id	sid	tid	token	lemma	pos
cana-661	1	1	communications	communication	NOUN
cana-661	1	2	on	on	ADP
cana-661	1	3	applied	apply	VERB
cana-661	1	4	nonlinear	nonlinear	ADJ
cana-661	1	5	analysis	analysis	NOUN
cana-661	1	6	issn	issn	NOUN
cana-661	1	7	:	:	PUNCT
cana-661	1	8	1074	1074	NUM
cana-661	1	9	-	-	PUNCT
cana-661	1	10	133x	133x	NUM
cana-661	1	11	vol	vol	NOUN
cana-661	1	12	31	31	NUM
cana-661	1	13	no	no	NOUN
cana-661	1	14	.	.	PUNCT
cana-661	2	1	2s	2s	NUM
cana-661	2	2	(	(	PUNCT
cana-661	2	3	2024	2024	NUM
cana-661	2	4	)	)	PUNCT
cana-661	2	5	470	470	NUM
cana-661	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	2	7	mathematical	mathematical	ADJ
cana-661	2	8	formulation	formulation	NOUN
cana-661	2	9	of	of	ADP
cana-661	2	10	deep	deep	ADJ
cana-661	2	11	learning	learning	NOUN
cana-661	2	12	model	model	NOUN
cana-661	2	13	for	for	ADP
cana-661	2	14	poultry	poultry	NOUN
cana-661	2	15	disease	disease	NOUN
cana-661	2	16	classification	classification	NOUN
cana-661	2	17	using	use	VERB
cana-661	2	18	efficientnetb3	efficientnetb3	PROPN
cana-661	2	19	cnn	cnn	PROPN
cana-661	2	20	model	model	PROPN
cana-661	2	21	ajay	ajay	PROPN
cana-661	2	22	g.	g.	PROPN
cana-661	2	23	barsagade	barsagade	PROPN
cana-661	3	1	[	[	X
cana-661	3	2	1	1	NUM
cana-661	3	3	]	]	PUNCT
cana-661	3	4	,	,	PUNCT
cana-661	3	5	*	*	PROPN
cana-661	3	6	,	,	PUNCT
cana-661	3	7	deepika	deepika	PROPN
cana-661	3	8	ajalkar	ajalkar	PROPN
cana-661	4	1	[	[	X
cana-661	4	2	2	2	NUM
cana-661	4	3	]	]	PUNCT
cana-661	4	4	,	,	PUNCT
cana-661	4	5	aniruddha	aniruddha	PROPN
cana-661	4	6	s.	s.	PROPN
cana-661	4	7	rumale	rumale	PROPN
cana-661	4	8	[	[	X
cana-661	4	9	3	3	NUM
cana-661	4	10	]	]	SYM
cana-661	4	11	1scholar	1scholar	NUM
cana-661	4	12	of	of	ADP
cana-661	4	13	phd	phd	NOUN
cana-661	4	14	,	,	PUNCT
cana-661	4	15	computer	computer	NOUN
cana-661	4	16	science	science	NOUN
cana-661	4	17	&	&	CCONJ
cana-661	4	18	engineering	engineering	PROPN
cana-661	4	19	,	,	PUNCT
cana-661	4	20	g.h	g.h	PROPN
cana-661	4	21	.	.	PROPN
cana-661	4	22	raisoni	raisoni	PROPN
cana-661	4	23	university	university	PROPN
cana-661	4	24	,	,	PUNCT
cana-661	4	25	amravati	amravati	PROPN
cana-661	4	26	2hod	2hod	PROPN
cana-661	4	27	,	,	PUNCT
cana-661	4	28	cse	cse	PROPN
cana-661	4	29	(	(	PUNCT
cana-661	4	30	cyber	cyber	NOUN
cana-661	4	31	security	security	PROPN
cana-661	4	32	&	&	CCONJ
cana-661	4	33	data	data	PROPN
cana-661	4	34	science	science	PROPN
cana-661	4	35	department	department	PROPN
cana-661	4	36	)	)	PUNCT
cana-661	4	37	,	,	PUNCT
cana-661	4	38	ghrcem	ghrcem	ADJ
cana-661	4	39	,	,	PUNCT
cana-661	4	40	pune	pune	NOUN
cana-661	4	41	associated	associate	VERB
cana-661	4	42	with	with	ADP
cana-661	4	43	raisoni	raisoni	PROPN
cana-661	4	44	university	university	PROPN
cana-661	4	45	,	,	PUNCT
cana-661	4	46	amravati	amravati	PROPN
cana-661	4	47	,	,	PUNCT
cana-661	4	48	india	india	PROPN
cana-661	4	49	3professor	3professor	NUM
cana-661	4	50	,	,	PUNCT
cana-661	4	51	information	information	NOUN
cana-661	4	52	technology	technology	NOUN
cana-661	4	53	,	,	PUNCT
cana-661	4	54	sandip	sandip	PROPN
cana-661	4	55	foundation	foundation	PROPN
cana-661	4	56	’s	’s	PART
cana-661	4	57	,	,	PUNCT
cana-661	4	58	sandip	sandip	PROPN
cana-661	4	59	institute	institute	PROPN
cana-661	4	60	of	of	ADP
cana-661	4	61	technology	technology	PROPN
cana-661	4	62	and	and	CCONJ
cana-661	4	63	research	research	NOUN
cana-661	4	64	centre	centre	NOUN
cana-661	4	65	,	,	PUNCT
cana-661	4	66	nashik	nashik	PROPN
cana-661	4	67	,	,	PUNCT
cana-661	4	68	india	india	PROPN
cana-661	4	69	1	1	NUM
cana-661	4	70	ajaybarsagade32@gmail.com	ajaybarsagade32@gmail.com	PROPN
cana-661	4	71	,	,	PUNCT
cana-661	4	72	2	2	NUM
cana-661	4	73	deepika.ajalkar@raisoni.net	deepika.ajalkar@raisoni.net	NOUN
cana-661	4	74	,	,	PUNCT
cana-661	4	75	3	3	NUM
cana-661	4	76	arumale@gmail.com	arumale@gmail.com	NOUN
cana-661	4	77	article	article	NOUN
cana-661	4	78	history	history	NOUN
cana-661	4	79	:	:	PUNCT
cana-661	4	80	received	receive	VERB
cana-661	4	81	:	:	PUNCT
cana-661	4	82	24	24	NUM
cana-661	4	83	-	-	PUNCT
cana-661	4	84	03	03	NUM
cana-661	4	85	-	-	PUNCT
cana-661	4	86	2024	2024	NUM
cana-661	4	87	revised	revise	VERB
cana-661	4	88	:	:	PUNCT
cana-661	4	89	09	09	NUM
cana-661	4	90	-	-	PUNCT
cana-661	4	91	05	05	NUM
cana-661	4	92	-	-	PUNCT
cana-661	4	93	2024	2024	NUM
cana-661	4	94	accepted	accept	VERB
cana-661	4	95	:	:	PUNCT
cana-661	4	96	28	28	NUM
cana-661	4	97	-	-	SYM
cana-661	4	98	05	05	NUM
cana-661	4	99	-	-	PUNCT
cana-661	4	100	2024	2024	NUM
cana-661	4	101	abstract	abstract	NOUN
cana-661	4	102	:	:	PUNCT
cana-661	4	103	the	the	DET
cana-661	4	104	agricultural	agricultural	ADJ
cana-661	4	105	industry	industry	NOUN
cana-661	4	106	,	,	PUNCT
cana-661	4	107	and	and	CCONJ
cana-661	4	108	particularly	particularly	ADV
cana-661	4	109	the	the	DET
cana-661	4	110	poultry	poultry	NOUN
cana-661	4	111	farming	farming	NOUN
cana-661	4	112	industry	industry	NOUN
cana-661	4	113	,	,	PUNCT
cana-661	4	114	is	be	AUX
cana-661	4	115	under	under	ADP
cana-661	4	116	pressure	pressure	NOUN
cana-661	4	117	to	to	PART
cana-661	4	118	increase	increase	VERB
cana-661	4	119	output	output	NOUN
cana-661	4	120	levels	level	NOUN
cana-661	4	121	due	due	ADP
cana-661	4	122	to	to	ADP
cana-661	4	123	the	the	DET
cana-661	4	124	growing	grow	VERB
cana-661	4	125	human	human	ADJ
cana-661	4	126	demand	demand	NOUN
cana-661	4	127	for	for	ADP
cana-661	4	128	animal	animal	NOUN
cana-661	4	129	products	product	NOUN
cana-661	4	130	.	.	PUNCT
cana-661	5	1	there	there	PRON
cana-661	5	2	can	can	AUX
cana-661	5	3	be	be	AUX
cana-661	5	4	substantial	substantial	ADJ
cana-661	5	5	economic	economic	ADJ
cana-661	5	6	losses	loss	NOUN
cana-661	5	7	and	and	CCONJ
cana-661	5	8	widespread	widespread	ADJ
cana-661	5	9	chicken	chicken	NOUN
cana-661	5	10	mortality	mortality	NOUN
cana-661	5	11	as	as	ADP
cana-661	5	12	a	a	DET
cana-661	5	13	consequence	consequence	NOUN
cana-661	5	14	of	of	ADP
cana-661	5	15	an	an	DET
cana-661	5	16	increase	increase	NOUN
cana-661	5	17	in	in	ADP
cana-661	5	18	infectious	infectious	ADJ
cana-661	5	19	disease	disease	NOUN
cana-661	5	20	transmission	transmission	NOUN
cana-661	5	21	caused	cause	VERB
cana-661	5	22	by	by	ADP
cana-661	5	23	expanded	expand	VERB
cana-661	5	24	poultry	poultry	NOUN
cana-661	5	25	production	production	NOUN
cana-661	5	26	.	.	PUNCT
cana-661	6	1	when	when	SCONJ
cana-661	6	2	compared	compare	VERB
cana-661	6	3	to	to	ADP
cana-661	6	4	conventional	conventional	ADJ
cana-661	6	5	ways	way	NOUN
cana-661	6	6	for	for	ADP
cana-661	6	7	poultry	poultry	NOUN
cana-661	6	8	disease	disease	NOUN
cana-661	6	9	identification	identification	NOUN
cana-661	6	10	,	,	PUNCT
cana-661	6	11	manual	manual	ADJ
cana-661	6	12	methods	method	NOUN
cana-661	6	13	are	be	AUX
cana-661	6	14	timeconsuming	timeconsuming	ADJ
cana-661	6	15	,	,	PUNCT
cana-661	6	16	labour	labour	NOUN
cana-661	6	17	-	-	PUNCT
cana-661	6	18	intensive	intensive	ADJ
cana-661	6	19	,	,	PUNCT
cana-661	6	20	and	and	CCONJ
cana-661	6	21	error	error	NOUN
cana-661	6	22	-	-	PUNCT
cana-661	6	23	prone	prone	ADJ
cana-661	6	24	.	.	PUNCT
cana-661	7	1	also	also	ADV
cana-661	7	2	,	,	PUNCT
cana-661	7	3	experts	expert	NOUN
cana-661	7	4	'	'	PART
cana-661	7	5	knowledge	knowledge	NOUN
cana-661	7	6	is	be	AUX
cana-661	7	7	usually	usually	ADV
cana-661	7	8	necessary	necessary	ADJ
cana-661	7	9	for	for	ADP
cana-661	7	10	making	make	VERB
cana-661	7	11	sense	sense	NOUN
cana-661	7	12	of	of	ADP
cana-661	7	13	the	the	DET
cana-661	7	14	results	result	NOUN
cana-661	7	15	.	.	PUNCT
cana-661	8	1	these	these	DET
cana-661	8	2	restrictions	restriction	NOUN
cana-661	8	3	raise	raise	VERB
cana-661	8	4	the	the	DET
cana-661	8	5	danger	danger	NOUN
cana-661	8	6	of	of	ADP
cana-661	8	7	the	the	DET
cana-661	8	8	disease	disease	NOUN
cana-661	8	9	spreading	spread	VERB
cana-661	8	10	across	across	ADP
cana-661	8	11	the	the	DET
cana-661	8	12	flock	flock	NOUN
cana-661	8	13	and	and	CCONJ
cana-661	8	14	make	make	VERB
cana-661	8	15	it	it	PRON
cana-661	8	16	more	more	ADV
cana-661	8	17	difficult	difficult	ADJ
cana-661	8	18	to	to	PART
cana-661	8	19	diagnose	diagnose	VERB
cana-661	8	20	diseases	disease	NOUN
cana-661	8	21	in	in	ADP
cana-661	8	22	a	a	DET
cana-661	8	23	timely	timely	ADJ
cana-661	8	24	manner	manner	NOUN
cana-661	8	25	,	,	PUNCT
cana-661	8	26	both	both	PRON
cana-661	8	27	of	of	ADP
cana-661	8	28	which	which	PRON
cana-661	8	29	can	can	AUX
cana-661	8	30	have	have	VERB
cana-661	8	31	devastating	devastating	ADJ
cana-661	8	32	effects	effect	NOUN
cana-661	8	33	.	.	PUNCT
cana-661	9	1	for	for	ADP
cana-661	9	2	a	a	DET
cana-661	9	3	long	long	ADJ
cana-661	9	4	time	time	NOUN
cana-661	9	5	now	now	ADV
cana-661	9	6	,	,	PUNCT
cana-661	9	7	farmers	farmer	NOUN
cana-661	9	8	have	have	AUX
cana-661	9	9	relied	rely	VERB
cana-661	9	10	on	on	ADP
cana-661	9	11	specialists	specialist	NOUN
cana-661	9	12	to	to	PART
cana-661	9	13	identify	identify	VERB
cana-661	9	14	and	and	CCONJ
cana-661	9	15	diagnose	diagnose	VERB
cana-661	9	16	chicken	chicken	NOUN
cana-661	9	17	illnesses	illness	NOUN
cana-661	9	18	.	.	PUNCT
cana-661	10	1	consequently	consequently	ADV
cana-661	10	2	,	,	PUNCT
cana-661	10	3	many	many	ADJ
cana-661	10	4	domesticated	domesticate	VERB
cana-661	10	5	birds	bird	NOUN
cana-661	10	6	end	end	VERB
cana-661	10	7	up	up	ADP
cana-661	10	8	in	in	ADP
cana-661	10	9	the	the	DET
cana-661	10	10	hands	hand	NOUN
cana-661	10	11	of	of	ADP
cana-661	10	12	farmers	farmer	NOUN
cana-661	10	13	who	who	PRON
cana-661	10	14	suffer	suffer	VERB
cana-661	10	15	from	from	ADP
cana-661	10	16	either	either	CCONJ
cana-661	10	17	unreliable	unreliable	ADJ
cana-661	10	18	specialists	specialist	NOUN
cana-661	10	19	or	or	CCONJ
cana-661	10	20	delayed	delay	VERB
cana-661	10	21	diagnosis	diagnosis	NOUN
cana-661	10	22	.	.	PUNCT
cana-661	11	1	the	the	DET
cana-661	11	2	most	most	ADV
cana-661	11	3	prevalent	prevalent	ADJ
cana-661	11	4	chicken	chicken	NOUN
cana-661	11	5	illnesses	illness	NOUN
cana-661	11	6	may	may	AUX
cana-661	11	7	be	be	AUX
cana-661	11	8	quickly	quickly	ADV
cana-661	11	9	recognised	recognise	VERB
cana-661	11	10	from	from	ADP
cana-661	11	11	pictures	picture	NOUN
cana-661	11	12	of	of	ADP
cana-661	11	13	chicken	chicken	NOUN
cana-661	11	14	droppings	dropping	NOUN
cana-661	11	15	using	use	VERB
cana-661	11	16	the	the	DET
cana-661	11	17	techniques	technique	NOUN
cana-661	11	18	that	that	PRON
cana-661	11	19	are	be	AUX
cana-661	11	20	already	already	ADV
cana-661	11	21	accessible	accessible	ADJ
cana-661	11	22	from	from	ADP
cana-661	11	23	artificial	artificial	ADJ
cana-661	11	24	intelligence	intelligence	NOUN
cana-661	11	25	(	(	PUNCT
cana-661	11	26	ai	ai	NOUN
cana-661	11	27	)	)	PUNCT
cana-661	11	28	based	base	VERB
cana-661	11	29	on	on	ADP
cana-661	11	30	computer	computer	NOUN
cana-661	11	31	vision	vision	NOUN
cana-661	11	32	.	.	PUNCT
cana-661	12	1	in	in	ADP
cana-661	12	2	this	this	DET
cana-661	12	3	paper	paper	NOUN
cana-661	12	4	,	,	PUNCT
cana-661	12	5	a	a	DET
cana-661	12	6	deep	deep	ADJ
cana-661	12	7	learning	learning	NOUN
cana-661	12	8	approach	approach	NOUN
cana-661	12	9	offered	offer	VERB
cana-661	12	10	that	that	PRON
cana-661	12	11	uses	use	VERB
cana-661	12	12	a	a	DET
cana-661	12	13	pre	pre	ADJ
cana-661	12	14	-	-	ADJ
cana-661	12	15	trained	train	VERB
cana-661	12	16	convolution	convolution	NOUN
cana-661	12	17	neural	neural	ADJ
cana-661	12	18	networks	network	NOUN
cana-661	12	19	(	(	PUNCT
cana-661	12	20	cnn	cnn	PROPN
cana-661	12	21	)	)	PUNCT
cana-661	12	22	model	model	NOUN
cana-661	12	23	to	to	PART
cana-661	12	24	determine	determine	VERB
cana-661	12	25	which	which	PRON
cana-661	12	26	of	of	ADP
cana-661	12	27	the	the	DET
cana-661	12	28	three	three	NUM
cana-661	12	29	categories	category	NOUN
cana-661	12	30	best	well	ADV
cana-661	12	31	describes	describe	VERB
cana-661	12	32	chicken	chicken	NOUN
cana-661	12	33	excrement	excrement	NOUN
cana-661	12	34	and	and	CCONJ
cana-661	12	35	offer	offer	VERB
cana-661	12	36	a	a	DET
cana-661	12	37	method	method	NOUN
cana-661	12	38	for	for	ADP
cana-661	12	39	identifying	identify	VERB
cana-661	12	40	and	and	CCONJ
cana-661	12	41	categorising	categorise	VERB
cana-661	12	42	poultry	poultry	NOUN
cana-661	12	43	illnesses	illness	NOUN
cana-661	12	44	.	.	PUNCT
cana-661	13	1	the	the	DET
cana-661	13	2	efficientnet	efficientnet	NOUN
cana-661	13	3	-	-	PUNCT
cana-661	13	4	b3	b3	NOUN
cana-661	13	5	model	model	NOUN
cana-661	13	6	was	be	AUX
cana-661	13	7	utilised	utilise	VERB
cana-661	13	8	in	in	ADP
cana-661	13	9	the	the	DET
cana-661	13	10	development	development	NOUN
cana-661	13	11	of	of	ADP
cana-661	13	12	the	the	DET
cana-661	13	13	system	system	NOUN
cana-661	13	14	.	.	PUNCT
cana-661	14	1	coccidiosis	coccidiosis	NOUN
cana-661	14	2	,	,	PUNCT
cana-661	14	3	salmonella	salmonella	NOUN
cana-661	14	4	,	,	PUNCT
cana-661	14	5	new	new	ADJ
cana-661	14	6	castle	castle	NOUN
cana-661	14	7	disease	disease	NOUN
cana-661	14	8	and	and	CCONJ
cana-661	14	9	healthy	healthy	ADJ
cana-661	14	10	were	be	AUX
cana-661	14	11	the	the	DET
cana-661	14	12	four	four	NUM
cana-661	14	13	health	health	NOUN
cana-661	14	14	problems	problem	NOUN
cana-661	14	15	that	that	PRON
cana-661	14	16	were	be	AUX
cana-661	14	17	classified	classify	VERB
cana-661	14	18	using	use	VERB
cana-661	14	19	the	the	DET
cana-661	14	20	segmented	segment	VERB
cana-661	14	21	picture	picture	NOUN
cana-661	14	22	by	by	ADP
cana-661	14	23	the	the	DET
cana-661	14	24	deep	deep	ADJ
cana-661	14	25	learning	learning	NOUN
cana-661	14	26	model	model	NOUN
cana-661	14	27	.	.	PUNCT
cana-661	15	1	the	the	DET
cana-661	15	2	models	model	NOUN
cana-661	15	3	were	be	AUX
cana-661	15	4	trained	train	VERB
cana-661	15	5	using	use	VERB
cana-661	15	6	standard	standard	ADJ
cana-661	15	7	benchmark	benchmark	ADJ
cana-661	15	8	database	database	NOUN
cana-661	15	9	images	image	NOUN
cana-661	15	10	of	of	ADP
cana-661	15	11	excrement	excrement	NOUN
cana-661	15	12	from	from	ADP
cana-661	15	13	chickens	chicken	NOUN
cana-661	15	14	.	.	PUNCT
cana-661	16	1	the	the	DET
cana-661	16	2	outcomes	outcome	NOUN
cana-661	16	3	of	of	ADP
cana-661	16	4	experiment	experiment	NOUN
cana-661	16	5	demonstrate	demonstrate	VERB
cana-661	16	6	that	that	SCONJ
cana-661	16	7	the	the	DET
cana-661	16	8	proposed	propose	VERB
cana-661	16	9	method	method	NOUN
cana-661	16	10	for	for	ADP
cana-661	16	11	identifying	identify	VERB
cana-661	16	12	and	and	CCONJ
cana-661	16	13	categorizing	categorize	VERB
cana-661	16	14	chicken	chicken	NOUN
cana-661	16	15	illnesses	illness	NOUN
cana-661	16	16	may	may	AUX
cana-661	16	17	accurately	accurately	ADV
cana-661	16	18	identify	identify	VERB
cana-661	16	19	three	three	NUM
cana-661	16	20	prevalent	prevalent	ADJ
cana-661	16	21	poultry	poultry	NOUN
cana-661	16	22	diseases	disease	NOUN
cana-661	16	23	.	.	PUNCT
cana-661	17	1	consequently	consequently	ADV
cana-661	17	2	,	,	PUNCT
cana-661	17	3	this	this	DET
cana-661	17	4	approach	approach	NOUN
cana-661	17	5	has	have	VERB
cana-661	17	6	the	the	DET
cana-661	17	7	potential	potential	NOUN
cana-661	17	8	to	to	PART
cana-661	17	9	be	be	AUX
cana-661	17	10	an	an	DET
cana-661	17	11	invaluable	invaluable	ADJ
cana-661	17	12	resource	resource	NOUN
cana-661	17	13	for	for	ADP
cana-661	17	14	farm	farm	NOUN
cana-661	17	15	veterinarians	veterinarian	NOUN
cana-661	17	16	and	and	CCONJ
cana-661	17	17	poultry	poultry	NOUN
cana-661	17	18	producers	producer	NOUN
cana-661	17	19	.	.	PUNCT
cana-661	18	1	keywords	keyword	NOUN
cana-661	18	2	:	:	PUNCT
cana-661	18	3	artificial	artificial	ADJ
cana-661	18	4	intelligence	intelligence	NOUN
cana-661	18	5	,	,	PUNCT
cana-661	18	6	chicken	chicken	NOUN
cana-661	18	7	disease	disease	NOUN
cana-661	18	8	,	,	PUNCT
cana-661	18	9	convolutional	convolutional	ADJ
cana-661	18	10	neural	neural	ADJ
cana-661	18	11	network	network	NOUN
cana-661	18	12	,	,	PUNCT
cana-661	18	13	deep	deep	ADJ
cana-661	18	14	learning	learning	NOUN
cana-661	18	15	,	,	PUNCT
cana-661	18	16	fecal	fecal	ADJ
cana-661	18	17	images	image	NOUN
cana-661	18	18	,	,	PUNCT
cana-661	18	19	image	image	NOUN
cana-661	18	20	classification	classification	NOUN
cana-661	18	21	,	,	PUNCT
cana-661	18	22	machine	machine	NOUN
cana-661	18	23	learning	learning	NOUN
cana-661	18	24	.	.	PUNCT
cana-661	19	1	1	1	X
cana-661	19	2	.	.	X
cana-661	19	3	introduction	introduction	PROPN
cana-661	19	4	india	india	PROPN
cana-661	19	5	's	's	PART
cana-661	19	6	agriculture	agriculture	NOUN
cana-661	19	7	sector	sector	NOUN
cana-661	19	8	includes	include	VERB
cana-661	19	9	a	a	DET
cana-661	19	10	sizable	sizable	ADJ
cana-661	19	11	portion	portion	NOUN
cana-661	19	12	of	of	ADP
cana-661	19	13	the	the	DET
cana-661	19	14	poultry	poultry	NOUN
cana-661	19	15	business	business	NOUN
cana-661	19	16	.	.	PUNCT
cana-661	20	1	chickens	chicken	NOUN
cana-661	20	2	are	be	AUX
cana-661	20	3	not	not	PART
cana-661	20	4	only	only	ADV
cana-661	20	5	one	one	NUM
cana-661	20	6	of	of	ADP
cana-661	20	7	the	the	DET
cana-661	20	8	most	most	ADV
cana-661	20	9	popular	popular	ADJ
cana-661	20	10	animals	animal	NOUN
cana-661	20	11	kept	keep	VERB
cana-661	20	12	by	by	ADP
cana-661	20	13	the	the	DET
cana-661	20	14	general	general	ADJ
cana-661	20	15	people	people	NOUN
cana-661	20	16	,	,	PUNCT
cana-661	20	17	but	but	CCONJ
cana-661	20	18	they	they	PRON
cana-661	20	19	also	also	ADV
cana-661	20	20	provide	provide	VERB
cana-661	20	21	an	an	DET
cana-661	20	22	easily	easily	ADV
cana-661	20	23	accessible	accessible	ADJ
cana-661	20	24	communications	communication	NOUN
cana-661	20	25	on	on	ADP
cana-661	20	26	applied	apply	VERB
cana-661	20	27	nonlinear	nonlinear	ADJ
cana-661	20	28	analysis	analysis	NOUN
cana-661	20	29	issn	issn	NOUN
cana-661	20	30	:	:	PUNCT
cana-661	20	31	1074	1074	NUM
cana-661	20	32	-	-	PUNCT
cana-661	20	33	133x	133x	NUM
cana-661	20	34	vol	vol	NOUN
cana-661	20	35	31	31	NUM
cana-661	20	36	no	no	NOUN
cana-661	20	37	.	.	PUNCT
cana-661	21	1	2s	2s	NUM
cana-661	21	2	(	(	PUNCT
cana-661	21	3	2024	2024	NUM
cana-661	21	4	)	)	PUNCT
cana-661	21	5	471	471	NUM
cana-661	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	21	7	supply	supply	NOUN
cana-661	21	8	of	of	ADP
cana-661	21	9	animal	animal	NOUN
cana-661	21	10	protein	protein	NOUN
cana-661	21	11	.	.	PUNCT
cana-661	22	1	growing	grow	VERB
cana-661	22	2	chickens	chicken	NOUN
cana-661	22	3	is	be	AUX
cana-661	22	4	a	a	DET
cana-661	22	5	simple	simple	ADJ
cana-661	22	6	business	business	NOUN
cana-661	22	7	that	that	PRON
cana-661	22	8	can	can	AUX
cana-661	22	9	accommodate	accommodate	VERB
cana-661	22	10	both	both	DET
cana-661	22	11	small	small	ADJ
cana-661	22	12	and	and	CCONJ
cana-661	22	13	big	big	ADJ
cana-661	22	14	flocks	flock	NOUN
cana-661	22	15	,	,	PUNCT
cana-661	22	16	and	and	CCONJ
cana-661	22	17	it	it	PRON
cana-661	22	18	has	have	VERB
cana-661	22	19	huge	huge	ADJ
cana-661	22	20	potential	potential	NOUN
cana-661	22	21	for	for	ADP
cana-661	22	22	growth	growth	NOUN
cana-661	22	23	in	in	ADP
cana-661	22	24	indonesia	indonesia	PROPN
cana-661	22	25	's	's	PART
cana-661	22	26	poultry	poultry	NOUN
cana-661	22	27	industry	industry	NOUN
cana-661	22	28	.	.	PUNCT
cana-661	23	1	in	in	ADP
cana-661	23	2	addition	addition	NOUN
cana-661	23	3	,	,	PUNCT
cana-661	23	4	developing	develop	VERB
cana-661	23	5	nations	nation	NOUN
cana-661	23	6	'	'	PART
cana-661	23	7	socioeconomic	socioeconomic	ADJ
cana-661	23	8	progress	progress	NOUN
cana-661	23	9	is	be	AUX
cana-661	23	10	greatly	greatly	ADV
cana-661	23	11	aided	aid	VERB
cana-661	23	12	by	by	ADP
cana-661	23	13	poultry	poultry	NOUN
cana-661	23	14	farming	farming	NOUN
cana-661	23	15	,	,	PUNCT
cana-661	23	16	since	since	SCONJ
cana-661	23	17	it	it	PRON
cana-661	23	18	supplies	supply	VERB
cana-661	23	19	meat	meat	NOUN
cana-661	23	20	and	and	CCONJ
cana-661	23	21	eggs	egg	NOUN
cana-661	23	22	,	,	PUNCT
cana-661	23	23	which	which	PRON
cana-661	23	24	in	in	ADP
cana-661	23	25	turn	turn	NOUN
cana-661	23	26	guarantee	guarantee	VERB
cana-661	23	27	nutrition	nutrition	NOUN
cana-661	23	28	and	and	CCONJ
cana-661	23	29	food	food	NOUN
cana-661	23	30	security	security	NOUN
cana-661	23	31	on	on	ADP
cana-661	23	32	a	a	DET
cana-661	23	33	national	national	ADJ
cana-661	23	34	,	,	PUNCT
cana-661	23	35	regional	regional	ADJ
cana-661	23	36	,	,	PUNCT
cana-661	23	37	and	and	CCONJ
cana-661	23	38	even	even	ADV
cana-661	23	39	home	home	NOUN
cana-661	23	40	level	level	NOUN
cana-661	23	41	.	.	PUNCT
cana-661	24	1	beyond	beyond	ADP
cana-661	24	2	that	that	PRON
cana-661	24	3	,	,	PUNCT
cana-661	24	4	it	it	PRON
cana-661	24	5	boosts	boost	VERB
cana-661	24	6	a	a	DET
cana-661	24	7	country	country	NOUN
cana-661	24	8	's	's	PART
cana-661	24	9	gdp	gdp	NOUN
cana-661	24	10	by	by	ADP
cana-661	24	11	over	over	ADP
cana-661	24	12	$	$	SYM
cana-661	24	13	100	100	NUM
cana-661	24	14	million	million	NUM
cana-661	24	15	and	and	CCONJ
cana-661	24	16	gives	give	VERB
cana-661	24	17	people	people	NOUN
cana-661	24	18	a	a	DET
cana-661	24	19	steady	steady	ADJ
cana-661	24	20	stream	stream	NOUN
cana-661	24	21	of	of	ADP
cana-661	24	22	income	income	NOUN
cana-661	24	23	[	[	X
cana-661	24	24	2	2	NUM
cana-661	24	25	,	,	PUNCT
cana-661	24	26	3	3	NUM
cana-661	24	27	]	]	PUNCT
cana-661	24	28	.	.	PUNCT
cana-661	25	1	due	due	ADP
cana-661	25	2	to	to	ADP
cana-661	25	3	the	the	DET
cana-661	25	4	proliferation	proliferation	NOUN
cana-661	25	5	of	of	ADP
cana-661	25	6	infectious	infectious	ADJ
cana-661	25	7	illnesses	illness	NOUN
cana-661	25	8	brought	bring	VERB
cana-661	25	9	on	on	ADP
cana-661	25	10	by	by	ADP
cana-661	25	11	the	the	DET
cana-661	25	12	rise	rise	NOUN
cana-661	25	13	of	of	ADP
cana-661	25	14	poultry	poultry	NOUN
cana-661	25	15	farming	farming	NOUN
cana-661	25	16	,	,	PUNCT
cana-661	25	17	there	there	PRON
cana-661	25	18	may	may	AUX
cana-661	25	19	be	be	AUX
cana-661	25	20	significant	significant	ADJ
cana-661	25	21	financial	financial	ADJ
cana-661	25	22	losses	loss	NOUN
cana-661	25	23	and	and	CCONJ
cana-661	25	24	a	a	DET
cana-661	25	25	high	high	ADJ
cana-661	25	26	rate	rate	NOUN
cana-661	25	27	of	of	ADP
cana-661	25	28	mortality	mortality	NOUN
cana-661	25	29	in	in	ADP
cana-661	25	30	the	the	DET
cana-661	25	31	chicken	chicken	NOUN
cana-661	25	32	sector	sector	NOUN
cana-661	25	33	[	[	X
cana-661	25	34	4	4	NUM
cana-661	25	35	]	]	PUNCT
cana-661	25	36	.	.	PUNCT
cana-661	26	1	but	but	CCONJ
cana-661	26	2	there	there	PRON
cana-661	26	3	are	be	VERB
cana-661	26	4	moments	moment	NOUN
cana-661	26	5	when	when	SCONJ
cana-661	26	6	everything	everything	PRON
cana-661	26	7	goes	go	VERB
cana-661	26	8	swimmingly	swimmingly	ADV
cana-661	26	9	when	when	SCONJ
cana-661	26	10	you	you	PRON
cana-661	26	11	're	be	AUX
cana-661	26	12	raising	raise	VERB
cana-661	26	13	hens	hen	NOUN
cana-661	26	14	.	.	PUNCT
cana-661	27	1	a	a	DET
cana-661	27	2	sickness	sickness	NOUN
cana-661	27	3	is	be	AUX
cana-661	27	4	one	one	NUM
cana-661	27	5	of	of	ADP
cana-661	27	6	several	several	ADJ
cana-661	27	7	problems	problem	NOUN
cana-661	27	8	that	that	PRON
cana-661	27	9	poultry	poultry	NOUN
cana-661	27	10	growers	grower	NOUN
cana-661	27	11	encounter	encounter	VERB
cana-661	27	12	.	.	PUNCT
cana-661	28	1	many	many	ADJ
cana-661	28	2	hens	hen	NOUN
cana-661	28	3	do	do	AUX
cana-661	28	4	not	not	PART
cana-661	28	5	thrive	thrive	VERB
cana-661	28	6	,	,	PUNCT
cana-661	28	7	there	there	PRON
cana-661	28	8	is	be	VERB
cana-661	28	9	a	a	DET
cana-661	28	10	lack	lack	NOUN
cana-661	28	11	of	of	ADP
cana-661	28	12	veterinary	veterinary	ADJ
cana-661	28	13	assistance	assistance	NOUN
cana-661	28	14	on	on	ADP
cana-661	28	15	the	the	DET
cana-661	28	16	farm	farm	NOUN
cana-661	28	17	,	,	PUNCT
cana-661	28	18	insufficient	insufficient	ADJ
cana-661	28	19	vaccine	vaccine	NOUN
cana-661	28	20	coverage	coverage	NOUN
cana-661	28	21	,	,	PUNCT
cana-661	28	22	and	and	CCONJ
cana-661	28	23	inadequate	inadequate	ADJ
cana-661	28	24	poultry	poultry	NOUN
cana-661	28	25	management	management	NOUN
cana-661	28	26	can	can	AUX
cana-661	28	27	all	all	ADV
cana-661	28	28	contribute	contribute	VERB
cana-661	28	29	to	to	ADP
cana-661	28	30	the	the	DET
cana-661	28	31	growth	growth	NOUN
cana-661	28	32	of	of	ADP
cana-661	28	33	chicken	chicken	NOUN
cana-661	28	34	illnesses	illness	NOUN
cana-661	28	35	.	.	PUNCT
cana-661	29	1	on	on	ADP
cana-661	29	2	farms	farm	NOUN
cana-661	29	3	,	,	PUNCT
cana-661	29	4	chickens	chicken	NOUN
cana-661	29	5	are	be	AUX
cana-661	29	6	most	most	ADV
cana-661	29	7	commonly	commonly	ADV
cana-661	29	8	infected	infect	VERB
cana-661	29	9	with	with	ADP
cana-661	29	10	cholera	cholera	NOUN
cana-661	29	11	,	,	PUNCT
cana-661	29	12	coccidiosis	coccidiosis	PROPN
cana-661	29	13	,	,	PUNCT
cana-661	29	14	new	new	ADJ
cana-661	29	15	-	-	PUNCT
cana-661	29	16	castle	castle	NOUN
cana-661	29	17	,	,	PUNCT
cana-661	29	18	salmonella	salmonella	NOUN
cana-661	29	19	,	,	PUNCT
cana-661	29	20	and	and	CCONJ
cana-661	29	21	worm	worm	NOUN
cana-661	29	22	infestation	infestation	NOUN
cana-661	29	23	disease	disease	NOUN
cana-661	29	24	.	.	PUNCT
cana-661	30	1	it	it	PRON
cana-661	30	2	appears	appear	VERB
cana-661	30	3	that	that	SCONJ
cana-661	30	4	many	many	ADJ
cana-661	30	5	individuals	individual	NOUN
cana-661	30	6	are	be	AUX
cana-661	30	7	still	still	ADV
cana-661	30	8	involved	involve	VERB
cana-661	30	9	in	in	ADP
cana-661	30	10	the	the	DET
cana-661	30	11	process	process	NOUN
cana-661	30	12	of	of	ADP
cana-661	30	13	keeping	keep	VERB
cana-661	30	14	conventional	conventional	ADJ
cana-661	30	15	poultry	poultry	NOUN
cana-661	30	16	farms	farm	NOUN
cana-661	30	17	clean	clean	ADJ
cana-661	30	18	and	and	CCONJ
cana-661	30	19	well	well	ADV
cana-661	30	20	-	-	PUNCT
cana-661	30	21	kept	keep	VERB
cana-661	30	22	.	.	PUNCT
cana-661	31	1	this	this	DET
cana-661	31	2	issue	issue	NOUN
cana-661	31	3	prevents	prevent	VERB
cana-661	31	4	farmers	farmer	NOUN
cana-661	31	5	from	from	ADP
cana-661	31	6	identifying	identify	VERB
cana-661	31	7	the	the	DET
cana-661	31	8	exact	exact	ADJ
cana-661	31	9	cause	cause	NOUN
cana-661	31	10	of	of	ADP
cana-661	31	11	chicken	chicken	NOUN
cana-661	31	12	illnesses	illness	NOUN
cana-661	31	13	;	;	PUNCT
cana-661	31	14	they	they	PRON
cana-661	31	15	can	can	AUX
cana-661	31	16	only	only	ADV
cana-661	31	17	identify	identify	VERB
cana-661	31	18	the	the	DET
cana-661	31	19	first	first	ADJ
cana-661	31	20	signs	sign	NOUN
cana-661	31	21	of	of	ADP
cana-661	31	22	illness	illness	NOUN
cana-661	31	23	.	.	PUNCT
cana-661	32	1	diseases	disease	NOUN
cana-661	32	2	in	in	ADP
cana-661	32	3	chickens	chicken	NOUN
cana-661	32	4	can	can	AUX
cana-661	32	5	spread	spread	VERB
cana-661	32	6	rapidly	rapidly	ADV
cana-661	32	7	due	due	ADP
cana-661	32	8	to	to	ADP
cana-661	32	9	a	a	DET
cana-661	32	10	lack	lack	NOUN
cana-661	32	11	of	of	ADP
cana-661	32	12	understanding	understanding	NOUN
cana-661	32	13	of	of	ADP
cana-661	32	14	their	their	PRON
cana-661	32	15	symptoms	symptom	NOUN
cana-661	32	16	;	;	PUNCT
cana-661	32	17	this	this	DET
cana-661	32	18	result	result	NOUN
cana-661	32	19	in	in	ADP
cana-661	32	20	economic	economic	ADJ
cana-661	32	21	losses	loss	NOUN
cana-661	32	22	for	for	ADP
cana-661	32	23	farmers	farmer	NOUN
cana-661	32	24	and	and	CCONJ
cana-661	32	25	the	the	DET
cana-661	32	26	loss	loss	NOUN
cana-661	32	27	of	of	ADP
cana-661	32	28	chicken	chicken	NOUN
cana-661	32	29	lives	life	NOUN
cana-661	32	30	.	.	PUNCT
cana-661	33	1	consequently	consequently	ADV
cana-661	33	2	,	,	PUNCT
cana-661	33	3	producers	producer	NOUN
cana-661	33	4	want	want	VERB
cana-661	33	5	a	a	DET
cana-661	33	6	method	method	NOUN
cana-661	33	7	of	of	ADP
cana-661	33	8	illness	illness	NOUN
cana-661	33	9	identification	identification	NOUN
cana-661	33	10	in	in	ADP
cana-661	33	11	hens	hen	NOUN
cana-661	33	12	that	that	PRON
cana-661	33	13	is	be	AUX
cana-661	33	14	more	more	ADV
cana-661	33	15	accurate	accurate	ADJ
cana-661	33	16	and	and	CCONJ
cana-661	33	17	dependable	dependable	ADJ
cana-661	33	18	.	.	PUNCT
cana-661	34	1	over	over	ADP
cana-661	34	2	the	the	DET
cana-661	34	3	past	past	ADJ
cana-661	34	4	few	few	ADJ
cana-661	34	5	decades	decade	NOUN
cana-661	34	6	,	,	PUNCT
cana-661	34	7	there	there	PRON
cana-661	34	8	has	have	AUX
cana-661	34	9	been	be	AUX
cana-661	34	10	a	a	DET
cana-661	34	11	significant	significant	ADJ
cana-661	34	12	advancement	advancement	NOUN
cana-661	34	13	in	in	ADP
cana-661	34	14	the	the	DET
cana-661	34	15	fields	field	NOUN
cana-661	34	16	of	of	ADP
cana-661	34	17	computer	computer	NOUN
cana-661	34	18	vision	vision	NOUN
cana-661	34	19	(	(	PUNCT
cana-661	34	20	cv	cv	PROPN
cana-661	34	21	)	)	PUNCT
cana-661	34	22	,	,	PUNCT
cana-661	34	23	image	image	NOUN
cana-661	34	24	processing	processing	NOUN
cana-661	34	25	and	and	CCONJ
cana-661	34	26	pattern	pattern	NOUN
cana-661	34	27	recognition	recognition	NOUN
cana-661	34	28	.	.	PUNCT
cana-661	35	1	researchers	researcher	NOUN
cana-661	35	2	and	and	CCONJ
cana-661	35	3	enterprises	enterprise	NOUN
cana-661	35	4	are	be	AUX
cana-661	35	5	utilising	utilise	VERB
cana-661	35	6	deep	deep	ADJ
cana-661	35	7	learning	learning	NOUN
cana-661	35	8	(	(	PUNCT
cana-661	35	9	dl	dl	INTJ
cana-661	35	10	)	)	PUNCT
cana-661	35	11	to	to	PART
cana-661	35	12	handle	handle	VERB
cana-661	35	13	a	a	DET
cana-661	35	14	variety	variety	NOUN
cana-661	35	15	of	of	ADP
cana-661	35	16	challenges	challenge	NOUN
cana-661	35	17	,	,	PUNCT
cana-661	35	18	from	from	ADP
cana-661	35	19	simple	simple	ADJ
cana-661	35	20	item	item	NOUN
cana-661	35	21	detection	detection	NOUN
cana-661	35	22	to	to	ADP
cana-661	35	23	complicated	complicated	ADJ
cana-661	35	24	scene	scene	NOUN
cana-661	35	25	analysis	analysis	NOUN
cana-661	35	26	,	,	PUNCT
cana-661	35	27	thanks	thank	NOUN
cana-661	35	28	to	to	ADP
cana-661	35	29	the	the	DET
cana-661	35	30	availability	availability	NOUN
cana-661	35	31	of	of	ADP
cana-661	35	32	enormous	enormous	ADJ
cana-661	35	33	amounts	amount	NOUN
cana-661	35	34	of	of	ADP
cana-661	35	35	data	datum	NOUN
cana-661	35	36	and	and	CCONJ
cana-661	35	37	sophisticated	sophisticated	ADJ
cana-661	35	38	algorithms	algorithm	NOUN
cana-661	35	39	[	[	X
cana-661	35	40	16	16	NUM
cana-661	35	41	]	]	PUNCT
cana-661	35	42	.	.	PUNCT
cana-661	36	1	cv	cv	PROPN
cana-661	36	2	and	and	CCONJ
cana-661	36	3	dl	dl	PROPN
cana-661	36	4	have	have	AUX
cana-661	36	5	shown	show	VERB
cana-661	36	6	to	to	PART
cana-661	36	7	be	be	AUX
cana-661	36	8	highly	highly	ADV
cana-661	36	9	effective	effective	ADJ
cana-661	36	10	in	in	ADP
cana-661	36	11	the	the	DET
cana-661	36	12	identification	identification	NOUN
cana-661	36	13	,	,	PUNCT
cana-661	36	14	classification	classification	NOUN
cana-661	36	15	,	,	PUNCT
cana-661	36	16	and	and	CCONJ
cana-661	36	17	location	location	NOUN
cana-661	36	18	of	of	ADP
cana-661	36	19	diseases	disease	NOUN
cana-661	36	20	,	,	PUNCT
cana-661	36	21	particularly	particularly	ADV
cana-661	36	22	in	in	ADP
cana-661	36	23	healthcare	healthcare	NOUN
cana-661	36	24	applications	application	NOUN
cana-661	36	25	.	.	PUNCT
cana-661	37	1	computer	computer	NOUN
cana-661	37	2	vision	vision	PROPN
cana-661	37	3	technology	technology	NOUN
cana-661	37	4	has	have	AUX
cana-661	37	5	attracted	attract	VERB
cana-661	37	6	interest	interest	NOUN
cana-661	37	7	from	from	ADP
cana-661	37	8	a	a	DET
cana-661	37	9	variety	variety	NOUN
cana-661	37	10	of	of	ADP
cana-661	37	11	industries	industry	NOUN
cana-661	37	12	,	,	PUNCT
cana-661	37	13	particularly	particularly	ADV
cana-661	37	14	the	the	DET
cana-661	37	15	medical	medical	ADJ
cana-661	37	16	sector	sector	NOUN
cana-661	37	17	,	,	PUNCT
cana-661	37	18	due	due	ADP
cana-661	37	19	to	to	ADP
cana-661	37	20	its	its	PRON
cana-661	37	21	potential	potential	NOUN
cana-661	37	22	to	to	PART
cana-661	37	23	aid	aid	VERB
cana-661	37	24	in	in	ADP
cana-661	37	25	illness	illness	NOUN
cana-661	37	26	diagnosis	diagnosis	NOUN
cana-661	37	27	and	and	CCONJ
cana-661	37	28	the	the	DET
cana-661	37	29	rapid	rapid	ADJ
cana-661	37	30	advancements	advancement	NOUN
cana-661	37	31	in	in	ADP
cana-661	37	32	ai	ai	NOUN
cana-661	37	33	for	for	ADP
cana-661	37	34	object	object	NOUN
cana-661	37	35	detection	detection	NOUN
cana-661	37	36	.	.	PUNCT
cana-661	38	1	among	among	ADP
cana-661	38	2	these	these	DET
cana-661	38	3	technologies	technology	NOUN
cana-661	38	4	is	be	AUX
cana-661	38	5	the	the	DET
cana-661	38	6	widely	widely	ADV
cana-661	38	7	utilised	utilise	VERB
cana-661	38	8	convolutional	convolutional	ADJ
cana-661	38	9	neural	neural	ADJ
cana-661	38	10	network	network	NOUN
cana-661	38	11	(	(	PUNCT
cana-661	38	12	cnn	cnn	PROPN
cana-661	38	13	)	)	PUNCT
cana-661	38	14	,	,	PUNCT
cana-661	38	15	a	a	DET
cana-661	38	16	technique	technique	NOUN
cana-661	38	17	in	in	ADP
cana-661	38	18	computer	computer	NOUN
cana-661	38	19	vision	vision	NOUN
cana-661	38	20	.	.	PUNCT
cana-661	39	1	to	to	PART
cana-661	39	2	identify	identify	VERB
cana-661	39	3	an	an	DET
cana-661	39	4	item	item	NOUN
cana-661	39	5	or	or	CCONJ
cana-661	39	6	picture	picture	NOUN
cana-661	39	7	in	in	ADP
cana-661	39	8	two	two	NUM
cana-661	39	9	dimensions	dimension	NOUN
cana-661	39	10	,	,	PUNCT
cana-661	39	11	a	a	DET
cana-661	39	12	multi	multi	ADJ
cana-661	39	13	-	-	ADJ
cana-661	39	14	layer	layer	ADJ
cana-661	39	15	perceptron	perceptron	NOUN
cana-661	39	16	technique	technique	NOUN
cana-661	39	17	called	call	VERB
cana-661	39	18	a	a	DET
cana-661	39	19	cnn	cnn	PROPN
cana-661	39	20	was	be	AUX
cana-661	39	21	developed	develop	VERB
cana-661	39	22	.	.	PUNCT
cana-661	40	1	cnn	cnn	PROPN
cana-661	40	2	is	be	AUX
cana-661	40	3	able	able	ADJ
cana-661	40	4	to	to	PART
cana-661	40	5	detect	detect	VERB
cana-661	40	6	patterns	pattern	NOUN
cana-661	40	7	in	in	ADP
cana-661	40	8	vast	vast	ADJ
cana-661	40	9	volumes	volume	NOUN
cana-661	40	10	of	of	ADP
cana-661	40	11	data	datum	NOUN
cana-661	40	12	that	that	PRON
cana-661	40	13	are	be	AUX
cana-661	40	14	difficult	difficult	ADJ
cana-661	40	15	for	for	SCONJ
cana-661	40	16	humans	human	NOUN
cana-661	40	17	to	to	PART
cana-661	40	18	notice	notice	VERB
cana-661	40	19	.	.	PUNCT
cana-661	41	1	additionally	additionally	ADV
cana-661	41	2	,	,	PUNCT
cana-661	41	3	by	by	ADP
cana-661	41	4	doing	do	VERB
cana-661	41	5	away	away	ADV
cana-661	41	6	with	with	ADP
cana-661	41	7	image	image	NOUN
cana-661	41	8	feature	feature	NOUN
cana-661	41	9	extraction	extraction	NOUN
cana-661	41	10	and	and	CCONJ
cana-661	41	11	manual	manual	ADJ
cana-661	41	12	segmentation	segmentation	NOUN
cana-661	41	13	,	,	PUNCT
cana-661	41	14	two	two	NUM
cana-661	41	15	of	of	ADP
cana-661	41	16	the	the	DET
cana-661	41	17	numerous	numerous	ADJ
cana-661	41	18	shortcomings	shortcoming	NOUN
cana-661	41	19	of	of	ADP
cana-661	41	20	traditional	traditional	ADJ
cana-661	41	21	methods	method	NOUN
cana-661	41	22	,	,	PUNCT
cana-661	41	23	they	they	PRON
cana-661	41	24	are	be	AUX
cana-661	41	25	able	able	ADJ
cana-661	41	26	to	to	PART
cana-661	41	27	achieve	achieve	VERB
cana-661	41	28	these	these	DET
cana-661	41	29	capabilities	capability	NOUN
cana-661	41	30	.	.	PUNCT
cana-661	42	1	using	use	VERB
cana-661	42	2	cnn	cnn	PROPN
cana-661	42	3	in	in	ADP
cana-661	42	4	this	this	DET
cana-661	42	5	manner	manner	NOUN
cana-661	42	6	allows	allow	VERB
cana-661	42	7	for	for	ADP
cana-661	42	8	the	the	DET
cana-661	42	9	categorization	categorization	NOUN
cana-661	42	10	of	of	ADP
cana-661	42	11	chicken	chicken	NOUN
cana-661	42	12	illnesses	illness	NOUN
cana-661	42	13	.	.	PUNCT
cana-661	43	1	the	the	DET
cana-661	43	2	suggested	suggest	VERB
cana-661	43	3	structure	structure	NOUN
cana-661	43	4	primarily	primarily	ADV
cana-661	43	5	offers	offer	VERB
cana-661	43	6	the	the	DET
cana-661	43	7	following	follow	VERB
cana-661	43	8	benefits	benefit	NOUN
cana-661	43	9	:	:	PUNCT
cana-661	43	10	•	•	PUNCT
cana-661	43	11	design	design	VERB
cana-661	43	12	an	an	DET
cana-661	43	13	automated	automate	VERB
cana-661	43	14	computer	computer	NOUN
cana-661	43	15	vision	vision	NOUN
cana-661	43	16	system	system	NOUN
cana-661	43	17	that	that	PRON
cana-661	43	18	can	can	AUX
cana-661	43	19	analyse	analyse	VERB
cana-661	43	20	photos	photo	NOUN
cana-661	43	21	of	of	ADP
cana-661	43	22	chicken	chicken	NOUN
cana-661	43	23	faces	face	NOUN
cana-661	43	24	to	to	PART
cana-661	43	25	identify	identify	VERB
cana-661	43	26	and	and	CCONJ
cana-661	43	27	categorize	categorize	VERB
cana-661	43	28	illnesses	illness	NOUN
cana-661	43	29	in	in	ADP
cana-661	43	30	the	the	DET
cana-661	43	31	poultry	poultry	NOUN
cana-661	43	32	population	population	NOUN
cana-661	43	33	.	.	PUNCT
cana-661	44	1	•	•	NUM
cana-661	44	2	employed	employ	VERB
cana-661	44	3	pertained	pertain	VERB
cana-661	44	4	image	image	NOUN
cana-661	44	5	classification	classification	NOUN
cana-661	44	6	algorithms	algorithm	NOUN
cana-661	44	7	using	use	VERB
cana-661	44	8	efficientnet	efficientnet	NOUN
cana-661	44	9	-	-	PUNCT
cana-661	44	10	b3	b3	NOUN
cana-661	44	11	to	to	PART
cana-661	44	12	classify	classify	VERB
cana-661	44	13	prevalent	prevalent	ADJ
cana-661	44	14	poultry	poultry	NOUN
cana-661	44	15	diseases	disease	NOUN
cana-661	44	16	.	.	PUNCT
cana-661	45	1	•	•	NUM
cana-661	45	2	used	use	VERB
cana-661	45	3	deep	deep	ADJ
cana-661	45	4	learning	learning	NOUN
cana-661	45	5	methodology	methodology	NOUN
cana-661	45	6	to	to	PART
cana-661	45	7	predict	predict	VERB
cana-661	45	8	the	the	DET
cana-661	45	9	four	four	NUM
cana-661	45	10	classes	class	NOUN
cana-661	45	11	of	of	ADP
cana-661	45	12	chicken	chicken	NOUN
cana-661	45	13	diseases	disease	NOUN
cana-661	45	14	,	,	PUNCT
cana-661	45	15	new	new	ADJ
cana-661	45	16	castle	castle	NOUN
cana-661	45	17	disease	disease	NOUN
cana-661	45	18	,	,	PUNCT
cana-661	45	19	salmonella	salmonella	NOUN
cana-661	45	20	,	,	PUNCT
cana-661	45	21	coccidiosis	coccidiosis	NOUN
cana-661	45	22	,	,	PUNCT
cana-661	45	23	and	and	CCONJ
cana-661	45	24	healthy	healthy	ADJ
cana-661	45	25	.	.	PUNCT
cana-661	46	1	communications	communication	NOUN
cana-661	46	2	on	on	ADP
cana-661	46	3	applied	apply	VERB
cana-661	46	4	nonlinear	nonlinear	ADJ
cana-661	46	5	analysis	analysis	NOUN
cana-661	46	6	issn	issn	NOUN
cana-661	46	7	:	:	PUNCT
cana-661	46	8	1074	1074	NUM
cana-661	46	9	-	-	PUNCT
cana-661	46	10	133x	133x	NUM
cana-661	46	11	vol	vol	NOUN
cana-661	46	12	31	31	NUM
cana-661	46	13	no	no	NOUN
cana-661	46	14	.	.	PUNCT
cana-661	47	1	2s	2s	NUM
cana-661	47	2	(	(	PUNCT
cana-661	47	3	2024	2024	NUM
cana-661	47	4	)	)	PUNCT
cana-661	47	5	472	472	NUM
cana-661	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	47	7	•	•	NUM
cana-661	47	8	created	create	VERB
cana-661	47	9	a	a	DET
cana-661	47	10	model	model	NOUN
cana-661	47	11	utilizing	utilize	VERB
cana-661	47	12	developed	develop	VERB
cana-661	47	13	dataset	dataset	NOUN
cana-661	47	14	of	of	ADP
cana-661	47	15	faecal	faecal	ADJ
cana-661	47	16	pictures	picture	NOUN
cana-661	47	17	gathered	gather	VERB
cana-661	47	18	from	from	ADP
cana-661	47	19	various	various	ADJ
cana-661	47	20	poultry	poultry	NOUN
cana-661	47	21	farms	farm	NOUN
cana-661	47	22	and	and	CCONJ
cana-661	47	23	inoculation	inoculation	NOUN
cana-661	47	24	locations	location	NOUN
cana-661	47	25	for	for	ADP
cana-661	47	26	the	the	DET
cana-661	47	27	early	early	ADJ
cana-661	47	28	identification	identification	NOUN
cana-661	47	29	and	and	CCONJ
cana-661	47	30	categorization	categorization	NOUN
cana-661	47	31	of	of	ADP
cana-661	47	32	illnesses	illness	NOUN
cana-661	47	33	in	in	ADP
cana-661	47	34	chickens	chicken	NOUN
cana-661	47	35	.	.	PUNCT
cana-661	48	1	here	here	ADV
cana-661	48	2	is	be	AUX
cana-661	48	3	the	the	DET
cana-661	48	4	outline	outline	NOUN
cana-661	48	5	of	of	ADP
cana-661	48	6	the	the	DET
cana-661	48	7	paper	paper	NOUN
cana-661	48	8	.	.	PUNCT
cana-661	49	1	section	section	NOUN
cana-661	49	2	2	2	NUM
cana-661	49	3	delves	delf	NOUN
cana-661	49	4	into	into	ADP
cana-661	49	5	the	the	DET
cana-661	49	6	relevant	relevant	ADJ
cana-661	49	7	literature	literature	NOUN
cana-661	49	8	,	,	PUNCT
cana-661	49	9	data	datum	NOUN
cana-661	49	10	gathering	gathering	NOUN
cana-661	49	11	,	,	PUNCT
cana-661	49	12	and	and	CCONJ
cana-661	49	13	neural	neural	ADJ
cana-661	49	14	network	network	NOUN
cana-661	49	15	architecture	architecture	NOUN
cana-661	49	16	,	,	PUNCT
cana-661	49	17	while	while	SCONJ
cana-661	49	18	section	section	NOUN
cana-661	49	19	3	3	NUM
cana-661	49	20	delves	delf	NOUN
cana-661	49	21	into	into	ADP
cana-661	49	22	the	the	DET
cana-661	49	23	outcomes	outcome	NOUN
cana-661	49	24	and	and	CCONJ
cana-661	49	25	findings	finding	NOUN
cana-661	49	26	of	of	ADP
cana-661	49	27	the	the	DET
cana-661	49	28	experiments	experiment	NOUN
cana-661	49	29	.	.	PUNCT
cana-661	49	30	included	include	VERB
cana-661	49	31	in	in	ADP
cana-661	49	32	section	section	NOUN
cana-661	49	33	4	4	NUM
cana-661	49	34	,	,	PUNCT
cana-661	49	35	after	after	ADP
cana-661	49	36	a	a	DET
cana-661	49	37	conclusion	conclusion	NOUN
cana-661	49	38	and	and	CCONJ
cana-661	49	39	an	an	DET
cana-661	49	40	appreciation	appreciation	NOUN
cana-661	49	41	,	,	PUNCT
cana-661	49	42	is	be	AUX
cana-661	49	43	the	the	DET
cana-661	49	44	planned	planned	ADJ
cana-661	49	45	task	task	NOUN
cana-661	49	46	.	.	PUNCT
cana-661	50	1	section	section	NOUN
cana-661	50	2	5	5	NUM
cana-661	50	3	includes	include	VERB
cana-661	50	4	a	a	DET
cana-661	50	5	list	list	NOUN
cana-661	50	6	of	of	ADP
cana-661	50	7	sources	source	NOUN
cana-661	50	8	.	.	PUNCT
cana-661	51	1	here	here	ADV
cana-661	51	2	is	be	AUX
cana-661	51	3	the	the	DET
cana-661	51	4	outline	outline	NOUN
cana-661	51	5	of	of	ADP
cana-661	51	6	the	the	DET
cana-661	51	7	paper	paper	NOUN
cana-661	51	8	.	.	PUNCT
cana-661	52	1	section	section	NOUN
cana-661	52	2	2	2	NUM
cana-661	52	3	discusses	discuss	VERB
cana-661	52	4	the	the	DET
cana-661	52	5	pertinent	pertinent	ADJ
cana-661	52	6	literature	literature	NOUN
cana-661	52	7	related	relate	VERB
cana-661	52	8	to	to	ADP
cana-661	52	9	disease	disease	NOUN
cana-661	52	10	classification	classification	NOUN
cana-661	52	11	.	.	PUNCT
cana-661	53	1	in	in	ADP
cana-661	53	2	section	section	NOUN
cana-661	53	3	3	3	NUM
cana-661	53	4	,	,	PUNCT
cana-661	53	5	data	datum	NOUN
cana-661	53	6	collection	collection	NOUN
cana-661	53	7	,	,	PUNCT
cana-661	53	8	and	and	CCONJ
cana-661	53	9	neural	neural	ADJ
cana-661	53	10	network	network	NOUN
cana-661	53	11	construction	construction	NOUN
cana-661	53	12	discussed	discuss	VERB
cana-661	53	13	.	.	PUNCT
cana-661	54	1	while	while	SCONJ
cana-661	54	2	section	section	NOUN
cana-661	54	3	4	4	NUM
cana-661	54	4	explores	explore	VERB
cana-661	54	5	the	the	DET
cana-661	54	6	experimental	experimental	ADJ
cana-661	54	7	results	result	NOUN
cana-661	54	8	and	and	CCONJ
cana-661	54	9	finally	finally	ADV
cana-661	54	10	conclusions	conclusion	NOUN
cana-661	54	11	of	of	ADP
cana-661	54	12	the	the	DET
cana-661	54	13	paper	paper	NOUN
cana-661	54	14	is	be	AUX
cana-661	54	15	presented	present	VERB
cana-661	54	16	at	at	ADP
cana-661	54	17	the	the	DET
cana-661	54	18	end	end	NOUN
cana-661	54	19	.	.	PUNCT
cana-661	55	1	2	2	X
cana-661	55	2	.	.	X
cana-661	55	3	literature	literature	NOUN
cana-661	55	4	review	review	VERB
cana-661	55	5	the	the	DET
cana-661	55	6	computer	computer	NOUN
cana-661	55	7	vision	vision	NOUN
cana-661	55	8	technology	technology	NOUN
cana-661	55	9	overviews	overview	NOUN
cana-661	55	10	for	for	ADP
cana-661	55	11	poultry	poultry	NOUN
cana-661	55	12	sector	sector	NOUN
cana-661	55	13	research	research	NOUN
cana-661	55	14	summarizes	summarize	VERB
cana-661	55	15	the	the	DET
cana-661	55	16	most	most	ADV
cana-661	55	17	recent	recent	ADJ
cana-661	55	18	developments	development	NOUN
cana-661	55	19	in	in	ADP
cana-661	55	20	computer	computer	NOUN
cana-661	55	21	vision	vision	NOUN
cana-661	55	22	-	-	PUNCT
cana-661	55	23	based	base	VERB
cana-661	55	24	methods	method	NOUN
cana-661	55	25	for	for	ADP
cana-661	55	26	monitoring	monitor	VERB
cana-661	55	27	the	the	DET
cana-661	55	28	health	health	NOUN
cana-661	55	29	of	of	ADP
cana-661	55	30	chickens	chicken	NOUN
cana-661	55	31	,	,	PUNCT
cana-661	55	32	namely	namely	ADV
cana-661	55	33	those	those	PRON
cana-661	55	34	based	base	VERB
cana-661	55	35	on	on	ADP
cana-661	55	36	deep	deep	ADJ
cana-661	55	37	learning	learning	NOUN
cana-661	55	38	(	(	PUNCT
cana-661	55	39	dl	dl	NOUN
cana-661	55	40	)	)	PUNCT
cana-661	55	41	and	and	CCONJ
cana-661	55	42	machine	machine	NOUN
cana-661	55	43	learning	learning	NOUN
cana-661	55	44	(	(	PUNCT
cana-661	55	45	ml	ml	NOUN
cana-661	55	46	)	)	PUNCT
cana-661	55	47	based	base	VERB
cana-661	55	48	systems	system	NOUN
cana-661	55	49	[	[	X
cana-661	55	50	1	1	NUM
cana-661	55	51	]	]	PUNCT
cana-661	55	52	.	.	PUNCT
cana-661	56	1	this	this	DET
cana-661	56	2	dataset	dataset	NOUN
cana-661	56	3	,	,	PUNCT
cana-661	56	4	which	which	PRON
cana-661	56	5	comprises	comprise	VERB
cana-661	56	6	images	image	NOUN
cana-661	56	7	of	of	ADP
cana-661	56	8	both	both	CCONJ
cana-661	56	9	healthy	healthy	ADJ
cana-661	56	10	and	and	CCONJ
cana-661	56	11	unhealthy	unhealthy	ADJ
cana-661	56	12	chicken	chicken	NOUN
cana-661	56	13	feces	fece	NOUN
cana-661	56	14	captured	capture	VERB
cana-661	56	15	by	by	ADP
cana-661	56	16	mobile	mobile	ADJ
cana-661	56	17	cameras	camera	NOUN
cana-661	56	18	at	at	ADP
cana-661	56	19	certain	certain	ADJ
cana-661	56	20	farms	farm	NOUN
cana-661	56	21	in	in	ADP
cana-661	56	22	southwest	southwest	PROPN
cana-661	56	23	nigeria	nigeria	PROPN
cana-661	56	24	,	,	PUNCT
cana-661	56	25	may	may	AUX
cana-661	56	26	be	be	AUX
cana-661	56	27	used	use	VERB
cana-661	56	28	to	to	PART
cana-661	56	29	train	train	VERB
cana-661	56	30	machine	machine	NOUN
cana-661	56	31	learning	learning	NOUN
cana-661	56	32	models	model	NOUN
cana-661	56	33	to	to	PART
cana-661	56	34	detect	detect	VERB
cana-661	56	35	anomalies	anomaly	NOUN
cana-661	56	36	in	in	ADP
cana-661	56	37	poultry	poultry	NOUN
cana-661	56	38	farms	farm	NOUN
cana-661	56	39	.	.	PUNCT
cana-661	57	1	[	[	X
cana-661	57	2	2	2	NUM
cana-661	57	3	]	]	PUNCT
cana-661	57	4	.	.	PUNCT
cana-661	58	1	using	use	VERB
cana-661	58	2	the	the	DET
cana-661	58	3	resnet50	resnet50	NOUN
cana-661	58	4	image	image	NOUN
cana-661	58	5	classification	classification	NOUN
cana-661	58	6	model	model	NOUN
cana-661	58	7	and	and	CCONJ
cana-661	58	8	the	the	DET
cana-661	58	9	yolo	yolo	PROPN
cana-661	58	10	-	-	PUNCT
cana-661	58	11	v3	v3	PROPN
cana-661	58	12	object	object	NOUN
cana-661	58	13	detection	detection	NOUN
cana-661	58	14	method	method	NOUN
cana-661	58	15	,	,	PUNCT
cana-661	58	16	a	a	DET
cana-661	58	17	system	system	NOUN
cana-661	58	18	for	for	ADP
cana-661	58	19	detecting	detect	VERB
cana-661	58	20	and	and	CCONJ
cana-661	58	21	classifying	classify	VERB
cana-661	58	22	poultry	poultry	NOUN
cana-661	58	23	illnesses	illness	NOUN
cana-661	58	24	was	be	AUX
cana-661	58	25	reported	report	VERB
cana-661	58	26	[	[	X
cana-661	58	27	3	3	NUM
cana-661	58	28	]	]	PUNCT
cana-661	58	29	.	.	PUNCT
cana-661	59	1	a	a	DET
cana-661	59	2	custom	custom	NOUN
cana-661	59	3	model	model	NOUN
cana-661	59	4	developed	develop	VERB
cana-661	59	5	using	use	VERB
cana-661	59	6	the	the	DET
cana-661	59	7	yolo	yolo	ADJ
cana-661	59	8	v3	v3	PROPN
cana-661	59	9	algorithm	algorithm	NOUN
cana-661	59	10	for	for	ADP
cana-661	59	11	the	the	DET
cana-661	59	12	purpose	purpose	NOUN
cana-661	59	13	of	of	ADP
cana-661	59	14	detecting	detect	VERB
cana-661	59	15	poultry	poultry	NOUN
cana-661	59	16	diseases	disease	NOUN
cana-661	59	17	in	in	ADP
cana-661	59	18	broilers	broiler	NOUN
cana-661	59	19	[	[	X
cana-661	59	20	4	4	NUM
cana-661	59	21	]	]	PUNCT
cana-661	59	22	.	.	PUNCT
cana-661	60	1	an	an	DET
cana-661	60	2	ai	ai	NOUN
cana-661	60	3	-	-	PUNCT
cana-661	60	4	based	base	VERB
cana-661	60	5	sensor	sensor	NOUN
cana-661	60	6	detection	detection	NOUN
cana-661	60	7	approach	approach	NOUN
cana-661	60	8	is	be	AUX
cana-661	60	9	suggested	suggest	VERB
cana-661	60	10	in	in	ADP
cana-661	60	11	[	[	X
cana-661	60	12	5	5	NUM
cana-661	60	13	]	]	PUNCT
cana-661	60	14	.	.	PUNCT
cana-661	61	1	to	to	PART
cana-661	61	2	aid	aid	VERB
cana-661	61	3	in	in	ADP
cana-661	61	4	the	the	DET
cana-661	61	5	early	early	ADJ
cana-661	61	6	diagnosis	diagnosis	NOUN
cana-661	61	7	of	of	ADP
cana-661	61	8	poultry	poultry	NOUN
cana-661	61	9	illnesses	illness	NOUN
cana-661	61	10	,	,	PUNCT
cana-661	61	11	neural	neural	ADJ
cana-661	61	12	network	network	NOUN
cana-661	61	13	(	(	PUNCT
cana-661	61	14	nn	nn	NOUN
cana-661	61	15	)	)	PUNCT
cana-661	61	16	models	model	NOUN
cana-661	61	17	have	have	AUX
cana-661	61	18	been	be	AUX
cana-661	61	19	suggested	suggest	VERB
cana-661	61	20	for	for	ADP
cana-661	61	21	the	the	DET
cana-661	61	22	purpose	purpose	NOUN
cana-661	61	23	of	of	ADP
cana-661	61	24	classifying	classify	VERB
cana-661	61	25	grill	grill	ADJ
cana-661	61	26	chickens	chicken	NOUN
cana-661	61	27	as	as	ADV
cana-661	61	28	healthy	healthy	ADJ
cana-661	61	29	or	or	CCONJ
cana-661	61	30	sick	sick	ADJ
cana-661	61	31	[	[	X
cana-661	61	32	6	6	NUM
cana-661	61	33	]	]	PUNCT
cana-661	61	34	.	.	PUNCT
cana-661	62	1	the	the	DET
cana-661	62	2	four	four	NUM
cana-661	62	3	narrow	narrow	ADJ
cana-661	62	4	-	-	PUNCT
cana-661	62	5	band	band	NOUN
cana-661	62	6	filters	filter	NOUN
cana-661	62	7	used	use	VERB
cana-661	62	8	by	by	ADP
cana-661	62	9	the	the	DET
cana-661	62	10	multi	multi	ADJ
cana-661	62	11	-	-	ADJ
cana-661	62	12	spectral	spectral	ADJ
cana-661	62	13	imaging	imaging	NOUN
cana-661	62	14	system	system	NOUN
cana-661	62	15	produce	produce	VERB
cana-661	62	16	four	four	NUM
cana-661	62	17	spectrally	spectrally	ADV
cana-661	62	18	separate	separate	ADJ
cana-661	62	19	pictures	picture	NOUN
cana-661	62	20	that	that	PRON
cana-661	62	21	are	be	AUX
cana-661	62	22	all	all	PRON
cana-661	62	23	shown	show	VERB
cana-661	62	24	on	on	ADP
cana-661	62	25	a	a	DET
cana-661	62	26	single	single	ADJ
cana-661	62	27	ccd	ccd	NOUN
cana-661	62	28	focal	focal	ADJ
cana-661	62	29	-	-	PUNCT
cana-661	62	30	plane	plane	NOUN
cana-661	62	31	[	[	X
cana-661	62	32	7	7	NUM
cana-661	62	33	]	]	PUNCT
cana-661	62	34	.	.	PUNCT
cana-661	63	1	the	the	DET
cana-661	63	2	chicken	chicken	NOUN
cana-661	63	3	's	's	PART
cana-661	63	4	demeanour	demeanour	ADJ
cana-661	63	5	and	and	CCONJ
cana-661	63	6	actions	action	NOUN
cana-661	63	7	served	serve	VERB
cana-661	63	8	as	as	ADP
cana-661	63	9	a	a	DET
cana-661	63	10	gauge	gauge	NOUN
cana-661	63	11	for	for	ADP
cana-661	63	12	its	its	PRON
cana-661	63	13	health	health	NOUN
cana-661	63	14	[	[	X
cana-661	63	15	8	8	NUM
cana-661	63	16	]	]	PUNCT
cana-661	63	17	.	.	PUNCT
cana-661	64	1	a	a	DET
cana-661	64	2	strategy	strategy	NOUN
cana-661	64	3	of	of	ADP
cana-661	64	4	oversampling	oversampling	NOUN
cana-661	64	5	is	be	AUX
cana-661	64	6	used	use	VERB
cana-661	64	7	to	to	PART
cana-661	64	8	make	make	VERB
cana-661	64	9	the	the	DET
cana-661	64	10	sample	sample	NOUN
cana-661	64	11	data	datum	NOUN
cana-661	64	12	of	of	ADP
cana-661	64	13	the	the	DET
cana-661	64	14	minority	minority	NOUN
cana-661	64	15	class	class	NOUN
cana-661	64	16	as	as	ADV
cana-661	64	17	useful	useful	ADJ
cana-661	64	18	as	as	ADP
cana-661	64	19	that	that	PRON
cana-661	64	20	of	of	ADP
cana-661	64	21	the	the	DET
cana-661	64	22	other	other	ADJ
cana-661	64	23	majority	majority	NOUN
cana-661	64	24	classes	class	NOUN
cana-661	64	25	.	.	PUNCT
cana-661	65	1	the	the	DET
cana-661	65	2	fecal	fecal	ADJ
cana-661	65	3	photos	photo	NOUN
cana-661	65	4	utilized	utilize	VERB
cana-661	65	5	to	to	PART
cana-661	65	6	identify	identify	VERB
cana-661	65	7	diseases	disease	NOUN
cana-661	65	8	in	in	ADP
cana-661	65	9	chickens	chicken	NOUN
cana-661	65	10	using	use	VERB
cana-661	65	11	the	the	DET
cana-661	65	12	inception	inception	ADJ
cana-661	65	13	-	-	PUNCT
cana-661	65	14	v3	v3	NOUN
cana-661	65	15	algorithm	algorithm	NOUN
cana-661	65	16	[	[	X
cana-661	65	17	9	9	NUM
cana-661	65	18	]	]	PUNCT
cana-661	65	19	.	.	PUNCT
cana-661	66	1	the	the	DET
cana-661	66	2	use	use	NOUN
cana-661	66	3	of	of	ADP
cana-661	66	4	a	a	DET
cana-661	66	5	deep	deep	ADJ
cana-661	66	6	cnn	cnn	PROPN
cana-661	66	7	model	model	NOUN
cana-661	66	8	to	to	PART
cana-661	66	9	automatically	automatically	ADV
cana-661	66	10	identify	identify	VERB
cana-661	66	11	abnormalities	abnormality	NOUN
cana-661	66	12	in	in	ADP
cana-661	66	13	grill	grill	NOUN
cana-661	66	14	droppings	dropping	NOUN
cana-661	66	15	and	and	CCONJ
cana-661	66	16	label	label	VERB
cana-661	66	17	them	they	PRON
cana-661	66	18	as	as	ADV
cana-661	66	19	normal	normal	ADJ
cana-661	66	20	or	or	CCONJ
cana-661	66	21	abnormal	abnormal	ADJ
cana-661	66	22	is	be	AUX
cana-661	66	23	suggested	suggest	VERB
cana-661	66	24	for	for	ADP
cana-661	66	25	use	use	NOUN
cana-661	66	26	in	in	ADP
cana-661	66	27	an	an	DET
cana-661	66	28	automated	automate	VERB
cana-661	66	29	digestive	digestive	ADJ
cana-661	66	30	illness	illness	NOUN
cana-661	66	31	detector	detector	NOUN
cana-661	67	1	[	[	X
cana-661	67	2	10	10	NUM
cana-661	67	3	]	]	PUNCT
cana-661	67	4	.	.	PUNCT
cana-661	68	1	a	a	DET
cana-661	68	2	structure	structure	NOUN
cana-661	68	3	known	know	VERB
cana-661	68	4	as	as	ADP
cana-661	68	5	an	an	DET
cana-661	68	6	attention	attention	NOUN
cana-661	68	7	encoder	encoder	NOUN
cana-661	68	8	was	be	AUX
cana-661	68	9	proposed	propose	VERB
cana-661	68	10	to	to	PART
cana-661	68	11	improve	improve	VERB
cana-661	68	12	the	the	DET
cana-661	68	13	detection	detection	NOUN
cana-661	68	14	accuracy	accuracy	NOUN
cana-661	68	15	when	when	SCONJ
cana-661	68	16	characteristics	characteristic	NOUN
cana-661	68	17	were	be	AUX
cana-661	68	18	extracted	extract	VERB
cana-661	68	19	from	from	ADP
cana-661	68	20	photos	photo	NOUN
cana-661	68	21	of	of	ADP
cana-661	68	22	chickens	chicken	NOUN
cana-661	68	23	[	[	X
cana-661	68	24	11	11	NUM
cana-661	68	25	]	]	PUNCT
cana-661	68	26	.	.	PUNCT
cana-661	69	1	to	to	PART
cana-661	69	2	identify	identify	VERB
cana-661	69	3	hens	hen	NOUN
cana-661	69	4	of	of	ADP
cana-661	69	5	varying	vary	VERB
cana-661	69	6	ages	age	NOUN
cana-661	69	7	,	,	PUNCT
cana-661	69	8	one	one	PRON
cana-661	69	9	may	may	AUX
cana-661	69	10	use	use	VERB
cana-661	69	11	an	an	DET
cana-661	69	12	object	object	NOUN
cana-661	69	13	identification	identification	NOUN
cana-661	69	14	network	network	NOUN
cana-661	69	15	that	that	PRON
cana-661	69	16	incorporates	incorporate	VERB
cana-661	69	17	data	datum	NOUN
cana-661	69	18	from	from	ADP
cana-661	69	19	gan	gan	PROPN
cana-661	69	20	-	-	PUNCT
cana-661	69	21	mae	mae	PROPN
cana-661	69	22	(	(	PUNCT
cana-661	69	23	generative	generative	ADJ
cana-661	69	24	adversarial	adversarial	ADJ
cana-661	69	25	network	network	NOUN
cana-661	69	26	-	-	PUNCT
cana-661	69	27	masked	mask	VERB
cana-661	69	28	autoencoders	autoencoder	NOUN
cana-661	69	29	)	)	PUNCT
cana-661	70	1	[	[	X
cana-661	70	2	12	12	NUM
cana-661	70	3	]	]	PUNCT
cana-661	70	4	.	.	PUNCT
cana-661	71	1	diseases	disease	NOUN
cana-661	71	2	in	in	ADP
cana-661	71	3	birds	bird	NOUN
cana-661	71	4	detected	detect	VERB
cana-661	71	5	using	use	VERB
cana-661	71	6	thermal	thermal	ADJ
cana-661	71	7	-	-	PUNCT
cana-661	71	8	image	image	NOUN
cana-661	71	9	processing	processing	NOUN
cana-661	71	10	and	and	CCONJ
cana-661	71	11	ai	ai	VERB
cana-661	71	12	[	[	X
cana-661	71	13	13	13	NUM
cana-661	71	14	]	]	PUNCT
cana-661	71	15	.	.	PUNCT
cana-661	72	1	an	an	DET
cana-661	72	2	all	all	ADV
cana-661	72	3	-	-	PUNCT
cana-661	72	4	inclusive	inclusive	ADJ
cana-661	72	5	approach	approach	NOUN
cana-661	72	6	that	that	PRON
cana-661	72	7	combines	combine	VERB
cana-661	72	8	many	many	ADJ
cana-661	72	9	models	model	NOUN
cana-661	72	10	for	for	ADP
cana-661	72	11	classification	classification	NOUN
cana-661	72	12	and	and	CCONJ
cana-661	72	13	segmentation	segmentation	NOUN
cana-661	73	1	[	[	X
cana-661	73	2	14	14	NUM
cana-661	73	3	]	]	PUNCT
cana-661	73	4	.	.	PUNCT
cana-661	74	1	although	although	SCONJ
cana-661	74	2	existing	existing	ADJ
cana-661	74	3	technologies	technology	NOUN
cana-661	74	4	are	be	AUX
cana-661	74	5	proving	prove	VERB
cana-661	74	6	to	to	PART
cana-661	74	7	be	be	AUX
cana-661	74	8	more	more	ADV
cana-661	74	9	effective	effective	ADJ
cana-661	74	10	than	than	ADP
cana-661	74	11	human	human	ADJ
cana-661	74	12	inspection	inspection	NOUN
cana-661	74	13	,	,	PUNCT
cana-661	74	14	early	early	ADJ
cana-661	74	15	detection	detection	NOUN
cana-661	74	16	on	on	ADP
cana-661	74	17	farms	farm	NOUN
cana-661	74	18	has	have	AUX
cana-661	74	19	not	not	PART
cana-661	74	20	made	make	VERB
cana-661	74	21	full	full	ADJ
cana-661	74	22	use	use	NOUN
cana-661	74	23	of	of	ADP
cana-661	74	24	clinical	clinical	ADJ
cana-661	74	25	symptom	symptom	NOUN
cana-661	74	26	-	-	PUNCT
cana-661	74	27	based	base	VERB
cana-661	74	28	monitoring	monitoring	NOUN
cana-661	74	29	systems	system	NOUN
cana-661	74	30	[	[	X
cana-661	74	31	15	15	NUM
cana-661	74	32	]	]	PUNCT
cana-661	74	33	.	.	PUNCT
cana-661	75	1	a	a	DET
cana-661	75	2	cnn	cnn	PROPN
cana-661	75	3	-	-	PUNCT
cana-661	75	4	based	base	VERB
cana-661	75	5	framework	framework	NOUN
cana-661	75	6	has	have	AUX
cana-661	75	7	been	be	AUX
cana-661	75	8	proposed	propose	VERB
cana-661	75	9	to	to	PART
cana-661	75	10	classify	classify	VERB
cana-661	75	11	chicken	chicken	NOUN
cana-661	75	12	diseases	disease	NOUN
cana-661	75	13	by	by	ADP
cana-661	75	14	distinguishing	distinguish	VERB
cana-661	75	15	between	between	ADP
cana-661	75	16	images	image	NOUN
cana-661	75	17	of	of	ADP
cana-661	75	18	sick	sick	ADJ
cana-661	75	19	and	and	CCONJ
cana-661	75	20	healthy	healthy	ADJ
cana-661	75	21	faces	face	NOUN
cana-661	75	22	[	[	X
cana-661	75	23	16	16	NUM
cana-661	75	24	]	]	PUNCT
cana-661	75	25	.	.	PUNCT
cana-661	76	1	using	use	VERB
cana-661	76	2	the	the	DET
cana-661	76	3	chicken	chicken	NOUN
cana-661	76	4	manure	manure	NOUN
cana-661	76	5	data	datum	NOUN
cana-661	76	6	set	set	VERB
cana-661	76	7	and	and	CCONJ
cana-661	76	8	the	the	DET
cana-661	76	9	resnext50	resnext50	NOUN
cana-661	76	10	network	network	NOUN
cana-661	76	11	model	model	NOUN
cana-661	76	12	after	after	ADP
cana-661	76	13	implementing	implement	VERB
cana-661	76	14	a	a	DET
cana-661	76	15	mixed	mixed	ADJ
cana-661	76	16	attention	attention	NOUN
cana-661	76	17	strategy	strategy	NOUN
cana-661	76	18	[	[	X
cana-661	76	19	17	17	NUM
cana-661	76	20	]	]	PUNCT
cana-661	76	21	.	.	PUNCT
cana-661	77	1	the	the	DET
cana-661	77	2	proportion	proportion	NOUN
cana-661	77	3	of	of	ADP
cana-661	77	4	pictures	picture	NOUN
cana-661	77	5	correctly	correctly	ADV
cana-661	77	6	predicted	predict	VERB
cana-661	77	7	based	base	VERB
cana-661	77	8	on	on	ADP
cana-661	77	9	the	the	DET
cana-661	77	10	categorization	categorization	NOUN
cana-661	77	11	of	of	ADP
cana-661	77	12	viral	viral	ADJ
cana-661	77	13	disorders	disorder	NOUN
cana-661	77	14	experienced	experience	VERB
cana-661	77	15	by	by	ADP
cana-661	77	16	hens	hen	NOUN
cana-661	77	17	using	use	VERB
cana-661	77	18	dl	dl	PROPN
cana-661	77	19	predicated	predicate	VERB
cana-661	77	20	on	on	ADP
cana-661	77	21	cnn	cnn	PROPN
cana-661	77	22	[	[	X
cana-661	77	23	18	18	NUM
cana-661	77	24	]	]	PUNCT
cana-661	77	25	.	.	PUNCT
cana-661	78	1	using	use	VERB
cana-661	78	2	a	a	DET
cana-661	78	3	wildlife	wildlife	NOUN
cana-661	78	4	database	database	NOUN
cana-661	78	5	,	,	PUNCT
cana-661	78	6	researchers	researcher	NOUN
cana-661	78	7	have	have	AUX
cana-661	78	8	developed	develop	VERB
cana-661	78	9	a	a	DET
cana-661	78	10	programme	programme	NOUN
cana-661	78	11	that	that	PRON
cana-661	78	12	can	can	AUX
cana-661	78	13	accurately	accurately	ADV
cana-661	78	14	identify	identify	VERB
cana-661	78	15	and	and	CCONJ
cana-661	78	16	categorise	categorise	VERB
cana-661	78	17	poultry	poultry	NOUN
cana-661	78	18	illnesses	illness	NOUN
cana-661	78	19	in	in	ADP
cana-661	78	20	their	their	PRON
cana-661	78	21	early	early	ADJ
cana-661	78	22	communications	communication	NOUN
cana-661	78	23	on	on	ADP
cana-661	78	24	applied	apply	VERB
cana-661	78	25	nonlinear	nonlinear	ADJ
cana-661	78	26	analysis	analysis	NOUN
cana-661	78	27	issn	issn	NOUN
cana-661	78	28	:	:	PUNCT
cana-661	78	29	1074	1074	NUM
cana-661	78	30	-	-	PUNCT
cana-661	78	31	133x	133x	NUM
cana-661	78	32	vol	vol	NOUN
cana-661	78	33	31	31	NUM
cana-661	78	34	no	no	NOUN
cana-661	78	35	.	.	PUNCT
cana-661	79	1	2s	2s	NUM
cana-661	79	2	(	(	PUNCT
cana-661	79	3	2024	2024	NUM
cana-661	79	4	)	)	PUNCT
cana-661	79	5	473	473	NUM
cana-661	79	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	79	7	stages	stage	NOUN
cana-661	79	8	[	[	X
cana-661	79	9	19	19	NUM
cana-661	79	10	]	]	PUNCT
cana-661	79	11	.	.	PUNCT
cana-661	80	1	a	a	DET
cana-661	80	2	deep	deep	ADJ
cana-661	80	3	cnn	cnn	PROPN
cana-661	80	4	model	model	NOUN
cana-661	80	5	was	be	AUX
cana-661	80	6	trained	train	VERB
cana-661	80	7	to	to	PART
cana-661	80	8	identify	identify	VERB
cana-661	80	9	diseases	disease	NOUN
cana-661	80	10	in	in	ADP
cana-661	80	11	chicken	chicken	NOUN
cana-661	80	12	by	by	ADP
cana-661	80	13	differentiating	differentiate	VERB
cana-661	80	14	between	between	ADP
cana-661	80	15	images	image	NOUN
cana-661	80	16	of	of	ADP
cana-661	80	17	healthy	healthy	ADJ
cana-661	80	18	and	and	CCONJ
cana-661	80	19	unhealthy	unhealthy	ADJ
cana-661	80	20	feces	fece	NOUN
cana-661	80	21	[	[	X
cana-661	80	22	20	20	NUM
cana-661	80	23	]	]	PUNCT
cana-661	80	24	.	.	PUNCT
cana-661	81	1	cv	cv	PROPN
cana-661	81	2	model	model	NOUN
cana-661	81	3	was	be	AUX
cana-661	81	4	created	create	VERB
cana-661	81	5	using	use	VERB
cana-661	81	6	the	the	DET
cana-661	81	7	dl	dl	PROPN
cana-661	81	8	algorithm	algorithm	NOUN
cana-661	81	9	to	to	PART
cana-661	81	10	monitor	monitor	VERB
cana-661	81	11	and	and	CCONJ
cana-661	81	12	manage	manage	VERB
cana-661	81	13	bird	bird	NOUN
cana-661	81	14	diseases	disease	NOUN
cana-661	81	15	in	in	ADP
cana-661	81	16	order	order	NOUN
cana-661	81	17	to	to	PART
cana-661	81	18	increase	increase	VERB
cana-661	81	19	the	the	DET
cana-661	81	20	productivity	productivity	NOUN
cana-661	81	21	and	and	CCONJ
cana-661	81	22	safety	safety	NOUN
cana-661	81	23	of	of	ADP
cana-661	81	24	the	the	DET
cana-661	81	25	poultry	poultry	NOUN
cana-661	81	26	business	business	NOUN
cana-661	81	27	.	.	PUNCT
cana-661	82	1	[	[	X
cana-661	82	2	21	21	NUM
cana-661	82	3	]	]	PUNCT
cana-661	82	4	.	.	PUNCT
cana-661	83	1	using	use	VERB
cana-661	83	2	a	a	DET
cana-661	83	3	collection	collection	NOUN
cana-661	83	4	of	of	ADP
cana-661	83	5	pictures	picture	NOUN
cana-661	83	6	of	of	ADP
cana-661	83	7	chicken	chicken	NOUN
cana-661	83	8	dung	dung	NOUN
cana-661	83	9	,	,	PUNCT
cana-661	83	10	researchers	researcher	NOUN
cana-661	83	11	have	have	AUX
cana-661	83	12	developed	develop	VERB
cana-661	83	13	an	an	DET
cana-661	83	14	improved	improved	ADJ
cana-661	83	15	resnet18	resnet18	NOUN
cana-661	83	16	-	-	PUNCT
cana-661	83	17	based	base	VERB
cana-661	83	18	model	model	NOUN
cana-661	83	19	for	for	ADP
cana-661	83	20	illness	illness	NOUN
cana-661	83	21	image	image	NOUN
cana-661	83	22	detection	detection	NOUN
cana-661	83	23	in	in	ADP
cana-661	83	24	chickens	chicken	NOUN
cana-661	83	25	[	[	X
cana-661	83	26	22	22	NUM
cana-661	83	27	]	]	PUNCT
cana-661	83	28	.	.	PUNCT
cana-661	84	1	in	in	ADP
cana-661	84	2	order	order	NOUN
cana-661	84	3	to	to	PART
cana-661	84	4	segment	segment	VERB
cana-661	84	5	the	the	DET
cana-661	84	6	blood	blood	NOUN
cana-661	84	7	arteries	artery	NOUN
cana-661	84	8	in	in	ADP
cana-661	84	9	images	image	NOUN
cana-661	84	10	of	of	ADP
cana-661	84	11	chicken	chicken	NOUN
cana-661	84	12	embryos	embryo	NOUN
cana-661	84	13	,	,	PUNCT
cana-661	84	14	a	a	DET
cana-661	84	15	new	new	ADJ
cana-661	84	16	approach	approach	NOUN
cana-661	84	17	was	be	AUX
cana-661	84	18	suggested	suggest	VERB
cana-661	84	19	that	that	SCONJ
cana-661	84	20	uses	use	VERB
cana-661	84	21	a	a	DET
cana-661	84	22	matching	matching	NOUN
cana-661	84	23	filter	filter	NOUN
cana-661	84	24	in	in	ADP
cana-661	84	25	conjunction	conjunction	NOUN
cana-661	84	26	with	with	ADP
cana-661	84	27	the	the	DET
cana-661	84	28	skeleton	skeleton	NOUN
cana-661	84	29	's	's	PART
cana-661	84	30	curvature	curvature	NOUN
cana-661	84	31	characteristic	characteristic	ADJ
cana-661	85	1	[	[	X
cana-661	85	2	23	23	NUM
cana-661	85	3	]	]	PUNCT
cana-661	85	4	.	.	PUNCT
cana-661	86	1	a	a	DET
cana-661	86	2	novel	novel	ADJ
cana-661	86	3	cnn	cnn	PROPN
cana-661	86	4	model	model	NOUN
cana-661	86	5	named	name	VERB
cana-661	86	6	light	light	NOUN
cana-661	86	7	-	-	PUNCT
cana-661	86	8	vgg11	vgg11	PROPN
cana-661	86	9	was	be	AUX
cana-661	86	10	developed	develop	VERB
cana-661	86	11	to	to	PART
cana-661	86	12	automatically	automatically	ADV
cana-661	86	13	identify	identify	VERB
cana-661	86	14	distress	distress	NOUN
cana-661	86	15	calls	call	NOUN
cana-661	86	16	made	make	VERB
cana-661	86	17	by	by	ADP
cana-661	86	18	chickens	chicken	NOUN
cana-661	86	19	from	from	ADP
cana-661	86	20	recordings	recording	NOUN
cana-661	86	21	made	make	VERB
cana-661	86	22	on	on	ADP
cana-661	86	23	a	a	DET
cana-661	86	24	high	high	ADJ
cana-661	86	25	-	-	PUNCT
cana-661	86	26	yield	yield	NOUN
cana-661	86	27	farm	farm	NOUN
cana-661	87	1	[	[	X
cana-661	87	2	24	24	NUM
cana-661	87	3	]	]	PUNCT
cana-661	87	4	.	.	PUNCT
cana-661	88	1	it	it	PRON
cana-661	88	2	was	be	AUX
cana-661	88	3	recommended	recommend	VERB
cana-661	88	4	to	to	PART
cana-661	88	5	use	use	VERB
cana-661	88	6	a	a	DET
cana-661	88	7	cnn	cnn	PROPN
cana-661	88	8	-	-	PUNCT
cana-661	88	9	based	base	VERB
cana-661	88	10	deep	deep	ADJ
cana-661	88	11	learning	learning	NOUN
cana-661	88	12	method	method	NOUN
cana-661	88	13	to	to	PART
cana-661	88	14	categorize	categorize	VERB
cana-661	88	15	chicken	chicken	NOUN
cana-661	88	16	feces	fece	NOUN
cana-661	88	17	into	into	ADP
cana-661	88	18	three	three	NUM
cana-661	88	19	groups	group	NOUN
cana-661	88	20	[	[	X
cana-661	88	21	25	25	NUM
cana-661	88	22	]	]	PUNCT
cana-661	88	23	.	.	PUNCT
cana-661	89	1	using	use	VERB
cana-661	89	2	a	a	DET
cana-661	89	3	kinect	kinect	ADJ
cana-661	89	4	sensor	sensor	NOUN
cana-661	89	5	,	,	PUNCT
cana-661	89	6	an	an	DET
cana-661	89	7	automated	automate	VERB
cana-661	89	8	cnn	cnn	PROPN
cana-661	89	9	-	-	PUNCT
cana-661	89	10	based	base	VERB
cana-661	89	11	approach	approach	NOUN
cana-661	89	12	was	be	AUX
cana-661	89	13	demonstrated	demonstrate	VERB
cana-661	89	14	to	to	PART
cana-661	89	15	identify	identify	VERB
cana-661	89	16	chicken	chicken	NOUN
cana-661	89	17	activity	activity	NOUN
cana-661	89	18	in	in	ADP
cana-661	89	19	a	a	DET
cana-661	89	20	poultry	poultry	NOUN
cana-661	89	21	farm	farm	NOUN
cana-661	90	1	[	[	X
cana-661	90	2	26	26	NUM
cana-661	90	3	]	]	PUNCT
cana-661	90	4	.	.	PUNCT
cana-661	91	1	for	for	ADP
cana-661	91	2	taiwanese	taiwanese	ADJ
cana-661	91	3	poultry	poultry	NOUN
cana-661	91	4	farms	farm	NOUN
cana-661	91	5	,	,	PUNCT
cana-661	91	6	we	we	PRON
cana-661	91	7	developed	develop	VERB
cana-661	91	8	and	and	CCONJ
cana-661	91	9	built	build	VERB
cana-661	91	10	a	a	DET
cana-661	91	11	unique	unique	ADJ
cana-661	91	12	tiny	tiny	ADJ
cana-661	91	13	removal	removal	NOUN
cana-661	91	14	method	method	NOUN
cana-661	91	15	using	use	VERB
cana-661	91	16	a	a	DET
cana-661	91	17	dl	dl	PROPN
cana-661	91	18	algorithm	algorithm	NOUN
cana-661	91	19	[	[	X
cana-661	91	20	27	27	NUM
cana-661	91	21	]	]	PUNCT
cana-661	91	22	.	.	PUNCT
cana-661	92	1	using	use	VERB
cana-661	92	2	generative	generative	ADJ
cana-661	92	3	adversarial	adversarial	ADJ
cana-661	92	4	networks	network	NOUN
cana-661	92	5	(	(	PUNCT
cana-661	92	6	gan	gan	PROPN
cana-661	92	7	)	)	PUNCT
cana-661	92	8	for	for	ADP
cana-661	92	9	the	the	DET
cana-661	92	10	early	early	ADJ
cana-661	92	11	identification	identification	NOUN
cana-661	92	12	of	of	ADP
cana-661	92	13	diseases	disease	NOUN
cana-661	92	14	in	in	ADP
cana-661	92	15	hens	hen	NOUN
cana-661	92	16	reared	rear	VERB
cana-661	92	17	for	for	ADP
cana-661	92	18	poultry	poultry	NOUN
cana-661	92	19	,	,	PUNCT
cana-661	92	20	a	a	DET
cana-661	92	21	framework	framework	NOUN
cana-661	92	22	for	for	ADP
cana-661	92	23	predictive	predictive	ADJ
cana-661	92	24	services	service	NOUN
cana-661	92	25	that	that	PRON
cana-661	92	26	utilize	utilize	VERB
cana-661	92	27	the	the	DET
cana-661	92	28	internet	internet	NOUN
cana-661	92	29	of	of	ADP
cana-661	92	30	things	thing	NOUN
cana-661	92	31	(	(	PUNCT
cana-661	92	32	iot	iot	NOUN
cana-661	92	33	)	)	PUNCT
cana-661	92	34	is	be	AUX
cana-661	92	35	proposed	propose	VERB
cana-661	92	36	[	[	X
cana-661	92	37	28	28	NUM
cana-661	92	38	]	]	PUNCT
cana-661	92	39	.	.	PUNCT
cana-661	93	1	the	the	DET
cana-661	93	2	impact	impact	NOUN
cana-661	93	3	of	of	ADP
cana-661	93	4	new	new	ADJ
cana-661	93	5	smart	smart	ADJ
cana-661	93	6	sensor	sensor	NOUN
cana-661	93	7	technologies	technology	NOUN
cana-661	93	8	on	on	ADP
cana-661	93	9	chicken	chicken	NOUN
cana-661	93	10	operations	operation	NOUN
cana-661	93	11	,	,	PUNCT
cana-661	93	12	the	the	DET
cana-661	93	13	connection	connection	NOUN
cana-661	93	14	between	between	ADP
cana-661	93	15	big	big	ADJ
cana-661	93	16	data	datum	NOUN
cana-661	93	17	analytics	analytic	NOUN
cana-661	93	18	,	,	PUNCT
cana-661	93	19	sensors	sensor	NOUN
cana-661	93	20	,	,	PUNCT
cana-661	93	21	and	and	CCONJ
cana-661	93	22	iot	iot	NOUN
cana-661	93	23	,	,	PUNCT
cana-661	93	24	and	and	CCONJ
cana-661	93	25	how	how	SCONJ
cana-661	93	26	these	these	DET
cana-661	93	27	advancements	advancement	NOUN
cana-661	93	28	might	might	AUX
cana-661	93	29	increase	increase	VERB
cana-661	93	30	chicken	chicken	NOUN
cana-661	93	31	output	output	NOUN
cana-661	93	32	are	be	AUX
cana-661	93	33	all	all	PRON
cana-661	93	34	explained	explain	VERB
cana-661	93	35	.	.	PUNCT
cana-661	94	1	[	[	X
cana-661	94	2	29	29	NUM
cana-661	94	3	]	]	PUNCT
cana-661	94	4	.	.	PUNCT
cana-661	95	1	with	with	ADP
cana-661	95	2	the	the	DET
cana-661	95	3	faster	fast	ADJ
cana-661	95	4	r	r	NOUN
cana-661	95	5	-	-	PUNCT
cana-661	95	6	cnn	cnn	PROPN
cana-661	95	7	network	network	NOUN
cana-661	95	8	as	as	ADP
cana-661	95	9	its	its	PRON
cana-661	95	10	foundation	foundation	NOUN
cana-661	95	11	,	,	PUNCT
cana-661	95	12	we	we	PRON
cana-661	95	13	built	build	VERB
cana-661	95	14	a	a	DET
cana-661	95	15	feeding	feeding	NOUN
cana-661	95	16	behaviour	behaviour	NOUN
cana-661	95	17	detection	detection	NOUN
cana-661	95	18	network	network	NOUN
cana-661	95	19	.	.	PUNCT
cana-661	96	1	this	this	DET
cana-661	96	2	network	network	NOUN
cana-661	96	3	is	be	AUX
cana-661	96	4	defined	define	VERB
cana-661	96	5	by	by	ADP
cana-661	96	6	the	the	DET
cana-661	96	7	following	following	NOUN
cana-661	96	8	:	:	PUNCT
cana-661	96	9	feature	feature	NOUN
cana-661	96	10	extraction	extraction	NOUN
cana-661	96	11	through	through	ADP
cana-661	96	12	the	the	DET
cana-661	96	13	fusion	fusion	NOUN
cana-661	96	14	of	of	ADP
cana-661	96	15	resnet101	resnet101	PROPN
cana-661	96	16	and	and	CCONJ
cana-661	96	17	path	path	NOUN
cana-661	96	18	aggregation	aggregation	NOUN
cana-661	96	19	network	network	NOUN
cana-661	96	20	(	(	PUNCT
cana-661	96	21	pan	pan	NOUN
cana-661	96	22	)	)	PUNCT
cana-661	96	23	,	,	PUNCT
cana-661	96	24	and	and	CCONJ
cana-661	96	25	bounding	bound	VERB
cana-661	96	26	box	box	NOUN
cana-661	96	27	regression	regression	NOUN
cana-661	96	28	using	use	VERB
cana-661	96	29	the	the	DET
cana-661	96	30	intersection	intersection	NOUN
cana-661	96	31	over	over	ADP
cana-661	96	32	union	union	NOUN
cana-661	96	33	(	(	PUNCT
cana-661	96	34	iou	iou	NOUN
cana-661	96	35	)	)	PUNCT
cana-661	96	36	loss	loss	NOUN
cana-661	96	37	function	function	NOUN
cana-661	96	38	[	[	X
cana-661	96	39	30	30	NUM
cana-661	96	40	]	]	PUNCT
cana-661	96	41	.	.	PUNCT
cana-661	97	1	using	use	VERB
cana-661	97	2	efficientnet	efficientnet	NOUN
cana-661	97	3	with	with	ADP
cana-661	97	4	the	the	DET
cana-661	97	5	convolutional	convolutional	ADJ
cana-661	97	6	block	block	NOUN
cana-661	97	7	attention	attention	NOUN
cana-661	97	8	module	module	NOUN
cana-661	97	9	(	(	PUNCT
cana-661	97	10	cbam	cbam	NOUN
cana-661	97	11	)	)	PUNCT
cana-661	98	1	[	[	X
cana-661	98	2	31	31	NUM
cana-661	98	3	]	]	PUNCT
cana-661	98	4	was	be	AUX
cana-661	98	5	the	the	DET
cana-661	98	6	basis	basis	NOUN
cana-661	98	7	of	of	ADP
cana-661	98	8	a	a	DET
cana-661	98	9	research	research	NOUN
cana-661	98	10	.	.	PUNCT
cana-661	99	1	in	in	ADP
cana-661	99	2	order	order	NOUN
cana-661	99	3	to	to	PART
cana-661	99	4	localise	localise	VERB
cana-661	99	5	the	the	DET
cana-661	99	6	essential	essential	ADJ
cana-661	99	7	portions	portion	NOUN
cana-661	99	8	of	of	ADP
cana-661	99	9	insect	insect	NOUN
cana-661	99	10	pictures	picture	NOUN
cana-661	99	11	using	use	VERB
cana-661	99	12	grad	grad	NOUN
cana-661	99	13	-	-	PUNCT
cana-661	99	14	cam	cam	PROPN
cana-661	99	15	,	,	PUNCT
cana-661	99	16	a	a	DET
cana-661	99	17	feature	feature	NOUN
cana-661	99	18	fusion	fusion	NOUN
cana-661	99	19	network	network	NOUN
cana-661	99	20	was	be	AUX
cana-661	99	21	suggested	suggest	VERB
cana-661	99	22	that	that	PRON
cana-661	99	23	would	would	AUX
cana-661	99	24	synthesise	synthesise	VERB
cana-661	99	25	feature	feature	NOUN
cana-661	99	26	presentations	presentation	NOUN
cana-661	99	27	in	in	ADP
cana-661	99	28	multiple	multiple	ADJ
cana-661	99	29	backbone	backbone	NOUN
cana-661	99	30	models	model	NOUN
cana-661	99	31	utilising	utilise	VERB
cana-661	99	32	resnet	resnet	NOUN
cana-661	99	33	,	,	PUNCT
cana-661	99	34	vision	vision	NOUN
cana-661	99	35	transformer	transformer	NOUN
cana-661	99	36	,	,	PUNCT
cana-661	99	37	and	and	CCONJ
cana-661	99	38	swin	swin	PROPN
cana-661	99	39	transformer	transformer	PROPN
cana-661	99	40	[	[	X
cana-661	99	41	32	32	NUM
cana-661	99	42	]	]	PUNCT
cana-661	99	43	.	.	PUNCT
cana-661	100	1	a	a	DET
cana-661	100	2	low	low	ADJ
cana-661	100	3	-	-	PUNCT
cana-661	100	4	cost	cost	NOUN
cana-661	100	5	internet	internet	NOUN
cana-661	100	6	of	of	ADP
cana-661	100	7	things	thing	NOUN
cana-661	100	8	(	(	PUNCT
cana-661	100	9	iot)-based	iot)-based	ADJ
cana-661	100	10	system	system	NOUN
cana-661	100	11	developed	develop	VERB
cana-661	100	12	for	for	ADP
cana-661	100	13	monitoring	monitor	VERB
cana-661	100	14	environmental	environmental	ADJ
cana-661	100	15	factors	factor	NOUN
cana-661	100	16	in	in	ADP
cana-661	100	17	a	a	DET
cana-661	100	18	chicken	chicken	NOUN
cana-661	100	19	farm	farm	NOUN
cana-661	100	20	in	in	ADP
cana-661	100	21	real	real	ADJ
cana-661	100	22	time	time	NOUN
cana-661	100	23	[	[	X
cana-661	100	24	36	36	NUM
cana-661	100	25	]	]	PUNCT
cana-661	100	26	.	.	PUNCT
cana-661	101	1	3	3	X
cana-661	101	2	.	.	X
cana-661	101	3	materials	material	NOUN
cana-661	101	4	and	and	CCONJ
cana-661	101	5	methods	method	NOUN
cana-661	101	6	an	an	DET
cana-661	101	7	automated	automate	VERB
cana-661	101	8	approach	approach	NOUN
cana-661	101	9	for	for	ADP
cana-661	101	10	detecting	detect	VERB
cana-661	101	11	and	and	CCONJ
cana-661	101	12	classifying	classify	VERB
cana-661	101	13	chicken	chicken	NOUN
cana-661	101	14	diseases	disease	NOUN
cana-661	101	15	using	use	VERB
cana-661	101	16	deep	deep	ADJ
cana-661	101	17	learning	learning	NOUN
cana-661	101	18	approach	approach	NOUN
cana-661	101	19	is	be	AUX
cana-661	101	20	introduced	introduce	VERB
cana-661	101	21	.	.	PUNCT
cana-661	102	1	the	the	DET
cana-661	102	2	proposed	propose	VERB
cana-661	102	3	system	system	NOUN
cana-661	102	4	uses	use	VERB
cana-661	102	5	images	image	NOUN
cana-661	102	6	of	of	ADP
cana-661	102	7	the	the	DET
cana-661	102	8	chicken	chicken	NOUN
cana-661	102	9	droppings	dropping	NOUN
cana-661	102	10	to	to	PART
cana-661	102	11	detect	detect	VERB
cana-661	102	12	the	the	DET
cana-661	102	13	three	three	NUM
cana-661	102	14	most	most	ADV
cana-661	102	15	common	common	ADJ
cana-661	102	16	infections	infection	NOUN
cana-661	102	17	in	in	ADP
cana-661	102	18	poultry	poultry	NOUN
cana-661	102	19	:	:	PUNCT
cana-661	102	20	coccidiosis	coccidiosis	NOUN
cana-661	102	21	,	,	PUNCT
cana-661	102	22	salmonella	salmonella	NOUN
cana-661	102	23	,	,	PUNCT
cana-661	102	24	and	and	CCONJ
cana-661	102	25	new	new	ADJ
cana-661	102	26	castle	castle	NOUN
cana-661	102	27	disease	disease	NOUN
cana-661	102	28	.	.	PUNCT
cana-661	103	1	the	the	DET
cana-661	103	2	system	system	NOUN
cana-661	103	3	development	development	NOUN
cana-661	103	4	method	method	NOUN
cana-661	103	5	includes	include	VERB
cana-661	103	6	the	the	DET
cana-661	103	7	following	follow	VERB
cana-661	103	8	steps	step	NOUN
cana-661	103	9	:	:	PUNCT
cana-661	103	10	gathering	gather	VERB
cana-661	103	11	and	and	CCONJ
cana-661	103	12	analysing	analyse	VERB
cana-661	103	13	image	image	NOUN
cana-661	103	14	datasets	dataset	NOUN
cana-661	103	15	;	;	PUNCT
cana-661	103	16	creating	create	VERB
cana-661	103	17	augmented	augment	VERB
cana-661	103	18	photos	photo	NOUN
cana-661	103	19	;	;	PUNCT
cana-661	103	20	segmenting	segment	VERB
cana-661	103	21	regions	region	NOUN
cana-661	103	22	of	of	ADP
cana-661	103	23	interest	interest	NOUN
cana-661	103	24	;	;	PUNCT
cana-661	103	25	and	and	CCONJ
cana-661	103	26	train	train	VERB
cana-661	103	27	and	and	CCONJ
cana-661	103	28	test	test	NOUN
cana-661	103	29	using	use	VERB
cana-661	103	30	a	a	DET
cana-661	103	31	deep	deep	ADJ
cana-661	103	32	learning	learning	NOUN
cana-661	103	33	model	model	NOUN
cana-661	103	34	for	for	ADP
cana-661	103	35	image	image	NOUN
cana-661	103	36	classification	classification	NOUN
cana-661	103	37	.	.	PUNCT
cana-661	104	1	figure	figure	NOUN
cana-661	104	2	1	1	NUM
cana-661	104	3	summarizes	summarize	NOUN
cana-661	104	4	the	the	DET
cana-661	104	5	methods	method	NOUN
cana-661	104	6	used	use	VERB
cana-661	104	7	in	in	ADP
cana-661	104	8	the	the	DET
cana-661	104	9	proposed	propose	VERB
cana-661	104	10	model	model	NOUN
cana-661	104	11	.	.	PUNCT
cana-661	105	1	communications	communication	NOUN
cana-661	105	2	on	on	ADP
cana-661	105	3	applied	apply	VERB
cana-661	105	4	nonlinear	nonlinear	ADJ
cana-661	105	5	analysis	analysis	NOUN
cana-661	105	6	issn	issn	NOUN
cana-661	105	7	:	:	PUNCT
cana-661	105	8	1074	1074	NUM
cana-661	105	9	-	-	PUNCT
cana-661	105	10	133x	133x	NUM
cana-661	105	11	vol	vol	NOUN
cana-661	105	12	31	31	NUM
cana-661	105	13	no	no	NOUN
cana-661	105	14	.	.	PUNCT
cana-661	106	1	2s	2s	NUM
cana-661	106	2	(	(	PUNCT
cana-661	106	3	2024	2024	NUM
cana-661	106	4	)	)	PUNCT
cana-661	106	5	474	474	NUM
cana-661	106	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	107	1	figure	figure	NOUN
cana-661	107	2	1	1	NUM
cana-661	107	3	:	:	PUNCT
cana-661	107	4	proposed	propose	VERB
cana-661	107	5	framework	framework	NOUN
cana-661	107	6	for	for	ADP
cana-661	107	7	classification	classification	NOUN
cana-661	107	8	of	of	ADP
cana-661	107	9	chicken	chicken	NOUN
cana-661	107	10	fecal	fecal	ADJ
cana-661	107	11	images	image	NOUN
cana-661	107	12	poultry	poultry	NOUN
cana-661	107	13	bird	bird	NOUN
cana-661	107	14	disease	disease	NOUN
cana-661	107	15	dataset	dataset	VERB
cana-661	107	16	the	the	DET
cana-661	107	17	poultry	poultry	NOUN
cana-661	107	18	bird	bird	NOUN
cana-661	107	19	disease	disease	NOUN
cana-661	107	20	dataset	dataset	VERB
cana-661	107	21	[	[	PUNCT
cana-661	107	22	35	35	NUM
cana-661	107	23	]	]	PUNCT
cana-661	107	24	consists	consist	VERB
cana-661	107	25	of	of	ADP
cana-661	107	26	poultry	poultry	NOUN
cana-661	107	27	fecal	fecal	ADJ
cana-661	107	28	images	image	NOUN
cana-661	107	29	.	.	PUNCT
cana-661	108	1	images	image	NOUN
cana-661	108	2	of	of	ADP
cana-661	108	3	faeces	faece	NOUN
cana-661	108	4	taken	take	VERB
cana-661	108	5	by	by	ADP
cana-661	108	6	mobile	mobile	ADJ
cana-661	108	7	devices	device	NOUN
cana-661	108	8	running	run	VERB
cana-661	108	9	the	the	DET
cana-661	108	10	open	open	ADJ
cana-661	108	11	data	datum	NOUN
cana-661	108	12	kit	kit	NOUN
cana-661	108	13	software	software	NOUN
cana-661	108	14	were	be	AUX
cana-661	108	15	gathered	gather	VERB
cana-661	108	16	from	from	ADP
cana-661	108	17	inoculation	inoculation	NOUN
cana-661	108	18	sites	site	NOUN
cana-661	108	19	and	and	CCONJ
cana-661	108	20	smallscale	smallscale	NOUN
cana-661	108	21	farmers	farmer	NOUN
cana-661	108	22	in	in	ADP
cana-661	108	23	the	the	DET
cana-661	108	24	kilimanjaro	kilimanjaro	PROPN
cana-661	108	25	and	and	CCONJ
cana-661	108	26	arusha	arusha	PROPN
cana-661	108	27	areas	area	NOUN
cana-661	108	28	between	between	ADP
cana-661	108	29	2020	2020	NUM
cana-661	108	30	and	and	CCONJ
cana-661	108	31	2021	2021	NUM
cana-661	108	32	.	.	PUNCT
cana-661	109	1	the	the	DET
cana-661	109	2	"	"	PUNCT
cana-661	109	3	healthy	healthy	ADJ
cana-661	109	4	"	"	PUNCT
cana-661	109	5	and	and	CCONJ
cana-661	109	6	"	"	PUNCT
cana-661	109	7	coccidiosis	coccidiosis	NOUN
cana-661	109	8	"	"	PUNCT
cana-661	109	9	classes	class	NOUN
cana-661	109	10	of	of	ADP
cana-661	109	11	faeces	faece	NOUN
cana-661	109	12	were	be	AUX
cana-661	109	13	collected	collect	VERB
cana-661	109	14	from	from	ADP
cana-661	109	15	chicken	chicken	NOUN
cana-661	109	16	farms	farm	NOUN
cana-661	109	17	,	,	PUNCT
cana-661	109	18	respectively	respectively	ADV
cana-661	109	19	,	,	PUNCT
cana-661	109	20	because	because	SCONJ
cana-661	109	21	of	of	ADP
cana-661	109	22	the	the	DET
cana-661	109	23	prevalence	prevalence	NOUN
cana-661	109	24	of	of	ADP
cana-661	109	25	coccidiosis	coccidiosis	NOUN
cana-661	109	26	illness	illness	NOUN
cana-661	109	27	.	.	PUNCT
cana-661	110	1	after	after	ADP
cana-661	110	2	a	a	DET
cana-661	110	3	week	week	NOUN
cana-661	110	4	,	,	PUNCT
cana-661	110	5	the	the	DET
cana-661	110	6	hens	hen	NOUN
cana-661	110	7	were	be	AUX
cana-661	110	8	inoculated	inoculate	VERB
cana-661	110	9	with	with	ADP
cana-661	110	10	salmonella	salmonella	NOUN
cana-661	110	11	,	,	PUNCT
cana-661	110	12	and	and	CCONJ
cana-661	110	13	pictures	picture	NOUN
cana-661	110	14	of	of	ADP
cana-661	110	15	their	their	PRON
cana-661	110	16	excrement	excrement	NOUN
cana-661	110	17	were	be	AUX
cana-661	110	18	collected	collect	VERB
cana-661	110	19	for	for	ADP
cana-661	110	20	the	the	DET
cana-661	110	21	"	"	PUNCT
cana-661	110	22	salmonella	salmonella	NOUN
cana-661	110	23	"	"	PUNCT
cana-661	110	24	class	class	NOUN
cana-661	110	25	.	.	PUNCT
cana-661	111	1	additionally	additionally	ADV
cana-661	111	2	,	,	PUNCT
cana-661	111	3	the	the	DET
cana-661	111	4	hens	hen	NOUN
cana-661	111	5	were	be	AUX
cana-661	111	6	given	give	VERB
cana-661	111	7	a	a	DET
cana-661	111	8	vaccine	vaccine	NOUN
cana-661	111	9	to	to	PART
cana-661	111	10	protect	protect	VERB
cana-661	111	11	them	they	PRON
cana-661	111	12	from	from	ADP
cana-661	111	13	newcastle	newcastle	PROPN
cana-661	111	14	disease	disease	PROPN
cana-661	111	15	.	.	PUNCT
cana-661	112	1	for	for	ADP
cana-661	112	2	the	the	DET
cana-661	112	3	"	"	PUNCT
cana-661	112	4	new	new	ADJ
cana-661	112	5	castle	castle	NOUN
cana-661	112	6	disease	disease	NOUN
cana-661	112	7	"	"	PUNCT
cana-661	112	8	class	class	NOUN
cana-661	112	9	,	,	PUNCT
cana-661	112	10	pictures	picture	NOUN
cana-661	112	11	are	be	AUX
cana-661	112	12	taken	take	VERB
cana-661	112	13	of	of	ADP
cana-661	112	14	their	their	PRON
cana-661	112	15	feces	fece	NOUN
cana-661	112	16	three	three	NUM
cana-661	112	17	days	day	NOUN
cana-661	112	18	after	after	ADP
cana-661	112	19	the	the	DET
cana-661	112	20	immunization	immunization	NOUN
cana-661	112	21	.	.	PUNCT
cana-661	113	1	a	a	DET
cana-661	113	2	total	total	NOUN
cana-661	113	3	of	of	ADP
cana-661	113	4	6812	6812	NUM
cana-661	113	5	photographs	photograph	NOUN
cana-661	113	6	were	be	AUX
cana-661	113	7	gathered	gather	VERB
cana-661	113	8	,	,	PUNCT
cana-661	113	9	of	of	ADP
cana-661	113	10	which	which	PRON
cana-661	113	11	2103	2103	NUM
cana-661	113	12	were	be	AUX
cana-661	113	13	linked	link	VERB
cana-661	113	14	to	to	ADP
cana-661	113	15	the	the	DET
cana-661	113	16	term	term	NOUN
cana-661	113	17	"	"	PUNCT
cana-661	113	18	coccidiosis	coccidiosis	NOUN
cana-661	113	19	,	,	PUNCT
cana-661	113	20	"	"	PUNCT
cana-661	113	21	2057	2057	NUM
cana-661	113	22	to	to	ADP
cana-661	113	23	the	the	DET
cana-661	113	24	term	term	NOUN
cana-661	113	25	"	"	PUNCT
cana-661	113	26	healthy	healthy	ADJ
cana-661	113	27	,	,	PUNCT
cana-661	113	28	"	"	PUNCT
cana-661	113	29	2276	2276	NUM
cana-661	113	30	to	to	ADP
cana-661	113	31	the	the	DET
cana-661	113	32	term	term	NOUN
cana-661	113	33	"	"	PUNCT
cana-661	113	34	salmonella	salmonella	NOUN
cana-661	113	35	,	,	PUNCT
cana-661	113	36	"	"	PUNCT
cana-661	113	37	and	and	CCONJ
cana-661	113	38	376	376	NUM
cana-661	113	39	to	to	ADP
cana-661	113	40	the	the	DET
cana-661	113	41	term	term	NOUN
cana-661	113	42	"	"	PUNCT
cana-661	113	43	new	new	ADJ
cana-661	113	44	castle	castle	NOUN
cana-661	113	45	disease	disease	NOUN
cana-661	113	46	"	"	PUNCT
cana-661	113	47	.	.	PUNCT
cana-661	114	1	figure	figure	NOUN
cana-661	114	2	2	2	NUM
cana-661	114	3	displays	display	VERB
cana-661	114	4	a	a	DET
cana-661	114	5	selection	selection	NOUN
cana-661	114	6	of	of	ADP
cana-661	114	7	photos	photo	NOUN
cana-661	114	8	from	from	ADP
cana-661	114	9	the	the	DET
cana-661	114	10	dataset	dataset	NOUN
cana-661	114	11	.	.	PUNCT
cana-661	115	1	figure	figure	NOUN
cana-661	115	2	2	2	NUM
cana-661	115	3	:	:	PUNCT
cana-661	115	4	sample	sample	NOUN
cana-661	115	5	photos	photo	NOUN
cana-661	115	6	from	from	ADP
cana-661	115	7	the	the	DET
cana-661	115	8	dataset	dataset	NOUN
cana-661	115	9	preprocessing	preprocesse	VERB
cana-661	115	10	the	the	DET
cana-661	115	11	collection	collection	NOUN
cana-661	115	12	includes	include	VERB
cana-661	115	13	four	four	NUM
cana-661	115	14	picture	picture	NOUN
cana-661	115	15	categories	category	NOUN
cana-661	115	16	labelled	label	VERB
cana-661	115	17	"	"	PUNCT
cana-661	115	18	coccidiosis	coccidiosis	NOUN
cana-661	115	19	"	"	PUNCT
cana-661	115	20	,	,	PUNCT
cana-661	115	21	"	"	PUNCT
cana-661	115	22	salmonella	salmonella	NOUN
cana-661	115	23	"	"	PUNCT
cana-661	115	24	,	,	PUNCT
cana-661	115	25	"	"	PUNCT
cana-661	115	26	new	new	ADJ
cana-661	115	27	castle	castle	NOUN
cana-661	115	28	disease	disease	NOUN
cana-661	115	29	"	"	PUNCT
cana-661	115	30	and	and	CCONJ
cana-661	115	31	"	"	PUNCT
cana-661	115	32	healthy	healthy	ADJ
cana-661	115	33	"	"	PUNCT
cana-661	115	34	each	each	PRON
cana-661	115	35	with	with	ADP
cana-661	115	36	a	a	DET
cana-661	115	37	different	different	ADJ
cana-661	115	38	size	size	NOUN
cana-661	115	39	.	.	PUNCT
cana-661	116	1	in	in	ADP
cana-661	116	2	order	order	NOUN
cana-661	116	3	to	to	PART
cana-661	116	4	get	get	VERB
cana-661	116	5	the	the	DET
cana-661	116	6	most	most	ADJ
cana-661	116	7	out	out	ADP
cana-661	116	8	of	of	ADP
cana-661	116	9	the	the	DET
cana-661	116	10	data	datum	NOUN
cana-661	116	11	used	use	VERB
cana-661	116	12	for	for	ADP
cana-661	116	13	classification	classification	NOUN
cana-661	116	14	,	,	PUNCT
cana-661	116	15	data	datum	NOUN
cana-661	116	16	preparation	preparation	NOUN
cana-661	116	17	is	be	AUX
cana-661	116	18	performed	perform	VERB
cana-661	116	19	to	to	PART
cana-661	116	20	make	make	VERB
cana-661	116	21	it	it	PRON
cana-661	116	22	more	more	ADV
cana-661	116	23	accurate	accurate	ADJ
cana-661	116	24	.	.	PUNCT
cana-661	117	1	in	in	ADP
cana-661	117	2	the	the	DET
cana-661	117	3	case	case	NOUN
cana-661	117	4	of	of	ADP
cana-661	117	5	data	datum	NOUN
cana-661	117	6	with	with	ADP
cana-661	117	7	an	an	DET
cana-661	117	8	communications	communication	NOUN
cana-661	117	9	on	on	ADP
cana-661	117	10	applied	apply	VERB
cana-661	117	11	nonlinear	nonlinear	ADJ
cana-661	117	12	analysis	analysis	NOUN
cana-661	117	13	issn	issn	NOUN
cana-661	117	14	:	:	PUNCT
cana-661	117	15	1074	1074	NUM
cana-661	117	16	-	-	PUNCT
cana-661	117	17	133x	133x	NUM
cana-661	117	18	vol	vol	NOUN
cana-661	117	19	31	31	NUM
cana-661	117	20	no	no	NOUN
cana-661	117	21	.	.	PUNCT
cana-661	118	1	2s	2s	NUM
cana-661	118	2	(	(	PUNCT
cana-661	118	3	2024	2024	NUM
cana-661	118	4	)	)	PUNCT
cana-661	118	5	475	475	NUM
cana-661	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	118	7	uneven	uneven	ADJ
cana-661	118	8	class	class	NOUN
cana-661	118	9	distribution	distribution	NOUN
cana-661	118	10	,	,	PUNCT
cana-661	118	11	the	the	DET
cana-661	118	12	effectiveness	effectiveness	NOUN
cana-661	118	13	of	of	ADP
cana-661	118	14	conventional	conventional	ADJ
cana-661	118	15	classifier	classifier	NOUN
cana-661	118	16	learning	learn	VERB
cana-661	118	17	methods	method	NOUN
cana-661	118	18	might	might	AUX
cana-661	118	19	be	be	AUX
cana-661	118	20	drastically	drastically	ADV
cana-661	118	21	diminished	diminish	VERB
cana-661	118	22	,	,	PUNCT
cana-661	118	23	because	because	SCONJ
cana-661	118	24	they	they	PRON
cana-661	118	25	are	be	AUX
cana-661	118	26	predicated	predicate	VERB
cana-661	118	27	on	on	ADP
cana-661	118	28	the	the	DET
cana-661	118	29	notions	notion	NOUN
cana-661	118	30	of	of	ADP
cana-661	118	31	a	a	DET
cana-661	118	32	roughly	roughly	ADV
cana-661	118	33	equal	equal	ADJ
cana-661	118	34	distribution	distribution	NOUN
cana-661	118	35	of	of	ADP
cana-661	118	36	classes	class	NOUN
cana-661	118	37	and	and	CCONJ
cana-661	118	38	misclassification	misclassification	NOUN
cana-661	118	39	expenses	expense	NOUN
cana-661	118	40	.	.	PUNCT
cana-661	119	1	the	the	DET
cana-661	119	2	architecture	architecture	NOUN
cana-661	119	3	of	of	ADP
cana-661	119	4	the	the	DET
cana-661	119	5	human	human	ADJ
cana-661	119	6	brain	brain	NOUN
cana-661	119	7	served	serve	VERB
cana-661	119	8	as	as	ADP
cana-661	119	9	inspiration	inspiration	NOUN
cana-661	119	10	for	for	ADP
cana-661	119	11	a	a	DET
cana-661	119	12	class	class	NOUN
cana-661	119	13	of	of	ADP
cana-661	119	14	ml	ml	NOUN
cana-661	119	15	algorithms	algorithm	NOUN
cana-661	119	16	.	.	PUNCT
cana-661	120	1	in	in	ADP
cana-661	120	2	order	order	NOUN
cana-661	120	3	to	to	PART
cana-661	120	4	learn	learn	VERB
cana-661	120	5	from	from	ADP
cana-661	120	6	data	datum	NOUN
cana-661	120	7	,	,	PUNCT
cana-661	120	8	methods	method	NOUN
cana-661	120	9	for	for	ADP
cana-661	120	10	deep	deep	ADJ
cana-661	120	11	learning	learning	NOUN
cana-661	120	12	employ	employ	VERB
cana-661	120	13	multilayered	multilayere	VERB
cana-661	120	14	neural	neural	ADJ
cana-661	120	15	networks	network	NOUN
cana-661	120	16	with	with	ADP
cana-661	120	17	progressively	progressively	ADV
cana-661	120	18	higher	high	ADJ
cana-661	120	19	levels	level	NOUN
cana-661	120	20	of	of	ADP
cana-661	120	21	abstraction	abstraction	NOUN
cana-661	120	22	achieved	achieve	VERB
cana-661	120	23	by	by	ADP
cana-661	120	24	non	non	ADJ
cana-661	120	25	-	-	ADJ
cana-661	120	26	linear	linear	ADJ
cana-661	120	27	data	datum	NOUN
cana-661	120	28	transformations	transformation	NOUN
cana-661	120	29	.	.	PUNCT
cana-661	121	1	because	because	SCONJ
cana-661	121	2	it	it	PRON
cana-661	121	3	learns	learn	VERB
cana-661	121	4	from	from	ADP
cana-661	121	5	the	the	DET
cana-661	121	6	picture	picture	NOUN
cana-661	121	7	attributes	attribute	VERB
cana-661	121	8	,	,	PUNCT
cana-661	121	9	dl	dl	PROPN
cana-661	121	10	shows	show	VERB
cana-661	121	11	great	great	ADJ
cana-661	121	12	proficiency	proficiency	NOUN
cana-661	121	13	in	in	ADP
cana-661	121	14	solving	solve	VERB
cana-661	121	15	picture	picture	NOUN
cana-661	121	16	categorization	categorization	NOUN
cana-661	121	17	tasks	task	NOUN
cana-661	121	18	.	.	PUNCT
cana-661	122	1	feature	feature	NOUN
cana-661	122	2	mining	mining	NOUN
cana-661	122	3	and	and	CCONJ
cana-661	122	4	the	the	DET
cana-661	122	5	classification	classification	NOUN
cana-661	122	6	component	component	NOUN
cana-661	122	7	are	be	AUX
cana-661	122	8	the	the	DET
cana-661	122	9	two	two	NUM
cana-661	122	10	mainstays	mainstay	NOUN
cana-661	122	11	of	of	ADP
cana-661	122	12	image	image	NOUN
cana-661	122	13	classification	classification	NOUN
cana-661	122	14	algorithms	algorithm	NOUN
cana-661	122	15	.	.	PUNCT
cana-661	123	1	in	in	ADP
cana-661	123	2	order	order	NOUN
cana-661	123	3	to	to	PART
cana-661	123	4	reduce	reduce	VERB
cana-661	123	5	training	training	NOUN
cana-661	123	6	time	time	NOUN
cana-661	123	7	,	,	PUNCT
cana-661	123	8	the	the	DET
cana-661	123	9	images	image	NOUN
cana-661	123	10	in	in	ADP
cana-661	123	11	the	the	DET
cana-661	123	12	dataset	dataset	NOUN
cana-661	123	13	are	be	AUX
cana-661	123	14	tagged	tag	VERB
cana-661	123	15	according	accord	VERB
cana-661	123	16	to	to	ADP
cana-661	123	17	their	their	PRON
cana-661	123	18	respective	respective	ADJ
cana-661	123	19	classes	class	NOUN
cana-661	123	20	,	,	PUNCT
cana-661	123	21	transformed	transform	VERB
cana-661	123	22	to	to	ADP
cana-661	123	23	tensor	tensor	NOUN
cana-661	123	24	records	record	NOUN
cana-661	123	25	at	at	ADP
cana-661	123	26	two	two	NUM
cana-661	123	27	different	different	ADJ
cana-661	123	28	sizes	size	NOUN
cana-661	123	29	(	(	PUNCT
cana-661	123	30	512	512	NUM
cana-661	123	31	*	*	SYM
cana-661	123	32	512	512	NUM
cana-661	123	33	and	and	CCONJ
cana-661	123	34	224	224	NUM
cana-661	123	35	*	*	SYM
cana-661	123	36	224	224	NUM
cana-661	123	37	pixels	pixel	NOUN
cana-661	123	38	)	)	PUNCT
cana-661	123	39	,	,	PUNCT
cana-661	123	40	and	and	CCONJ
cana-661	123	41	compressed	compress	VERB
cana-661	123	42	.	.	PUNCT
cana-661	124	1	scaling	scale	VERB
cana-661	124	2	the	the	DET
cana-661	124	3	images	image	NOUN
cana-661	124	4	to	to	ADP
cana-661	124	5	a	a	DET
cana-661	124	6	reasonable	reasonable	ADJ
cana-661	124	7	quality	quality	NOUN
cana-661	124	8	can	can	AUX
cana-661	124	9	help	help	VERB
cana-661	124	10	ensure	ensure	VERB
cana-661	124	11	that	that	SCONJ
cana-661	124	12	the	the	DET
cana-661	124	13	data	datum	NOUN
cana-661	124	14	has	have	VERB
cana-661	124	15	a	a	DET
cana-661	124	16	consistent	consistent	ADJ
cana-661	124	17	input	input	NOUN
cana-661	124	18	dimensionality	dimensionality	NOUN
cana-661	124	19	,	,	PUNCT
cana-661	124	20	which	which	PRON
cana-661	124	21	cnn	cnn	PROPN
cana-661	124	22	needs	need	VERB
cana-661	124	23	in	in	ADP
cana-661	124	24	order	order	NOUN
cana-661	124	25	to	to	PART
cana-661	124	26	train	train	VERB
cana-661	124	27	the	the	DET
cana-661	124	28	best	good	ADJ
cana-661	124	29	possible	possible	ADJ
cana-661	124	30	model	model	NOUN
cana-661	124	31	.	.	PUNCT
cana-661	125	1	dataset	dataset	ADJ
cana-661	125	2	splitting	split	VERB
cana-661	125	3	the	the	DET
cana-661	125	4	number	number	NOUN
cana-661	125	5	of	of	ADP
cana-661	125	6	tagged	tag	VERB
cana-661	125	7	picture	picture	NOUN
cana-661	125	8	files	file	NOUN
cana-661	125	9	is	be	AUX
cana-661	125	10	9,600	9,600	NUM
cana-661	125	11	.	.	PUNCT
cana-661	126	1	the	the	DET
cana-661	126	2	variety	variety	NOUN
cana-661	126	3	of	of	ADP
cana-661	126	4	images	image	NOUN
cana-661	126	5	needed	need	VERB
cana-661	126	6	for	for	ADP
cana-661	126	7	disease	disease	NOUN
cana-661	126	8	categorization	categorization	NOUN
cana-661	126	9	perfectly	perfectly	ADV
cana-661	126	10	complements	complement	VERB
cana-661	126	11	equal	equal	ADJ
cana-661	126	12	and	and	CCONJ
cana-661	126	13	annotated	annotated	ADJ
cana-661	126	14	library	library	NOUN
cana-661	126	15	.	.	PUNCT
cana-661	127	1	the	the	DET
cana-661	127	2	dataset	dataset	NOUN
cana-661	127	3	is	be	AUX
cana-661	127	4	divided	divide	VERB
cana-661	127	5	into	into	ADP
cana-661	127	6	three	three	NUM
cana-661	127	7	parts	part	NOUN
cana-661	127	8	in	in	ADP
cana-661	127	9	order	order	NOUN
cana-661	127	10	to	to	PART
cana-661	127	11	construct	construct	VERB
cana-661	127	12	the	the	DET
cana-661	127	13	cnn	cnn	PROPN
cana-661	127	14	model	model	NOUN
cana-661	127	15	.	.	PUNCT
cana-661	128	1	of	of	ADP
cana-661	128	2	the	the	DET
cana-661	128	3	total	total	ADJ
cana-661	128	4	number	number	NOUN
cana-661	128	5	of	of	ADP
cana-661	128	6	photographs	photograph	NOUN
cana-661	128	7	,	,	PUNCT
cana-661	128	8	80	80	NUM
cana-661	128	9	%	%	NOUN
cana-661	128	10	are	be	AUX
cana-661	128	11	part	part	NOUN
cana-661	128	12	of	of	ADP
cana-661	128	13	the	the	DET
cana-661	128	14	train	train	NOUN
cana-661	128	15	set	set	NOUN
cana-661	128	16	,	,	PUNCT
cana-661	128	17	10	10	NUM
cana-661	128	18	%	%	NOUN
cana-661	128	19	are	be	AUX
cana-661	128	20	part	part	NOUN
cana-661	128	21	of	of	ADP
cana-661	128	22	the	the	DET
cana-661	128	23	validation	validation	NOUN
cana-661	128	24	set	set	NOUN
cana-661	128	25	,	,	PUNCT
cana-661	128	26	and	and	CCONJ
cana-661	128	27	10	10	NUM
cana-661	128	28	%	%	NOUN
cana-661	128	29	are	be	AUX
cana-661	128	30	part	part	NOUN
cana-661	128	31	of	of	ADP
cana-661	128	32	the	the	DET
cana-661	128	33	test	test	NOUN
cana-661	128	34	set	set	NOUN
cana-661	128	35	.	.	PUNCT
cana-661	129	1	training	training	NOUN
cana-661	129	2	and	and	CCONJ
cana-661	129	3	evaluation	evaluation	NOUN
cana-661	129	4	model	model	NOUN
cana-661	129	5	in	in	ADP
cana-661	129	6	order	order	NOUN
cana-661	129	7	to	to	PART
cana-661	129	8	train	train	VERB
cana-661	129	9	a	a	DET
cana-661	129	10	deep	deep	ADJ
cana-661	129	11	learning	learning	NOUN
cana-661	129	12	model	model	NOUN
cana-661	129	13	from	from	ADP
cana-661	129	14	scratch	scratch	NOUN
cana-661	129	15	,	,	PUNCT
cana-661	129	16	you	you	PRON
cana-661	129	17	'll	will	AUX
cana-661	129	18	need	need	VERB
cana-661	129	19	a	a	DET
cana-661	129	20	lot	lot	NOUN
cana-661	129	21	of	of	ADP
cana-661	129	22	photos	photo	NOUN
cana-661	129	23	and	and	CCONJ
cana-661	129	24	a	a	DET
cana-661	129	25	powerful	powerful	ADJ
cana-661	129	26	computer	computer	NOUN
cana-661	129	27	.	.	PUNCT
cana-661	130	1	to	to	PART
cana-661	130	2	get	get	VERB
cana-661	130	3	over	over	ADP
cana-661	130	4	this	this	DET
cana-661	130	5	problem	problem	NOUN
cana-661	130	6	,	,	PUNCT
cana-661	130	7	transfer	transfer	NOUN
cana-661	130	8	learning	learning	NOUN
cana-661	130	9	methods	method	NOUN
cana-661	130	10	enable	enable	VERB
cana-661	130	11	you	you	PRON
cana-661	130	12	to	to	PART
cana-661	130	13	retrain	retrain	VERB
cana-661	130	14	and	and	CCONJ
cana-661	130	15	change	change	VERB
cana-661	130	16	an	an	DET
cana-661	130	17	existing	exist	VERB
cana-661	130	18	model	model	NOUN
cana-661	130	19	to	to	PART
cana-661	130	20	fit	fit	VERB
cana-661	130	21	a	a	DET
cana-661	130	22	new	new	ADJ
cana-661	130	23	use	use	NOUN
cana-661	130	24	case	case	NOUN
cana-661	130	25	.	.	PUNCT
cana-661	131	1	the	the	DET
cana-661	131	2	feature	feature	NOUN
cana-661	131	3	extraction	extraction	NOUN
cana-661	131	4	in	in	ADP
cana-661	131	5	this	this	DET
cana-661	131	6	investigation	investigation	NOUN
cana-661	131	7	was	be	AUX
cana-661	131	8	done	do	VERB
cana-661	131	9	using	use	VERB
cana-661	131	10	a	a	DET
cana-661	131	11	pre	pre	ADJ
cana-661	131	12	-	-	ADJ
cana-661	131	13	trained	train	VERB
cana-661	131	14	deep	deep	ADJ
cana-661	131	15	learning	learning	NOUN
cana-661	131	16	model	model	NOUN
cana-661	131	17	.	.	PUNCT
cana-661	132	1	the	the	DET
cana-661	132	2	central	central	ADJ
cana-661	132	3	idea	idea	NOUN
cana-661	132	4	of	of	ADP
cana-661	132	5	the	the	DET
cana-661	132	6	deep	deep	ADJ
cana-661	132	7	cnn	cnn	PROPN
cana-661	132	8	model	model	NOUN
cana-661	132	9	efficientnet	efficientnet	PROPN
cana-661	132	10	-	-	PUNCT
cana-661	132	11	b3	b3	NOUN
cana-661	132	12	is	be	AUX
cana-661	132	13	to	to	PART
cana-661	132	14	skip	skip	VERB
cana-661	132	15	layers	layer	NOUN
cana-661	132	16	via	via	ADP
cana-661	132	17	shortcut	shortcut	NOUN
cana-661	132	18	connections	connection	NOUN
cana-661	132	19	[	[	X
cana-661	132	20	15	15	NUM
cana-661	132	21	]	]	PUNCT
cana-661	132	22	.	.	PUNCT
cana-661	133	1	these	these	DET
cana-661	133	2	components	component	NOUN
cana-661	133	3	,	,	PUNCT
cana-661	133	4	referred	refer	VERB
cana-661	133	5	to	to	ADP
cana-661	133	6	as	as	ADP
cana-661	133	7	"	"	PUNCT
cana-661	133	8	bottlenecks	bottleneck	NOUN
cana-661	133	9	,	,	PUNCT
cana-661	133	10	"	"	PUNCT
cana-661	133	11	are	be	AUX
cana-661	133	12	what	what	PRON
cana-661	133	13	make	make	VERB
cana-661	133	14	up	up	ADP
cana-661	133	15	this	this	DET
cana-661	133	16	network	network	NOUN
cana-661	133	17	:	:	PUNCT
cana-661	133	18	a	a	DET
cana-661	133	19	layer	layer	NOUN
cana-661	133	20	with	with	ADP
cana-661	133	21	an	an	DET
cana-661	133	22	identical	identical	ADJ
cana-661	133	23	number	number	NOUN
cana-661	133	24	of	of	ADP
cana-661	133	25	filters	filter	NOUN
cana-661	133	26	will	will	AUX
cana-661	133	27	produce	produce	VERB
cana-661	133	28	an	an	DET
cana-661	133	29	equal	equal	ADJ
cana-661	133	30	number	number	NOUN
cana-661	133	31	of	of	ADP
cana-661	133	32	feature	feature	NOUN
cana-661	133	33	maps	map	NOUN
cana-661	133	34	,	,	PUNCT
cana-661	133	35	and	and	CCONJ
cana-661	133	36	a	a	DET
cana-661	133	37	feature	feature	NOUN
cana-661	133	38	map	map	NOUN
cana-661	133	39	that	that	PRON
cana-661	133	40	is	be	AUX
cana-661	133	41	smaller	small	ADJ
cana-661	133	42	in	in	ADP
cana-661	133	43	size	size	NOUN
cana-661	133	44	will	will	AUX
cana-661	133	45	produce	produce	VERB
cana-661	133	46	twice	twice	ADV
cana-661	133	47	as	as	ADV
cana-661	133	48	many	many	ADJ
cana-661	133	49	filters	filter	NOUN
cana-661	133	50	.	.	PUNCT
cana-661	134	1	a	a	DET
cana-661	134	2	two	two	NUM
cana-661	134	3	-	-	PUNCT
cana-661	134	4	stride	stride	NOUN
cana-661	134	5	convolutional	convolutional	ADJ
cana-661	134	6	layer	layer	NOUN
cana-661	134	7	is	be	AUX
cana-661	134	8	used	use	VERB
cana-661	134	9	to	to	PART
cana-661	134	10	achieve	achieve	VERB
cana-661	134	11	down	down	ADP
cana-661	134	12	-	-	PUNCT
cana-661	134	13	sampling	sampling	NOUN
cana-661	134	14	,	,	PUNCT
cana-661	134	15	which	which	PRON
cana-661	134	16	is	be	AUX
cana-661	134	17	subsequently	subsequently	ADV
cana-661	134	18	followed	follow	VERB
cana-661	134	19	by	by	ADP
cana-661	134	20	batch	batch	NOUN
cana-661	134	21	normalisation	normalisation	NOUN
cana-661	134	22	and	and	CCONJ
cana-661	134	23	finally	finally	ADV
cana-661	134	24	the	the	DET
cana-661	134	25	relu	relu	NOUN
cana-661	134	26	activation	activation	NOUN
cana-661	134	27	function	function	NOUN
cana-661	134	28	[	[	X
cana-661	134	29	28	28	NUM
cana-661	134	30	]	]	PUNCT
cana-661	134	31	.	.	PUNCT
cana-661	135	1	proposed	propose	VERB
cana-661	135	2	deep	deep	ADJ
cana-661	135	3	learning	learning	NOUN
cana-661	135	4	model	model	NOUN
cana-661	135	5	using	use	VERB
cana-661	135	6	a	a	DET
cana-661	135	7	compound	compound	NOUN
cana-661	135	8	coefficient	coefficient	NOUN
cana-661	135	9	,	,	PUNCT
cana-661	135	10	efficientnet	efficientnet	NOUN
cana-661	135	11	consistently	consistently	ADV
cana-661	135	12	scales	scale	VERB
cana-661	135	13	all	all	DET
cana-661	135	14	dimensions	dimension	NOUN
cana-661	135	15	of	of	ADP
cana-661	135	16	breadth	breadth	NOUN
cana-661	135	17	,	,	PUNCT
cana-661	135	18	depth	depth	NOUN
cana-661	135	19	,	,	PUNCT
cana-661	135	20	and	and	CCONJ
cana-661	135	21	resolution	resolution	NOUN
cana-661	135	22	.	.	PUNCT
cana-661	136	1	it	it	PRON
cana-661	136	2	is	be	AUX
cana-661	136	3	a	a	DET
cana-661	136	4	cnn	cnn	PROPN
cana-661	136	5	design	design	NOUN
cana-661	136	6	and	and	CCONJ
cana-661	136	7	scaling	scale	VERB
cana-661	136	8	approach	approach	NOUN
cana-661	136	9	.	.	PUNCT
cana-661	137	1	instead	instead	ADV
cana-661	137	2	of	of	ADP
cana-661	137	3	arbitrarily	arbitrarily	ADV
cana-661	137	4	scaling	scale	VERB
cana-661	137	5	these	these	DET
cana-661	137	6	elements	element	NOUN
cana-661	137	7	,	,	PUNCT
cana-661	137	8	as	as	SCONJ
cana-661	137	9	is	be	AUX
cana-661	137	10	done	do	VERB
cana-661	137	11	in	in	ADP
cana-661	137	12	typical	typical	ADJ
cana-661	137	13	practice	practice	NOUN
cana-661	137	14	,	,	PUNCT
cana-661	137	15	the	the	DET
cana-661	137	16	efficientnet	efficientnet	NOUN
cana-661	137	17	scaling	scale	VERB
cana-661	137	18	approach	approach	NOUN
cana-661	137	19	uses	use	VERB
cana-661	137	20	a	a	DET
cana-661	137	21	predetermined	predetermined	ADJ
cana-661	137	22	set	set	NOUN
cana-661	137	23	of	of	ADP
cana-661	137	24	scaling	scale	VERB
cana-661	137	25	coefficients	coefficient	NOUN
cana-661	137	26	to	to	AUX
cana-661	137	27	evenly	evenly	ADV
cana-661	137	28	scale	scale	VERB
cana-661	137	29	the	the	DET
cana-661	137	30	breadth	breadth	NOUN
cana-661	137	31	,	,	PUNCT
cana-661	137	32	depth	depth	NOUN
cana-661	137	33	,	,	PUNCT
cana-661	137	34	and	and	CCONJ
cana-661	137	35	resolution	resolution	NOUN
cana-661	137	36	of	of	ADP
cana-661	137	37	the	the	DET
cana-661	137	38	network	network	NOUN
cana-661	137	39	.	.	PUNCT
cana-661	138	1	for	for	ADP
cana-661	138	2	principled	principled	ADJ
cana-661	138	3	,	,	PUNCT
cana-661	138	4	consistent	consistent	ADJ
cana-661	138	5	scaling	scaling	NOUN
cana-661	138	6	of	of	ADP
cana-661	138	7	network	network	NOUN
cana-661	138	8	breadth	breadth	NOUN
cana-661	138	9	,	,	PUNCT
cana-661	138	10	depth	depth	NOUN
cana-661	138	11	,	,	PUNCT
cana-661	138	12	and	and	CCONJ
cana-661	138	13	resolution	resolution	NOUN
cana-661	138	14	,	,	PUNCT
cana-661	138	15	efficientnet	efficientnet	NOUN
cana-661	138	16	employs	employ	VERB
cana-661	138	17	a	a	DET
cana-661	138	18	compound	compound	NOUN
cana-661	138	19	coefficient	coefficient	NOUN
cana-661	138	20	.	.	PUNCT
cana-661	139	1	the	the	DET
cana-661	139	2	idea	idea	NOUN
cana-661	139	3	behind	behind	ADP
cana-661	139	4	compound	compound	NOUN
cana-661	139	5	scaling	scaling	NOUN
cana-661	139	6	is	be	AUX
cana-661	139	7	that	that	SCONJ
cana-661	139	8	a	a	DET
cana-661	139	9	larger	large	ADJ
cana-661	139	10	input	input	NOUN
cana-661	139	11	picture	picture	NOUN
cana-661	139	12	necessitates	necessitate	VERB
cana-661	139	13	more	more	ADJ
cana-661	139	14	layers	layer	NOUN
cana-661	139	15	in	in	ADP
cana-661	139	16	the	the	DET
cana-661	139	17	network	network	NOUN
cana-661	139	18	to	to	PART
cana-661	139	19	enhance	enhance	VERB
cana-661	139	20	the	the	DET
cana-661	139	21	receptive	receptive	ADJ
cana-661	139	22	field	field	NOUN
cana-661	139	23	and	and	CCONJ
cana-661	139	24	more	more	ADJ
cana-661	139	25	channels	channel	NOUN
cana-661	139	26	to	to	PART
cana-661	139	27	pick	pick	VERB
cana-661	139	28	up	up	ADP
cana-661	139	29	finer	finer	ADV
cana-661	139	30	-	-	PUNCT
cana-661	139	31	grained	grain	VERB
cana-661	139	32	patterns	pattern	NOUN
cana-661	139	33	.	.	PUNCT
cana-661	140	1	starting	start	VERB
cana-661	140	2	with	with	ADP
cana-661	140	3	mobilenetv2	mobilenetv2	PROPN
cana-661	140	4	's	's	PART
cana-661	140	5	inverted	inverted	ADJ
cana-661	140	6	bottleneck	bottleneck	NOUN
cana-661	140	7	residual	residual	ADJ
cana-661	140	8	blocks	block	NOUN
cana-661	140	9	and	and	CCONJ
cana-661	140	10	adding	add	VERB
cana-661	140	11	squeeze	squeeze	NOUN
cana-661	140	12	-	-	PUNCT
cana-661	140	13	and	and	CCONJ
cana-661	140	14	-	-	PUNCT
cana-661	140	15	excitation	excitation	NOUN
cana-661	140	16	blocks	block	NOUN
cana-661	140	17	,	,	PUNCT
cana-661	140	18	the	the	DET
cana-661	140	19	efficientnet	efficientnet	NOUN
cana-661	140	20	-	-	PUNCT
cana-661	140	21	b0	b0	NOUN
cana-661	140	22	network	network	NOUN
cana-661	140	23	builds	build	VERB
cana-661	140	24	upon	upon	SCONJ
cana-661	140	25	itself	itself	PRON
cana-661	140	26	.	.	PUNCT
cana-661	141	1	four	four	NUM
cana-661	141	2	residual	residual	ADJ
cana-661	141	3	blocks	block	NOUN
cana-661	141	4	,	,	PUNCT
cana-661	141	5	each	each	PRON
cana-661	141	6	with	with	ADP
cana-661	141	7	its	its	PRON
cana-661	141	8	own	own	ADJ
cana-661	141	9	set	set	NOUN
cana-661	141	10	of	of	ADP
cana-661	141	11	convolutional	convolutional	ADJ
cana-661	141	12	layers	layer	NOUN
cana-661	141	13	and	and	CCONJ
cana-661	141	14	residual	residual	ADJ
cana-661	141	15	connections	connection	NOUN
cana-661	141	16	,	,	PUNCT
cana-661	141	17	are	be	AUX
cana-661	141	18	subsequently	subsequently	ADV
cana-661	141	19	applied	apply	VERB
cana-661	141	20	to	to	ADP
cana-661	141	21	the	the	DET
cana-661	141	22	combined	combine	VERB
cana-661	141	23	feature	feature	NOUN
cana-661	141	24	maps	map	NOUN
cana-661	141	25	.	.	PUNCT
cana-661	142	1	to	to	PART
cana-661	142	2	prevent	prevent	VERB
cana-661	142	3	deep	deep	ADJ
cana-661	142	4	neural	neural	ADJ
cana-661	142	5	networks	network	NOUN
cana-661	142	6	from	from	ADP
cana-661	142	7	experiencing	experience	VERB
cana-661	142	8	the	the	DET
cana-661	142	9	vanishing	vanish	VERB
cana-661	142	10	gradient	gradient	NOUN
cana-661	142	11	issue	issue	NOUN
cana-661	142	12	,	,	PUNCT
cana-661	142	13	the	the	DET
cana-661	142	14	model	model	NOUN
cana-661	142	15	can	can	AUX
cana-661	142	16	use	use	VERB
cana-661	142	17	residual	residual	ADJ
cana-661	142	18	connections	connection	NOUN
cana-661	142	19	to	to	PART
cana-661	142	20	bypass	bypass	VERB
cana-661	142	21	some	some	DET
cana-661	142	22	layers	layer	NOUN
cana-661	142	23	while	while	SCONJ
cana-661	142	24	keeping	keep	VERB
cana-661	142	25	the	the	DET
cana-661	142	26	gradient	gradient	ADJ
cana-661	142	27	flow	flow	NOUN
cana-661	142	28	intact	intact	ADJ
cana-661	142	29	.	.	PUNCT
cana-661	143	1	to	to	PART
cana-661	143	2	get	get	VERB
cana-661	143	3	communications	communication	NOUN
cana-661	143	4	on	on	ADP
cana-661	143	5	applied	apply	VERB
cana-661	143	6	nonlinear	nonlinear	ADJ
cana-661	143	7	analysis	analysis	NOUN
cana-661	143	8	issn	issn	NOUN
cana-661	143	9	:	:	PUNCT
cana-661	143	10	1074	1074	NUM
cana-661	143	11	-	-	PUNCT
cana-661	143	12	133x	133x	NUM
cana-661	143	13	vol	vol	NOUN
cana-661	143	14	31	31	NUM
cana-661	143	15	no	no	NOUN
cana-661	143	16	.	.	PUNCT
cana-661	144	1	2s	2s	NUM
cana-661	144	2	(	(	PUNCT
cana-661	144	3	2024	2024	NUM
cana-661	144	4	)	)	PUNCT
cana-661	144	5	476	476	NUM
cana-661	144	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-661	144	7	more	more	ADV
cana-661	144	8	nuanced	nuanced	ADJ
cana-661	144	9	and	and	CCONJ
cana-661	144	10	abstract	abstract	ADJ
cana-661	144	11	features	feature	NOUN
cana-661	144	12	,	,	PUNCT
cana-661	144	13	each	each	DET
cana-661	144	14	residual	residual	ADJ
cana-661	144	15	block	block	NOUN
cana-661	144	16	processes	process	VERB
cana-661	144	17	the	the	DET
cana-661	144	18	input	input	NOUN
cana-661	144	19	feature	feature	NOUN
cana-661	144	20	maps	map	NOUN
cana-661	144	21	through	through	ADP
cana-661	144	22	a	a	DET
cana-661	144	23	succession	succession	NOUN
cana-661	144	24	of	of	ADP
cana-661	144	25	filters	filter	NOUN
cana-661	144	26	.	.	PUNCT
cana-661	145	1	the	the	DET
cana-661	145	2	feature	feature	NOUN
cana-661	145	3	maps	map	NOUN
cana-661	145	4	are	be	AUX
cana-661	145	5	averaged	average	VERB
cana-661	145	6	across	across	ADP
cana-661	145	7	the	the	DET
cana-661	145	8	spatial	spatial	ADJ
cana-661	145	9	dimensions	dimension	NOUN
cana-661	145	10	by	by	ADP
cana-661	145	11	a	a	DET
cana-661	145	12	global	global	ADJ
cana-661	145	13	average	average	ADJ
cana-661	145	14	pooling	pool	VERB
cana-661	145	15	layer	layer	NOUN
cana-661	145	16	,	,	PUNCT
cana-661	145	17	and	and	CCONJ
cana-661	145	18	they	they	PRON
cana-661	145	19	are	be	AUX
cana-661	145	20	subsequently	subsequently	ADV
cana-661	145	21	down	down	ADV
cana-661	145	22	sampled	sample	VERB
cana-661	145	23	by	by	ADP
cana-661	145	24	a	a	DET
cana-661	145	25	second	second	ADJ
cana-661	145	26	max	max	NOUN
cana-661	145	27	pooling	pool	VERB
cana-661	145	28	layer	layer	NOUN
cana-661	145	29	.	.	PUNCT
cana-661	146	1	the	the	DET
cana-661	146	2	outputs	output	NOUN
cana-661	146	3	of	of	ADP
cana-661	146	4	these	these	DET
cana-661	146	5	blocks	block	NOUN
cana-661	146	6	are	be	AUX
cana-661	146	7	then	then	ADV
cana-661	146	8	transmitted	transmit	VERB
cana-661	146	9	through	through	ADP
cana-661	146	10	these	these	DET
cana-661	146	11	layers	layer	NOUN
cana-661	146	12	.	.	PUNCT
cana-661	147	1	by	by	ADP
cana-661	147	2	maintaining	maintain	VERB
cana-661	147	3	a	a	DET
cana-661	147	4	consistent	consistent	ADJ
cana-661	147	5	ratio	ratio	NOUN
cana-661	147	6	when	when	SCONJ
cana-661	147	7	scaling	scale	VERB
cana-661	147	8	,	,	PUNCT
cana-661	147	9	the	the	DET
cana-661	147	10	compound	compound	NOUN
cana-661	147	11	scaling	scale	VERB
cana-661	147	12	approach	approach	NOUN
cana-661	147	13	achieves	achieve	VERB
cana-661	147	14	a	a	DET
cana-661	147	15	balance	balance	NOUN
cana-661	147	16	between	between	ADP
cana-661	147	17	the	the	DET
cana-661	147	18	width	width	ADJ
cana-661	147	19	,	,	PUNCT
cana-661	147	20	depth	depth	NOUN
cana-661	147	21	,	,	PUNCT
cana-661	147	22	and	and	CCONJ
cana-661	147	23	resolution	resolution	NOUN
cana-661	147	24	dimensions	dimension	NOUN
cana-661	147	25	.	.	PUNCT
cana-661	148	1	the	the	DET
cana-661	148	2	mathematical	mathematical	ADJ
cana-661	148	3	steps	step	NOUN
cana-661	148	4	to	to	PART
cana-661	148	5	do	do	VERB
cana-661	148	6	this	this	PRON
cana-661	148	7	are	be	AUX
cana-661	148	8	shown	show	VERB
cana-661	148	9	in	in	ADP
cana-661	148	10	the	the	DET
cana-661	148	11	equations	equation	NOUN
cana-661	148	12	below	below	ADP
cana-661	148	13	:	:	PUNCT
cana-661	148	14	𝑓(𝑇𝑜𝑢𝑡	𝑓(𝑇𝑜𝑢𝑡	ADJ
cana-661	148	15	)	)	PUNCT
cana-661	149	1	=	=	NOUN
cana-661	149	2	𝜎(𝑊	𝜎(𝑊	NOUN
cana-661	149	3	∗	∗	X
cana-661	149	4	𝑇𝑜𝑢𝑡	𝑇𝑜𝑢𝑡	PROPN
cana-661	149	5	+	+	CCONJ
cana-661	149	6	𝑏	𝑏	NOUN
cana-661	149	7	)	)	PUNCT
cana-661	149	8	…	…	PUNCT
cana-661	149	9	(	(	PUNCT
cana-661	149	10	1	1	X
cana-661	149	11	)	)	PUNCT
cana-661	149	12	where	where	SCONJ
cana-661	149	13	,	,	PUNCT
cana-661	149	14	𝑊	𝑊	PROPN
cana-661	149	15	is	be	AUX
cana-661	149	16	the	the	DET
cana-661	149	17	weight	weight	NOUN
cana-661	149	18	matrix	matrix	NOUN
cana-661	149	19	,	,	PUNCT
cana-661	149	20	𝑏	𝑏	PROPN
cana-661	149	21	is	be	AUX
cana-661	149	22	the	the	DET
cana-661	149	23	bias	bias	NOUN
cana-661	149	24	vector	vector	NOUN
cana-661	149	25	,	,	PUNCT
cana-661	149	26	and	and	CCONJ
cana-661	149	27	𝜎	𝜎	PROPN
cana-661	149	28	is	be	AUX
cana-661	149	29	the	the	DET
cana-661	149	30	activation	activation	NOUN
cana-661	149	31	function	function	NOUN
cana-661	149	32	,	,	PUNCT
cana-661	149	33	which	which	PRON
cana-661	149	34	is	be	AUX
cana-661	149	35	represented	represent	VERB
cana-661	149	36	via	via	ADP
cana-661	149	37	equation	equation	NOUN
cana-661	149	38	2	2	NUM
cana-661	149	39	,	,	PUNCT
cana-661	149	40	𝜎(𝑧	𝜎(𝑧	NUM
cana-661	149	41	)	)	PUNCT
cana-661	150	1	=	=	SYM
cana-661	150	2	1	1	NUM
cana-661	150	3	(	(	PUNCT
cana-661	150	4	1	1	NUM
cana-661	150	5	+	+	NUM
cana-661	150	6	𝑒−𝑧	𝑒−𝑧	NOUN
cana-661	150	7	)	)	PUNCT
cana-661	150	8	…	…	PUNCT
cana-661	150	9	(	(	PUNCT
cana-661	150	10	2	2	X
cana-661	150	11	)	)	PUNCT
cana-661	150	12	the	the	DET
cana-661	150	13	last	last	ADJ
cana-661	150	14	step	step	NOUN
cana-661	150	15	is	be	AUX
cana-661	150	16	to	to	PART
cana-661	150	17	run	run	VERB
cana-661	150	18	the	the	DET
cana-661	150	19	features	feature	NOUN
cana-661	150	20	through	through	ADP
cana-661	150	21	a	a	DET
cana-661	150	22	series	series	NOUN
cana-661	150	23	of	of	ADP
cana-661	150	24	fully	fully	ADV
cana-661	150	25	linked	link	VERB
cana-661	150	26	layers	layer	NOUN
cana-661	150	27	.	.	PUNCT
cana-661	151	1	these	these	DET
cana-661	151	2	layers	layer	NOUN
cana-661	151	3	will	will	AUX
cana-661	151	4	then	then	ADV
cana-661	151	5	utilise	utilise	VERB
cana-661	151	6	the	the	DET
cana-661	151	7	features	feature	NOUN
cana-661	151	8	to	to	PART
cana-661	151	9	guess	guess	VERB
cana-661	151	10	the	the	DET
cana-661	151	11	input	input	NOUN
cana-661	151	12	image	image	NOUN
cana-661	151	13	's	's	PART
cana-661	151	14	class	class	NOUN
cana-661	151	15	.	.	PUNCT
cana-661	152	1	each	each	DET
cana-661	152	2	convolutional	convolutional	ADJ
cana-661	152	3	layer	layer	NOUN
cana-661	152	4	employs	employ	VERB
cana-661	152	5	the	the	DET
cana-661	152	6	relu	relu	NOUN
cana-661	152	7	activation	activation	NOUN
cana-661	152	8	function	function	VERB
cana-661	152	9	to	to	PART
cana-661	152	10	eradicate	eradicate	VERB
cana-661	152	11	negative	negative	ADJ
cana-661	152	12	bias	bias	NOUN
cana-661	152	13	.	.	PUNCT
cana-661	153	1	when	when	SCONJ
cana-661	153	2	passed	pass	VERB
cana-661	153	3	a	a	DET
cana-661	153	4	negative	negative	ADJ
cana-661	153	5	value	value	NOUN
cana-661	153	6	,	,	PUNCT
cana-661	153	7	the	the	DET
cana-661	153	8	function	function	NOUN
cana-661	153	9	returns	return	VERB
cana-661	153	10	zero	zero	NUM
cana-661	153	11	;	;	PUNCT
cana-661	153	12	when	when	SCONJ
cana-661	153	13	passed	pass	VERB
cana-661	153	14	a	a	DET
cana-661	153	15	positive	positive	ADJ
cana-661	153	16	value	value	NOUN
cana-661	153	17	,	,	PUNCT
cana-661	153	18	it	it	PRON
cana-661	153	19	returns	return	VERB
cana-661	153	20	the	the	DET
cana-661	153	21	same	same	ADJ
cana-661	153	22	value	value	NOUN
cana-661	153	23	.	.	PUNCT
cana-661	154	1	consequently	consequently	ADV
cana-661	154	2	,	,	PUNCT
cana-661	154	3	there	there	PRON
cana-661	154	4	is	be	VERB
cana-661	154	5	an	an	DET
cana-661	154	6	abundance	abundance	NOUN
cana-661	154	7	of	of	ADP
cana-661	154	8	production	production	NOUN
cana-661	154	9	.	.	PUNCT
cana-661	155	1	the	the	DET
cana-661	155	2	relu	relu	NOUN
cana-661	155	3	function	function	NOUN
cana-661	155	4	is	be	AUX
cana-661	155	5	illustrated	illustrate	VERB
cana-661	155	6	by	by	ADP
cana-661	155	7	the	the	DET
cana-661	155	8	equation	equation	NOUN
cana-661	155	9	below	below	ADV
cana-661	155	10	.	.	PUNCT
cana-661	156	1	the	the	DET
cana-661	156	2	suggested	suggest	VERB
cana-661	156	3	model	model	NOUN
cana-661	156	4	's	's	PART
cana-661	156	5	last	last	ADJ
cana-661	156	6	layer	layer	NOUN
cana-661	156	7	employs	employ	VERB
cana-661	156	8	a	a	DET
cana-661	156	9	fully	fully	ADV
cana-661	156	10	connected	connected	ADJ
cana-661	156	11	network	network	NOUN
cana-661	156	12	to	to	PART
cana-661	156	13	provide	provide	VERB
cana-661	156	14	an	an	DET
cana-661	156	15	output	output	NOUN
cana-661	156	16	using	use	VERB
cana-661	156	17	the	the	DET
cana-661	156	18	softmax	softmax	NOUN
cana-661	156	19	function	function	NOUN
cana-661	156	20	presented	present	VERB
cana-661	156	21	in	in	ADP
cana-661	156	22	equation	equation	NOUN
cana-661	156	23	3	3	NUM
cana-661	156	24	.	.	PUNCT
cana-661	156	25	𝑐𝑜𝑢𝑡	𝑐𝑜𝑢𝑡	X
cana-661	157	1	=	=	PUNCT
cana-661	157	2	𝑆𝑜𝑓𝑡𝑀𝑎𝑥	𝑆𝑜𝑓𝑡𝑀𝑎𝑥	PROPN
cana-661	157	3	(	(	PUNCT
cana-661	157	4	∑	∑	PROPN
cana-661	157	5	𝑓𝑖	𝑓𝑖	PROPN
cana-661	157	6	∗	∗	NOUN
cana-661	157	7	𝑤𝑖	𝑤𝑖	PRON
cana-661	158	1	𝑁𝑓	𝑁𝑓	NOUN
cana-661	158	2	𝑖=1	𝑖=1	PUNCT
cana-661	159	1	+	+	CCONJ
cana-661	159	2	𝑏𝑖	𝑏𝑖	NOUN
cana-661	159	3	)	)	PUNCT
cana-661	159	4	…	…	PUNCT
cana-661	159	5	(	(	PUNCT
cana-661	159	6	3	3	X
cana-661	159	7	)	)	PUNCT
cana-661	159	8	a	a	DET
cana-661	159	9	neuron	neuron	NOUN
cana-661	159	10	's	's	PART
cana-661	159	11	output	output	NOUN
cana-661	159	12	in	in	ADP
cana-661	159	13	a	a	DET
cana-661	159	14	fully	fully	ADV
cana-661	159	15	linked	link	VERB
cana-661	159	16	network	network	NOUN
cana-661	159	17	is	be	AUX
cana-661	159	18	shown	show	VERB
cana-661	159	19	in	in	ADP
cana-661	159	20	the	the	DET
cana-661	159	21	equation	equation	NOUN
cana-661	159	22	below	below	ADV
cana-661	159	23	.	.	PUNCT
cana-661	159	24	𝑜𝑛𝑣𝑜𝑢𝑡𝑖,𝑗	𝑜𝑛𝑣𝑜𝑢𝑡𝑖,𝑗	PUNCT
cana-661	160	1	=	=	PUNCT
cana-661	160	2	∑	∑	PUNCT
cana-661	160	3	∑	∑	INTJ
cana-661	160	4	𝐼(𝑖	𝐼(𝑖	ADP
cana-661	160	5	−	−	NOUN
cana-661	160	6	𝑎	𝑎	NOUN
cana-661	160	7	,	,	PUNCT
cana-661	160	8	𝑗	𝑗	INTJ
cana-661	160	9	−	−	PROPN
cana-661	160	10	𝑏	𝑏	NOUN
cana-661	160	11	)	)	PUNCT
cana-661	160	12	∗	∗	NOUN
cana-661	160	13	𝐿𝑅𝑒𝐿𝑈	𝐿𝑅𝑒𝐿𝑈	NOUN
cana-661	160	14	(	(	PUNCT
cana-661	160	15	𝑚	𝑚	PROPN
cana-661	160	16	2	2	NUM
cana-661	160	17	+	+	CCONJ
cana-661	160	18	𝑎	𝑎	NOUN
cana-661	160	19	,	,	PUNCT
cana-661	160	20	𝑛	𝑛	DET
cana-661	160	21	2	2	NUM
cana-661	160	22	+	+	CCONJ
cana-661	160	23	𝑏	𝑏	NOUN
cana-661	160	24	)	)	PUNCT
cana-661	160	25	…	…	PUNCT
cana-661	160	26	(	(	PUNCT
cana-661	160	27	4	4	X
cana-661	160	28	)	)	PUNCT
cana-661	160	29	𝑛	𝑛	PRON
cana-661	160	30	2	2	NUM
cana-661	160	31	𝑏=−	𝑏=−	VERB
cana-661	160	32	𝑛	𝑛	DET
cana-661	160	33	2	2	NUM
cana-661	160	34	𝑚	𝑚	SYM
cana-661	160	35	2	2	NUM
cana-661	160	36	𝑎=−	𝑎=−	NOUN
cana-661	160	37	𝑚	𝑚	ADP
cana-661	160	38	2	2	NUM
cana-661	160	39	where	where	SCONJ
cana-661	160	40	,	,	PUNCT
cana-661	160	41	𝑚	𝑚	PROPN
cana-661	160	42	,	,	PUNCT
cana-661	160	43	𝑛	𝑛	PRON
cana-661	160	44	are	be	AUX
cana-661	160	45	the	the	DET
cana-661	160	46	rows	row	NOUN
cana-661	160	47	&	&	CCONJ
cana-661	160	48	columns	column	NOUN
cana-661	160	49	of	of	ADP
cana-661	160	50	windows	window	NOUN
cana-661	160	51	,	,	PUNCT
cana-661	160	52	𝑎	𝑎	PROPN
cana-661	160	53	,	,	PUNCT
cana-661	160	54	𝑏	𝑏	PROPN
cana-661	160	55	are	be	AUX
cana-661	160	56	rows	row	NOUN
cana-661	160	57	&	&	CCONJ
cana-661	160	58	columns	column	NOUN
cana-661	160	59	for	for	ADP
cana-661	160	60	strides	stride	NOUN
cana-661	160	61	.	.	PUNCT
cana-661	161	1	the	the	DET
cana-661	161	2	max	max	PROPN
cana-661	161	3	pooling	pool	VERB
cana-661	161	4	layers	layer	NOUN
cana-661	161	5	evaluate	evaluate	VERB
cana-661	161	6	a	a	DET
cana-661	161	7	feature	feature	NOUN
cana-661	161	8	threshold	threshold	NOUN
cana-661	161	9	via	via	ADP
cana-661	161	10	equation	equation	NOUN
cana-661	161	11	5	5	NUM
cana-661	161	12	,	,	PUNCT
cana-661	161	13	𝑓𝑡ℎ	𝑓𝑡ℎ	NOUN
cana-661	161	14	=	=	PUNCT
cana-661	161	15	|∑	|∑	VERB
cana-661	162	1	𝑥𝑖	𝑥𝑖	ADV
cana-661	162	2	−	−	PROPN
cana-661	162	3	∑	∑	PUNCT
cana-661	162	4	𝑥𝑗	𝑥𝑗	PROPN
cana-661	162	5	𝑁𝑓	𝑁𝑓	NOUN
cana-661	162	6	𝑁𝑓	𝑁𝑓	PROPN
cana-661	162	7	𝑗=1	𝑗=1	PUNCT
cana-661	162	8	𝑁𝑓	𝑁𝑓	PRON
cana-661	162	9	𝑖=1	𝑖=1	PUNCT
cana-661	163	1	|	|	ADV
cana-661	163	2	𝑁𝑓	𝑁𝑓	INTJ
cana-661	163	3	…	…	PUNCT
cana-661	163	4	(	(	PUNCT
cana-661	163	5	5	5	X
cana-661	163	6	)	)	PUNCT
cana-661	163	7	features	feature	NOUN
cana-661	163	8	with	with	ADP
cana-661	163	9	𝑓	𝑓	PRON
cana-661	163	10	>	>	X
cana-661	163	11	𝑓𝑡ℎ	𝑓𝑡ℎ	NOUN
cana-661	163	12	are	be	AUX
cana-661	163	13	passed	pass	VERB
cana-661	163	14	for	for	ADP
cana-661	163	15	depth	depth	NOUN
cana-661	163	16	wise	wise	ADJ
cana-661	163	17	convolutions	convolution	NOUN
cana-661	163	18	(	(	PUNCT
cana-661	163	19	dwc	dwc	PROPN
cana-661	163	20	)	)	PUNCT
cana-661	163	21	,	,	PUNCT
cana-661	163	22	which	which	PRON
cana-661	163	23	are	be	AUX
cana-661	163	24	extracted	extract	VERB
cana-661	163	25	via	via	ADP
cana-661	163	26	equation	equation	NOUN
cana-661	163	27	6	6	NUM
cana-661	163	28	,	,	PUNCT
cana-661	163	29	𝐷𝑊𝐶(𝑞	𝐷𝑊𝐶(𝑞	NUM
cana-661	163	30	,	,	PUNCT
cana-661	163	31	𝑝	𝑝	NOUN
cana-661	163	32	)	)	PUNCT
cana-661	163	33	=	=	SYM
cana-661	163	34	∑	∑	PUNCT
cana-661	163	35	log(𝐹(𝑝	log(𝐹(𝑝	PROPN
cana-661	163	36	,	,	PUNCT
cana-661	163	37	𝑞	𝑞	NOUN
cana-661	163	38	)	)	PUNCT
cana-661	163	39	∗	∗	PROPN
cana-661	163	40	𝐼(𝑞	𝐼(𝑞	SYM
cana-661	163	41	,	,	PUNCT
cana-661	163	42	𝑝	𝑝	NOUN
cana-661	163	43	)	)	PUNCT
cana-661	163	44	)	)	PUNCT
cana-661	163	45	…	…	PUNCT
cana-661	163	46	(	(	PUNCT
cana-661	163	47	6	6	X
cana-661	163	48	)	)	PUNCT
cana-661	163	49	the	the	DET
cana-661	163	50	final	final	ADJ
cana-661	163	51	classification	classification	NOUN
cana-661	163	52	was	be	AUX
cana-661	163	53	achieved	achieve	VERB
cana-661	163	54	by	by	ADP
cana-661	163	55	using	use	VERB
cana-661	163	56	a	a	DET
cana-661	163	57	succession	succession	NOUN
cana-661	163	58	of	of	ADP
cana-661	163	59	dropout	dropout	NOUN
cana-661	163	60	and	and	CCONJ
cana-661	163	61	dense	dense	ADJ
cana-661	163	62	layers	layer	NOUN
cana-661	163	63	following	follow	VERB
cana-661	163	64	feature	feature	NOUN
cana-661	163	65	extraction	extraction	NOUN
cana-661	163	66	.	.	PUNCT
cana-661	164	1	the	the	DET
cana-661	164	2	classifier	classifier	PROPN
cana-661	164	3	model	model	NOUN
cana-661	164	4	used	use	VERB
cana-661	164	5	in	in	ADP
cana-661	164	6	this	this	DET
cana-661	164	7	investigation	investigation	NOUN
cana-661	164	8	is	be	AUX
cana-661	164	9	shown	show	VERB
cana-661	164	10	in	in	ADP
cana-661	164	11	its	its	PRON
cana-661	164	12	entire	entire	ADJ
cana-661	164	13	form	form	NOUN
cana-661	164	14	in	in	ADP
cana-661	164	15	figure	figure	NOUN
cana-661	164	16	3	3	NUM
cana-661	164	17	.	.	PUNCT
cana-661	164	18	flatten	flatten	PROPN
cana-661	164	19	lowers	lower	VERB
cana-661	164	20	the	the	DET
cana-661	164	21	feature	feature	NOUN
cana-661	164	22	extraction	extraction	NOUN
cana-661	164	23	block	block	NOUN
cana-661	164	24	's	's	PART
cana-661	164	25	output	output	NOUN
cana-661	164	26	to	to	ADP
cana-661	164	27	a	a	DET
cana-661	164	28	one	one	NUM
cana-661	164	29	-	-	PUNCT
cana-661	164	30	dimensional	dimensional	ADJ
cana-661	164	31	array	array	NOUN
cana-661	164	32	so	so	SCONJ
cana-661	164	33	that	that	SCONJ
cana-661	164	34	the	the	DET
cana-661	164	35	fully	fully	ADV
cana-661	164	36	communications	communication	NOUN
cana-661	164	37	on	on	ADP
cana-661	164	38	applied	apply	VERB
cana-661	164	39	nonlinear	nonlinear	ADJ
cana-661	164	40	analysis	analysis	NOUN
cana-661	164	41	issn	issn	NOUN
cana-661	164	42	:	:	PUNCT
cana-661	164	43	1074	1074	NUM
cana-661	164	44	-	-	PUNCT
cana-661	164	45	133x	133x	NUM
cana-661	164	46	vol	vol	NOUN
cana-661	164	47	31	31	NUM
cana-661	164	48	no	no	NOUN
cana-661	164	49	.	.	PUNCT
cana-661	165	1	2s	2s	NUM
cana-661	165	2	(	(	PUNCT
cana-661	165	3	2024	2024	NUM
cana-661	165	4	)	)	PUNCT
cana-661	165	5	477	477	NUM
cana-661	165	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-661	165	7	connected	connect	VERB
cana-661	165	8	layer	layer	NOUN
cana-661	165	9	may	may	AUX
cana-661	165	10	use	use	VERB
cana-661	165	11	it	it	PRON
cana-661	165	12	.	.	PUNCT
cana-661	166	1	to	to	PART
cana-661	166	2	prevent	prevent	VERB
cana-661	166	3	overfitting	overfitting	NOUN
cana-661	166	4	,	,	PUNCT
cana-661	166	5	a	a	DET
cana-661	166	6	dropout	dropout	NOUN
cana-661	166	7	layer	layer	NOUN
cana-661	166	8	is	be	AUX
cana-661	166	9	used	use	VERB
cana-661	166	10	before	before	ADP
cana-661	166	11	the	the	DET
cana-661	166	12	final	final	ADJ
cana-661	166	13	classification	classification	NOUN
cana-661	166	14	layer	layer	NOUN
cana-661	166	15	.	.	PUNCT
cana-661	167	1	as	as	ADP
cana-661	167	2	a	a	DET
cana-661	167	3	representation	representation	NOUN
cana-661	167	4	of	of	ADP
cana-661	167	5	the	the	DET
cana-661	167	6	projected	project	VERB
cana-661	167	7	output	output	NOUN
cana-661	167	8	,	,	PUNCT
cana-661	167	9	the	the	DET
cana-661	167	10	last	last	ADJ
cana-661	167	11	layer	layer	NOUN
cana-661	167	12	has	have	VERB
cana-661	167	13	four	four	NUM
cana-661	167	14	output	output	NOUN
cana-661	167	15	units	unit	NOUN
cana-661	167	16	.	.	PUNCT
cana-661	168	1	figure	figure	VERB
cana-661	168	2	3	3	NUM
cana-661	168	3	:	:	PUNCT
cana-661	168	4	model	model	NOUN
cana-661	168	5	architecture	architecture	NOUN
cana-661	168	6	of	of	ADP
cana-661	168	7	efficientnet	efficientnet	ADJ
cana-661	168	8	-	-	PUNCT
cana-661	168	9	b3	b3	NOUN
cana-661	168	10	training	training	NOUN
cana-661	168	11	involves	involve	VERB
cana-661	168	12	adjusting	adjust	VERB
cana-661	168	13	various	various	ADJ
cana-661	168	14	hyperparameter	hyperparameter	NOUN
cana-661	168	15	values	value	NOUN
cana-661	168	16	for	for	ADP
cana-661	168	17	the	the	DET
cana-661	168	18	proposed	propose	VERB
cana-661	168	19	cnn	cnn	PROPN
cana-661	168	20	architecture	architecture	NOUN
cana-661	168	21	and	and	CCONJ
cana-661	168	22	other	other	ADJ
cana-661	168	23	state	state	NOUN
cana-661	168	24	-	-	PUNCT
cana-661	168	25	of	of	ADP
cana-661	168	26	-	-	PUNCT
cana-661	168	27	the	the	DET
cana-661	168	28	-	-	PUNCT
cana-661	168	29	art	art	NOUN
cana-661	168	30	designs	design	NOUN
cana-661	168	31	.	.	PUNCT
cana-661	169	1	the	the	DET
cana-661	169	2	details	detail	NOUN
cana-661	169	3	of	of	ADP
cana-661	169	4	the	the	DET
cana-661	169	5	employed	employ	VERB
cana-661	169	6	hyper	hyper	ADJ
cana-661	169	7	parameters	parameter	NOUN
cana-661	169	8	are	be	AUX
cana-661	169	9	given	give	VERB
cana-661	169	10	in	in	ADP
cana-661	169	11	table	table	NOUN
cana-661	169	12	1	1	NUM
cana-661	169	13	.	.	PUNCT
cana-661	170	1	the	the	DET
cana-661	170	2	method	method	NOUN
cana-661	170	3	is	be	AUX
cana-661	170	4	based	base	VERB
cana-661	170	5	on	on	ADP
cana-661	170	6	how	how	SCONJ
cana-661	170	7	the	the	DET
cana-661	170	8	cnn	cnn	PROPN
cana-661	170	9	model	model	NOUN
cana-661	170	10	performs	perform	VERB
cana-661	170	11	during	during	ADP
cana-661	170	12	training	training	NOUN
cana-661	170	13	using	use	VERB
cana-661	170	14	a	a	DET
cana-661	170	15	number	number	NOUN
cana-661	170	16	of	of	ADP
cana-661	170	17	hyperparameter	hyperparameter	NOUN
cana-661	170	18	adjustments	adjustment	NOUN
cana-661	170	19	.	.	PUNCT
cana-661	171	1	table	table	NOUN
cana-661	171	2	1	1	NUM
cana-661	171	3	:	:	PUNCT
cana-661	171	4	hyperparameters	hyperparameter	VERB
cana-661	171	5	values	value	NOUN
cana-661	171	6	set	set	VERB
cana-661	171	7	to	to	PART
cana-661	171	8	train	train	VERB
cana-661	171	9	the	the	DET
cana-661	171	10	model	model	NOUN
cana-661	171	11	hyperparameters	hyperparameter	VERB
cana-661	171	12	values	value	NOUN
cana-661	171	13	loss	loss	NOUN
cana-661	171	14	function	function	NOUN
cana-661	171	15	mse	mse	NOUN
cana-661	171	16	optimizer	optimizer	NOUN
cana-661	171	17	adam	adam	PROPN
cana-661	171	18	batch	batch	NOUN
cana-661	171	19	size	size	NOUN
cana-661	171	20	40	40	NUM
cana-661	171	21	epoch	epoch	NOUN
cana-661	171	22	40	40	NUM
cana-661	171	23	communications	communication	NOUN
cana-661	171	24	on	on	ADP
cana-661	171	25	applied	apply	VERB
cana-661	171	26	nonlinear	nonlinear	ADJ
cana-661	171	27	analysis	analysis	NOUN
cana-661	171	28	issn	issn	NOUN
cana-661	171	29	:	:	PUNCT
cana-661	171	30	1074	1074	NUM
cana-661	171	31	-	-	PUNCT
cana-661	171	32	133x	133x	NUM
cana-661	171	33	vol	vol	NOUN
cana-661	171	34	31	31	NUM
cana-661	171	35	no	no	NOUN
cana-661	171	36	.	.	PUNCT
cana-661	172	1	2s	2s	NUM
cana-661	172	2	(	(	PUNCT
cana-661	172	3	2024	2024	NUM
cana-661	172	4	)	)	PUNCT
cana-661	172	5	478	478	NUM
cana-661	172	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	172	7	classification	classification	NOUN
cana-661	172	8	the	the	DET
cana-661	172	9	last	last	ADJ
cana-661	172	10	layer	layer	NOUN
cana-661	172	11	consists	consist	VERB
cana-661	172	12	of	of	ADP
cana-661	172	13	four	four	NUM
cana-661	172	14	output	output	NOUN
cana-661	172	15	units	unit	NOUN
cana-661	172	16	that	that	PRON
cana-661	172	17	correspond	correspond	VERB
cana-661	172	18	to	to	ADP
cana-661	172	19	the	the	DET
cana-661	172	20	following	follow	VERB
cana-661	172	21	four	four	NUM
cana-661	172	22	chicken	chicken	NOUN
cana-661	172	23	health	health	NOUN
cana-661	172	24	conditions	condition	NOUN
cana-661	172	25	:	:	PUNCT
cana-661	172	26	coccidiosis	coccidiosis	NOUN
cana-661	172	27	,	,	PUNCT
cana-661	172	28	salmonella	salmonella	NOUN
cana-661	172	29	,	,	PUNCT
cana-661	172	30	new	new	ADJ
cana-661	172	31	castle	castle	NOUN
cana-661	172	32	disease	disease	NOUN
cana-661	172	33	,	,	PUNCT
cana-661	172	34	and	and	CCONJ
cana-661	172	35	healthy	healthy	ADJ
cana-661	172	36	.	.	PUNCT
cana-661	173	1	performance	performance	NOUN
cana-661	173	2	analysis	analysis	NOUN
cana-661	173	3	in	in	ADP
cana-661	173	4	the	the	DET
cana-661	173	5	assessment	assessment	NOUN
cana-661	173	6	phase	phase	NOUN
cana-661	173	7	,	,	PUNCT
cana-661	173	8	we	we	PRON
cana-661	173	9	check	check	VERB
cana-661	173	10	to	to	PART
cana-661	173	11	see	see	VERB
cana-661	173	12	if	if	SCONJ
cana-661	173	13	the	the	DET
cana-661	173	14	model	model	NOUN
cana-661	173	15	is	be	AUX
cana-661	173	16	performing	perform	VERB
cana-661	173	17	as	as	SCONJ
cana-661	173	18	expected	expect	VERB
cana-661	173	19	and	and	CCONJ
cana-661	173	20	if	if	SCONJ
cana-661	173	21	the	the	DET
cana-661	173	22	results	result	NOUN
cana-661	173	23	of	of	ADP
cana-661	173	24	the	the	DET
cana-661	173	25	calculations	calculation	NOUN
cana-661	173	26	corroborate	corroborate	VERB
cana-661	173	27	or	or	CCONJ
cana-661	173	28	contradict	contradict	VERB
cana-661	173	29	the	the	DET
cana-661	173	30	experiment	experiment	NOUN
cana-661	173	31	.	.	PUNCT
cana-661	174	1	accuracy	accuracy	NOUN
cana-661	174	2	,	,	PUNCT
cana-661	174	3	recall	recall	NOUN
cana-661	174	4	,	,	PUNCT
cana-661	174	5	precision	precision	NOUN
cana-661	174	6	,	,	PUNCT
cana-661	174	7	and	and	CCONJ
cana-661	174	8	f1	f1	NOUN
cana-661	174	9	-	-	PUNCT
cana-661	174	10	score	score	NOUN
cana-661	174	11	will	will	AUX
cana-661	174	12	be	be	AUX
cana-661	174	13	obtained	obtain	VERB
cana-661	174	14	by	by	ADP
cana-661	174	15	calculating	calculate	VERB
cana-661	174	16	the	the	DET
cana-661	174	17	algorithm	algorithm	NOUN
cana-661	174	18	model	model	NOUN
cana-661	174	19	's	's	PART
cana-661	174	20	performance	performance	NOUN
cana-661	174	21	level	level	NOUN
cana-661	174	22	using	use	VERB
cana-661	174	23	a	a	DET
cana-661	174	24	confusion	confusion	NOUN
cana-661	174	25	matrix	matrix	NOUN
cana-661	174	26	that	that	PRON
cana-661	174	27	is	be	AUX
cana-661	174	28	based	base	VERB
cana-661	174	29	on	on	ADP
cana-661	174	30	tp	tp	ADP
cana-661	174	31	(	(	PUNCT
cana-661	174	32	true	true	ADJ
cana-661	174	33	positive	positive	ADJ
cana-661	174	34	)	)	PUNCT
cana-661	174	35	presented	present	VERB
cana-661	174	36	by	by	ADP
cana-661	174	37	𝑡𝑝	𝑡𝑝	PROPN
cana-661	174	38	,	,	PUNCT
cana-661	174	39	fp	fp	X
cana-661	174	40	(	(	PUNCT
cana-661	174	41	false	false	ADJ
cana-661	174	42	positive	positive	ADJ
cana-661	174	43	)	)	PUNCT
cana-661	174	44	presented	present	VERB
cana-661	174	45	by	by	ADP
cana-661	174	46	𝑓𝑝	𝑓𝑝	PRON
cana-661	174	47	,	,	PUNCT
cana-661	174	48	tn	tn	PROPN
cana-661	174	49	(	(	PUNCT
cana-661	174	50	true	true	ADJ
cana-661	174	51	negative	negative	NOUN
cana-661	174	52	)	)	PUNCT
cana-661	174	53	presented	present	VERB
cana-661	174	54	by	by	ADP
cana-661	174	55	𝑡𝑛	𝑡𝑛	NOUN
cana-661	174	56	,	,	PUNCT
cana-661	174	57	and	and	CCONJ
cana-661	174	58	fn	fn	INTJ
cana-661	174	59	(	(	PUNCT
cana-661	174	60	false	false	ADJ
cana-661	174	61	negative	negative	NOUN
cana-661	174	62	)	)	PUNCT
cana-661	174	63	presented	present	VERB
cana-661	174	64	by	by	ADP
cana-661	174	65	𝑓𝑛	𝑓𝑛	PRON
cana-661	174	66	,	,	PUNCT
cana-661	174	67	used	use	VERB
cana-661	174	68	to	to	PART
cana-661	174	69	derive	derive	VERB
cana-661	174	70	the	the	DET
cana-661	174	71	metrics	metric	NOUN
cana-661	174	72	from	from	ADP
cana-661	174	73	the	the	DET
cana-661	174	74	model	model	NOUN
cana-661	174	75	's	's	PART
cana-661	174	76	confusion	confusion	NOUN
cana-661	174	77	matrix	matrix	NOUN
cana-661	174	78	by	by	ADP
cana-661	174	79	following	follow	VERB
cana-661	174	80	equations	equation	NOUN
cana-661	174	81	.	.	PUNCT
cana-661	175	1	to	to	PART
cana-661	175	2	see	see	VERB
cana-661	175	3	how	how	SCONJ
cana-661	175	4	effectively	effectively	ADV
cana-661	175	5	the	the	DET
cana-661	175	6	model	model	NOUN
cana-661	175	7	can	can	AUX
cana-661	175	8	differentiate	differentiate	VERB
cana-661	175	9	across	across	ADP
cana-661	175	10	classes	class	NOUN
cana-661	175	11	,	,	PUNCT
cana-661	175	12	an	an	DET
cana-661	175	13	auc	auc	NOUN
cana-661	175	14	-	-	PUNCT
cana-661	175	15	roc	roc	NOUN
cana-661	175	16	plot	plot	NOUN
cana-661	175	17	was	be	AUX
cana-661	175	18	created	create	VERB
cana-661	175	19	.	.	PUNCT
cana-661	176	1	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
cana-661	176	2	=	=	PROPN
cana-661	176	3	1	1	NUM
cana-661	176	4	𝑁𝑠	𝑁𝑠	PROPN
cana-661	176	5	∑	∑	PUNCT
cana-661	176	6	𝑡𝑝𝑖	𝑡𝑝𝑖	NOUN
cana-661	176	7	+	+	SYM
cana-661	176	8	𝑡𝑛𝑖	𝑡𝑛𝑖	NOUN
cana-661	176	9	𝑡𝑝𝑖	𝑡𝑝𝑖	NOUN
cana-661	176	10	+	+	SYM
cana-661	176	11	𝑡𝑛𝑖	𝑡𝑛𝑖	ADJ
cana-661	176	12	+	+	CCONJ
cana-661	176	13	𝑓𝑝𝑖	𝑓𝑝𝑖	NOUN
cana-661	176	14	+	+	CCONJ
cana-661	176	15	𝑓𝑛𝑖	𝑓𝑛𝑖	ADJ
cana-661	176	16	𝑁𝑠	𝑁𝑠	PROPN
cana-661	176	17	𝑖=1	𝑖=1	PUNCT
cana-661	176	18	…	…	PUNCT
cana-661	176	19	(	(	PUNCT
cana-661	176	20	7	7	X
cana-661	176	21	)	)	PUNCT
cana-661	176	22	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
cana-661	176	23	=	=	SYM
cana-661	176	24	1	1	NUM
cana-661	176	25	𝑁𝑠	𝑁𝑠	PROPN
cana-661	176	26	∑	∑	ADP
cana-661	176	27	𝑡𝑝𝑖	𝑡𝑝𝑖	PROPN
cana-661	176	28	𝑡𝑝𝑖	𝑡𝑝𝑖	PROPN
cana-661	176	29	+	+	CCONJ
cana-661	176	30	𝑓𝑝𝑖	𝑓𝑝𝑖	NOUN
cana-661	176	31	𝑁𝑠	𝑁𝑠	PROPN
cana-661	176	32	𝑖=1	𝑖=1	PUNCT
cana-661	176	33	…	…	PUNCT
cana-661	176	34	(	(	PUNCT
cana-661	176	35	8)	8)	NUM
cana-661	176	36	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
cana-661	176	37	=	=	SYM
cana-661	176	38	1	1	NUM
cana-661	176	39	𝑁𝑠	𝑁𝑠	PROPN
cana-661	176	40	∑	∑	ADP
cana-661	176	41	𝑡𝑝𝑖	𝑡𝑝𝑖	PROPN
cana-661	176	42	𝑡𝑝𝑖	𝑡𝑝𝑖	PROPN
cana-661	177	1	+	+	CCONJ
cana-661	177	2	𝑡𝑛𝑖	𝑡𝑛𝑖	ADJ
cana-661	177	3	+	+	CCONJ
cana-661	177	4	𝑓𝑝𝑖	𝑓𝑝𝑖	NOUN
cana-661	177	5	+	+	CCONJ
cana-661	177	6	𝑓𝑛𝑖	𝑓𝑛𝑖	ADJ
cana-661	177	7	𝑁𝑠	𝑁𝑠	PROPN
cana-661	177	8	𝑖=1	𝑖=1	PUNCT
cana-661	177	9	…	…	PUNCT
cana-661	177	10	(	(	PUNCT
cana-661	177	11	9	9	X
cana-661	177	12	)	)	PUNCT
cana-661	177	13	𝐹1	𝐹1	PROPN
cana-661	177	14	𝑆𝑐𝑜𝑟𝑒	𝑆𝑐𝑜𝑟𝑒	PROPN
cana-661	177	15	=	=	NOUN
cana-661	177	16	2	2	NUM
cana-661	177	17	∙	∙	PROPN
cana-661	177	18	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
cana-661	177	19	∙	∙	PROPN
cana-661	177	20	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
cana-661	177	21	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
cana-661	177	22	+	+	CCONJ
cana-661	177	23	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
cana-661	177	24	…	…	PUNCT
cana-661	177	25	(	(	PUNCT
cana-661	177	26	10	10	NUM
cana-661	177	27	)	)	SYM
cana-661	177	28	4	4	NUM
cana-661	177	29	.	.	PUNCT
cana-661	177	30	experimental	experimental	ADJ
cana-661	177	31	results	result	NOUN
cana-661	177	32	and	and	CCONJ
cana-661	177	33	discussion	discussion	NOUN
cana-661	177	34	experimental	experimental	ADJ
cana-661	177	35	setup	setup	NOUN
cana-661	177	36	the	the	DET
cana-661	177	37	machine	machine	NOUN
cana-661	177	38	required	require	VERB
cana-661	177	39	for	for	ADP
cana-661	177	40	the	the	DET
cana-661	177	41	development	development	NOUN
cana-661	177	42	of	of	ADP
cana-661	177	43	the	the	DET
cana-661	177	44	proposed	propose	VERB
cana-661	177	45	framework	framework	NOUN
cana-661	177	46	contained	contain	VERB
cana-661	177	47	16	16	NUM
cana-661	177	48	gb	gb	NOUN
cana-661	177	49	of	of	ADP
cana-661	177	50	ram	ram	NOUN
cana-661	177	51	,	,	PUNCT
cana-661	177	52	an	an	DET
cana-661	177	53	intel	intel	PROPN
cana-661	177	54	core	core	NOUN
cana-661	177	55	i7	i7	PROPN
cana-661	177	56	cpu	cpu	NOUN
cana-661	177	57	core	core	NOUN
cana-661	177	58	from	from	ADP
cana-661	177	59	the	the	DET
cana-661	177	60	12th	12th	ADJ
cana-661	177	61	generation	generation	NOUN
cana-661	177	62	,	,	PUNCT
cana-661	177	63	and	and	CCONJ
cana-661	177	64	windows	window	NOUN
cana-661	177	65	11	11	NUM
cana-661	177	66	as	as	ADP
cana-661	177	67	the	the	DET
cana-661	177	68	operating	operating	NOUN
cana-661	177	69	system	system	NOUN
cana-661	177	70	for	for	ADP
cana-661	177	71	both	both	CCONJ
cana-661	177	72	design	design	NOUN
cana-661	177	73	and	and	CCONJ
cana-661	177	74	training	training	NOUN
cana-661	177	75	.	.	PUNCT
cana-661	178	1	a	a	DET
cana-661	178	2	python	python	NOUN
cana-661	178	3	interface	interface	NOUN
cana-661	178	4	called	call	VERB
cana-661	178	5	pycharmide	pycharmide	ADV
cana-661	178	6	is	be	AUX
cana-661	178	7	used	use	VERB
cana-661	178	8	to	to	PART
cana-661	178	9	set	set	VERB
cana-661	178	10	up	up	ADP
cana-661	178	11	all	all	DET
cana-661	178	12	programmes	programme	NOUN
cana-661	178	13	on	on	ADP
cana-661	178	14	the	the	DET
cana-661	178	15	training	training	NOUN
cana-661	178	16	model	model	NOUN
cana-661	178	17	.	.	PUNCT
cana-661	179	1	libraries	library	NOUN
cana-661	179	2	like	like	VERB
cana-661	179	3	as	as	ADP
cana-661	179	4	tensorflow	tensorflow	NOUN
cana-661	179	5	,	,	PUNCT
cana-661	179	6	keras	keras	PROPN
cana-661	179	7	,	,	PUNCT
cana-661	179	8	and	and	CCONJ
cana-661	179	9	others	other	NOUN
cana-661	179	10	are	be	AUX
cana-661	179	11	included	include	VERB
cana-661	179	12	into	into	ADP
cana-661	179	13	the	the	DET
cana-661	179	14	setup	setup	NOUN
cana-661	179	15	.	.	PUNCT
cana-661	180	1	yet	yet	ADV
cana-661	180	2	,	,	PUNCT
cana-661	180	3	as	as	SCONJ
cana-661	180	4	said	say	VERB
cana-661	180	5	before	before	ADV
cana-661	180	6	,	,	PUNCT
cana-661	180	7	the	the	DET
cana-661	180	8	photos	photo	NOUN
cana-661	180	9	need	need	VERB
cana-661	180	10	to	to	PART
cana-661	180	11	be	be	AUX
cana-661	180	12	resized	resize	VERB
cana-661	180	13	to	to	ADP
cana-661	180	14	224	224	NUM
cana-661	180	15	×	×	NOUN
cana-661	180	16	224	224	NUM
cana-661	180	17	pixels	pixel	NOUN
cana-661	180	18	.	.	PUNCT
cana-661	181	1	result	result	VERB
cana-661	181	2	analysis	analysis	NOUN
cana-661	181	3	an	an	DET
cana-661	181	4	image	image	NOUN
cana-661	181	5	dataset	dataset	NOUN
cana-661	181	6	consisting	consist	VERB
cana-661	181	7	of	of	ADP
cana-661	181	8	8067	8067	NUM
cana-661	181	9	chicken	chicken	NOUN
cana-661	181	10	poop	poop	NOUN
cana-661	181	11	photos	photo	NOUN
cana-661	181	12	was	be	AUX
cana-661	181	13	used	use	VERB
cana-661	181	14	for	for	ADP
cana-661	181	15	the	the	DET
cana-661	181	16	research	research	NOUN
cana-661	181	17	.	.	PUNCT
cana-661	182	1	the	the	DET
cana-661	182	2	dataset	dataset	NOUN
cana-661	182	3	was	be	AUX
cana-661	182	4	organised	organise	VERB
cana-661	182	5	into	into	ADP
cana-661	182	6	four	four	NUM
cana-661	182	7	classes	class	NOUN
cana-661	182	8	:	:	PUNCT
cana-661	182	9	coccidiosis	coccidiosis	NOUN
cana-661	182	10	2476	2476	NUM
cana-661	182	11	,	,	PUNCT
cana-661	182	12	salmonella	salmonella	NOUN
cana-661	182	13	2625	2625	NUM
cana-661	182	14	,	,	PUNCT
cana-661	182	15	newcastle	newcastle	PROPN
cana-661	182	16	disease	disease	NOUN
cana-661	182	17	562	562	NUM
cana-661	182	18	and	and	CCONJ
cana-661	182	19	healthy	healthy	ADJ
cana-661	182	20	2404	2404	NUM
cana-661	182	21	.	.	PUNCT
cana-661	183	1	since	since	SCONJ
cana-661	183	2	the	the	DET
cana-661	183	3	four	four	NUM
cana-661	183	4	classes	class	NOUN
cana-661	183	5	make	make	VERB
cana-661	183	6	it	it	PRON
cana-661	183	7	evident	evident	ADJ
cana-661	183	8	that	that	SCONJ
cana-661	183	9	the	the	DET
cana-661	183	10	data	data	NOUN
cana-661	183	11	is	be	AUX
cana-661	183	12	unbalanced	unbalanced	ADJ
cana-661	183	13	,	,	PUNCT
cana-661	183	14	the	the	DET
cana-661	183	15	minority	minority	NOUN
cana-661	183	16	class	class	NOUN
cana-661	183	17	oversample	oversample	NOUN
cana-661	183	18	in	in	ADP
cana-661	183	19	order	order	NOUN
cana-661	183	20	to	to	PART
cana-661	183	21	bring	bring	VERB
cana-661	183	22	it	it	PRON
cana-661	183	23	into	into	ADP
cana-661	183	24	line	line	NOUN
cana-661	183	25	with	with	ADP
cana-661	183	26	the	the	DET
cana-661	183	27	majority	majority	NOUN
cana-661	183	28	class	class	NOUN
cana-661	183	29	.	.	PUNCT
cana-661	184	1	10,500	10,500	NUM
cana-661	184	2	data	datum	NOUN
cana-661	184	3	points	point	NOUN
cana-661	184	4	total	total	NOUN
cana-661	184	5	,	,	PUNCT
cana-661	184	6	2,625	2,625	NUM
cana-661	184	7	in	in	ADP
cana-661	184	8	each	each	DET
cana-661	184	9	class	class	NOUN
cana-661	184	10	are	be	AUX
cana-661	184	11	obtained	obtain	VERB
cana-661	184	12	via	via	ADP
cana-661	184	13	the	the	DET
cana-661	184	14	data	data	NOUN
cana-661	184	15	balancing	balancing	NOUN
cana-661	184	16	process	process	NOUN
cana-661	184	17	.	.	PUNCT
cana-661	185	1	the	the	DET
cana-661	185	2	research	research	NOUN
cana-661	185	3	approach	approach	NOUN
cana-661	185	4	divides	divide	VERB
cana-661	185	5	the	the	DET
cana-661	185	6	managed	manage	VERB
cana-661	185	7	data	datum	NOUN
cana-661	185	8	into	into	ADP
cana-661	185	9	segments	segment	NOUN
cana-661	185	10	using	use	VERB
cana-661	185	11	the	the	DET
cana-661	185	12	efficientnet	efficientnet	ADJ
cana-661	185	13	-	-	PUNCT
cana-661	185	14	b3	b3	NOUN
cana-661	185	15	algorithm	algorithm	NOUN
cana-661	185	16	architecture	architecture	NOUN
cana-661	185	17	.	.	PUNCT
cana-661	186	1	about	about	ADV
cana-661	186	2	80	80	NUM
cana-661	186	3	%	%	NOUN
cana-661	186	4	of	of	ADP
cana-661	186	5	the	the	DET
cana-661	186	6	data	datum	NOUN
cana-661	186	7	is	be	AUX
cana-661	186	8	used	use	VERB
cana-661	186	9	for	for	ADP
cana-661	186	10	training	training	NOUN
cana-661	186	11	,	,	PUNCT
cana-661	186	12	10	10	NUM
cana-661	186	13	%	%	NOUN
cana-661	186	14	is	be	AUX
cana-661	186	15	set	set	VERB
cana-661	186	16	aside	aside	ADV
cana-661	186	17	for	for	ADP
cana-661	186	18	testing	testing	NOUN
cana-661	186	19	,	,	PUNCT
cana-661	186	20	and	and	CCONJ
cana-661	186	21	the	the	DET
cana-661	186	22	remaining	remain	VERB
cana-661	186	23	10	10	NUM
cana-661	186	24	%	%	NOUN
cana-661	186	25	is	be	AUX
cana-661	186	26	used	use	VERB
cana-661	186	27	for	for	ADP
cana-661	186	28	validation	validation	NOUN
cana-661	186	29	.	.	PUNCT
cana-661	187	1	the	the	DET
cana-661	187	2	dataset	dataset	NOUN
cana-661	187	3	was	be	AUX
cana-661	187	4	subjected	subject	VERB
cana-661	187	5	to	to	ADP
cana-661	187	6	a	a	DET
cana-661	187	7	classification	classification	NOUN
cana-661	187	8	test	test	NOUN
cana-661	187	9	without	without	ADP
cana-661	187	10	prior	prior	ADJ
cana-661	187	11	balance	balance	NOUN
cana-661	187	12	in	in	ADP
cana-661	187	13	the	the	DET
cana-661	187	14	first	first	ADJ
cana-661	187	15	trial	trial	NOUN
cana-661	187	16	.	.	PUNCT
cana-661	188	1	communications	communication	NOUN
cana-661	188	2	on	on	ADP
cana-661	188	3	applied	apply	VERB
cana-661	188	4	nonlinear	nonlinear	ADJ
cana-661	188	5	analysis	analysis	NOUN
cana-661	188	6	issn	issn	NOUN
cana-661	188	7	:	:	PUNCT
cana-661	188	8	1074	1074	NUM
cana-661	188	9	-	-	PUNCT
cana-661	188	10	133x	133x	NUM
cana-661	188	11	vol	vol	NOUN
cana-661	188	12	31	31	NUM
cana-661	188	13	no	no	NOUN
cana-661	188	14	.	.	PUNCT
cana-661	189	1	2s	2s	NUM
cana-661	189	2	(	(	PUNCT
cana-661	189	3	2024	2024	NUM
cana-661	189	4	)	)	PUNCT
cana-661	189	5	479	479	NUM
cana-661	190	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	190	2	figure	figure	NOUN
cana-661	190	3	4	4	NUM
cana-661	190	4	:	:	PUNCT
cana-661	190	5	sample	sample	NOUN
cana-661	190	6	test	test	NOUN
cana-661	190	7	images	image	NOUN
cana-661	190	8	the	the	DET
cana-661	190	9	random	random	ADJ
cana-661	190	10	sample	sample	NOUN
cana-661	190	11	test	test	NOUN
cana-661	190	12	images	image	NOUN
cana-661	190	13	from	from	ADP
cana-661	190	14	standard	standard	ADJ
cana-661	190	15	benchmark	benchmark	NOUN
cana-661	190	16	dataset	dataset	NOUN
cana-661	190	17	from	from	ADP
cana-661	190	18	four	four	NUM
cana-661	190	19	different	different	ADJ
cana-661	190	20	classes	class	NOUN
cana-661	191	1	[	[	X
cana-661	191	2	35	35	NUM
cana-661	191	3	]	]	PUNCT
cana-661	191	4	of	of	ADP
cana-661	191	5	is	be	AUX
cana-661	191	6	shown	show	VERB
cana-661	191	7	in	in	ADP
cana-661	191	8	figure	figure	NOUN
cana-661	191	9	4	4	NUM
cana-661	191	10	.	.	PUNCT
cana-661	192	1	as	as	ADP
cana-661	192	2	per	per	ADP
cana-661	192	3	defined	define	VERB
cana-661	192	4	set	set	NOUN
cana-661	192	5	of	of	ADP
cana-661	192	6	train	train	NOUN
cana-661	192	7	,	,	PUNCT
cana-661	192	8	test	test	NOUN
cana-661	192	9	and	and	CCONJ
cana-661	192	10	validate	validate	VERB
cana-661	192	11	,	,	PUNCT
cana-661	192	12	model	model	NOUN
cana-661	192	13	is	be	AUX
cana-661	192	14	trained	train	VERB
cana-661	192	15	and	and	CCONJ
cana-661	192	16	validated	validate	VERB
cana-661	192	17	based	base	VERB
cana-661	192	18	on	on	ADP
cana-661	192	19	efficientnet	efficientnet	ADJ
cana-661	192	20	-	-	PUNCT
cana-661	192	21	b3	b3	NOUN
cana-661	192	22	model	model	NOUN
cana-661	192	23	.	.	PUNCT
cana-661	193	1	figure	figure	NOUN
cana-661	193	2	5	5	NUM
cana-661	193	3	represents	represent	VERB
cana-661	193	4	the	the	DET
cana-661	193	5	model	model	NOUN
cana-661	193	6	architecture	architecture	NOUN
cana-661	193	7	used	use	VERB
cana-661	193	8	to	to	PART
cana-661	193	9	build	build	VERB
cana-661	193	10	the	the	DET
cana-661	193	11	model	model	NOUN
cana-661	193	12	.	.	PUNCT
cana-661	194	1	initially	initially	ADV
cana-661	194	2	it	it	PRON
cana-661	194	3	consists	consist	VERB
cana-661	194	4	of	of	ADP
cana-661	194	5	the	the	DET
cana-661	194	6	layer	layer	NOUN
cana-661	194	7	of	of	ADP
cana-661	194	8	efficientnet	efficientnet	NOUN
cana-661	194	9	-	-	PUNCT
cana-661	194	10	b3	b3	NOUN
cana-661	194	11	,	,	PUNCT
cana-661	194	12	followed	follow	VERB
cana-661	194	13	by	by	ADP
cana-661	194	14	dense	dense	ADJ
cana-661	194	15	and	and	CCONJ
cana-661	194	16	dropout	dropout	NOUN
cana-661	194	17	layer	layer	NOUN
cana-661	194	18	with	with	ADP
cana-661	194	19	final	final	ADJ
cana-661	194	20	output	output	NOUN
cana-661	194	21	layer	layer	NOUN
cana-661	194	22	having	have	VERB
cana-661	194	23	four	four	NUM
cana-661	194	24	classes	class	NOUN
cana-661	194	25	.	.	PUNCT
cana-661	195	1	figure	figure	VERB
cana-661	195	2	5	5	NUM
cana-661	195	3	:	:	PUNCT
cana-661	195	4	model	model	NOUN
cana-661	195	5	architecture	architecture	NOUN
cana-661	195	6	of	of	ADP
cana-661	195	7	efficientnet	efficientnet	NOUN
cana-661	195	8	-	-	PUNCT
cana-661	195	9	b3	b3	NOUN
cana-661	195	10	the	the	DET
cana-661	195	11	model	model	NOUN
cana-661	195	12	is	be	AUX
cana-661	195	13	trained	train	VERB
cana-661	195	14	and	and	CCONJ
cana-661	195	15	validated	validate	VERB
cana-661	195	16	over	over	ADP
cana-661	195	17	number	number	NOUN
cana-661	195	18	of	of	ADP
cana-661	195	19	epochs	epoch	NOUN
cana-661	195	20	.	.	PUNCT
cana-661	196	1	figure	figure	NOUN
cana-661	196	2	6	6	NUM
cana-661	196	3	shows	show	VERB
cana-661	196	4	plot	plot	NOUN
cana-661	196	5	of	of	ADP
cana-661	196	6	the	the	DET
cana-661	196	7	accuracy	accuracy	NOUN
cana-661	196	8	vs	vs	ADP
cana-661	196	9	loss	loss	NOUN
cana-661	196	10	curve	curve	NOUN
cana-661	196	11	of	of	ADP
cana-661	196	12	training	training	NOUN
cana-661	196	13	and	and	CCONJ
cana-661	196	14	validation	validation	NOUN
cana-661	196	15	.	.	PUNCT
cana-661	197	1	the	the	DET
cana-661	197	2	training	training	NOUN
cana-661	197	3	and	and	CCONJ
cana-661	197	4	validation	validation	NOUN
cana-661	197	5	loss	loss	NOUN
cana-661	197	6	achieved	achieve	VERB
cana-661	197	7	at	at	ADP
cana-661	197	8	best	good	ADJ
cana-661	197	9	epoch	epoch	NOUN
cana-661	197	10	of	of	ADP
cana-661	197	11	10	10	NUM
cana-661	197	12	and	and	CCONJ
cana-661	197	13	best	good	ADJ
cana-661	197	14	values	value	NOUN
cana-661	197	15	achieved	achieve	VERB
cana-661	197	16	for	for	ADP
cana-661	197	17	training	training	NOUN
cana-661	197	18	and	and	CCONJ
cana-661	197	19	validation	validation	NOUN
cana-661	197	20	accuracy	accuracy	NOUN
cana-661	197	21	at	at	ADP
cana-661	197	22	best	good	ADJ
cana-661	197	23	epoch	epoch	NOUN
cana-661	197	24	value	value	NOUN
cana-661	197	25	of	of	ADP
cana-661	197	26	7	7	NUM
cana-661	197	27	.	.	PUNCT
cana-661	198	1	finally	finally	ADV
cana-661	198	2	,	,	PUNCT
cana-661	198	3	over	over	ADP
cana-661	198	4	several	several	ADJ
cana-661	198	5	iteration	iteration	NOUN
cana-661	198	6	,	,	PUNCT
cana-661	198	7	model	model	NOUN
cana-661	198	8	trained	train	VERB
cana-661	198	9	accuracy	accuracy	NOUN
cana-661	198	10	achieved	achieve	VERB
cana-661	198	11	of	of	ADP
cana-661	198	12	99.79	99.79	NUM
cana-661	198	13	%	%	NOUN
cana-661	198	14	and	and	CCONJ
cana-661	198	15	validation	validation	NOUN
cana-661	198	16	accuracy	accuracy	NOUN
cana-661	198	17	of	of	ADP
cana-661	198	18	96.65	96.65	NUM
cana-661	198	19	%	%	NOUN
cana-661	198	20	with	with	ADP
cana-661	198	21	best	good	ADJ
cana-661	198	22	test	test	NOUN
cana-661	198	23	accuracy	accuracy	NOUN
cana-661	198	24	of	of	ADP
cana-661	198	25	98.26	98.26	NUM
cana-661	198	26	%	%	NOUN
cana-661	198	27	.	.	PUNCT
cana-661	199	1	communications	communication	NOUN
cana-661	199	2	on	on	ADP
cana-661	199	3	applied	apply	VERB
cana-661	199	4	nonlinear	nonlinear	ADJ
cana-661	199	5	analysis	analysis	NOUN
cana-661	199	6	issn	issn	NOUN
cana-661	199	7	:	:	PUNCT
cana-661	199	8	1074	1074	NUM
cana-661	199	9	-	-	PUNCT
cana-661	199	10	133x	133x	NUM
cana-661	199	11	vol	vol	NOUN
cana-661	199	12	31	31	NUM
cana-661	199	13	no	no	NOUN
cana-661	199	14	.	.	PUNCT
cana-661	200	1	2s	2s	NUM
cana-661	200	2	(	(	PUNCT
cana-661	200	3	2024	2024	NUM
cana-661	200	4	)	)	PUNCT
cana-661	200	5	480	480	NUM
cana-661	200	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	200	7	figure	figure	NOUN
cana-661	200	8	6	6	NUM
cana-661	200	9	:	:	PUNCT
cana-661	200	10	accuracy	accuracy	NOUN
cana-661	200	11	vs	vs	ADP
cana-661	200	12	loss	loss	NOUN
cana-661	200	13	curve	curve	NOUN
cana-661	200	14	of	of	ADP
cana-661	200	15	training	training	NOUN
cana-661	200	16	and	and	CCONJ
cana-661	200	17	testing	testing	NOUN
cana-661	200	18	figure	figure	NOUN
cana-661	200	19	7	7	NUM
cana-661	200	20	depicts	depict	VERB
cana-661	200	21	the	the	DET
cana-661	200	22	test	test	NOUN
cana-661	200	23	confusion	confusion	NOUN
cana-661	200	24	matrix	matrix	NOUN
cana-661	200	25	which	which	PRON
cana-661	200	26	represented	represent	VERB
cana-661	200	27	the	the	DET
cana-661	200	28	relationship	relationship	NOUN
cana-661	200	29	between	between	ADP
cana-661	200	30	actual	actual	ADJ
cana-661	200	31	data	datum	NOUN
cana-661	200	32	verses	verse	NOUN
cana-661	200	33	for	for	ADP
cana-661	200	34	four	four	NUM
cana-661	200	35	predicted	predict	VERB
cana-661	200	36	output	output	NOUN
cana-661	200	37	data	datum	NOUN
cana-661	200	38	,	,	PUNCT
cana-661	200	39	coccidiosis	coccidiosis	NOUN
cana-661	200	40	,	,	PUNCT
cana-661	200	41	healthy	healthy	ADJ
cana-661	200	42	,	,	PUNCT
cana-661	200	43	new	new	ADJ
cana-661	200	44	castle	castle	NOUN
cana-661	200	45	disease	disease	NOUN
cana-661	200	46	,	,	PUNCT
cana-661	200	47	and	and	CCONJ
cana-661	200	48	salmonella	salmonella	NOUN
cana-661	200	49	.	.	PUNCT
cana-661	201	1	it	it	PRON
cana-661	201	2	shows	show	VERB
cana-661	201	3	that	that	SCONJ
cana-661	201	4	coccidiosis	coccidiosis	NOUN
cana-661	201	5	and	and	CCONJ
cana-661	201	6	salmonella	salmonella	NOUN
cana-661	201	7	are	be	AUX
cana-661	201	8	the	the	DET
cana-661	201	9	classes	class	NOUN
cana-661	201	10	predict	predict	VERB
cana-661	201	11	more	more	ADV
cana-661	201	12	correctly	correctly	ADV
cana-661	201	13	as	as	SCONJ
cana-661	201	14	compared	compare	VERB
cana-661	201	15	to	to	ADP
cana-661	201	16	other	other	ADJ
cana-661	201	17	classes	class	NOUN
cana-661	201	18	.	.	PUNCT
cana-661	202	1	figure	figure	VERB
cana-661	202	2	7	7	NUM
cana-661	202	3	:	:	PUNCT
cana-661	202	4	predicted	predict	VERB
cana-661	202	5	confusion	confusion	NOUN
cana-661	202	6	matrix	matrix	NOUN
cana-661	202	7	table	table	NOUN
cana-661	202	8	2	2	NUM
cana-661	202	9	shows	show	VERB
cana-661	202	10	the	the	DET
cana-661	202	11	test	test	NOUN
cana-661	202	12	classification	classification	NOUN
cana-661	202	13	performance	performance	NOUN
cana-661	202	14	in	in	ADP
cana-661	202	15	terms	term	NOUN
cana-661	202	16	of	of	ADP
cana-661	202	17	precision	precision	NOUN
cana-661	202	18	,	,	PUNCT
cana-661	202	19	recall	recall	NOUN
cana-661	202	20	and	and	CCONJ
cana-661	202	21	f	f	NOUN
cana-661	202	22	-	-	PUNCT
cana-661	202	23	score	score	NOUN
cana-661	202	24	in	in	ADP
cana-661	202	25	four	four	NUM
cana-661	202	26	output	output	NOUN
cana-661	202	27	classes	class	NOUN
cana-661	202	28	,	,	PUNCT
cana-661	202	29	coccidiosis	coccidiosis	NOUN
cana-661	202	30	,	,	PUNCT
cana-661	202	31	healthy	healthy	ADJ
cana-661	202	32	,	,	PUNCT
cana-661	202	33	new	new	ADJ
cana-661	202	34	castle	castle	NOUN
cana-661	202	35	disease	disease	NOUN
cana-661	202	36	,	,	PUNCT
cana-661	202	37	and	and	CCONJ
cana-661	202	38	salmonella	salmonella	NOUN
cana-661	202	39	.	.	PUNCT
cana-661	203	1	coccidiosis	coccidiosis	NOUN
cana-661	203	2	and	and	CCONJ
cana-661	203	3	salmonella	salmonella	NOUN
cana-661	203	4	output	output	NOUN
cana-661	203	5	class	class	NOUN
cana-661	203	6	achieved	achieve	VERB
cana-661	203	7	higher	high	ADJ
cana-661	203	8	precision	precision	NOUN
cana-661	203	9	rate	rate	NOUN
cana-661	203	10	and	and	CCONJ
cana-661	203	11	f	f	X
cana-661	203	12	-	-	PUNCT
cana-661	203	13	score	score	NOUN
cana-661	203	14	rate	rate	NOUN
cana-661	203	15	of	of	ADP
cana-661	203	16	0.99	0.99	NUM
cana-661	203	17	,	,	PUNCT
cana-661	203	18	whereas	whereas	SCONJ
cana-661	203	19	coccidiosis	coccidiosis	NOUN
cana-661	203	20	has	have	VERB
cana-661	203	21	higher	high	ADJ
cana-661	203	22	recall	recall	NOUN
cana-661	203	23	rate	rate	NOUN
cana-661	203	24	of	of	ADP
cana-661	203	25	0.99	0.99	NUM
cana-661	203	26	.	.	PUNCT
cana-661	204	1	in	in	ADP
cana-661	204	2	terms	term	NOUN
cana-661	204	3	of	of	ADP
cana-661	204	4	overall	overall	ADJ
cana-661	204	5	performance	performance	NOUN
cana-661	204	6	,	,	PUNCT
cana-661	204	7	coccidiosis	coccidiosis	NOUN
cana-661	204	8	output	output	NOUN
cana-661	204	9	class	class	NOUN
cana-661	204	10	perform	perform	VERB
cana-661	204	11	much	much	ADV
cana-661	204	12	better	well	ADV
cana-661	204	13	among	among	ADP
cana-661	204	14	all	all	DET
cana-661	204	15	classes	class	NOUN
cana-661	204	16	as	as	SCONJ
cana-661	204	17	shown	show	VERB
cana-661	204	18	in	in	ADP
cana-661	204	19	figure	figure	NOUN
cana-661	204	20	8	8	NUM
cana-661	204	21	.	.	PUNCT
cana-661	205	1	communications	communication	NOUN
cana-661	205	2	on	on	ADP
cana-661	205	3	applied	apply	VERB
cana-661	205	4	nonlinear	nonlinear	ADJ
cana-661	205	5	analysis	analysis	NOUN
cana-661	205	6	issn	issn	NOUN
cana-661	205	7	:	:	PUNCT
cana-661	205	8	1074	1074	NUM
cana-661	205	9	-	-	PUNCT
cana-661	205	10	133x	133x	NUM
cana-661	205	11	vol	vol	NOUN
cana-661	205	12	31	31	NUM
cana-661	205	13	no	no	NOUN
cana-661	205	14	.	.	PUNCT
cana-661	206	1	2s	2s	NUM
cana-661	206	2	(	(	PUNCT
cana-661	206	3	2024	2024	NUM
cana-661	206	4	)	)	PUNCT
cana-661	206	5	481	481	NUM
cana-661	206	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	206	7	table	table	NOUN
cana-661	206	8	2	2	NUM
cana-661	206	9	:	:	PUNCT
cana-661	206	10	classification	classification	NOUN
cana-661	206	11	performance	performance	NOUN
cana-661	206	12	output	output	NOUN
cana-661	206	13	class	class	NOUN
cana-661	206	14	precision	precision	NOUN
cana-661	206	15	recall	recall	VERB
cana-661	206	16	f	f	NOUN
cana-661	206	17	-	-	PUNCT
cana-661	206	18	score	score	NOUN
cana-661	206	19	coccidiosis	coccidiosis	NOUN
cana-661	206	20	0.99	0.99	NUM
cana-661	206	21	0.99	0.99	NUM
cana-661	206	22	0.99	0.99	NUM
cana-661	206	23	healthy	healthy	ADJ
cana-661	206	24	0.98	0.98	NUM
cana-661	206	25	0.98	0.98	NUM
cana-661	206	26	0.98	0.98	NUM
cana-661	206	27	new	new	ADJ
cana-661	206	28	castle	castle	NOUN
cana-661	206	29	disease	disease	NOUN
cana-661	206	30	0.96	0.96	NUM
cana-661	206	31	0.95	0.95	NUM
cana-661	206	32	0.95	0.95	NUM
cana-661	206	33	salmonella	salmonella	NOUN
cana-661	206	34	0.99	0.99	NUM
cana-661	206	35	0.98	0.98	NUM
cana-661	206	36	0.99	0.99	NUM
cana-661	206	37	figure	figure	NOUN
cana-661	206	38	8	8	NUM
cana-661	206	39	:	:	PUNCT
cana-661	206	40	performance	performance	NOUN
cana-661	206	41	evaluation	evaluation	NOUN
cana-661	206	42	table	table	NOUN
cana-661	206	43	3	3	NUM
cana-661	206	44	shows	show	VERB
cana-661	206	45	the	the	DET
cana-661	206	46	comparative	comparative	ADJ
cana-661	206	47	analysis	analysis	NOUN
cana-661	206	48	performance	performance	NOUN
cana-661	206	49	for	for	ADP
cana-661	206	50	overall	overall	ADJ
cana-661	206	51	accuracy	accuracy	NOUN
cana-661	206	52	parameters	parameter	NOUN
cana-661	206	53	.	.	PUNCT
cana-661	207	1	it	it	PRON
cana-661	207	2	depicts	depict	VERB
cana-661	207	3	that	that	SCONJ
cana-661	207	4	the	the	DET
cana-661	207	5	proposed	propose	VERB
cana-661	207	6	deep	deep	ADJ
cana-661	207	7	learning	learning	NOUN
cana-661	207	8	model	model	NOUN
cana-661	207	9	achieved	achieve	VERB
cana-661	207	10	98.2	98.2	NUM
cana-661	207	11	%	%	NOUN
cana-661	207	12	best	good	ADJ
cana-661	207	13	accuracy	accuracy	NOUN
cana-661	207	14	rate	rate	NOUN
cana-661	207	15	as	as	ADP
cana-661	207	16	compared	compare	VERB
cana-661	207	17	to	to	ADP
cana-661	207	18	other	other	ADJ
cana-661	207	19	state	state	NOUN
cana-661	207	20	of	of	ADP
cana-661	207	21	art	art	NOUN
cana-661	207	22	models	model	NOUN
cana-661	207	23	.	.	PUNCT
cana-661	208	1	table	table	NOUN
cana-661	208	2	3	3	NUM
cana-661	208	3	:	:	PUNCT
cana-661	208	4	comparative	comparative	ADJ
cana-661	208	5	analysis	analysis	NOUN
cana-661	208	6	ref	ref	NOUN
cana-661	208	7	model	model	NOUN
cana-661	208	8	accuracy	accuracy	NOUN
cana-661	208	9	(	(	PUNCT
cana-661	208	10	%	%	INTJ
cana-661	208	11	)	)	PUNCT
cana-661	209	1	[	[	X
cana-661	209	2	9	9	NUM
cana-661	209	3	]	]	SYM
cana-661	209	4	94.05	94.05	NUM
cana-661	210	1	[	[	X
cana-661	210	2	14	14	NUM
cana-661	210	3	]	]	PUNCT
cana-661	210	4	94.52	94.52	NUM
cana-661	211	1	[	[	X
cana-661	211	2	16	16	NUM
cana-661	211	3	]	]	PUNCT
cana-661	211	4	93.23	93.23	NUM
cana-661	211	5	[	[	X
cana-661	211	6	18	18	NUM
cana-661	211	7	]	]	SYM
cana-661	211	8	95.28	95.28	NUM
cana-661	211	9	proposed	propose	VERB
cana-661	211	10	model	model	NOUN
cana-661	211	11	98.2	98.2	NUM
cana-661	211	12	5	5	NUM
cana-661	211	13	.	.	PUNCT
cana-661	211	14	conclusion	conclusion	NOUN
cana-661	211	15	this	this	DET
cana-661	211	16	paper	paper	NOUN
cana-661	211	17	presented	present	VERB
cana-661	211	18	a	a	DET
cana-661	211	19	method	method	NOUN
cana-661	211	20	for	for	ADP
cana-661	211	21	classifying	classify	VERB
cana-661	211	22	and	and	CCONJ
cana-661	211	23	diagnosing	diagnose	VERB
cana-661	211	24	illnesses	illness	NOUN
cana-661	211	25	in	in	ADP
cana-661	211	26	poultry	poultry	NOUN
cana-661	211	27	using	use	VERB
cana-661	211	28	images	image	NOUN
cana-661	211	29	of	of	ADP
cana-661	211	30	chicken	chicken	NOUN
cana-661	211	31	faeces	faece	NOUN
cana-661	211	32	using	use	VERB
cana-661	211	33	deep	deep	ADJ
cana-661	211	34	learning	learning	NOUN
cana-661	211	35	approach	approach	NOUN
cana-661	211	36	.	.	PUNCT
cana-661	212	1	the	the	DET
cana-661	212	2	system	system	NOUN
cana-661	212	3	detects	detect	NOUN
cana-661	212	4	and	and	CCONJ
cana-661	212	5	classifies	classify	VERB
cana-661	212	6	poultry	poultry	NOUN
cana-661	212	7	illnesses	illness	NOUN
cana-661	212	8	using	use	VERB
cana-661	212	9	the	the	DET
cana-661	212	10	efficientnet	efficientnet	NOUN
cana-661	212	11	-	-	PUNCT
cana-661	212	12	b3	b3	NOUN
cana-661	212	13	pre	pre	ADJ
cana-661	212	14	-	-	ADJ
cana-661	212	15	trained	train	VERB
cana-661	212	16	model	model	NOUN
cana-661	212	17	,	,	PUNCT
cana-661	212	18	a	a	DET
cana-661	212	19	deep	deep	ADJ
cana-661	212	20	learning	learning	NOUN
cana-661	212	21	model	model	NOUN
cana-661	212	22	.	.	PUNCT
cana-661	213	1	the	the	DET
cana-661	213	2	proposed	propose	VERB
cana-661	213	3	deep	deep	ADJ
cana-661	213	4	learning	learning	NOUN
cana-661	213	5	model	model	NOUN
cana-661	213	6	is	be	AUX
cana-661	213	7	implemented	implement	VERB
cana-661	213	8	using	use	VERB
cana-661	213	9	several	several	ADJ
cana-661	213	10	hyperparameter	hyperparameter	NOUN
cana-661	213	11	optimisation	optimisation	NOUN
cana-661	213	12	strategies	strategy	NOUN
cana-661	213	13	;	;	PUNCT
cana-661	213	14	the	the	DET
cana-661	213	15	top	top	ADJ
cana-661	213	16	performing	perform	VERB
cana-661	213	17	models	model	NOUN
cana-661	213	18	were	be	AUX
cana-661	213	19	chosen	choose	VERB
cana-661	213	20	and	and	CCONJ
cana-661	213	21	put	put	VERB
cana-661	213	22	into	into	ADP
cana-661	213	23	action	action	NOUN
cana-661	213	24	.	.	PUNCT
cana-661	214	1	the	the	DET
cana-661	214	2	best	good	ADJ
cana-661	214	3	accuracy	accuracy	NOUN
cana-661	214	4	rate	rate	NOUN
cana-661	214	5	of	of	ADP
cana-661	214	6	98.2	98.2	NUM
cana-661	214	7	%	%	NOUN
cana-661	214	8	achieved	achieve	VERB
cana-661	214	9	while	while	SCONJ
cana-661	214	10	classification	classification	NOUN
cana-661	214	11	.	.	PUNCT
cana-661	215	1	the	the	DET
cana-661	215	2	use	use	NOUN
cana-661	215	3	of	of	ADP
cana-661	215	4	computer	computer	NOUN
cana-661	215	5	-	-	PUNCT
cana-661	215	6	aided	aid	VERB
cana-661	215	7	tools	tool	NOUN
cana-661	215	8	and	and	CCONJ
cana-661	215	9	reliable	reliable	ADJ
cana-661	215	10	data	datum	NOUN
cana-661	215	11	are	be	AUX
cana-661	215	12	two	two	NUM
cana-661	215	13	essential	essential	ADJ
cana-661	215	14	components	component	NOUN
cana-661	215	15	to	to	ADP
cana-661	215	16	0.93	0.93	NUM
cana-661	215	17	0.94	0.94	NUM
cana-661	215	18	0.95	0.95	NUM
cana-661	215	19	0.96	0.96	NUM
cana-661	215	20	0.97	0.97	NUM
cana-661	215	21	0.98	0.98	NUM
cana-661	215	22	0.99	0.99	NUM
cana-661	215	23	1	1	NUM
cana-661	215	24	coccidiosis	coccidiosis	NOUN
cana-661	215	25	healthy	healthy	ADJ
cana-661	215	26	new	new	ADJ
cana-661	215	27	castle	castle	PROPN
cana-661	215	28	disease	disease	NOUN
cana-661	215	29	salmonella	salmonella	NOUN
cana-661	215	30	performance	performance	NOUN
cana-661	215	31	evaluation	evaluation	NOUN
cana-661	215	32	f	f	NOUN
cana-661	215	33	-	-	PUNCT
cana-661	215	34	score	score	NOUN
cana-661	215	35	recall	recall	NOUN
cana-661	215	36	precision	precision	NOUN
cana-661	215	37	communications	communication	NOUN
cana-661	215	38	on	on	ADP
cana-661	215	39	applied	apply	VERB
cana-661	215	40	nonlinear	nonlinear	ADJ
cana-661	215	41	analysis	analysis	NOUN
cana-661	215	42	issn	issn	NOUN
cana-661	215	43	:	:	PUNCT
cana-661	215	44	1074	1074	NUM
cana-661	215	45	-	-	PUNCT
cana-661	215	46	133x	133x	NUM
cana-661	215	47	vol	vol	NOUN
cana-661	215	48	31	31	NUM
cana-661	215	49	no	no	NOUN
cana-661	215	50	.	.	PUNCT
cana-661	216	1	2s	2s	NUM
cana-661	216	2	(	(	PUNCT
cana-661	216	3	2024	2024	NUM
cana-661	216	4	)	)	PUNCT
cana-661	216	5	482	482	NUM
cana-661	216	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	216	7	enhance	enhance	VERB
cana-661	216	8	the	the	DET
cana-661	216	9	efficacy	efficacy	NOUN
cana-661	216	10	of	of	ADP
cana-661	216	11	field	field	NOUN
cana-661	216	12	workers	worker	NOUN
cana-661	216	13	and	and	CCONJ
cana-661	216	14	poultry	poultry	NOUN
cana-661	216	15	farmers	farmer	NOUN
cana-661	216	16	in	in	ADP
cana-661	216	17	the	the	DET
cana-661	216	18	early	early	ADJ
cana-661	216	19	detection	detection	NOUN
cana-661	216	20	of	of	ADP
cana-661	216	21	illnesses	illness	NOUN
cana-661	216	22	in	in	ADP
cana-661	216	23	chickens	chicken	NOUN
cana-661	216	24	.	.	PUNCT
cana-661	217	1	enhancing	enhance	VERB
cana-661	217	2	image	image	NOUN
cana-661	217	3	processing	processing	NOUN
cana-661	217	4	technologies	technology	NOUN
cana-661	217	5	to	to	PART
cana-661	217	6	help	help	VERB
cana-661	217	7	farmers	farmer	NOUN
cana-661	217	8	is	be	AUX
cana-661	217	9	urgently	urgently	ADV
cana-661	217	10	needed	need	VERB
cana-661	217	11	.	.	PUNCT
cana-661	218	1	it	it	PRON
cana-661	218	2	's	be	AUX
cana-661	218	3	evident	evident	ADJ
cana-661	218	4	that	that	SCONJ
cana-661	218	5	diseases	disease	NOUN
cana-661	218	6	may	may	AUX
cana-661	218	7	be	be	AUX
cana-661	218	8	detected	detect	VERB
cana-661	218	9	before	before	SCONJ
cana-661	218	10	they	they	PRON
cana-661	218	11	kill	kill	VERB
cana-661	218	12	hens	hen	NOUN
cana-661	218	13	,	,	PUNCT
cana-661	218	14	and	and	CCONJ
cana-661	218	15	these	these	DET
cana-661	218	16	techniques	technique	NOUN
cana-661	218	17	have	have	VERB
cana-661	218	18	the	the	DET
cana-661	218	19	ability	ability	NOUN
cana-661	218	20	to	to	PART
cana-661	218	21	lower	lower	VERB
cana-661	218	22	losses	loss	NOUN
cana-661	218	23	and	and	CCONJ
cana-661	218	24	boost	boost	VERB
cana-661	218	25	productivity	productivity	NOUN
cana-661	218	26	.	.	PUNCT
cana-661	219	1	in	in	ADP
cana-661	219	2	order	order	NOUN
cana-661	219	3	to	to	PART
cana-661	219	4	successfully	successfully	ADV
cana-661	219	5	treat	treat	VERB
cana-661	219	6	poultry	poultry	NOUN
cana-661	219	7	diseases	disease	NOUN
cana-661	219	8	,	,	PUNCT
cana-661	219	9	a	a	DET
cana-661	219	10	lot	lot	NOUN
cana-661	219	11	of	of	ADP
cana-661	219	12	time	time	NOUN
cana-661	219	13	,	,	PUNCT
cana-661	219	14	energy	energy	NOUN
cana-661	219	15	,	,	PUNCT
cana-661	219	16	and	and	CCONJ
cana-661	219	17	sophisticated	sophisticated	ADJ
cana-661	219	18	computer	computer	NOUN
cana-661	219	19	resources	resource	NOUN
cana-661	219	20	are	be	AUX
cana-661	219	21	required	require	VERB
cana-661	219	22	.	.	PUNCT
cana-661	220	1	the	the	DET
cana-661	220	2	proposed	propose	VERB
cana-661	220	3	method	method	NOUN
cana-661	220	4	for	for	ADP
cana-661	220	5	detecting	detect	VERB
cana-661	220	6	and	and	CCONJ
cana-661	220	7	classifying	classify	VERB
cana-661	220	8	chicken	chicken	NOUN
cana-661	220	9	diseases	disease	NOUN
cana-661	220	10	can	can	AUX
cana-661	220	11	accurately	accurately	ADV
cana-661	220	12	identify	identify	VERB
cana-661	220	13	three	three	NUM
cana-661	220	14	prevalent	prevalent	ADJ
cana-661	220	15	poultry	poultry	NOUN
cana-661	220	16	diseases	disease	NOUN
cana-661	220	17	,	,	PUNCT
cana-661	220	18	according	accord	VERB
cana-661	220	19	to	to	ADP
cana-661	220	20	our	our	PRON
cana-661	220	21	trial	trial	NOUN
cana-661	220	22	results	result	NOUN
cana-661	220	23	.	.	PUNCT
cana-661	221	1	this	this	PRON
cana-661	221	2	means	mean	VERB
cana-661	221	3	it	it	PRON
cana-661	221	4	may	may	AUX
cana-661	221	5	be	be	AUX
cana-661	221	6	utilised	utilise	VERB
cana-661	221	7	on	on	ADP
cana-661	221	8	farms	farm	NOUN
cana-661	221	9	to	to	PART
cana-661	221	10	help	help	VERB
cana-661	221	11	veterinarians	veterinarian	NOUN
cana-661	221	12	and	and	CCONJ
cana-661	221	13	poultry	poultry	NOUN
cana-661	221	14	farmers	farmer	NOUN
cana-661	221	15	.	.	PUNCT
cana-661	222	1	additional	additional	ADJ
cana-661	222	2	research	research	NOUN
cana-661	222	3	may	may	AUX
cana-661	222	4	be	be	AUX
cana-661	222	5	conducted	conduct	VERB
cana-661	222	6	by	by	ADP
cana-661	222	7	experimenting	experiment	VERB
cana-661	222	8	with	with	ADP
cana-661	222	9	other	other	ADJ
cana-661	222	10	structures	structure	NOUN
cana-661	222	11	,	,	PUNCT
cana-661	222	12	adding	add	VERB
cana-661	222	13	parameters	parameter	NOUN
cana-661	222	14	,	,	PUNCT
cana-661	222	15	or	or	CCONJ
cana-661	222	16	employing	employ	VERB
cana-661	222	17	different	different	ADJ
cana-661	222	18	balancing	balancing	NOUN
cana-661	222	19	approaches	approach	NOUN
cana-661	222	20	to	to	PART
cana-661	222	21	improve	improve	VERB
cana-661	222	22	accuracy	accuracy	NOUN
cana-661	222	23	.	.	PUNCT
cana-661	223	1	in	in	ADP
cana-661	223	2	the	the	DET
cana-661	223	3	future	future	NOUN
cana-661	223	4	,	,	PUNCT
cana-661	223	5	more	more	ADJ
cana-661	223	6	faeces	faece	NOUN
cana-661	223	7	photographs	photograph	NOUN
cana-661	223	8	can	can	AUX
cana-661	223	9	add	add	VERB
cana-661	223	10	to	to	ADP
cana-661	223	11	the	the	DET
cana-661	223	12	collection	collection	NOUN
cana-661	223	13	so	so	SCONJ
cana-661	223	14	researchers	researcher	NOUN
cana-661	223	15	may	may	AUX
cana-661	223	16	use	use	VERB
cana-661	223	17	the	the	DET
cana-661	223	18	information	information	NOUN
cana-661	223	19	to	to	PART
cana-661	223	20	study	study	VERB
cana-661	223	21	other	other	ADJ
cana-661	223	22	chicken	chicken	NOUN
cana-661	223	23	diseases	disease	NOUN
cana-661	223	24	.	.	PUNCT
cana-661	224	1	users	user	NOUN
cana-661	224	2	will	will	AUX
cana-661	224	3	be	be	AUX
cana-661	224	4	able	able	ADJ
cana-661	224	5	to	to	PART
cana-661	224	6	easily	easily	ADV
cana-661	224	7	engage	engage	VERB
cana-661	224	8	with	with	ADP
cana-661	224	9	the	the	DET
cana-661	224	10	designed	design	VERB
cana-661	224	11	model	model	NOUN
cana-661	224	12	once	once	SCONJ
cana-661	224	13	it	it	PRON
cana-661	224	14	is	be	AUX
cana-661	224	15	delivered	deliver	VERB
cana-661	224	16	on	on	ADP
cana-661	224	17	mobile	mobile	ADJ
cana-661	224	18	devices	device	NOUN
cana-661	224	19	.	.	PUNCT
cana-661	225	1	references	reference	NOUN
cana-661	225	2	[	[	X
cana-661	225	3	1	1	NUM
cana-661	225	4	]	]	SYM
cana-661	225	5	supriyanto	supriyanto	NOUN
cana-661	225	6	,	,	PUNCT
cana-661	225	7	eko	eko	PROPN
cana-661	225	8	&	&	CCONJ
cana-661	225	9	isnanto	isnanto	PROPN
cana-661	225	10	,	,	PUNCT
cana-661	225	11	r.	r.	PROPN
cana-661	225	12	&	&	CCONJ
cana-661	225	13	purnomo	purnomo	PROPN
cana-661	225	14	,	,	PUNCT
cana-661	225	15	sutrisno	sutrisno	ADJ
cana-661	225	16	hadi	hadi	NOUN
cana-661	225	17	.	.	PUNCT
cana-661	226	1	(	(	PUNCT
cana-661	226	2	2023	2023	NUM
cana-661	226	3	)	)	PUNCT
cana-661	226	4	.	.	PUNCT
cana-661	227	1	computer	computer	NOUN
cana-661	227	2	vision	vision	NOUN
cana-661	227	3	in	in	ADP
cana-661	227	4	chicken	chicken	NOUN
cana-661	227	5	monitoring	monitoring	NOUN
cana-661	227	6	system	system	NOUN
cana-661	227	7	using	use	VERB
cana-661	227	8	machine	machine	NOUN
cana-661	227	9	learning	learning	NOUN
cana-661	227	10	:	:	PUNCT
cana-661	227	11	a	a	DET
cana-661	227	12	general	general	ADJ
cana-661	227	13	review	review	NOUN
cana-661	227	14	.	.	PUNCT
cana-661	228	1	e3s	e3s	PROPN
cana-661	228	2	web	web	NOUN
cana-661	228	3	of	of	ADP
cana-661	228	4	conferences	conference	NOUN
cana-661	228	5	.	.	PUNCT
cana-661	229	1	448	448	NUM
cana-661	229	2	.	.	PUNCT
cana-661	230	1	10.1051	10.1051	NUM
cana-661	230	2	/	/	SYM
cana-661	230	3	e3sconf/202344802014	e3sconf/202344802014	NOUN
cana-661	230	4	.	.	PUNCT
cana-661	231	1	[	[	X
cana-661	231	2	2	2	X
cana-661	231	3	]	]	PUNCT
cana-661	231	4	aworinde	aworinde	X
cana-661	231	5	ho	ho	PROPN
cana-661	231	6	,	,	PUNCT
cana-661	231	7	adebayo	adebayo	PROPN
cana-661	231	8	s	s	PROPN
cana-661	231	9	,	,	PUNCT
cana-661	231	10	akinwunmi	akinwunmi	NOUN
cana-661	231	11	ao	ao	PROPN
cana-661	231	12	,	,	PUNCT
cana-661	231	13	alabi	alabi	NOUN
cana-661	231	14	om	om	ADV
cana-661	231	15	,	,	PUNCT
cana-661	231	16	ayandiji	ayandiji	VERB
cana-661	231	17	a	a	DET
cana-661	231	18	,	,	PUNCT
cana-661	231	19	sakpere	sakpere	PROPN
cana-661	231	20	ab	ab	PROPN
cana-661	231	21	,	,	PUNCT
cana-661	231	22	oyebamiji	oyebamiji	PROPN
cana-661	231	23	ak	ak	PROPN
cana-661	231	24	,	,	PUNCT
cana-661	231	25	olaide	olaide	ADJ
cana-661	231	26	o	o	NOUN
cana-661	231	27	,	,	PUNCT
cana-661	231	28	kizito	kizito	PROPN
cana-661	231	29	e	e	NOUN
cana-661	231	30	,	,	PUNCT
cana-661	231	31	olawuyi	olawuyi	PROPN
cana-661	231	32	aj	aj	PROPN
cana-661	231	33	.	.	PUNCT
cana-661	232	1	poultry	poultry	NOUN
cana-661	232	2	fecal	fecal	ADJ
cana-661	232	3	imagery	imagery	NOUN
cana-661	232	4	dataset	dataset	NOUN
cana-661	232	5	for	for	ADP
cana-661	232	6	health	health	NOUN
cana-661	232	7	status	status	NOUN
cana-661	232	8	prediction	prediction	NOUN
cana-661	232	9	:	:	PUNCT
cana-661	232	10	a	a	DET
cana-661	232	11	case	case	NOUN
cana-661	232	12	of	of	ADP
cana-661	232	13	south	south	NOUN
cana-661	232	14	-	-	PUNCT
cana-661	232	15	west	west	PROPN
cana-661	232	16	nigeria	nigeria	PROPN
cana-661	232	17	.	.	PUNCT
cana-661	233	1	data	datum	NOUN
cana-661	233	2	brief	brief	NOUN
cana-661	233	3	.	.	PUNCT
cana-661	234	1	2023	2023	NUM
cana-661	234	2	aug	aug	PROPN
cana-661	234	3	23;50:109517	23;50:109517	NUM
cana-661	234	4	.	.	PUNCT
cana-661	235	1	doi	doi	NOUN
cana-661	235	2	:	:	PUNCT
cana-661	235	3	10.1016	10.1016	NUM
cana-661	235	4	/	/	SYM
cana-661	235	5	j.dib.2023.109517	j.dib.2023.109517	PROPN
cana-661	235	6	.	.	PUNCT
cana-661	236	1	pmid	pmid	NOUN
cana-661	236	2	:	:	PUNCT
cana-661	236	3	37674505	37674505	NUM
cana-661	236	4	;	;	PUNCT
cana-661	236	5	pmcid	pmcid	ADJ
cana-661	236	6	:	:	PUNCT
cana-661	236	7	pmc10477973	pmc10477973	ADJ
cana-661	236	8	.	.	PUNCT
cana-661	237	1	[	[	X
cana-661	237	2	3	3	X
cana-661	237	3	]	]	PUNCT
cana-661	237	4	mizanu	mizanu	VERB
cana-661	237	5	zelalem	zelalem	NOUN
cana-661	237	6	degu	degu	NOUN
cana-661	237	7	,	,	PUNCT
cana-661	237	8	gizeaddis	gizeaddi	NOUN
cana-661	237	9	lamesgin	lamesgin	VERB
cana-661	237	10	simegn	simegn	NOUN
cana-661	237	11	,	,	PUNCT
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cana-661	237	16	classification	classification	NOUN
cana-661	237	17	of	of	ADP
cana-661	237	18	poultry	poultry	NOUN
cana-661	237	19	diseases	disease	NOUN
cana-661	237	20	from	from	ADP
cana-661	237	21	chicken	chicken	NOUN
cana-661	237	22	fecal	fecal	ADJ
cana-661	237	23	images	image	NOUN
cana-661	237	24	using	use	VERB
cana-661	237	25	deep	deep	ADJ
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cana-661	237	27	techniques	technique	NOUN
cana-661	237	28	,	,	PUNCT
cana-661	237	29	smart	smart	ADJ
cana-661	237	30	agricultural	agricultural	ADJ
cana-661	237	31	technology	technology	NOUN
cana-661	237	32	,	,	PUNCT
cana-661	237	33	volume	volume	NOUN
cana-661	237	34	4	4	NUM
cana-661	237	35	,	,	PUNCT
cana-661	237	36	2023	2023	NUM
cana-661	237	37	,	,	PUNCT
cana-661	237	38	100221	100221	NUM
cana-661	237	39	,	,	PUNCT
cana-661	237	40	issn	issn	PROPN
cana-661	237	41	2772	2772	NUM
cana-661	237	42	-	-	SYM
cana-661	237	43	3755	3755	NUM
cana-661	237	44	,	,	PUNCT
cana-661	237	45	https://doi.org/10.1016/j.atech.2023.100221	https://doi.org/10.1016/j.atech.2023.100221	PROPN
cana-661	237	46	.	.	PUNCT
cana-661	238	1	[	[	X
cana-661	238	2	4	4	NUM
cana-661	238	3	]	]	X
cana-661	238	4	kalaiselvi	kalaiselvi	NOUN
cana-661	238	5	.	.	PUNCT
cana-661	239	1	t.	t.	PROPN
cana-661	239	2	c	c	PROPN
cana-661	239	3	,	,	PUNCT
cana-661	239	4	dinesh	dinesh	PROPN
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cana-661	239	6	,	,	PUNCT
cana-661	239	7	arjun	arjun	PROPN
cana-661	239	8	karuppusamy	karuppusamy	PROPN
cana-661	239	9	,	,	PUNCT
cana-661	239	10	bharath	bharath	PROPN
cana-661	239	11	sumathy	sumathy	PROPN
cana-661	239	12	,	,	PUNCT
cana-661	239	13	“	"	PUNCT
cana-661	239	14	detection	detection	NOUN
cana-661	239	15	and	and	CCONJ
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cana-661	239	17	of	of	ADP
cana-661	239	18	disease	disease	NOUN
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cana-661	239	20	poultry	poultry	NOUN
cana-661	239	21	farm	farm	NOUN
cana-661	239	22	”	"	PUNCT
cana-661	239	23	,	,	PUNCT
cana-661	239	24	(	(	PUNCT
cana-661	239	25	2023	2023	NUM
cana-661	239	26	)	)	PUNCT
cana-661	239	27	,	,	PUNCT
cana-661	239	28	journal	journal	NOUN
cana-661	239	29	of	of	ADP
cana-661	239	30	survey	survey	NOUN
cana-661	239	31	in	in	ADP
cana-661	239	32	fisheries	fishery	NOUN
cana-661	239	33	sciences	science	NOUN
cana-661	239	34	(	(	PUNCT
cana-661	239	35	sfs	sfs	PROPN
cana-661	239	36	)	)	PUNCT
cana-661	239	37	,	,	PUNCT
cana-661	239	38	vol	vol	NOUN
cana-661	239	39	.	.	PROPN
cana-661	239	40	10	10	NUM
cana-661	239	41	no	no	NOUN
cana-661	239	42	.	.	PUNCT
cana-661	240	1	2s	2s	NUM
cana-661	240	2	(	(	PUNCT
cana-661	240	3	2023	2023	NUM
cana-661	240	4	)	)	PUNCT
cana-661	240	5	,	,	PUNCT
cana-661	240	6	https://doi.org/10.17762/sfs.v10i2s.320	https://doi.org/10.17762/sfs.v10i2s.320	NOUN
cana-661	240	7	.	.	PUNCT
cana-661	241	1	[	[	X
cana-661	241	2	5	5	X
cana-661	241	3	]	]	X
cana-661	241	4	bao	bao	PROPN
cana-661	241	5	y	y	PROPN
cana-661	241	6	,	,	PUNCT
cana-661	241	7	lu	lu	PROPN
cana-661	241	8	h	h	NOUN
cana-661	241	9	,	,	PUNCT
cana-661	241	10	zhao	zhao	PROPN
cana-661	241	11	q	q	PROPN
cana-661	241	12	,	,	PUNCT
cana-661	241	13	yang	yang	PROPN
cana-661	241	14	z	z	PROPN
cana-661	241	15	,	,	PUNCT
cana-661	241	16	xu	xu	PROPN
cana-661	241	17	w.	w.	PROPN
cana-661	241	18	detection	detection	NOUN
cana-661	241	19	system	system	NOUN
cana-661	241	20	of	of	ADP
cana-661	241	21	dead	dead	ADJ
cana-661	241	22	and	and	CCONJ
cana-661	241	23	sick	sick	ADJ
cana-661	241	24	chickens	chicken	NOUN
cana-661	241	25	in	in	ADP
cana-661	241	26	large	large	ADJ
cana-661	241	27	scale	scale	NOUN
cana-661	241	28	farms	farm	NOUN
cana-661	241	29	based	base	VERB
cana-661	241	30	on	on	ADP
cana-661	241	31	artificial	artificial	ADJ
cana-661	241	32	intelligence	intelligence	NOUN
cana-661	241	33	.	.	PUNCT
cana-661	242	1	math	math	PROPN
cana-661	242	2	biosci	biosci	PROPN
cana-661	242	3	eng	eng	PROPN
cana-661	242	4	.	.	PROPN
cana-661	242	5	2021	2021	NUM
cana-661	242	6	jul	jul	PROPN
cana-661	242	7	13;18(5):6117	13;18(5):6117	NUM
cana-661	242	8	-	-	PUNCT
cana-661	242	9	6135	6135	NUM
cana-661	242	10	.	.	PUNCT
cana-661	243	1	doi	doi	NOUN
cana-661	243	2	:	:	PUNCT
cana-661	243	3	10.3934	10.3934	NUM
cana-661	243	4	/	/	SYM
cana-661	243	5	mbe.2021306	mbe.2021306	NOUN
cana-661	243	6	.	.	PUNCT
cana-661	244	1	pmid	pmid	NOUN
cana-661	244	2	:	:	PUNCT
cana-661	244	3	34517526	34517526	NUM
cana-661	244	4	.	.	PUNCT
cana-661	245	1	[	[	X
cana-661	245	2	6	6	NUM
cana-661	245	3	]	]	SYM
cana-661	245	4	işık	işık	NOUN
cana-661	245	5	,	,	PUNCT
cana-661	245	6	y.	y.	PROPN
cana-661	245	7	,	,	PUNCT
cana-661	245	8	kayabaşı	kayabaşı	NOUN
cana-661	245	9	,	,	PUNCT
cana-661	245	10	a.	a.	NOUN
cana-661	245	11	(	(	PUNCT
cana-661	245	12	2022	2022	NUM
cana-661	245	13	)	)	PUNCT
cana-661	245	14	.	.	PUNCT
cana-661	246	1	automatic	automatic	ADJ
cana-661	246	2	classification	classification	NOUN
cana-661	246	3	of	of	ADP
cana-661	246	4	healthy	healthy	ADJ
cana-661	246	5	and	and	CCONJ
cana-661	246	6	sick	sick	ADJ
cana-661	246	7	broilers	broiler	NOUN
cana-661	246	8	in	in	ADP
cana-661	246	9	terms	term	NOUN
cana-661	246	10	of	of	ADP
cana-661	246	11	avian	avian	ADJ
cana-661	246	12	influenza	influenza	NOUN
cana-661	246	13	by	by	ADP
cana-661	246	14	using	use	VERB
cana-661	246	15	neural	neural	ADJ
cana-661	246	16	networks	network	NOUN
cana-661	246	17	.	.	PUNCT
cana-661	247	1	mühendislik	mühendislik	PROPN
cana-661	247	2	bilimleri	bilimleri	PROPN
cana-661	247	3	ve	ve	AUX
cana-661	247	4	araştırmaları	araştırmaları	ADV
cana-661	247	5	dergisi	dergisi	ADJ
cana-661	247	6	(	(	PUNCT
cana-661	247	7	online	online	ADJ
cana-661	247	8	)	)	PUNCT
cana-661	247	9	,	,	PUNCT
cana-661	247	10	4(2	4(2	NUM
cana-661	247	11	)	)	PUNCT
cana-661	247	12	,	,	PUNCT
cana-661	247	13	212	212	NUM
cana-661	247	14	226	226	NUM
cana-661	247	15	.	.	PUNCT
cana-661	248	1	[	[	X
cana-661	248	2	7	7	NUM
cana-661	248	3	]	]	X
cana-661	248	4	chao	chao	PROPN
cana-661	248	5	,	,	PUNCT
cana-661	248	6	kevin	kevin	PROPN
cana-661	248	7	,	,	PUNCT
cana-661	248	8	y.	y.	PROPN
cana-661	248	9	r.	r.	PROPN
cana-661	248	10	chen	chen	PROPN
cana-661	248	11	,	,	PUNCT
cana-661	248	12	william	william	PROPN
cana-661	248	13	r.	r.	PROPN
cana-661	248	14	hruschka	hruschka	PROPN
cana-661	248	15	and	and	CCONJ
cana-661	248	16	b.	b.	PROPN
cana-661	248	17	park	park	PROPN
cana-661	248	18	.	.	PUNCT
cana-661	249	1	“	"	PUNCT
cana-661	249	2	chicken	chicken	NOUN
cana-661	249	3	heart	heart	NOUN
cana-661	249	4	disease	disease	NOUN
cana-661	249	5	characterization	characterization	NOUN
cana-661	249	6	by	by	ADP
cana-661	249	7	multispectral	multispectral	ADJ
cana-661	249	8	imaging	imaging	NOUN
cana-661	249	9	.	.	PUNCT
cana-661	249	10	”	"	PUNCT
cana-661	249	11	applied	apply	VERB
cana-661	249	12	engineering	engineering	NOUN
cana-661	249	13	in	in	ADP
cana-661	249	14	agriculture	agriculture	NOUN
cana-661	249	15	17	17	NUM
cana-661	249	16	(	(	PUNCT
cana-661	249	17	2001	2001	NUM
cana-661	249	18	):	):	PUNCT
cana-661	249	19	99	99	NUM
cana-661	249	20	-	-	SYM
cana-661	249	21	106	106	NUM
cana-661	249	22	.	.	PUNCT
cana-661	250	1	[	[	X
cana-661	250	2	8	8	NUM
cana-661	250	3	]	]	X
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cana-661	250	5	,	,	PUNCT
cana-661	250	6	kevin	kevin	PROPN
cana-661	250	7	&	&	CCONJ
cana-661	250	8	duan	duan	PROPN
cana-661	250	9	,	,	PUNCT
cana-661	250	10	shiyuan	shiyuan	PROPN
cana-661	250	11	&	&	CCONJ
cana-661	250	12	weimer	weimer	PROPN
cana-661	250	13	,	,	PUNCT
cana-661	250	14	shawna	shawna	PROPN
cana-661	250	15	&	&	CCONJ
cana-661	250	16	teli	teli	PROPN
cana-661	250	17	,	,	PUNCT
cana-661	250	18	mohammad	mohammad	PROPN
cana-661	250	19	.	.	PUNCT
cana-661	251	1	(	(	PUNCT
cana-661	251	2	2022	2022	NUM
cana-661	251	3	)	)	PUNCT
cana-661	251	4	.	.	PUNCT
cana-661	252	1	birds	bird	NOUN
cana-661	252	2	'	'	PART
cana-661	252	3	eye	eye	NOUN
cana-661	252	4	view	view	NOUN
cana-661	252	5	:	:	PUNCT
cana-661	252	6	measuring	measure	VERB
cana-661	252	7	behavior	behavior	NOUN
cana-661	252	8	and	and	CCONJ
cana-661	252	9	posture	posture	NOUN
cana-661	252	10	of	of	ADP
cana-661	252	11	chickens	chicken	NOUN
cana-661	252	12	as	as	ADP
cana-661	252	13	a	a	DET
cana-661	252	14	metric	metric	NOUN
cana-661	252	15	for	for	ADP
cana-661	252	16	their	their	PRON
cana-661	252	17	well	well	ADV
cana-661	252	18	-	-	PUNCT
cana-661	252	19	being	being	NOUN
cana-661	252	20	.	.	PUNCT
cana-661	253	1	[	[	X
cana-661	253	2	9	9	NUM
cana-661	253	3	]	]	SYM
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cana-661	253	6	muhammad	muhammad	PROPN
cana-661	253	7	salimy	salimy	PROPN
cana-661	253	8	,	,	PUNCT
cana-661	253	9	kusrini	kusrini	PROPN
cana-661	253	10	kusrini	kusrini	PROPN
cana-661	253	11	and	and	CCONJ
cana-661	253	12	dhani	dhani	ADJ
cana-661	253	13	ariatmanto	ariatmanto	NOUN
cana-661	253	14	.	.	PUNCT
cana-661	254	1	“	"	PUNCT
cana-661	254	2	chicken	chicken	NOUN
cana-661	254	3	disease	disease	NOUN
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cana-661	254	5	based	base	VERB
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cana-661	254	7	inception	inception	ADJ
cana-661	254	8	v3	v3	PROPN
cana-661	254	9	algorithm	algorithm	NOUN
cana-661	254	10	for	for	ADP
cana-661	254	11	data	datum	NOUN
cana-661	254	12	imbalance	imbalance	NOUN
cana-661	254	13	.	.	PUNCT
cana-661	254	14	”	"	PUNCT
cana-661	255	1	sinkron	sinkron	PROPN
cana-661	255	2	(	(	PUNCT
cana-661	255	3	2023	2023	NUM
cana-661	255	4	):	):	PUNCT
cana-661	255	5	n.	n.	PROPN
cana-661	255	6	pag	pag	PROPN
cana-661	255	7	.	.	PUNCT
cana-661	256	1	[	[	X
cana-661	256	2	10	10	NUM
cana-661	256	3	]	]	X
cana-661	256	4	jintao	jintao	PROPN
cana-661	256	5	wang	wang	PROPN
cana-661	256	6	,	,	PUNCT
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cana-661	256	9	,	,	PUNCT
cana-661	256	10	longshen	longshen	PROPN
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cana-661	256	12	,	,	PUNCT
cana-661	256	13	yi	yi	PROPN
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cana-661	256	15	,	,	PUNCT
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cana-661	256	17	okinda	okinda	PROPN
cana-661	256	18	,	,	PUNCT
cana-661	256	19	"	"	PUNCT
cana-661	256	20	recognition	recognition	NOUN
cana-661	256	21	and	and	CCONJ
cana-661	256	22	classification	classification	NOUN
cana-661	256	23	of	of	ADP
cana-661	256	24	broiler	broiler	NOUN
cana-661	256	25	droppings	dropping	NOUN
cana-661	256	26	based	base	VERB
cana-661	256	27	on	on	ADP
cana-661	256	28	deep	deep	ADJ
cana-661	256	29	convolutional	convolutional	ADJ
cana-661	256	30	neural	neural	ADJ
cana-661	256	31	network	network	NOUN
cana-661	256	32	"	"	PUNCT
cana-661	256	33	,	,	PUNCT
cana-661	256	34	journal	journal	NOUN
cana-661	256	35	of	of	ADP
cana-661	256	36	sensors	sensor	NOUN
cana-661	256	37	,	,	PUNCT
cana-661	256	38	vol	vol	NOUN
cana-661	256	39	.	.	PROPN
cana-661	256	40	2019	2019	NUM
cana-661	256	41	,	,	PUNCT
cana-661	256	42	article	article	NOUN
cana-661	256	43	i	i	PROPN
cana-661	256	44	d	d	PROPN
cana-661	256	45	3823515	3823515	NUM
cana-661	256	46	,	,	PUNCT
cana-661	256	47	10	10	NUM
cana-661	256	48	pages	page	NOUN
cana-661	256	49	,	,	PUNCT
cana-661	256	50	2019	2019	NUM
cana-661	256	51	.	.	PUNCT
cana-661	257	1	https://doi.org/10.1155/2019/3823515	https://doi.org/10.1155/2019/3823515	PROPN
cana-661	257	2	[	[	X
cana-661	257	3	11	11	NUM
cana-661	257	4	]	]	X
cana-661	257	5	ren	ren	PROPN
cana-661	257	6	y	y	PROPN
cana-661	257	7	,	,	PUNCT
cana-661	257	8	huang	huang	PROPN
cana-661	257	9	y	y	PROPN
cana-661	257	10	,	,	PUNCT
cana-661	257	11	wang	wang	PROPN
cana-661	257	12	y	y	PROPN
cana-661	257	13	,	,	PUNCT
cana-661	257	14	zhang	zhang	PROPN
cana-661	257	15	s	s	PROPN
cana-661	257	16	,	,	PUNCT
cana-661	257	17	qu	qu	PROPN
cana-661	257	18	h	h	PROPN
cana-661	257	19	,	,	PUNCT
cana-661	257	20	ma	ma	PROPN
cana-661	257	21	j	j	PROPN
cana-661	257	22	,	,	PUNCT
cana-661	257	23	wang	wang	PROPN
cana-661	257	24	l	l	PROPN
cana-661	257	25	,	,	PUNCT
cana-661	257	26	li	li	PROPN
cana-661	257	27	l.	l.	PROPN
cana-661	257	28	a	a	DET
cana-661	257	29	high	high	ADJ
cana-661	257	30	-	-	PUNCT
cana-661	257	31	performance	performance	NOUN
cana-661	257	32	day	day	NOUN
cana-661	257	33	-	-	PUNCT
cana-661	257	34	age	age	NOUN
cana-661	257	35	classification	classification	NOUN
cana-661	257	36	and	and	CCONJ
cana-661	257	37	detection	detection	NOUN
cana-661	257	38	model	model	NOUN
cana-661	257	39	for	for	ADP
cana-661	257	40	chick	chick	NOUN
cana-661	257	41	based	base	VERB
cana-661	257	42	on	on	ADP
cana-661	257	43	attention	attention	NOUN
cana-661	257	44	encoder	encoder	NOUN
cana-661	257	45	and	and	CCONJ
cana-661	257	46	convolutional	convolutional	ADJ
cana-661	257	47	neural	neural	ADJ
cana-661	257	48	network	network	NOUN
cana-661	257	49	.	.	PUNCT
cana-661	258	1	animals	animal	NOUN
cana-661	258	2	.	.	PUNCT
cana-661	259	1	2022	2022	NUM
cana-661	259	2	;	;	PUNCT
cana-661	259	3	12(18):2425	12(18):2425	X
cana-661	259	4	.	.	PUNCT
cana-661	260	1	https://doi.org/10.3390/ani12182425	https://doi.org/10.3390/ani12182425	PRON
cana-661	260	2	[	[	X
cana-661	260	3	12	12	NUM
cana-661	260	4	]	]	X
cana-661	260	5	ma	ma	PROPN
cana-661	260	6	,	,	PUNCT
cana-661	260	7	xiaoxiao	xiaoxiao	PROPN
cana-661	260	8	,	,	PUNCT
cana-661	260	9	xinai	xinai	PROPN
cana-661	261	1	lu	lu	PROPN
cana-661	261	2	,	,	PUNCT
cana-661	261	3	yihong	yihong	PROPN
cana-661	261	4	huang	huang	PROPN
cana-661	261	5	,	,	PUNCT
cana-661	261	6	xinyi	xinyi	PROPN
cana-661	261	7	yang	yang	PROPN
cana-661	261	8	,	,	PUNCT
cana-661	261	9	ziyin	ziyin	PROPN
cana-661	261	10	xu	xu	PROPN
cana-661	261	11	,	,	PUNCT
cana-661	261	12	guozhao	guozhao	PROPN
cana-661	261	13	mo	mo	PROPN
cana-661	261	14	,	,	PUNCT
cana-661	261	15	yufei	yufei	PROPN
cana-661	261	16	ren	ren	PROPN
cana-661	261	17	,	,	PUNCT
cana-661	261	18	and	and	CCONJ
cana-661	261	19	lin	lin	PROPN
cana-661	261	20	li	li	PROPN
cana-661	261	21	.	.	PROPN
cana-661	261	22	2022	2022	NUM
cana-661	261	23	.	.	PUNCT
cana-661	262	1	"	"	PUNCT
cana-661	262	2	an	an	DET
cana-661	262	3	advanced	advanced	ADJ
cana-661	262	4	chicken	chicken	NOUN
cana-661	262	5	face	face	NOUN
cana-661	262	6	detection	detection	NOUN
cana-661	262	7	network	network	NOUN
cana-661	262	8	based	base	VERB
cana-661	262	9	on	on	ADP
cana-661	262	10	gan	gan	PROPN
cana-661	262	11	and	and	CCONJ
cana-661	262	12	mae	mae	PROPN
cana-661	262	13	"	"	PUNCT
cana-661	262	14	animals	animal	NOUN
cana-661	262	15	12	12	NUM
cana-661	262	16	,	,	PUNCT
cana-661	262	17	no	no	INTJ
cana-661	262	18	.	.	NOUN
cana-661	262	19	21	21	NUM
cana-661	262	20	:	:	SYM
cana-661	262	21	3055	3055	NUM
cana-661	262	22	.	.	PUNCT
cana-661	263	1	https://doi.org/10.3390/ani12213055	https://doi.org/10.3390/ani12213055	PROPN
cana-661	263	2	communications	communication	NOUN
cana-661	263	3	on	on	ADP
cana-661	263	4	applied	apply	VERB
cana-661	263	5	nonlinear	nonlinear	ADJ
cana-661	263	6	analysis	analysis	NOUN
cana-661	263	7	issn	issn	NOUN
cana-661	263	8	:	:	PUNCT
cana-661	263	9	1074	1074	NUM
cana-661	263	10	-	-	PUNCT
cana-661	263	11	133x	133x	NUM
cana-661	263	12	vol	vol	NOUN
cana-661	263	13	31	31	NUM
cana-661	263	14	no	no	NOUN
cana-661	263	15	.	.	PUNCT
cana-661	264	1	2s	2s	NUM
cana-661	264	2	(	(	PUNCT
cana-661	264	3	2024	2024	NUM
cana-661	264	4	)	)	PUNCT
cana-661	264	5	483	483	NUM
cana-661	264	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	265	1	[	[	X
cana-661	265	2	13	13	NUM
cana-661	265	3	]	]	X
cana-661	265	4	sadeghi	sadeghi	PROPN
cana-661	265	5	,	,	PUNCT
cana-661	265	6	mohammad	mohammad	PROPN
cana-661	265	7	,	,	PUNCT
cana-661	265	8	ahmad	ahmad	PROPN
cana-661	265	9	banakar	banakar	PROPN
cana-661	265	10	,	,	PUNCT
cana-661	265	11	saeid	saeid	PROPN
cana-661	265	12	minaei	minaei	PROPN
cana-661	265	13	,	,	PUNCT
cana-661	265	14	mahdi	mahdi	PROPN
cana-661	265	15	orooji	orooji	PROPN
cana-661	265	16	,	,	PUNCT
cana-661	265	17	abdolhamid	abdolhamid	PROPN
cana-661	265	18	shoushtari	shoushtari	PROPN
cana-661	265	19	,	,	PUNCT
cana-661	265	20	and	and	CCONJ
cana-661	265	21	guoming	guome	VERB
cana-661	265	22	li	li	PROPN
cana-661	265	23	.	.	PROPN
cana-661	265	24	2023	2023	NUM
cana-661	265	25	.	.	PUNCT
cana-661	266	1	"	"	PUNCT
cana-661	266	2	early	early	ADJ
cana-661	266	3	detection	detection	NOUN
cana-661	266	4	of	of	ADP
cana-661	266	5	avian	avian	ADJ
cana-661	266	6	diseases	disease	NOUN
cana-661	266	7	based	base	VERB
cana-661	266	8	on	on	ADP
cana-661	266	9	thermography	thermography	NOUN
cana-661	266	10	and	and	CCONJ
cana-661	266	11	artificial	artificial	ADJ
cana-661	266	12	intelligence	intelligence	NOUN
cana-661	266	13	"	"	PUNCT
cana-661	266	14	animals	animal	NOUN
cana-661	266	15	13	13	NUM
cana-661	266	16	,	,	PUNCT
cana-661	266	17	no	no	INTJ
cana-661	266	18	.	.	NOUN
cana-661	266	19	14	14	NUM
cana-661	266	20	:	:	PUNCT
cana-661	266	21	2348	2348	NUM
cana-661	266	22	.	.	PUNCT
cana-661	267	1	https://doi.org/10.3390/ani13142348	https://doi.org/10.3390/ani13142348	PRON
cana-661	268	1	[	[	X
cana-661	268	2	14	14	NUM
cana-661	268	3	]	]	PUNCT
cana-661	268	4	nakrosis	nakrosis	NOUN
cana-661	268	5	,	,	PUNCT
cana-661	268	6	arnas	arna	NOUN
cana-661	268	7	,	,	PUNCT
cana-661	268	8	agne	agne	PROPN
cana-661	268	9	paulauskaite	paulauskaite	PROPN
cana-661	268	10	-	-	PUNCT
cana-661	268	11	taraseviciene	taraseviciene	NOUN
cana-661	268	12	,	,	PUNCT
cana-661	268	13	vidas	vidas	PROPN
cana-661	268	14	raudonis	raudonis	PROPN
cana-661	268	15	,	,	PUNCT
cana-661	268	16	ignas	ignas	PROPN
cana-661	268	17	narusis	narusis	NOUN
cana-661	268	18	,	,	PUNCT
cana-661	268	19	valentas	valentas	ADJ
cana-661	268	20	gruzauskas	gruzauskas	NOUN
cana-661	268	21	,	,	PUNCT
cana-661	268	22	romas	romas	PROPN
cana-661	268	23	gruzauskas	gruzauskas	PROPN
cana-661	268	24	,	,	PUNCT
cana-661	268	25	and	and	CCONJ
cana-661	268	26	ingrida	ingrida	PROPN
cana-661	268	27	lagzdinyte	lagzdinyte	PROPN
cana-661	268	28	-	-	PUNCT
cana-661	268	29	budnike	budnike	NOUN
cana-661	268	30	.	.	PUNCT
cana-661	268	31	2023	2023	NUM
cana-661	268	32	.	.	PUNCT
cana-661	269	1	"	"	PUNCT
cana-661	269	2	towards	towards	ADP
cana-661	269	3	early	early	ADJ
cana-661	269	4	poultry	poultry	NOUN
cana-661	269	5	health	health	NOUN
cana-661	269	6	prediction	prediction	NOUN
cana-661	269	7	through	through	ADP
cana-661	269	8	noninvasive	noninvasive	ADJ
cana-661	269	9	and	and	CCONJ
cana-661	269	10	computer	computer	NOUN
cana-661	269	11	vision	vision	NOUN
cana-661	269	12	-	-	PUNCT
cana-661	269	13	based	base	VERB
cana-661	269	14	dropping	dropping	NOUN
cana-661	269	15	classification	classification	NOUN
cana-661	269	16	"	"	PUNCT
cana-661	269	17	animals	animal	NOUN
cana-661	269	18	13	13	NUM
cana-661	269	19	,	,	PUNCT
cana-661	269	20	no	no	INTJ
cana-661	269	21	.	.	NOUN
cana-661	269	22	19	19	NUM
cana-661	269	23	:	:	SYM
cana-661	269	24	3041	3041	NUM
cana-661	269	25	.	.	PUNCT
cana-661	270	1	https://doi.org/10.3390/ani13193041	https://doi.org/10.3390/ani13193041	NOUN
cana-661	271	1	[	[	X
cana-661	271	2	15	15	NUM
cana-661	271	3	]	]	X
cana-661	271	4	he	he	PRON
cana-661	271	5	,	,	PUNCT
cana-661	271	6	pengguang	pengguang	PROPN
cana-661	271	7	,	,	PUNCT
cana-661	271	8	zhonghao	zhonghao	PROPN
cana-661	271	9	chen	chen	PROPN
cana-661	271	10	,	,	PUNCT
cana-661	271	11	hongwei	hongwei	PROPN
cana-661	271	12	yu	yu	PROPN
cana-661	271	13	,	,	PUNCT
cana-661	271	14	khawar	khawar	PROPN
cana-661	271	15	hayat	hayat	PROPN
cana-661	271	16	,	,	PUNCT
cana-661	271	17	yefan	yefan	VERB
cana-661	271	18	he	he	PRON
cana-661	271	19	,	,	PUNCT
cana-661	271	20	jinming	jinme	VERB
cana-661	271	21	pan	pan	PROPN
cana-661	271	22	,	,	PUNCT
cana-661	271	23	and	and	CCONJ
cana-661	271	24	hongjian	hongjian	PROPN
cana-661	271	25	lin	lin	PROPN
cana-661	271	26	.	.	PROPN
cana-661	271	27	2022	2022	NUM
cana-661	271	28	.	.	PUNCT
cana-661	272	1	"	"	PUNCT
cana-661	272	2	research	research	NOUN
cana-661	272	3	progress	progress	NOUN
cana-661	272	4	in	in	ADP
cana-661	272	5	the	the	DET
cana-661	272	6	early	early	ADJ
cana-661	272	7	warning	warning	NOUN
cana-661	272	8	of	of	ADP
cana-661	272	9	chicken	chicken	NOUN
cana-661	272	10	diseases	disease	NOUN
cana-661	272	11	by	by	ADP
cana-661	272	12	monitoring	monitor	VERB
cana-661	272	13	clinical	clinical	ADJ
cana-661	272	14	symptoms	symptom	NOUN
cana-661	272	15	"	"	PUNCT
cana-661	272	16	applied	apply	VERB
cana-661	272	17	sciences	science	NOUN
cana-661	272	18	12	12	NUM
cana-661	272	19	,	,	PUNCT
cana-661	272	20	no	no	INTJ
cana-661	272	21	.	.	NOUN
cana-661	272	22	11	11	NUM
cana-661	272	23	:	:	SYM
cana-661	272	24	5601	5601	NUM
cana-661	272	25	.	.	PUNCT
cana-661	273	1	https://doi.org/10.3390/app12115601	https://doi.org/10.3390/app12115601	PRON
cana-661	274	1	[	[	X
cana-661	274	2	16	16	NUM
cana-661	274	3	]	]	X
cana-661	274	4	srivastava	srivastava	PROPN
cana-661	274	5	,	,	PUNCT
cana-661	274	6	k.	k.	PROPN
cana-661	274	7	,	,	PUNCT
cana-661	274	8	and	and	CCONJ
cana-661	274	9	pandey	pandey	PROPN
cana-661	274	10	,	,	PUNCT
cana-661	274	11	p.	p.	NOUN
cana-661	274	12	(	(	PUNCT
cana-661	274	13	2023	2023	NUM
cana-661	274	14	)	)	PUNCT
cana-661	274	15	deep	deep	ADJ
cana-661	274	16	learning	learning	NOUN
cana-661	274	17	based	base	VERB
cana-661	274	18	classification	classification	NOUN
cana-661	274	19	of	of	ADP
cana-661	274	20	poultry	poultry	NOUN
cana-661	274	21	disease	disease	NOUN
cana-661	274	22	.	.	PUNCT
cana-661	275	1	int	int	NOUN
cana-661	275	2	.	.	PUNCT
cana-661	276	1	j.	j.	PROPN
cana-661	276	2	autom	autom	PROPN
cana-661	276	3	.	.	PUNCT
cana-661	277	1	smart	smart	ADJ
cana-661	277	2	technol	technol	NOUN
cana-661	277	3	.	.	PUNCT
cana-661	277	4	https://doi.org/10.5875/ausmt.v13i1.2439	https://doi.org/10.5875/ausmt.v13i1.2439	X
cana-661	278	1	[	[	X
cana-661	278	2	17	17	NUM
cana-661	278	3	]	]	PUNCT
cana-661	278	4	xiuzhe	xiuzhe	PROPN
cana-661	278	5	chen	chen	PROPN
cana-661	278	6	and	and	CCONJ
cana-661	278	7	xiaoxia	xiaoxia	PROPN
cana-661	278	8	yang	yang	PROPN
cana-661	278	9	,	,	PUNCT
cana-661	278	10	“	"	PUNCT
cana-661	278	11	chicken	chicken	NOUN
cana-661	278	12	manure	manure	NOUN
cana-661	278	13	disease	disease	NOUN
cana-661	278	14	recognition	recognition	NOUN
cana-661	278	15	model	model	NOUN
cana-661	278	16	based	base	VERB
cana-661	278	17	on	on	ADP
cana-661	278	18	improved	improved	ADJ
cana-661	278	19	resnext50	resnext50	NOUN
cana-661	278	20	”	"	PUNCT
cana-661	278	21	,	,	PUNCT
cana-661	278	22	2023	2023	NUM
cana-661	278	23	j.	j.	PROPN
cana-661	278	24	phys	phys	PROPN
cana-661	278	25	.	.	PUNCT
cana-661	278	26	:	:	PUNCT
cana-661	279	1	conf	conf	PROPN
cana-661	279	2	.	.	PUNCT
cana-661	279	3	ser	ser	PROPN
cana-661	279	4	.	.	PROPN
cana-661	280	1	2562	2562	NUM
cana-661	280	2	012009	012009	NUM
cana-661	280	3	,	,	PUNCT
cana-661	280	4	doi	doi	X
cana-661	280	5	10.1088/1742	10.1088/1742	NUM
cana-661	280	6	-	-	SYM
cana-661	280	7	6596/2562/1/012009	6596/2562/1/012009	NUM
cana-661	280	8	[	[	X
cana-661	280	9	18	18	NUM
cana-661	280	10	]	]	PUNCT
cana-661	280	11	m.	m.	NOUN
cana-661	280	12	kholil	kholil	PROPN
cana-661	280	13	,	,	PUNCT
cana-661	280	14	h.	h.	PROPN
cana-661	280	15	p.	p.	NOUN
cana-661	280	16	waspada	waspada	NOUN
cana-661	280	17	and	and	CCONJ
cana-661	280	18	r.	r.	PROPN
cana-661	280	19	akhsani	akhsani	PROPN
cana-661	280	20	,	,	PUNCT
cana-661	280	21	"	"	PUNCT
cana-661	280	22	classification	classification	NOUN
cana-661	280	23	of	of	ADP
cana-661	280	24	infectious	infectious	ADJ
cana-661	280	25	diseases	disease	NOUN
cana-661	280	26	in	in	ADP
cana-661	280	27	chickens	chicken	NOUN
cana-661	280	28	based	base	VERB
cana-661	280	29	on	on	ADP
cana-661	280	30	feces	fece	NOUN
cana-661	280	31	images	image	NOUN
cana-661	280	32	using	use	VERB
cana-661	280	33	deep	deep	ADJ
cana-661	280	34	learning	learning	NOUN
cana-661	280	35	,	,	PUNCT
cana-661	280	36	"	"	PUNCT
cana-661	280	37	2022	2022	NUM
cana-661	280	38	international	international	ADJ
cana-661	280	39	conference	conference	NOUN
cana-661	280	40	on	on	ADP
cana-661	280	41	electrical	electrical	ADJ
cana-661	280	42	and	and	CCONJ
cana-661	280	43	information	information	NOUN
cana-661	280	44	technology	technology	NOUN
cana-661	280	45	(	(	PUNCT
cana-661	280	46	ieit	ieit	NOUN
cana-661	280	47	)	)	PUNCT
cana-661	280	48	,	,	PUNCT
cana-661	280	49	malang	malang	PROPN
cana-661	280	50	,	,	PUNCT
cana-661	280	51	indonesia	indonesia	PROPN
cana-661	280	52	,	,	PUNCT
cana-661	280	53	2022	2022	NUM
cana-661	280	54	,	,	PUNCT
cana-661	280	55	pp	pp	ADJ
cana-661	280	56	.	.	PUNCT
cana-661	281	1	362	362	NUM
cana-661	281	2	-	-	SYM
cana-661	281	3	365	365	NUM
cana-661	281	4	,	,	PUNCT
cana-661	281	5	doi	doi	NOUN
cana-661	281	6	:	:	PUNCT
cana-661	281	7	10.1109	10.1109	NUM
cana-661	281	8	/	/	SYM
cana-661	281	9	ieit56384.2022.9967850	ieit56384.2022.9967850	NOUN
cana-661	281	10	.	.	PUNCT
cana-661	282	1	[	[	X
cana-661	282	2	19	19	NUM
cana-661	282	3	]	]	PUNCT
cana-661	282	4	suthagar	suthagar	NOUN
cana-661	282	5	,	,	PUNCT
cana-661	282	6	s.	s.	PROPN
cana-661	282	7	,	,	PUNCT
cana-661	282	8	mageshkumar	mageshkumar	PROPN
cana-661	282	9	,	,	PUNCT
cana-661	282	10	g.	g.	PROPN
cana-661	282	11	,	,	PUNCT
cana-661	282	12	ayyadurai	ayyadurai	PROPN
cana-661	282	13	,	,	PUNCT
cana-661	282	14	m.	m.	NOUN
cana-661	282	15	,	,	PUNCT
cana-661	282	16	snegha	snegha	PROPN
cana-661	282	17	,	,	PUNCT
cana-661	282	18	c.	c.	PROPN
cana-661	282	19	,	,	PUNCT
cana-661	282	20	sureka	sureka	NOUN
cana-661	282	21	,	,	PUNCT
cana-661	282	22	m.	m.	NOUN
cana-661	282	23	,	,	PUNCT
cana-661	282	24	velmurugan	velmurugan	NOUN
cana-661	282	25	,	,	PUNCT
cana-661	282	26	s.	s.	PROPN
cana-661	282	27	(	(	PUNCT
cana-661	282	28	2023	2023	NUM
cana-661	282	29	)	)	PUNCT
cana-661	282	30	.	.	PUNCT
cana-661	283	1	faecal	faecal	ADJ
cana-661	283	2	imagebased	imagebase	VERB
cana-661	283	3	chicken	chicken	NOUN
cana-661	283	4	disease	disease	NOUN
cana-661	283	5	classification	classification	NOUN
cana-661	283	6	using	use	VERB
cana-661	283	7	deep	deep	ADJ
cana-661	283	8	learning	learning	NOUN
cana-661	283	9	techniques	technique	NOUN
cana-661	283	10	.	.	PUNCT
cana-661	284	1	in	in	ADP
cana-661	284	2	:	:	PUNCT
cana-661	284	3	smys	smys	PROPN
cana-661	284	4	,	,	PUNCT
cana-661	284	5	s.	s.	PROPN
cana-661	284	6	,	,	PUNCT
cana-661	284	7	kamel	kamel	PROPN
cana-661	284	8	,	,	PUNCT
cana-661	284	9	k.a	k.a	PROPN
cana-661	284	10	.	.	PROPN
cana-661	284	11	,	,	PUNCT
cana-661	284	12	palanisamy	palanisamy	PROPN
cana-661	284	13	,	,	PUNCT
cana-661	284	14	r.	r.	PROPN
cana-661	284	15	(	(	PUNCT
cana-661	284	16	eds	eds	PROPN
cana-661	284	17	)	)	PUNCT
cana-661	284	18	inventive	inventive	ADJ
cana-661	284	19	computation	computation	NOUN
cana-661	284	20	and	and	CCONJ
cana-661	284	21	information	information	NOUN
cana-661	284	22	technologies	technology	NOUN
cana-661	284	23	.	.	PUNCT
cana-661	285	1	lecture	lecture	NOUN
cana-661	285	2	notes	note	NOUN
cana-661	285	3	in	in	ADP
cana-661	285	4	networks	network	NOUN
cana-661	285	5	and	and	CCONJ
cana-661	285	6	systems	system	NOUN
cana-661	285	7	,	,	PUNCT
cana-661	285	8	vol	vol	NOUN
cana-661	285	9	563	563	NUM
cana-661	285	10	.	.	PUNCT
cana-661	286	1	springer	springer	NOUN
cana-661	286	2	,	,	PUNCT
cana-661	286	3	singapore	singapore	PROPN
cana-661	286	4	.	.	PUNCT
cana-661	286	5	https://doi.org/10.1007/978-981-19-7402-1_64	https://doi.org/10.1007/978-981-19-7402-1_64	PUNCT
cana-661	287	1	[	[	X
cana-661	287	2	20	20	NUM
cana-661	287	3	]	]	X
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cana-661	287	14	j.	j.	PROPN
cana-661	287	15	poultry	poultry	PROPN
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cana-661	287	17	diagnostics	diagnostic	NOUN
cana-661	287	18	models	model	NOUN
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cana-661	289	4	.	.	PUNCT
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cana-661	291	3	:	:	PUNCT
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cana-661	292	4	.	.	PUNCT
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cana-661	293	2	:	:	PUNCT
cana-661	293	3	35978651	35978651	NUM
cana-661	293	4	;	;	PUNCT
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cana-661	293	6	:	:	PUNCT
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cana-661	294	2	21	21	NUM
cana-661	294	3	]	]	X
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cana-661	294	20	for	for	ADP
cana-661	294	21	poultry	poultry	NOUN
cana-661	294	22	disease	disease	NOUN
cana-661	294	23	detection	detection	NOUN
cana-661	294	24	and	and	CCONJ
cana-661	294	25	control	control	NOUN
cana-661	294	26	”	"	PUNCT
cana-661	294	27	,	,	PUNCT
cana-661	294	28	international	international	ADJ
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cana-661	294	31	innovative	innovative	ADJ
cana-661	294	32	science	science	NOUN
cana-661	294	33	and	and	CCONJ
cana-661	294	34	research	research	NOUN
cana-661	294	35	technology	technology	NOUN
cana-661	294	36	,	,	PUNCT
cana-661	294	37	volume	volume	NOUN
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cana-661	294	39	,	,	PUNCT
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cana-661	294	42	,	,	PUNCT
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cana-661	294	45	.	.	PUNCT
cana-661	295	1	[	[	X
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cana-661	295	3	]	]	X
cana-661	295	4	zhang	zhang	PROPN
cana-661	295	5	,	,	PUNCT
cana-661	295	6	n.	n.	PROPN
cana-661	295	7	,	,	PUNCT
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cana-661	295	9	,	,	PUNCT
cana-661	295	10	x.	x.	PROPN
cana-661	295	11	,	,	PUNCT
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cana-661	295	13	,	,	PUNCT
cana-661	295	14	y.	y.	PROPN
cana-661	295	15	,	,	PUNCT
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cana-661	295	17	,	,	PUNCT
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cana-661	295	19	(	(	PUNCT
cana-661	295	20	2023	2023	NUM
cana-661	295	21	)	)	PUNCT
cana-661	295	22	.	.	PUNCT
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cana-661	296	11	.	.	PUNCT
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cana-661	297	2	:	:	PUNCT
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cana-661	297	4	,	,	PUNCT
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cana-661	297	6	,	,	PUNCT
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cana-661	297	8	,	,	PUNCT
cana-661	297	9	z.	z.	PROPN
cana-661	297	10	,	,	PUNCT
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cana-661	297	22	(	(	PUNCT
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cana-661	297	28	.	.	PUNCT
cana-661	298	1	his	his	PRON
cana-661	298	2	2023	2023	NUM
cana-661	298	3	.	.	PUNCT
cana-661	299	1	lecture	lecture	NOUN
cana-661	299	2	notes	note	NOUN
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cana-661	299	4	computer	computer	NOUN
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cana-661	299	6	,	,	PUNCT
cana-661	299	7	vol	vol	NOUN
cana-661	299	8	14305	14305	NUM
cana-661	299	9	.	.	PUNCT
cana-661	300	1	springer	springer	NOUN
cana-661	300	2	,	,	PUNCT
cana-661	300	3	singapore	singapore	PROPN
cana-661	300	4	.	.	PUNCT
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cana-661	302	1	[	[	X
cana-661	302	2	23	23	NUM
cana-661	302	3	]	]	X
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cana-661	302	15	“	"	PUNCT
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cana-661	302	18	of	of	ADP
cana-661	302	19	chicken	chicken	NOUN
cana-661	302	20	embryo	embryo	NOUN
cana-661	302	21	based	base	VERB
cana-661	302	22	on	on	ADP
cana-661	302	23	matched	match	VERB
cana-661	302	24	filter	filter	NOUN
cana-661	302	25	and	and	CCONJ
cana-661	302	26	skeleton	skeleton	NOUN
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cana-661	302	29	”	"	PUNCT
cana-661	302	30	,	,	PUNCT
cana-661	302	31	2020	2020	NUM
cana-661	302	32	j.	j.	PROPN
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cana-661	302	34	.	.	PUNCT
cana-661	302	35	:	:	PUNCT
cana-661	303	1	conf	conf	PROPN
cana-661	303	2	.	.	PUNCT
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cana-661	303	6	012196	012196	NUM
cana-661	303	7	.	.	PUNCT
cana-661	304	1	[	[	X
cana-661	304	2	24	24	NUM
cana-661	304	3	]	]	SYM
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cana-661	306	2	,	,	PUNCT
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cana-661	306	4	z	z	PROPN
cana-661	306	5	,	,	PUNCT
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cana-661	306	8	,	,	PUNCT
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cana-661	306	12	bhatta	bhatta	PROPN
cana-661	306	13	d	d	PROPN
cana-661	306	14	,	,	PUNCT
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cana-661	306	24	chicken	chicken	NOUN
cana-661	306	25	distress	distress	NOUN
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cana-661	306	31	.	.	PUNCT
cana-661	307	1	j	j	PROPN
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cana-661	310	4	29	29	NUM
cana-661	310	5	.	.	PUNCT
cana-661	311	1	pmid	pmid	NOUN
cana-661	311	2	:	:	PUNCT
cana-661	311	3	35765806	35765806	NUM
cana-661	311	4	;	;	PUNCT
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cana-661	311	6	:	:	PUNCT
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cana-661	312	2	25	25	NUM
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cana-661	312	10	dina	dina	PROPN
cana-661	312	11	machuve	machuve	PROPN
cana-661	312	12	,	,	PUNCT
cana-661	312	13	“	"	PUNCT
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cana-661	312	15	convolutional	convolutional	ADJ
cana-661	312	16	neural	neural	ADJ
cana-661	312	17	network	network	NOUN
cana-661	312	18	for	for	ADP
cana-661	312	19	chicken	chicken	NOUN
cana-661	312	20	diseases	disease	NOUN
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cana-661	312	22	”	"	PUNCT
cana-661	312	23	international	international	ADJ
cana-661	312	24	journal	journal	NOUN
cana-661	312	25	of	of	ADP
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cana-661	312	27	computer	computer	NOUN
cana-661	312	28	science	science	NOUN
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cana-661	312	30	applications(ijacsa	applications(ijacsa	PROPN
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cana-661	312	32	,	,	PUNCT
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cana-661	312	34	)	)	PUNCT
cana-661	312	35	,	,	PUNCT
cana-661	312	36	2021	2021	NUM
cana-661	312	37	.	.	PUNCT
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cana-661	314	3	]	]	X
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cana-661	314	5	,	,	PUNCT
cana-661	314	6	haitao	haitao	PROPN
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cana-661	314	10	jian	jian	PROPN
cana-661	314	11	&	&	CCONJ
cana-661	314	12	fan	fan	PROPN
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cana-661	315	2	2017	2017	NUM
cana-661	315	3	)	)	PUNCT
cana-661	315	4	.	.	PUNCT
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cana-661	316	4	flock	flock	NOUN
cana-661	316	5	behavior	behavior	NOUN
cana-661	316	6	of	of	ADP
cana-661	316	7	chickens	chicken	NOUN
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cana-661	316	9	convolutional	convolutional	ADJ
cana-661	316	10	neural	neural	ADJ
cana-661	316	11	network	network	NOUN
cana-661	316	12	and	and	CCONJ
cana-661	316	13	kinect	kinect	ADJ
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cana-661	316	15	.	.	PUNCT
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cana-661	317	2	journal	journal	NOUN
cana-661	317	3	of	of	ADP
cana-661	317	4	pattern	pattern	NOUN
cana-661	317	5	recognition	recognition	NOUN
cana-661	317	6	and	and	CCONJ
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cana-661	317	8	intelligence	intelligence	NOUN
cana-661	317	9	.	.	PUNCT
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cana-661	318	2	.	.	X
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cana-661	319	2	/	/	SYM
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cana-661	319	4	.	.	PUNCT
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cana-661	320	7	-	-	PUNCT
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cana-661	320	9	,	,	PUNCT
cana-661	320	10	chia	chia	PROPN
cana-661	320	11	-	-	PUNCT
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cana-661	320	13	chen	chen	PROPN
cana-661	320	14	,	,	PUNCT
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cana-661	320	16	-	-	PUNCT
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cana-661	320	18	tsai	tsai	PROPN
cana-661	320	19	,	,	PUNCT
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cana-661	320	21	-	-	PUNCT
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cana-661	320	23	hsieh	hsieh	PROPN
cana-661	320	24	,	,	PUNCT
cana-661	320	25	and	and	CCONJ
cana-661	320	26	hao	hao	PROPN
cana-661	320	27	-	-	PUNCT
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cana-661	320	32	.	.	PUNCT
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cana-661	321	21	,	,	PUNCT
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cana-661	321	23	.	.	NOUN
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cana-661	321	25	:	:	PUNCT
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cana-661	321	27	.	.	PUNCT
cana-661	322	1	https://doi.org/10.3390/s21113579	https://doi.org/10.3390/s21113579	NUM
cana-661	323	1	[	[	X
cana-661	323	2	28	28	NUM
cana-661	323	3	]	]	X
cana-661	323	4	ahmed	ahme	VERB
cana-661	323	5	,	,	PUNCT
cana-661	323	6	ghufran	ghufran	ADJ
cana-661	323	7	,	,	PUNCT
cana-661	323	8	rauf	rauf	PROPN
cana-661	323	9	ahmed	ahmed	PROPN
cana-661	323	10	shams	shams	PROPN
cana-661	323	11	malick	malick	PROPN
cana-661	323	12	,	,	PUNCT
cana-661	323	13	adnan	adnan	PROPN
cana-661	323	14	akhunzada	akhunzada	PROPN
cana-661	323	15	,	,	PUNCT
cana-661	323	16	sumaiyah	sumaiyah	PROPN
cana-661	323	17	zahid	zahid	PROPN
cana-661	323	18	,	,	PUNCT
cana-661	323	19	muhammad	muhammad	PROPN
cana-661	323	20	rabeet	rabeet	PROPN
cana-661	323	21	sagri	sagri	NOUN
cana-661	323	22	,	,	PUNCT
cana-661	323	23	and	and	CCONJ
cana-661	323	24	abdullah	abdullah	PROPN
cana-661	323	25	gani	gani	PROPN
cana-661	323	26	.	.	PUNCT
cana-661	323	27	2021	2021	NUM
cana-661	323	28	.	.	PUNCT
cana-661	324	1	"	"	PUNCT
cana-661	324	2	an	an	DET
cana-661	324	3	approach	approach	NOUN
cana-661	324	4	towards	towards	ADP
cana-661	324	5	iot	iot	NOUN
cana-661	324	6	-	-	PUNCT
cana-661	324	7	based	base	VERB
cana-661	324	8	predictive	predictive	ADJ
cana-661	324	9	service	service	NOUN
cana-661	324	10	for	for	ADP
cana-661	324	11	early	early	ADJ
cana-661	324	12	detection	detection	NOUN
cana-661	324	13	of	of	ADP
cana-661	324	14	diseases	disease	NOUN
cana-661	324	15	in	in	ADP
cana-661	324	16	poultry	poultry	NOUN
cana-661	324	17	chickens	chicken	NOUN
cana-661	324	18	"	"	PUNCT
cana-661	324	19	sustainability	sustainability	NOUN
cana-661	324	20	13	13	NUM
cana-661	324	21	,	,	PUNCT
cana-661	324	22	no	no	INTJ
cana-661	324	23	.	.	NOUN
cana-661	324	24	23	23	NUM
cana-661	324	25	:	:	SYM
cana-661	324	26	13396	13396	NUM
cana-661	324	27	.	.	PUNCT
cana-661	325	1	https://doi.org/10.3390/su132313396	https://doi.org/10.3390/su132313396	X
cana-661	326	1	[	[	X
cana-661	326	2	29	29	NUM
cana-661	326	3	]	]	X
cana-661	326	4	astill	astill	PROPN
cana-661	326	5	,	,	PUNCT
cana-661	326	6	j.	j.	PROPN
cana-661	326	7	;	;	PUNCT
cana-661	326	8	rozita	rozita	PROPN
cana-661	326	9	,	,	PUNCT
cana-661	326	10	a.	a.	NOUN
cana-661	326	11	;	;	PUNCT
cana-661	326	12	evan	evan	PROPN
cana-661	326	13	,	,	PUNCT
cana-661	326	14	d.	d.	PROPN
cana-661	326	15	;	;	PUNCT
cana-661	326	16	fraser	fraser	PROPN
cana-661	326	17	,	,	PUNCT
cana-661	326	18	d.g	d.g	PROPN
cana-661	326	19	.	.	PROPN
cana-661	326	20	;	;	PUNCT
cana-661	326	21	roberts	roberts	PROPN
cana-661	326	22	,	,	PUNCT
cana-661	326	23	b.	b.	PROPN
cana-661	326	24	;	;	PUNCT
cana-661	326	25	sharif	sharif	PROPN
cana-661	326	26	,	,	PUNCT
cana-661	326	27	s.	s.	PROPN
cana-661	326	28	smart	smart	ADJ
cana-661	326	29	poultry	poultry	NOUN
cana-661	326	30	management	management	NOUN
cana-661	326	31	:	:	PUNCT
cana-661	326	32	smart	smart	ADJ
cana-661	326	33	sensors	sensor	NOUN
cana-661	326	34	,	,	PUNCT
cana-661	326	35	big	big	ADJ
cana-661	326	36	data	datum	NOUN
cana-661	326	37	,	,	PUNCT
cana-661	326	38	and	and	CCONJ
cana-661	326	39	the	the	DET
cana-661	326	40	internet	internet	NOUN
cana-661	326	41	of	of	ADP
cana-661	326	42	things	thing	NOUN
cana-661	326	43	.	.	PUNCT
cana-661	327	1	comput	comput	NOUN
cana-661	327	2	.	.	PUNCT
cana-661	328	1	electron	electron	PROPN
cana-661	328	2	.	.	PUNCT
cana-661	329	1	agric	agric	PROPN
cana-661	329	2	.	.	PUNCT
cana-661	330	1	2020	2020	NUM
cana-661	330	2	,	,	PUNCT
cana-661	330	3	170	170	NUM
cana-661	330	4	,	,	PUNCT
cana-661	330	5	105291	105291	NUM
cana-661	330	6	.	.	PUNCT
cana-661	331	1	communications	communication	NOUN
cana-661	331	2	on	on	ADP
cana-661	331	3	applied	apply	VERB
cana-661	331	4	nonlinear	nonlinear	ADJ
cana-661	331	5	analysis	analysis	NOUN
cana-661	331	6	issn	issn	NOUN
cana-661	331	7	:	:	PUNCT
cana-661	331	8	1074	1074	NUM
cana-661	331	9	-	-	PUNCT
cana-661	331	10	133x	133x	NUM
cana-661	331	11	vol	vol	NOUN
cana-661	331	12	31	31	NUM
cana-661	331	13	no	no	NOUN
cana-661	331	14	.	.	PUNCT
cana-661	332	1	2s	2s	NUM
cana-661	332	2	(	(	PUNCT
cana-661	332	3	2024	2024	NUM
cana-661	332	4	)	)	PUNCT
cana-661	332	5	484	484	NUM
cana-661	332	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-661	333	1	[	[	X
cana-661	333	2	30	30	NUM
cana-661	333	3	]	]	X
cana-661	333	4	yang	yang	PROPN
cana-661	333	5	,	,	PUNCT
cana-661	333	6	j.	j.	PROPN
cana-661	333	7	,	,	PUNCT
cana-661	333	8	sun	sun	PROPN
cana-661	333	9	,	,	PUNCT
cana-661	333	10	r.	r.	PROPN
cana-661	333	11	,	,	PUNCT
cana-661	333	12	jin	jin	PROPN
cana-661	333	13	,	,	PUNCT
cana-661	333	14	c.	c.	PROPN
cana-661	333	15	,	,	PUNCT
cana-661	333	16	yin	yin	PROPN
cana-661	333	17	,	,	PUNCT
cana-661	333	18	b.	b.	PROPN
cana-661	333	19	:	:	PUNCT
cana-661	333	20	research	research	NOUN
cana-661	333	21	on	on	ADP
cana-661	333	22	the	the	DET
cana-661	333	23	identification	identification	NOUN
cana-661	333	24	method	method	NOUN
cana-661	333	25	of	of	ADP
cana-661	333	26	intestinal	intestinal	ADJ
cana-661	333	27	diseases	disease	NOUN
cana-661	333	28	in	in	ADP
cana-661	333	29	laying	lay	VERB
cana-661	333	30	hens	hen	NOUN
cana-661	333	31	based	base	VERB
cana-661	333	32	on	on	ADP
cana-661	333	33	multi	multi	ADJ
cana-661	333	34	-	-	ADJ
cana-661	333	35	scale	scale	ADJ
cana-661	333	36	convolution	convolution	NOUN
cana-661	333	37	.	.	PUNCT
cana-661	334	1	china	china	PROPN
cana-661	334	2	agric	agric	PROPN
cana-661	334	3	.	.	PUNCT
cana-661	335	1	inform	inform	NOUN
cana-661	335	2	.	.	PUNCT
cana-661	336	1	34	34	NUM
cana-661	336	2	,	,	PUNCT
cana-661	336	3	14–26	14–26	NUM
cana-661	336	4	(	(	PUNCT
cana-661	336	5	2022	2022	NUM
cana-661	336	6	)	)	PUNCT
cana-661	336	7	.	.	PUNCT
cana-661	337	1	[	[	X
cana-661	337	2	31	31	NUM
cana-661	337	3	]	]	PUNCT
cana-661	337	4	pang	pang	NOUN
cana-661	337	5	,	,	PUNCT
cana-661	337	6	b.	b.	NOUN
cana-661	337	7	:	:	PUNCT
cana-661	337	8	classification	classification	NOUN
cana-661	337	9	of	of	ADP
cana-661	337	10	images	image	NOUN
cana-661	337	11	using	use	VERB
cana-661	337	12	efficientnet	efficientnet	PROPN
cana-661	337	13	cnn	cnn	PROPN
cana-661	337	14	model	model	NOUN
cana-661	337	15	with	with	ADP
cana-661	337	16	convolutional	convolutional	ADJ
cana-661	337	17	block	block	NOUN
cana-661	337	18	attention	attention	NOUN
cana-661	337	19	module	module	NOUN
cana-661	337	20	(	(	PUNCT
cana-661	337	21	cbam	cbam	NOUN
cana-661	337	22	)	)	PUNCT
cana-661	337	23	and	and	CCONJ
cana-661	337	24	spatial	spatial	ADJ
cana-661	337	25	group	group	NOUN
cana-661	337	26	-	-	PUNCT
cana-661	337	27	wise	wise	ADJ
cana-661	337	28	enhance	enhance	NOUN
cana-661	337	29	module	module	NOUN
cana-661	337	30	(	(	PUNCT
cana-661	337	31	sge	sge	NOUN
cana-661	337	32	)	)	PUNCT
cana-661	337	33	.	.	PUNCT
cana-661	338	1	in	in	ADP
cana-661	338	2	:	:	PUNCT
cana-661	338	3	agyeman	agyeman	NOUN
cana-661	338	4	,	,	PUNCT
cana-661	338	5	m.o	m.o	PROPN
cana-661	338	6	.	.	PROPN
cana-661	338	7	,	,	PUNCT
cana-661	338	8	sirkemaa	sirkemaa	VERB
cana-661	338	9	,	,	PUNCT
cana-661	338	10	s.	s.	PROPN
cana-661	338	11	(	(	PUNCT
cana-661	338	12	eds	eds	PROPN
cana-661	338	13	.	.	PUNCT
cana-661	338	14	)	)	PUNCT
cana-661	339	1	international	international	ADJ
cana-661	339	2	conference	conference	NOUN
cana-661	339	3	on	on	ADP
cana-661	339	4	image	image	NOUN
cana-661	339	5	,	,	PUNCT
cana-661	339	6	signal	signal	NOUN
cana-661	339	7	processing	processing	NOUN
cana-661	339	8	,	,	PUNCT
cana-661	339	9	and	and	CCONJ
cana-661	339	10	pattern	pattern	NOUN
cana-661	339	11	recognition	recognition	NOUN
cana-661	339	12	(	(	PUNCT
cana-661	339	13	ispp	ispp	NOUN
cana-661	339	14	2022	2022	NUM
cana-661	339	15	)	)	PUNCT
cana-661	339	16	,	,	PUNCT
cana-661	339	17	vol	vol	NOUN
cana-661	339	18	.	.	NOUN
cana-661	339	19	12247	12247	NUM
cana-661	339	20	,	,	PUNCT
cana-661	339	21	p.	p.	NOUN
cana-661	339	22	1224707	1224707	NUM
cana-661	339	23	.	.	PUNCT
cana-661	340	1	international	international	ADJ
cana-661	340	2	society	society	NOUN
cana-661	340	3	for	for	ADP
cana-661	340	4	optics	optic	NOUN
cana-661	340	5	and	and	CCONJ
cana-661	340	6	photonics	photonic	NOUN
cana-661	340	7	,	,	PUNCT
cana-661	340	8	spie	spie	NOUN
cana-661	340	9	(	(	PUNCT
cana-661	340	10	2022	2022	NUM
cana-661	340	11	)	)	PUNCT
cana-661	340	12	.	.	PUNCT
cana-661	341	1	[	[	X
cana-661	341	2	32	32	NUM
cana-661	341	3	]	]	SYM
cana-661	341	4	wei	wei	PROPN
cana-661	341	5	,	,	PUNCT
cana-661	341	6	f.	f.	PROPN
cana-661	341	7	,	,	PUNCT
cana-661	341	8	zhang	zhang	PROPN
cana-661	341	9	,	,	PUNCT
cana-661	341	10	z.	z.	PROPN
cana-661	341	11	,	,	PUNCT
cana-661	341	12	liang	liang	PROPN
cana-661	341	13	,	,	PUNCT
cana-661	341	14	g.	g.	PROPN
cana-661	341	15	:	:	PUNCT
cana-661	341	16	research	research	NOUN
cana-661	341	17	on	on	ADP
cana-661	341	18	application	application	NOUN
cana-661	341	19	of	of	ADP
cana-661	341	20	insect	insect	NOUN
cana-661	341	21	species	species	NOUN
cana-661	341	22	image	image	NOUN
cana-661	341	23	recognition	recognition	NOUN
cana-661	341	24	based	base	VERB
cana-661	341	25	on	on	ADP
cana-661	341	26	convolutional	convolutional	ADJ
cana-661	341	27	neural	neural	ADJ
cana-661	341	28	network	network	NOUN
cana-661	341	29	.	.	PUNCT
cana-661	342	1	j.	j.	PROPN
cana-661	342	2	henan	henan	PROPN
cana-661	342	3	normal	normal	PROPN
cana-661	342	4	univ	univ	PROPN
cana-661	342	5	.	.	PUNCT
cana-661	343	1	(	(	PUNCT
cana-661	343	2	nat	nat	PROPN
cana-661	343	3	.	.	PUNCT
cana-661	344	1	sci	sci	PROPN
cana-661	344	2	.	.	PUNCT
cana-661	345	1	ed	ed	PROPN
cana-661	345	2	.	.	PUNCT
cana-661	345	3	)	)	PUNCT
cana-661	346	1	50	50	NUM
cana-661	346	2	,	,	PUNCT
cana-661	346	3	96–105	96–105	NUM
cana-661	346	4	(	(	PUNCT
cana-661	346	5	2022	2022	NUM
cana-661	346	6	)	)	PUNCT
cana-661	346	7	.	.	PUNCT
cana-661	347	1	[	[	X
cana-661	347	2	33	33	NUM
cana-661	347	3	]	]	X
cana-661	347	4	tan	tan	PROPN
cana-661	347	5	,	,	PUNCT
cana-661	347	6	mingxing	mingxing	NOUN
cana-661	347	7	&	&	CCONJ
cana-661	347	8	le	le	PROPN
cana-661	347	9	,	,	PUNCT
cana-661	347	10	quoc	quoc	PROPN
cana-661	347	11	.	.	PUNCT
cana-661	348	1	(	(	PUNCT
cana-661	348	2	2019	2019	NUM
cana-661	348	3	)	)	PUNCT
cana-661	348	4	.	.	PUNCT
cana-661	349	1	efficientnet	efficientnet	PROPN
cana-661	349	2	:	:	PUNCT
cana-661	349	3	rethinking	rethink	VERB
cana-661	349	4	model	model	NOUN
cana-661	349	5	scaling	scale	VERB
cana-661	349	6	for	for	ADP
cana-661	349	7	convolutional	convolutional	ADJ
cana-661	349	8	neural	neural	ADJ
cana-661	349	9	networks	network	NOUN
cana-661	349	10	.	.	PUNCT
cana-661	350	1	[	[	X
cana-661	350	2	34	34	NUM
cana-661	350	3	]	]	PUNCT
cana-661	350	4	alhichri	alhichri	NOUN
cana-661	350	5	,	,	PUNCT
cana-661	350	6	haikel	haikel	PROPN
cana-661	350	7	&	&	CCONJ
cana-661	350	8	alsuwayed	alsuwaye	VERB
cana-661	350	9	,	,	PUNCT
cana-661	350	10	asma	asma	PROPN
cana-661	350	11	&	&	CCONJ
cana-661	350	12	bazi	bazi	PROPN
cana-661	350	13	,	,	PUNCT
cana-661	350	14	yakoub	yakoub	PROPN
cana-661	350	15	&	&	CCONJ
cana-661	350	16	ammour	ammour	PROPN
cana-661	350	17	,	,	PUNCT
cana-661	350	18	nassim	nassim	PROPN
cana-661	350	19	&	&	CCONJ
cana-661	350	20	alajlan	alajlan	ADJ
cana-661	350	21	,	,	PUNCT
cana-661	350	22	naif	naif	NOUN
cana-661	350	23	.	.	PUNCT
cana-661	350	24	(	(	PUNCT
cana-661	350	25	2021	2021	NUM
cana-661	350	26	)	)	PUNCT
cana-661	350	27	.	.	PUNCT
cana-661	351	1	classification	classification	NOUN
cana-661	351	2	of	of	ADP
cana-661	351	3	remote	remote	ADJ
cana-661	351	4	sensing	sensing	NOUN
cana-661	351	5	images	image	NOUN
cana-661	351	6	using	use	VERB
cana-661	351	7	efficientnet	efficientnet	NOUN
cana-661	351	8	-	-	PUNCT
cana-661	351	9	b3	b3	NOUN
cana-661	351	10	cnn	cnn	PROPN
cana-661	351	11	model	model	NOUN
cana-661	351	12	with	with	ADP
cana-661	351	13	attention	attention	NOUN
cana-661	351	14	.	.	PUNCT
cana-661	352	1	ieee	ieee	NOUN
cana-661	352	2	access	access	NOUN
cana-661	352	3	.	.	PUNCT
cana-661	353	1	pp	pp	ADJ
cana-661	353	2	.	.	PUNCT
cana-661	354	1	1	1	NUM
cana-661	354	2	-	-	SYM
cana-661	354	3	1	1	NUM
cana-661	354	4	.	.	PUNCT
cana-661	354	5	10.1109	10.1109	NUM
cana-661	354	6	/	/	SYM
cana-661	354	7	access.2021.3051085	access.2021.3051085	ADJ
cana-661	354	8	.	.	PUNCT
cana-661	355	1	[	[	X
cana-661	355	2	35	35	NUM
cana-661	355	3	]	]	X
cana-661	355	4	machuve	machuve	PROPN
cana-661	355	5	,	,	PUNCT
cana-661	355	6	d.	d.	PROPN
cana-661	355	7	,	,	PUNCT
cana-661	355	8	nwankwo	nwankwo	PROPN
cana-661	355	9	,	,	PUNCT
cana-661	355	10	e.	e.	PROPN
cana-661	355	11	,	,	PUNCT
cana-661	355	12	mduma	mduma	PROPN
cana-661	355	13	,	,	PUNCT
cana-661	355	14	n.	n.	NOUN
cana-661	355	15	,	,	PUNCT
cana-661	355	16	mbelwa	mbelwa	PROPN
cana-661	355	17	,	,	PUNCT
cana-661	355	18	h.	h.	PROPN
cana-661	355	19	,	,	PUNCT
cana-661	355	20	maguo	maguo	PROPN
cana-661	355	21	,	,	PUNCT
cana-661	355	22	e.	e.	PROPN
cana-661	355	23	,	,	PUNCT
cana-661	355	24	&	&	CCONJ
cana-661	355	25	munisi	munisi	PROPN
cana-661	355	26	,	,	PUNCT
cana-661	355	27	c.	c.	PROPN
cana-661	355	28	(	(	PUNCT
cana-661	355	29	2021	2021	NUM
cana-661	355	30	)	)	PUNCT
cana-661	355	31	.	.	PUNCT
cana-661	356	1	machine	machine	NOUN
cana-661	356	2	learning	learn	VERB
cana-661	356	3	dataset	dataset	VERB
cana-661	356	4	for	for	ADP
cana-661	356	5	poultry	poultry	NOUN
cana-661	356	6	diseases	disease	NOUN
cana-661	356	7	diagnostics	diagnostic	NOUN
cana-661	356	8	(	(	PUNCT
cana-661	356	9	version	version	NOUN
cana-661	356	10	2	2	NUM
cana-661	356	11	)	)	PUNCT
cana-661	357	1	[	[	X
cana-661	357	2	data	datum	NOUN
cana-661	357	3	set	set	VERB
cana-661	357	4	]	]	PUNCT
cana-661	357	5	.	.	PUNCT
cana-661	358	1	zenodo	zenodo	NOUN
cana-661	358	2	.	.	PUNCT
cana-661	358	3	https://doi.org/10.5281/zenodo.4628934	https://doi.org/10.5281/zenodo.4628934	X
cana-661	359	1	[	[	X
cana-661	359	2	36	36	NUM
cana-661	359	3	]	]	X
cana-661	359	4	barsagade	barsagade	PROPN
cana-661	359	5	a.	a.	NOUN
cana-661	359	6	g.	g.	PROPN
cana-661	359	7	,	,	PUNCT
cana-661	359	8	&	&	CCONJ
cana-661	359	9	rumale	rumale	PROPN
cana-661	359	10	,	,	PUNCT
cana-661	359	11	a.	a.	PROPN
cana-661	359	12	s.	s.	PROPN
cana-661	359	13	(	(	PUNCT
cana-661	359	14	2024	2024	NUM
cana-661	359	15	)	)	PUNCT
cana-661	359	16	.	.	PUNCT
cana-661	360	1	internet	internet	NOUN
cana-661	360	2	of	of	ADP
cana-661	360	3	things	thing	NOUN
cana-661	360	4	based	base	VERB
cana-661	360	5	intelligent	intelligent	ADJ
cana-661	360	6	monitoring	monitoring	NOUN
cana-661	360	7	and	and	CCONJ
cana-661	360	8	controlling	controlling	NOUN
cana-661	360	9	of	of	ADP
cana-661	360	10	poultry	poultry	NOUN
cana-661	360	11	system	system	NOUN
cana-661	360	12	on	on	ADP
cana-661	360	13	using	use	VERB
cana-661	360	14	artificial	artificial	ADJ
cana-661	360	15	intelligence	intelligence	NOUN
cana-661	360	16	.	.	PUNCT
cana-661	361	1	international	international	ADJ
cana-661	361	2	journal	journal	NOUN
cana-661	361	3	of	of	ADP
cana-661	361	4	intelligent	intelligent	ADJ
cana-661	361	5	systems	system	NOUN
cana-661	361	6	and	and	CCONJ
cana-661	361	7	applications	application	NOUN
cana-661	361	8	in	in	ADP
cana-661	361	9	engineering	engineering	NOUN
cana-661	361	10	,	,	PUNCT
cana-661	361	11	12(10s	12(10s	PROPN
cana-661	361	12	)	)	PUNCT
cana-661	361	13	,	,	PUNCT
cana-661	361	14	456–467	456–467	NUM
cana-661	361	15	.	.	PUNCT