracy	NOUN
cana-5929	185	7	(	(	PUNCT
cana-5929	185	8	98	98	NUM
cana-5929	185	9	%	%	NOUN
cana-5929	185	10	)	)	PUNCT
cana-5929	185	11	while	while	SCONJ
cana-5929	185	12	using	use	VERB
cana-5929	185	13	a	a	DET
cana-5929	185	14	camera	camera	NOUN
cana-5929	185	15	by	by	ADP
cana-5929	185	16	combining	combine	VERB
cana-5929	185	17	yolov8	yolov8	NOUN
cana-5929	185	18	for	for	ADP
cana-5929	185	19	real	real	ADJ
cana-5929	185	20	-	-	PUNCT
cana-5929	185	21	time	time	NOUN
cana-5929	185	22	detection	detection	NOUN
cana-5929	185	23	with	with	ADP
cana-5929	185	24	mask	mask	NOUN
cana-5929	185	25	r	r	NOUN
cana-5929	185	26	-	-	NOUN
cana-5929	185	27	cnn	cnn	PROPN
cana-5929	185	28	for	for	ADP
cana-5929	185	29	accurate	accurate	ADJ
cana-5929	185	30	bird	bird	NOUN
cana-5929	185	31	segmentation	segmentation	NOUN
cana-5929	185	32	.	.	PUNCT
cana-5929	186	1	the	the	DET
cana-5929	186	2	model	model	NOUN
cana-5929	186	3	is	be	AUX
cana-5929	186	4	a	a	DET
cana-5929	186	5	scalable	scalable	ADJ
cana-5929	186	6	,	,	PUNCT
cana-5929	186	7	autonomous	autonomous	ADJ
cana-5929	186	8	,	,	PUNCT
cana-5929	186	9	and	and	CCONJ
cana-5929	186	10	economical	economical	ADJ
cana-5929	186	11	solution	solution	NOUN
cana-5929	186	12	for	for	ADP
cana-5929	186	13	smart	smart	ADJ
cana-5929	186	14	farming	farming	NOUN
cana-5929	186	15	,	,	PUNCT
cana-5929	186	16	as	as	SCONJ
cana-5929	186	17	demonstrated	demonstrate	VERB
cana-5929	186	18	by	by	ADP
cana-5929	186	19	experimental	experimental	ADJ
cana-5929	186	20	evaluations	evaluation	NOUN
cana-5929	186	21	that	that	PRON
cana-5929	186	22	show	show	VERB
cana-5929	186	23	it	it	PRON
cana-5929	186	24	outperforms	outperform	VERB
cana-5929	186	25	current	current	ADJ
cana-5929	186	26	methods	method	NOUN
cana-5929	186	27	in	in	ADP
cana-5929	186	28	both	both	DET
cana-5929	186	29	detection	detection	NOUN
cana-5929	186	30	efficiency	efficiency	NOUN
cana-5929	186	31	and	and	CCONJ
cana-5929	186	32	real	real	ADJ
cana-5929	186	33	-	-	PUNCT
cana-5929	186	34	time	time	NOUN
cana-5929	186	35	application	application	NOUN
cana-5929	186	36	.	.	PUNCT
cana-5929	187	1	the	the	DET
cana-5929	187	2	system	system	NOUN
cana-5929	187	3	's	's	PART
cana-5929	187	4	scalability	scalability	NOUN
cana-5929	187	5	,	,	PUNCT
cana-5929	187	6	efficiency	efficiency	NOUN
cana-5929	187	7	,	,	PUNCT
cana-5929	187	8	and	and	CCONJ
cana-5929	187	9	flexibility	flexibility	NOUN
cana-5929	187	10	for	for	ADP
cana-5929	187	11	wider	wide	ADJ
cana-5929	187	12	agricultural	agricultural	ADJ
cana-5929	187	13	uses	use	NOUN
cana-5929	187	14	will	will	AUX
cana-5929	187	15	be	be	AUX
cana-5929	187	16	the	the	DET
cana-5929	187	17	main	main	ADJ
cana-5929	187	18	goals	goal	NOUN
cana-5929	187	19	of	of	ADP
cana-5929	187	20	future	future	ADJ
cana-5929	187	21	improvements	improvement	NOUN
cana-5929	187	22	.	.	PUNCT
cana-5929	188	1	first	first	ADV
cana-5929	188	2	,	,	PUNCT
cana-5929	188	3	incorporating	incorporate	VERB
cana-5929	188	4	multi	multi	ADJ
cana-5929	188	5	-	-	ADJ
cana-5929	188	6	sensory	sensory	ADJ
cana-5929	188	7	information	information	NOUN
cana-5929	188	8	such	such	ADJ
cana-5929	188	9	as	as	ADP
cana-5929	188	10	motion	motion	NOUN
cana-5929	188	11	and	and	CCONJ
cana-5929	188	12	audio	audio	NOUN
cana-5929	188	13	signals	signal	NOUN
cana-5929	188	14	—	—	PUNCT
cana-5929	188	15	can	can	AUX
cana-5929	188	16	improve	improve	VERB
cana-5929	188	17	bird	bird	NOUN
cana-5929	188	18	detection	detection	NOUN
cana-5929	188	19	,	,	PUNCT
cana-5929	188	20	particularly	particularly	ADV
cana-5929	188	21	when	when	SCONJ
cana-5929	188	22	sight	sight	NOUN
cana-5929	188	23	is	be	AUX
cana-5929	188	24	poor	poor	ADJ
cana-5929	188	25	.	.	PUNCT
cana-5929	189	1	second	second	ADJ
cana-5929	189	2	,	,	PUNCT
cana-5929	189	3	expulsion	expulsion	NOUN
cana-5929	189	4	effectiveness	effectiveness	NOUN
cana-5929	189	5	can	can	AUX
cana-5929	189	6	be	be	AUX
cana-5929	189	7	increased	increase	VERB
cana-5929	189	8	by	by	ADP
cana-5929	189	9	enhancing	enhance	VERB
cana-5929	189	10	the	the	DET
cana-5929	189	11	automated	automate	VERB
cana-5929	189	12	repeller	repeller	NOUN
cana-5929	189	13	mechanism	mechanism	NOUN
cana-5929	189	14	with	with	ADP
cana-5929	189	15	ai	ai	ADJ
cana-5929	189	16	-	-	PUNCT
cana-5929	189	17	driven	drive	VERB
cana-5929	189	18	adaptive	adaptive	ADJ
cana-5929	189	19	deterrent	deterrent	NOUN
cana-5929	189	20	tactics	tactic	NOUN
cana-5929	189	21	,	,	PUNCT
cana-5929	189	22	including	include	VERB
cana-5929	189	23	changing	change	VERB
cana-5929	189	24	sound	sound	ADJ
cana-5929	189	25	frequencies	frequency	NOUN
cana-5929	189	26	or	or	CCONJ
cana-5929	189	27	using	use	VERB
cana-5929	189	28	drones	drone	NOUN
cana-5929	189	29	.	.	PUNCT
cana-5929	190	1	these	these	DET
cana-5929	190	2	advancements	advancement	NOUN
cana-5929	190	3	will	will	AUX
cana-5929	190	4	enhance	enhance	VERB
cana-5929	190	5	the	the	DET
cana-5929	190	6	system	system	NOUN
cana-5929	190	7	’s	’s	PART
cana-5929	190	8	reliability	reliability	NOUN
cana-5929	190	9	and	and	CCONJ
cana-5929	190	10	effectiveness	effectiveness	NOUN
cana-5929	190	11	in	in	ADP
cana-5929	190	12	precision	precision	NOUN
cana-5929	190	13	agriculture	agriculture	NOUN
cana-5929	190	14	.	.	PUNCT
cana-5929	191	1	acknowledgement	acknowledgement	NOUN
cana-5929	191	2	this	this	DET
cana-5929	191	3	project	project	NOUN
cana-5929	191	4	was	be	AUX
cana-5929	191	5	funded	fund	VERB
cana-5929	191	6	by	by	ADP
cana-5929	191	7	the	the	DET
cana-5929	191	8	all	all	DET
cana-5929	191	9	india	india	PROPN
cana-5929	191	10	council	council	PROPN
cana-5929	191	11	for	for	ADP
cana-5929	191	12	technical	technical	ADJ
cana-5929	191	13	education	education	NOUN
cana-5929	191	14	(	(	PUNCT
cana-5929	191	15	aicte	aicte	PROPN
cana-5929	191	16	)	)	PUNCT
cana-5929	191	17	,	,	PUNCT
cana-5929	191	18	india	india	PROPN
cana-5929	191	19	,	,	PUNCT
cana-5929	191	20	aqis	aqi	VERB
cana-5929	191	21	i	i	NOUN
cana-5929	191	22	d	d	NOUN
cana-5929	191	23	:	:	PUNCT
cana-5929	191	24	1	1	NUM
cana-5929	191	25	-	-	SYM
cana-5929	191	26	932769/831	932769/831	NUM
cana-5929	191	27	,	,	PUNCT
cana-5929	191	28	to	to	PART
cana-5929	191	29	conduct	conduct	VERB
cana-5929	191	30	of	of	ADP
cana-5929	191	31	project	project	NOUN
cana-5929	191	32	under	under	ADP
cana-5929	191	33	research	research	NOUN
cana-5929	191	34	promotion	promotion	NOUN
cana-5929	191	35	scheme	scheme	NOUN
cana-5929	191	36	(	(	PUNCT
cana-5929	191	37	rps	rps	PROPN
cana-5929	191	38	)	)	PUNCT
cana-5929	191	39	.	.	PUNCT
cana-5929	192	1	references	reference	NOUN
cana-5929	192	2	[	[	X
cana-5929	192	3	1	1	NUM
cana-5929	192	4	]	]	SYM
cana-5929	192	5	li	li	PROPN
cana-5929	192	6	,	,	PUNCT
cana-5929	192	7	zeyu	zeyu	NOUN
cana-5929	192	8	,	,	PUNCT
cana-5929	192	9	and	and	CCONJ
cana-5929	192	10	wenbin	wenbin	VERB
cana-5929	192	11	yao	yao	NOUN
cana-5929	192	12	.	.	PUNCT
cana-5929	193	1	"	"	PUNCT
cana-5929	193	2	a	a	DET
cana-5929	193	3	two	two	NUM
cana-5929	193	4	stage	stage	NOUN
cana-5929	193	5	lightweight	lightweight	NOUN
cana-5929	193	6	approach	approach	NOUN
cana-5929	193	7	for	for	ADP
cana-5929	193	8	intrusion	intrusion	NOUN
cana-5929	193	9	detection	detection	NOUN
cana-5929	193	10	in	in	ADP
cana-5929	193	11	internet	internet	NOUN
cana-5929	193	12	of	of	ADP
cana-5929	193	13	things	thing	NOUN
cana-5929	193	14	.	.	PUNCT
cana-5929	193	15	"	"	PUNCT
cana-5929	194	1	expert	expert	ADJ
cana-5929	194	2	systems	system	NOUN
cana-5929	194	3	with	with	ADP
cana-5929	194	4	applications	application	NOUN
cana-5929	194	5	257	257	NUM
cana-5929	194	6	(	(	PUNCT
cana-5929	194	7	2024	2024	NUM
cana-5929	194	8	):	):	PUNCT
cana-5929	194	9	124965	124965	NUM
cana-5929	194	10	.	.	PUNCT
cana-5929	195	1	[	[	X
cana-5929	195	2	2	2	NUM
cana-5929	195	3	]	]	PUNCT
cana-5929	195	4	pyon	pyon	NOUN
cana-5929	195	5	,	,	PUNCT
cana-5929	195	6	s.	s.	PROPN
cana-5929	195	7	u.	u.	PROPN
cana-5929	195	8	b.	b.	PROPN
cana-5929	195	9	o.	o.	PROPN
cana-5929	195	10	n.	n.	PROPN
cana-5929	195	11	g.	g.	PROPN
cana-5929	195	12	,	,	PUNCT
cana-5929	196	1	j.	j.	PROPN
cana-5929	196	2	o.	o.	PROPN
cana-5929	196	3	n.	n.	PROPN
cana-5929	196	4	g.	g.	PROPN
cana-5929	196	5	s.	s.	PROPN
cana-5929	196	6	u.	u.	PROPN
cana-5929	197	1	so	so	ADV
cana-5929	197	2	,	,	PUNCT
cana-5929	197	3	junhyok	junhyok	PROPN
cana-5929	197	4	pak	pak	PROPN
cana-5929	197	5	,	,	PUNCT
cana-5929	197	6	jinzu	jinzu	VERB
cana-5929	197	7	so	so	ADV
cana-5929	197	8	,	,	PUNCT
cana-5929	197	9	sunil	sunil	PROPN
cana-5929	197	10	kim	kim	PROPN
cana-5929	197	11	,	,	PUNCT
cana-5929	197	12	and	and	CCONJ
cana-5929	197	13	dprof	dprof	PROPN
cana-5929	197	14	korea	korea	PROPN
cana-5929	197	15	.	.	PUNCT
cana-5929	198	1	"	"	PUNCT
cana-5929	198	2	development	development	NOUN
cana-5929	198	3	and	and	CCONJ
cana-5929	198	4	efficacy	efficacy	NOUN
cana-5929	198	5	of	of	ADP
cana-5929	198	6	laser	laser	NOUN
cana-5929	198	7	bird	bird	NOUN
cana-5929	198	8	repeller	repeller	NOUN
cana-5929	198	9	with	with	ADP
cana-5929	198	10	ptz	ptz	PROPN
cana-5929	198	11	camera	camera	NOUN
cana-5929	198	12	and	and	CCONJ
cana-5929	198	13	caffe	caffe	NOUN
cana-5929	198	14	framework	framework	NOUN
cana-5929	198	15	.	.	PUNCT
cana-5929	198	16	"	"	PUNCT
cana-5929	199	1	earth	earth	NOUN
cana-5929	199	2	sciences	science	NOUN
cana-5929	199	3	and	and	CCONJ
cana-5929	199	4	human	human	ADJ
cana-5929	199	5	constructions	construction	NOUN
cana-5929	199	6	4	4	NUM
cana-5929	199	7	(	(	PUNCT
cana-5929	199	8	2024	2024	NUM
cana-5929	199	9	):	):	PUNCT
cana-5929	199	10	17	17	NUM
cana-5929	199	11	-	-	SYM
cana-5929	199	12	24	24	NUM
cana-5929	199	13	.	.	PUNCT
cana-5929	200	1	[	[	X
cana-5929	200	2	3	3	NUM
cana-5929	200	3	]	]	X
cana-5929	200	4	roy	roy	PROPN
cana-5929	200	5	,	,	PUNCT
cana-5929	200	6	dharani	dharani	PROPN
cana-5929	200	7	kanta	kanta	PROPN
cana-5929	200	8	,	,	PUNCT
cana-5929	200	9	and	and	CCONJ
cana-5929	200	10	hemanta	hemanta	PROPN
cana-5929	200	11	kumar	kumar	PROPN
cana-5929	200	12	kalita	kalita	PROPN
cana-5929	200	13	.	.	PUNCT
cana-5929	201	1	"	"	PUNCT
cana-5929	201	2	enhanced	enhance	VERB
cana-5929	201	3	deep	deep	ADJ
cana-5929	201	4	auto	auto	NOUN
cana-5929	201	5	encoder	encoder	NOUN
cana-5929	201	6	-	-	PUNCT
cana-5929	201	7	based	base	VERB
cana-5929	201	8	reinforcement	reinforcement	NOUN
cana-5929	201	9	learning	learning	NOUN
cana-5929	201	10	model	model	NOUN
cana-5929	201	11	with	with	ADP
cana-5929	201	12	improved	improve	VERB
cana-5929	201	13	flamingo	flamingo	NOUN
cana-5929	201	14	search	search	NOUN
cana-5929	201	15	policy	policy	NOUN
cana-5929	201	16	selection	selection	NOUN
cana-5929	201	17	for	for	ADP
cana-5929	201	18	attack	attack	NOUN
cana-5929	201	19	classification	classification	NOUN
cana-5929	201	20	.	.	PUNCT
cana-5929	201	21	"	"	PUNCT
cana-5929	201	22	journal	journal	NOUN
cana-5929	201	23	of	of	ADP
cana-5929	201	24	cybersecurity	cybersecurity	NOUN
cana-5929	201	25	and	and	CCONJ
cana-5929	201	26	privacy	privacy	NOUN
cana-5929	201	27	5	5	NUM
cana-5929	201	28	,	,	PUNCT
cana-5929	201	29	no	no	INTJ
cana-5929	201	30	.	.	NOUN
cana-5929	201	31	1	1	NUM
cana-5929	201	32	(	(	PUNCT
cana-5929	201	33	2025	2025	NUM
cana-5929	201	34	):	):	PUNCT
cana-5929	201	35	3	3	NUM
cana-5929	201	36	.	.	PUNCT
cana-5929	202	1	[	[	X
cana-5929	202	2	4	4	NUM
cana-5929	202	3	]	]	X
cana-5929	202	4	kocher	kocher	PROPN
cana-5929	202	5	,	,	PUNCT
cana-5929	202	6	geeta	geeta	PROPN
cana-5929	202	7	,	,	PUNCT
cana-5929	202	8	and	and	CCONJ
cana-5929	202	9	gulshan	gulshan	PROPN
cana-5929	202	10	kumar	kumar	PROPN
cana-5929	202	11	.	.	PUNCT
cana-5929	203	1	"	"	PUNCT
cana-5929	203	2	machine	machine	NOUN
cana-5929	203	3	learning	learning	NOUN
cana-5929	203	4	and	and	CCONJ
cana-5929	203	5	deep	deep	ADJ
cana-5929	203	6	learning	learning	NOUN
cana-5929	203	7	methods	method	NOUN
cana-5929	203	8	for	for	ADP
cana-5929	203	9	intrusion	intrusion	NOUN
cana-5929	203	10	detection	detection	NOUN
cana-5929	203	11	systems	system	NOUN
cana-5929	203	12	:	:	PUNCT
cana-5929	203	13	recent	recent	ADJ
cana-5929	203	14	developments	development	NOUN
cana-5929	203	15	and	and	CCONJ
cana-5929	203	16	challenges	challenge	NOUN
cana-5929	203	17	.	.	PUNCT
cana-5929	203	18	"	"	PUNCT
cana-5929	203	19	soft	soft	ADJ
cana-5929	203	20	computing	computing	NOUN
cana-5929	203	21	25	25	NUM
cana-5929	203	22	,	,	PUNCT
cana-5929	203	23	no	no	INTJ
cana-5929	203	24	.	.	NOUN
cana-5929	203	25	15	15	NUM
cana-5929	203	26	(	(	PUNCT
cana-5929	203	27	2021	2021	NUM
cana-5929	203	28	):	):	PUNCT
cana-5929	203	29	9731	9731	NUM
cana-5929	203	30	-	-	SYM
cana-5929	203	31	9763	9763	NUM
cana-5929	203	32	.	.	PUNCT
cana-5929	204	1	[	[	X
cana-5929	204	2	5	5	NUM
cana-5929	204	3	]	]	PUNCT
cana-5929	204	4	fraihat	fraihat	NOUN
cana-5929	204	5	,	,	PUNCT
cana-5929	204	6	salam	salam	PROPN
cana-5929	204	7	,	,	PUNCT
cana-5929	204	8	sharif	sharif	PROPN
cana-5929	204	9	makhadmeh	makhadmeh	PROPN
cana-5929	204	10	,	,	PUNCT
cana-5929	204	11	mohammed	mohammed	PROPN
cana-5929	204	12	awad	awad	PROPN
cana-5929	204	13	,	,	PUNCT
cana-5929	204	14	mohammed	mohammed	PROPN
cana-5929	204	15	azmi	azmi	PROPN
cana-5929	204	16	al	al	PROPN
cana-5929	204	17	-	-	PUNCT
cana-5929	204	18	betar	betar	NOUN
cana-5929	204	19	,	,	PUNCT
cana-5929	204	20	and	and	CCONJ
cana-5929	204	21	anessa	anessa	PROPN
cana-5929	204	22	al	al	PROPN
cana-5929	204	23	-	-	PUNCT
cana-5929	204	24	redhaei	redhaei	NOUN
cana-5929	204	25	.	.	PUNCT
cana-5929	205	1	"	"	PUNCT
cana-5929	205	2	intrusion	intrusion	NOUN
cana-5929	205	3	detection	detection	NOUN
cana-5929	205	4	system	system	NOUN
cana-5929	205	5	for	for	ADP
cana-5929	205	6	large	large	ADJ
cana-5929	205	7	-	-	PUNCT
cana-5929	205	8	scale	scale	NOUN
cana-5929	205	9	iot	iot	NOUN
cana-5929	205	10	netflow	netflow	NOUN
cana-5929	205	11	networks	network	NOUN
cana-5929	205	12	using	use	VERB
cana-5929	205	13	machine	machine	NOUN
cana-5929	205	14	learning	learn	VERB
cana-5929	205	15	with	with	ADP
cana-5929	205	16	modified	modify	VERB
cana-5929	205	17	arithmetic	arithmetic	ADJ
cana-5929	205	18	optimization	optimization	NOUN
cana-5929	205	19	algorithm	algorithm	NOUN
cana-5929	205	20	.	.	PUNCT
cana-5929	205	21	"	"	PUNCT
cana-5929	206	1	internet	internet	NOUN
cana-5929	206	2	of	of	ADP
cana-5929	206	3	things	thing	NOUN
cana-5929	206	4	22	22	NUM
cana-5929	206	5	(	(	PUNCT
cana-5929	206	6	2023	2023	NUM
cana-5929	206	7	):	):	PUNCT
cana-5929	206	8	100819	100819	NUM
cana-5929	206	9	.	.	PUNCT
cana-5929	207	1	[	[	X
cana-5929	207	2	6	6	NUM
cana-5929	207	3	]	]	X
cana-5929	207	4	pillai	pillai	PROPN
cana-5929	207	5	,	,	PUNCT
cana-5929	207	6	sofia	sofia	PROPN
cana-5929	207	7	k.	k.	PROPN
cana-5929	207	8	,	,	PUNCT
cana-5929	207	9	m.	m.	NOUN
cana-5929	207	10	m.	m.	NOUN
cana-5929	207	11	raghuwanshi	raghuwanshi	PROPN
cana-5929	207	12	,	,	PUNCT
cana-5929	207	13	and	and	CCONJ
cana-5929	207	14	prerna	prerna	PROPN
cana-5929	207	15	borkar	borkar	PROPN
cana-5929	207	16	.	.	PUNCT
cana-5929	207	17	"	"	PUNCT
cana-5929	208	1	super	super	ADJ
cana-5929	208	2	resolution	resolution	NOUN
cana-5929	208	3	mask	mask	NOUN
cana-5929	208	4	rcnn	rcnn	PROPN
cana-5929	208	5	based	base	VERB
cana-5929	208	6	transfer	transfer	NOUN
cana-5929	208	7	deep	deep	ADJ
cana-5929	208	8	learning	learning	NOUN
cana-5929	208	9	approach	approach	NOUN
cana-5929	208	10	for	for	ADP
cana-5929	208	11	identification	identification	NOUN
cana-5929	208	12	of	of	ADP
cana-5929	208	13	bird	bird	NOUN
cana-5929	208	14	species	specie	NOUN
cana-5929	208	15	,	,	PUNCT
cana-5929	208	16	international	international	ADJ
cana-5929	208	17	journal	journal	NOUN
cana-5929	208	18	of	of	ADP
cana-5929	208	19	advanced	advanced	ADJ
cana-5929	208	20	research	research	NOUN
cana-5929	208	21	in	in	ADP
cana-5929	208	22	engineering	engineering	NOUN
cana-5929	208	23	and	and	CCONJ
cana-5929	208	24	technology	technology	NOUN
cana-5929	208	25	11	11	NUM
cana-5929	208	26	,	,	PUNCT
cana-5929	208	27	no	no	INTJ
cana-5929	208	28	.	.	NOUN
cana-5929	208	29	11	11	NUM
cana-5929	208	30	(	(	PUNCT
cana-5929	208	31	2021	2021	NUM
cana-5929	208	32	):	):	PUNCT
cana-5929	208	33	2020	2020	NUM
cana-5929	208	34	.	.	PUNCT
cana-5929	209	1	communications	communication	NOUN
cana-5929	209	2	on	on	ADP
cana-5929	209	3	applied	apply	VERB
cana-5929	209	4	nonlinear	nonlinear	ADJ
cana-5929	209	5	analysis	analysis	NOUN
cana-5929	209	6	issn	issn	NOUN
cana-5929	209	7	:	:	PUNCT
cana-5929	209	8	1074	1074	NUM
cana-5929	209	9	-	-	PUNCT
cana-5929	209	10	133x	133x	NUM
cana-5929	209	11	vol	vol	VERB
cana-5929	209	12	32	32	NUM
cana-5929	209	13	no	no	NOUN
cana-5929	209	14	.	.	PUNCT
cana-5929	210	1	10s	10	NOUN
cana-5929	210	2	(	(	PUNCT
cana-5929	210	3	2025	2025	NUM
cana-5929	210	4	)	)	PUNCT
cana-5929	210	5	3101	3101	NUM
cana-5929	210	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	211	1	[	[	X
cana-5929	211	2	7	7	X
cana-5929	211	3	]	]	X
cana-5929	211	4	satheeswari	satheeswari	ADJ
cana-5929	211	5	,	,	PUNCT
cana-5929	211	6	d.	d.	PROPN
cana-5929	211	7	,	,	PUNCT
cana-5929	211	8	leninisha	leninisha	PROPN
cana-5929	211	9	shanmugam	shanmugam	PROPN
cana-5929	211	10	,	,	PUNCT
cana-5929	211	11	nm	nm	ADJ
cana-5929	211	12	jothi	jothi	ADJ
cana-5929	211	13	swaroopan	swaroopan	NOUN
cana-5929	211	14	,	,	PUNCT
cana-5929	211	15	and	and	CCONJ
cana-5929	211	16	nirmala	nirmala	PROPN
cana-5929	211	17	venkatachalam	venkatachalam	PROPN
cana-5929	211	18	.	.	PUNCT
cana-5929	212	1	"	"	PUNCT
cana-5929	212	2	mask	mask	VERB
cana-5929	212	3	r	r	NOUN
cana-5929	212	4	-	-	PUNCT
cana-5929	212	5	cnn	cnn	PROPN
cana-5929	212	6	based	base	VERB
cana-5929	212	7	object	object	NOUN
cana-5929	212	8	detection	detection	NOUN
cana-5929	212	9	in	in	ADP
cana-5929	212	10	overhead	overhead	ADJ
cana-5929	212	11	transmission	transmission	NOUN
cana-5929	212	12	line	line	NOUN
cana-5929	212	13	from	from	ADP
cana-5929	212	14	uav	uav	PROPN
cana-5929	212	15	images	image	NOUN
cana-5929	212	16	.	.	PUNCT
cana-5929	212	17	"	"	PUNCT
cana-5929	213	1	in	in	ADP
cana-5929	213	2	international	international	ADJ
cana-5929	213	3	conference	conference	NOUN
cana-5929	213	4	on	on	ADP
cana-5929	213	5	image	image	NOUN
cana-5929	213	6	processing	processing	NOUN
cana-5929	213	7	and	and	CCONJ
cana-5929	213	8	capsule	capsule	NOUN
cana-5929	213	9	networks	network	NOUN
cana-5929	213	10	,	,	PUNCT
cana-5929	213	11	pp	pp	ADV
cana-5929	213	12	.	.	PUNCT
cana-5929	214	1	639	639	NUM
cana-5929	214	2	-	-	SYM
cana-5929	214	3	653	653	NUM
cana-5929	214	4	.	.	PUNCT
cana-5929	214	5	cham	cham	PROPN
cana-5929	214	6	:	:	PUNCT
cana-5929	214	7	springer	springer	NOUN
cana-5929	214	8	international	international	ADJ
cana-5929	214	9	publishing	publishing	NOUN
cana-5929	214	10	,	,	PUNCT
cana-5929	214	11	2022	2022	NUM
cana-5929	214	12	.	.	PUNCT
cana-5929	215	1	[	[	X
cana-5929	215	2	8	8	NUM
cana-5929	215	3	]	]	X
cana-5929	215	4	huang	huang	PROPN
cana-5929	215	5	,	,	PUNCT
cana-5929	215	6	zhanchao	zhanchao	PROPN
cana-5929	215	7	,	,	PUNCT
cana-5929	215	8	jianlin	jianlin	PROPN
cana-5929	215	9	wang	wang	PROPN
cana-5929	215	10	,	,	PUNCT
cana-5929	215	11	xuesong	xuesong	PROPN
cana-5929	215	12	fu	fu	PROPN
cana-5929	215	13	,	,	PUNCT
cana-5929	215	14	tao	tao	PROPN
cana-5929	215	15	yu	yu	PROPN
cana-5929	215	16	,	,	PUNCT
cana-5929	215	17	yongqi	yongqi	PROPN
cana-5929	215	18	guo	guo	PROPN
cana-5929	215	19	,	,	PUNCT
cana-5929	215	20	and	and	CCONJ
cana-5929	215	21	rutong	rutong	PROPN
cana-5929	215	22	wang	wang	PROPN
cana-5929	215	23	.	.	PUNCT
cana-5929	216	1	"	"	PUNCT
cana-5929	216	2	dcspp	dcspp	NOUN
cana-5929	216	3	-	-	PUNCT
cana-5929	216	4	yolo	yolo	NOUN
cana-5929	216	5	:	:	PUNCT
cana-5929	216	6	dense	dense	ADJ
cana-5929	216	7	connection	connection	NOUN
cana-5929	216	8	and	and	CCONJ
cana-5929	216	9	spatial	spatial	ADJ
cana-5929	216	10	pyramid	pyramid	NOUN
cana-5929	216	11	pooling	pool	VERB
cana-5929	216	12	based	base	VERB
cana-5929	216	13	yolo	yolo	ADV
cana-5929	216	14	for	for	ADP
cana-5929	216	15	object	object	NOUN
cana-5929	216	16	detection	detection	NOUN
cana-5929	216	17	.	.	PUNCT
cana-5929	216	18	"	"	PUNCT
cana-5929	217	1	information	information	NOUN
cana-5929	217	2	sciences	science	NOUN
cana-5929	217	3	522	522	NUM
cana-5929	217	4	(	(	PUNCT
cana-5929	217	5	2020	2020	NUM
cana-5929	217	6	):	):	PUNCT
cana-5929	217	7	241	241	NUM
cana-5929	217	8	-	-	SYM
cana-5929	217	9	258	258	NUM
cana-5929	217	10	.	.	PUNCT
cana-5929	218	1	[	[	X
cana-5929	218	2	9	9	NUM
cana-5929	218	3	]	]	X
cana-5929	218	4	bharati	bharati	PROPN
cana-5929	218	5	,	,	PUNCT
cana-5929	218	6	puja	puja	NOUN
cana-5929	218	7	,	,	PUNCT
cana-5929	218	8	and	and	CCONJ
cana-5929	218	9	ankita	ankita	NOUN
cana-5929	218	10	pramanik	pramanik	AUX
cana-5929	218	11	.	.	PUNCT
cana-5929	219	1	"	"	PUNCT
cana-5929	219	2	deep	deep	ADJ
cana-5929	219	3	learning	learning	NOUN
cana-5929	219	4	techniques	technique	NOUN
cana-5929	219	5	—	—	PUNCT
cana-5929	219	6	r	r	X
cana-5929	219	7	-	-	PUNCT
cana-5929	219	8	cnn	cnn	NOUN
cana-5929	219	9	to	to	PART
cana-5929	219	10	mask	mask	PROPN
cana-5929	219	11	rcnn	rcnn	PROPN
cana-5929	219	12	:	:	PUNCT
cana-5929	219	13	a	a	DET
cana-5929	219	14	survey	survey	NOUN
cana-5929	219	15	.	.	PUNCT
cana-5929	219	16	"	"	PUNCT
cana-5929	220	1	computational	computational	ADJ
cana-5929	220	2	intelligence	intelligence	NOUN
cana-5929	220	3	in	in	ADP
cana-5929	220	4	pattern	pattern	NOUN
cana-5929	220	5	recognition	recognition	NOUN
cana-5929	220	6	:	:	PUNCT
cana-5929	220	7	proceedings	proceeding	NOUN
cana-5929	220	8	of	of	ADP
cana-5929	220	9	cipr	cipr	NOUN
cana-5929	220	10	2019	2019	NUM
cana-5929	220	11	(	(	PUNCT
cana-5929	220	12	2020	2020	NUM
cana-5929	220	13	):	):	PUNCT
cana-5929	220	14	657	657	NUM
cana-5929	220	15	-	-	SYM
cana-5929	220	16	668	668	NUM
cana-5929	220	17	.	.	PUNCT
cana-5929	221	1	[	[	X
cana-5929	221	2	10	10	NUM
cana-5929	221	3	]	]	X
cana-5929	221	4	shim	shim	NOUN
cana-5929	221	5	,	,	PUNCT
cana-5929	221	6	kyuwon	kyuwon	ADJ
cana-5929	221	7	,	,	PUNCT
cana-5929	221	8	andre	andre	PROPN
cana-5929	221	9	barczak	barczak	PROPN
cana-5929	221	10	,	,	PUNCT
cana-5929	221	11	napoleon	napoleon	PROPN
cana-5929	221	12	reyes	reyes	PROPN
cana-5929	221	13	,	,	PUNCT
cana-5929	221	14	and	and	CCONJ
cana-5929	221	15	nasim	nasim	PROPN
cana-5929	221	16	ahmed	ahmed	PROPN
cana-5929	221	17	.	.	PUNCT
cana-5929	222	1	"	"	PUNCT
cana-5929	222	2	small	small	ADJ
cana-5929	222	3	mammals	mammal	NOUN
cana-5929	222	4	and	and	CCONJ
cana-5929	222	5	bird	bird	NOUN
cana-5929	222	6	detection	detection	NOUN
cana-5929	222	7	using	use	VERB
cana-5929	222	8	iot	iot	ADJ
cana-5929	222	9	devices	device	NOUN
cana-5929	222	10	.	.	PUNCT
cana-5929	222	11	"	"	PUNCT
cana-5929	223	1	in	in	ADP
cana-5929	223	2	2021	2021	NUM
cana-5929	223	3	36th	36th	ADJ
cana-5929	223	4	international	international	ADJ
cana-5929	223	5	conference	conference	NOUN
cana-5929	223	6	on	on	ADP
cana-5929	223	7	image	image	NOUN
cana-5929	223	8	and	and	CCONJ
cana-5929	223	9	vision	vision	NOUN
cana-5929	223	10	computing	compute	VERB
cana-5929	223	11	new	new	PROPN
cana-5929	223	12	zealand	zealand	PROPN
cana-5929	223	13	(	(	PUNCT
cana-5929	223	14	ivcnz	ivcnz	PROPN
cana-5929	223	15	)	)	PUNCT
cana-5929	223	16	,	,	PUNCT
cana-5929	223	17	pp	pp	ADP
cana-5929	223	18	.	.	PUNCT
cana-5929	224	1	1	1	NUM
cana-5929	224	2	-	-	SYM
cana-5929	224	3	6	6	NUM
cana-5929	224	4	.	.	PUNCT
cana-5929	224	5	ieee	ieee	NOUN
cana-5929	224	6	,	,	PUNCT
cana-5929	224	7	2021	2021	NUM
cana-5929	224	8	.	.	PUNCT
cana-5929	225	1	[	[	X
cana-5929	225	2	11	11	NUM
cana-5929	225	3	]	]	PUNCT
cana-5929	225	4	mashuk	mashuk	NOUN
cana-5929	225	5	,	,	PUNCT
cana-5929	225	6	farhan	farhan	PROPN
cana-5929	225	7	,	,	PUNCT
cana-5929	225	8	abdus	abdus	PROPN
cana-5929	225	9	sattar	sattar	PROPN
cana-5929	225	10	,	,	PUNCT
cana-5929	225	11	and	and	CCONJ
cana-5929	225	12	nahida	nahida	PROPN
cana-5929	225	13	sultana	sultana	NOUN
cana-5929	225	14	.	.	PUNCT
cana-5929	226	1	"	"	PUNCT
cana-5929	226	2	machine	machine	NOUN
cana-5929	226	3	learning	learn	VERB
cana-5929	226	4	approach	approach	NOUN
cana-5929	226	5	for	for	ADP
cana-5929	226	6	bird	bird	NOUN
cana-5929	226	7	detection	detection	NOUN
cana-5929	226	8	.	.	PUNCT
cana-5929	226	9	"	"	PUNCT
cana-5929	227	1	in	in	ADP
cana-5929	227	2	2021	2021	NUM
cana-5929	227	3	third	third	ADJ
cana-5929	227	4	international	international	ADJ
cana-5929	227	5	conference	conference	NOUN
cana-5929	227	6	on	on	ADP
cana-5929	227	7	intelligent	intelligent	ADJ
cana-5929	227	8	communication	communication	NOUN
cana-5929	227	9	technologies	technology	NOUN
cana-5929	227	10	and	and	CCONJ
cana-5929	227	11	virtual	virtual	ADJ
cana-5929	227	12	mobile	mobile	ADJ
cana-5929	227	13	networks	network	NOUN
cana-5929	227	14	(	(	PUNCT
cana-5929	227	15	icicv	icicv	PROPN
cana-5929	227	16	)	)	PUNCT
cana-5929	227	17	,	,	PUNCT
cana-5929	227	18	pp	pp	PROPN
cana-5929	227	19	.	.	PUNCT
cana-5929	227	20	818	818	NUM
cana-5929	227	21	-	-	SYM
cana-5929	227	22	822	822	NUM
cana-5929	227	23	.	.	PUNCT
cana-5929	227	24	ieee	ieee	NOUN
cana-5929	227	25	,	,	PUNCT
cana-5929	227	26	2021	2021	NUM
cana-5929	227	27	.	.	PUNCT
cana-5929	228	1	[	[	X
cana-5929	228	2	12	12	NUM
cana-5929	228	3	]	]	X
cana-5929	228	4	jiang	jiang	PROPN
cana-5929	228	5	,	,	PUNCT
cana-5929	228	6	tingyao	tingyao	NOUN
cana-5929	228	7	,	,	PUNCT
cana-5929	228	8	jian	jian	PROPN
cana-5929	228	9	zhao	zhao	PROPN
cana-5929	228	10	,	,	PUNCT
cana-5929	228	11	and	and	CCONJ
cana-5929	228	12	min	min	PROPN
cana-5929	228	13	wang	wang	PROPN
cana-5929	228	14	.	.	PUNCT
cana-5929	229	1	"	"	PUNCT
cana-5929	229	2	bird	bird	NOUN
cana-5929	229	3	detection	detection	NOUN
cana-5929	229	4	on	on	ADP
cana-5929	229	5	power	power	NOUN
cana-5929	229	6	transmission	transmission	NOUN
cana-5929	229	7	lines	line	NOUN
cana-5929	229	8	based	base	VERB
cana-5929	229	9	on	on	ADP
cana-5929	229	10	improved	improved	ADJ
cana-5929	229	11	yolov7	yolov7	NOUN
cana-5929	229	12	.	.	PUNCT
cana-5929	229	13	"	"	PUNCT
cana-5929	229	14	applied	apply	VERB
cana-5929	229	15	sciences	science	NOUN
cana-5929	229	16	13	13	NUM
cana-5929	229	17	,	,	PUNCT
cana-5929	229	18	no	no	INTJ
cana-5929	229	19	.	.	NOUN
cana-5929	229	20	21	21	NUM
cana-5929	229	21	(	(	PUNCT
cana-5929	229	22	2023	2023	NUM
cana-5929	229	23	):	):	PUNCT
cana-5929	229	24	11940	11940	NUM
cana-5929	229	25	.	.	PUNCT
cana-5929	230	1	[	[	X
cana-5929	230	2	13	13	NUM
cana-5929	230	3	]	]	PUNCT
cana-5929	230	4	alsaadi	alsaadi	NOUN
cana-5929	230	5	,	,	PUNCT
cana-5929	230	6	elham	elham	PROPN
cana-5929	230	7	mohammed	mohammed	PROPN
cana-5929	230	8	thabit	thabit	PROPN
cana-5929	230	9	a.	a.	PROPN
cana-5929	230	10	,	,	PUNCT
cana-5929	230	11	and	and	CCONJ
cana-5929	230	12	asia	asia	PROPN
cana-5929	230	13	mahdi	mahdi	PROPN
cana-5929	230	14	naser	naser	PROPN
cana-5929	230	15	alzubaidi	alzubaidi	PROPN
cana-5929	230	16	.	.	PUNCT
cana-5929	231	1	"	"	PUNCT
cana-5929	231	2	automated	automate	VERB
cana-5929	231	3	bird	bird	NOUN
cana-5929	231	4	detection	detection	NOUN
cana-5929	231	5	using	use	VERB
cana-5929	231	6	ssd	ssd	NOUN
cana-5929	231	7	-	-	PUNCT
cana-5929	231	8	mobile	mobile	ADJ
cana-5929	231	9	net	net	NOUN
cana-5929	231	10	in	in	ADP
cana-5929	231	11	images	image	NOUN
cana-5929	231	12	.	.	PUNCT
cana-5929	231	13	"	"	PUNCT
cana-5929	232	1	in	in	ADP
cana-5929	232	2	aip	aip	PROPN
cana-5929	232	3	conference	conference	NOUN
cana-5929	232	4	proceedings	proceeding	NOUN
cana-5929	232	5	,	,	PUNCT
cana-5929	232	6	vol	vol	NOUN
cana-5929	232	7	.	.	PROPN
cana-5929	232	8	3097	3097	NUM
cana-5929	232	9	,	,	PUNCT
cana-5929	232	10	no	no	INTJ
cana-5929	232	11	.	.	NOUN
cana-5929	232	12	1	1	X
cana-5929	232	13	.	.	X
cana-5929	232	14	aip	aip	PROPN
cana-5929	232	15	publishing	publishing	PROPN
cana-5929	232	16	,	,	PUNCT
cana-5929	232	17	2024	2024	NUM
cana-5929	232	18	.	.	PUNCT
cana-5929	233	1	[	[	X
cana-5929	233	2	14	14	NUM
cana-5929	233	3	]	]	SYM
cana-5929	233	4	fu	fu	PROPN
cana-5929	233	5	,	,	PUNCT
cana-5929	233	6	yingan	yingan	PROPN
cana-5929	233	7	,	,	PUNCT
cana-5929	233	8	and	and	CCONJ
cana-5929	233	9	yong	yong	PROPN
cana-5929	233	10	zhang	zhang	PROPN
cana-5929	233	11	.	.	PUNCT
cana-5929	234	1	"	"	PUNCT
cana-5929	234	2	lightweight	lightweight	ADJ
cana-5929	234	3	rice	rice	NOUN
cana-5929	234	4	leaf	leaf	NOUN
cana-5929	234	5	disease	disease	NOUN
cana-5929	234	6	detection	detection	NOUN
cana-5929	234	7	method	method	NOUN
cana-5929	234	8	based	base	VERB
cana-5929	234	9	on	on	ADP
cana-5929	234	10	improved	improved	ADJ
cana-5929	234	11	yolov8	yolov8	NOUN
cana-5929	234	12	.	.	PUNCT
cana-5929	234	13	"	"	PUNCT
cana-5929	235	1	engineering	engineering	NOUN
cana-5929	235	2	letters	letter	NOUN
cana-5929	235	3	33	33	NUM
cana-5929	235	4	,	,	PUNCT
cana-5929	235	5	no	no	INTJ
cana-5929	235	6	.	.	NOUN
cana-5929	235	7	2	2	NUM
cana-5929	235	8	(	(	PUNCT
cana-5929	235	9	2025	2025	NUM
cana-5929	235	10	)	)	PUNCT
cana-5929	235	11	.	.	PUNCT
cana-5929	236	1	[	[	X
cana-5929	236	2	15	15	NUM
cana-5929	236	3	]	]	X
cana-5929	236	4	suthaharan	suthaharan	VERB
cana-5929	236	5	,	,	PUNCT
cana-5929	236	6	shan	shan	ADJ
cana-5929	236	7	.	.	PUNCT
cana-5929	237	1	"	"	PUNCT
cana-5929	237	2	a	a	DET
cana-5929	237	3	frequency	frequency	NOUN
cana-5929	237	4	-	-	PUNCT
cana-5929	237	5	driven	drive	VERB
cana-5929	237	6	deep	deep	ADJ
cana-5929	237	7	learning	learning	NOUN
cana-5929	237	8	technique	technique	NOUN
cana-5929	237	9	for	for	ADP
cana-5929	237	10	bird	bird	NOUN
cana-5929	237	11	segmentation	segmentation	NOUN
cana-5929	237	12	and	and	CCONJ
cana-5929	237	13	detection	detection	NOUN
cana-5929	237	14	from	from	ADP
cana-5929	237	15	rgb	rgb	PROPN
cana-5929	237	16	video	video	NOUN
cana-5929	237	17	.	.	PUNCT
cana-5929	237	18	"	"	PUNCT
cana-5929	238	1	in	in	ADP
cana-5929	238	2	applications	application	NOUN
cana-5929	238	3	of	of	ADP
cana-5929	238	4	machine	machine	NOUN
cana-5929	238	5	learning	learn	VERB
cana-5929	238	6	2023	2023	NUM
cana-5929	238	7	,	,	PUNCT
cana-5929	238	8	vol	vol	NOUN
cana-5929	238	9	.	.	PROPN
cana-5929	238	10	12675	12675	NUM
cana-5929	238	11	,	,	PUNCT
cana-5929	238	12	pp	pp	ADJ
cana-5929	238	13	.	.	PUNCT
cana-5929	239	1	287	287	NUM
cana-5929	239	2	-	-	SYM
cana-5929	239	3	292	292	NUM
cana-5929	239	4	.	.	PUNCT
cana-5929	240	1	spie	spie	NOUN
cana-5929	240	2	,	,	PUNCT
cana-5929	240	3	2023	2023	NUM
cana-5929	240	4	.	.	PUNCT
cana-5929	241	1	[	[	X
cana-5929	241	2	16	16	NUM
cana-5929	241	3	]	]	X
cana-5929	241	4	chen	chen	PROPN
cana-5929	241	5	,	,	PUNCT
cana-5929	241	6	xi	xi	PROPN
cana-5929	241	7	,	,	PUNCT
cana-5929	241	8	and	and	CCONJ
cana-5929	241	9	zhenyu	zhenyu	PROPN
cana-5929	241	10	zhang	zhang	PROPN
cana-5929	241	11	.	.	PUNCT
cana-5929	242	1	"	"	PUNCT
cana-5929	242	2	optimization	optimization	NOUN
cana-5929	242	3	research	research	NOUN
cana-5929	242	4	of	of	ADP
cana-5929	242	5	bird	bird	NOUN
cana-5929	242	6	detection	detection	NOUN
cana-5929	242	7	algorithm	algorithm	NOUN
cana-5929	242	8	based	base	VERB
cana-5929	242	9	on	on	ADP
cana-5929	242	10	yolo	yolo	NOUN
cana-5929	242	11	in	in	ADP
cana-5929	242	12	deep	deep	ADJ
cana-5929	242	13	learning	learning	NOUN
cana-5929	242	14	environment	environment	NOUN
cana-5929	242	15	.	.	PUNCT
cana-5929	242	16	"	"	PUNCT
cana-5929	243	1	international	international	ADJ
cana-5929	243	2	journal	journal	NOUN
cana-5929	243	3	of	of	ADP
cana-5929	243	4	image	image	NOUN
cana-5929	243	5	and	and	CCONJ
cana-5929	243	6	graphics	graphic	NOUN
cana-5929	243	7	(	(	PUNCT
cana-5929	243	8	2024	2024	NUM
cana-5929	243	9	):	):	PUNCT
cana-5929	243	10	2550059	2550059	NUM
cana-5929	243	11	.	.	PUNCT
cana-5929	244	1	[	[	X
cana-5929	244	2	17	17	NUM
cana-5929	244	3	]	]	SYM
cana-5929	244	4	shanliang	shanliang	PROPN
cana-5929	244	5	,	,	PUNCT
cana-5929	244	6	liu	liu	PROPN
cana-5929	244	7	,	,	PUNCT
cana-5929	244	8	li	li	PROPN
cana-5929	244	9	yunlong	yunlong	PROPN
cana-5929	244	10	,	,	PUNCT
cana-5929	244	11	qu	qu	PROPN
cana-5929	244	12	jingyi	jingyi	PROPN
cana-5929	244	13	,	,	PUNCT
cana-5929	244	14	and	and	CCONJ
cana-5929	244	15	wu	wu	PROPN
cana-5929	244	16	renbiao	renbiao	NOUN
cana-5929	244	17	.	.	PUNCT
cana-5929	245	1	"	"	PUNCT
cana-5929	245	2	airport	airport	PROPN
cana-5929	245	3	uav	uav	PROPN
cana-5929	245	4	and	and	CCONJ
cana-5929	245	5	birds	bird	NOUN
cana-5929	245	6	detection	detection	NOUN
cana-5929	245	7	based	base	VERB
cana-5929	245	8	on	on	ADP
cana-5929	245	9	deformable	deformable	ADJ
cana-5929	245	10	detr	detr	NOUN
cana-5929	245	11	.	.	PUNCT
cana-5929	245	12	"	"	PUNCT
cana-5929	245	13	in	in	ADP
cana-5929	245	14	journal	journal	PROPN
cana-5929	245	15	of	of	ADP
cana-5929	245	16	physics	physics	PROPN
cana-5929	245	17	:	:	PUNCT
cana-5929	245	18	conference	conference	NOUN
cana-5929	245	19	series	series	NOUN
cana-5929	245	20	,	,	PUNCT
cana-5929	245	21	vol	vol	NOUN
cana-5929	245	22	.	.	PROPN
cana-5929	245	23	2253	2253	NUM
cana-5929	245	24	,	,	PUNCT
cana-5929	245	25	no	no	INTJ
cana-5929	245	26	.	.	NOUN
cana-5929	245	27	1	1	NUM
cana-5929	245	28	,	,	PUNCT
cana-5929	245	29	p.	p.	NOUN
cana-5929	245	30	012024	012024	NUM
cana-5929	245	31	.	.	PUNCT
cana-5929	246	1	iop	iop	PROPN
cana-5929	246	2	publishing	publishing	NOUN
cana-5929	246	3	,	,	PUNCT
cana-5929	246	4	2022	2022	NUM
cana-5929	246	5	.	.	PUNCT
cana-5929	247	1	[	[	X
cana-5929	247	2	18	18	NUM
cana-5929	247	3	]	]	X
cana-5929	247	4	azeem	azeem	PROPN
cana-5929	247	5	,	,	PUNCT
cana-5929	247	6	shahan	shahan	PROPN
cana-5929	247	7	,	,	PUNCT
cana-5929	247	8	and	and	CCONJ
cana-5929	247	9	kyoung	kyoung	PROPN
cana-5929	247	10	-	-	PUNCT
cana-5929	247	11	jin	jin	NOUN
cana-5929	247	12	yoon	yoon	PROPN
cana-5929	247	13	.	.	PUNCT
cana-5929	248	1	"	"	PUNCT
cana-5929	248	2	diagnostic	diagnostic	ADJ
cana-5929	248	3	assays	assay	NOUN
cana-5929	248	4	for	for	ADP
cana-5929	248	5	avian	avian	ADJ
cana-5929	248	6	influenza	influenza	NOUN
cana-5929	248	7	virus	virus	NOUN
cana-5929	248	8	surveillance	surveillance	NOUN
cana-5929	248	9	and	and	CCONJ
cana-5929	248	10	monitoring	monitoring	NOUN
cana-5929	248	11	in	in	ADP
cana-5929	248	12	poultry	poultry	NOUN
cana-5929	248	13	.	.	PUNCT
cana-5929	248	14	"	"	PUNCT
cana-5929	249	1	viruses	virus	NOUN
cana-5929	249	2	17	17	NUM
cana-5929	249	3	,	,	PUNCT
cana-5929	249	4	no	no	INTJ
cana-5929	249	5	.	.	NOUN
cana-5929	249	6	2	2	NUM
cana-5929	249	7	(	(	PUNCT
cana-5929	249	8	2025	2025	NUM
cana-5929	249	9	):	):	PUNCT
cana-5929	249	10	228	228	NUM
cana-5929	249	11	.	.	PUNCT
cana-5929	250	1	[	[	X
cana-5929	250	2	19	19	NUM
cana-5929	250	3	]	]	X
cana-5929	250	4	mehta	mehta	PROPN
cana-5929	250	5	,	,	PUNCT
cana-5929	250	6	varun	varun	PROPN
cana-5929	250	7	,	,	PUNCT
cana-5929	250	8	fardad	fardad	NOUN
cana-5929	250	9	dadboud	dadboud	PROPN
cana-5929	250	10	,	,	PUNCT
cana-5929	250	11	miodrag	miodrag	NOUN
cana-5929	250	12	bolic	bolic	NOUN
cana-5929	250	13	,	,	PUNCT
cana-5929	250	14	and	and	CCONJ
cana-5929	250	15	iraj	iraj	PROPN
cana-5929	250	16	mantegh	mantegh	VERB
cana-5929	250	17	.	.	PUNCT
cana-5929	251	1	"	"	PUNCT
cana-5929	251	2	a	a	DET
cana-5929	251	3	deep	deep	ADJ
cana-5929	251	4	learning	learning	NOUN
cana-5929	251	5	approach	approach	NOUN
cana-5929	251	6	for	for	ADP
cana-5929	251	7	drone	drone	NOUN
cana-5929	251	8	detection	detection	NOUN
cana-5929	251	9	and	and	CCONJ
cana-5929	251	10	classification	classification	NOUN
cana-5929	251	11	using	use	VERB
cana-5929	251	12	radar	radar	NOUN
cana-5929	251	13	and	and	CCONJ
cana-5929	251	14	camera	camera	NOUN
cana-5929	251	15	sensor	sensor	NOUN
cana-5929	251	16	fusion	fusion	NOUN
cana-5929	251	17	.	.	PUNCT
cana-5929	251	18	"	"	PUNCT
cana-5929	252	1	in	in	ADP
cana-5929	252	2	2023	2023	NUM
cana-5929	252	3	ieee	ieee	NOUN
cana-5929	252	4	sensors	sensor	NOUN
cana-5929	252	5	applications	application	NOUN
cana-5929	252	6	symposium	symposium	NOUN
cana-5929	252	7	(	(	PUNCT
cana-5929	252	8	sas	sas	PROPN
cana-5929	252	9	)	)	PUNCT
cana-5929	252	10	,	,	PUNCT
cana-5929	252	11	pp	pp	PROPN
cana-5929	252	12	.	.	PUNCT
cana-5929	252	13	01	01	NUM
cana-5929	252	14	-	-	SYM
cana-5929	252	15	06	06	NUM
cana-5929	252	16	.	.	PUNCT
cana-5929	252	17	ieee	ieee	NOUN
cana-5929	252	18	,	,	PUNCT
cana-5929	252	19	2023	2023	NUM
cana-5929	252	20	.	.	PUNCT
cana-5929	253	1	communications	communication	NOUN
cana-5929	253	2	on	on	ADP
cana-5929	253	3	applied	apply	VERB
cana-5929	253	4	nonlinear	nonlinear	ADJ
cana-5929	253	5	analysis	analysis	NOUN
cana-5929	253	6	issn	issn	NOUN
cana-5929	253	7	:	:	PUNCT
cana-5929	253	8	1074	1074	NUM
cana-5929	253	9	-	-	PUNCT
cana-5929	253	10	133x	133x	NUM
cana-5929	253	11	vol	vol	VERB
cana-5929	253	12	32	32	NUM
cana-5929	253	13	no	no	NOUN
cana-5929	253	14	.	.	PUNCT
cana-5929	254	1	10s	10	NOUN
cana-5929	254	2	(	(	PUNCT
cana-5929	254	3	2025	2025	NUM
cana-5929	254	4	)	)	PUNCT
cana-5929	254	5	3102	3102	NUM
cana-5929	254	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5929	255	1	[	[	X
cana-5929	255	2	20	20	NUM
cana-5929	255	3	]	]	SYM
cana-5929	255	4	rosero	rosero	NUM
cana-5929	255	5	-	-	PUNCT
cana-5929	255	6	montalvo	montalvo	NOUN
cana-5929	255	7	,	,	PUNCT
cana-5929	255	8	paul	paul	PROPN
cana-5929	255	9	d.	d.	PROPN
cana-5929	255	10	,	,	PUNCT
cana-5929	255	11	pınar	pınar	VERB
cana-5929	255	12	tözün	tözün	ADV
cana-5929	255	13	,	,	PUNCT
cana-5929	255	14	and	and	CCONJ
cana-5929	255	15	wilmar	wilmar	PROPN
cana-5929	255	16	hernandez	hernandez	PROPN
cana-5929	255	17	.	.	PUNCT
cana-5929	256	1	"	"	PUNCT
cana-5929	256	2	optimized	optimize	VERB
cana-5929	256	3	cnn	cnn	PROPN
cana-5929	256	4	architectures	architecture	NOUN
cana-5929	256	5	benchmarking	benchmarke	VERB
cana-5929	256	6	in	in	ADP
cana-5929	256	7	hardware	hardware	NOUN
cana-5929	256	8	-	-	PUNCT
cana-5929	256	9	constrained	constrain	VERB
cana-5929	256	10	edge	edge	NOUN
cana-5929	256	11	devices	device	NOUN
cana-5929	256	12	in	in	ADP
cana-5929	256	13	iot	iot	ADJ
cana-5929	256	14	environments	environment	NOUN
cana-5929	256	15	.	.	PUNCT
cana-5929	256	16	"	"	PUNCT
cana-5929	257	1	ieee	ieee	NOUN
cana-5929	257	2	internet	internet	NOUN
cana-5929	257	3	of	of	ADP
cana-5929	257	4	things	thing	NOUN
cana-5929	257	5	journal	journal	NOUN
cana-5929	257	6	(	(	PUNCT
cana-5929	257	7	2024	2024	NUM
cana-5929	257	8	)	)	PUNCT
cana-5929	257	9	.	.	PUNCT
cana-5929	258	1	[	[	X
cana-5929	258	2	21	21	NUM
cana-5929	258	3	]	]	X
cana-5929	258	4	bastidas	bastidas	PROPN
cana-5929	258	5	-	-	PUNCT
cana-5929	258	6	rodriguez	rodriguez	NOUN
cana-5929	258	7	,	,	PUNCT
cana-5929	258	8	maria	maria	PROPN
cana-5929	258	9	ximena	ximena	PROPN
cana-5929	258	10	,	,	PUNCT
cana-5929	258	11	ana	ana	PROPN
cana-5929	258	12	melisa	melisa	PROPN
cana-5929	258	13	fernandes	fernandes	PROPN
cana-5929	258	14	,	,	PUNCT
cana-5929	258	15	maría	maría	PROPN
cana-5929	258	16	josé	josé	PROPN
cana-5929	258	17	espejo	espejo	PROPN
cana-5929	258	18	uribe	uribe	PROPN
cana-5929	258	19	,	,	PUNCT
cana-5929	258	20	diana	diana	PROPN
cana-5929	258	21	abaunza	abaunza	PROPN
cana-5929	258	22	,	,	PUNCT
cana-5929	258	23	juan	juan	PROPN
cana-5929	258	24	sebastián	sebastián	PROPN
cana-5929	258	25	roncancio	roncancio	PROPN
cana-5929	258	26	,	,	PUNCT
cana-5929	258	27	eduardo	eduardo	PROPN
cana-5929	258	28	aquiles	aquiles	PROPN
cana-5929	258	29	gutierrez	gutierrez	PROPN
cana-5929	258	30	zamora	zamora	PROPN
cana-5929	258	31	,	,	PUNCT
cana-5929	258	32	cristian	cristian	ADJ
cana-5929	258	33	flórez	flórez	NOUN
cana-5929	258	34	pai	pai	PROPN
cana-5929	258	35	et	et	NOUN
cana-5929	258	36	al	al	PROPN
cana-5929	258	37	.	.	PUNCT
cana-5929	259	1	"	"	PUNCT
cana-5929	259	2	estimating	estimate	VERB
cana-5929	259	3	wingbeat	wingbeat	NOUN
cana-5929	259	4	frequency	frequency	NOUN
cana-5929	259	5	of	of	ADP
cana-5929	259	6	hummingbirds	hummingbird	NOUN
cana-5929	259	7	using	use	VERB
cana-5929	259	8	a	a	DET
cana-5929	259	9	no	no	DET
cana-5929	259	10	-	-	PUNCT
cana-5929	259	11	labeling	labeling	ADJ
cana-5929	259	12	learning	learn	VERB
cana-5929	259	13	computer	computer	NOUN
cana-5929	259	14	vision	vision	NOUN
cana-5929	259	15	approach	approach	NOUN
cana-5929	259	16	.	.	PUNCT
cana-5929	259	17	"	"	PUNCT
cana-5929	259	18	integrative	integrative	ADJ
cana-5929	259	19	and	and	CCONJ
cana-5929	259	20	comparative	comparative	ADJ
cana-5929	259	21	biology	biology	NOUN
cana-5929	259	22	(	(	PUNCT
cana-5929	259	23	2025	2025	NUM
cana-5929	259	24	):	):	PUNCT
cana-5929	259	25	icaf001	icaf001	PROPN
cana-5929	259	26	.	.	PUNCT
cana-5929	260	1	[	[	X
cana-5929	260	2	22	22	NUM
cana-5929	260	3	]	]	PUNCT
cana-5929	260	4	sitepu	sitepu	NOUN
cana-5929	260	5	,	,	PUNCT
cana-5929	260	6	ade	ade	PROPN
cana-5929	260	7	clinton	clinton	PROPN
cana-5929	260	8	,	,	PUNCT
cana-5929	260	9	chuan	chuan	PROPN
cana-5929	260	10	-	-	PUNCT
cana-5929	260	11	ming	ming	PROPN
cana-5929	260	12	liu	liu	PROPN
cana-5929	260	13	,	,	PUNCT
cana-5929	260	14	mula	mula	PROPN
cana-5929	260	15	sigiro	sigiro	PROPN
cana-5929	260	16	,	,	PUNCT
cana-5929	260	17	joel	joel	PROPN
cana-5929	260	18	panjaitan	panjaitan	PROPN
cana-5929	260	19	,	,	PUNCT
cana-5929	260	20	and	and	CCONJ
cana-5929	260	21	venkatesh	venkatesh	PROPN
cana-5929	260	22	copa	copa	PROPN
cana-5929	260	23	.	.	PUNCT
cana-5929	261	1	"	"	PUNCT
cana-5929	261	2	a	a	DET
cana-5929	261	3	convolutional	convolutional	ADJ
cana-5929	261	4	neural	neural	ADJ
cana-5929	261	5	network	network	NOUN
cana-5929	261	6	bird	bird	NOUN
cana-5929	261	7	's	's	PART
cana-5929	261	8	classification	classification	NOUN
cana-5929	261	9	using	use	VERB
cana-5929	261	10	north	north	ADJ
cana-5929	261	11	american	american	ADJ
cana-5929	261	12	bird	bird	NOUN
cana-5929	261	13	images	image	NOUN
cana-5929	261	14	.	.	PUNCT
cana-5929	261	15	"	"	PUNCT
cana-5929	262	1	international	international	ADJ
cana-5929	262	2	journal	journal	NOUN
cana-5929	262	3	of	of	ADP
cana-5929	262	4	health	health	PROPN
cana-5929	262	5	sciences	science	NOUN
cana-5929	262	6	6	6	NUM
cana-5929	262	7	,	,	PUNCT
cana-5929	262	8	no	no	INTJ
cana-5929	262	9	.	.	PUNCT
cana-5929	263	1	s2	s2	PROPN
cana-5929	263	2	(	(	PUNCT
cana-5929	263	3	2022	2022	NUM
cana-5929	263	4	):	):	PUNCT
cana-5929	263	5	15067	15067	NUM
cana-5929	263	6	-	-	SYM
cana-5929	263	7	15080	15080	NUM
cana-5929	263	8	.	.	PUNCT
cana-5929	264	1	[	[	X
cana-5929	264	2	23	23	NUM
cana-5929	264	3	]	]	X
cana-5929	264	4	shen	shen	PROPN
cana-5929	264	5	,	,	PUNCT
cana-5929	264	6	zhiqiang	zhiqiang	PROPN
cana-5929	264	7	,	,	PUNCT
cana-5929	264	8	zhuang	zhuang	PROPN
cana-5929	264	9	liu	liu	PROPN
cana-5929	264	10	,	,	PUNCT
cana-5929	264	11	jianguo	jianguo	PROPN
cana-5929	264	12	li	li	PROPN
cana-5929	264	13	,	,	PUNCT
cana-5929	264	14	yu	yu	PROPN
cana-5929	264	15	-	-	PUNCT
cana-5929	264	16	gang	gang	PROPN
cana-5929	264	17	jiang	jiang	PROPN
cana-5929	264	18	,	,	PUNCT
cana-5929	264	19	yurong	yurong	PROPN
cana-5929	264	20	chen	chen	PROPN
cana-5929	264	21	,	,	PUNCT
cana-5929	264	22	and	and	CCONJ
cana-5929	264	23	xiangyang	xiangyang	PROPN
cana-5929	264	24	xue	xue	PROPN
cana-5929	264	25	.	.	PUNCT
cana-5929	265	1	"	"	PUNCT
cana-5929	265	2	object	object	VERB
cana-5929	265	3	detection	detection	NOUN
cana-5929	265	4	from	from	ADP
cana-5929	265	5	scratch	scratch	NOUN
cana-5929	265	6	with	with	ADP
cana-5929	265	7	deep	deep	ADJ
cana-5929	265	8	supervision	supervision	NOUN
cana-5929	265	9	.	.	PUNCT
cana-5929	265	10	"	"	PUNCT
cana-5929	266	1	ieee	ieee	NOUN
cana-5929	266	2	transactions	transaction	NOUN
cana-5929	266	3	on	on	ADP
cana-5929	266	4	pattern	pattern	NOUN
cana-5929	266	5	analysis	analysis	NOUN
cana-5929	266	6	and	and	CCONJ
cana-5929	266	7	machine	machine	NOUN
cana-5929	266	8	intelligence	intelligence	NOUN
cana-5929	266	9	42	42	NUM
cana-5929	266	10	,	,	PUNCT
cana-5929	266	11	no	no	INTJ
cana-5929	266	12	.	.	NOUN
cana-5929	266	13	2	2	NUM
cana-5929	266	14	(	(	PUNCT
cana-5929	266	15	2019	2019	NUM
cana-5929	266	16	):	):	PUNCT
cana-5929	266	17	398	398	NUM
cana-5929	266	18	-	-	SYM
cana-5929	266	19	412	412	NUM
cana-5929	266	20	.	.	PUNCT
cana-5929	267	1	[	[	X
cana-5929	267	2	24	24	NUM
cana-5929	267	3	]	]	SYM
cana-5929	267	4	asna	asna	NOUN
cana-5929	267	5	,	,	PUNCT
cana-5929	267	6	sumaya	sumaya	PROPN
cana-5929	267	7	islam	islam	PROPN
cana-5929	267	8	,	,	PUNCT
cana-5929	267	9	md	md	PROPN
cana-5929	267	10	rakib	rakib	NOUN
cana-5929	267	11	,	,	PUNCT
cana-5929	267	12	and	and	CCONJ
cana-5929	267	13	abdus	abdus	PROPN
cana-5929	267	14	sattar	sattar	PROPN
cana-5929	267	15	.	.	PUNCT
cana-5929	268	1	"	"	PUNCT
cana-5929	268	2	image	image	NOUN
cana-5929	268	3	based	base	VERB
cana-5929	268	4	bangladeshi	bangladeshi	PROPN
cana-5929	268	5	bird	bird	NOUN
cana-5929	268	6	detection	detection	NOUN
cana-5929	268	7	and	and	CCONJ
cana-5929	268	8	classification	classification	NOUN
cana-5929	268	9	through	through	ADP
cana-5929	268	10	deep	deep	ADJ
cana-5929	268	11	learning	learning	NOUN
cana-5929	268	12	.	.	PUNCT
cana-5929	268	13	"	"	PUNCT
cana-5929	269	1	in	in	ADP
cana-5929	269	2	2024	2024	NUM
cana-5929	269	3	15th	15th	ADJ
cana-5929	269	4	international	international	ADJ
cana-5929	269	5	conference	conference	NOUN
cana-5929	269	6	on	on	ADP
cana-5929	269	7	computing	compute	VERB
cana-5929	269	8	communication	communication	NOUN
cana-5929	269	9	and	and	CCONJ
cana-5929	269	10	networking	networking	NOUN
cana-5929	269	11	technologies	technology	NOUN
cana-5929	269	12	(	(	PUNCT
cana-5929	269	13	icccnt	icccnt	ADJ
cana-5929	269	14	)	)	PUNCT
cana-5929	269	15	,	,	PUNCT
cana-5929	269	16	pp	pp	PROPN
cana-5929	269	17	.	.	PUNCT
cana-5929	270	1	1	1	NUM
cana-5929	270	2	-	-	SYM
cana-5929	270	3	7	7	NUM
cana-5929	270	4	.	.	PUNCT
cana-5929	270	5	ieee	ieee	NOUN
cana-5929	270	6	,	,	PUNCT
cana-5929	270	7	2024	2024	NUM
cana-5929	270	8	.	.	PUNCT