id	sid	tid	token	lemma	pos
easat-4802	1	1	edelweiss	edelweiss	PROPN
easat-4802	1	2	applied	apply	VERB
easat-4802	1	3	science	science	NOUN
easat-4802	1	4	and	and	CCONJ
easat-4802	1	5	technology	technology	NOUN
easat-4802	1	6	issn	issn	PROPN
easat-4802	1	7	:	:	PUNCT
easat-4802	1	8	2576	2576	NUM
easat-4802	1	9	-	-	SYM
easat-4802	1	10	8484	8484	NUM
easat-4802	1	11	vol	vol	NOUN
easat-4802	1	12	.	.	PROPN
easat-4802	2	1	9	9	NUM
easat-4802	2	2	,	,	PUNCT
easat-4802	2	3	no	no	INTJ
easat-4802	2	4	.	.	NOUN
easat-4802	2	5	2	2	NUM
easat-4802	2	6	,	,	PUNCT
easat-4802	2	7	1528	1528	NUM
easat-4802	2	8	-	-	SYM
easat-4802	2	9	1543	1543	NUM
easat-4802	2	10	2025	2025	NUM
easat-4802	2	11	publisher	publisher	NOUN
easat-4802	2	12	:	:	PUNCT
easat-4802	2	13	learning	learn	VERB
easat-4802	2	14	gate	gate	NOUN
easat-4802	2	15	doi	doi	PROPN
easat-4802	2	16	:	:	PUNCT
easat-4802	2	17	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	2	18	©	©	PROPN
easat-4802	2	19	2024	2024	NUM
easat-4802	2	20	by	by	ADP
easat-4802	2	21	the	the	DET
easat-4802	2	22	authors	author	NOUN
easat-4802	2	23	;	;	PUNCT
easat-4802	2	24	licensee	licensee	PROPN
easat-4802	2	25	learning	learning	NOUN
easat-4802	2	26	gate	gate	NOUN
easat-4802	3	1	©	©	PROPN
easat-4802	3	2	2025	2025	NUM
easat-4802	3	3	by	by	ADP
easat-4802	3	4	the	the	DET
easat-4802	3	5	authors	author	NOUN
easat-4802	3	6	;	;	PUNCT
easat-4802	3	7	licensee	licensee	PROPN
easat-4802	3	8	learning	learning	NOUN
easat-4802	3	9	gate	gate	NOUN
easat-4802	3	10	history	history	NOUN
easat-4802	3	11	:	:	PUNCT
easat-4802	3	12	received	receive	VERB
easat-4802	3	13	:	:	PUNCT
easat-4802	3	14	23	23	NUM
easat-4802	3	15	december	december	PROPN
easat-4802	3	16	2024	2024	NUM
easat-4802	3	17	;	;	PUNCT
easat-4802	3	18	revised	revise	VERB
easat-4802	3	19	:	:	PUNCT
easat-4802	3	20	27	27	NUM
easat-4802	3	21	january	january	NOUN
easat-4802	3	22	2025	2025	NUM
easat-4802	3	23	;	;	PUNCT
easat-4802	3	24	accepted	accept	VERB
easat-4802	3	25	:	:	PUNCT
easat-4802	3	26	29	29	NUM
easat-4802	3	27	january	january	NOUN
easat-4802	3	28	2025	2025	NUM
easat-4802	3	29	;	;	PUNCT
easat-4802	3	30	published	publish	VERB
easat-4802	3	31	:	:	PUNCT
easat-4802	3	32	15	15	NUM
easat-4802	3	33	february	february	NOUN
easat-4802	3	34	2025	2025	NUM
easat-4802	3	35	*	*	PUNCT
easat-4802	3	36	correspondence	correspondence	NOUN
easat-4802	3	37	:	:	PUNCT
easat-4802	3	38	mihuandayani24@stmikmulticom.ac.id	mihuandayani24@stmikmulticom.ac.id	PROPN
easat-4802	3	39	classification	classification	NOUN
easat-4802	3	40	of	of	ADP
easat-4802	3	41	pineapple	pineapple	NOUN
easat-4802	3	42	ripeness	ripeness	NOUN
easat-4802	3	43	using	use	VERB
easat-4802	3	44	yolov8	yolov8	NOUN
easat-4802	3	45	and	and	CCONJ
easat-4802	3	46	convolutional	convolutional	ADJ
easat-4802	3	47	neural	neural	ADJ
easat-4802	3	48	networks	network	NOUN
easat-4802	3	49	under	under	ADP
easat-4802	3	50	varied	varied	ADJ
easat-4802	3	51	environmental	environmental	ADJ
easat-4802	3	52	conditions	condition	NOUN
easat-4802	3	53	mihuandayani1	mihuandayani1	PROPN
easat-4802	3	54	*	*	PROPN
easat-4802	3	55	,	,	PUNCT
easat-4802	3	56	syadina	syadina	PROPN
easat-4802	3	57	arya	arya	PROPN
easat-4802	3	58	prasetya2	prasetya2	PROPN
easat-4802	3	59	,	,	PUNCT
easat-4802	3	60	supit	supit	PROPN
easat-4802	3	61	mamuaya3	mamuaya3	PROPN
easat-4802	3	62	,	,	PUNCT
easat-4802	3	63	michel	michel	PROPN
easat-4802	3	64	farrel	farrel	PROPN
easat-4802	3	65	tomatala4	tomatala4	PROPN
easat-4802	3	66	,	,	PUNCT
easat-4802	3	67	ritham	ritham	VERB
easat-4802	3	68	tuntun5	tuntun5	PROPN
easat-4802	3	69	1,3,5department	1,3,5department	NUM
easat-4802	3	70	of	of	ADP
easat-4802	3	71	information	information	NOUN
easat-4802	3	72	systems	system	NOUN
easat-4802	3	73	,	,	PUNCT
easat-4802	3	74	stmik	stmik	VERB
easat-4802	3	75	multicom	multicom	PROPN
easat-4802	3	76	bolaang	bolaang	PROPN
easat-4802	3	77	mongondow	mongondow	PROPN
easat-4802	3	78	,	,	PUNCT
easat-4802	3	79	indonesia	indonesia	PROPN
easat-4802	3	80	;	;	PUNCT
easat-4802	3	81	mihuandayani24@stmikmulticom.ac.id	mihuandayani24@stmikmulticom.ac.id	PROPN
easat-4802	3	82	(	(	PUNCT
easat-4802	3	83	m	m	NOUN
easat-4802	3	84	)	)	PUNCT
easat-4802	3	85	,	,	PUNCT
easat-4802	3	86	supit@stmikmulticom.ac.id	supit@stmikmulticom.ac.id	PROPN
easat-4802	3	87	(	(	PUNCT
easat-4802	3	88	s.m	s.m	PROPN
easat-4802	3	89	)	)	PUNCT
easat-4802	3	90	,	,	PUNCT
easat-4802	4	1	ritham@stmikmulticom.ac.id	ritham@stmikmulticom.ac.id	PROPN
easat-4802	4	2	(	(	PUNCT
easat-4802	4	3	r.t	r.t	PROPN
easat-4802	4	4	)	)	PUNCT
easat-4802	4	5	2,4department	2,4department	NUM
easat-4802	4	6	of	of	ADP
easat-4802	4	7	informatics	informatics	PROPN
easat-4802	4	8	engineering	engineering	PROPN
easat-4802	4	9	,	,	PUNCT
easat-4802	4	10	stmik	stmik	VERB
easat-4802	4	11	multicom	multicom	PROPN
easat-4802	4	12	bolaang	bolaang	PROPN
easat-4802	4	13	mongondow	mongondow	PROPN
easat-4802	4	14	,	,	PUNCT
easat-4802	4	15	indonesia	indonesia	PROPN
easat-4802	4	16	;	;	PUNCT
easat-4802	4	17	syadina@stmikmulticom.ac.id	syadina@stmikmulticom.ac.id	NOUN
easat-4802	4	18	(	(	PUNCT
easat-4802	4	19	s.a.p	s.a.p	ADJ
easat-4802	4	20	)	)	PUNCT
easat-4802	4	21	,	,	PUNCT
easat-4802	4	22	michel@stmikmulticom.ac.id	michel@stmikmulticom.ac.id	NOUN
easat-4802	4	23	(	(	PUNCT
easat-4802	4	24	m.f.t	m.f.t	NOUN
easat-4802	4	25	)	)	PUNCT
easat-4802	4	26	.	.	PUNCT
easat-4802	5	1	abstract	abstract	ADJ
easat-4802	5	2	:	:	PUNCT
easat-4802	5	3	proper	proper	ADJ
easat-4802	5	4	fruit	fruit	NOUN
easat-4802	5	5	harvesting	harvesting	NOUN
easat-4802	5	6	timing	timing	NOUN
easat-4802	5	7	is	be	AUX
easat-4802	5	8	crucial	crucial	ADJ
easat-4802	5	9	in	in	ADP
easat-4802	5	10	agriculture	agriculture	NOUN
easat-4802	5	11	to	to	PART
easat-4802	5	12	ensure	ensure	VERB
easat-4802	5	13	optimal	optimal	ADJ
easat-4802	5	14	product	product	NOUN
easat-4802	5	15	quality	quality	NOUN
easat-4802	5	16	.	.	PUNCT
easat-4802	6	1	particularly	particularly	ADV
easat-4802	6	2	,	,	PUNCT
easat-4802	6	3	manually	manually	ADV
easat-4802	6	4	determining	determine	VERB
easat-4802	6	5	fruit	fruit	NOUN
easat-4802	6	6	ripeness	ripeness	NOUN
easat-4802	6	7	requires	require	VERB
easat-4802	6	8	significant	significant	ADJ
easat-4802	6	9	time	time	NOUN
easat-4802	6	10	and	and	CCONJ
easat-4802	6	11	expertise	expertise	NOUN
easat-4802	6	12	from	from	ADP
easat-4802	6	13	farmers	farmer	NOUN
easat-4802	6	14	.	.	PUNCT
easat-4802	7	1	inaccuracies	inaccuracy	NOUN
easat-4802	7	2	in	in	ADP
easat-4802	7	3	harvest	harvest	NOUN
easat-4802	7	4	timing	timing	NOUN
easat-4802	7	5	often	often	ADV
easat-4802	7	6	lead	lead	VERB
easat-4802	7	7	to	to	ADP
easat-4802	7	8	resource	resource	NOUN
easat-4802	7	9	wastage	wastage	NOUN
easat-4802	7	10	and	and	CCONJ
easat-4802	7	11	lower	low	ADJ
easat-4802	7	12	crop	crop	NOUN
easat-4802	7	13	quality	quality	NOUN
easat-4802	7	14	.	.	PUNCT
easat-4802	8	1	simultaneously	simultaneously	ADV
easat-4802	8	2	,	,	PUNCT
easat-4802	8	3	advancements	advancement	NOUN
easat-4802	8	4	in	in	ADP
easat-4802	8	5	image	image	NOUN
easat-4802	8	6	-	-	PUNCT
easat-4802	8	7	based	base	VERB
easat-4802	8	8	classification	classification	NOUN
easat-4802	8	9	technology	technology	NOUN
easat-4802	8	10	offer	offer	VERB
easat-4802	8	11	promising	promise	VERB
easat-4802	8	12	solutions	solution	NOUN
easat-4802	8	13	to	to	PART
easat-4802	8	14	address	address	VERB
easat-4802	8	15	these	these	DET
easat-4802	8	16	challenges	challenge	NOUN
easat-4802	8	17	.	.	PUNCT
easat-4802	9	1	convolutional	convolutional	ADJ
easat-4802	9	2	neural	neural	ADJ
easat-4802	9	3	networks	network	NOUN
easat-4802	9	4	(	(	PUNCT
easat-4802	9	5	cnn	cnn	PROPN
easat-4802	9	6	)	)	PUNCT
easat-4802	9	7	are	be	AUX
easat-4802	9	8	powerful	powerful	ADJ
easat-4802	9	9	deep	deep	ADJ
easat-4802	9	10	learning	learning	NOUN
easat-4802	9	11	architectures	architecture	NOUN
easat-4802	9	12	effective	effective	ADJ
easat-4802	9	13	in	in	ADP
easat-4802	9	14	recognizing	recognize	VERB
easat-4802	9	15	complex	complex	ADJ
easat-4802	9	16	patterns	pattern	NOUN
easat-4802	9	17	in	in	ADP
easat-4802	9	18	image	image	NOUN
easat-4802	9	19	data	datum	NOUN
easat-4802	9	20	,	,	PUNCT
easat-4802	9	21	enabling	enable	VERB
easat-4802	9	22	high	high	ADJ
easat-4802	9	23	-	-	PUNCT
easat-4802	9	24	accuracy	accuracy	NOUN
easat-4802	9	25	visual	visual	ADJ
easat-4802	9	26	information	information	NOUN
easat-4802	9	27	processing	processing	NOUN
easat-4802	9	28	.	.	PUNCT
easat-4802	10	1	yolov8	yolov8	NOUN
easat-4802	10	2	(	(	PUNCT
easat-4802	10	3	you	you	PRON
easat-4802	10	4	only	only	ADV
easat-4802	10	5	look	look	VERB
easat-4802	10	6	once	once	SCONJ
easat-4802	10	7	version	version	NOUN
easat-4802	10	8	8)	8)	NUM
easat-4802	10	9	represents	represent	VERB
easat-4802	10	10	a	a	DET
easat-4802	10	11	recent	recent	ADJ
easat-4802	10	12	implementation	implementation	NOUN
easat-4802	10	13	of	of	ADP
easat-4802	10	14	object	object	NOUN
easat-4802	10	15	detection	detection	NOUN
easat-4802	10	16	algorithms	algorithm	NOUN
easat-4802	10	17	renowned	renowne	VERB
easat-4802	10	18	for	for	ADP
easat-4802	10	19	its	its	PRON
easat-4802	10	20	ability	ability	NOUN
easat-4802	10	21	to	to	PART
easat-4802	10	22	swiftly	swiftly	ADV
easat-4802	10	23	and	and	CCONJ
easat-4802	10	24	accurately	accurately	ADV
easat-4802	10	25	detect	detect	VERB
easat-4802	10	26	objects	object	NOUN
easat-4802	10	27	in	in	ADP
easat-4802	10	28	real	real	ADJ
easat-4802	10	29	-	-	PUNCT
easat-4802	10	30	time	time	NOUN
easat-4802	10	31	.	.	PUNCT
easat-4802	11	1	many	many	ADJ
easat-4802	11	2	studies	study	NOUN
easat-4802	11	3	have	have	AUX
easat-4802	11	4	used	use	VERB
easat-4802	11	5	limited	limited	ADJ
easat-4802	11	6	data	datum	NOUN
easat-4802	11	7	under	under	ADP
easat-4802	11	8	controlled	control	VERB
easat-4802	11	9	conditions	condition	NOUN
easat-4802	11	10	.	.	PUNCT
easat-4802	12	1	additionally	additionally	ADV
easat-4802	12	2	,	,	PUNCT
easat-4802	12	3	there	there	PRON
easat-4802	12	4	is	be	VERB
easat-4802	12	5	a	a	DET
easat-4802	12	6	lack	lack	NOUN
easat-4802	12	7	of	of	ADP
easat-4802	12	8	research	research	NOUN
easat-4802	12	9	exploring	explore	VERB
easat-4802	12	10	how	how	SCONJ
easat-4802	12	11	yolov8	yolov8	NOUN
easat-4802	12	12	and	and	CCONJ
easat-4802	12	13	cnn	cnn	PROPN
easat-4802	12	14	models	model	NOUN
easat-4802	12	15	can	can	AUX
easat-4802	12	16	be	be	AUX
easat-4802	12	17	adapted	adapt	VERB
easat-4802	12	18	to	to	ADP
easat-4802	12	19	various	various	ADJ
easat-4802	12	20	environmental	environmental	ADJ
easat-4802	12	21	conditions	condition	NOUN
easat-4802	12	22	,	,	PUNCT
easat-4802	12	23	such	such	ADJ
easat-4802	12	24	as	as	ADP
easat-4802	12	25	natural	natural	ADJ
easat-4802	12	26	lighting	lighting	NOUN
easat-4802	12	27	and	and	CCONJ
easat-4802	12	28	diverse	diverse	ADJ
easat-4802	12	29	backgrounds	background	NOUN
easat-4802	12	30	.	.	PUNCT
easat-4802	13	1	this	this	DET
easat-4802	13	2	study	study	NOUN
easat-4802	13	3	proposes	propose	VERB
easat-4802	13	4	the	the	DET
easat-4802	13	5	integration	integration	NOUN
easat-4802	13	6	of	of	ADP
easat-4802	13	7	cnn	cnn	PROPN
easat-4802	13	8	with	with	ADP
easat-4802	13	9	yolov8	yolov8	NOUN
easat-4802	13	10	to	to	PART
easat-4802	13	11	autonomously	autonomously	ADV
easat-4802	13	12	classify	classify	VERB
easat-4802	13	13	fruit	fruit	NOUN
easat-4802	13	14	ripeness	ripeness	NOUN
easat-4802	13	15	stages	stage	NOUN
easat-4802	13	16	,	,	PUNCT
easat-4802	13	17	specifically	specifically	ADV
easat-4802	13	18	focusing	focus	VERB
easat-4802	13	19	on	on	ADP
easat-4802	13	20	pineapples	pineapple	NOUN
easat-4802	13	21	.	.	PUNCT
easat-4802	14	1	this	this	DET
easat-4802	14	2	method	method	NOUN
easat-4802	14	3	facilitates	facilitate	VERB
easat-4802	14	4	automated	automate	VERB
easat-4802	14	5	detection	detection	NOUN
easat-4802	14	6	and	and	CCONJ
easat-4802	14	7	classification	classification	NOUN
easat-4802	14	8	of	of	ADP
easat-4802	14	9	fruit	fruit	NOUN
easat-4802	14	10	ripeness	ripeness	NOUN
easat-4802	14	11	,	,	PUNCT
easat-4802	14	12	thereby	thereby	ADV
easat-4802	14	13	enhancing	enhance	VERB
easat-4802	14	14	harvest	harvest	NOUN
easat-4802	14	15	management	management	NOUN
easat-4802	14	16	efficiency	efficiency	NOUN
easat-4802	14	17	for	for	ADP
easat-4802	14	18	farmers	farmer	NOUN
easat-4802	14	19	.	.	PUNCT
easat-4802	15	1	performance	performance	NOUN
easat-4802	15	2	testing	testing	NOUN
easat-4802	15	3	of	of	ADP
easat-4802	15	4	the	the	DET
easat-4802	15	5	yolov8	yolov8	NOUN
easat-4802	15	6	system	system	NOUN
easat-4802	15	7	yielded	yield	VERB
easat-4802	15	8	promising	promising	ADJ
easat-4802	15	9	results	result	NOUN
easat-4802	15	10	with	with	ADP
easat-4802	15	11	a	a	DET
easat-4802	15	12	mean	mean	ADJ
easat-4802	15	13	average	average	ADJ
easat-4802	15	14	precision	precision	NOUN
easat-4802	15	15	(	(	PUNCT
easat-4802	15	16	map	map	NOUN
easat-4802	15	17	)	)	PUNCT
easat-4802	15	18	of	of	ADP
easat-4802	15	19	88.5	88.5	NUM
easat-4802	15	20	%	%	NOUN
easat-4802	15	21	,	,	PUNCT
easat-4802	15	22	precision	precision	NOUN
easat-4802	15	23	of	of	ADP
easat-4802	15	24	78.4	78.4	NUM
easat-4802	15	25	%	%	NOUN
easat-4802	15	26	,	,	PUNCT
easat-4802	15	27	and	and	CCONJ
easat-4802	15	28	recall	recall	NOUN
easat-4802	15	29	of	of	ADP
easat-4802	15	30	84.2	84.2	NUM
easat-4802	15	31	%	%	NOUN
easat-4802	15	32	.	.	PUNCT
easat-4802	16	1	these	these	DET
easat-4802	16	2	findings	finding	NOUN
easat-4802	16	3	affirm	affirm	VERB
easat-4802	16	4	the	the	DET
easat-4802	16	5	system	system	NOUN
easat-4802	16	6	’s	’s	PART
easat-4802	16	7	capability	capability	NOUN
easat-4802	16	8	to	to	PART
easat-4802	16	9	consistently	consistently	ADV
easat-4802	16	10	and	and	CCONJ
easat-4802	16	11	accurately	accurately	ADV
easat-4802	16	12	assess	assess	VERB
easat-4802	16	13	pineapple	pineapple	NOUN
easat-4802	16	14	ripeness	ripeness	NOUN
easat-4802	16	15	across	across	ADP
easat-4802	16	16	various	various	ADJ
easat-4802	16	17	field	field	NOUN
easat-4802	16	18	conditions	condition	NOUN
easat-4802	16	19	.	.	PUNCT
easat-4802	17	1	by	by	ADP
easat-4802	17	2	harnessing	harness	VERB
easat-4802	17	3	cnn	cnn	PROPN
easat-4802	17	4	and	and	CCONJ
easat-4802	17	5	yolov8	yolov8	PROPN
easat-4802	17	6	technologies	technology	NOUN
easat-4802	17	7	,	,	PUNCT
easat-4802	17	8	we	we	PRON
easat-4802	17	9	introduce	introduce	VERB
easat-4802	17	10	an	an	DET
easat-4802	17	11	innovative	innovative	ADJ
easat-4802	17	12	approach	approach	NOUN
easat-4802	17	13	to	to	ADP
easat-4802	17	14	fruit	fruit	NOUN
easat-4802	17	15	harvesting	harvesting	NOUN
easat-4802	17	16	management	management	NOUN
easat-4802	17	17	applicable	applicable	ADJ
easat-4802	17	18	in	in	ADP
easat-4802	17	19	modern	modern	ADJ
easat-4802	17	20	agricultural	agricultural	ADJ
easat-4802	17	21	practices	practice	NOUN
easat-4802	17	22	.	.	PUNCT
easat-4802	18	1	keywords	keyword	NOUN
easat-4802	18	2	:	:	PUNCT
easat-4802	18	3	classification	classification	NOUN
easat-4802	18	4	,	,	PUNCT
easat-4802	18	5	convolutional	convolutional	ADJ
easat-4802	18	6	neural	neural	ADJ
easat-4802	18	7	network	network	NOUN
easat-4802	18	8	,	,	PUNCT
easat-4802	18	9	pineapple	pineapple	NOUN
easat-4802	18	10	,	,	PUNCT
easat-4802	18	11	yolov8	yolov8	NOUN
easat-4802	18	12	.	.	PUNCT
easat-4802	19	1	1	1	X
easat-4802	19	2	.	.	X
easat-4802	19	3	introduction	introduction	NOUN
easat-4802	19	4	effective	effective	ADJ
easat-4802	19	5	identification	identification	NOUN
easat-4802	19	6	of	of	ADP
easat-4802	19	7	fruit	fruit	NOUN
easat-4802	19	8	ripeness	ripeness	NOUN
easat-4802	19	9	is	be	AUX
easat-4802	19	10	crucial	crucial	ADJ
easat-4802	19	11	in	in	ADP
easat-4802	19	12	modern	modern	ADJ
easat-4802	19	13	agriculture	agriculture	NOUN
easat-4802	19	14	to	to	PART
easat-4802	19	15	optimize	optimize	VERB
easat-4802	19	16	harvest	harvest	NOUN
easat-4802	19	17	timing	timing	NOUN
easat-4802	19	18	and	and	CCONJ
easat-4802	19	19	ensure	ensure	VERB
easat-4802	19	20	high	high	ADJ
easat-4802	19	21	-	-	PUNCT
easat-4802	19	22	quality	quality	NOUN
easat-4802	19	23	produce	produce	NOUN
easat-4802	19	24	.	.	PUNCT
easat-4802	20	1	manual	manual	ADJ
easat-4802	20	2	assessment	assessment	NOUN
easat-4802	20	3	of	of	ADP
easat-4802	20	4	fruit	fruit	NOUN
easat-4802	20	5	ripeness	ripeness	NOUN
easat-4802	20	6	is	be	AUX
easat-4802	20	7	labor	labor	NOUN
easat-4802	20	8	-	-	PUNCT
easat-4802	20	9	intensive	intensive	ADJ
easat-4802	20	10	and	and	CCONJ
easat-4802	20	11	prone	prone	ADJ
easat-4802	20	12	to	to	ADP
easat-4802	20	13	inconsistencies	inconsistency	NOUN
easat-4802	20	14	,	,	PUNCT
easat-4802	20	15	leading	lead	VERB
easat-4802	20	16	to	to	ADP
easat-4802	20	17	inefficiencies	inefficiency	NOUN
easat-4802	20	18	in	in	ADP
easat-4802	20	19	resource	resource	NOUN
easat-4802	20	20	management	management	NOUN
easat-4802	20	21	and	and	CCONJ
easat-4802	20	22	market	market	NOUN
easat-4802	20	23	readiness	readiness	NOUN
easat-4802	20	24	.	.	PUNCT
easat-4802	21	1	in	in	ADP
easat-4802	21	2	pineapple	pineapple	NOUN
easat-4802	21	3	cultivation	cultivation	NOUN
easat-4802	21	4	,	,	PUNCT
easat-4802	21	5	determining	determine	VERB
easat-4802	21	6	the	the	DET
easat-4802	21	7	optimal	optimal	ADJ
easat-4802	21	8	harvest	harvest	NOUN
easat-4802	21	9	time	time	NOUN
easat-4802	21	10	directly	directly	ADV
easat-4802	21	11	impacts	impact	VERB
easat-4802	21	12	yield	yield	NOUN
easat-4802	21	13	,	,	PUNCT
easat-4802	21	14	fruit	fruit	NOUN
easat-4802	21	15	quality	quality	NOUN
easat-4802	21	16	,	,	PUNCT
easat-4802	21	17	and	and	CCONJ
easat-4802	21	18	economic	economic	ADJ
easat-4802	21	19	returns	return	NOUN
easat-4802	21	20	.	.	PUNCT
easat-4802	22	1	environmental	environmental	ADJ
easat-4802	22	2	factors	factor	NOUN
easat-4802	22	3	such	such	ADJ
easat-4802	22	4	as	as	ADP
easat-4802	22	5	temperature	temperature	NOUN
easat-4802	22	6	,	,	PUNCT
easat-4802	22	7	humidity	humidity	NOUN
easat-4802	22	8	,	,	PUNCT
easat-4802	22	9	and	and	CCONJ
easat-4802	22	10	soil	soil	NOUN
easat-4802	22	11	conditions	condition	NOUN
easat-4802	22	12	,	,	PUNCT
easat-4802	22	13	alongside	alongside	ADP
easat-4802	22	14	agricultural	agricultural	ADJ
easat-4802	22	15	practices	practice	NOUN
easat-4802	22	16	like	like	ADP
easat-4802	22	17	irrigation	irrigation	NOUN
easat-4802	22	18	and	and	CCONJ
easat-4802	22	19	fertilization	fertilization	NOUN
easat-4802	22	20	,	,	PUNCT
easat-4802	22	21	significantly	significantly	ADV
easat-4802	22	22	influence	influence	VERB
easat-4802	22	23	pineapple	pineapple	NOUN
easat-4802	22	24	development	development	NOUN
easat-4802	22	25	and	and	CCONJ
easat-4802	22	26	ripening	ripening	NOUN
easat-4802	22	27	.	.	PUNCT
easat-4802	23	1	variability	variability	NOUN
easat-4802	23	2	in	in	ADP
easat-4802	23	3	ripeness	ripeness	NOUN
easat-4802	23	4	stages	stage	NOUN
easat-4802	23	5	affects	affect	VERB
easat-4802	23	6	fruit	fruit	NOUN
easat-4802	23	7	flavor	flavor	NOUN
easat-4802	23	8	,	,	PUNCT
easat-4802	23	9	texture	texture	NOUN
easat-4802	23	10	,	,	PUNCT
easat-4802	23	11	and	and	CCONJ
easat-4802	23	12	nutritional	nutritional	ADJ
easat-4802	23	13	content	content	NOUN
easat-4802	23	14	,	,	PUNCT
easat-4802	23	15	influencing	influence	VERB
easat-4802	23	16	consumer	consumer	NOUN
easat-4802	23	17	preferences	preference	NOUN
easat-4802	23	18	and	and	CCONJ
easat-4802	23	19	market	market	NOUN
easat-4802	23	20	acceptance	acceptance	NOUN
easat-4802	23	21	.	.	PUNCT
easat-4802	24	1	improper	improper	ADJ
easat-4802	24	2	timing	timing	NOUN
easat-4802	24	3	of	of	ADP
easat-4802	24	4	harvest	harvest	NOUN
easat-4802	24	5	can	can	AUX
easat-4802	24	6	result	result	VERB
easat-4802	24	7	in	in	ADP
easat-4802	24	8	premature	premature	ADJ
easat-4802	24	9	or	or	CCONJ
easat-4802	24	10	overripe	overripe	NOUN
easat-4802	24	11	fruits	fruit	NOUN
easat-4802	24	12	,	,	PUNCT
easat-4802	24	13	leading	lead	VERB
easat-4802	24	14	to	to	ADP
easat-4802	24	15	financial	financial	ADJ
easat-4802	24	16	losses	loss	NOUN
easat-4802	24	17	for	for	ADP
easat-4802	24	18	farmers	farmer	NOUN
easat-4802	24	19	and	and	CCONJ
easat-4802	24	20	processors	processor	NOUN
easat-4802	24	21	.	.	PUNCT
easat-4802	25	1	the	the	DET
easat-4802	25	2	challenges	challenge	NOUN
easat-4802	25	3	in	in	ADP
easat-4802	25	4	accurately	accurately	ADV
easat-4802	25	5	assessing	assess	VERB
easat-4802	25	6	fruit	fruit	NOUN
easat-4802	25	7	ripeness	ripeness	NOUN
easat-4802	25	8	manually	manually	ADV
easat-4802	25	9	are	be	AUX
easat-4802	25	10	manifold	manifold	ADJ
easat-4802	25	11	.	.	PUNCT
easat-4802	26	1	firstly	firstly	ADV
easat-4802	26	2	,	,	PUNCT
easat-4802	26	3	subjective	subjective	ADJ
easat-4802	26	4	judgment	judgment	NOUN
easat-4802	26	5	in	in	ADP
easat-4802	26	6	visual	visual	ADJ
easat-4802	26	7	assessment	assessment	NOUN
easat-4802	26	8	can	can	AUX
easat-4802	26	9	vary	vary	VERB
easat-4802	26	10	widely	widely	ADV
easat-4802	26	11	among	among	ADP
easat-4802	26	12	individuals	individual	NOUN
easat-4802	26	13	,	,	PUNCT
easat-4802	26	14	leading	lead	VERB
easat-4802	26	15	to	to	ADP
easat-4802	26	16	inconsistent	inconsistent	ADJ
easat-4802	26	17	results	result	NOUN
easat-4802	26	18	.	.	PUNCT
easat-4802	27	1	secondly	secondly	ADV
easat-4802	27	2	,	,	PUNCT
easat-4802	27	3	the	the	DET
easat-4802	27	4	process	process	NOUN
easat-4802	27	5	is	be	AUX
easat-4802	27	6	time	time	NOUN
easat-4802	27	7	-	-	PUNCT
easat-4802	27	8	consuming	consume	VERB
easat-4802	27	9	https://orcid.org/0009-0005-7053-9356	https://orcid.org/0009-0005-7053-9356	NOUN
easat-4802	28	1	https://orcid.org/0009-0000-5254-6708	https://orcid.org/0009-0000-5254-6708	VERB
easat-4802	28	2	https://orcid.org/0009-0001-5864-0831	https://orcid.org/0009-0001-5864-0831	INTJ
easat-4802	28	3	https://orcid.org/0009-0009-0126-6744	https://orcid.org/0009-0009-0126-6744	PROPN
easat-4802	28	4	https://orcid.org/0009-0007-1098-5666	https://orcid.org/0009-0007-1098-5666	PROPN
easat-4802	28	5	1529	1529	NUM
easat-4802	28	6	edelweiss	edelweiss	PROPN
easat-4802	28	7	applied	apply	VERB
easat-4802	28	8	science	science	NOUN
easat-4802	28	9	and	and	CCONJ
easat-4802	28	10	technology	technology	NOUN
easat-4802	28	11	issn	issn	PROPN
easat-4802	28	12	:	:	PUNCT
easat-4802	28	13	2576	2576	NUM
easat-4802	28	14	-	-	SYM
easat-4802	28	15	8484	8484	NUM
easat-4802	28	16	vol	vol	NOUN
easat-4802	28	17	.	.	PROPN
easat-4802	29	1	9	9	NUM
easat-4802	29	2	,	,	PUNCT
easat-4802	29	3	no	no	INTJ
easat-4802	29	4	.	.	NOUN
easat-4802	29	5	2	2	NUM
easat-4802	29	6	:	:	SYM
easat-4802	29	7	1528	1528	NUM
easat-4802	29	8	-	-	SYM
easat-4802	29	9	1543	1543	NUM
easat-4802	29	10	,	,	PUNCT
easat-4802	29	11	2025	2025	NUM
easat-4802	29	12	doi	doi	NOUN
easat-4802	29	13	:	:	PUNCT
easat-4802	29	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	29	15	©	©	PROPN
easat-4802	29	16	2025	2025	NUM
easat-4802	29	17	by	by	ADP
easat-4802	29	18	the	the	DET
easat-4802	29	19	authors	author	NOUN
easat-4802	29	20	;	;	PUNCT
easat-4802	29	21	licensee	licensee	PROPN
easat-4802	29	22	learning	learning	NOUN
easat-4802	29	23	gate	gate	NOUN
easat-4802	29	24	and	and	CCONJ
easat-4802	29	25	labor	labor	NOUN
easat-4802	29	26	-	-	PUNCT
easat-4802	29	27	intensive	intensive	ADJ
easat-4802	29	28	,	,	PUNCT
easat-4802	29	29	particularly	particularly	ADV
easat-4802	29	30	in	in	ADP
easat-4802	29	31	large	large	ADJ
easat-4802	29	32	-	-	PUNCT
easat-4802	29	33	scale	scale	NOUN
easat-4802	29	34	agricultural	agricultural	ADJ
easat-4802	29	35	operations	operation	NOUN
easat-4802	29	36	.	.	PUNCT
easat-4802	30	1	thirdly	thirdly	ADV
easat-4802	30	2	,	,	PUNCT
easat-4802	30	3	factors	factor	NOUN
easat-4802	30	4	such	such	ADJ
easat-4802	30	5	as	as	ADP
easat-4802	30	6	variations	variation	NOUN
easat-4802	30	7	in	in	ADP
easat-4802	30	8	fruit	fruit	NOUN
easat-4802	30	9	size	size	NOUN
easat-4802	30	10	,	,	PUNCT
easat-4802	30	11	shape	shape	NOUN
easat-4802	30	12	,	,	PUNCT
easat-4802	30	13	and	and	CCONJ
easat-4802	30	14	external	external	ADJ
easat-4802	30	15	appearance	appearance	NOUN
easat-4802	30	16	can	can	AUX
easat-4802	30	17	further	far	ADV
easat-4802	30	18	complicate	complicate	VERB
easat-4802	30	19	accurate	accurate	ADJ
easat-4802	30	20	ripeness	ripeness	NOUN
easat-4802	30	21	assessment	assessment	NOUN
easat-4802	30	22	,	,	PUNCT
easat-4802	30	23	necessitating	necessitate	VERB
easat-4802	30	24	more	more	ADV
easat-4802	30	25	objective	objective	ADJ
easat-4802	30	26	and	and	CCONJ
easat-4802	30	27	efficient	efficient	ADJ
easat-4802	30	28	methodologies	methodology	NOUN
easat-4802	30	29	.	.	PUNCT
easat-4802	31	1	recent	recent	ADJ
easat-4802	31	2	advancements	advancement	NOUN
easat-4802	31	3	in	in	ADP
easat-4802	31	4	image	image	NOUN
easat-4802	31	5	processing	processing	NOUN
easat-4802	31	6	technologies	technology	NOUN
easat-4802	31	7	have	have	AUX
easat-4802	31	8	revolutionized	revolutionize	VERB
easat-4802	31	9	fruit	fruit	NOUN
easat-4802	31	10	ripeness	ripeness	NOUN
easat-4802	31	11	assessment	assessment	NOUN
easat-4802	31	12	.	.	PUNCT
easat-4802	32	1	these	these	DET
easat-4802	32	2	systems	system	NOUN
easat-4802	32	3	leverage	leverage	VERB
easat-4802	32	4	digital	digital	ADJ
easat-4802	32	5	imaging	imaging	NOUN
easat-4802	32	6	and	and	CCONJ
easat-4802	32	7	machine	machine	NOUN
easat-4802	32	8	learning	learn	VERB
easat-4802	32	9	algorithms	algorithm	NOUN
easat-4802	32	10	to	to	PART
easat-4802	32	11	automate	automate	VERB
easat-4802	32	12	the	the	DET
easat-4802	32	13	analysis	analysis	NOUN
easat-4802	32	14	of	of	ADP
easat-4802	32	15	fruit	fruit	NOUN
easat-4802	32	16	characteristics	characteristic	NOUN
easat-4802	32	17	.	.	PUNCT
easat-4802	33	1	by	by	ADP
easat-4802	33	2	capturing	capture	VERB
easat-4802	33	3	and	and	CCONJ
easat-4802	33	4	analyzing	analyze	VERB
easat-4802	33	5	digital	digital	ADJ
easat-4802	33	6	images	image	NOUN
easat-4802	33	7	,	,	PUNCT
easat-4802	33	8	these	these	DET
easat-4802	33	9	technologies	technology	NOUN
easat-4802	33	10	can	can	AUX
easat-4802	33	11	detect	detect	VERB
easat-4802	33	12	subtle	subtle	ADJ
easat-4802	33	13	differences	difference	NOUN
easat-4802	33	14	in	in	ADP
easat-4802	33	15	color	color	NOUN
easat-4802	33	16	,	,	PUNCT
easat-4802	33	17	texture	texture	NOUN
easat-4802	33	18	,	,	PUNCT
easat-4802	33	19	and	and	CCONJ
easat-4802	33	20	size	size	NOUN
easat-4802	33	21	indicative	indicative	ADJ
easat-4802	33	22	of	of	ADP
easat-4802	33	23	ripeness	ripeness	NOUN
easat-4802	33	24	stages	stage	NOUN
easat-4802	33	25	[	[	X
easat-4802	33	26	1	1	NUM
easat-4802	33	27	]	]	PUNCT
easat-4802	33	28	.	.	PUNCT
easat-4802	34	1	this	this	DET
easat-4802	34	2	automation	automation	NOUN
easat-4802	34	3	enhances	enhance	VERB
easat-4802	34	4	accuracy	accuracy	NOUN
easat-4802	34	5	,	,	PUNCT
easat-4802	34	6	efficiency	efficiency	NOUN
easat-4802	34	7	,	,	PUNCT
easat-4802	34	8	and	and	CCONJ
easat-4802	34	9	consistency	consistency	NOUN
easat-4802	34	10	in	in	ADP
easat-4802	34	11	fruit	fruit	NOUN
easat-4802	34	12	grading	grading	NOUN
easat-4802	34	13	and	and	CCONJ
easat-4802	34	14	sorting	sorting	NOUN
easat-4802	34	15	processes	process	NOUN
easat-4802	34	16	,	,	PUNCT
easat-4802	34	17	thereby	thereby	ADV
easat-4802	34	18	improving	improve	VERB
easat-4802	34	19	overall	overall	ADJ
easat-4802	34	20	productivity	productivity	NOUN
easat-4802	34	21	and	and	CCONJ
easat-4802	34	22	market	market	NOUN
easat-4802	34	23	competitiveness	competitiveness	NOUN
easat-4802	34	24	.	.	PUNCT
easat-4802	35	1	a	a	DET
easat-4802	35	2	variety	variety	NOUN
easat-4802	35	3	of	of	ADP
easat-4802	35	4	machine	machine	NOUN
easat-4802	35	5	learning	learn	VERB
easat-4802	35	6	algorithms	algorithm	NOUN
easat-4802	35	7	have	have	AUX
easat-4802	35	8	been	be	AUX
easat-4802	35	9	applied	apply	VERB
easat-4802	35	10	to	to	ADP
easat-4802	35	11	fruit	fruit	NOUN
easat-4802	35	12	ripeness	ripeness	NOUN
easat-4802	35	13	assessment	assessment	NOUN
easat-4802	35	14	,	,	PUNCT
easat-4802	35	15	including	include	VERB
easat-4802	35	16	support	support	NOUN
easat-4802	35	17	vector	vector	NOUN
easat-4802	35	18	machines	machine	NOUN
easat-4802	35	19	(	(	PUNCT
easat-4802	35	20	svm	svm	PROPN
easat-4802	35	21	)	)	PUNCT
easat-4802	35	22	,	,	PUNCT
easat-4802	35	23	random	random	ADJ
easat-4802	35	24	forests	forest	NOUN
easat-4802	35	25	,	,	PUNCT
easat-4802	35	26	and	and	CCONJ
easat-4802	35	27	convolutional	convolutional	ADJ
easat-4802	35	28	neural	neural	ADJ
easat-4802	35	29	networks	network	NOUN
easat-4802	35	30	(	(	PUNCT
easat-4802	35	31	cnn	cnn	PROPN
easat-4802	35	32	)	)	PUNCT
easat-4802	35	33	.	.	PUNCT
easat-4802	36	1	cnns	cnns	PROPN
easat-4802	36	2	have	have	AUX
easat-4802	36	3	emerged	emerge	VERB
easat-4802	36	4	as	as	ADP
easat-4802	36	5	particularly	particularly	ADV
easat-4802	36	6	effective	effective	ADJ
easat-4802	36	7	in	in	ADP
easat-4802	36	8	image	image	NOUN
easat-4802	36	9	-	-	PUNCT
easat-4802	36	10	based	base	VERB
easat-4802	36	11	tasks	task	NOUN
easat-4802	36	12	due	due	ADP
easat-4802	36	13	to	to	ADP
easat-4802	36	14	their	their	PRON
easat-4802	36	15	ability	ability	NOUN
easat-4802	36	16	to	to	PART
easat-4802	36	17	extract	extract	VERB
easat-4802	36	18	intricate	intricate	ADJ
easat-4802	36	19	features	feature	NOUN
easat-4802	36	20	directly	directly	ADV
easat-4802	36	21	from	from	ADP
easat-4802	36	22	pixel	pixel	PROPN
easat-4802	36	23	data	data	PROPN
easat-4802	36	24	.	.	PUNCT
easat-4802	37	1	cnn	cnn	PROPN
easat-4802	37	2	-	-	PUNCT
easat-4802	37	3	based	base	VERB
easat-4802	37	4	methods	method	NOUN
easat-4802	37	5	enhance	enhance	VERB
easat-4802	37	6	accuracy	accuracy	NOUN
easat-4802	37	7	such	such	ADJ
easat-4802	37	8	as	as	ADP
easat-4802	37	9	in	in	ADP
easat-4802	37	10	robotics	robotic	NOUN
easat-4802	37	11	localization	localization	NOUN
easat-4802	37	12	with	with	ADP
easat-4802	37	13	amcl+cnn	amcl+cnn	PROPN
easat-4802	37	14	and	and	CCONJ
easat-4802	37	15	in	in	ADP
easat-4802	37	16	skin	skin	NOUN
easat-4802	37	17	cancer	cancer	NOUN
easat-4802	37	18	detection	detection	NOUN
easat-4802	37	19	using	use	VERB
easat-4802	37	20	googlenet	googlenet	NOUN
easat-4802	37	21	,	,	PUNCT
easat-4802	37	22	achieving	achieve	VERB
easat-4802	37	23	superior	superior	ADJ
easat-4802	37	24	results	result	NOUN
easat-4802	37	25	in	in	ADP
easat-4802	37	26	both	both	DET
easat-4802	37	27	applications	application	NOUN
easat-4802	37	28	[	[	X
easat-4802	37	29	2	2	NUM
easat-4802	37	30	,	,	PUNCT
easat-4802	37	31	3	3	NUM
easat-4802	37	32	]	]	PUNCT
easat-4802	37	33	.	.	PUNCT
easat-4802	38	1	this	this	DET
easat-4802	38	2	capability	capability	NOUN
easat-4802	38	3	allows	allow	VERB
easat-4802	38	4	cnns	cnn	NOUN
easat-4802	38	5	to	to	PART
easat-4802	38	6	robustly	robustly	ADV
easat-4802	38	7	classify	classify	VERB
easat-4802	38	8	complex	complex	ADJ
easat-4802	38	9	patterns	pattern	NOUN
easat-4802	38	10	in	in	ADP
easat-4802	38	11	fruit	fruit	NOUN
easat-4802	38	12	images	image	NOUN
easat-4802	38	13	,	,	PUNCT
easat-4802	38	14	enhancing	enhance	VERB
easat-4802	38	15	accuracy	accuracy	NOUN
easat-4802	38	16	and	and	CCONJ
easat-4802	38	17	adaptability	adaptability	NOUN
easat-4802	38	18	across	across	ADP
easat-4802	38	19	different	different	ADJ
easat-4802	38	20	fruit	fruit	NOUN
easat-4802	38	21	types	type	NOUN
easat-4802	38	22	and	and	CCONJ
easat-4802	38	23	environmental	environmental	ADJ
easat-4802	38	24	conditions	condition	NOUN
easat-4802	38	25	[	[	X
easat-4802	38	26	4	4	NUM
easat-4802	38	27	]	]	PUNCT
easat-4802	38	28	.	.	PUNCT
easat-4802	39	1	cnns	cnns	PROPN
easat-4802	39	2	offer	offer	VERB
easat-4802	39	3	significant	significant	ADJ
easat-4802	39	4	advantages	advantage	NOUN
easat-4802	39	5	in	in	ADP
easat-4802	39	6	fruit	fruit	NOUN
easat-4802	39	7	ripeness	ripeness	NOUN
easat-4802	39	8	classification	classification	NOUN
easat-4802	39	9	due	due	ADP
easat-4802	39	10	to	to	ADP
easat-4802	39	11	their	their	PRON
easat-4802	39	12	hierarchical	hierarchical	ADJ
easat-4802	39	13	architecture	architecture	NOUN
easat-4802	39	14	and	and	CCONJ
easat-4802	39	15	feature	feature	NOUN
easat-4802	39	16	extraction	extraction	NOUN
easat-4802	39	17	capabilities	capability	NOUN
easat-4802	39	18	.	.	PUNCT
easat-4802	40	1	these	these	DET
easat-4802	40	2	networks	network	NOUN
easat-4802	40	3	excel	excel	VERB
easat-4802	40	4	in	in	ADP
easat-4802	40	5	handling	handle	VERB
easat-4802	40	6	large	large	ADJ
easat-4802	40	7	datasets	dataset	NOUN
easat-4802	40	8	and	and	CCONJ
easat-4802	40	9	learning	learn	VERB
easat-4802	40	10	complex	complex	ADJ
easat-4802	40	11	patterns	pattern	NOUN
easat-4802	40	12	,	,	PUNCT
easat-4802	40	13	making	make	VERB
easat-4802	40	14	them	they	PRON
easat-4802	40	15	well	well	ADV
easat-4802	40	16	-	-	PUNCT
easat-4802	40	17	suited	suit	VERB
easat-4802	40	18	for	for	ADP
easat-4802	40	19	real	real	ADJ
easat-4802	40	20	-	-	PUNCT
easat-4802	40	21	time	time	NOUN
easat-4802	40	22	applications	application	NOUN
easat-4802	40	23	in	in	ADP
easat-4802	40	24	agricultural	agricultural	ADJ
easat-4802	40	25	settings	setting	NOUN
easat-4802	40	26	[	[	X
easat-4802	40	27	5	5	NUM
easat-4802	40	28	]	]	PUNCT
easat-4802	40	29	.	.	PUNCT
easat-4802	41	1	yolov8	yolov8	NOUN
easat-4802	41	2	represents	represent	VERB
easat-4802	41	3	a	a	DET
easat-4802	41	4	cutting	cut	VERB
easat-4802	41	5	-	-	PUNCT
easat-4802	41	6	edge	edge	NOUN
easat-4802	41	7	approach	approach	NOUN
easat-4802	41	8	in	in	ADP
easat-4802	41	9	object	object	NOUN
easat-4802	41	10	detection	detection	NOUN
easat-4802	41	11	,	,	PUNCT
easat-4802	41	12	known	know	VERB
easat-4802	41	13	for	for	ADP
easat-4802	41	14	its	its	PRON
easat-4802	41	15	real	real	ADJ
easat-4802	41	16	-	-	PUNCT
easat-4802	41	17	time	time	NOUN
easat-4802	41	18	capabilities	capability	NOUN
easat-4802	41	19	and	and	CCONJ
easat-4802	41	20	high	high	ADJ
easat-4802	41	21	accuracy	accuracy	NOUN
easat-4802	41	22	in	in	ADP
easat-4802	41	23	identifying	identify	VERB
easat-4802	41	24	and	and	CCONJ
easat-4802	41	25	classifying	classify	VERB
easat-4802	41	26	objects	object	NOUN
easat-4802	41	27	within	within	ADP
easat-4802	41	28	images	image	NOUN
easat-4802	41	29	.	.	PUNCT
easat-4802	42	1	integrating	integrate	VERB
easat-4802	42	2	yolov8	yolov8	NOUN
easat-4802	42	3	with	with	ADP
easat-4802	42	4	cnns	cnn	NOUN
easat-4802	42	5	enhances	enhance	VERB
easat-4802	42	6	the	the	DET
easat-4802	42	7	speed	speed	NOUN
easat-4802	42	8	and	and	CCONJ
easat-4802	42	9	precision	precision	NOUN
easat-4802	42	10	of	of	ADP
easat-4802	42	11	fruit	fruit	NOUN
easat-4802	42	12	ripeness	ripeness	NOUN
easat-4802	42	13	assessment	assessment	NOUN
easat-4802	42	14	,	,	PUNCT
easat-4802	42	15	enabling	enable	VERB
easat-4802	42	16	rapid	rapid	ADJ
easat-4802	42	17	detection	detection	NOUN
easat-4802	42	18	and	and	CCONJ
easat-4802	42	19	classification	classification	NOUN
easat-4802	42	20	of	of	ADP
easat-4802	42	21	ripeness	ripeness	NOUN
easat-4802	42	22	stages	stage	NOUN
easat-4802	42	23	in	in	ADP
easat-4802	42	24	pineapples	pineapple	NOUN
easat-4802	42	25	and	and	CCONJ
easat-4802	42	26	other	other	ADJ
easat-4802	42	27	fruits	fruit	NOUN
easat-4802	42	28	[	[	X
easat-4802	42	29	6	6	NUM
easat-4802	42	30	]	]	PUNCT
easat-4802	42	31	.	.	PUNCT
easat-4802	43	1	implementation	implementation	NOUN
easat-4802	43	2	of	of	ADP
easat-4802	43	3	cnn	cnn	PROPN
easat-4802	43	4	as	as	ADP
easat-4802	43	5	part	part	NOUN
easat-4802	43	6	of	of	ADP
easat-4802	43	7	deep	deep	ADJ
easat-4802	43	8	learning	learning	NOUN
easat-4802	43	9	continues	continue	VERB
easat-4802	43	10	to	to	PART
easat-4802	43	11	evolve	evolve	VERB
easat-4802	43	12	in	in	ADP
easat-4802	43	13	various	various	ADJ
easat-4802	43	14	research	research	NOUN
easat-4802	43	15	studies	study	NOUN
easat-4802	43	16	for	for	ADP
easat-4802	43	17	detecting	detect	VERB
easat-4802	43	18	digital	digital	ADJ
easat-4802	43	19	image	image	NOUN
easat-4802	43	20	[	[	X
easat-4802	43	21	7	7	NUM
easat-4802	43	22	,	,	PUNCT
easat-4802	43	23	8	8	NUM
easat-4802	43	24	]	]	PUNCT
easat-4802	43	25	.	.	PUNCT
easat-4802	44	1	several	several	ADJ
easat-4802	44	2	studies	study	NOUN
easat-4802	44	3	have	have	AUX
easat-4802	44	4	explored	explore	VERB
easat-4802	44	5	yolo	yolo	PROPN
easat-4802	44	6	’s	’s	PART
easat-4802	44	7	real	real	ADJ
easat-4802	44	8	-	-	PUNCT
easat-4802	44	9	time	time	NOUN
easat-4802	44	10	object	object	NOUN
easat-4802	44	11	detection	detection	NOUN
easat-4802	44	12	and	and	CCONJ
easat-4802	44	13	classification	classification	NOUN
easat-4802	44	14	capabilities	capability	NOUN
easat-4802	44	15	for	for	ADP
easat-4802	44	16	fruit	fruit	NOUN
easat-4802	44	17	ripeness	ripeness	NOUN
easat-4802	44	18	assessment	assessment	NOUN
easat-4802	44	19	.	.	PUNCT
easat-4802	45	1	yolov8	yolov8	NOUN
easat-4802	45	2	,	,	PUNCT
easat-4802	45	3	known	know	VERB
easat-4802	45	4	for	for	ADP
easat-4802	45	5	its	its	PRON
easat-4802	45	6	high	high	ADJ
easat-4802	45	7	-	-	PUNCT
easat-4802	45	8	speed	speed	NOUN
easat-4802	45	9	processing	processing	NOUN
easat-4802	45	10	and	and	CCONJ
easat-4802	45	11	accuracy	accuracy	NOUN
easat-4802	45	12	,	,	PUNCT
easat-4802	45	13	has	have	AUX
easat-4802	45	14	been	be	AUX
easat-4802	45	15	successfully	successfully	ADV
easat-4802	45	16	implemented	implement	VERB
easat-4802	45	17	for	for	ADP
easat-4802	45	18	detecting	detect	VERB
easat-4802	45	19	and	and	CCONJ
easat-4802	45	20	classifying	classify	VERB
easat-4802	45	21	fruits	fruit	NOUN
easat-4802	45	22	across	across	ADP
easat-4802	45	23	various	various	ADJ
easat-4802	45	24	ripeness	ripeness	NOUN
easat-4802	45	25	stages	stage	NOUN
easat-4802	45	26	.	.	PUNCT
easat-4802	46	1	for	for	ADP
easat-4802	46	2	instance	instance	NOUN
easat-4802	46	3	,	,	PUNCT
easat-4802	46	4	research	research	NOUN
easat-4802	46	5	wang	wang	PROPN
easat-4802	47	1	[	[	X
easat-4802	47	2	9	9	NUM
easat-4802	47	3	]	]	X
easat-4802	47	4	leveraged	leveraged	ADJ
easat-4802	47	5	yolov8	yolov8	NOUN
easat-4802	47	6	to	to	PART
easat-4802	47	7	automate	automate	VERB
easat-4802	47	8	fruit	fruit	NOUN
easat-4802	47	9	ripeness	ripeness	NOUN
easat-4802	47	10	detection	detection	NOUN
easat-4802	47	11	,	,	PUNCT
easat-4802	47	12	testing	test	VERB
easat-4802	47	13	the	the	DET
easat-4802	47	14	model	model	NOUN
easat-4802	47	15	on	on	ADP
easat-4802	47	16	a	a	DET
easat-4802	47	17	dataset	dataset	NOUN
easat-4802	47	18	labelled	label	VERB
easat-4802	47	19	by	by	ADP
easat-4802	47	20	ripeness	ripeness	NOUN
easat-4802	47	21	stage	stage	NOUN
easat-4802	47	22	.	.	PUNCT
easat-4802	48	1	the	the	DET
easat-4802	48	2	study	study	NOUN
easat-4802	48	3	highlighted	highlight	VERB
easat-4802	48	4	yolov8	yolov8	PROPN
easat-4802	48	5	's	's	PART
easat-4802	48	6	accuracy	accuracy	NOUN
easat-4802	48	7	and	and	CCONJ
easat-4802	48	8	real	real	ADJ
easat-4802	48	9	-	-	PUNCT
easat-4802	48	10	time	time	NOUN
easat-4802	48	11	processing	processing	NOUN
easat-4802	48	12	as	as	ADP
easat-4802	48	13	beneficial	beneficial	ADJ
easat-4802	48	14	for	for	ADP
easat-4802	48	15	agricultural	agricultural	ADJ
easat-4802	48	16	applications	application	NOUN
easat-4802	48	17	,	,	PUNCT
easat-4802	48	18	helping	help	VERB
easat-4802	48	19	optimize	optimize	VERB
easat-4802	48	20	harvest	harvest	NOUN
easat-4802	48	21	timing	timing	NOUN
easat-4802	48	22	and	and	CCONJ
easat-4802	48	23	reduce	reduce	VERB
easat-4802	48	24	waste	waste	NOUN
easat-4802	48	25	.	.	PUNCT
easat-4802	49	1	another	another	DET
easat-4802	49	2	study	study	NOUN
easat-4802	49	3	patel	patel	NOUN
easat-4802	50	1	[	[	X
easat-4802	50	2	10	10	NUM
easat-4802	50	3	]	]	PUNCT
easat-4802	50	4	directly	directly	ADV
easat-4802	50	5	compared	compare	VERB
easat-4802	50	6	yolo	yolo	PROPN
easat-4802	50	7	’s	’s	PART
easat-4802	50	8	performance	performance	NOUN
easat-4802	50	9	to	to	PART
easat-4802	50	10	cnns	cnns	VERB
easat-4802	50	11	,	,	PUNCT
easat-4802	50	12	finding	find	VERB
easat-4802	50	13	that	that	SCONJ
easat-4802	50	14	while	while	SCONJ
easat-4802	50	15	cnns	cnn	NOUN
easat-4802	50	16	were	be	AUX
easat-4802	50	17	accurate	accurate	ADJ
easat-4802	50	18	,	,	PUNCT
easat-4802	50	19	yolo	yolo	PROPN
easat-4802	50	20	’s	’s	PART
easat-4802	50	21	speed	speed	NOUN
easat-4802	50	22	and	and	CCONJ
easat-4802	50	23	real	real	ADJ
easat-4802	50	24	-	-	PUNCT
easat-4802	50	25	time	time	NOUN
easat-4802	50	26	feedback	feedback	NOUN
easat-4802	50	27	made	make	VERB
easat-4802	50	28	it	it	PRON
easat-4802	50	29	more	more	ADV
easat-4802	50	30	suitable	suitable	ADJ
easat-4802	50	31	for	for	ADP
easat-4802	50	32	immediate	immediate	ADJ
easat-4802	50	33	agricultural	agricultural	ADJ
easat-4802	50	34	applications	application	NOUN
easat-4802	50	35	.	.	PUNCT
easat-4802	51	1	research	research	NOUN
easat-4802	51	2	li	li	PROPN
easat-4802	51	3	and	and	CCONJ
easat-4802	51	4	chen	chen	PROPN
easat-4802	52	1	[	[	X
easat-4802	52	2	11	11	NUM
easat-4802	52	3	]	]	PUNCT
easat-4802	52	4	specifically	specifically	ADV
easat-4802	52	5	applied	apply	VERB
easat-4802	52	6	yolov8	yolov8	NOUN
easat-4802	52	7	to	to	PART
easat-4802	52	8	classify	classify	VERB
easat-4802	52	9	pineapple	pineapple	NOUN
easat-4802	52	10	ripeness	ripeness	NOUN
easat-4802	52	11	,	,	PUNCT
easat-4802	52	12	demonstrating	demonstrate	VERB
easat-4802	52	13	the	the	DET
easat-4802	52	14	model	model	NOUN
easat-4802	52	15	’s	’s	PART
easat-4802	52	16	effectiveness	effectiveness	NOUN
easat-4802	52	17	in	in	ADP
easat-4802	52	18	distinguishing	distinguish	VERB
easat-4802	52	19	between	between	ADP
easat-4802	52	20	various	various	ADJ
easat-4802	52	21	ripeness	ripeness	NOUN
easat-4802	52	22	stages	stage	NOUN
easat-4802	52	23	,	,	PUNCT
easat-4802	52	24	which	which	PRON
easat-4802	52	25	underscores	underscore	VERB
easat-4802	52	26	yolov8	yolov8	PROPN
easat-4802	52	27	’s	’s	PART
easat-4802	52	28	utility	utility	NOUN
easat-4802	52	29	in	in	ADP
easat-4802	52	30	practical	practical	ADJ
easat-4802	52	31	agricultural	agricultural	ADJ
easat-4802	52	32	processes	process	NOUN
easat-4802	52	33	like	like	ADP
easat-4802	52	34	sorting	sorting	NOUN
easat-4802	52	35	and	and	CCONJ
easat-4802	52	36	quality	quality	NOUN
easat-4802	52	37	control	control	NOUN
easat-4802	52	38	.	.	PUNCT
easat-4802	53	1	additionally	additionally	ADV
easat-4802	53	2	,	,	PUNCT
easat-4802	53	3	studies	study	NOUN
easat-4802	53	4	by	by	ADP
easat-4802	53	5	wang	wang	PROPN
easat-4802	53	6	and	and	CCONJ
easat-4802	53	7	zhang	zhang	PROPN
easat-4802	54	1	[	[	X
easat-4802	54	2	12	12	NUM
easat-4802	54	3	]	]	PUNCT
easat-4802	54	4	further	far	ADV
easat-4802	54	5	emphasized	emphasize	VERB
easat-4802	54	6	yolov8	yolov8	PROPN
easat-4802	54	7	's	's	PART
easat-4802	54	8	efficiency	efficiency	NOUN
easat-4802	54	9	and	and	CCONJ
easat-4802	54	10	accuracy	accuracy	NOUN
easat-4802	54	11	in	in	ADP
easat-4802	54	12	fruit	fruit	NOUN
easat-4802	54	13	ripeness	ripeness	NOUN
easat-4802	54	14	assessment	assessment	NOUN
easat-4802	54	15	,	,	PUNCT
easat-4802	54	16	proposing	propose	VERB
easat-4802	54	17	that	that	SCONJ
easat-4802	54	18	yolov8	yolov8	NOUN
easat-4802	54	19	can	can	AUX
easat-4802	54	20	significantly	significantly	ADV
easat-4802	54	21	enhance	enhance	VERB
easat-4802	54	22	automation	automation	NOUN
easat-4802	54	23	in	in	ADP
easat-4802	54	24	agriculture	agriculture	NOUN
easat-4802	54	25	,	,	PUNCT
easat-4802	54	26	thus	thus	ADV
easat-4802	54	27	supporting	support	VERB
easat-4802	54	28	sustainable	sustainable	ADJ
easat-4802	54	29	harvesting	harvesting	NOUN
easat-4802	54	30	practices	practice	NOUN
easat-4802	54	31	.	.	PUNCT
easat-4802	55	1	another	another	DET
easat-4802	55	2	study	study	NOUN
easat-4802	55	3	reddy	reddy	PROPN
easat-4802	55	4	and	and	CCONJ
easat-4802	55	5	reddy	reddy	PROPN
easat-4802	56	1	[	[	X
easat-4802	56	2	13	13	NUM
easat-4802	56	3	]	]	PUNCT
easat-4802	56	4	proposed	propose	VERB
easat-4802	56	5	a	a	DET
easat-4802	56	6	similar	similar	ADJ
easat-4802	56	7	hybrid	hybrid	ADJ
easat-4802	56	8	model	model	NOUN
easat-4802	56	9	,	,	PUNCT
easat-4802	56	10	combining	combine	VERB
easat-4802	56	11	yolov8	yolov8	NOUN
easat-4802	56	12	for	for	ADP
easat-4802	56	13	locating	locate	VERB
easat-4802	56	14	fruits	fruit	NOUN
easat-4802	56	15	and	and	CCONJ
easat-4802	56	16	cnn	cnn	NOUN
easat-4802	56	17	for	for	ADP
easat-4802	56	18	classifying	classify	VERB
easat-4802	56	19	ripeness	ripeness	NOUN
easat-4802	56	20	.	.	PUNCT
easat-4802	57	1	this	this	DET
easat-4802	57	2	model	model	NOUN
easat-4802	57	3	achieved	achieve	VERB
easat-4802	57	4	an	an	DET
easat-4802	57	5	accuracy	accuracy	NOUN
easat-4802	57	6	of	of	ADP
easat-4802	57	7	95	95	NUM
easat-4802	57	8	%	%	NOUN
easat-4802	57	9	,	,	PUNCT
easat-4802	57	10	supporting	support	VERB
easat-4802	57	11	effective	effective	ADJ
easat-4802	57	12	harvesting	harvesting	NOUN
easat-4802	57	13	and	and	CCONJ
easat-4802	57	14	post	post	ADJ
easat-4802	57	15	-	-	ADJ
easat-4802	57	16	harvest	harvest	ADJ
easat-4802	57	17	processes	process	NOUN
easat-4802	57	18	by	by	ADP
easat-4802	57	19	reducing	reduce	VERB
easat-4802	57	20	waste	waste	NOUN
easat-4802	57	21	and	and	CCONJ
easat-4802	57	22	improving	improve	VERB
easat-4802	57	23	crop	crop	NOUN
easat-4802	57	24	quality	quality	NOUN
easat-4802	57	25	.	.	PUNCT
easat-4802	58	1	research	research	NOUN
easat-4802	58	2	on	on	ADP
easat-4802	58	3	mango	mango	NOUN
easat-4802	58	4	ripeness	ripeness	NOUN
easat-4802	58	5	detection	detection	NOUN
easat-4802	58	6	[	[	X
easat-4802	58	7	14	14	NUM
easat-4802	58	8	]	]	PUNCT
easat-4802	58	9	also	also	ADV
easat-4802	58	10	illustrated	illustrate	VERB
easat-4802	58	11	the	the	DET
easat-4802	58	12	benefits	benefit	NOUN
easat-4802	58	13	of	of	ADP
easat-4802	58	14	merging	merge	VERB
easat-4802	58	15	yolo	yolo	PROPN
easat-4802	58	16	’s	’s	PART
easat-4802	58	17	real	real	ADJ
easat-4802	58	18	-	-	PUNCT
easat-4802	58	19	time	time	NOUN
easat-4802	58	20	detection	detection	NOUN
easat-4802	58	21	with	with	ADP
easat-4802	58	22	cnn	cnn	PROPN
easat-4802	58	23	’s	’s	PART
easat-4802	58	24	feature	feature	NOUN
easat-4802	58	25	extraction	extraction	NOUN
easat-4802	58	26	,	,	PUNCT
easat-4802	58	27	which	which	PRON
easat-4802	58	28	showed	show	VERB
easat-4802	58	29	promising	promising	ADJ
easat-4802	58	30	results	result	NOUN
easat-4802	58	31	for	for	ADP
easat-4802	58	32	practical	practical	ADJ
easat-4802	58	33	applications	application	NOUN
easat-4802	58	34	in	in	ADP
easat-4802	58	35	agriculture	agriculture	NOUN
easat-4802	58	36	.	.	PUNCT
easat-4802	59	1	furthermore	furthermore	ADV
easat-4802	59	2	,	,	PUNCT
easat-4802	59	3	studies	study	NOUN
easat-4802	59	4	such	such	ADJ
easat-4802	59	5	as	as	ADP
easat-4802	59	6	wang	wang	PROPN
easat-4802	59	7	[	[	X
easat-4802	59	8	15	15	NUM
easat-4802	59	9	]	]	PUNCT
easat-4802	59	10	on	on	ADP
easat-4802	59	11	strawberry	strawberry	NOUN
easat-4802	59	12	classification	classification	NOUN
easat-4802	59	13	used	use	VERB
easat-4802	59	14	yolov8	yolov8	NOUN
easat-4802	59	15	+	+	X
easat-4802	59	16	with	with	ADP
easat-4802	59	17	cnn	cnn	PROPN
easat-4802	59	18	to	to	PART
easat-4802	59	19	capture	capture	VERB
easat-4802	59	20	fine	fine	ADJ
easat-4802	59	21	details	detail	NOUN
easat-4802	59	22	,	,	PUNCT
easat-4802	59	23	demonstrating	demonstrate	VERB
easat-4802	59	24	the	the	DET
easat-4802	59	25	integrated	integrated	ADJ
easat-4802	59	26	model	model	NOUN
easat-4802	59	27	’s	’s	PART
easat-4802	59	28	ability	ability	NOUN
easat-4802	59	29	to	to	PART
easat-4802	59	30	adapt	adapt	VERB
easat-4802	59	31	to	to	ADP
easat-4802	59	32	complex	complex	ADJ
easat-4802	59	33	environmental	environmental	ADJ
easat-4802	59	34	variations	variation	NOUN
easat-4802	59	35	.	.	PUNCT
easat-4802	60	1	several	several	ADJ
easat-4802	60	2	studies	study	NOUN
easat-4802	60	3	have	have	AUX
easat-4802	60	4	applied	apply	VERB
easat-4802	60	5	yolov8	yolov8	NOUN
easat-4802	60	6	and	and	CCONJ
easat-4802	60	7	cnn	cnn	PROPN
easat-4802	60	8	specifically	specifically	ADV
easat-4802	60	9	for	for	ADP
easat-4802	60	10	classifying	classify	VERB
easat-4802	60	11	the	the	DET
easat-4802	60	12	ripeness	ripeness	NOUN
easat-4802	60	13	of	of	ADP
easat-4802	60	14	various	various	ADJ
easat-4802	60	15	fruits	fruit	NOUN
easat-4802	60	16	under	under	ADP
easat-4802	60	17	diverse	diverse	ADJ
easat-4802	60	18	conditions	condition	NOUN
easat-4802	60	19	,	,	PUNCT
easat-4802	60	20	including	include	VERB
easat-4802	60	21	pineapples	pineapple	NOUN
easat-4802	60	22	.	.	PUNCT
easat-4802	61	1	for	for	ADP
easat-4802	61	2	example	example	NOUN
easat-4802	61	3	,	,	PUNCT
easat-4802	61	4	research	research	NOUN
easat-4802	61	5	by	by	ADP
easat-4802	61	6	li	li	PROPN
easat-4802	61	7	and	and	CCONJ
easat-4802	61	8	chen	chen	PROPN
easat-4802	62	1	[	[	X
easat-4802	62	2	11	11	NUM
easat-4802	62	3	]	]	PUNCT
easat-4802	62	4	focused	focus	VERB
easat-4802	62	5	on	on	ADP
easat-4802	62	6	training	train	VERB
easat-4802	62	7	yolov8	yolov8	NOUN
easat-4802	62	8	to	to	PART
easat-4802	62	9	classify	classify	VERB
easat-4802	62	10	pineapple	pineapple	NOUN
easat-4802	62	11	ripeness	ripeness	NOUN
easat-4802	62	12	stages	stage	NOUN
easat-4802	62	13	,	,	PUNCT
easat-4802	62	14	achieving	achieve	VERB
easat-4802	62	15	high	high	ADJ
easat-4802	62	16	accuracy	accuracy	NOUN
easat-4802	62	17	across	across	ADP
easat-4802	62	18	different	different	ADJ
easat-4802	62	19	ripeness	ripeness	NOUN
easat-4802	62	20	levels	level	NOUN
easat-4802	62	21	,	,	PUNCT
easat-4802	62	22	which	which	PRON
easat-4802	62	23	validates	validate	VERB
easat-4802	62	24	yolov8	yolov8	PROPN
easat-4802	62	25	's	's	PART
easat-4802	62	26	potential	potential	NOUN
easat-4802	62	27	for	for	ADP
easat-4802	62	28	use	use	NOUN
easat-4802	62	29	in	in	ADP
easat-4802	62	30	quality	quality	NOUN
easat-4802	62	31	control	control	NOUN
easat-4802	62	32	and	and	CCONJ
easat-4802	62	33	efficient	efficient	ADJ
easat-4802	62	34	1530	1530	NUM
easat-4802	62	35	edelweiss	edelweiss	PROPN
easat-4802	62	36	applied	apply	VERB
easat-4802	62	37	science	science	NOUN
easat-4802	62	38	and	and	CCONJ
easat-4802	62	39	technology	technology	NOUN
easat-4802	62	40	issn	issn	PROPN
easat-4802	62	41	:	:	PUNCT
easat-4802	62	42	2576	2576	NUM
easat-4802	62	43	-	-	SYM
easat-4802	62	44	8484	8484	NUM
easat-4802	62	45	vol	vol	NOUN
easat-4802	62	46	.	.	PROPN
easat-4802	63	1	9	9	NUM
easat-4802	63	2	,	,	PUNCT
easat-4802	63	3	no	no	INTJ
easat-4802	63	4	.	.	NOUN
easat-4802	63	5	2	2	NUM
easat-4802	63	6	:	:	SYM
easat-4802	63	7	1528	1528	NUM
easat-4802	63	8	-	-	SYM
easat-4802	63	9	1543	1543	NUM
easat-4802	63	10	,	,	PUNCT
easat-4802	63	11	2025	2025	NUM
easat-4802	63	12	doi	doi	NOUN
easat-4802	63	13	:	:	PUNCT
easat-4802	63	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	63	15	©	©	PROPN
easat-4802	63	16	2025	2025	NUM
easat-4802	63	17	by	by	ADP
easat-4802	63	18	the	the	DET
easat-4802	63	19	authors	author	NOUN
easat-4802	63	20	;	;	PUNCT
easat-4802	63	21	licensee	licensee	PROPN
easat-4802	63	22	learning	learn	VERB
easat-4802	63	23	gate	gate	NOUN
easat-4802	63	24	sorting	sort	VERB
easat-4802	63	25	in	in	ADP
easat-4802	63	26	pineapple	pineapple	NOUN
easat-4802	63	27	production	production	NOUN
easat-4802	63	28	.	.	PUNCT
easat-4802	64	1	additional	additional	ADJ
easat-4802	64	2	research	research	NOUN
easat-4802	64	3	kumar	kumar	PROPN
easat-4802	64	4	[	[	X
easat-4802	64	5	16	16	NUM
easat-4802	64	6	]	]	PUNCT
easat-4802	64	7	extended	extend	VERB
easat-4802	64	8	the	the	DET
easat-4802	64	9	application	application	NOUN
easat-4802	64	10	of	of	ADP
easat-4802	64	11	yolov8	yolov8	NOUN
easat-4802	64	12	to	to	ADP
easat-4802	64	13	other	other	ADJ
easat-4802	64	14	fruits	fruit	NOUN
easat-4802	64	15	,	,	PUNCT
easat-4802	64	16	underscoring	underscore	VERB
easat-4802	64	17	the	the	DET
easat-4802	64	18	model	model	NOUN
easat-4802	64	19	’s	’s	PART
easat-4802	64	20	ability	ability	NOUN
easat-4802	64	21	to	to	PART
easat-4802	64	22	handle	handle	VERB
easat-4802	64	23	datasets	dataset	NOUN
easat-4802	64	24	curated	curate	VERB
easat-4802	64	25	for	for	ADP
easat-4802	64	26	distinct	distinct	ADJ
easat-4802	64	27	ripeness	ripeness	NOUN
easat-4802	64	28	stages	stage	NOUN
easat-4802	64	29	.	.	PUNCT
easat-4802	65	1	the	the	DET
easat-4802	65	2	use	use	NOUN
easat-4802	65	3	of	of	ADP
easat-4802	65	4	yolov8	yolov8	PROPN
easat-4802	65	5	and	and	CCONJ
easat-4802	65	6	cnn	cnn	PROPN
easat-4802	65	7	combined	combine	VERB
easat-4802	65	8	in	in	ADP
easat-4802	65	9	specialized	specialized	ADJ
easat-4802	65	10	contexts	context	NOUN
easat-4802	65	11	such	such	ADJ
easat-4802	65	12	as	as	ADP
easat-4802	65	13	mango	mango	NOUN
easat-4802	65	14	ripeness	ripeness	NOUN
easat-4802	65	15	detection	detection	NOUN
easat-4802	65	16	[	[	X
easat-4802	65	17	14	14	NUM
easat-4802	65	18	]	]	PUNCT
easat-4802	65	19	and	and	CCONJ
easat-4802	65	20	cherry	cherry	NOUN
easat-4802	65	21	ripeness	ripeness	NOUN
easat-4802	65	22	assessment	assessment	NOUN
easat-4802	65	23	[	[	X
easat-4802	65	24	17	17	NUM
easat-4802	65	25	]	]	X
easat-4802	65	26	further	further	ADJ
easat-4802	65	27	highlights	highlight	NOUN
easat-4802	65	28	the	the	DET
easat-4802	65	29	effectiveness	effectiveness	NOUN
easat-4802	65	30	of	of	ADP
easat-4802	65	31	these	these	DET
easat-4802	65	32	models	model	NOUN
easat-4802	65	33	in	in	ADP
easat-4802	65	34	specific	specific	ADJ
easat-4802	65	35	agricultural	agricultural	ADJ
easat-4802	65	36	applications	application	NOUN
easat-4802	65	37	,	,	PUNCT
easat-4802	65	38	enhancing	enhance	VERB
easat-4802	65	39	precision	precision	NOUN
easat-4802	65	40	and	and	CCONJ
easat-4802	65	41	robustness	robustness	NOUN
easat-4802	65	42	in	in	ADP
easat-4802	65	43	real	real	ADJ
easat-4802	65	44	-	-	PUNCT
easat-4802	65	45	world	world	NOUN
easat-4802	65	46	scenarios	scenario	NOUN
easat-4802	65	47	.	.	PUNCT
easat-4802	66	1	addressing	address	VERB
easat-4802	66	2	the	the	DET
easat-4802	66	3	limitations	limitation	NOUN
easat-4802	66	4	of	of	ADP
easat-4802	66	5	controlled	control	VERB
easat-4802	66	6	environments	environment	NOUN
easat-4802	66	7	in	in	ADP
easat-4802	66	8	agricultural	agricultural	ADJ
easat-4802	66	9	applications	application	NOUN
easat-4802	66	10	,	,	PUNCT
easat-4802	66	11	some	some	DET
easat-4802	66	12	studies	study	NOUN
easat-4802	66	13	focused	focus	VERB
easat-4802	66	14	on	on	ADP
easat-4802	66	15	improving	improve	VERB
easat-4802	66	16	yolov8	yolov8	NOUN
easat-4802	66	17	and	and	CCONJ
easat-4802	66	18	cnn	cnn	PROPN
easat-4802	66	19	adaptability	adaptability	NOUN
easat-4802	66	20	to	to	ADP
easat-4802	66	21	real	real	ADJ
easat-4802	66	22	-	-	PUNCT
easat-4802	66	23	world	world	NOUN
easat-4802	66	24	conditions	condition	NOUN
easat-4802	66	25	,	,	PUNCT
easat-4802	66	26	including	include	VERB
easat-4802	66	27	variations	variation	NOUN
easat-4802	66	28	in	in	ADP
easat-4802	66	29	lighting	lighting	NOUN
easat-4802	66	30	and	and	CCONJ
easat-4802	66	31	background	background	NOUN
easat-4802	66	32	complexity	complexity	NOUN
easat-4802	66	33	.	.	PUNCT
easat-4802	67	1	for	for	ADP
easat-4802	67	2	instance	instance	NOUN
easat-4802	67	3	,	,	PUNCT
easat-4802	67	4	xiao	xiao	PROPN
easat-4802	67	5	,	,	PUNCT
easat-4802	67	6	et	et	PROPN
easat-4802	67	7	al	al	PROPN
easat-4802	67	8	.	.	PUNCT
easat-4802	68	1	[	[	X
easat-4802	68	2	18	18	NUM
easat-4802	68	3	]	]	PUNCT
easat-4802	68	4	developed	develop	VERB
easat-4802	68	5	an	an	DET
easat-4802	68	6	enhanced	enhanced	ADJ
easat-4802	68	7	yolov8	yolov8	NOUN
easat-4802	68	8	model	model	NOUN
easat-4802	68	9	that	that	PRON
easat-4802	68	10	demonstrated	demonstrate	VERB
easat-4802	68	11	superior	superior	ADJ
easat-4802	68	12	speed	speed	NOUN
easat-4802	68	13	and	and	CCONJ
easat-4802	68	14	accuracy	accuracy	NOUN
easat-4802	68	15	under	under	ADP
easat-4802	68	16	variable	variable	ADJ
easat-4802	68	17	conditions	condition	NOUN
easat-4802	68	18	,	,	PUNCT
easat-4802	68	19	incorporating	incorporate	VERB
easat-4802	68	20	modules	module	NOUN
easat-4802	68	21	such	such	ADJ
easat-4802	68	22	as	as	ADP
easat-4802	68	23	csp	csp	PROPN
easat-4802	68	24	and	and	CCONJ
easat-4802	68	25	c2f	c2f	NOUN
easat-4802	68	26	for	for	ADP
easat-4802	68	27	lightweight	lightweight	ADJ
easat-4802	68	28	processing	processing	NOUN
easat-4802	68	29	.	.	PUNCT
easat-4802	69	1	another	another	DET
easat-4802	69	2	study	study	NOUN
easat-4802	69	3	you	you	PRON
easat-4802	70	1	[	[	X
easat-4802	70	2	17	17	NUM
easat-4802	70	3	]	]	PUNCT
easat-4802	70	4	introduced	introduce	VERB
easat-4802	70	5	an	an	DET
easat-4802	70	6	improved	improved	ADJ
easat-4802	70	7	yolov8	yolov8	NOUN
easat-4802	70	8	with	with	ADP
easat-4802	70	9	attention	attention	NOUN
easat-4802	70	10	mechanisms	mechanism	NOUN
easat-4802	70	11	to	to	PART
easat-4802	70	12	enhance	enhance	VERB
easat-4802	70	13	detection	detection	NOUN
easat-4802	70	14	in	in	ADP
easat-4802	70	15	natural	natural	ADJ
easat-4802	70	16	cherry	cherry	NOUN
easat-4802	70	17	fruit	fruit	NOUN
easat-4802	70	18	environments	environment	NOUN
easat-4802	70	19	,	,	PUNCT
easat-4802	70	20	achieving	achieve	VERB
easat-4802	70	21	precision	precision	NOUN
easat-4802	70	22	rates	rate	NOUN
easat-4802	70	23	over	over	ADP
easat-4802	70	24	98	98	NUM
easat-4802	70	25	%	%	NOUN
easat-4802	70	26	.	.	PUNCT
easat-4802	71	1	research	research	NOUN
easat-4802	71	2	by	by	ADP
easat-4802	71	3	wang	wang	PROPN
easat-4802	71	4	[	[	X
easat-4802	71	5	15	15	NUM
easat-4802	71	6	]	]	PUNCT
easat-4802	71	7	also	also	ADV
easat-4802	71	8	adapted	adapt	VERB
easat-4802	71	9	yolov8	yolov8	NOUN
easat-4802	71	10	for	for	ADP
easat-4802	71	11	strawberry	strawberry	NOUN
easat-4802	71	12	detection	detection	NOUN
easat-4802	71	13	using	use	VERB
easat-4802	71	14	focal	focal	ADJ
easat-4802	71	15	-	-	PUNCT
easat-4802	71	16	eiou	eiou	NOUN
easat-4802	71	17	loss	loss	NOUN
easat-4802	71	18	to	to	PART
easat-4802	71	19	boost	boost	VERB
easat-4802	71	20	performance	performance	NOUN
easat-4802	71	21	under	under	ADP
easat-4802	71	22	diverse	diverse	ADJ
easat-4802	71	23	environmental	environmental	ADJ
easat-4802	71	24	conditions	condition	NOUN
easat-4802	71	25	.	.	PUNCT
easat-4802	72	1	these	these	DET
easat-4802	72	2	enhancements	enhancement	NOUN
easat-4802	72	3	underscore	underscore	VERB
easat-4802	72	4	the	the	DET
easat-4802	72	5	ongoing	ongoing	ADJ
easat-4802	72	6	need	need	NOUN
easat-4802	72	7	to	to	PART
easat-4802	72	8	refine	refine	VERB
easat-4802	72	9	yolo	yolo	PROPN
easat-4802	72	10	and	and	CCONJ
easat-4802	72	11	cnn	cnn	PROPN
easat-4802	72	12	models	model	NOUN
easat-4802	72	13	to	to	PART
easat-4802	72	14	meet	meet	VERB
easat-4802	72	15	the	the	DET
easat-4802	72	16	dynamic	dynamic	ADJ
easat-4802	72	17	requirements	requirement	NOUN
easat-4802	72	18	of	of	ADP
easat-4802	72	19	agricultural	agricultural	ADJ
easat-4802	72	20	settings	setting	NOUN
easat-4802	72	21	,	,	PUNCT
easat-4802	72	22	ultimately	ultimately	ADV
easat-4802	72	23	increasing	increase	VERB
easat-4802	72	24	their	their	PRON
easat-4802	72	25	robustness	robustness	NOUN
easat-4802	72	26	and	and	CCONJ
easat-4802	72	27	applicability	applicability	NOUN
easat-4802	72	28	.	.	PUNCT
easat-4802	73	1	despite	despite	SCONJ
easat-4802	73	2	the	the	DET
easat-4802	73	3	significant	significant	ADJ
easat-4802	73	4	advancements	advancement	NOUN
easat-4802	73	5	in	in	ADP
easat-4802	73	6	the	the	DET
easat-4802	73	7	application	application	NOUN
easat-4802	73	8	of	of	ADP
easat-4802	73	9	machine	machine	NOUN
easat-4802	73	10	learning	learning	NOUN
easat-4802	73	11	algorithms	algorithm	NOUN
easat-4802	73	12	,	,	PUNCT
easat-4802	73	13	particularly	particularly	ADV
easat-4802	73	14	yolov8	yolov8	NOUN
easat-4802	73	15	and	and	CCONJ
easat-4802	73	16	convolutional	convolutional	ADJ
easat-4802	73	17	neural	neural	ADJ
easat-4802	73	18	networks	network	NOUN
easat-4802	73	19	(	(	PUNCT
easat-4802	73	20	cnns	cnns	PROPN
easat-4802	73	21	)	)	PUNCT
easat-4802	73	22	,	,	PUNCT
easat-4802	73	23	for	for	ADP
easat-4802	73	24	fruit	fruit	NOUN
easat-4802	73	25	ripeness	ripeness	NOUN
easat-4802	73	26	classification	classification	NOUN
easat-4802	73	27	,	,	PUNCT
easat-4802	73	28	many	many	ADJ
easat-4802	73	29	existing	exist	VERB
easat-4802	73	30	studies	study	NOUN
easat-4802	73	31	have	have	AUX
easat-4802	73	32	primarily	primarily	ADV
easat-4802	73	33	utilized	utilize	VERB
easat-4802	73	34	datasets	dataset	NOUN
easat-4802	73	35	that	that	PRON
easat-4802	73	36	are	be	AUX
easat-4802	73	37	limited	limit	VERB
easat-4802	73	38	in	in	ADP
easat-4802	73	39	scope	scope	NOUN
easat-4802	73	40	and	and	CCONJ
easat-4802	73	41	collected	collect	VERB
easat-4802	73	42	under	under	ADP
easat-4802	73	43	highly	highly	ADV
easat-4802	73	44	controlled	control	VERB
easat-4802	73	45	conditions	condition	NOUN
easat-4802	73	46	.	.	PUNCT
easat-4802	74	1	these	these	DET
easat-4802	74	2	controlled	control	VERB
easat-4802	74	3	environments	environment	NOUN
easat-4802	74	4	do	do	AUX
easat-4802	74	5	not	not	PART
easat-4802	74	6	accurately	accurately	ADV
easat-4802	74	7	reflect	reflect	VERB
easat-4802	74	8	the	the	DET
easat-4802	74	9	variability	variability	NOUN
easat-4802	74	10	and	and	CCONJ
easat-4802	74	11	challenges	challenge	NOUN
easat-4802	74	12	present	present	ADJ
easat-4802	74	13	in	in	ADP
easat-4802	74	14	real	real	ADJ
easat-4802	74	15	-	-	PUNCT
easat-4802	74	16	world	world	NOUN
easat-4802	74	17	agricultural	agricultural	ADJ
easat-4802	74	18	settings	setting	NOUN
easat-4802	74	19	.	.	PUNCT
easat-4802	75	1	moreover	moreover	ADV
easat-4802	75	2	,	,	PUNCT
easat-4802	75	3	there	there	PRON
easat-4802	75	4	is	be	VERB
easat-4802	75	5	a	a	DET
easat-4802	75	6	notable	notable	ADJ
easat-4802	75	7	deficiency	deficiency	NOUN
easat-4802	75	8	in	in	ADP
easat-4802	75	9	research	research	NOUN
easat-4802	75	10	dedicated	dedicate	VERB
easat-4802	75	11	to	to	ADP
easat-4802	75	12	investigating	investigate	VERB
easat-4802	75	13	how	how	SCONJ
easat-4802	75	14	these	these	DET
easat-4802	75	15	models	model	NOUN
easat-4802	75	16	can	can	AUX
easat-4802	75	17	be	be	AUX
easat-4802	75	18	effectively	effectively	ADV
easat-4802	75	19	adapted	adapt	VERB
easat-4802	75	20	to	to	PART
easat-4802	75	21	function	function	VERB
easat-4802	75	22	under	under	ADP
easat-4802	75	23	diverse	diverse	ADJ
easat-4802	75	24	environmental	environmental	ADJ
easat-4802	75	25	conditions	condition	NOUN
easat-4802	75	26	.	.	PUNCT
easat-4802	76	1	this	this	PRON
easat-4802	76	2	includes	include	VERB
easat-4802	76	3	factors	factor	NOUN
easat-4802	76	4	such	such	ADJ
easat-4802	76	5	as	as	ADP
easat-4802	76	6	varying	vary	VERB
easat-4802	76	7	natural	natural	ADJ
easat-4802	76	8	lighting	lighting	NOUN
easat-4802	76	9	,	,	PUNCT
easat-4802	76	10	which	which	PRON
easat-4802	76	11	can	can	AUX
easat-4802	76	12	affect	affect	VERB
easat-4802	76	13	image	image	NOUN
easat-4802	76	14	quality	quality	NOUN
easat-4802	76	15	,	,	PUNCT
easat-4802	76	16	and	and	CCONJ
easat-4802	76	17	heterogeneous	heterogeneous	ADJ
easat-4802	76	18	backgrounds	background	NOUN
easat-4802	76	19	that	that	PRON
easat-4802	76	20	can	can	AUX
easat-4802	76	21	introduce	introduce	VERB
easat-4802	76	22	noise	noise	NOUN
easat-4802	76	23	and	and	CCONJ
easat-4802	76	24	complicate	complicate	VERB
easat-4802	76	25	the	the	DET
easat-4802	76	26	detection	detection	NOUN
easat-4802	76	27	and	and	CCONJ
easat-4802	76	28	classification	classification	NOUN
easat-4802	76	29	processes	process	NOUN
easat-4802	76	30	.	.	PUNCT
easat-4802	77	1	addressing	address	VERB
easat-4802	77	2	these	these	DET
easat-4802	77	3	gaps	gap	NOUN
easat-4802	77	4	is	be	AUX
easat-4802	77	5	essential	essential	ADJ
easat-4802	77	6	to	to	PART
easat-4802	77	7	develop	develop	VERB
easat-4802	77	8	robust	robust	ADJ
easat-4802	77	9	,	,	PUNCT
easat-4802	77	10	adaptable	adaptable	ADJ
easat-4802	77	11	,	,	PUNCT
easat-4802	77	12	and	and	CCONJ
easat-4802	77	13	practical	practical	ADJ
easat-4802	77	14	solutions	solution	NOUN
easat-4802	77	15	for	for	ADP
easat-4802	77	16	automated	automate	VERB
easat-4802	77	17	fruit	fruit	NOUN
easat-4802	77	18	ripeness	ripeness	NOUN
easat-4802	77	19	assessment	assessment	NOUN
easat-4802	77	20	that	that	PRON
easat-4802	77	21	can	can	AUX
easat-4802	77	22	be	be	AUX
easat-4802	77	23	reliably	reliably	ADV
easat-4802	77	24	deployed	deploy	VERB
easat-4802	77	25	in	in	ADP
easat-4802	77	26	dynamic	dynamic	ADJ
easat-4802	77	27	agricultural	agricultural	ADJ
easat-4802	77	28	environments	environment	NOUN
easat-4802	77	29	.	.	PUNCT
easat-4802	78	1	while	while	SCONJ
easat-4802	78	2	significant	significant	ADJ
easat-4802	78	3	progress	progress	NOUN
easat-4802	78	4	has	have	AUX
easat-4802	78	5	been	be	AUX
easat-4802	78	6	made	make	VERB
easat-4802	78	7	in	in	ADP
easat-4802	78	8	applying	apply	VERB
easat-4802	78	9	machine	machine	NOUN
easat-4802	78	10	learning	learning	NOUN
easat-4802	78	11	techniques	technique	NOUN
easat-4802	78	12	,	,	PUNCT
easat-4802	78	13	such	such	ADJ
easat-4802	78	14	as	as	ADP
easat-4802	78	15	yolov8	yolov8	NOUN
easat-4802	78	16	and	and	CCONJ
easat-4802	78	17	convolutional	convolutional	ADJ
easat-4802	78	18	neural	neural	ADJ
easat-4802	78	19	networks	network	NOUN
easat-4802	78	20	(	(	PUNCT
easat-4802	78	21	cnns	cnns	PROPN
easat-4802	78	22	)	)	PUNCT
easat-4802	78	23	,	,	PUNCT
easat-4802	78	24	to	to	ADP
easat-4802	78	25	the	the	DET
easat-4802	78	26	classification	classification	NOUN
easat-4802	78	27	of	of	ADP
easat-4802	78	28	fruit	fruit	NOUN
easat-4802	78	29	ripeness	ripeness	NOUN
easat-4802	78	30	,	,	PUNCT
easat-4802	78	31	many	many	ADJ
easat-4802	78	32	studies	study	NOUN
easat-4802	78	33	have	have	AUX
easat-4802	78	34	relied	rely	VERB
easat-4802	78	35	on	on	ADP
easat-4802	78	36	limited	limited	ADJ
easat-4802	78	37	datasets	dataset	NOUN
easat-4802	78	38	collected	collect	VERB
easat-4802	78	39	in	in	ADP
easat-4802	78	40	controlled	control	VERB
easat-4802	78	41	environments	environment	NOUN
easat-4802	78	42	.	.	PUNCT
easat-4802	79	1	these	these	DET
easat-4802	79	2	controlled	control	VERB
easat-4802	79	3	settings	setting	NOUN
easat-4802	79	4	fail	fail	VERB
easat-4802	79	5	to	to	PART
easat-4802	79	6	represent	represent	VERB
easat-4802	79	7	the	the	DET
easat-4802	79	8	complexities	complexity	NOUN
easat-4802	79	9	and	and	CCONJ
easat-4802	79	10	variability	variability	NOUN
easat-4802	79	11	of	of	ADP
easat-4802	79	12	real	real	ADJ
easat-4802	79	13	-	-	PUNCT
easat-4802	79	14	world	world	NOUN
easat-4802	79	15	agricultural	agricultural	ADJ
easat-4802	79	16	conditions	condition	NOUN
easat-4802	79	17	.	.	PUNCT
easat-4802	80	1	furthermore	furthermore	ADV
easat-4802	80	2	,	,	PUNCT
easat-4802	80	3	there	there	PRON
easat-4802	80	4	is	be	VERB
easat-4802	80	5	a	a	DET
easat-4802	80	6	lack	lack	NOUN
easat-4802	80	7	of	of	ADP
easat-4802	80	8	comprehensive	comprehensive	ADJ
easat-4802	80	9	research	research	NOUN
easat-4802	80	10	exploring	explore	VERB
easat-4802	80	11	the	the	DET
easat-4802	80	12	adaptation	adaptation	NOUN
easat-4802	80	13	of	of	ADP
easat-4802	80	14	these	these	DET
easat-4802	80	15	models	model	NOUN
easat-4802	80	16	to	to	PART
easat-4802	80	17	diverse	diverse	VERB
easat-4802	80	18	environmental	environmental	ADJ
easat-4802	80	19	factors	factor	NOUN
easat-4802	80	20	,	,	PUNCT
easat-4802	80	21	including	include	VERB
easat-4802	80	22	variations	variation	NOUN
easat-4802	80	23	in	in	ADP
easat-4802	80	24	natural	natural	ADJ
easat-4802	80	25	lighting	lighting	NOUN
easat-4802	80	26	and	and	CCONJ
easat-4802	80	27	complex	complex	ADJ
easat-4802	80	28	,	,	PUNCT
easat-4802	80	29	variable	variable	ADJ
easat-4802	80	30	backgrounds	background	NOUN
easat-4802	80	31	.	.	PUNCT
easat-4802	81	1	this	this	DET
easat-4802	81	2	gap	gap	NOUN
easat-4802	81	3	highlights	highlight	VERB
easat-4802	81	4	the	the	DET
easat-4802	81	5	need	need	NOUN
easat-4802	81	6	for	for	ADP
easat-4802	81	7	further	further	ADJ
easat-4802	81	8	investigation	investigation	NOUN
easat-4802	81	9	to	to	PART
easat-4802	81	10	enhance	enhance	VERB
easat-4802	81	11	the	the	DET
easat-4802	81	12	robustness	robustness	NOUN
easat-4802	81	13	and	and	CCONJ
easat-4802	81	14	versatility	versatility	NOUN
easat-4802	81	15	of	of	ADP
easat-4802	81	16	these	these	DET
easat-4802	81	17	models	model	NOUN
easat-4802	81	18	,	,	PUNCT
easat-4802	81	19	ensuring	ensure	VERB
easat-4802	81	20	their	their	PRON
easat-4802	81	21	effectiveness	effectiveness	NOUN
easat-4802	81	22	in	in	ADP
easat-4802	81	23	practical	practical	ADJ
easat-4802	81	24	,	,	PUNCT
easat-4802	81	25	real	real	ADJ
easat-4802	81	26	-	-	PUNCT
easat-4802	81	27	world	world	NOUN
easat-4802	81	28	applications	application	NOUN
easat-4802	81	29	within	within	ADP
easat-4802	81	30	the	the	DET
easat-4802	81	31	agricultural	agricultural	ADJ
easat-4802	81	32	industry	industry	NOUN
easat-4802	81	33	.	.	PUNCT
easat-4802	82	1	based	base	VERB
easat-4802	82	2	on	on	ADP
easat-4802	82	3	various	various	ADJ
easat-4802	82	4	studies	study	NOUN
easat-4802	82	5	recommending	recommend	VERB
easat-4802	82	6	increased	increase	VERB
easat-4802	82	7	use	use	NOUN
easat-4802	82	8	of	of	ADP
easat-4802	82	9	yolov8	yolov8	NOUN
easat-4802	82	10	for	for	ADP
easat-4802	82	11	fruit	fruit	NOUN
easat-4802	82	12	ripeness	ripeness	NOUN
easat-4802	82	13	classification	classification	NOUN
easat-4802	82	14	through	through	ADP
easat-4802	82	15	cnn	cnn	PROPN
easat-4802	82	16	,	,	PUNCT
easat-4802	82	17	this	this	DET
easat-4802	82	18	research	research	NOUN
easat-4802	82	19	also	also	ADV
easat-4802	82	20	developed	develop	VERB
easat-4802	82	21	the	the	DET
easat-4802	82	22	algorithm	algorithm	NOUN
easat-4802	82	23	to	to	PART
easat-4802	82	24	determine	determine	VERB
easat-4802	82	25	the	the	DET
easat-4802	82	26	ripeness	ripeness	NOUN
easat-4802	82	27	level	level	NOUN
easat-4802	82	28	of	of	ADP
easat-4802	82	29	pineapples	pineapple	NOUN
easat-4802	82	30	.	.	PUNCT
easat-4802	83	1	this	this	DET
easat-4802	83	2	study	study	NOUN
easat-4802	83	3	aims	aim	VERB
easat-4802	83	4	to	to	PART
easat-4802	83	5	develop	develop	VERB
easat-4802	83	6	and	and	CCONJ
easat-4802	83	7	evaluate	evaluate	VERB
easat-4802	83	8	a	a	DET
easat-4802	83	9	pineapple	pineapple	NOUN
easat-4802	83	10	ripeness	ripeness	NOUN
easat-4802	83	11	classification	classification	NOUN
easat-4802	83	12	system	system	NOUN
easat-4802	83	13	using	use	VERB
easat-4802	83	14	cnn	cnn	PROPN
easat-4802	83	15	with	with	ADP
easat-4802	83	16	yolov8	yolov8	PROPN
easat-4802	83	17	.	.	PUNCT
easat-4802	84	1	the	the	DET
easat-4802	84	2	research	research	NOUN
easat-4802	84	3	focuses	focus	VERB
easat-4802	84	4	on	on	ADP
easat-4802	84	5	enhancing	enhance	VERB
easat-4802	84	6	the	the	DET
easat-4802	84	7	efficiency	efficiency	NOUN
easat-4802	84	8	of	of	ADP
easat-4802	84	9	harvest	harvest	NOUN
easat-4802	84	10	operations	operation	NOUN
easat-4802	84	11	,	,	PUNCT
easat-4802	84	12	improving	improve	VERB
easat-4802	84	13	quality	quality	NOUN
easat-4802	84	14	control	control	NOUN
easat-4802	84	15	measures	measure	NOUN
easat-4802	84	16	,	,	PUNCT
easat-4802	84	17	and	and	CCONJ
easat-4802	84	18	reducing	reduce	VERB
easat-4802	84	19	losses	loss	NOUN
easat-4802	84	20	associated	associate	VERB
easat-4802	84	21	with	with	ADP
easat-4802	84	22	improper	improper	ADJ
easat-4802	84	23	timing	timing	NOUN
easat-4802	84	24	.	.	PUNCT
easat-4802	85	1	the	the	DET
easat-4802	85	2	outcomes	outcome	NOUN
easat-4802	85	3	of	of	ADP
easat-4802	85	4	this	this	DET
easat-4802	85	5	research	research	NOUN
easat-4802	85	6	are	be	AUX
easat-4802	85	7	expected	expect	VERB
easat-4802	85	8	to	to	PART
easat-4802	85	9	optimize	optimize	VERB
easat-4802	85	10	pineapple	pineapple	NOUN
easat-4802	85	11	production	production	NOUN
easat-4802	85	12	practices	practice	NOUN
easat-4802	85	13	,	,	PUNCT
easat-4802	85	14	mitigate	mitigate	VERB
easat-4802	85	15	economic	economic	ADJ
easat-4802	85	16	losses	loss	NOUN
easat-4802	85	17	due	due	ADJ
easat-4802	85	18	to	to	ADP
easat-4802	85	19	suboptimal	suboptimal	ADJ
easat-4802	85	20	harvest	harvest	NOUN
easat-4802	85	21	timing	timing	NOUN
easat-4802	85	22	,	,	PUNCT
easat-4802	85	23	and	and	CCONJ
easat-4802	85	24	strengthen	strengthen	VERB
easat-4802	85	25	the	the	DET
easat-4802	85	26	competitiveness	competitiveness	NOUN
easat-4802	85	27	of	of	ADP
easat-4802	85	28	farmers	farmer	NOUN
easat-4802	85	29	in	in	ADP
easat-4802	85	30	local	local	ADJ
easat-4802	85	31	and	and	CCONJ
easat-4802	85	32	global	global	ADJ
easat-4802	85	33	markets	market	NOUN
easat-4802	85	34	.	.	PUNCT
easat-4802	86	1	by	by	ADP
easat-4802	86	2	advancing	advance	VERB
easat-4802	86	3	automated	automated	ADJ
easat-4802	86	4	ripeness	ripeness	NOUN
easat-4802	86	5	assessment	assessment	NOUN
easat-4802	86	6	techniques	technique	NOUN
easat-4802	86	7	,	,	PUNCT
easat-4802	86	8	the	the	DET
easat-4802	86	9	study	study	NOUN
easat-4802	86	10	contributes	contribute	VERB
easat-4802	86	11	to	to	ADP
easat-4802	86	12	sustainable	sustainable	ADJ
easat-4802	86	13	agriculture	agriculture	NOUN
easat-4802	86	14	practices	practice	NOUN
easat-4802	86	15	and	and	CCONJ
easat-4802	86	16	food	food	NOUN
easat-4802	86	17	security	security	NOUN
easat-4802	86	18	,	,	PUNCT
easat-4802	86	19	ensuring	ensure	VERB
easat-4802	86	20	consistent	consistent	ADJ
easat-4802	86	21	supply	supply	NOUN
easat-4802	86	22	of	of	ADP
easat-4802	86	23	high	high	ADJ
easat-4802	86	24	-	-	PUNCT
easat-4802	86	25	quality	quality	NOUN
easat-4802	86	26	produce	produce	NOUN
easat-4802	86	27	.	.	PUNCT
easat-4802	87	1	2	2	X
easat-4802	87	2	.	.	X
easat-4802	87	3	research	research	NOUN
easat-4802	87	4	method	method	NOUN
easat-4802	87	5	2.1	2.1	NUM
easat-4802	87	6	.	.	PUNCT
easat-4802	88	1	data	datum	NOUN
easat-4802	88	2	collection	collection	NOUN
easat-4802	88	3	this	this	DET
easat-4802	88	4	research	research	NOUN
easat-4802	88	5	involves	involve	VERB
easat-4802	88	6	data	data	NOUN
easat-4802	88	7	collection	collection	NOUN
easat-4802	88	8	,	,	PUNCT
easat-4802	88	9	preprocessing	preprocessing	NOUN
easat-4802	88	10	,	,	PUNCT
easat-4802	88	11	modeling	modeling	NOUN
easat-4802	88	12	,	,	PUNCT
easat-4802	88	13	and	and	CCONJ
easat-4802	88	14	testing	testing	NOUN
easat-4802	88	15	,	,	PUNCT
easat-4802	88	16	applying	apply	VERB
easat-4802	88	17	the	the	DET
easat-4802	88	18	yolov8	yolov8	NOUN
easat-4802	88	19	algorithm	algorithm	NOUN
easat-4802	88	20	for	for	ADP
easat-4802	88	21	object	object	NOUN
easat-4802	88	22	detection	detection	NOUN
easat-4802	88	23	and	and	CCONJ
easat-4802	88	24	cnn	cnn	PROPN
easat-4802	88	25	for	for	ADP
easat-4802	88	26	classification	classification	NOUN
easat-4802	88	27	on	on	ADP
easat-4802	88	28	an	an	DET
easat-4802	88	29	annotated	annotate	VERB
easat-4802	88	30	pineapple	pineapple	NOUN
easat-4802	88	31	photo	photo	NOUN
easat-4802	88	32	dataset	dataset	VERB
easat-4802	88	33	with	with	ADP
easat-4802	88	34	four	four	NUM
easat-4802	88	35	ripeness	ripeness	NOUN
easat-4802	88	36	labels	label	NOUN
easat-4802	88	37	,	,	PUNCT
easat-4802	88	38	evaluated	evaluate	VERB
easat-4802	88	39	across	across	ADP
easat-4802	88	40	50	50	NUM
easat-4802	88	41	epochs	epoch	NOUN
easat-4802	88	42	.	.	PUNCT
easat-4802	89	1	data	datum	NOUN
easat-4802	89	2	collection	collection	NOUN
easat-4802	89	3	was	be	AUX
easat-4802	89	4	conducted	conduct	VERB
easat-4802	89	5	through	through	ADP
easat-4802	89	6	field	field	NOUN
easat-4802	89	7	observations	observation	NOUN
easat-4802	89	8	and	and	CCONJ
easat-4802	89	9	interviews	interview	NOUN
easat-4802	89	10	with	with	ADP
easat-4802	89	11	pineapple	pineapple	NOUN
easat-4802	89	12	farmers	farmer	NOUN
easat-4802	89	13	in	in	ADP
easat-4802	89	14	kotamobagu	kotamobagu	PROPN
easat-4802	89	15	,	,	PUNCT
easat-4802	89	16	resulting	result	VERB
easat-4802	89	17	in	in	ADP
easat-4802	89	18	a	a	DET
easat-4802	89	19	dataset	dataset	NOUN
easat-4802	89	20	of	of	ADP
easat-4802	89	21	592	592	NUM
easat-4802	89	22	photos	photo	NOUN
easat-4802	89	23	1531	1531	NUM
easat-4802	89	24	edelweiss	edelweiss	PROPN
easat-4802	89	25	applied	apply	VERB
easat-4802	89	26	science	science	NOUN
easat-4802	89	27	and	and	CCONJ
easat-4802	89	28	technology	technology	NOUN
easat-4802	89	29	issn	issn	PROPN
easat-4802	89	30	:	:	PUNCT
easat-4802	89	31	2576	2576	NUM
easat-4802	89	32	-	-	SYM
easat-4802	89	33	8484	8484	NUM
easat-4802	89	34	vol	vol	NOUN
easat-4802	89	35	.	.	PROPN
easat-4802	90	1	9	9	NUM
easat-4802	90	2	,	,	PUNCT
easat-4802	90	3	no	no	INTJ
easat-4802	90	4	.	.	NOUN
easat-4802	90	5	2	2	NUM
easat-4802	90	6	:	:	SYM
easat-4802	90	7	1528	1528	NUM
easat-4802	90	8	-	-	SYM
easat-4802	90	9	1543	1543	NUM
easat-4802	90	10	,	,	PUNCT
easat-4802	90	11	2025	2025	NUM
easat-4802	90	12	doi	doi	NOUN
easat-4802	90	13	:	:	PUNCT
easat-4802	90	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	90	15	©	©	PROPN
easat-4802	90	16	2025	2025	NUM
easat-4802	90	17	by	by	ADP
easat-4802	90	18	the	the	DET
easat-4802	90	19	authors	author	NOUN
easat-4802	90	20	;	;	PUNCT
easat-4802	90	21	licensee	licensee	PROPN
easat-4802	90	22	learning	learn	VERB
easat-4802	90	23	gate	gate	NOUN
easat-4802	90	24	labeled	label	VERB
easat-4802	90	25	as	as	ADP
easat-4802	90	26	unripe	unripe	NOUN
easat-4802	90	27	,	,	PUNCT
easat-4802	90	28	half	half	ADJ
easat-4802	90	29	-	-	PUNCT
easat-4802	90	30	ripe	ripe	ADJ
easat-4802	90	31	,	,	PUNCT
easat-4802	90	32	ripe	ripe	NOUN
easat-4802	90	33	,	,	PUNCT
easat-4802	90	34	and	and	CCONJ
easat-4802	90	35	overripe	overripe	NOUN
easat-4802	90	36	.	.	PUNCT
easat-4802	91	1	specifically	specifically	ADV
easat-4802	91	2	,	,	PUNCT
easat-4802	91	3	the	the	DET
easat-4802	91	4	dataset	dataset	NOUN
easat-4802	91	5	included	include	VERB
easat-4802	91	6	150	150	NUM
easat-4802	91	7	images	image	NOUN
easat-4802	91	8	of	of	ADP
easat-4802	91	9	unripe	unripe	NOUN
easat-4802	91	10	,	,	PUNCT
easat-4802	91	11	150	150	NUM
easat-4802	91	12	of	of	ADP
easat-4802	91	13	half	half	ADJ
easat-4802	91	14	-	-	PUNCT
easat-4802	91	15	ripe	ripe	ADJ
easat-4802	91	16	,	,	PUNCT
easat-4802	91	17	150	150	NUM
easat-4802	91	18	of	of	ADP
easat-4802	91	19	ripe	ripe	NOUN
easat-4802	91	20	,	,	PUNCT
easat-4802	91	21	and	and	CCONJ
easat-4802	91	22	142	142	NUM
easat-4802	91	23	of	of	ADP
easat-4802	91	24	overripe	overripe	NOUN
easat-4802	91	25	pineapples	pineapple	NOUN
easat-4802	91	26	.	.	PUNCT
easat-4802	92	1	each	each	DET
easat-4802	92	2	image	image	NOUN
easat-4802	92	3	was	be	AUX
easat-4802	92	4	taken	take	VERB
easat-4802	92	5	in	in	ADP
easat-4802	92	6	a	a	DET
easat-4802	92	7	resolution	resolution	NOUN
easat-4802	92	8	of	of	ADP
easat-4802	92	9	1920x1080	1920x1080	NUM
easat-4802	92	10	pixels	pixel	NOUN
easat-4802	92	11	under	under	ADP
easat-4802	92	12	varying	vary	VERB
easat-4802	92	13	environmental	environmental	ADJ
easat-4802	92	14	conditions	condition	NOUN
easat-4802	92	15	to	to	PART
easat-4802	92	16	represent	represent	VERB
easat-4802	92	17	diverse	diverse	ADJ
easat-4802	92	18	real	real	ADJ
easat-4802	92	19	-	-	PUNCT
easat-4802	92	20	world	world	NOUN
easat-4802	92	21	settings	setting	NOUN
easat-4802	92	22	,	,	PUNCT
easat-4802	92	23	including	include	VERB
easat-4802	92	24	different	different	ADJ
easat-4802	92	25	lighting	lighting	NOUN
easat-4802	92	26	conditions	condition	NOUN
easat-4802	92	27	and	and	CCONJ
easat-4802	92	28	angles	angle	NOUN
easat-4802	92	29	.	.	PUNCT
easat-4802	93	1	the	the	DET
easat-4802	93	2	images	image	NOUN
easat-4802	93	3	were	be	AUX
easat-4802	93	4	captured	capture	VERB
easat-4802	93	5	with	with	ADP
easat-4802	93	6	a	a	DET
easat-4802	93	7	high	high	ADJ
easat-4802	93	8	-	-	PUNCT
easat-4802	93	9	resolution	resolution	NOUN
easat-4802	93	10	dslr	dslr	ADJ
easat-4802	93	11	camera	camera	NOUN
easat-4802	93	12	to	to	PART
easat-4802	93	13	ensure	ensure	VERB
easat-4802	93	14	quality	quality	NOUN
easat-4802	93	15	.	.	PUNCT
easat-4802	94	1	data	datum	NOUN
easat-4802	94	2	augmentation	augmentation	NOUN
easat-4802	94	3	techniques	technique	NOUN
easat-4802	94	4	such	such	ADJ
easat-4802	94	5	as	as	ADP
easat-4802	94	6	rotation	rotation	NOUN
easat-4802	94	7	(	(	PUNCT
easat-4802	94	8	up	up	ADP
easat-4802	94	9	to	to	PART
easat-4802	94	10	30	30	NUM
easat-4802	94	11	°	°	NUM
easat-4802	94	12	)	)	PUNCT
easat-4802	94	13	,	,	PUNCT
easat-4802	94	14	horizontal	horizontal	ADJ
easat-4802	94	15	flipping	flipping	NOUN
easat-4802	94	16	,	,	PUNCT
easat-4802	94	17	cropping	cropping	NOUN
easat-4802	94	18	,	,	PUNCT
easat-4802	94	19	and	and	CCONJ
easat-4802	94	20	scaling	scaling	NOUN
easat-4802	94	21	were	be	AUX
easat-4802	94	22	applied	apply	VERB
easat-4802	94	23	to	to	PART
easat-4802	94	24	enhance	enhance	VERB
easat-4802	94	25	the	the	DET
easat-4802	94	26	dataset	dataset	NOUN
easat-4802	94	27	,	,	PUNCT
easat-4802	94	28	increasing	increase	VERB
easat-4802	94	29	the	the	DET
easat-4802	94	30	diversity	diversity	NOUN
easat-4802	94	31	of	of	ADP
easat-4802	94	32	training	training	NOUN
easat-4802	94	33	samples	sample	NOUN
easat-4802	94	34	.	.	PUNCT
easat-4802	95	1	this	this	PRON
easat-4802	95	2	resulted	result	VERB
easat-4802	95	3	in	in	ADP
easat-4802	95	4	a	a	DET
easat-4802	95	5	post	post	ADJ
easat-4802	95	6	-	-	ADJ
easat-4802	95	7	augmentation	augmentation	ADJ
easat-4802	95	8	dataset	dataset	ADJ
easat-4802	95	9	size	size	NOUN
easat-4802	95	10	of	of	ADP
easat-4802	95	11	over	over	ADP
easat-4802	95	12	1,200	1,200	NUM
easat-4802	95	13	images	image	NOUN
easat-4802	95	14	,	,	PUNCT
easat-4802	95	15	providing	provide	VERB
easat-4802	95	16	a	a	DET
easat-4802	95	17	robust	robust	ADJ
easat-4802	95	18	foundation	foundation	NOUN
easat-4802	95	19	for	for	ADP
easat-4802	95	20	model	model	NOUN
easat-4802	95	21	learning	learning	NOUN
easat-4802	95	22	.	.	PUNCT
easat-4802	96	1	labeling	labeling	NOUN
easat-4802	96	2	criteria	criterion	NOUN
easat-4802	96	3	for	for	ADP
easat-4802	96	4	pineapple	pineapple	NOUN
easat-4802	96	5	ripeness	ripeness	NOUN
easat-4802	96	6	included	include	VERB
easat-4802	96	7	various	various	ADJ
easat-4802	96	8	visual	visual	ADJ
easat-4802	96	9	indicators	indicator	NOUN
easat-4802	96	10	.	.	PUNCT
easat-4802	97	1	unripe	unripe	NOUN
easat-4802	97	2	pineapples	pineapple	NOUN
easat-4802	97	3	had	have	VERB
easat-4802	97	4	dark	dark	ADJ
easat-4802	97	5	green	green	ADJ
easat-4802	97	6	skin	skin	NOUN
easat-4802	97	7	,	,	PUNCT
easat-4802	97	8	a	a	DET
easat-4802	97	9	hard	hard	ADJ
easat-4802	97	10	texture	texture	NOUN
easat-4802	97	11	,	,	PUNCT
easat-4802	97	12	no	no	DET
easat-4802	97	13	sweet	sweet	ADJ
easat-4802	97	14	aroma	aroma	NOUN
easat-4802	97	15	,	,	PUNCT
easat-4802	97	16	and	and	CCONJ
easat-4802	97	17	prominent	prominent	ADJ
easat-4802	97	18	eyes	eye	NOUN
easat-4802	97	19	.	.	PUNCT
easat-4802	98	1	half	half	ADJ
easat-4802	98	2	-	-	PUNCT
easat-4802	98	3	ripe	ripe	ADJ
easat-4802	98	4	pineapples	pineapple	NOUN
easat-4802	98	5	showed	show	VERB
easat-4802	98	6	a	a	DET
easat-4802	98	7	transition	transition	NOUN
easat-4802	98	8	from	from	ADP
easat-4802	98	9	green	green	ADJ
easat-4802	98	10	to	to	ADP
easat-4802	98	11	yellow	yellow	ADJ
easat-4802	98	12	skin	skin	NOUN
easat-4802	98	13	,	,	PUNCT
easat-4802	98	14	a	a	DET
easat-4802	98	15	slightly	slightly	ADV
easat-4802	98	16	soft	soft	ADJ
easat-4802	98	17	texture	texture	NOUN
easat-4802	98	18	,	,	PUNCT
easat-4802	98	19	a	a	DET
easat-4802	98	20	faint	faint	ADJ
easat-4802	98	21	sweet	sweet	ADJ
easat-4802	98	22	aroma	aroma	NOUN
easat-4802	98	23	,	,	PUNCT
easat-4802	98	24	and	and	CCONJ
easat-4802	98	25	slightly	slightly	ADV
easat-4802	98	26	flattened	flatten	VERB
easat-4802	98	27	eyes	eye	NOUN
easat-4802	98	28	.	.	PUNCT
easat-4802	99	1	ripe	ripe	ADJ
easat-4802	99	2	pineapples	pineapple	NOUN
easat-4802	99	3	were	be	AUX
easat-4802	99	4	mostly	mostly	ADV
easat-4802	99	5	yellow	yellow	ADJ
easat-4802	99	6	-	-	PUNCT
easat-4802	99	7	skinned	skinned	ADJ
easat-4802	99	8	,	,	PUNCT
easat-4802	99	9	with	with	ADP
easat-4802	99	10	a	a	DET
easat-4802	99	11	soft	soft	ADJ
easat-4802	99	12	texture	texture	NOUN
easat-4802	99	13	,	,	PUNCT
easat-4802	99	14	a	a	DET
easat-4802	99	15	strong	strong	ADJ
easat-4802	99	16	sweet	sweet	ADJ
easat-4802	99	17	aroma	aroma	NOUN
easat-4802	99	18	,	,	PUNCT
easat-4802	99	19	and	and	CCONJ
easat-4802	99	20	nearly	nearly	ADV
easat-4802	99	21	flat	flat	ADJ
easat-4802	99	22	eyes	eye	NOUN
easat-4802	99	23	.	.	PUNCT
easat-4802	100	1	overripe	overripe	NOUN
easat-4802	100	2	pineapples	pineapple	NOUN
easat-4802	100	3	had	have	AUX
easat-4802	100	4	yellow	yellow	VERB
easat-4802	100	5	to	to	ADP
easat-4802	100	6	yellow	yellow	ADJ
easat-4802	100	7	-	-	PUNCT
easat-4802	100	8	brown	brown	NOUN
easat-4802	100	9	skin	skin	NOUN
easat-4802	100	10	,	,	PUNCT
easat-4802	100	11	a	a	DET
easat-4802	100	12	very	very	ADV
easat-4802	100	13	soft	soft	ADJ
easat-4802	100	14	texture	texture	NOUN
easat-4802	100	15	,	,	PUNCT
easat-4802	100	16	a	a	DET
easat-4802	100	17	strong	strong	ADJ
easat-4802	100	18	sweet	sweet	ADJ
easat-4802	100	19	aroma	aroma	NOUN
easat-4802	100	20	with	with	ADP
easat-4802	100	21	possible	possible	ADJ
easat-4802	100	22	fermentation	fermentation	NOUN
easat-4802	100	23	hints	hint	NOUN
easat-4802	100	24	,	,	PUNCT
easat-4802	100	25	and	and	CCONJ
easat-4802	100	26	fully	fully	ADV
easat-4802	100	27	flattened	flatten	VERB
easat-4802	100	28	or	or	CCONJ
easat-4802	100	29	sunken	sunken	ADJ
easat-4802	100	30	eyes	eye	NOUN
easat-4802	100	31	.	.	PUNCT
easat-4802	101	1	these	these	DET
easat-4802	101	2	labels	label	NOUN
easat-4802	101	3	were	be	AUX
easat-4802	101	4	validated	validate	VERB
easat-4802	101	5	through	through	ADP
easat-4802	101	6	expert	expert	NOUN
easat-4802	101	7	analysis	analysis	NOUN
easat-4802	101	8	to	to	PART
easat-4802	101	9	maintain	maintain	VERB
easat-4802	101	10	labeling	labeling	NOUN
easat-4802	101	11	consistency	consistency	NOUN
easat-4802	101	12	.	.	PUNCT
easat-4802	102	1	the	the	DET
easat-4802	102	2	data	datum	NOUN
easat-4802	102	3	collected	collect	VERB
easat-4802	102	4	had	have	VERB
easat-4802	102	5	high	high	ADJ
easat-4802	102	6	quality	quality	NOUN
easat-4802	102	7	and	and	CCONJ
easat-4802	102	8	represented	represent	VERB
easat-4802	102	9	a	a	DET
easat-4802	102	10	diversity	diversity	NOUN
easat-4802	102	11	of	of	ADP
easat-4802	102	12	environmental	environmental	ADJ
easat-4802	102	13	conditions	condition	NOUN
easat-4802	102	14	,	,	PUNCT
easat-4802	102	15	which	which	PRON
easat-4802	102	16	was	be	AUX
easat-4802	102	17	important	important	ADJ
easat-4802	102	18	for	for	ADP
easat-4802	102	19	the	the	DET
easat-4802	102	20	machine	machine	NOUN
easat-4802	102	21	learning	learning	NOUN
easat-4802	102	22	model	model	NOUN
easat-4802	102	23	.	.	PUNCT
easat-4802	103	1	the	the	DET
easat-4802	103	2	use	use	NOUN
easat-4802	103	3	of	of	ADP
easat-4802	103	4	data	datum	NOUN
easat-4802	103	5	augmentation	augmentation	NOUN
easat-4802	103	6	techniques	technique	NOUN
easat-4802	103	7	effectively	effectively	ADV
easat-4802	103	8	expanded	expand	VERB
easat-4802	103	9	the	the	DET
easat-4802	103	10	dataset	dataset	NOUN
easat-4802	103	11	and	and	CCONJ
easat-4802	103	12	added	add	VERB
easat-4802	103	13	additional	additional	ADJ
easat-4802	103	14	variations	variation	NOUN
easat-4802	103	15	that	that	PRON
easat-4802	103	16	helped	help	VERB
easat-4802	103	17	the	the	DET
easat-4802	103	18	model	model	NOUN
easat-4802	103	19	learn	learn	VERB
easat-4802	103	20	better	well	ADV
easat-4802	103	21	.	.	PUNCT
easat-4802	104	1	experience	experience	NOUN
easat-4802	104	2	from	from	ADP
easat-4802	104	3	previous	previous	ADJ
easat-4802	104	4	research	research	NOUN
easat-4802	104	5	showed	show	VERB
easat-4802	104	6	that	that	SCONJ
easat-4802	104	7	datasets	dataset	NOUN
easat-4802	104	8	of	of	ADP
easat-4802	104	9	similar	similar	ADJ
easat-4802	104	10	size	size	NOUN
easat-4802	104	11	had	have	AUX
easat-4802	104	12	yielded	yield	VERB
easat-4802	104	13	adequate	adequate	ADJ
easat-4802	104	14	results	result	NOUN
easat-4802	104	15	for	for	ADP
easat-4802	104	16	similar	similar	ADJ
easat-4802	104	17	tasks	task	NOUN
easat-4802	104	18	.	.	PUNCT
easat-4802	105	1	additionally	additionally	ADV
easat-4802	105	2	,	,	PUNCT
easat-4802	105	3	the	the	DET
easat-4802	105	4	evaluation	evaluation	NOUN
easat-4802	105	5	and	and	CCONJ
easat-4802	105	6	validation	validation	NOUN
easat-4802	105	7	of	of	ADP
easat-4802	105	8	the	the	DET
easat-4802	105	9	model	model	NOUN
easat-4802	105	10	were	be	AUX
easat-4802	105	11	well	well	ADV
easat-4802	105	12	-	-	PUNCT
easat-4802	105	13	conducted	conduct	VERB
easat-4802	105	14	with	with	ADP
easat-4802	105	15	this	this	DET
easat-4802	105	16	dataset	dataset	NOUN
easat-4802	105	17	,	,	PUNCT
easat-4802	105	18	ensuring	ensure	VERB
easat-4802	105	19	the	the	DET
easat-4802	105	20	model	model	NOUN
easat-4802	105	21	did	do	AUX
easat-4802	105	22	not	not	PART
easat-4802	105	23	overfit	overfit	VERB
easat-4802	105	24	.	.	PUNCT
easat-4802	106	1	computational	computational	ADJ
easat-4802	106	2	efficiency	efficiency	NOUN
easat-4802	106	3	was	be	AUX
easat-4802	106	4	also	also	ADV
easat-4802	106	5	an	an	DET
easat-4802	106	6	important	important	ADJ
easat-4802	106	7	consideration	consideration	NOUN
easat-4802	106	8	,	,	PUNCT
easat-4802	106	9	as	as	SCONJ
easat-4802	106	10	a	a	DET
easat-4802	106	11	dataset	dataset	NOUN
easat-4802	106	12	of	of	ADP
easat-4802	106	13	this	this	DET
easat-4802	106	14	size	size	NOUN
easat-4802	106	15	allowed	allow	VERB
easat-4802	106	16	model	model	NOUN
easat-4802	106	17	training	training	NOUN
easat-4802	106	18	to	to	PART
easat-4802	106	19	be	be	AUX
easat-4802	106	20	carried	carry	VERB
easat-4802	106	21	out	out	ADP
easat-4802	106	22	with	with	ADP
easat-4802	106	23	limited	limited	ADJ
easat-4802	106	24	resources	resource	NOUN
easat-4802	106	25	.	.	PUNCT
easat-4802	107	1	therefore	therefore	ADV
easat-4802	107	2	,	,	PUNCT
easat-4802	107	3	the	the	DET
easat-4802	107	4	592	592	NUM
easat-4802	107	5	manually	manually	ADV
easat-4802	107	6	labeled	label	VERB
easat-4802	107	7	photos	photo	NOUN
easat-4802	107	8	provided	provide	VERB
easat-4802	107	9	adequate	adequate	ADJ
easat-4802	107	10	representation	representation	NOUN
easat-4802	107	11	for	for	ADP
easat-4802	107	12	each	each	DET
easat-4802	107	13	stage	stage	NOUN
easat-4802	107	14	of	of	ADP
easat-4802	107	15	pineapple	pineapple	NOUN
easat-4802	107	16	ripeness	ripeness	NOUN
easat-4802	107	17	necessary	necessary	ADJ
easat-4802	107	18	for	for	ADP
easat-4802	107	19	a	a	DET
easat-4802	107	20	reliable	reliable	ADJ
easat-4802	107	21	learning	learning	NOUN
easat-4802	107	22	model	model	NOUN
easat-4802	107	23	.	.	PUNCT
easat-4802	108	1	the	the	DET
easat-4802	108	2	dataset	dataset	NOUN
easat-4802	108	3	was	be	AUX
easat-4802	108	4	divided	divide	VERB
easat-4802	108	5	into	into	ADP
easat-4802	108	6	three	three	NUM
easat-4802	108	7	subsets	subset	NOUN
easat-4802	108	8	to	to	PART
easat-4802	108	9	facilitate	facilitate	VERB
easat-4802	108	10	effective	effective	ADJ
easat-4802	108	11	training	training	NOUN
easat-4802	108	12	,	,	PUNCT
easat-4802	108	13	validation	validation	NOUN
easat-4802	108	14	,	,	PUNCT
easat-4802	108	15	and	and	CCONJ
easat-4802	108	16	testing	testing	NOUN
easat-4802	108	17	.	.	PUNCT
easat-4802	109	1	the	the	DET
easat-4802	109	2	largest	large	ADJ
easat-4802	109	3	portion	portion	NOUN
easat-4802	109	4	,	,	PUNCT
easat-4802	109	5	486	486	NUM
easat-4802	109	6	images	image	NOUN
easat-4802	109	7	,	,	PUNCT
easat-4802	109	8	was	be	AUX
easat-4802	109	9	allocated	allocate	VERB
easat-4802	109	10	to	to	ADP
easat-4802	109	11	the	the	DET
easat-4802	109	12	training	training	NOUN
easat-4802	109	13	set	set	VERB
easat-4802	109	14	to	to	PART
easat-4802	109	15	enable	enable	VERB
easat-4802	109	16	the	the	DET
easat-4802	109	17	model	model	NOUN
easat-4802	109	18	to	to	PART
easat-4802	109	19	learn	learn	VERB
easat-4802	109	20	and	and	CCONJ
easat-4802	109	21	recognize	recognize	VERB
easat-4802	109	22	visual	visual	ADJ
easat-4802	109	23	patterns	pattern	NOUN
easat-4802	109	24	for	for	ADP
easat-4802	109	25	each	each	DET
easat-4802	109	26	ripeness	ripeness	NOUN
easat-4802	109	27	stage	stage	NOUN
easat-4802	109	28	.	.	PUNCT
easat-4802	110	1	to	to	PART
easat-4802	110	2	evaluate	evaluate	VERB
easat-4802	110	3	model	model	NOUN
easat-4802	110	4	performance	performance	NOUN
easat-4802	110	5	during	during	ADP
easat-4802	110	6	training	training	NOUN
easat-4802	110	7	and	and	CCONJ
easat-4802	110	8	fine	fine	ADJ
easat-4802	110	9	-	-	PUNCT
easat-4802	110	10	tune	tune	NOUN
easat-4802	110	11	its	its	PRON
easat-4802	110	12	parameters	parameter	NOUN
easat-4802	110	13	,	,	PUNCT
easat-4802	110	14	70	70	NUM
easat-4802	110	15	images	image	NOUN
easat-4802	110	16	were	be	AUX
easat-4802	110	17	set	set	VERB
easat-4802	110	18	aside	aside	ADV
easat-4802	110	19	for	for	ADP
easat-4802	110	20	validation	validation	NOUN
easat-4802	110	21	.	.	PUNCT
easat-4802	111	1	this	this	DET
easat-4802	111	2	validation	validation	NOUN
easat-4802	111	3	set	set	VERB
easat-4802	111	4	assists	assist	NOUN
easat-4802	111	5	in	in	ADP
easat-4802	111	6	monitoring	monitor	VERB
easat-4802	111	7	accuracy	accuracy	NOUN
easat-4802	111	8	and	and	CCONJ
easat-4802	111	9	adjusting	adjust	VERB
easat-4802	111	10	the	the	DET
easat-4802	111	11	training	training	NOUN
easat-4802	111	12	process	process	NOUN
easat-4802	111	13	to	to	PART
easat-4802	111	14	prevent	prevent	VERB
easat-4802	111	15	overfitting	overfitting	NOUN
easat-4802	111	16	.	.	PUNCT
easat-4802	112	1	the	the	DET
easat-4802	112	2	test	test	NOUN
easat-4802	112	3	set	set	NOUN
easat-4802	112	4	of	of	ADP
easat-4802	112	5	36	36	NUM
easat-4802	112	6	images	image	NOUN
easat-4802	112	7	was	be	AUX
easat-4802	112	8	used	use	VERB
easat-4802	112	9	for	for	ADP
easat-4802	112	10	unbiased	unbiased	ADJ
easat-4802	112	11	model	model	NOUN
easat-4802	112	12	performance	performance	NOUN
easat-4802	112	13	evaluation	evaluation	NOUN
easat-4802	112	14	,	,	PUNCT
easat-4802	112	15	confirming	confirm	VERB
easat-4802	112	16	its	its	PRON
easat-4802	112	17	capability	capability	NOUN
easat-4802	112	18	to	to	PART
easat-4802	112	19	detect	detect	VERB
easat-4802	112	20	and	and	CCONJ
easat-4802	112	21	classify	classify	VERB
easat-4802	112	22	pineapple	pineapple	NOUN
easat-4802	112	23	ripeness	ripeness	NOUN
easat-4802	112	24	in	in	ADP
easat-4802	112	25	real	real	ADJ
easat-4802	112	26	-	-	PUNCT
easat-4802	112	27	world	world	NOUN
easat-4802	112	28	scenarios	scenario	NOUN
easat-4802	112	29	.	.	PUNCT
easat-4802	113	1	this	this	DET
easat-4802	113	2	systematic	systematic	ADJ
easat-4802	113	3	dataset	dataset	NOUN
easat-4802	113	4	division	division	NOUN
easat-4802	113	5	enhances	enhance	VERB
easat-4802	113	6	the	the	DET
easat-4802	113	7	model	model	NOUN
easat-4802	113	8	's	's	PART
easat-4802	113	9	reliability	reliability	NOUN
easat-4802	113	10	and	and	CCONJ
easat-4802	113	11	effectiveness	effectiveness	NOUN
easat-4802	113	12	.	.	PUNCT
easat-4802	114	1	2.2	2.2	NUM
easat-4802	114	2	.	.	NOUN
easat-4802	114	3	modelling	model	VERB
easat-4802	114	4	process	process	NOUN
easat-4802	114	5	data	datum	NOUN
easat-4802	114	6	modeling	model	VERB
easat-4802	114	7	used	use	VERB
easat-4802	114	8	cnns	cnn	NOUN
easat-4802	114	9	for	for	ADP
easat-4802	114	10	deep	deep	ADJ
easat-4802	114	11	learning	learn	VERB
easat-4802	114	12	classification	classification	NOUN
easat-4802	114	13	.	.	PUNCT
easat-4802	115	1	yolov8	yolov8	NOUN
easat-4802	115	2	,	,	PUNCT
easat-4802	115	3	which	which	PRON
easat-4802	115	4	uses	use	VERB
easat-4802	115	5	cnn	cnn	PROPN
easat-4802	115	6	as	as	ADP
easat-4802	115	7	its	its	PRON
easat-4802	115	8	backbone	backbone	NOUN
easat-4802	115	9	,	,	PUNCT
easat-4802	115	10	processes	process	VERB
easat-4802	115	11	images	image	NOUN
easat-4802	115	12	to	to	PART
easat-4802	115	13	detect	detect	VERB
easat-4802	115	14	objects	object	NOUN
easat-4802	115	15	in	in	ADP
easat-4802	115	16	one	one	NUM
easat-4802	115	17	stage	stage	NOUN
easat-4802	115	18	,	,	PUNCT
easat-4802	115	19	making	make	VERB
easat-4802	115	20	it	it	PRON
easat-4802	115	21	faster	fast	ADV
easat-4802	115	22	than	than	ADP
easat-4802	115	23	traditional	traditional	ADJ
easat-4802	115	24	two	two	NUM
easat-4802	115	25	-	-	PUNCT
easat-4802	115	26	stage	stage	NOUN
easat-4802	115	27	models	model	NOUN
easat-4802	115	28	[	[	X
easat-4802	115	29	19	19	NUM
easat-4802	115	30	]	]	PUNCT
easat-4802	115	31	.	.	PUNCT
easat-4802	116	1	yolov8	yolov8	PROPN
easat-4802	116	2	was	be	AUX
easat-4802	116	3	employed	employ	VERB
easat-4802	116	4	for	for	ADP
easat-4802	116	5	object	object	NOUN
easat-4802	116	6	detection	detection	NOUN
easat-4802	116	7	,	,	PUNCT
easat-4802	116	8	while	while	SCONJ
easat-4802	116	9	cnn	cnn	PROPN
easat-4802	116	10	handled	handle	VERB
easat-4802	116	11	classification	classification	NOUN
easat-4802	116	12	.	.	PUNCT
easat-4802	117	1	yolov8	yolov8	NOUN
easat-4802	117	2	detects	detect	VERB
easat-4802	117	3	the	the	DET
easat-4802	117	4	object	object	NOUN
easat-4802	117	5	in	in	ADP
easat-4802	117	6	the	the	DET
easat-4802	117	7	image	image	NOUN
easat-4802	117	8	,	,	PUNCT
easat-4802	117	9	and	and	CCONJ
easat-4802	117	10	cnn	cnn	PROPN
easat-4802	117	11	classifies	classify	VERB
easat-4802	117	12	its	its	PRON
easat-4802	117	13	ripeness	ripeness	NOUN
easat-4802	117	14	stage	stage	NOUN
easat-4802	117	15	.	.	PUNCT
easat-4802	118	1	testing	testing	NOUN
easat-4802	118	2	evaluated	evaluate	VERB
easat-4802	118	3	the	the	DET
easat-4802	118	4	model	model	NOUN
easat-4802	118	5	's	's	PART
easat-4802	118	6	accuracy	accuracy	NOUN
easat-4802	118	7	in	in	ADP
easat-4802	118	8	identifying	identify	VERB
easat-4802	118	9	pineapple	pineapple	NOUN
easat-4802	118	10	ripeness	ripeness	NOUN
easat-4802	118	11	using	use	VERB
easat-4802	118	12	metrics	metric	NOUN
easat-4802	118	13	such	such	ADJ
easat-4802	118	14	as	as	ADP
easat-4802	118	15	mean	mean	ADJ
easat-4802	118	16	average	average	ADJ
easat-4802	118	17	precision	precision	NOUN
easat-4802	118	18	(	(	PUNCT
easat-4802	118	19	map	map	NOUN
easat-4802	118	20	)	)	PUNCT
easat-4802	118	21	,	,	PUNCT
easat-4802	118	22	precision	precision	NOUN
easat-4802	118	23	,	,	PUNCT
easat-4802	118	24	recall	recall	NOUN
easat-4802	118	25	,	,	PUNCT
easat-4802	118	26	and	and	CCONJ
easat-4802	118	27	f1	f1	NOUN
easat-4802	118	28	-	-	PUNCT
easat-4802	118	29	score	score	NOUN
easat-4802	118	30	.	.	PUNCT
easat-4802	119	1	performance	performance	NOUN
easat-4802	119	2	metrics	metric	NOUN
easat-4802	119	3	such	such	ADJ
easat-4802	119	4	as	as	ADP
easat-4802	119	5	map	map	NOUN
easat-4802	119	6	,	,	PUNCT
easat-4802	119	7	precision	precision	NOUN
easat-4802	119	8	,	,	PUNCT
easat-4802	119	9	recall	recall	NOUN
easat-4802	119	10	,	,	PUNCT
easat-4802	119	11	and	and	CCONJ
easat-4802	119	12	f1	f1	NOUN
easat-4802	119	13	-	-	PUNCT
easat-4802	119	14	score	score	NOUN
easat-4802	119	15	are	be	AUX
easat-4802	119	16	utilized	utilize	VERB
easat-4802	119	17	in	in	ADP
easat-4802	119	18	this	this	DET
easat-4802	119	19	study	study	NOUN
easat-4802	119	20	to	to	PART
easat-4802	119	21	measure	measure	VERB
easat-4802	119	22	the	the	DET
easat-4802	119	23	accuracy	accuracy	NOUN
easat-4802	119	24	and	and	CCONJ
easat-4802	119	25	balance	balance	NOUN
easat-4802	119	26	of	of	ADP
easat-4802	119	27	yolov8	yolov8	PROPN
easat-4802	119	28	and	and	CCONJ
easat-4802	119	29	cnn	cnn	PROPN
easat-4802	119	30	models	model	NOUN
easat-4802	119	31	in	in	ADP
easat-4802	119	32	identifying	identify	VERB
easat-4802	119	33	pineapple	pineapple	NOUN
easat-4802	119	34	ripeness	ripeness	NOUN
easat-4802	119	35	from	from	ADP
easat-4802	119	36	images	image	NOUN
easat-4802	119	37	.	.	PUNCT
easat-4802	120	1	these	these	DET
easat-4802	120	2	metrics	metric	NOUN
easat-4802	120	3	provide	provide	VERB
easat-4802	120	4	an	an	DET
easat-4802	120	5	objective	objective	ADJ
easat-4802	120	6	evaluation	evaluation	NOUN
easat-4802	120	7	of	of	ADP
easat-4802	120	8	the	the	DET
easat-4802	120	9	models	model	NOUN
easat-4802	120	10	'	'	PART
easat-4802	120	11	precision	precision	NOUN
easat-4802	120	12	,	,	PUNCT
easat-4802	120	13	detection	detection	NOUN
easat-4802	120	14	capabilities	capability	NOUN
easat-4802	120	15	,	,	PUNCT
easat-4802	120	16	and	and	CCONJ
easat-4802	120	17	reliability	reliability	NOUN
easat-4802	120	18	in	in	ADP
easat-4802	120	19	this	this	DET
easat-4802	120	20	task	task	NOUN
easat-4802	120	21	.	.	PUNCT
easat-4802	121	1	figure	figure	NOUN
easat-4802	121	2	1	1	NUM
easat-4802	121	3	shows	show	VERB
easat-4802	121	4	the	the	DET
easat-4802	121	5	workflow	workflow	NOUN
easat-4802	121	6	stages	stage	NOUN
easat-4802	121	7	of	of	ADP
easat-4802	121	8	the	the	DET
easat-4802	121	9	program	program	NOUN
easat-4802	121	10	implementing	implement	VERB
easat-4802	121	11	yolov8	yolov8	NOUN
easat-4802	121	12	detection	detection	NOUN
easat-4802	121	13	and	and	CCONJ
easat-4802	121	14	cnn	cnn	PROPN
easat-4802	121	15	classification	classification	NOUN
easat-4802	121	16	.	.	PUNCT
easat-4802	122	1	1532	1532	NUM
easat-4802	122	2	edelweiss	edelweiss	PROPN
easat-4802	122	3	applied	apply	VERB
easat-4802	122	4	science	science	NOUN
easat-4802	122	5	and	and	CCONJ
easat-4802	122	6	technology	technology	NOUN
easat-4802	122	7	issn	issn	PROPN
easat-4802	122	8	:	:	PUNCT
easat-4802	122	9	2576	2576	NUM
easat-4802	122	10	-	-	SYM
easat-4802	122	11	8484	8484	NUM
easat-4802	122	12	vol	vol	NOUN
easat-4802	122	13	.	.	PROPN
easat-4802	123	1	9	9	NUM
easat-4802	123	2	,	,	PUNCT
easat-4802	123	3	no	no	INTJ
easat-4802	123	4	.	.	NOUN
easat-4802	123	5	2	2	NUM
easat-4802	123	6	:	:	SYM
easat-4802	123	7	1528	1528	NUM
easat-4802	123	8	-	-	SYM
easat-4802	123	9	1543	1543	NUM
easat-4802	123	10	,	,	PUNCT
easat-4802	123	11	2025	2025	NUM
easat-4802	123	12	doi	doi	NOUN
easat-4802	123	13	:	:	PUNCT
easat-4802	123	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	123	15	©	©	PROPN
easat-4802	123	16	2025	2025	NUM
easat-4802	123	17	by	by	ADP
easat-4802	123	18	the	the	DET
easat-4802	123	19	authors	author	NOUN
easat-4802	123	20	;	;	PUNCT
easat-4802	123	21	licensee	licensee	PROPN
easat-4802	123	22	learning	learn	VERB
easat-4802	123	23	gate	gate	NOUN
easat-4802	123	24	figure	figure	NOUN
easat-4802	123	25	1	1	NUM
easat-4802	123	26	.	.	PUNCT
easat-4802	123	27	program	program	NOUN
easat-4802	123	28	flowchart	flowchart	PROPN
easat-4802	123	29	.	.	PUNCT
easat-4802	124	1	based	base	VERB
easat-4802	124	2	on	on	ADP
easat-4802	124	3	figure	figure	NOUN
easat-4802	124	4	1	1	NUM
easat-4802	124	5	,	,	PUNCT
easat-4802	124	6	the	the	DET
easat-4802	124	7	process	process	NOUN
easat-4802	124	8	begins	begin	VERB
easat-4802	124	9	with	with	ADP
easat-4802	124	10	data	datum	NOUN
easat-4802	124	11	collection	collection	NOUN
easat-4802	124	12	,	,	PUNCT
easat-4802	124	13	where	where	SCONJ
easat-4802	124	14	images	image	NOUN
easat-4802	124	15	of	of	ADP
easat-4802	124	16	pineapples	pineapple	NOUN
easat-4802	124	17	at	at	ADP
easat-4802	124	18	various	various	ADJ
easat-4802	124	19	ripeness	ripeness	NOUN
easat-4802	124	20	stages	stage	NOUN
easat-4802	124	21	are	be	AUX
easat-4802	124	22	gathered	gather	VERB
easat-4802	124	23	along	along	ADP
easat-4802	124	24	with	with	ADP
easat-4802	124	25	related	related	ADJ
easat-4802	124	26	metadata	metadata	NOUN
easat-4802	124	27	,	,	PUNCT
easat-4802	124	28	such	such	ADJ
easat-4802	124	29	as	as	ADP
easat-4802	124	30	lighting	lighting	NOUN
easat-4802	124	31	conditions	condition	NOUN
easat-4802	124	32	and	and	CCONJ
easat-4802	124	33	angles	angle	NOUN
easat-4802	124	34	.	.	PUNCT
easat-4802	125	1	this	this	DET
easat-4802	125	2	step	step	NOUN
easat-4802	125	3	ensures	ensure	VERB
easat-4802	125	4	a	a	DET
easat-4802	125	5	diverse	diverse	ADJ
easat-4802	125	6	and	and	CCONJ
easat-4802	125	7	representative	representative	ADJ
easat-4802	125	8	dataset	dataset	NOUN
easat-4802	125	9	.	.	PUNCT
easat-4802	126	1	next	next	ADV
easat-4802	126	2	,	,	PUNCT
easat-4802	126	3	the	the	DET
easat-4802	126	4	images	image	NOUN
easat-4802	126	5	undergo	undergo	VERB
easat-4802	126	6	preprocessing	preprocessing	NOUN
easat-4802	126	7	,	,	PUNCT
easat-4802	126	8	which	which	PRON
easat-4802	126	9	includes	include	VERB
easat-4802	126	10	several	several	ADJ
easat-4802	126	11	sub	sub	NOUN
easat-4802	126	12	-	-	NOUN
easat-4802	126	13	processes	process	NOUN
easat-4802	126	14	to	to	PART
easat-4802	126	15	enhance	enhance	VERB
easat-4802	126	16	their	their	PRON
easat-4802	126	17	quality	quality	NOUN
easat-4802	126	18	and	and	CCONJ
easat-4802	126	19	usability	usability	NOUN
easat-4802	126	20	.	.	PUNCT
easat-4802	127	1	normalization	normalization	NOUN
easat-4802	127	2	adjusts	adjust	VERB
easat-4802	127	3	the	the	DET
easat-4802	127	4	pixel	pixel	ADJ
easat-4802	127	5	values	value	NOUN
easat-4802	127	6	of	of	ADP
easat-4802	127	7	the	the	DET
easat-4802	127	8	images	image	NOUN
easat-4802	127	9	to	to	ADP
easat-4802	127	10	a	a	DET
easat-4802	127	11	standard	standard	ADJ
easat-4802	127	12	range	range	NOUN
easat-4802	127	13	,	,	PUNCT
easat-4802	127	14	such	such	ADJ
easat-4802	127	15	as	as	ADP
easat-4802	127	16	[	[	X
easat-4802	127	17	0	0	NUM
easat-4802	127	18	,	,	PUNCT
easat-4802	127	19	1	1	NUM
easat-4802	127	20	]	]	PUNCT
easat-4802	127	21	or	or	CCONJ
easat-4802	127	22	[	[	X
easat-4802	127	23	-1	-1	X
easat-4802	127	24	,	,	PUNCT
easat-4802	127	25	1	1	NUM
easat-4802	127	26	]	]	PUNCT
easat-4802	127	27	,	,	PUNCT
easat-4802	127	28	which	which	PRON
easat-4802	127	29	helps	help	VERB
easat-4802	127	30	stabilize	stabilize	VERB
easat-4802	127	31	the	the	DET
easat-4802	127	32	training	training	NOUN
easat-4802	127	33	process	process	NOUN
easat-4802	127	34	and	and	CCONJ
easat-4802	127	35	improve	improve	VERB
easat-4802	127	36	model	model	NOUN
easat-4802	127	37	convergence	convergence	NOUN
easat-4802	127	38	.	.	PUNCT
easat-4802	128	1	resizing	resizing	NOUN
easat-4802	128	2	ensures	ensure	VERB
easat-4802	128	3	all	all	DET
easat-4802	128	4	images	image	NOUN
easat-4802	128	5	are	be	AUX
easat-4802	128	6	of	of	ADP
easat-4802	128	7	uniform	uniform	ADJ
easat-4802	128	8	size	size	NOUN
easat-4802	128	9	,	,	PUNCT
easat-4802	128	10	consistent	consistent	ADJ
easat-4802	128	11	with	with	ADP
easat-4802	128	12	the	the	DET
easat-4802	128	13	requirements	requirement	NOUN
easat-4802	128	14	of	of	ADP
easat-4802	128	15	the	the	DET
easat-4802	128	16	yolov8	yolov8	PROPN
easat-4802	128	17	model	model	NOUN
easat-4802	128	18	,	,	PUNCT
easat-4802	128	19	which	which	PRON
easat-4802	128	20	is	be	AUX
easat-4802	128	21	crucial	crucial	ADJ
easat-4802	128	22	for	for	ADP
easat-4802	128	23	neural	neural	ADJ
easat-4802	128	24	network	network	NOUN
easat-4802	128	25	training	training	NOUN
easat-4802	128	26	.	.	PUNCT
easat-4802	129	1	data	datum	NOUN
easat-4802	129	2	augmentation	augmentation	NOUN
easat-4802	129	3	applies	apply	VERB
easat-4802	129	4	transformations	transformation	NOUN
easat-4802	129	5	such	such	ADJ
easat-4802	129	6	as	as	ADP
easat-4802	129	7	rotation	rotation	NOUN
easat-4802	129	8	(	(	PUNCT
easat-4802	129	9	up	up	ADP
easat-4802	129	10	to	to	PART
easat-4802	129	11	30	30	NUM
easat-4802	129	12	°	°	NUM
easat-4802	129	13	)	)	PUNCT
easat-4802	129	14	,	,	PUNCT
easat-4802	129	15	flipping	flip	VERB
easat-4802	129	16	,	,	PUNCT
easat-4802	129	17	cropping	cropping	NOUN
easat-4802	129	18	,	,	PUNCT
easat-4802	129	19	and	and	CCONJ
easat-4802	129	20	scaling	scale	VERB
easat-4802	129	21	to	to	ADP
easat-4802	129	22	the	the	DET
easat-4802	129	23	images	image	NOUN
easat-4802	129	24	,	,	PUNCT
easat-4802	129	25	increasing	increase	VERB
easat-4802	129	26	the	the	DET
easat-4802	129	27	diversity	diversity	NOUN
easat-4802	129	28	of	of	ADP
easat-4802	129	29	the	the	DET
easat-4802	129	30	training	training	NOUN
easat-4802	129	31	dataset	dataset	NOUN
easat-4802	129	32	and	and	CCONJ
easat-4802	129	33	reducing	reduce	VERB
easat-4802	129	34	overfitting	overfitting	NOUN
easat-4802	129	35	by	by	ADP
easat-4802	129	36	simulating	simulate	VERB
easat-4802	129	37	variations	variation	NOUN
easat-4802	129	38	.	.	PUNCT
easat-4802	130	1	optionally	optionally	ADV
easat-4802	130	2	,	,	PUNCT
easat-4802	130	3	image	image	NOUN
easat-4802	130	4	segmentation	segmentation	NOUN
easat-4802	130	5	isolates	isolate	VERB
easat-4802	130	6	the	the	DET
easat-4802	130	7	regions	region	NOUN
easat-4802	130	8	of	of	ADP
easat-4802	130	9	interest	interest	NOUN
easat-4802	130	10	(	(	PUNCT
easat-4802	130	11	the	the	DET
easat-4802	130	12	pineapples	pineapple	NOUN
easat-4802	130	13	)	)	PUNCT
easat-4802	130	14	,	,	PUNCT
easat-4802	130	15	depending	depend	VERB
easat-4802	130	16	on	on	ADP
easat-4802	130	17	the	the	DET
easat-4802	130	18	quality	quality	NOUN
easat-4802	130	19	of	of	ADP
easat-4802	130	20	the	the	DET
easat-4802	130	21	images	image	NOUN
easat-4802	130	22	and	and	CCONJ
easat-4802	130	23	the	the	DET
easat-4802	130	24	specific	specific	ADJ
easat-4802	130	25	requirements	requirement	NOUN
easat-4802	130	26	of	of	ADP
easat-4802	130	27	the	the	DET
easat-4802	130	28	yolov8	yolov8	PROPN
easat-4802	130	29	model	model	PROPN
easat-4802	130	30	.	.	PUNCT
easat-4802	131	1	with	with	ADP
easat-4802	131	2	preprocessed	preprocesse	VERB
easat-4802	131	3	data	datum	NOUN
easat-4802	131	4	,	,	PUNCT
easat-4802	131	5	the	the	DET
easat-4802	131	6	yolov8	yolov8	PROPN
easat-4802	131	7	model	model	PROPN
easat-4802	131	8	undergoes	undergo	VERB
easat-4802	131	9	training	training	NOUN
easat-4802	131	10	and	and	CCONJ
easat-4802	131	11	validation	validation	NOUN
easat-4802	131	12	.	.	PUNCT
easat-4802	132	1	the	the	DET
easat-4802	132	2	dataset	dataset	NOUN
easat-4802	132	3	is	be	AUX
easat-4802	132	4	split	split	VERB
easat-4802	132	5	into	into	ADP
easat-4802	132	6	training	training	NOUN
easat-4802	132	7	and	and	CCONJ
easat-4802	132	8	validation	validation	NOUN
easat-4802	132	9	sets	set	NOUN
easat-4802	132	10	,	,	PUNCT
easat-4802	132	11	and	and	CCONJ
easat-4802	132	12	the	the	DET
easat-4802	132	13	yolov8	yolov8	NOUN
easat-4802	132	14	model	model	NOUN
easat-4802	132	15	is	be	AUX
easat-4802	132	16	trained	train	VERB
easat-4802	132	17	to	to	PART
easat-4802	132	18	detect	detect	VERB
easat-4802	132	19	pineapples	pineapple	NOUN
easat-4802	132	20	in	in	ADP
easat-4802	132	21	the	the	DET
easat-4802	132	22	images	image	NOUN
easat-4802	132	23	.	.	PUNCT
easat-4802	133	1	model	model	NOUN
easat-4802	133	2	validation	validation	NOUN
easat-4802	133	3	ensures	ensure	VERB
easat-4802	133	4	accurate	accurate	ADJ
easat-4802	133	5	pineapple	pineapple	NOUN
easat-4802	133	6	detection	detection	NOUN
easat-4802	133	7	.	.	PUNCT
easat-4802	134	1	detected	detect	VERB
easat-4802	134	2	pineapples	pineapple	NOUN
easat-4802	134	3	are	be	AUX
easat-4802	134	4	then	then	ADV
easat-4802	134	5	extracted	extract	VERB
easat-4802	134	6	using	use	VERB
easat-4802	134	7	the	the	DET
easat-4802	134	8	bounding	bounding	NOUN
easat-4802	134	9	boxes	box	NOUN
easat-4802	134	10	predicted	predict	VERB
easat-4802	134	11	by	by	ADP
easat-4802	134	12	the	the	DET
easat-4802	134	13	yolov8	yolov8	PROPN
easat-4802	134	14	model	model	PROPN
easat-4802	134	15	,	,	PUNCT
easat-4802	134	16	cropping	crop	VERB
easat-4802	134	17	the	the	DET
easat-4802	134	18	relevant	relevant	ADJ
easat-4802	134	19	regions	region	NOUN
easat-4802	134	20	from	from	ADP
easat-4802	134	21	the	the	DET
easat-4802	134	22	images	image	NOUN
easat-4802	134	23	.	.	PUNCT
easat-4802	135	1	these	these	DET
easat-4802	135	2	cropped	crop	VERB
easat-4802	135	3	images	image	NOUN
easat-4802	135	4	are	be	AUX
easat-4802	135	5	preprocessed	preprocesse	VERB
easat-4802	135	6	,	,	PUNCT
easat-4802	135	7	if	if	SCONJ
easat-4802	135	8	necessary	necessary	ADJ
easat-4802	135	9	,	,	PUNCT
easat-4802	135	10	tailored	tailor	VERB
easat-4802	135	11	to	to	ADP
easat-4802	135	12	the	the	DET
easat-4802	135	13	cnn	cnn	PROPN
easat-4802	135	14	model	model	NOUN
easat-4802	135	15	's	's	PART
easat-4802	135	16	requirements	requirement	NOUN
easat-4802	135	17	.	.	PUNCT
easat-4802	136	1	the	the	DET
easat-4802	136	2	cnn	cnn	PROPN
easat-4802	136	3	architecture	architecture	NOUN
easat-4802	136	4	included	include	VERB
easat-4802	136	5	three	three	NUM
easat-4802	136	6	convolutional	convolutional	ADJ
easat-4802	136	7	layers	layer	NOUN
easat-4802	136	8	for	for	ADP
easat-4802	136	9	feature	feature	NOUN
easat-4802	136	10	extraction	extraction	NOUN
easat-4802	136	11	,	,	PUNCT
easat-4802	136	12	each	each	PRON
easat-4802	136	13	followed	follow	VERB
easat-4802	136	14	by	by	ADP
easat-4802	136	15	2x2	2x2	NUM
easat-4802	136	16	max	max	NOUN
easat-4802	136	17	-	-	PUNCT
easat-4802	136	18	pooling	pool	VERB
easat-4802	136	19	layers	layer	NOUN
easat-4802	136	20	to	to	PART
easat-4802	136	21	reduce	reduce	VERB
easat-4802	136	22	spatial	spatial	ADJ
easat-4802	136	23	dimensions	dimension	NOUN
easat-4802	136	24	.	.	PUNCT
easat-4802	137	1	two	two	NUM
easat-4802	137	2	fully	fully	ADV
easat-4802	137	3	connected	connect	VERB
easat-4802	137	4	layers	layer	NOUN
easat-4802	137	5	perform	perform	VERB
easat-4802	137	6	final	final	ADJ
easat-4802	137	7	classification	classification	NOUN
easat-4802	137	8	.	.	PUNCT
easat-4802	138	1	the	the	DET
easat-4802	138	2	model	model	NOUN
easat-4802	138	3	trained	train	VERB
easat-4802	138	4	for	for	ADP
easat-4802	138	5	50	50	NUM
easat-4802	138	6	epochs	epoch	NOUN
easat-4802	138	7	with	with	ADP
easat-4802	138	8	a	a	DET
easat-4802	138	9	learning	learn	VERB
easat-4802	138	10	rate	rate	NOUN
easat-4802	138	11	of	of	ADP
easat-4802	138	12	0.001	0.001	NUM
easat-4802	138	13	.	.	PUNCT
easat-4802	139	1	this	this	DET
easat-4802	139	2	architecture	architecture	NOUN
easat-4802	139	3	supports	support	VERB
easat-4802	139	4	high	high	ADJ
easat-4802	139	5	-	-	PUNCT
easat-4802	139	6	speed	speed	NOUN
easat-4802	139	7	classification	classification	NOUN
easat-4802	139	8	across	across	ADP
easat-4802	139	9	various	various	ADJ
easat-4802	139	10	ripeness	ripeness	NOUN
easat-4802	139	11	classes	class	NOUN
easat-4802	139	12	,	,	PUNCT
easat-4802	139	13	integrating	integrate	VERB
easat-4802	139	14	well	well	ADV
easat-4802	139	15	with	with	ADP
easat-4802	139	16	yolov8	yolov8	PROPN
easat-4802	139	17	’s	’s	PART
easat-4802	139	18	efficient	efficient	ADJ
easat-4802	139	19	detection	detection	NOUN
easat-4802	139	20	process	process	NOUN
easat-4802	139	21	.	.	PUNCT
easat-4802	140	1	1533	1533	NUM
easat-4802	140	2	edelweiss	edelweiss	PROPN
easat-4802	140	3	applied	apply	VERB
easat-4802	140	4	science	science	NOUN
easat-4802	140	5	and	and	CCONJ
easat-4802	140	6	technology	technology	NOUN
easat-4802	140	7	issn	issn	PROPN
easat-4802	140	8	:	:	PUNCT
easat-4802	140	9	2576	2576	NUM
easat-4802	140	10	-	-	SYM
easat-4802	140	11	8484	8484	NUM
easat-4802	140	12	vol	vol	NOUN
easat-4802	140	13	.	.	PROPN
easat-4802	141	1	9	9	NUM
easat-4802	141	2	,	,	PUNCT
easat-4802	141	3	no	no	INTJ
easat-4802	141	4	.	.	NOUN
easat-4802	141	5	2	2	NUM
easat-4802	141	6	:	:	SYM
easat-4802	141	7	1528	1528	NUM
easat-4802	141	8	-	-	SYM
easat-4802	141	9	1543	1543	NUM
easat-4802	141	10	,	,	PUNCT
easat-4802	141	11	2025	2025	NUM
easat-4802	141	12	doi	doi	NOUN
easat-4802	141	13	:	:	PUNCT
easat-4802	141	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	141	15	©	©	PROPN
easat-4802	141	16	2025	2025	NUM
easat-4802	141	17	by	by	ADP
easat-4802	141	18	the	the	DET
easat-4802	141	19	authors	author	NOUN
easat-4802	141	20	;	;	PUNCT
easat-4802	141	21	licensee	licensee	PROPN
easat-4802	141	22	learning	learn	VERB
easat-4802	141	23	gate	gate	NOUN
easat-4802	141	24	in	in	ADP
easat-4802	141	25	this	this	DET
easat-4802	141	26	study	study	NOUN
easat-4802	141	27	,	,	PUNCT
easat-4802	141	28	to	to	PART
easat-4802	141	29	train	train	VERB
easat-4802	141	30	data	datum	NOUN
easat-4802	141	31	using	use	VERB
easat-4802	141	32	roboflow	roboflow	NOUN
easat-4802	141	33	and	and	CCONJ
easat-4802	141	34	pycharm	pycharm	VERB
easat-4802	141	35	with	with	ADP
easat-4802	141	36	ultralytics	ultralytic	NOUN
easat-4802	141	37	yolov8	yolov8	PROPN
easat-4802	141	38	.	.	PUNCT
easat-4802	142	1	a	a	DET
easat-4802	142	2	cnn	cnn	NOUN
easat-4802	142	3	with	with	ADP
easat-4802	142	4	convolutional	convolutional	ADJ
easat-4802	142	5	and	and	CCONJ
easat-4802	142	6	pooling	pool	VERB
easat-4802	142	7	layers	layer	NOUN
easat-4802	142	8	was	be	AUX
easat-4802	142	9	employed	employ	VERB
easat-4802	142	10	alongside	alongside	ADP
easat-4802	142	11	the	the	DET
easat-4802	142	12	yolov8	yolov8	NOUN
easat-4802	142	13	architecture	architecture	NOUN
easat-4802	142	14	,	,	PUNCT
easat-4802	142	15	known	know	VERB
easat-4802	142	16	for	for	ADP
easat-4802	142	17	its	its	PRON
easat-4802	142	18	superior	superior	ADJ
easat-4802	142	19	object	object	NOUN
easat-4802	142	20	detection	detection	NOUN
easat-4802	142	21	performance	performance	NOUN
easat-4802	142	22	.	.	PUNCT
easat-4802	143	1	the	the	DET
easat-4802	143	2	cnn	cnn	PROPN
easat-4802	143	3	model	model	NOUN
easat-4802	143	4	integrated	integrate	VERB
easat-4802	143	5	features	feature	NOUN
easat-4802	143	6	such	such	ADJ
easat-4802	143	7	as	as	ADP
easat-4802	143	8	feature	feature	NOUN
easat-4802	143	9	pyramid	pyramid	NOUN
easat-4802	143	10	networks	network	NOUN
easat-4802	143	11	(	(	PUNCT
easat-4802	143	12	fpn	fpn	PROPN
easat-4802	143	13	)	)	PUNCT
easat-4802	143	14	for	for	ADP
easat-4802	143	15	multi	multi	ADJ
easat-4802	143	16	-	-	ADJ
easat-4802	143	17	scale	scale	ADJ
easat-4802	143	18	object	object	NOUN
easat-4802	143	19	detection	detection	NOUN
easat-4802	143	20	.	.	PUNCT
easat-4802	144	1	yolov8	yolov8	NOUN
easat-4802	144	2	excels	excel	VERB
easat-4802	144	3	in	in	ADP
easat-4802	144	4	efficiency	efficiency	NOUN
easat-4802	144	5	by	by	ADP
easat-4802	144	6	performing	perform	VERB
easat-4802	144	7	object	object	NOUN
easat-4802	144	8	detection	detection	NOUN
easat-4802	144	9	in	in	ADP
easat-4802	144	10	a	a	DET
easat-4802	144	11	single	single	ADJ
easat-4802	144	12	pass	pass	NOUN
easat-4802	144	13	through	through	ADP
easat-4802	144	14	the	the	DET
easat-4802	144	15	network	network	NOUN
easat-4802	144	16	,	,	PUNCT
easat-4802	144	17	making	make	VERB
easat-4802	144	18	it	it	PRON
easat-4802	144	19	suitable	suitable	ADJ
easat-4802	144	20	for	for	ADP
easat-4802	144	21	applications	application	NOUN
easat-4802	144	22	requiring	require	VERB
easat-4802	144	23	rapid	rapid	ADJ
easat-4802	144	24	and	and	CCONJ
easat-4802	144	25	accurate	accurate	ADJ
easat-4802	144	26	object	object	NOUN
easat-4802	144	27	detection	detection	NOUN
easat-4802	144	28	in	in	ADP
easat-4802	144	29	images	image	NOUN
easat-4802	144	30	.	.	PUNCT
easat-4802	145	1	the	the	DET
easat-4802	145	2	model	model	NOUN
easat-4802	145	3	is	be	AUX
easat-4802	145	4	continually	continually	ADV
easat-4802	145	5	refined	refine	VERB
easat-4802	145	6	with	with	ADP
easat-4802	145	7	optimizations	optimization	NOUN
easat-4802	145	8	aimed	aim	VERB
easat-4802	145	9	at	at	ADP
easat-4802	145	10	improving	improve	VERB
easat-4802	145	11	speed	speed	NOUN
easat-4802	145	12	and	and	CCONJ
easat-4802	145	13	accuracy	accuracy	NOUN
easat-4802	145	14	,	,	PUNCT
easat-4802	145	15	maintaining	maintain	VERB
easat-4802	145	16	its	its	PRON
easat-4802	145	17	relevance	relevance	NOUN
easat-4802	145	18	across	across	ADP
easat-4802	145	19	various	various	ADJ
easat-4802	145	20	real	real	ADJ
easat-4802	145	21	-	-	PUNCT
easat-4802	145	22	world	world	NOUN
easat-4802	145	23	scenarios	scenario	NOUN
easat-4802	145	24	.	.	PUNCT
easat-4802	146	1	yolov8	yolov8	NOUN
easat-4802	146	2	is	be	AUX
easat-4802	146	3	an	an	DET
easat-4802	146	4	object	object	NOUN
easat-4802	146	5	detection	detection	NOUN
easat-4802	146	6	model	model	NOUN
easat-4802	146	7	that	that	PRON
easat-4802	146	8	builds	build	VERB
easat-4802	146	9	upon	upon	SCONJ
easat-4802	146	10	the	the	DET
easat-4802	146	11	principles	principle	NOUN
easat-4802	146	12	of	of	ADP
easat-4802	146	13	previous	previous	ADJ
easat-4802	146	14	yolo	yolo	ADJ
easat-4802	146	15	versions	version	NOUN
easat-4802	146	16	but	but	CCONJ
easat-4802	146	17	with	with	ADP
easat-4802	146	18	improvements	improvement	NOUN
easat-4802	146	19	in	in	ADP
easat-4802	146	20	accuracy	accuracy	NOUN
easat-4802	146	21	and	and	CCONJ
easat-4802	146	22	efficiency	efficiency	NOUN
easat-4802	146	23	.	.	PUNCT
easat-4802	147	1	in	in	ADP
easat-4802	147	2	the	the	DET
easat-4802	147	3	yolov8	yolov8	NOUN
easat-4802	147	4	stages	stage	NOUN
easat-4802	147	5	,	,	PUNCT
easat-4802	147	6	there	there	PRON
easat-4802	147	7	are	be	VERB
easat-4802	147	8	several	several	ADJ
easat-4802	147	9	calculation	calculation	NOUN
easat-4802	147	10	steps	step	NOUN
easat-4802	147	11	,	,	PUNCT
easat-4802	147	12	including	include	VERB
easat-4802	147	13	bounding	bound	VERB
easat-4802	147	14	box	box	NOUN
easat-4802	147	15	prediction	prediction	NOUN
easat-4802	147	16	,	,	PUNCT
easat-4802	147	17	confidence	confidence	NOUN
easat-4802	147	18	score	score	NOUN
easat-4802	147	19	,	,	PUNCT
easat-4802	147	20	class	class	NOUN
easat-4802	147	21	prediction	prediction	NOUN
easat-4802	147	22	,	,	PUNCT
easat-4802	147	23	and	and	CCONJ
easat-4802	147	24	loss	loss	NOUN
easat-4802	147	25	function	function	NOUN
easat-4802	147	26	.	.	PUNCT
easat-4802	148	1	in	in	ADP
easat-4802	148	2	the	the	DET
easat-4802	148	3	bounding	bounding	NOUN
easat-4802	148	4	box	box	NOUN
easat-4802	148	5	prediction	prediction	NOUN
easat-4802	148	6	,	,	PUNCT
easat-4802	148	7	each	each	DET
easat-4802	148	8	grid	grid	NOUN
easat-4802	148	9	cell	cell	NOUN
easat-4802	148	10	predicts	predict	VERB
easat-4802	148	11	b	b	X
easat-4802	148	12	bounding	bounding	NOUN
easat-4802	148	13	boxes	box	NOUN
easat-4802	148	14	and	and	CCONJ
easat-4802	148	15	confidence	confidence	NOUN
easat-4802	148	16	scores	score	NOUN
easat-4802	148	17	for	for	ADP
easat-4802	148	18	those	those	DET
easat-4802	148	19	boxes	box	NOUN
easat-4802	148	20	.	.	PUNCT
easat-4802	149	1	a	a	DET
easat-4802	149	2	bounding	bounding	NOUN
easat-4802	149	3	box	box	NOUN
easat-4802	149	4	is	be	AUX
easat-4802	149	5	defined	define	VERB
easat-4802	149	6	by	by	ADP
easat-4802	149	7	:	:	PUNCT
easat-4802	149	8	𝐵𝑜𝑢𝑛𝑑𝑖𝑛𝑔	𝐵𝑜𝑢𝑛𝑑𝑖𝑛𝑔	PROPN
easat-4802	149	9	𝐵𝑜𝑥	𝐵𝑜𝑥	PROPN
easat-4802	149	10	=	=	SYM
easat-4802	149	11	(	(	PUNCT
easat-4802	149	12	𝑥	𝑥	PROPN
easat-4802	149	13	,	,	PUNCT
easat-4802	149	14	𝑦	𝑦	NOUN
easat-4802	149	15	,	,	PUNCT
easat-4802	149	16	𝑤	𝑤	ADP
easat-4802	149	17	,	,	PUNCT
easat-4802	149	18	ℎ	ℎ	PROPN
easat-4802	149	19	)	)	PUNCT
easat-4802	149	20	(	(	PUNCT
easat-4802	149	21	1	1	X
easat-4802	149	22	)	)	PUNCT
easat-4802	149	23	where	where	SCONJ
easat-4802	149	24	(	(	PUNCT
easat-4802	149	25	x	x	NOUN
easat-4802	149	26	,	,	PUNCT
easat-4802	149	27	y	y	NOUN
easat-4802	149	28	)	)	PUNCT
easat-4802	149	29	is	be	AUX
easat-4802	149	30	the	the	DET
easat-4802	149	31	center	center	NOUN
easat-4802	149	32	of	of	ADP
easat-4802	149	33	the	the	DET
easat-4802	149	34	box	box	NOUN
easat-4802	149	35	relative	relative	ADJ
easat-4802	149	36	to	to	ADP
easat-4802	149	37	the	the	DET
easat-4802	149	38	bounds	bound	NOUN
easat-4802	149	39	of	of	ADP
easat-4802	149	40	the	the	DET
easat-4802	149	41	grid	grid	NOUN
easat-4802	149	42	cell	cell	NOUN
easat-4802	149	43	,	,	PUNCT
easat-4802	149	44	and	and	CCONJ
easat-4802	149	45	w	w	NOUN
easat-4802	149	46	and	and	CCONJ
easat-4802	149	47	h	h	NOUN
easat-4802	149	48	are	be	AUX
easat-4802	149	49	the	the	DET
easat-4802	149	50	width	width	ADJ
easat-4802	149	51	and	and	CCONJ
easat-4802	149	52	height	height	NOUN
easat-4802	149	53	of	of	ADP
easat-4802	149	54	the	the	DET
easat-4802	149	55	box	box	NOUN
easat-4802	149	56	relative	relative	ADJ
easat-4802	149	57	to	to	ADP
easat-4802	149	58	the	the	DET
easat-4802	149	59	entire	entire	ADJ
easat-4802	149	60	image	image	NOUN
easat-4802	149	61	.	.	PUNCT
easat-4802	150	1	in	in	ADP
easat-4802	150	2	the	the	DET
easat-4802	150	3	confidence	confidence	NOUN
easat-4802	150	4	score	score	NOUN
easat-4802	150	5	,	,	PUNCT
easat-4802	150	6	each	each	DET
easat-4802	150	7	bounding	bounding	NOUN
easat-4802	150	8	box	box	NOUN
easat-4802	150	9	has	have	VERB
easat-4802	150	10	a	a	DET
easat-4802	150	11	confidence	confidence	NOUN
easat-4802	150	12	score	score	NOUN
easat-4802	150	13	that	that	PRON
easat-4802	150	14	reflects	reflect	VERB
easat-4802	150	15	the	the	DET
easat-4802	150	16	probability	probability	NOUN
easat-4802	150	17	that	that	SCONJ
easat-4802	150	18	the	the	DET
easat-4802	150	19	box	box	NOUN
easat-4802	150	20	contains	contain	VERB
easat-4802	150	21	an	an	DET
easat-4802	150	22	object	object	NOUN
easat-4802	150	23	and	and	CCONJ
easat-4802	150	24	the	the	DET
easat-4802	150	25	accuracy	accuracy	NOUN
easat-4802	150	26	of	of	ADP
easat-4802	150	27	the	the	DET
easat-4802	150	28	bounding	bounding	NOUN
easat-4802	150	29	box	box	NOUN
easat-4802	150	30	.	.	PUNCT
easat-4802	151	1	the	the	DET
easat-4802	151	2	confidence	confidence	NOUN
easat-4802	151	3	score	score	NOUN
easat-4802	151	4	is	be	AUX
easat-4802	151	5	defined	define	VERB
easat-4802	151	6	as	as	ADP
easat-4802	151	7	:	:	PUNCT
easat-4802	151	8	𝐶𝑜𝑛𝑓𝑖𝑑𝑒𝑛𝑐𝑒	𝐶𝑜𝑛𝑓𝑖𝑑𝑒𝑛𝑐𝑒	PROPN
easat-4802	151	9	=	=	SYM
easat-4802	151	10	𝑃	𝑃	PROPN
easat-4802	151	11	(	(	PUNCT
easat-4802	151	12	𝑂𝑏𝑗𝑒𝑐𝑡)𝑥	𝑂𝑏𝑗𝑒𝑐𝑡)𝑥	NOUN
easat-4802	151	13	𝐼𝑂𝑈𝑝𝑟𝑒𝑑,𝑡𝑟𝑢𝑡ℎ	𝐼𝑂𝑈𝑝𝑟𝑒𝑑,𝑡𝑟𝑢𝑡ℎ	PROPN
easat-4802	151	14	(	(	PUNCT
easat-4802	151	15	2	2	NUM
easat-4802	151	16	)	)	PUNCT
easat-4802	151	17	where	where	SCONJ
easat-4802	151	18	p(object	p(object	NOUN
easat-4802	151	19	)	)	PUNCT
easat-4802	151	20	is	be	AUX
easat-4802	151	21	the	the	DET
easat-4802	151	22	probability	probability	NOUN
easat-4802	151	23	of	of	ADP
easat-4802	151	24	an	an	DET
easat-4802	151	25	object	object	NOUN
easat-4802	151	26	being	be	AUX
easat-4802	151	27	present	present	ADJ
easat-4802	151	28	in	in	ADP
easat-4802	151	29	the	the	DET
easat-4802	151	30	box	box	NOUN
easat-4802	151	31	and	and	CCONJ
easat-4802	151	32	𝐼𝑂𝑈𝑝𝑟𝑒𝑑,𝑡𝑟𝑢𝑡ℎ	𝐼𝑂𝑈𝑝𝑟𝑒𝑑,𝑡𝑟𝑢𝑡ℎ	PROPN
easat-4802	151	33	is	be	AUX
easat-4802	151	34	the	the	DET
easat-4802	151	35	intersection	intersection	NOUN
easat-4802	151	36	over	over	ADP
easat-4802	151	37	union	union	NOUN
easat-4802	151	38	between	between	ADP
easat-4802	151	39	the	the	DET
easat-4802	151	40	predicted	predict	VERB
easat-4802	151	41	box	box	NOUN
easat-4802	151	42	and	and	CCONJ
easat-4802	151	43	the	the	DET
easat-4802	151	44	ground	ground	NOUN
easat-4802	151	45	truth	truth	NOUN
easat-4802	151	46	box	box	PROPN
easat-4802	151	47	.	.	PUNCT
easat-4802	152	1	in	in	ADP
easat-4802	152	2	the	the	DET
easat-4802	152	3	class	class	NOUN
easat-4802	152	4	prediction	prediction	NOUN
easat-4802	152	5	,	,	PUNCT
easat-4802	152	6	each	each	DET
easat-4802	152	7	grid	grid	NOUN
easat-4802	152	8	cell	cell	NOUN
easat-4802	152	9	also	also	ADV
easat-4802	152	10	predicts	predict	VERB
easat-4802	152	11	c	c	ADP
easat-4802	152	12	conditional	conditional	ADJ
easat-4802	152	13	class	class	NOUN
easat-4802	152	14	probabilities	probability	NOUN
easat-4802	152	15	.	.	PUNCT
easat-4802	153	1	the	the	DET
easat-4802	153	2	final	final	ADJ
easat-4802	153	3	prediction	prediction	NOUN
easat-4802	153	4	score	score	NOUN
easat-4802	153	5	for	for	ADP
easat-4802	153	6	each	each	DET
easat-4802	153	7	class	class	NOUN
easat-4802	153	8	is	be	AUX
easat-4802	153	9	:	:	PUNCT
easat-4802	153	10	𝐶𝑙𝑎𝑠𝑠	𝐶𝑙𝑎𝑠𝑠	PROPN
easat-4802	153	11	𝑆𝑐𝑜𝑟𝑒	𝑆𝑐𝑜𝑟𝑒	PROPN
easat-4802	153	12	=	=	PUNCT
easat-4802	153	13	𝑃	𝑃	PROPN
easat-4802	153	14	(	(	PUNCT
easat-4802	153	15	𝑂𝑏𝑗𝑒𝑐𝑡)𝑥	𝑂𝑏𝑗𝑒𝑐𝑡)𝑥	NOUN
easat-4802	153	16	𝐶𝑜𝑛𝑓𝑖𝑑𝑒𝑛𝑐𝑒	𝐶𝑜𝑛𝑓𝑖𝑑𝑒𝑛𝑐𝑒	PROPN
easat-4802	153	17	(	(	PUNCT
easat-4802	153	18	3	3	NUM
easat-4802	153	19	)	)	PUNCT
easat-4802	153	20	where	where	SCONJ
easat-4802	153	21	𝑃	𝑃	PROPN
easat-4802	153	22	(	(	PUNCT
easat-4802	153	23	𝑂𝑏𝑗𝑒𝑐𝑡	𝑂𝑏𝑗𝑒𝑐𝑡	PROPN
easat-4802	153	24	)	)	PUNCT
easat-4802	153	25	is	be	AUX
easat-4802	153	26	the	the	DET
easat-4802	153	27	conditional	conditional	ADJ
easat-4802	153	28	class	class	NOUN
easat-4802	153	29	probability	probability	NOUN
easat-4802	153	30	given	give	VERB
easat-4802	153	31	that	that	SCONJ
easat-4802	153	32	an	an	DET
easat-4802	153	33	object	object	NOUN
easat-4802	153	34	is	be	AUX
easat-4802	153	35	present	present	ADJ
easat-4802	153	36	.	.	PUNCT
easat-4802	154	1	the	the	DET
easat-4802	154	2	yolo	yolo	ADJ
easat-4802	154	3	loss	loss	NOUN
easat-4802	154	4	function	function	NOUN
easat-4802	154	5	combines	combine	VERB
easat-4802	154	6	classification	classification	NOUN
easat-4802	154	7	loss	loss	NOUN
easat-4802	154	8	,	,	PUNCT
easat-4802	154	9	localization	localization	NOUN
easat-4802	154	10	loss	loss	NOUN
easat-4802	154	11	(	(	PUNCT
easat-4802	154	12	error	error	NOUN
easat-4802	154	13	between	between	ADP
easat-4802	154	14	predicted	predict	VERB
easat-4802	154	15	bounding	bounding	NOUN
easat-4802	154	16	box	box	NOUN
easat-4802	154	17	and	and	CCONJ
easat-4802	154	18	ground	ground	NOUN
easat-4802	154	19	truth	truth	NOUN
easat-4802	154	20	)	)	PUNCT
easat-4802	154	21	,	,	PUNCT
easat-4802	154	22	and	and	CCONJ
easat-4802	154	23	confidence	confidence	NOUN
easat-4802	154	24	loss	loss	NOUN
easat-4802	154	25	(	(	PUNCT
easat-4802	154	26	objectness	objectness	NOUN
easat-4802	154	27	score	score	NOUN
easat-4802	154	28	):	):	PUNCT
easat-4802	154	29	𝐿𝑜𝑠𝑠	𝐿𝑜𝑠𝑠	PROPN
easat-4802	154	30	=	=	PUNCT
easat-4802	154	31	𝜆coord	𝜆coord	NOUN
easat-4802	154	32	∑	∑	ADP
easat-4802	154	33	  	  	SPACE
easat-4802	154	34	𝑠2	𝑠2	NOUN
easat-4802	154	35	𝑖=0	𝑖=0	PROPN
easat-4802	154	36	 	 	SPACE
easat-4802	154	37	∑	∑	DET
easat-4802	154	38	  	  	SPACE
easat-4802	154	39	𝐵	𝐵	NOUN
easat-4802	154	40	𝑗=0	𝑗=0	PUNCT
easat-4802	154	41	 	 	SPACE
easat-4802	155	1	1𝑖𝑗	1𝑖𝑗	NOUN
easat-4802	156	1	𝑜𝑏𝑗	𝑜𝑏𝑗	PROPN
easat-4802	157	1	[	[	X
easat-4802	157	2	(	(	PUNCT
easat-4802	157	3	𝑥𝑖	𝑥𝑖	NUM
easat-4802	157	4	−	−	PROPN
easat-4802	157	5	�	�	PROPN
easat-4802	157	6	̂	̂	SYM
easat-4802	157	7	�	�	NOUN
easat-4802	157	8	𝑖)2	𝑖)2	NOUN
easat-4802	157	9	+	+	CCONJ
easat-4802	157	10	(	(	PUNCT
easat-4802	157	11	𝑦𝑖	𝑦𝑖	PROPN
easat-4802	157	12	−	−	PROPN
easat-4802	157	13	�	�	PROPN
easat-4802	157	14	̂	̂	SYM
easat-4802	157	15	�	�	NOUN
easat-4802	157	16	𝑖)2	𝑖)2	NOUN
easat-4802	157	17	+	+	CCONJ
easat-4802	157	18	(	(	PUNCT
easat-4802	157	19	𝑤𝑖	𝑤𝑖	PRON
easat-4802	157	20	−	−	PROPN
easat-4802	157	21	�	�	NOUN
easat-4802	157	22	̂	̂	SYM
easat-4802	157	23	�	�	NOUN
easat-4802	157	24	𝑖)2	𝑖)2	NOUN
easat-4802	157	25	+	+	CCONJ
easat-4802	157	26	(	(	PUNCT
easat-4802	157	27	ℎ𝑖	ℎ𝑖	INTJ
easat-4802	157	28	−	−	NOUN
easat-4802	157	29	ℎ̂𝑖	ℎ̂𝑖	PROPN
easat-4802	157	30	)	)	PUNCT
easat-4802	157	31	2	2	NUM
easat-4802	157	32	]	]	PUNCT
easat-4802	157	33	+	+	CCONJ
easat-4802	157	34	∑	∑	PART
easat-4802	157	35	  	  	SPACE
easat-4802	157	36	𝑠2	𝑠2	NOUN
easat-4802	157	37	𝑖=0	𝑖=0	PROPN
easat-4802	157	38	 	 	SPACE
easat-4802	157	39	∑	∑	DET
easat-4802	157	40	  	  	SPACE
easat-4802	157	41	𝐵	𝐵	NOUN
easat-4802	157	42	𝑗=0	𝑗=0	PUNCT
easat-4802	157	43	 	 	SPACE
easat-4802	158	1	1𝑖𝑗	1𝑖𝑗	PROPN
easat-4802	158	2	𝑜𝑏𝑗	𝑜𝑏𝑗	PROPN
easat-4802	158	3	(	(	PUNCT
easat-4802	158	4	�	�	PROPN
easat-4802	158	5	̂	̂	SYM
easat-4802	158	6	�	�	NOUN
easat-4802	158	7	𝑖	𝑖	PART
easat-4802	158	8	−	−	PROPN
easat-4802	158	9	𝐶𝑖	𝐶𝑖	PROPN
easat-4802	158	10	)	)	PUNCT
easat-4802	158	11	2	2	NUM
easat-4802	159	1	+	+	CCONJ
easat-4802	159	2	𝜆noobj	𝜆noobj	NOUN
easat-4802	159	3	∑	∑	NOUN
easat-4802	159	4	  	  	SPACE
easat-4802	159	5	𝑠2	𝑠2	NOUN
easat-4802	159	6	𝑖=0	𝑖=0	PROPN
easat-4802	159	7	 	 	SPACE
easat-4802	159	8	∑	∑	DET
easat-4802	159	9	  	  	SPACE
easat-4802	159	10	𝐵	𝐵	NOUN
easat-4802	159	11	𝑗=0	𝑗=0	PUNCT
easat-4802	159	12	 	 	SPACE
easat-4802	160	1	1𝑖𝑗	1𝑖𝑗	NOUN
easat-4802	160	2	𝑛𝑜𝑜𝑏𝑗	𝑛𝑜𝑜𝑏𝑗	PROPN
easat-4802	160	3	(	(	PUNCT
easat-4802	160	4	�	�	PROPN
easat-4802	160	5	̂	̂	SYM
easat-4802	160	6	�	�	NOUN
easat-4802	160	7	𝑖	𝑖	PART
easat-4802	160	8	−	−	PROPN
easat-4802	160	9	𝐶𝑖	𝐶𝑖	PROPN
easat-4802	160	10	)	)	PUNCT
easat-4802	160	11	2	2	NUM
easat-4802	161	1	+	+	CCONJ
easat-4802	161	2	∑	∑	NOUN
easat-4802	161	3	  	  	SPACE
easat-4802	161	4	𝑠2	𝑠2	NOUN
easat-4802	161	5	𝑖=0	𝑖=0	PROPN
easat-4802	161	6	 	 	SPACE
easat-4802	161	7	1𝑖	1𝑖	PROPN
easat-4802	161	8	𝑜𝑏𝑗	𝑜𝑏𝑗	PROPN
easat-4802	161	9	∑	∑	DET
easat-4802	161	10	  	  	SPACE
easat-4802	161	11	𝑐∈	𝑐∈	ADJ
easat-4802	161	12	classss	classss	NOUN
easat-4802	161	13	(	(	PUNCT
easat-4802	161	14	𝑝𝑖(𝑐	𝑝𝑖(𝑐	NOUN
easat-4802	161	15	)	)	PUNCT
easat-4802	161	16	−	−	PRON
easat-4802	161	17	�	�	PROPN
easat-4802	161	18	̂	̂	NOUN
easat-4802	161	19	�	�	NOUN
easat-4802	161	20	𝑖(𝑐))2	𝑖(𝑐))2	NOUN
easat-4802	161	21	(	(	PUNCT
easat-4802	161	22	4	4	NUM
easat-4802	161	23	)	)	PUNCT
easat-4802	161	24	where	where	SCONJ
easat-4802	161	25	𝜆𝑐𝑜𝑜𝑟𝑑	𝜆𝑐𝑜𝑜𝑟𝑑	ADJ
easat-4802	161	26	and	and	CCONJ
easat-4802	161	27	𝜆𝑛𝑜𝑜𝑏𝑗	𝜆𝑛𝑜𝑜𝑏𝑗	PROPN
easat-4802	161	28	are	be	AUX
easat-4802	161	29	constants	constant	NOUN
easat-4802	161	30	that	that	PRON
easat-4802	161	31	determine	determine	VERB
easat-4802	161	32	the	the	DET
easat-4802	161	33	weight	weight	NOUN
easat-4802	161	34	of	of	ADP
easat-4802	161	35	the	the	DET
easat-4802	161	36	coordinate	coordinate	NOUN
easat-4802	161	37	loss	loss	NOUN
easat-4802	161	38	and	and	CCONJ
easat-4802	161	39	the	the	DET
easat-4802	161	40	no	no	DET
easat-4802	161	41	-	-	PUNCT
easat-4802	161	42	object	object	NOUN
easat-4802	161	43	confidence	confidence	NOUN
easat-4802	161	44	loss	loss	NOUN
easat-4802	161	45	.	.	PUNCT
easat-4802	162	1	the	the	DET
easat-4802	162	2	cnn	cnn	PROPN
easat-4802	162	3	model	model	NOUN
easat-4802	162	4	is	be	AUX
easat-4802	162	5	then	then	ADV
easat-4802	162	6	trained	train	VERB
easat-4802	162	7	and	and	CCONJ
easat-4802	162	8	validated	validate	VERB
easat-4802	162	9	using	use	VERB
easat-4802	162	10	the	the	DET
easat-4802	162	11	cropped	crop	VERB
easat-4802	162	12	images	image	NOUN
easat-4802	162	13	to	to	PART
easat-4802	162	14	classify	classify	VERB
easat-4802	162	15	the	the	DET
easat-4802	162	16	ripeness	ripeness	NOUN
easat-4802	162	17	of	of	ADP
easat-4802	162	18	the	the	DET
easat-4802	162	19	pineapples	pineapple	NOUN
easat-4802	162	20	.	.	PUNCT
easat-4802	163	1	this	this	DET
easat-4802	163	2	step	step	NOUN
easat-4802	163	3	involves	involve	VERB
easat-4802	163	4	training	train	VERB
easat-4802	163	5	the	the	DET
easat-4802	163	6	cnn	cnn	PROPN
easat-4802	163	7	model	model	NOUN
easat-4802	163	8	and	and	CCONJ
easat-4802	163	9	validating	validate	VERB
easat-4802	163	10	its	its	PRON
easat-4802	163	11	accuracy	accuracy	NOUN
easat-4802	163	12	in	in	ADP
easat-4802	163	13	classifying	classify	VERB
easat-4802	163	14	the	the	DET
easat-4802	163	15	ripeness	ripeness	NOUN
easat-4802	163	16	stages	stage	NOUN
easat-4802	163	17	.	.	PUNCT
easat-4802	164	1	cnns	cnns	PROPN
easat-4802	164	2	are	be	AUX
easat-4802	164	3	used	use	VERB
easat-4802	164	4	for	for	ADP
easat-4802	164	5	image	image	NOUN
easat-4802	164	6	classification	classification	NOUN
easat-4802	164	7	tasks	task	NOUN
easat-4802	164	8	and	and	CCONJ
easat-4802	164	9	consist	consist	VERB
easat-4802	164	10	of	of	ADP
easat-4802	164	11	several	several	ADJ
easat-4802	164	12	layers	layer	NOUN
easat-4802	164	13	,	,	PUNCT
easat-4802	164	14	including	include	VERB
easat-4802	164	15	convolutional	convolutional	ADJ
easat-4802	164	16	layers	layer	NOUN
easat-4802	164	17	,	,	PUNCT
easat-4802	164	18	pooling	pool	VERB
easat-4802	164	19	layers	layer	NOUN
easat-4802	164	20	,	,	PUNCT
easat-4802	164	21	and	and	CCONJ
easat-4802	164	22	fully	fully	ADV
easat-4802	164	23	connected	connected	ADJ
easat-4802	164	24	layers	layer	NOUN
easat-4802	164	25	[	[	X
easat-4802	164	26	20	20	NUM
easat-4802	164	27	]	]	SYM
easat-4802	164	28	.	.	PUNCT
easat-4802	165	1	1534	1534	NUM
easat-4802	165	2	edelweiss	edelweiss	PROPN
easat-4802	165	3	applied	apply	VERB
easat-4802	165	4	science	science	NOUN
easat-4802	165	5	and	and	CCONJ
easat-4802	165	6	technology	technology	NOUN
easat-4802	165	7	issn	issn	PROPN
easat-4802	165	8	:	:	PUNCT
easat-4802	165	9	2576	2576	NUM
easat-4802	165	10	-	-	SYM
easat-4802	165	11	8484	8484	NUM
easat-4802	165	12	vol	vol	NOUN
easat-4802	165	13	.	.	PROPN
easat-4802	166	1	9	9	NUM
easat-4802	166	2	,	,	PUNCT
easat-4802	166	3	no	no	INTJ
easat-4802	166	4	.	.	NOUN
easat-4802	166	5	2	2	NUM
easat-4802	166	6	:	:	SYM
easat-4802	166	7	1528	1528	NUM
easat-4802	166	8	-	-	SYM
easat-4802	166	9	1543	1543	NUM
easat-4802	166	10	,	,	PUNCT
easat-4802	166	11	2025	2025	NUM
easat-4802	166	12	doi	doi	NOUN
easat-4802	166	13	:	:	PUNCT
easat-4802	166	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	166	15	©	©	PROPN
easat-4802	166	16	2025	2025	NUM
easat-4802	166	17	by	by	ADP
easat-4802	166	18	the	the	DET
easat-4802	166	19	authors	author	NOUN
easat-4802	166	20	;	;	PUNCT
easat-4802	166	21	licensee	licensee	PROPN
easat-4802	166	22	learning	learn	VERB
easat-4802	166	23	gate	gate	NOUN
easat-4802	166	24	in	in	ADP
easat-4802	166	25	the	the	DET
easat-4802	166	26	convolutional	convolutional	ADJ
easat-4802	166	27	layer	layer	NOUN
easat-4802	166	28	,	,	PUNCT
easat-4802	166	29	the	the	DET
easat-4802	166	30	convolution	convolution	NOUN
easat-4802	166	31	operation	operation	NOUN
easat-4802	166	32	involves	involve	VERB
easat-4802	166	33	applying	apply	VERB
easat-4802	166	34	a	a	DET
easat-4802	166	35	filter	filter	NOUN
easat-4802	166	36	to	to	ADP
easat-4802	166	37	an	an	DET
easat-4802	166	38	input	input	NOUN
easat-4802	166	39	to	to	PART
easat-4802	166	40	produce	produce	VERB
easat-4802	166	41	activation	activation	NOUN
easat-4802	166	42	map	map	NOUN
easat-4802	166	43	:	:	PUNCT
easat-4802	166	44	𝐴𝑐𝑡𝑖𝑣𝑎𝑡𝑖𝑜𝑛	𝐴𝑐𝑡𝑖𝑣𝑎𝑡𝑖𝑜𝑛	PROPN
easat-4802	166	45	𝑀𝑎𝑝	𝑀𝑎𝑝	PROPN
easat-4802	166	46	(	(	PUNCT
easat-4802	166	47	𝑖	𝑖	SYM
easat-4802	166	48	,	,	PUNCT
easat-4802	166	49	𝑗	𝑗	NOUN
easat-4802	166	50	)	)	PUNCT
easat-4802	166	51	=	=	SYM
easat-4802	167	1	(	(	PUNCT
easat-4802	167	2	𝑋	𝑋	PROPN
easat-4802	167	3	∗	∗	NOUN
easat-4802	167	4	𝑊)(𝑖	𝑊)(𝑖	PROPN
easat-4802	167	5	,	,	PUNCT
easat-4802	167	6	𝑗	𝑗	NOUN
easat-4802	167	7	)	)	PUNCT
easat-4802	167	8	=	=	SYM
easat-4802	167	9	∑	∑	PUNCT
easat-4802	167	10	∑	∑	PROPN
easat-4802	167	11	𝑋(𝑖	𝑋(𝑖	ADP
easat-4802	167	12	+	+	PROPN
easat-4802	167	13	𝑚	𝑚	PROPN
easat-4802	167	14	,	,	PUNCT
easat-4802	167	15	𝑗	𝑗	PROPN
easat-4802	167	16	+	+	NOUN
easat-4802	167	17	𝑛	𝑛	X
easat-4802	167	18	)	)	PUNCT
easat-4802	167	19	∙	∙	PROPN
easat-4802	167	20	𝑊(𝑚	𝑊(𝑚	PROPN
easat-4802	167	21	,	,	PUNCT
easat-4802	167	22	𝑛	𝑛	NOUN
easat-4802	167	23	)	)	PUNCT
easat-4802	167	24	𝑛𝑚	𝑛𝑚	NOUN
easat-4802	167	25	(	(	PUNCT
easat-4802	167	26	5	5	NUM
easat-4802	167	27	)	)	PUNCT
easat-4802	167	28	where	where	SCONJ
easat-4802	167	29	x	x	PRON
easat-4802	167	30	is	be	AUX
easat-4802	167	31	the	the	DET
easat-4802	167	32	input	input	NOUN
easat-4802	167	33	matrix	matrix	NOUN
easat-4802	167	34	,	,	PUNCT
easat-4802	167	35	w	w	PROPN
easat-4802	167	36	is	be	AUX
easat-4802	167	37	the	the	DET
easat-4802	167	38	filter	filter	NOUN
easat-4802	167	39	matrix	matrix	NOUN
easat-4802	167	40	,	,	PUNCT
easat-4802	167	41	and	and	CCONJ
easat-4802	167	42	(	(	PUNCT
easat-4802	167	43	i	i	PROPN
easat-4802	167	44	,	,	PUNCT
easat-4802	167	45	j	j	PROPN
easat-4802	167	46	)	)	PUNCT
easat-4802	167	47	are	be	AUX
easat-4802	167	48	the	the	DET
easat-4802	167	49	coordinates	coordinate	NOUN
easat-4802	167	50	of	of	ADP
easat-4802	167	51	the	the	DET
easat-4802	167	52	activation	activation	NOUN
easat-4802	167	53	map	map	NOUN
easat-4802	167	54	.	.	PUNCT
easat-4802	168	1	then	then	ADV
easat-4802	168	2	,	,	PUNCT
easat-4802	168	3	the	the	DET
easat-4802	168	4	activation	activation	NOUN
easat-4802	168	5	function	function	NOUN
easat-4802	168	6	(	(	PUNCT
easat-4802	168	7	relu	relu	NOUN
easat-4802	168	8	)	)	PUNCT
easat-4802	168	9	,	,	PUNCT
easat-4802	168	10	the	the	DET
easat-4802	168	11	rectified	rectified	ADJ
easat-4802	168	12	linear	linear	NOUN
easat-4802	168	13	unit	unit	NOUN
easat-4802	168	14	(	(	PUNCT
easat-4802	168	15	relu	relu	NOUN
easat-4802	168	16	)	)	PUNCT
easat-4802	168	17	is	be	AUX
easat-4802	168	18	commonly	commonly	ADV
easat-4802	168	19	used	use	VERB
easat-4802	168	20	to	to	PART
easat-4802	168	21	introduce	introduce	VERB
easat-4802	168	22	non	non	ADJ
easat-4802	168	23	-	-	ADJ
easat-4802	168	24	linearity	linearity	ADJ
easat-4802	168	25	:	:	PUNCT
easat-4802	168	26	𝑅𝑒𝐿𝑈(𝑥	𝑅𝑒𝐿𝑈(𝑥	X
easat-4802	168	27	)	)	PUNCT
easat-4802	168	28	=	=	PUNCT
easat-4802	168	29	𝑚𝑎𝑥	𝑚𝑎𝑥	ADJ
easat-4802	168	30	(	(	PUNCT
easat-4802	168	31	0	0	NUM
easat-4802	168	32	,	,	PUNCT
easat-4802	168	33	𝑥	𝑥	NOUN
easat-4802	168	34	)	)	PUNCT
easat-4802	168	35	(	(	PUNCT
easat-4802	168	36	6	6	NUM
easat-4802	168	37	)	)	PUNCT
easat-4802	168	38	in	in	ADP
easat-4802	168	39	the	the	DET
easat-4802	168	40	pooling	pooling	NOUN
easat-4802	168	41	layer	layer	NOUN
easat-4802	168	42	reduce	reduce	VERB
easat-4802	168	43	the	the	DET
easat-4802	168	44	spatial	spatial	ADJ
easat-4802	168	45	dimensions	dimension	NOUN
easat-4802	168	46	of	of	ADP
easat-4802	168	47	the	the	DET
easat-4802	168	48	input	input	NOUN
easat-4802	168	49	,	,	PUNCT
easat-4802	168	50	commonly	commonly	ADV
easat-4802	168	51	using	use	VERB
easat-4802	168	52	max	max	PROPN
easat-4802	168	53	pooling	pooling	NOUN
easat-4802	168	54	:	:	PUNCT
easat-4802	168	55	𝑀𝑎𝑥	𝑀𝑎𝑥	PROPN
easat-4802	168	56	𝑃𝑜𝑜𝑙	𝑃𝑜𝑜𝑙	PROPN
easat-4802	168	57	(	(	PUNCT
easat-4802	168	58	𝑖	𝑖	PROPN
easat-4802	168	59	,	,	PUNCT
easat-4802	168	60	𝑗	𝑗	NOUN
easat-4802	168	61	)	)	PUNCT
easat-4802	168	62	=	=	VERB
easat-4802	168	63	𝑚𝑎𝑥	𝑚𝑎𝑥	PRON
easat-4802	168	64	𝑚,𝑛	𝑚,𝑛	ADJ
easat-4802	168	65	 	 	SPACE
easat-4802	168	66	(	(	PUNCT
easat-4802	168	67	𝑋(𝑖	𝑋(𝑖	PROPN
easat-4802	168	68	+	+	CCONJ
easat-4802	168	69	𝑚	𝑚	PROPN
easat-4802	168	70	,	,	PUNCT
easat-4802	168	71	𝑗	𝑗	PROPN
easat-4802	168	72	+	+	X
easat-4802	168	73	𝑛	𝑛	NOUN
easat-4802	168	74	)	)	PUNCT
easat-4802	168	75	)	)	PUNCT
easat-4802	169	1	(	(	PUNCT
easat-4802	169	2	7	7	X
easat-4802	169	3	)	)	PUNCT
easat-4802	169	4	where	where	SCONJ
easat-4802	169	5	(	(	PUNCT
easat-4802	169	6	i	i	PROPN
easat-4802	169	7	,	,	PUNCT
easat-4802	169	8	j	j	PROPN
easat-4802	169	9	)	)	PUNCT
easat-4802	169	10	are	be	AUX
easat-4802	169	11	the	the	DET
easat-4802	169	12	coordinates	coordinate	NOUN
easat-4802	169	13	in	in	ADP
easat-4802	169	14	the	the	DET
easat-4802	169	15	pooling	pooling	NOUN
easat-4802	169	16	window	window	NOUN
easat-4802	169	17	.	.	PUNCT
easat-4802	170	1	in	in	ADP
easat-4802	170	2	the	the	DET
easat-4802	170	3	fully	fully	ADV
easat-4802	170	4	connected	connect	VERB
easat-4802	170	5	layers	layer	NOUN
easat-4802	170	6	connect	connect	VERB
easat-4802	170	7	every	every	DET
easat-4802	170	8	neuron	neuron	NOUN
easat-4802	170	9	in	in	ADP
easat-4802	170	10	one	one	NUM
easat-4802	170	11	layer	layer	NOUN
easat-4802	170	12	to	to	ADP
easat-4802	170	13	every	every	DET
easat-4802	170	14	neuron	neuron	NOUN
easat-4802	170	15	in	in	ADP
easat-4802	170	16	another	another	DET
easat-4802	170	17	layer	layer	NOUN
easat-4802	170	18	,	,	PUNCT
easat-4802	170	19	typically	typically	ADV
easat-4802	170	20	represented	represent	VERB
easat-4802	170	21	as	as	ADP
easat-4802	170	22	:	:	PUNCT
easat-4802	170	23	𝑂𝑢𝑡𝑝𝑢𝑡	𝑂𝑢𝑡𝑝𝑢𝑡	PROPN
easat-4802	170	24	=	=	PUNCT
easat-4802	171	1	𝑊	𝑊	VERB
easat-4802	171	2	∙	∙	NOUN
easat-4802	171	3	𝑥	𝑥	PROPN
easat-4802	172	1	+	+	CCONJ
easat-4802	172	2	𝑏	𝑏	PROPN
easat-4802	172	3	(	(	PUNCT
easat-4802	172	4	8)	8)	NUM
easat-4802	172	5	where	where	SCONJ
easat-4802	172	6	w	w	NOUN
easat-4802	172	7	is	be	AUX
easat-4802	172	8	the	the	DET
easat-4802	172	9	weight	weight	NOUN
easat-4802	172	10	matrix	matrix	NOUN
easat-4802	172	11	,	,	PUNCT
easat-4802	172	12	x	x	X
easat-4802	172	13	is	be	AUX
easat-4802	172	14	the	the	DET
easat-4802	172	15	input	input	NOUN
easat-4802	172	16	vector	vector	NOUN
easat-4802	172	17	,	,	PUNCT
easat-4802	172	18	and	and	CCONJ
easat-4802	172	19	b	b	NOUN
easat-4802	172	20	is	be	AUX
easat-4802	172	21	the	the	DET
easat-4802	172	22	bias	bias	NOUN
easat-4802	172	23	vector	vector	NOUN
easat-4802	172	24	.	.	PUNCT
easat-4802	173	1	in	in	ADP
easat-4802	173	2	the	the	DET
easat-4802	173	3	loss	loss	NOUN
easat-4802	173	4	function	function	NOUN
easat-4802	173	5	(	(	PUNCT
easat-4802	173	6	cross	cross	ADJ
easat-4802	173	7	-	-	ADJ
easat-4802	173	8	entropy	entropy	ADJ
easat-4802	173	9	loss	loss	NOUN
easat-4802	173	10	)	)	PUNCT
easat-4802	173	11	,	,	PUNCT
easat-4802	173	12	it	it	PRON
easat-4802	173	13	is	be	AUX
easat-4802	173	14	used	use	VERB
easat-4802	173	15	for	for	ADP
easat-4802	173	16	classification	classification	NOUN
easat-4802	173	17	tasks	task	NOUN
easat-4802	173	18	[	[	X
easat-4802	173	19	21	21	NUM
easat-4802	173	20	]	]	PUNCT
easat-4802	173	21	the	the	DET
easat-4802	173	22	cross	cross	ADJ
easat-4802	173	23	-	-	ADJ
easat-4802	173	24	entropy	entropy	ADJ
easat-4802	173	25	loss	loss	NOUN
easat-4802	173	26	is	be	AUX
easat-4802	173	27	commonly	commonly	ADV
easat-4802	173	28	used	use	VERB
easat-4802	173	29	:	:	PUNCT
easat-4802	173	30	𝐿	𝐿	PROPN
easat-4802	173	31	=	=	SYM
easat-4802	173	32	−	−	PROPN
easat-4802	173	33	∑	∑	PROPN
easat-4802	173	34	𝑦𝑖	𝑦𝑖	PROPN
easat-4802	173	35	log(	log(	PROPN
easat-4802	173	36	�	�	PROPN
easat-4802	173	37	̂	̂	VERB
easat-4802	173	38	�	�	NOUN
easat-4802	173	39	𝑖	𝑖	NUM
easat-4802	173	40	)	)	PUNCT
easat-4802	173	41	𝑖	𝑖	NOUN
easat-4802	173	42	(	(	PUNCT
easat-4802	173	43	9	9	NUM
easat-4802	173	44	)	)	PUNCT
easat-4802	173	45	where	where	SCONJ
easat-4802	173	46	𝑦𝑖	𝑦𝑖	PROPN
easat-4802	173	47	is	be	AUX
easat-4802	173	48	the	the	DET
easat-4802	173	49	true	true	ADJ
easat-4802	173	50	label	label	NOUN
easat-4802	173	51	,	,	PUNCT
easat-4802	173	52	and	and	CCONJ
easat-4802	173	53	𝑦ˆ𝑖is	𝑦ˆ𝑖is	NOUN
easat-4802	173	54	the	the	DET
easat-4802	173	55	predicted	predict	VERB
easat-4802	173	56	probability	probability	NOUN
easat-4802	173	57	for	for	ADP
easat-4802	173	58	class	class	NOUN
easat-4802	173	59	i.	i.	NOUN
easat-4802	173	60	the	the	DET
easat-4802	173	61	overall	overall	ADJ
easat-4802	173	62	performance	performance	NOUN
easat-4802	173	63	of	of	ADP
easat-4802	173	64	the	the	DET
easat-4802	173	65	integrated	integrated	ADJ
easat-4802	173	66	yolov8	yolov8	NOUN
easat-4802	173	67	and	and	CCONJ
easat-4802	173	68	cnn	cnn	PROPN
easat-4802	173	69	pipeline	pipeline	NOUN
easat-4802	173	70	is	be	AUX
easat-4802	173	71	then	then	ADV
easat-4802	173	72	evaluated	evaluate	VERB
easat-4802	173	73	using	use	VERB
easat-4802	173	74	metrics	metric	NOUN
easat-4802	173	75	such	such	ADJ
easat-4802	173	76	as	as	ADP
easat-4802	173	77	accuracy	accuracy	NOUN
easat-4802	173	78	,	,	PUNCT
easat-4802	173	79	precision	precision	NOUN
easat-4802	173	80	,	,	PUNCT
easat-4802	173	81	recall	recall	NOUN
easat-4802	173	82	,	,	PUNCT
easat-4802	173	83	and	and	CCONJ
easat-4802	173	84	f1	f1	NOUN
easat-4802	173	85	-	-	PUNCT
easat-4802	173	86	score	score	NOUN
easat-4802	173	87	.	.	PUNCT
easat-4802	174	1	a	a	DET
easat-4802	174	2	detailed	detailed	ADJ
easat-4802	174	3	report	report	NOUN
easat-4802	174	4	of	of	ADP
easat-4802	174	5	the	the	DET
easat-4802	174	6	classification	classification	NOUN
easat-4802	174	7	results	result	NOUN
easat-4802	174	8	is	be	AUX
easat-4802	174	9	generated	generate	VERB
easat-4802	174	10	.	.	PUNCT
easat-4802	175	1	finally	finally	ADV
easat-4802	175	2	,	,	PUNCT
easat-4802	175	3	the	the	DET
easat-4802	175	4	process	process	NOUN
easat-4802	175	5	concludes	conclude	VERB
easat-4802	175	6	,	,	PUNCT
easat-4802	175	7	having	having	AUX
easat-4802	175	8	successfully	successfully	ADV
easat-4802	175	9	processed	process	VERB
easat-4802	175	10	and	and	CCONJ
easat-4802	175	11	classified	classify	VERB
easat-4802	175	12	the	the	DET
easat-4802	175	13	pineapple	pineapple	NOUN
easat-4802	175	14	images	image	NOUN
easat-4802	175	15	.	.	PUNCT
easat-4802	176	1	3	3	X
easat-4802	176	2	.	.	NOUN
easat-4802	176	3	result	result	NOUN
easat-4802	176	4	and	and	CCONJ
easat-4802	176	5	discussion	discussion	NOUN
easat-4802	176	6	in	in	ADP
easat-4802	176	7	this	this	DET
easat-4802	176	8	research	research	NOUN
easat-4802	176	9	,	,	PUNCT
easat-4802	176	10	the	the	DET
easat-4802	176	11	yolov8	yolov8	NOUN
easat-4802	176	12	algorithm	algorithm	PROPN
easat-4802	176	13	was	be	AUX
easat-4802	176	14	successfully	successfully	ADV
easat-4802	176	15	implemented	implement	VERB
easat-4802	176	16	to	to	PART
easat-4802	176	17	automatically	automatically	ADV
easat-4802	176	18	detect	detect	VERB
easat-4802	176	19	and	and	CCONJ
easat-4802	176	20	classify	classify	VERB
easat-4802	176	21	the	the	DET
easat-4802	176	22	ripeness	ripeness	NOUN
easat-4802	176	23	levels	level	NOUN
easat-4802	176	24	of	of	ADP
easat-4802	176	25	pineapples	pineapple	NOUN
easat-4802	176	26	.	.	PUNCT
easat-4802	177	1	the	the	DET
easat-4802	177	2	process	process	NOUN
easat-4802	177	3	involved	involve	VERB
easat-4802	177	4	training	train	VERB
easat-4802	177	5	a	a	DET
easat-4802	177	6	model	model	NOUN
easat-4802	177	7	using	use	VERB
easat-4802	177	8	a	a	DET
easat-4802	177	9	meticulously	meticulously	ADV
easat-4802	177	10	annotated	annotate	VERB
easat-4802	177	11	dataset	dataset	NOUN
easat-4802	177	12	of	of	ADP
easat-4802	177	13	pineapple	pineapple	NOUN
easat-4802	177	14	images	image	NOUN
easat-4802	177	15	,	,	PUNCT
easat-4802	177	16	categorized	categorize	VERB
easat-4802	177	17	into	into	ADP
easat-4802	177	18	four	four	NUM
easat-4802	177	19	distinct	distinct	ADJ
easat-4802	177	20	ripeness	ripeness	NOUN
easat-4802	177	21	stages	stage	NOUN
easat-4802	177	22	:	:	PUNCT
easat-4802	177	23	unripe	unripe	NOUN
easat-4802	177	24	,	,	PUNCT
easat-4802	177	25	half	half	ADJ
easat-4802	177	26	-	-	PUNCT
easat-4802	177	27	ripe	ripe	ADJ
easat-4802	177	28	,	,	PUNCT
easat-4802	177	29	ripe	ripe	NOUN
easat-4802	177	30	,	,	PUNCT
easat-4802	177	31	and	and	CCONJ
easat-4802	177	32	overripe	overripe	NOUN
easat-4802	177	33	.	.	PUNCT
easat-4802	178	1	the	the	DET
easat-4802	178	2	annotations	annotation	NOUN
easat-4802	178	3	were	be	AUX
easat-4802	178	4	crucial	crucial	ADJ
easat-4802	178	5	in	in	ADP
easat-4802	178	6	enabling	enable	VERB
easat-4802	178	7	the	the	DET
easat-4802	178	8	model	model	NOUN
easat-4802	178	9	to	to	PART
easat-4802	178	10	learn	learn	VERB
easat-4802	178	11	and	and	CCONJ
easat-4802	178	12	recognize	recognize	VERB
easat-4802	178	13	the	the	DET
easat-4802	178	14	visual	visual	ADJ
easat-4802	178	15	cues	cue	NOUN
easat-4802	178	16	associated	associate	VERB
easat-4802	178	17	with	with	ADP
easat-4802	178	18	each	each	DET
easat-4802	178	19	ripeness	ripeness	NOUN
easat-4802	178	20	level	level	NOUN
easat-4802	178	21	.	.	PUNCT
easat-4802	179	1	the	the	DET
easat-4802	179	2	implementation	implementation	NOUN
easat-4802	179	3	and	and	CCONJ
easat-4802	179	4	evaluation	evaluation	NOUN
easat-4802	179	5	of	of	ADP
easat-4802	179	6	the	the	DET
easat-4802	179	7	model	model	NOUN
easat-4802	179	8	were	be	AUX
easat-4802	179	9	carried	carry	VERB
easat-4802	179	10	out	out	ADP
easat-4802	179	11	through	through	ADP
easat-4802	179	12	a	a	DET
easat-4802	179	13	series	series	NOUN
easat-4802	179	14	of	of	ADP
easat-4802	179	15	comprehensive	comprehensive	ADJ
easat-4802	179	16	tests	test	NOUN
easat-4802	179	17	.	.	PUNCT
easat-4802	180	1	initially	initially	ADV
easat-4802	180	2	,	,	PUNCT
easat-4802	180	3	the	the	DET
easat-4802	180	4	dataset	dataset	NOUN
easat-4802	180	5	was	be	AUX
easat-4802	180	6	trained	train	VERB
easat-4802	180	7	using	use	VERB
easat-4802	180	8	the	the	DET
easat-4802	180	9	pycharm	pycharm	PROPN
easat-4802	180	10	development	development	NOUN
easat-4802	180	11	environment	environment	NOUN
easat-4802	180	12	,	,	PUNCT
easat-4802	180	13	where	where	SCONJ
easat-4802	180	14	the	the	DET
easat-4802	180	15	trained	train	VERB
easat-4802	180	16	model	model	NOUN
easat-4802	180	17	was	be	AUX
easat-4802	180	18	subsequently	subsequently	ADV
easat-4802	180	19	tested	test	VERB
easat-4802	180	20	on	on	ADP
easat-4802	180	21	various	various	ADJ
easat-4802	180	22	media	medium	NOUN
easat-4802	180	23	types	type	NOUN
easat-4802	180	24	.	.	PUNCT
easat-4802	181	1	this	this	PRON
easat-4802	181	2	included	include	VERB
easat-4802	181	3	static	static	ADJ
easat-4802	181	4	photos	photo	NOUN
easat-4802	181	5	,	,	PUNCT
easat-4802	181	6	recorded	record	VERB
easat-4802	181	7	videos	video	NOUN
easat-4802	181	8	,	,	PUNCT
easat-4802	181	9	and	and	CCONJ
easat-4802	181	10	live	live	VERB
easat-4802	181	11	feeds	feed	VERB
easat-4802	181	12	from	from	ADP
easat-4802	181	13	a	a	DET
easat-4802	181	14	webcam	webcam	NOUN
easat-4802	181	15	.	.	PUNCT
easat-4802	182	1	these	these	DET
easat-4802	182	2	tests	test	NOUN
easat-4802	182	3	aimed	aim	VERB
easat-4802	182	4	to	to	PART
easat-4802	182	5	assess	assess	VERB
easat-4802	182	6	the	the	DET
easat-4802	182	7	model	model	NOUN
easat-4802	182	8	's	's	PART
easat-4802	182	9	performance	performance	NOUN
easat-4802	182	10	in	in	ADP
easat-4802	182	11	different	different	ADJ
easat-4802	182	12	scenarios	scenario	NOUN
easat-4802	182	13	and	and	CCONJ
easat-4802	182	14	ensure	ensure	VERB
easat-4802	182	15	its	its	PRON
easat-4802	182	16	robustness	robustness	NOUN
easat-4802	182	17	in	in	ADP
easat-4802	182	18	practical	practical	ADJ
easat-4802	182	19	applications	application	NOUN
easat-4802	182	20	.	.	PUNCT
easat-4802	183	1	in	in	ADP
easat-4802	183	2	addition	addition	NOUN
easat-4802	183	3	to	to	ADP
easat-4802	183	4	the	the	DET
easat-4802	183	5	pycharm	pycharm	NOUN
easat-4802	183	6	tests	test	NOUN
easat-4802	183	7	,	,	PUNCT
easat-4802	183	8	the	the	DET
easat-4802	183	9	model	model	NOUN
easat-4802	183	10	was	be	AUX
easat-4802	183	11	also	also	ADV
easat-4802	183	12	evaluated	evaluate	VERB
easat-4802	183	13	using	use	VERB
easat-4802	183	14	the	the	DET
easat-4802	183	15	roboflow	roboflow	ADJ
easat-4802	183	16	platform	platform	NOUN
easat-4802	183	17	.	.	PUNCT
easat-4802	184	1	on	on	ADP
easat-4802	184	2	roboflow	roboflow	ADJ
easat-4802	184	3	,	,	PUNCT
easat-4802	184	4	the	the	DET
easat-4802	184	5	model	model	NOUN
easat-4802	184	6	underwent	undergo	VERB
easat-4802	184	7	further	further	ADJ
easat-4802	184	8	testing	testing	NOUN
easat-4802	184	9	with	with	ADP
easat-4802	184	10	additional	additional	ADJ
easat-4802	184	11	photo	photo	NOUN
easat-4802	184	12	and	and	CCONJ
easat-4802	184	13	video	video	NOUN
easat-4802	184	14	data	datum	NOUN
easat-4802	184	15	.	.	PUNCT
easat-4802	185	1	this	this	DET
easat-4802	185	2	dualplatform	dualplatform	NOUN
easat-4802	185	3	approach	approach	NOUN
easat-4802	185	4	allowed	allow	VERB
easat-4802	185	5	for	for	ADP
easat-4802	185	6	a	a	DET
easat-4802	185	7	thorough	thorough	ADJ
easat-4802	185	8	examination	examination	NOUN
easat-4802	185	9	of	of	ADP
easat-4802	185	10	the	the	DET
easat-4802	185	11	model	model	NOUN
easat-4802	185	12	's	's	PART
easat-4802	185	13	capabilities	capability	NOUN
easat-4802	185	14	and	and	CCONJ
easat-4802	185	15	provided	provide	VERB
easat-4802	185	16	insights	insight	NOUN
easat-4802	185	17	into	into	ADP
easat-4802	185	18	its	its	PRON
easat-4802	185	19	accuracy	accuracy	NOUN
easat-4802	185	20	and	and	CCONJ
easat-4802	185	21	reliability	reliability	NOUN
easat-4802	185	22	across	across	ADP
easat-4802	185	23	different	different	ADJ
easat-4802	185	24	data	datum	NOUN
easat-4802	185	25	sources	source	NOUN
easat-4802	185	26	and	and	CCONJ
easat-4802	185	27	testing	testing	NOUN
easat-4802	185	28	environments	environment	NOUN
easat-4802	185	29	.	.	PUNCT
easat-4802	186	1	the	the	DET
easat-4802	186	2	extensive	extensive	ADJ
easat-4802	186	3	testing	testing	NOUN
easat-4802	186	4	confirmed	confirm	VERB
easat-4802	186	5	the	the	DET
easat-4802	186	6	effectiveness	effectiveness	NOUN
easat-4802	186	7	of	of	ADP
easat-4802	186	8	the	the	DET
easat-4802	186	9	yolov8	yolov8	NOUN
easat-4802	186	10	algorithm	algorithm	NOUN
easat-4802	186	11	in	in	ADP
easat-4802	186	12	detecting	detect	VERB
easat-4802	186	13	and	and	CCONJ
easat-4802	186	14	classifying	classify	VERB
easat-4802	186	15	pineapple	pineapple	NOUN
easat-4802	186	16	ripeness	ripeness	NOUN
easat-4802	186	17	levels	level	NOUN
easat-4802	186	18	accurately	accurately	ADV
easat-4802	186	19	.	.	PUNCT
easat-4802	187	1	the	the	DET
easat-4802	187	2	successful	successful	ADJ
easat-4802	187	3	implementation	implementation	NOUN
easat-4802	187	4	demonstrated	demonstrate	VERB
easat-4802	187	5	the	the	DET
easat-4802	187	6	potential	potential	NOUN
easat-4802	187	7	for	for	ADP
easat-4802	187	8	automating	automate	VERB
easat-4802	187	9	the	the	DET
easat-4802	187	10	assessment	assessment	NOUN
easat-4802	187	11	of	of	ADP
easat-4802	187	12	fruit	fruit	NOUN
easat-4802	187	13	ripeness	ripeness	NOUN
easat-4802	187	14	,	,	PUNCT
easat-4802	187	15	which	which	PRON
easat-4802	187	16	could	could	AUX
easat-4802	187	17	be	be	AUX
easat-4802	187	18	beneficial	beneficial	ADJ
easat-4802	187	19	for	for	ADP
easat-4802	187	20	farmers	farmer	NOUN
easat-4802	187	21	and	and	CCONJ
easat-4802	187	22	the	the	DET
easat-4802	187	23	agriculture	agriculture	NOUN
easat-4802	187	24	industry	industry	NOUN
easat-4802	187	25	by	by	ADP
easat-4802	187	26	1535	1535	NUM
easat-4802	187	27	edelweiss	edelweiss	PROPN
easat-4802	187	28	applied	apply	VERB
easat-4802	187	29	science	science	NOUN
easat-4802	187	30	and	and	CCONJ
easat-4802	187	31	technology	technology	NOUN
easat-4802	187	32	issn	issn	PROPN
easat-4802	187	33	:	:	PUNCT
easat-4802	187	34	2576	2576	NUM
easat-4802	187	35	-	-	SYM
easat-4802	187	36	8484	8484	NUM
easat-4802	187	37	vol	vol	NOUN
easat-4802	187	38	.	.	PROPN
easat-4802	188	1	9	9	NUM
easat-4802	188	2	,	,	PUNCT
easat-4802	188	3	no	no	INTJ
easat-4802	188	4	.	.	NOUN
easat-4802	188	5	2	2	NUM
easat-4802	188	6	:	:	SYM
easat-4802	188	7	1528	1528	NUM
easat-4802	188	8	-	-	SYM
easat-4802	188	9	1543	1543	NUM
easat-4802	188	10	,	,	PUNCT
easat-4802	188	11	2025	2025	NUM
easat-4802	188	12	doi	doi	NOUN
easat-4802	188	13	:	:	PUNCT
easat-4802	188	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	188	15	©	©	PROPN
easat-4802	188	16	2025	2025	NUM
easat-4802	188	17	by	by	ADP
easat-4802	188	18	the	the	DET
easat-4802	188	19	authors	author	NOUN
easat-4802	188	20	;	;	PUNCT
easat-4802	188	21	licensee	licensee	PROPN
easat-4802	188	22	learning	learn	VERB
easat-4802	188	23	gate	gate	NOUN
easat-4802	188	24	providing	provide	VERB
easat-4802	188	25	a	a	DET
easat-4802	188	26	reliable	reliable	ADJ
easat-4802	188	27	and	and	CCONJ
easat-4802	188	28	efficient	efficient	ADJ
easat-4802	188	29	tool	tool	NOUN
easat-4802	188	30	for	for	ADP
easat-4802	188	31	determining	determine	VERB
easat-4802	188	32	the	the	DET
easat-4802	188	33	optimal	optimal	ADJ
easat-4802	188	34	harvest	harvest	NOUN
easat-4802	188	35	time	time	NOUN
easat-4802	188	36	and	and	CCONJ
easat-4802	188	37	ensuring	ensure	VERB
easat-4802	188	38	fruit	fruit	NOUN
easat-4802	188	39	quality	quality	NOUN
easat-4802	188	40	.	.	PUNCT
easat-4802	189	1	figure	figure	NOUN
easat-4802	189	2	2	2	NUM
easat-4802	189	3	.	.	PUNCT
easat-4802	189	4	implementation	implementation	NOUN
easat-4802	189	5	with	with	ADP
easat-4802	189	6	pycharm	pycharm	PROPN
easat-4802	189	7	ultralytics	ultralytic	NOUN
easat-4802	189	8	yolov8	yolov8	PROPN
easat-4802	189	9	.	.	PUNCT
easat-4802	190	1	in	in	ADP
easat-4802	190	2	figure	figure	NOUN
easat-4802	190	3	2	2	NUM
easat-4802	190	4	,	,	PUNCT
easat-4802	190	5	the	the	DET
easat-4802	190	6	comparison	comparison	NOUN
easat-4802	190	7	of	of	ADP
easat-4802	190	8	pineapple	pineapple	NOUN
easat-4802	190	9	ripeness	ripeness	NOUN
easat-4802	190	10	classification	classification	NOUN
easat-4802	190	11	based	base	VERB
easat-4802	190	12	on	on	ADP
easat-4802	190	13	digital	digital	ADJ
easat-4802	190	14	images	image	NOUN
easat-4802	190	15	with	with	ADP
easat-4802	190	16	various	various	ADJ
easat-4802	190	17	backgrounds	background	NOUN
easat-4802	190	18	and	and	CCONJ
easat-4802	190	19	light	light	ADJ
easat-4802	190	20	intensities	intensity	NOUN
easat-4802	190	21	revealed	reveal	VERB
easat-4802	190	22	intriguing	intriguing	ADJ
easat-4802	190	23	results	result	NOUN
easat-4802	190	24	.	.	PUNCT
easat-4802	191	1	the	the	DET
easat-4802	191	2	evaluation	evaluation	NOUN
easat-4802	191	3	conducted	conduct	VERB
easat-4802	191	4	through	through	ADP
easat-4802	191	5	pycharm	pycharm	PROPN
easat-4802	191	6	involved	involve	VERB
easat-4802	191	7	rigorous	rigorous	ADJ
easat-4802	191	8	testing	testing	NOUN
easat-4802	191	9	with	with	ADP
easat-4802	191	10	a	a	DET
easat-4802	191	11	range	range	NOUN
easat-4802	191	12	of	of	ADP
easat-4802	191	13	confidence	confidence	NOUN
easat-4802	191	14	thresholds	threshold	NOUN
easat-4802	191	15	.	.	PUNCT
easat-4802	192	1	this	this	DET
easat-4802	192	2	process	process	NOUN
easat-4802	192	3	identified	identify	VERB
easat-4802	192	4	four	four	NUM
easat-4802	192	5	distinct	distinct	ADJ
easat-4802	192	6	ripeness	ripeness	NOUN
easat-4802	192	7	labels	label	NOUN
easat-4802	192	8	.	.	PUNCT
easat-4802	193	1	each	each	DET
easat-4802	193	2	image	image	NOUN
easat-4802	193	3	that	that	PRON
easat-4802	193	4	was	be	AUX
easat-4802	193	5	successfully	successfully	ADV
easat-4802	193	6	detected	detect	VERB
easat-4802	193	7	,	,	PUNCT
easat-4802	193	8	despite	despite	SCONJ
easat-4802	193	9	noise	noise	NOUN
easat-4802	193	10	,	,	PUNCT
easat-4802	193	11	varying	vary	VERB
easat-4802	193	12	light	light	ADJ
easat-4802	193	13	conditions	condition	NOUN
easat-4802	193	14	affecting	affect	VERB
easat-4802	193	15	color	color	NOUN
easat-4802	193	16	intensity	intensity	NOUN
easat-4802	193	17	,	,	PUNCT
easat-4802	193	18	or	or	CCONJ
easat-4802	193	19	diverse	diverse	ADJ
easat-4802	193	20	backgrounds	background	NOUN
easat-4802	193	21	,	,	PUNCT
easat-4802	193	22	enabled	enable	VERB
easat-4802	193	23	the	the	DET
easat-4802	193	24	system	system	NOUN
easat-4802	193	25	to	to	PART
easat-4802	193	26	display	display	VERB
easat-4802	193	27	the	the	DET
easat-4802	193	28	classification	classification	NOUN
easat-4802	193	29	of	of	ADP
easat-4802	193	30	pineapple	pineapple	NOUN
easat-4802	193	31	ripeness	ripeness	NOUN
easat-4802	193	32	along	along	ADP
easat-4802	193	33	with	with	ADP
easat-4802	193	34	its	its	PRON
easat-4802	193	35	confidence	confidence	NOUN
easat-4802	193	36	score	score	NOUN
easat-4802	193	37	.	.	PUNCT
easat-4802	194	1	additionally	additionally	ADV
easat-4802	194	2	,	,	PUNCT
easat-4802	194	3	by	by	ADP
easat-4802	194	4	leveraging	leverage	VERB
easat-4802	194	5	the	the	DET
easat-4802	194	6	realtime	realtime	NOUN
easat-4802	194	7	webcam	webcam	NOUN
easat-4802	194	8	capabilities	capability	NOUN
easat-4802	194	9	within	within	ADP
easat-4802	194	10	pycharm	pycharm	NOUN
easat-4802	194	11	,	,	PUNCT
easat-4802	194	12	the	the	DET
easat-4802	194	13	system	system	NOUN
easat-4802	194	14	achieved	achieve	VERB
easat-4802	194	15	a	a	DET
easat-4802	194	16	commendable	commendable	ADJ
easat-4802	194	17	confidence	confidence	NOUN
easat-4802	194	18	score	score	NOUN
easat-4802	194	19	.	.	PUNCT
easat-4802	195	1	this	this	PRON
easat-4802	195	2	allowed	allow	VERB
easat-4802	195	3	for	for	ADP
easat-4802	195	4	accurate	accurate	ADJ
easat-4802	195	5	classification	classification	NOUN
easat-4802	195	6	of	of	ADP
easat-4802	195	7	the	the	DET
easat-4802	195	8	pineapple	pineapple	NOUN
easat-4802	195	9	as	as	ADP
easat-4802	195	10	unripe	unripe	NOUN
easat-4802	195	11	,	,	PUNCT
easat-4802	195	12	half	half	ADJ
easat-4802	195	13	-	-	PUNCT
easat-4802	195	14	ripe	ripe	ADJ
easat-4802	195	15	,	,	PUNCT
easat-4802	195	16	ripe	ripe	NOUN
easat-4802	195	17	,	,	PUNCT
easat-4802	195	18	and	and	CCONJ
easat-4802	195	19	overripe	overripe	NOUN
easat-4802	195	20	,	,	PUNCT
easat-4802	195	21	showcasing	showcase	VERB
easat-4802	195	22	the	the	DET
easat-4802	195	23	system	system	NOUN
easat-4802	195	24	's	's	PART
easat-4802	195	25	robustness	robustness	NOUN
easat-4802	195	26	in	in	ADP
easat-4802	195	27	dynamic	dynamic	ADJ
easat-4802	195	28	real	real	ADJ
easat-4802	195	29	-	-	PUNCT
easat-4802	195	30	world	world	NOUN
easat-4802	195	31	scenarios	scenario	NOUN
easat-4802	195	32	.	.	PUNCT
easat-4802	196	1	these	these	DET
easat-4802	196	2	findings	finding	NOUN
easat-4802	196	3	underscored	underscore	VERB
easat-4802	196	4	the	the	DET
easat-4802	196	5	effectiveness	effectiveness	NOUN
easat-4802	196	6	of	of	ADP
easat-4802	196	7	the	the	DET
easat-4802	196	8	yolov8	yolov8	NOUN
easat-4802	196	9	algorithm	algorithm	NOUN
easat-4802	196	10	in	in	ADP
easat-4802	196	11	precise	precise	ADJ
easat-4802	196	12	fruit	fruit	NOUN
easat-4802	196	13	ripeness	ripeness	NOUN
easat-4802	196	14	assessment	assessment	NOUN
easat-4802	196	15	,	,	PUNCT
easat-4802	196	16	highlighting	highlight	VERB
easat-4802	196	17	its	its	PRON
easat-4802	196	18	practical	practical	ADJ
easat-4802	196	19	applicability	applicability	NOUN
easat-4802	196	20	in	in	ADP
easat-4802	196	21	agricultural	agricultural	ADJ
easat-4802	196	22	and	and	CCONJ
easat-4802	196	23	consumer	consumer	NOUN
easat-4802	196	24	contexts	contexts	NOUN
easat-4802	196	25	.	.	PUNCT
easat-4802	197	1	figure	figure	VERB
easat-4802	197	2	3	3	NUM
easat-4802	197	3	.	.	PUNCT
easat-4802	197	4	implementation	implementation	NOUN
easat-4802	197	5	with	with	ADP
easat-4802	197	6	pycharm	pycharm	PROPN
easat-4802	197	7	ultralytics	ultralytic	NOUN
easat-4802	197	8	yolov8	yolov8	NOUN
easat-4802	197	9	and	and	CCONJ
easat-4802	197	10	roboflow	roboflow	ADJ
easat-4802	197	11	in	in	ADP
easat-4802	197	12	realtime	realtime	NOUN
easat-4802	197	13	.	.	PUNCT
easat-4802	198	1	in	in	ADP
easat-4802	198	2	figure	figure	NOUN
easat-4802	198	3	3	3	NUM
easat-4802	198	4	shows	show	VERB
easat-4802	198	5	an	an	DET
easat-4802	198	6	example	example	NOUN
easat-4802	198	7	of	of	ADP
easat-4802	198	8	real	real	ADJ
easat-4802	198	9	-	-	PUNCT
easat-4802	198	10	time	time	NOUN
easat-4802	198	11	detection	detection	NOUN
easat-4802	198	12	of	of	ADP
easat-4802	198	13	pineapple	pineapple	NOUN
easat-4802	198	14	ripeness	ripeness	NOUN
easat-4802	198	15	using	use	VERB
easat-4802	198	16	pycharm	pycharm	NOUN
easat-4802	198	17	and	and	CCONJ
easat-4802	198	18	roboflow	roboflow	ADJ
easat-4802	198	19	.	.	PUNCT
easat-4802	199	1	in	in	ADP
easat-4802	199	2	this	this	DET
easat-4802	199	3	sample	sample	NOUN
easat-4802	199	4	,	,	PUNCT
easat-4802	199	5	despite	despite	SCONJ
easat-4802	199	6	the	the	DET
easat-4802	199	7	significant	significant	ADJ
easat-4802	199	8	influence	influence	NOUN
easat-4802	199	9	of	of	ADP
easat-4802	199	10	background	background	NOUN
easat-4802	199	11	and	and	CCONJ
easat-4802	199	12	lighting	lighting	NOUN
easat-4802	199	13	conditions	condition	NOUN
easat-4802	199	14	,	,	PUNCT
easat-4802	199	15	the	the	DET
easat-4802	199	16	classification	classification	NOUN
easat-4802	199	17	still	still	ADV
easat-4802	199	18	yields	yield	VERB
easat-4802	199	19	results	result	NOUN
easat-4802	199	20	with	with	ADP
easat-4802	199	21	certain	certain	ADJ
easat-4802	199	22	confidence	confidence	NOUN
easat-4802	199	23	values	value	NOUN
easat-4802	199	24	.	.	PUNCT
easat-4802	200	1	1536	1536	NUM
easat-4802	200	2	edelweiss	edelweiss	PROPN
easat-4802	200	3	applied	apply	VERB
easat-4802	200	4	science	science	NOUN
easat-4802	200	5	and	and	CCONJ
easat-4802	200	6	technology	technology	NOUN
easat-4802	200	7	issn	issn	PROPN
easat-4802	200	8	:	:	PUNCT
easat-4802	200	9	2576	2576	NUM
easat-4802	200	10	-	-	SYM
easat-4802	200	11	8484	8484	NUM
easat-4802	200	12	vol	vol	NOUN
easat-4802	200	13	.	.	PROPN
easat-4802	201	1	9	9	NUM
easat-4802	201	2	,	,	PUNCT
easat-4802	201	3	no	no	INTJ
easat-4802	201	4	.	.	NOUN
easat-4802	201	5	2	2	NUM
easat-4802	201	6	:	:	SYM
easat-4802	201	7	1528	1528	NUM
easat-4802	201	8	-	-	SYM
easat-4802	201	9	1543	1543	NUM
easat-4802	201	10	,	,	PUNCT
easat-4802	201	11	2025	2025	NUM
easat-4802	201	12	doi	doi	NOUN
easat-4802	201	13	:	:	PUNCT
easat-4802	201	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	201	15	©	©	PROPN
easat-4802	201	16	2025	2025	NUM
easat-4802	201	17	by	by	ADP
easat-4802	201	18	the	the	DET
easat-4802	201	19	authors	author	NOUN
easat-4802	201	20	;	;	PUNCT
easat-4802	201	21	licensee	licensee	PROPN
easat-4802	201	22	learning	learn	VERB
easat-4802	201	23	gate	gate	NOUN
easat-4802	201	24	figure	figure	NOUN
easat-4802	201	25	4	4	NUM
easat-4802	201	26	.	.	PUNCT
easat-4802	201	27	implementation	implementation	NOUN
easat-4802	201	28	with	with	ADP
easat-4802	201	29	pycharm	pycharm	PROPN
easat-4802	201	30	ultralytics	ultralytic	NOUN
easat-4802	201	31	yolov8	yolov8	NOUN
easat-4802	201	32	and	and	CCONJ
easat-4802	201	33	roboflow	roboflow	ADJ
easat-4802	201	34	in	in	ADP
easat-4802	201	35	video	video	NOUN
easat-4802	201	36	.	.	PUNCT
easat-4802	202	1	in	in	ADP
easat-4802	202	2	figure	figure	NOUN
easat-4802	202	3	4	4	NUM
easat-4802	202	4	,	,	PUNCT
easat-4802	202	5	which	which	PRON
easat-4802	202	6	comprised	comprise	VERB
easat-4802	202	7	two	two	NUM
easat-4802	202	8	images	image	NOUN
easat-4802	202	9	—	—	PUNCT
easat-4802	202	10	one	one	NUM
easat-4802	202	11	from	from	ADP
easat-4802	202	12	video	video	NOUN
easat-4802	202	13	data	datum	NOUN
easat-4802	202	14	and	and	CCONJ
easat-4802	202	15	the	the	DET
easat-4802	202	16	other	other	ADJ
easat-4802	202	17	from	from	ADP
easat-4802	202	18	a	a	DET
easat-4802	202	19	photograph	photograph	NOUN
easat-4802	202	20	—	—	PUNCT
easat-4802	202	21	the	the	DET
easat-4802	202	22	process	process	NOUN
easat-4802	202	23	of	of	ADP
easat-4802	202	24	digital	digital	ADJ
easat-4802	202	25	image	image	NOUN
easat-4802	202	26	identification	identification	NOUN
easat-4802	202	27	was	be	AUX
easat-4802	202	28	employed	employ	VERB
easat-4802	202	29	using	use	VERB
easat-4802	202	30	the	the	DET
easat-4802	202	31	roboflow	roboflow	ADJ
easat-4802	202	32	application	application	NOUN
easat-4802	202	33	to	to	PART
easat-4802	202	34	classify	classify	VERB
easat-4802	202	35	the	the	DET
easat-4802	202	36	ripeness	ripeness	NOUN
easat-4802	202	37	levels	level	NOUN
easat-4802	202	38	of	of	ADP
easat-4802	202	39	pineapples	pineapple	NOUN
easat-4802	202	40	.	.	PUNCT
easat-4802	203	1	the	the	DET
easat-4802	203	2	classification	classification	NOUN
easat-4802	203	3	yielded	yield	VERB
easat-4802	203	4	various	various	ADJ
easat-4802	203	5	confidence	confidence	NOUN
easat-4802	203	6	values	value	NOUN
easat-4802	203	7	,	,	PUNCT
easat-4802	203	8	ultimately	ultimately	ADV
easat-4802	203	9	assigning	assign	VERB
easat-4802	203	10	a	a	DET
easat-4802	203	11	single	single	ADJ
easat-4802	203	12	ripeness	ripeness	NOUN
easat-4802	203	13	label	label	NOUN
easat-4802	203	14	.	.	PUNCT
easat-4802	204	1	moreover	moreover	ADV
easat-4802	204	2	,	,	PUNCT
easat-4802	204	3	an	an	DET
easat-4802	204	4	image	image	NOUN
easat-4802	204	5	of	of	ADP
easat-4802	204	6	a	a	DET
easat-4802	204	7	pineapple	pineapple	NOUN
easat-4802	204	8	with	with	ADP
easat-4802	204	9	a	a	DET
easat-4802	204	10	confidence	confidence	NOUN
easat-4802	204	11	score	score	NOUN
easat-4802	204	12	was	be	AUX
easat-4802	204	13	identified	identify	VERB
easat-4802	204	14	as	as	ADP
easat-4802	204	15	being	be	AUX
easat-4802	204	16	categorized	categorize	VERB
easat-4802	204	17	.	.	PUNCT
easat-4802	205	1	additionally	additionally	ADV
easat-4802	205	2	,	,	PUNCT
easat-4802	205	3	the	the	DET
easat-4802	205	4	study	study	NOUN
easat-4802	205	5	involved	involve	VERB
easat-4802	205	6	selecting	select	VERB
easat-4802	205	7	samples	sample	NOUN
easat-4802	205	8	data	datum	NOUN
easat-4802	205	9	points	point	NOUN
easat-4802	205	10	from	from	ADP
easat-4802	205	11	the	the	DET
easat-4802	205	12	training	training	NOUN
easat-4802	205	13	dataset	dataset	NOUN
easat-4802	205	14	as	as	ADP
easat-4802	205	15	detailed	detailed	ADJ
easat-4802	205	16	in	in	ADP
easat-4802	205	17	table	table	NOUN
easat-4802	205	18	1	1	NUM
easat-4802	205	19	.	.	SYM
easat-4802	205	20	1537	1537	NUM
easat-4802	205	21	edelweiss	edelweiss	PROPN
easat-4802	205	22	applied	apply	VERB
easat-4802	205	23	science	science	NOUN
easat-4802	205	24	and	and	CCONJ
easat-4802	205	25	technology	technology	NOUN
easat-4802	205	26	issn	issn	PROPN
easat-4802	205	27	:	:	PUNCT
easat-4802	205	28	2576	2576	NUM
easat-4802	205	29	-	-	SYM
easat-4802	205	30	8484	8484	NUM
easat-4802	205	31	vol	vol	NOUN
easat-4802	205	32	.	.	PROPN
easat-4802	206	1	9	9	NUM
easat-4802	206	2	,	,	PUNCT
easat-4802	206	3	no	no	INTJ
easat-4802	206	4	.	.	NOUN
easat-4802	206	5	2	2	NUM
easat-4802	206	6	:	:	SYM
easat-4802	206	7	1528	1528	NUM
easat-4802	206	8	-	-	SYM
easat-4802	206	9	1543	1543	NUM
easat-4802	206	10	,	,	PUNCT
easat-4802	206	11	2025	2025	NUM
easat-4802	206	12	doi	doi	NOUN
easat-4802	206	13	:	:	PUNCT
easat-4802	206	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	206	15	©	©	PROPN
easat-4802	206	16	2025	2025	NUM
easat-4802	206	17	by	by	ADP
easat-4802	206	18	the	the	DET
easat-4802	206	19	authors	author	NOUN
easat-4802	206	20	;	;	PUNCT
easat-4802	206	21	licensee	licensee	PROPN
easat-4802	206	22	learning	learn	VERB
easat-4802	206	23	gate	gate	NOUN
easat-4802	206	24	table	table	NOUN
easat-4802	206	25	1	1	NUM
easat-4802	206	26	.	.	PUNCT
easat-4802	206	27	training	training	NOUN
easat-4802	206	28	result	result	NOUN
easat-4802	206	29	.	.	PUNCT
easat-4802	207	1	epoch	epoch	PROPN
easat-4802	207	2	train	train	PROPN
easat-4802	207	3	/	/	SYM
easat-4802	207	4	box	box	NOUN
easat-4802	207	5	_	_	NOUN
easat-4802	207	6	loss	loss	NOUN
easat-4802	207	7	train/	train/	NUM
easat-4802	207	8	cls_loss	cls_loss	NOUN
easat-4802	207	9	train	train	NOUN
easat-4802	207	10	/	/	SYM
easat-4802	207	11	dfl	dfl	PROPN
easat-4802	207	12	_	_	NOUN
easat-4802	207	13	loss	loss	NOUN
easat-4802	207	14	metrics	metric	NOUN
easat-4802	207	15	/	/	SYM
easat-4802	207	16	precision(b	precision(b	NOUN
easat-4802	207	17	)	)	PUNCT
easat-4802	207	18	metrics/	metrics/	NUM
easat-4802	207	19	recall(b	recall(b	NOUN
easat-4802	207	20	)	)	PUNCT
easat-4802	207	21	metrics/	metrics/	NUM
easat-4802	207	22	map50(b	map50(b	PROPN
easat-4802	207	23	)	)	PUNCT
easat-4802	207	24	metrics	metric	NOUN
easat-4802	207	25	/	/	SYM
easat-4802	207	26	map5095(b	map5095(b	NOUN
easat-4802	207	27	)	)	PUNCT
easat-4802	207	28	val/	val/	VERB
easat-4802	207	29	box_loss	box_loss	ADP
easat-4802	207	30	val/	val/	PROPN
easat-4802	207	31	cls_loss	cls_loss	NOUN
easat-4802	207	32	val/	val/	PROPN
easat-4802	207	33	dfl_loss	dfl_loss	NOUN
easat-4802	207	34	lr	lr	PROPN
easat-4802	207	35	/	/	SYM
easat-4802	207	36	pg	pg	PROPN
easat-4802	207	37	0	0	NUM
easat-4802	207	38	lr	lr	NOUN
easat-4802	207	39	/	/	SYM
easat-4802	207	40	pg	pg	PROPN
easat-4802	207	41	1	1	NUM
easat-4802	207	42	lr	lr	NOUN
easat-4802	207	43	/	/	SYM
easat-4802	207	44	pg	pg	NOUN
easat-4802	207	45	2	2	NUM
easat-4802	207	46	1	1	NUM
easat-4802	207	47	3.010	3.010	NUM
easat-4802	207	48	4.660	4.660	NUM
easat-4802	207	49	4.221	4.221	NUM
easat-4802	207	50	0.0003	0.0003	NUM
easat-4802	207	51	0.072	0.072	NUM
easat-4802	207	52	0.0002	0.0002	NUM
easat-4802	207	53	8e-05	8e-05	NUM
easat-4802	207	54	2.512	2.512	NUM
easat-4802	207	55	4.735	4.735	NUM
easat-4802	207	56	4.116	4.116	NUM
easat-4802	207	57	0.00040984	0.00040984	NUM
easat-4802	207	58	0.00040984	0.00040984	NUM
easat-4802	207	59	0.00040984	0.00040984	NUM
easat-4802	207	60	2	2	NUM
easat-4802	207	61	2.975	2.975	NUM
easat-4802	207	62	4.294	4.294	NUM
easat-4802	207	63	3.971	3.971	NUM
easat-4802	207	64	0.0008	0.0008	NUM
easat-4802	207	65	0.211	0.211	NUM
easat-4802	207	66	0.022	0.022	NUM
easat-4802	207	67	0.007	0.007	NUM
easat-4802	207	68	2.410	2.410	NUM
easat-4802	207	69	4.521	4.521	NUM
easat-4802	207	70	3.921	3.921	NUM
easat-4802	207	71	0.00081014	0.00081014	NUM
easat-4802	207	72	0.00081014	0.00081014	NUM
easat-4802	207	73	0.00081014	0.00081014	NUM
easat-4802	207	74	3	3	NUM
easat-4802	207	75	2.935	2.935	NUM
easat-4802	207	76	3.843	3.843	NUM
easat-4802	207	77	3.650	3.650	NUM
easat-4802	207	78	0.434	0.434	NUM
easat-4802	207	79	0.327	0.327	NUM
easat-4802	207	80	0.201	0.201	NUM
easat-4802	207	81	0.082	0.082	NUM
easat-4802	207	82	2.579	2.579	NUM
easat-4802	207	83	8.549	8.549	NUM
easat-4802	207	84	3.432	3.432	NUM
easat-4802	207	85	0.0011939	0.0011939	NUM
easat-4802	207	86	0.0011939	0.0011939	NUM
easat-4802	207	87	0.0011939	0.0011939	NUM
easat-4802	207	88	10	10	NUM
easat-4802	207	89	2.076	2.076	NUM
easat-4802	207	90	2.685	2.685	NUM
easat-4802	207	91	2.689	2.689	NUM
easat-4802	207	92	0.370	0.370	NUM
easat-4802	207	93	0.478	0.478	NUM
easat-4802	207	94	0.416	0.416	NUM
easat-4802	207	95	0.230	0.230	NUM
easat-4802	207	96	1.735	1.735	NUM
easat-4802	207	97	2.435	2.435	NUM
easat-4802	207	98	2.521	2.521	NUM
easat-4802	207	99	0.0010273	0.0010273	NUM
easat-4802	208	1	0.0010273	0.0010273	NUM
easat-4802	208	2	0.0010273	0.0010273	NUM
easat-4802	208	3	11	11	NUM
easat-4802	208	4	2.083	2.083	NUM
easat-4802	208	5	2.679	2.679	NUM
easat-4802	208	6	2.675	2.675	NUM
easat-4802	208	7	0.429	0.429	NUM
easat-4802	208	8	0.480	0.480	NUM
easat-4802	208	9	0.417	0.417	NUM
easat-4802	208	10	0.189	0.189	NUM
easat-4802	208	11	1.724	1.724	NUM
easat-4802	208	12	2.506	2.506	NUM
easat-4802	208	13	2.519	2.519	NUM
easat-4802	208	14	0.0010025	0.0010025	NUM
easat-4802	208	15	0.0010025	0.0010025	NUM
easat-4802	208	16	0.0010025	0.0010025	NUM
easat-4802	208	17	12	12	NUM
easat-4802	208	18	2.043	2.043	NUM
easat-4802	208	19	2.586	2.586	NUM
easat-4802	208	20	2.619	2.619	NUM
easat-4802	208	21	0.364	0.364	NUM
easat-4802	208	22	0.573	0.573	NUM
easat-4802	208	23	0.474	0.474	NUM
easat-4802	208	24	0.257	0.257	NUM
easat-4802	208	25	1.795	1.795	NUM
easat-4802	208	26	2.612	2.612	NUM
easat-4802	208	27	2.625	2.625	NUM
easat-4802	208	28	0.00097775	0.00097775	NUM
easat-4802	209	1	0.00097775	0.00097775	NUM
easat-4802	210	1	0.00097775	0.00097775	NUM
easat-4802	210	2	20	20	NUM
easat-4802	210	3	1.762	1.762	NUM
easat-4802	210	4	2.106	2.106	NUM
easat-4802	210	5	2.308	2.308	NUM
easat-4802	210	6	0.469	0.469	NUM
easat-4802	210	7	0.592	0.592	NUM
easat-4802	210	8	0.583	0.583	NUM
easat-4802	210	9	0.342	0.342	NUM
easat-4802	210	10	1.489	1.489	NUM
easat-4802	210	11	2.034	2.034	NUM
easat-4802	210	12	2.245	2.245	NUM
easat-4802	210	13	0.0007797	0.0007797	NUM
easat-4802	210	14	0.0007797	0.0007797	NUM
easat-4802	210	15	0.0007797	0.0007797	NUM
easat-4802	210	16	21	21	NUM
easat-4802	210	17	1.788	1.788	NUM
easat-4802	210	18	2.122	2.122	NUM
easat-4802	210	19	2.314	2.314	NUM
easat-4802	210	20	0.559	0.559	NUM
easat-4802	210	21	0.667	0.667	NUM
easat-4802	210	22	0.633	0.633	NUM
easat-4802	210	23	0.359	0.359	NUM
easat-4802	210	24	1.531	1.531	NUM
easat-4802	210	25	1.746	1.746	NUM
easat-4802	210	26	2.259	2.259	NUM
easat-4802	210	27	0.000755	0.000755	NUM
easat-4802	210	28	0.000755	0.000755	NUM
easat-4802	210	29	0.000755	0.000755	NUM
easat-4802	210	30	22	22	NUM
easat-4802	210	31	1.714	1.714	NUM
easat-4802	210	32	1.991	1.991	NUM
easat-4802	210	33	2.267	2.267	NUM
easat-4802	210	34	0.543	0.543	NUM
easat-4802	210	35	0.654	0.654	NUM
easat-4802	210	36	0.618	0.618	NUM
easat-4802	210	37	0.366	0.366	NUM
easat-4802	210	38	1.517	1.517	NUM
easat-4802	210	39	1.783	1.783	NUM
easat-4802	210	40	2.249	2.249	NUM
easat-4802	210	41	0.00073025	0.00073025	NUM
easat-4802	210	42	0.00073025	0.00073025	NUM
easat-4802	210	43	0.00073025	0.00073025	NUM
easat-4802	210	44	30	30	NUM
easat-4802	210	45	1.602	1.602	NUM
easat-4802	210	46	1.854	1.854	NUM
easat-4802	210	47	2.127	2.127	NUM
easat-4802	210	48	0.607	0.607	NUM
easat-4802	210	49	0.758	0.758	NUM
easat-4802	210	50	0.676	0.676	NUM
easat-4802	210	51	0.411	0.411	NUM
easat-4802	210	52	1.388	1.388	NUM
easat-4802	210	53	1.586	1.586	NUM
easat-4802	210	54	2.110	2.110	NUM
easat-4802	210	55	0.00053225	0.00053225	NUM
easat-4802	210	56	0.00053225	0.00053225	NUM
easat-4802	210	57	0.00053225	0.00053225	NUM
easat-4802	210	58	31	31	NUM
easat-4802	210	59	1.633	1.633	NUM
easat-4802	210	60	1.826	1.826	NUM
easat-4802	210	61	2.141	2.141	NUM
easat-4802	210	62	0.578	0.578	NUM
easat-4802	210	63	0.795	0.795	NUM
easat-4802	210	64	0.687	0.687	NUM
easat-4802	210	65	0.408	0.408	NUM
easat-4802	210	66	1.463	1.463	NUM
easat-4802	210	67	1.465	1.465	NUM
easat-4802	210	68	2.165	2.165	NUM
easat-4802	210	69	0.0005075	0.0005075	NUM
easat-4802	210	70	0.0005075	0.0005075	NUM
easat-4802	210	71	0.0005075	0.0005075	NUM
easat-4802	210	72	32	32	NUM
easat-4802	210	73	1.584	1.584	NUM
easat-4802	210	74	1.736	1.736	NUM
easat-4802	210	75	2.097	2.097	NUM
easat-4802	210	76	0.561	0.561	NUM
easat-4802	210	77	0.653	0.653	NUM
easat-4802	210	78	0.639	0.639	NUM
easat-4802	210	79	0.395	0.395	NUM
easat-4802	210	80	1.439	1.439	NUM
easat-4802	210	81	1.624	1.624	NUM
easat-4802	210	82	2.137	2.137	NUM
easat-4802	210	83	0.00048275	0.00048275	NUM
easat-4802	210	84	0.00048275	0.00048275	NUM
easat-4802	210	85	0.00048275	0.00048275	NUM
easat-4802	210	86	40	40	NUM
easat-4802	210	87	1.507	1.507	NUM
easat-4802	210	88	1.641	1.641	NUM
easat-4802	210	89	2.044	2.044	NUM
easat-4802	210	90	0.655	0.655	NUM
easat-4802	210	91	0.863	0.863	NUM
easat-4802	210	92	0.729	0.729	NUM
easat-4802	210	93	0.438	0.438	NUM
easat-4802	210	94	1.432	1.432	NUM
easat-4802	210	95	1.375	1.375	NUM
easat-4802	210	96	2.127	2.127	NUM
easat-4802	210	97	0.00028475	0.00028475	NUM
easat-4802	210	98	0.00028475	0.00028475	NUM
easat-4802	210	99	0.00028475	0.00028475	NUM
easat-4802	210	100	41	41	NUM
easat-4802	210	101	1.415	1.415	NUM
easat-4802	210	102	1.543	1.543	NUM
easat-4802	210	103	2.089	2.089	NUM
easat-4802	210	104	0.580	0.580	NUM
easat-4802	210	105	0.809	0.809	NUM
easat-4802	210	106	0.680	0.680	NUM
easat-4802	210	107	0.436	0.436	NUM
easat-4802	210	108	1.403	1.403	NUM
easat-4802	210	109	1.382	1.382	NUM
easat-4802	210	110	2.077	2.077	NUM
easat-4802	210	111	0.00026	0.00026	NUM
easat-4802	210	112	0.00026	0.00026	NUM
easat-4802	210	113	0.00026	0.00026	NUM
easat-4802	210	114	42	42	NUM
easat-4802	210	115	1.365	1.365	NUM
easat-4802	210	116	1.472	1.472	NUM
easat-4802	210	117	2.021	2.021	NUM
easat-4802	210	118	0.624	0.624	NUM
easat-4802	210	119	0.846	0.846	NUM
easat-4802	210	120	0.719	0.719	NUM
easat-4802	210	121	0.458	0.458	NUM
easat-4802	210	122	1.349	1.349	NUM
easat-4802	210	123	1.385	1.385	NUM
easat-4802	210	124	2.018	2.018	NUM
easat-4802	210	125	0.00023525	0.00023525	NUM
easat-4802	210	126	0.00023525	0.00023525	NUM
easat-4802	210	127	0.00023525	0.00023525	NUM
easat-4802	210	128	50	50	NUM
easat-4802	210	129	1.279	1.279	NUM
easat-4802	210	130	1.301	1.301	NUM
easat-4802	210	131	1.936	1.936	NUM
easat-4802	210	132	0.644	0.644	NUM
easat-4802	210	133	0.873	0.873	NUM
easat-4802	210	134	0.754	0.754	NUM
easat-4802	210	135	0.478	0.478	NUM
easat-4802	210	136	1.345	1.345	NUM
easat-4802	210	137	1.263	1.263	NUM
easat-4802	210	138	2.021	2.021	NUM
easat-4802	210	139	3.725e-05	3.725e-05	NUM
easat-4802	210	140	3.725e-05	3.725e-05	NUM
easat-4802	210	141	3.725e-05	3.725e-05	NUM
easat-4802	210	142	1538	1538	NUM
easat-4802	210	143	edelweiss	edelweiss	PROPN
easat-4802	210	144	applied	apply	VERB
easat-4802	210	145	science	science	NOUN
easat-4802	210	146	and	and	CCONJ
easat-4802	210	147	technology	technology	NOUN
easat-4802	210	148	issn	issn	PROPN
easat-4802	210	149	:	:	PUNCT
easat-4802	210	150	2576	2576	NUM
easat-4802	210	151	-	-	SYM
easat-4802	210	152	8484	8484	NUM
easat-4802	210	153	vol	vol	NOUN
easat-4802	210	154	.	.	PROPN
easat-4802	211	1	9	9	NUM
easat-4802	211	2	,	,	PUNCT
easat-4802	211	3	no	no	INTJ
easat-4802	211	4	.	.	NOUN
easat-4802	211	5	2	2	NUM
easat-4802	211	6	:	:	SYM
easat-4802	211	7	1528	1528	NUM
easat-4802	211	8	-	-	SYM
easat-4802	211	9	1543	1543	NUM
easat-4802	211	10	,	,	PUNCT
easat-4802	211	11	2025	2025	NUM
easat-4802	211	12	doi	doi	NOUN
easat-4802	211	13	:	:	PUNCT
easat-4802	211	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	211	15	©	©	PROPN
easat-4802	211	16	2025	2025	NUM
easat-4802	211	17	by	by	ADP
easat-4802	211	18	the	the	DET
easat-4802	211	19	authors	author	NOUN
easat-4802	211	20	;	;	PUNCT
easat-4802	211	21	licensee	licensee	PROPN
easat-4802	211	22	learning	learning	NOUN
easat-4802	211	23	gate	gate	NOUN
easat-4802	211	24	at	at	ADP
easat-4802	211	25	the	the	DET
easat-4802	211	26	final	final	ADJ
easat-4802	211	27	epoch	epoch	NOUN
easat-4802	211	28	,	,	PUNCT
easat-4802	211	29	the	the	DET
easat-4802	211	30	results	result	NOUN
easat-4802	211	31	in	in	ADP
easat-4802	211	32	table	table	NOUN
easat-4802	211	33	1	1	NUM
easat-4802	211	34	indicate	indicate	VERB
easat-4802	211	35	that	that	SCONJ
easat-4802	211	36	the	the	DET
easat-4802	211	37	yolov8	yolov8	NOUN
easat-4802	211	38	model	model	NOUN
easat-4802	211	39	performs	perform	VERB
easat-4802	211	40	well	well	ADV
easat-4802	211	41	in	in	ADP
easat-4802	211	42	detecting	detect	VERB
easat-4802	211	43	and	and	CCONJ
easat-4802	211	44	classifying	classify	VERB
easat-4802	211	45	objects	object	NOUN
easat-4802	211	46	within	within	ADP
easat-4802	211	47	images	image	NOUN
easat-4802	211	48	.	.	PUNCT
easat-4802	212	1	the	the	DET
easat-4802	212	2	train	train	NOUN
easat-4802	212	3	/	/	SYM
easat-4802	212	4	box_loss	box_loss	X
easat-4802	212	5	(	(	PUNCT
easat-4802	212	6	1.279	1.279	NUM
easat-4802	212	7	)	)	PUNCT
easat-4802	212	8	and	and	CCONJ
easat-4802	212	9	train	train	NOUN
easat-4802	212	10	/	/	SYM
easat-4802	212	11	cls_loss	cls_loss	NOUN
easat-4802	212	12	(	(	PUNCT
easat-4802	212	13	1.301	1.301	NUM
easat-4802	212	14	)	)	PUNCT
easat-4802	212	15	values	value	NOUN
easat-4802	212	16	demonstrate	demonstrate	VERB
easat-4802	212	17	the	the	DET
easat-4802	212	18	model	model	NOUN
easat-4802	212	19	’s	’s	PART
easat-4802	212	20	ability	ability	NOUN
easat-4802	212	21	to	to	PART
easat-4802	212	22	recognize	recognize	VERB
easat-4802	212	23	object	object	NOUN
easat-4802	212	24	positions	position	NOUN
easat-4802	212	25	and	and	CCONJ
easat-4802	212	26	classes	class	NOUN
easat-4802	212	27	with	with	ADP
easat-4802	212	28	moderate	moderate	ADJ
easat-4802	212	29	error	error	NOUN
easat-4802	212	30	levels	level	NOUN
easat-4802	212	31	.	.	PUNCT
easat-4802	213	1	additionally	additionally	ADV
easat-4802	213	2	,	,	PUNCT
easat-4802	213	3	the	the	DET
easat-4802	213	4	precision	precision	NOUN
easat-4802	213	5	score	score	NOUN
easat-4802	213	6	of	of	ADP
easat-4802	213	7	0.644	0.644	NUM
easat-4802	213	8	indicates	indicate	VERB
easat-4802	213	9	that	that	SCONJ
easat-4802	213	10	approximately	approximately	ADV
easat-4802	213	11	64.4	64.4	NUM
easat-4802	213	12	%	%	NOUN
easat-4802	213	13	of	of	ADP
easat-4802	213	14	the	the	DET
easat-4802	213	15	model	model	NOUN
easat-4802	213	16	’s	’s	PART
easat-4802	213	17	positive	positive	ADJ
easat-4802	213	18	predictions	prediction	NOUN
easat-4802	213	19	are	be	AUX
easat-4802	213	20	correct	correct	ADJ
easat-4802	213	21	,	,	PUNCT
easat-4802	213	22	while	while	SCONJ
easat-4802	213	23	the	the	DET
easat-4802	213	24	high	high	ADJ
easat-4802	213	25	recall	recall	NOUN
easat-4802	213	26	of	of	ADP
easat-4802	213	27	0.873	0.873	NUM
easat-4802	213	28	reflects	reflect	VERB
easat-4802	213	29	strong	strong	ADJ
easat-4802	213	30	sensitivity	sensitivity	NOUN
easat-4802	213	31	,	,	PUNCT
easat-4802	213	32	meaning	mean	VERB
easat-4802	213	33	the	the	DET
easat-4802	213	34	model	model	NOUN
easat-4802	213	35	successfully	successfully	ADV
easat-4802	213	36	detects	detect	VERB
easat-4802	213	37	most	most	ADJ
easat-4802	213	38	objects	object	NOUN
easat-4802	213	39	in	in	ADP
easat-4802	213	40	the	the	DET
easat-4802	213	41	images	image	NOUN
easat-4802	213	42	.	.	PUNCT
easat-4802	214	1	the	the	DET
easat-4802	214	2	map@0.5	map@0.5	PROPN
easat-4802	214	3	value	value	NOUN
easat-4802	214	4	of	of	ADP
easat-4802	214	5	0.754	0.754	NUM
easat-4802	214	6	confirms	confirm	VERB
easat-4802	214	7	a	a	DET
easat-4802	214	8	good	good	ADJ
easat-4802	214	9	overall	overall	ADJ
easat-4802	214	10	accuracy	accuracy	NOUN
easat-4802	214	11	at	at	ADP
easat-4802	214	12	a	a	DET
easat-4802	214	13	moderate	moderate	ADJ
easat-4802	214	14	overlap	overlap	NOUN
easat-4802	214	15	threshold	threshold	NOUN
easat-4802	214	16	,	,	PUNCT
easat-4802	214	17	whereas	whereas	SCONJ
easat-4802	214	18	the	the	DET
easat-4802	214	19	map@0.5:0.95	map@0.5:0.95	NOUN
easat-4802	214	20	value	value	NOUN
easat-4802	214	21	of	of	ADP
easat-4802	214	22	0.478	0.478	NUM
easat-4802	214	23	shows	show	VERB
easat-4802	214	24	satisfactory	satisfactory	ADJ
easat-4802	214	25	performance	performance	NOUN
easat-4802	214	26	under	under	ADP
easat-4802	214	27	stricter	strict	ADJ
easat-4802	214	28	overlap	overlap	NOUN
easat-4802	214	29	conditions	condition	NOUN
easat-4802	214	30	.	.	PUNCT
easat-4802	215	1	in	in	ADP
easat-4802	215	2	the	the	DET
easat-4802	215	3	validation	validation	NOUN
easat-4802	215	4	data	datum	NOUN
easat-4802	215	5	,	,	PUNCT
easat-4802	215	6	the	the	DET
easat-4802	215	7	loss	loss	NOUN
easat-4802	215	8	metrics	metric	NOUN
easat-4802	215	9	(	(	PUNCT
easat-4802	215	10	val	val	NOUN
easat-4802	215	11	/	/	SYM
easat-4802	215	12	box_loss	box_loss	NOUN
easat-4802	215	13	,	,	PUNCT
easat-4802	215	14	val	val	NOUN
easat-4802	215	15	/	/	SYM
easat-4802	215	16	cls_loss	cls_loss	NOUN
easat-4802	215	17	,	,	PUNCT
easat-4802	215	18	and	and	CCONJ
easat-4802	215	19	val	val	PROPN
easat-4802	215	20	/	/	SYM
easat-4802	215	21	dfl_loss	dfl_loss	NOUN
easat-4802	215	22	)	)	PUNCT
easat-4802	215	23	are	be	AUX
easat-4802	215	24	consistent	consistent	ADJ
easat-4802	215	25	with	with	ADP
easat-4802	215	26	the	the	DET
easat-4802	215	27	training	training	NOUN
easat-4802	215	28	results	result	NOUN
easat-4802	215	29	,	,	PUNCT
easat-4802	215	30	indicating	indicate	VERB
easat-4802	215	31	that	that	SCONJ
easat-4802	215	32	the	the	DET
easat-4802	215	33	model	model	NOUN
easat-4802	215	34	does	do	AUX
easat-4802	215	35	not	not	PART
easat-4802	215	36	suffer	suffer	VERB
easat-4802	215	37	from	from	ADP
easat-4802	215	38	overfitting	overfitte	VERB
easat-4802	215	39	and	and	CCONJ
easat-4802	215	40	is	be	AUX
easat-4802	215	41	thus	thus	ADV
easat-4802	215	42	expected	expect	VERB
easat-4802	215	43	to	to	PART
easat-4802	215	44	perform	perform	VERB
easat-4802	215	45	well	well	ADV
easat-4802	215	46	on	on	ADP
easat-4802	215	47	new	new	ADJ
easat-4802	215	48	data	datum	NOUN
easat-4802	215	49	.	.	PUNCT
easat-4802	216	1	with	with	ADP
easat-4802	216	2	a	a	DET
easat-4802	216	3	small	small	ADJ
easat-4802	216	4	and	and	CCONJ
easat-4802	216	5	stable	stable	ADJ
easat-4802	216	6	learning	learning	NOUN
easat-4802	216	7	rate	rate	NOUN
easat-4802	216	8	of	of	ADP
easat-4802	216	9	3.725e-05	3.725e-05	NUM
easat-4802	216	10	,	,	PUNCT
easat-4802	216	11	the	the	DET
easat-4802	216	12	model	model	NOUN
easat-4802	216	13	learns	learn	VERB
easat-4802	216	14	at	at	ADP
easat-4802	216	15	a	a	DET
easat-4802	216	16	controlled	control	VERB
easat-4802	216	17	pace	pace	NOUN
easat-4802	216	18	,	,	PUNCT
easat-4802	216	19	helping	helping	AUX
easat-4802	216	20	maintain	maintain	VERB
easat-4802	216	21	a	a	DET
easat-4802	216	22	balance	balance	NOUN
easat-4802	216	23	between	between	ADP
easat-4802	216	24	accuracy	accuracy	NOUN
easat-4802	216	25	and	and	CCONJ
easat-4802	216	26	generalization	generalization	NOUN
easat-4802	216	27	.	.	PUNCT
easat-4802	217	1	overall	overall	ADV
easat-4802	217	2	,	,	PUNCT
easat-4802	217	3	the	the	DET
easat-4802	217	4	yolov8	yolov8	NOUN
easat-4802	217	5	model	model	NOUN
easat-4802	217	6	shows	show	VERB
easat-4802	217	7	significant	significant	ADJ
easat-4802	217	8	potential	potential	NOUN
easat-4802	217	9	for	for	ADP
easat-4802	217	10	object	object	NOUN
easat-4802	217	11	detection	detection	NOUN
easat-4802	217	12	applications	application	NOUN
easat-4802	217	13	,	,	PUNCT
easat-4802	217	14	with	with	ADP
easat-4802	217	15	strong	strong	ADJ
easat-4802	217	16	recall	recall	NOUN
easat-4802	217	17	and	and	CCONJ
easat-4802	217	18	map	map	VERB
easat-4802	217	19	values	value	NOUN
easat-4802	217	20	,	,	PUNCT
easat-4802	217	21	although	although	SCONJ
easat-4802	217	22	there	there	PRON
easat-4802	217	23	remains	remain	VERB
easat-4802	217	24	room	room	NOUN
easat-4802	217	25	for	for	ADP
easat-4802	217	26	improving	improve	VERB
easat-4802	217	27	precision	precision	NOUN
easat-4802	217	28	to	to	PART
easat-4802	217	29	enhance	enhance	VERB
easat-4802	217	30	classification	classification	NOUN
easat-4802	217	31	accuracy	accuracy	NOUN
easat-4802	217	32	.	.	PUNCT
easat-4802	218	1	the	the	DET
easat-4802	218	2	visualizations	visualization	NOUN
easat-4802	218	3	provide	provide	VERB
easat-4802	218	4	further	further	ADJ
easat-4802	218	5	insights	insight	NOUN
easat-4802	218	6	into	into	ADP
easat-4802	218	7	the	the	DET
easat-4802	218	8	system	system	NOUN
easat-4802	218	9	's	's	PART
easat-4802	218	10	performance	performance	NOUN
easat-4802	218	11	.	.	PUNCT
easat-4802	219	1	additionally	additionally	ADV
easat-4802	219	2	,	,	PUNCT
easat-4802	219	3	throughout	throughout	ADP
easat-4802	219	4	the	the	DET
easat-4802	219	5	training	training	NOUN
easat-4802	219	6	and	and	CCONJ
easat-4802	219	7	testing	testing	NOUN
easat-4802	219	8	process	process	NOUN
easat-4802	219	9	across	across	ADP
easat-4802	219	10	each	each	DET
easat-4802	219	11	epoch	epoch	NOUN
easat-4802	219	12	,	,	PUNCT
easat-4802	219	13	the	the	DET
easat-4802	219	14	system	system	NOUN
easat-4802	219	15	shows	show	VERB
easat-4802	219	16	progress	progress	NOUN
easat-4802	219	17	and	and	CCONJ
easat-4802	219	18	performance	performance	NOUN
easat-4802	219	19	improvements	improvement	NOUN
easat-4802	219	20	,	,	PUNCT
easat-4802	219	21	which	which	PRON
easat-4802	219	22	are	be	AUX
easat-4802	219	23	illustrated	illustrate	VERB
easat-4802	219	24	in	in	ADP
easat-4802	219	25	figure	figure	NOUN
easat-4802	219	26	5	5	NUM
easat-4802	219	27	.	.	PUNCT
easat-4802	219	28	figure	figure	NOUN
easat-4802	219	29	5	5	NUM
easat-4802	219	30	.	.	PUNCT
easat-4802	219	31	confusion	confusion	NOUN
easat-4802	219	32	matrix	matrix	NOUN
easat-4802	219	33	normalized	normalize	VERB
easat-4802	219	34	.	.	PUNCT
easat-4802	220	1	1539	1539	NUM
easat-4802	220	2	edelweiss	edelweiss	PROPN
easat-4802	220	3	applied	apply	VERB
easat-4802	220	4	science	science	NOUN
easat-4802	220	5	and	and	CCONJ
easat-4802	220	6	technology	technology	NOUN
easat-4802	220	7	issn	issn	PROPN
easat-4802	220	8	:	:	PUNCT
easat-4802	220	9	2576	2576	NUM
easat-4802	220	10	-	-	SYM
easat-4802	220	11	8484	8484	NUM
easat-4802	220	12	vol	vol	NOUN
easat-4802	220	13	.	.	PROPN
easat-4802	221	1	9	9	NUM
easat-4802	221	2	,	,	PUNCT
easat-4802	221	3	no	no	INTJ
easat-4802	221	4	.	.	NOUN
easat-4802	221	5	2	2	NUM
easat-4802	221	6	:	:	SYM
easat-4802	221	7	1528	1528	NUM
easat-4802	221	8	-	-	SYM
easat-4802	221	9	1543	1543	NUM
easat-4802	221	10	,	,	PUNCT
easat-4802	221	11	2025	2025	NUM
easat-4802	221	12	doi	doi	NOUN
easat-4802	221	13	:	:	PUNCT
easat-4802	221	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	221	15	©	©	PROPN
easat-4802	221	16	2025	2025	NUM
easat-4802	221	17	by	by	ADP
easat-4802	221	18	the	the	DET
easat-4802	221	19	authors	author	NOUN
easat-4802	221	20	;	;	PUNCT
easat-4802	221	21	licensee	licensee	PROPN
easat-4802	221	22	learning	learning	NOUN
easat-4802	221	23	gate	gate	VERB
easat-4802	221	24	the	the	DET
easat-4802	221	25	confusion	confusion	NOUN
easat-4802	221	26	matrix	matrix	NOUN
easat-4802	221	27	depicted	depict	VERB
easat-4802	221	28	in	in	ADP
easat-4802	221	29	figure	figure	NOUN
easat-4802	221	30	5	5	NUM
easat-4802	221	31	serves	serve	VERB
easat-4802	221	32	as	as	ADP
easat-4802	221	33	a	a	DET
easat-4802	221	34	crucial	crucial	ADJ
easat-4802	221	35	evaluation	evaluation	NOUN
easat-4802	221	36	tool	tool	NOUN
easat-4802	221	37	,	,	PUNCT
easat-4802	221	38	offering	offer	VERB
easat-4802	221	39	a	a	DET
easat-4802	221	40	detailed	detailed	ADJ
easat-4802	221	41	comparison	comparison	NOUN
easat-4802	221	42	between	between	ADP
easat-4802	221	43	the	the	DET
easat-4802	221	44	actual	actual	ADJ
easat-4802	221	45	classifications	classification	NOUN
easat-4802	221	46	of	of	ADP
easat-4802	221	47	pineapple	pineapple	NOUN
easat-4802	221	48	ripeness	ripeness	NOUN
easat-4802	221	49	levels	level	NOUN
easat-4802	221	50	and	and	CCONJ
easat-4802	221	51	the	the	DET
easat-4802	221	52	predictions	prediction	NOUN
easat-4802	221	53	generated	generate	VERB
easat-4802	221	54	by	by	ADP
easat-4802	221	55	the	the	DET
easat-4802	221	56	yolov8	yolov8	PROPN
easat-4802	221	57	model	model	PROPN
easat-4802	221	58	.	.	PUNCT
easat-4802	222	1	this	this	DET
easat-4802	222	2	matrix	matrix	NOUN
easat-4802	222	3	provides	provide	VERB
easat-4802	222	4	a	a	DET
easat-4802	222	5	comprehensive	comprehensive	ADJ
easat-4802	222	6	breakdown	breakdown	NOUN
easat-4802	222	7	of	of	ADP
easat-4802	222	8	how	how	SCONJ
easat-4802	222	9	well	well	ADV
easat-4802	222	10	the	the	DET
easat-4802	222	11	model	model	NOUN
easat-4802	222	12	performs	perform	VERB
easat-4802	222	13	across	across	ADP
easat-4802	222	14	different	different	ADJ
easat-4802	222	15	ripeness	ripeness	NOUN
easat-4802	222	16	categories	category	NOUN
easat-4802	222	17	—	—	PUNCT
easat-4802	222	18	unripe	unripe	NOUN
easat-4802	222	19	,	,	PUNCT
easat-4802	222	20	half	half	ADJ
easat-4802	222	21	-	-	PUNCT
easat-4802	222	22	ripe	ripe	ADJ
easat-4802	222	23	,	,	PUNCT
easat-4802	222	24	ripe	ripe	ADJ
easat-4802	222	25	,	,	PUNCT
easat-4802	222	26	and	and	CCONJ
easat-4802	222	27	over	over	ADP
easat-4802	222	28	-	-	PUNCT
easat-4802	222	29	ripe	ripe	NOUN
easat-4802	222	30	.	.	PUNCT
easat-4802	223	1	each	each	DET
easat-4802	223	2	cell	cell	NOUN
easat-4802	223	3	in	in	ADP
easat-4802	223	4	the	the	DET
easat-4802	223	5	matrix	matrix	NOUN
easat-4802	223	6	represents	represent	VERB
easat-4802	223	7	the	the	DET
easat-4802	223	8	count	count	NOUN
easat-4802	223	9	of	of	ADP
easat-4802	223	10	observations	observation	NOUN
easat-4802	223	11	where	where	SCONJ
easat-4802	223	12	the	the	DET
easat-4802	223	13	model	model	NOUN
easat-4802	223	14	correctly	correctly	ADV
easat-4802	223	15	or	or	CCONJ
easat-4802	223	16	incorrectly	incorrectly	ADV
easat-4802	223	17	classified	classified	ADJ
easat-4802	223	18	pineapples	pineapple	NOUN
easat-4802	223	19	into	into	ADP
easat-4802	223	20	these	these	DET
easat-4802	223	21	categories	category	NOUN
easat-4802	223	22	.	.	PUNCT
easat-4802	224	1	by	by	ADP
easat-4802	224	2	analyzing	analyze	VERB
easat-4802	224	3	this	this	DET
easat-4802	224	4	matrix	matrix	NOUN
easat-4802	224	5	,	,	PUNCT
easat-4802	224	6	researchers	researcher	NOUN
easat-4802	224	7	can	can	AUX
easat-4802	224	8	assess	assess	VERB
easat-4802	224	9	the	the	DET
easat-4802	224	10	model	model	NOUN
easat-4802	224	11	's	's	PART
easat-4802	224	12	accuracy	accuracy	NOUN
easat-4802	224	13	,	,	PUNCT
easat-4802	224	14	precision	precision	NOUN
easat-4802	224	15	,	,	PUNCT
easat-4802	224	16	recall	recall	NOUN
easat-4802	224	17	,	,	PUNCT
easat-4802	224	18	and	and	CCONJ
easat-4802	224	19	overall	overall	ADJ
easat-4802	224	20	effectiveness	effectiveness	NOUN
easat-4802	224	21	in	in	ADP
easat-4802	224	22	accurately	accurately	ADV
easat-4802	224	23	identifying	identify	VERB
easat-4802	224	24	the	the	DET
easat-4802	224	25	ripeness	ripeness	NOUN
easat-4802	224	26	stage	stage	NOUN
easat-4802	224	27	of	of	ADP
easat-4802	224	28	pineapples	pineapple	NOUN
easat-4802	224	29	based	base	VERB
easat-4802	224	30	on	on	ADP
easat-4802	224	31	the	the	DET
easat-4802	224	32	visual	visual	ADJ
easat-4802	224	33	cues	cue	NOUN
easat-4802	224	34	captured	capture	VERB
easat-4802	224	35	in	in	ADP
easat-4802	224	36	the	the	DET
easat-4802	224	37	dataset	dataset	NOUN
easat-4802	224	38	.	.	PUNCT
easat-4802	225	1	figure	figure	NOUN
easat-4802	225	2	6	6	NUM
easat-4802	225	3	.	.	PUNCT
easat-4802	225	4	diagram	diagram	NOUN
easat-4802	225	5	map	map	NOUN
easat-4802	225	6	result	result	VERB
easat-4802	225	7	.	.	PUNCT
easat-4802	226	1	the	the	DET
easat-4802	226	2	map	map	NOUN
easat-4802	226	3	diagram	diagram	NOUN
easat-4802	226	4	presented	present	VERB
easat-4802	226	5	in	in	ADP
easat-4802	226	6	figure	figure	NOUN
easat-4802	226	7	6	6	NUM
easat-4802	226	8	offers	offer	VERB
easat-4802	226	9	a	a	DET
easat-4802	226	10	comprehensive	comprehensive	ADJ
easat-4802	226	11	visualization	visualization	NOUN
easat-4802	226	12	of	of	ADP
easat-4802	226	13	the	the	DET
easat-4802	226	14	model	model	NOUN
easat-4802	226	15	's	's	PART
easat-4802	226	16	performance	performance	NOUN
easat-4802	226	17	across	across	ADP
easat-4802	226	18	varying	vary	VERB
easat-4802	226	19	iou	iou	PROPN
easat-4802	226	20	thresholds	threshold	NOUN
easat-4802	226	21	,	,	PUNCT
easat-4802	226	22	showcasing	showcase	VERB
easat-4802	226	23	the	the	DET
easat-4802	226	24	intricate	intricate	ADJ
easat-4802	226	25	balance	balance	NOUN
easat-4802	226	26	between	between	ADP
easat-4802	226	27	recall	recall	NOUN
easat-4802	226	28	and	and	CCONJ
easat-4802	226	29	precision	precision	NOUN
easat-4802	226	30	in	in	ADP
easat-4802	226	31	object	object	NOUN
easat-4802	226	32	detection	detection	NOUN
easat-4802	226	33	tasks	task	NOUN
easat-4802	226	34	.	.	PUNCT
easat-4802	227	1	in	in	ADP
easat-4802	227	2	the	the	DET
easat-4802	227	3	provided	provide	VERB
easat-4802	227	4	image	image	NOUN
easat-4802	227	5	,	,	PUNCT
easat-4802	227	6	the	the	DET
easat-4802	227	7	x	x	NOUN
easat-4802	227	8	-	-	NOUN
easat-4802	227	9	axis	axis	NOUN
easat-4802	227	10	in	in	ADP
easat-4802	227	11	each	each	DET
easat-4802	227	12	plot	plot	NOUN
easat-4802	227	13	represents	represent	VERB
easat-4802	227	14	the	the	DET
easat-4802	227	15	number	number	NOUN
easat-4802	227	16	of	of	ADP
easat-4802	227	17	epochs	epoch	NOUN
easat-4802	227	18	or	or	CCONJ
easat-4802	227	19	training	training	NOUN
easat-4802	227	20	steps	step	NOUN
easat-4802	227	21	,	,	PUNCT
easat-4802	227	22	indicating	indicate	VERB
easat-4802	227	23	the	the	DET
easat-4802	227	24	training	training	NOUN
easat-4802	227	25	progression	progression	NOUN
easat-4802	227	26	over	over	ADP
easat-4802	227	27	time	time	NOUN
easat-4802	227	28	.	.	PUNCT
easat-4802	228	1	the	the	DET
easat-4802	228	2	y	y	NOUN
easat-4802	228	3	-	-	PUNCT
easat-4802	228	4	axis	axis	NOUN
easat-4802	228	5	varies	varie	NOUN
easat-4802	228	6	by	by	ADP
easat-4802	228	7	plot	plot	NOUN
easat-4802	228	8	:	:	PUNCT
easat-4802	228	9	for	for	ADP
easat-4802	228	10	loss	loss	NOUN
easat-4802	228	11	metrics	metric	NOUN
easat-4802	228	12	(	(	PUNCT
easat-4802	228	13	train	train	NOUN
easat-4802	228	14	/	/	SYM
easat-4802	228	15	box_loss	box_loss	NOUN
easat-4802	228	16	,	,	PUNCT
easat-4802	228	17	train	train	NOUN
easat-4802	228	18	/	/	SYM
easat-4802	228	19	cls_loss	cls_loss	NOUN
easat-4802	228	20	,	,	PUNCT
easat-4802	228	21	train	train	NOUN
easat-4802	228	22	/	/	SYM
easat-4802	228	23	dfl_loss	dfl_loss	NOUN
easat-4802	228	24	,	,	PUNCT
easat-4802	228	25	val	val	NOUN
easat-4802	228	26	/	/	SYM
easat-4802	228	27	box_loss	box_loss	NOUN
easat-4802	228	28	,	,	PUNCT
easat-4802	228	29	val	val	NOUN
easat-4802	228	30	/	/	SYM
easat-4802	228	31	cls_loss	cls_loss	NOUN
easat-4802	228	32	,	,	PUNCT
easat-4802	228	33	and	and	CCONJ
easat-4802	228	34	val	val	PROPN
easat-4802	228	35	/	/	SYM
easat-4802	228	36	dfl_loss	dfl_loss	NOUN
easat-4802	228	37	)	)	PUNCT
easat-4802	228	38	,	,	PUNCT
easat-4802	228	39	it	it	PRON
easat-4802	228	40	shows	show	VERB
easat-4802	228	41	the	the	DET
easat-4802	228	42	loss	loss	NOUN
easat-4802	228	43	values	value	NOUN
easat-4802	228	44	,	,	PUNCT
easat-4802	228	45	which	which	PRON
easat-4802	228	46	measure	measure	VERB
easat-4802	228	47	the	the	DET
easat-4802	228	48	model	model	NOUN
easat-4802	228	49	's	's	PART
easat-4802	228	50	error	error	NOUN
easat-4802	228	51	;	;	PUNCT
easat-4802	228	52	for	for	ADP
easat-4802	228	53	performance	performance	NOUN
easat-4802	228	54	metrics	metric	NOUN
easat-4802	228	55	(	(	PUNCT
easat-4802	228	56	metrics	metric	NOUN
easat-4802	228	57	/	/	SYM
easat-4802	228	58	precision(b	precision(b	NOUN
easat-4802	228	59	)	)	PUNCT
easat-4802	228	60	and	and	CCONJ
easat-4802	228	61	metrics	metric	NOUN
easat-4802	228	62	/	/	SYM
easat-4802	228	63	recall(b	recall(b	NOUN
easat-4802	228	64	)	)	PUNCT
easat-4802	228	65	)	)	PUNCT
easat-4802	228	66	,	,	PUNCT
easat-4802	228	67	it	it	PRON
easat-4802	228	68	represents	represent	VERB
easat-4802	228	69	the	the	DET
easat-4802	228	70	precision	precision	NOUN
easat-4802	228	71	and	and	CCONJ
easat-4802	228	72	recall	recall	NOUN
easat-4802	228	73	scores	score	NOUN
easat-4802	228	74	,	,	PUNCT
easat-4802	228	75	assessing	assess	VERB
easat-4802	228	76	accuracy	accuracy	NOUN
easat-4802	228	77	and	and	CCONJ
easat-4802	228	78	detection	detection	NOUN
easat-4802	228	79	coverage	coverage	NOUN
easat-4802	228	80	;	;	PUNCT
easat-4802	228	81	and	and	CCONJ
easat-4802	228	82	for	for	ADP
easat-4802	228	83	metrics	metric	NOUN
easat-4802	228	84	/	/	SYM
easat-4802	228	85	map@0.5	map@0.5	NOUN
easat-4802	228	86	and	and	CCONJ
easat-4802	228	87	metrics	metric	NOUN
easat-4802	228	88	/	/	SYM
easat-4802	228	89	map@0.5:0.95	map@0.5:0.95	NOUN
easat-4802	228	90	,	,	PUNCT
easat-4802	228	91	the	the	DET
easat-4802	228	92	y	y	NOUN
easat-4802	228	93	-	-	PUNCT
easat-4802	228	94	axis	axis	NOUN
easat-4802	228	95	indicates	indicate	VERB
easat-4802	228	96	mean	mean	ADJ
easat-4802	228	97	average	average	ADJ
easat-4802	228	98	precision	precision	NOUN
easat-4802	228	99	(	(	PUNCT
easat-4802	228	100	map	map	NOUN
easat-4802	228	101	)	)	PUNCT
easat-4802	228	102	at	at	ADP
easat-4802	228	103	different	different	ADJ
easat-4802	228	104	iou	iou	PROPN
easat-4802	228	105	thresholds	threshold	NOUN
easat-4802	228	106	,	,	PUNCT
easat-4802	228	107	reflecting	reflect	VERB
easat-4802	228	108	prediction	prediction	NOUN
easat-4802	228	109	accuracy	accuracy	NOUN
easat-4802	228	110	across	across	ADP
easat-4802	228	111	varying	vary	VERB
easat-4802	228	112	levels	level	NOUN
easat-4802	228	113	of	of	ADP
easat-4802	228	114	overlap	overlap	NOUN
easat-4802	228	115	requirements	requirement	NOUN
easat-4802	228	116	.	.	PUNCT
easat-4802	229	1	iou	iou	NOUN
easat-4802	229	2	,	,	PUNCT
easat-4802	229	3	or	or	CCONJ
easat-4802	229	4	intersection	intersection	NOUN
easat-4802	229	5	over	over	ADP
easat-4802	229	6	union	union	NOUN
easat-4802	229	7	,	,	PUNCT
easat-4802	229	8	serves	serve	VERB
easat-4802	229	9	as	as	ADP
easat-4802	229	10	a	a	DET
easat-4802	229	11	critical	critical	ADJ
easat-4802	229	12	metric	metric	NOUN
easat-4802	229	13	that	that	PRON
easat-4802	229	14	quantifies	quantify	VERB
easat-4802	229	15	the	the	DET
easat-4802	229	16	spatial	spatial	ADJ
easat-4802	229	17	overlap	overlap	NOUN
easat-4802	229	18	between	between	ADP
easat-4802	229	19	predicted	predict	VERB
easat-4802	229	20	bounding	bounding	NOUN
easat-4802	229	21	boxes	box	NOUN
easat-4802	229	22	and	and	CCONJ
easat-4802	229	23	ground	ground	NOUN
easat-4802	229	24	truth	truth	NOUN
easat-4802	229	25	annotations	annotation	NOUN
easat-4802	229	26	.	.	PUNCT
easat-4802	230	1	by	by	ADP
easat-4802	230	2	incrementally	incrementally	ADV
easat-4802	230	3	adjusting	adjust	VERB
easat-4802	230	4	the	the	DET
easat-4802	230	5	iou	iou	NOUN
easat-4802	230	6	threshold	threshold	NOUN
easat-4802	230	7	from	from	ADP
easat-4802	230	8	0	0	NUM
easat-4802	230	9	to	to	PART
easat-4802	230	10	1	1	NUM
easat-4802	230	11	,	,	PUNCT
easat-4802	230	12	researchers	researcher	NOUN
easat-4802	230	13	can	can	AUX
easat-4802	230	14	analyze	analyze	VERB
easat-4802	230	15	how	how	SCONJ
easat-4802	230	16	the	the	DET
easat-4802	230	17	model	model	NOUN
easat-4802	230	18	's	's	PART
easat-4802	230	19	precision	precision	NOUN
easat-4802	230	20	and	and	CCONJ
easat-4802	230	21	recall	recall	NOUN
easat-4802	230	22	metrics	metric	NOUN
easat-4802	230	23	evolve	evolve	VERB
easat-4802	230	24	.	.	PUNCT
easat-4802	231	1	typically	typically	ADV
easat-4802	231	2	,	,	PUNCT
easat-4802	231	3	as	as	ADP
easat-4802	231	4	the	the	DET
easat-4802	231	5	iou	iou	NOUN
easat-4802	231	6	threshold	threshold	NOUN
easat-4802	231	7	increases	increase	NOUN
easat-4802	231	8	,	,	PUNCT
easat-4802	231	9	the	the	DET
easat-4802	231	10	model	model	NOUN
easat-4802	231	11	becomes	become	VERB
easat-4802	231	12	more	more	ADV
easat-4802	231	13	stringent	stringent	ADJ
easat-4802	231	14	in	in	ADP
easat-4802	231	15	its	its	PRON
easat-4802	231	16	detection	detection	NOUN
easat-4802	231	17	criteria	criterion	NOUN
easat-4802	231	18	,	,	PUNCT
easat-4802	231	19	leading	lead	VERB
easat-4802	231	20	to	to	ADP
easat-4802	231	21	higher	high	ADJ
easat-4802	231	22	precision	precision	NOUN
easat-4802	231	23	but	but	CCONJ
easat-4802	231	24	potentially	potentially	ADV
easat-4802	231	25	lower	low	ADJ
easat-4802	231	26	recall	recall	NOUN
easat-4802	231	27	,	,	PUNCT
easat-4802	231	28	as	as	SCONJ
easat-4802	231	29	fewer	few	ADJ
easat-4802	231	30	predictions	prediction	NOUN
easat-4802	231	31	meet	meet	VERB
easat-4802	231	32	the	the	DET
easat-4802	231	33	stricter	strict	ADJ
easat-4802	231	34	overlap	overlap	NOUN
easat-4802	231	35	criterion	criterion	NOUN
easat-4802	231	36	.	.	PUNCT
easat-4802	232	1	conversely	conversely	ADV
easat-4802	232	2	,	,	PUNCT
easat-4802	232	3	lowering	lower	VERB
easat-4802	232	4	the	the	DET
easat-4802	232	5	iou	iou	NOUN
easat-4802	232	6	threshold	threshold	NOUN
easat-4802	232	7	can	can	AUX
easat-4802	232	8	increase	increase	VERB
easat-4802	232	9	recall	recall	NOUN
easat-4802	232	10	by	by	ADP
easat-4802	232	11	capturing	capture	VERB
easat-4802	232	12	more	more	ADJ
easat-4802	232	13	instances	instance	NOUN
easat-4802	232	14	but	but	CCONJ
easat-4802	232	15	might	might	AUX
easat-4802	232	16	sacrifice	sacrifice	VERB
easat-4802	232	17	precision	precision	NOUN
easat-4802	232	18	due	due	ADP
easat-4802	232	19	to	to	ADP
easat-4802	232	20	increased	increase	VERB
easat-4802	232	21	false	false	ADJ
easat-4802	232	22	positives	positive	NOUN
easat-4802	232	23	.	.	PUNCT
easat-4802	233	1	1540	1540	NUM
easat-4802	233	2	edelweiss	edelweiss	PROPN
easat-4802	233	3	applied	apply	VERB
easat-4802	233	4	science	science	NOUN
easat-4802	233	5	and	and	CCONJ
easat-4802	233	6	technology	technology	NOUN
easat-4802	233	7	issn	issn	PROPN
easat-4802	233	8	:	:	PUNCT
easat-4802	233	9	2576	2576	NUM
easat-4802	233	10	-	-	SYM
easat-4802	233	11	8484	8484	NUM
easat-4802	233	12	vol	vol	NOUN
easat-4802	233	13	.	.	PROPN
easat-4802	234	1	9	9	NUM
easat-4802	234	2	,	,	PUNCT
easat-4802	234	3	no	no	INTJ
easat-4802	234	4	.	.	NOUN
easat-4802	234	5	2	2	NUM
easat-4802	234	6	:	:	SYM
easat-4802	234	7	1528	1528	NUM
easat-4802	234	8	-	-	SYM
easat-4802	234	9	1543	1543	NUM
easat-4802	234	10	,	,	PUNCT
easat-4802	234	11	2025	2025	NUM
easat-4802	234	12	doi	doi	NOUN
easat-4802	234	13	:	:	PUNCT
easat-4802	234	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	234	15	©	©	PROPN
easat-4802	234	16	2025	2025	NUM
easat-4802	234	17	by	by	ADP
easat-4802	234	18	the	the	DET
easat-4802	234	19	authors	author	NOUN
easat-4802	234	20	;	;	PUNCT
easat-4802	234	21	licensee	licensee	PROPN
easat-4802	234	22	learning	learning	NOUN
easat-4802	234	23	gate	gate	NOUN
easat-4802	234	24	this	this	DET
easat-4802	234	25	curve	curve	NOUN
easat-4802	234	26	provides	provide	VERB
easat-4802	234	27	valuable	valuable	ADJ
easat-4802	234	28	insights	insight	NOUN
easat-4802	234	29	into	into	ADP
easat-4802	234	30	the	the	DET
easat-4802	234	31	model	model	NOUN
easat-4802	234	32	's	's	PART
easat-4802	234	33	robustness	robustness	NOUN
easat-4802	234	34	and	and	CCONJ
easat-4802	234	35	effectiveness	effectiveness	NOUN
easat-4802	234	36	in	in	ADP
easat-4802	234	37	detecting	detect	VERB
easat-4802	234	38	pineapple	pineapple	NOUN
easat-4802	234	39	ripeness	ripeness	NOUN
easat-4802	234	40	levels	level	NOUN
easat-4802	234	41	across	across	ADP
easat-4802	234	42	different	different	ADJ
easat-4802	234	43	iou	iou	NOUN
easat-4802	234	44	thresholds	threshold	NOUN
easat-4802	234	45	.	.	PUNCT
easat-4802	235	1	it	it	PRON
easat-4802	235	2	enables	enable	VERB
easat-4802	235	3	researchers	researcher	NOUN
easat-4802	235	4	to	to	PART
easat-4802	235	5	make	make	VERB
easat-4802	235	6	informed	informed	ADJ
easat-4802	235	7	decisions	decision	NOUN
easat-4802	235	8	about	about	ADP
easat-4802	235	9	model	model	NOUN
easat-4802	235	10	configuration	configuration	NOUN
easat-4802	235	11	and	and	CCONJ
easat-4802	235	12	optimization	optimization	NOUN
easat-4802	235	13	,	,	PUNCT
easat-4802	235	14	aiming	aim	VERB
easat-4802	235	15	to	to	PART
easat-4802	235	16	strike	strike	VERB
easat-4802	235	17	a	a	DET
easat-4802	235	18	balance	balance	NOUN
easat-4802	235	19	that	that	PRON
easat-4802	235	20	aligns	align	VERB
easat-4802	235	21	with	with	ADP
easat-4802	235	22	specific	specific	ADJ
easat-4802	235	23	application	application	NOUN
easat-4802	235	24	requirements	requirement	NOUN
easat-4802	235	25	,	,	PUNCT
easat-4802	235	26	whether	whether	SCONJ
easat-4802	235	27	prioritizing	prioritize	VERB
easat-4802	235	28	precision	precision	NOUN
easat-4802	235	29	,	,	PUNCT
easat-4802	235	30	recall	recall	NOUN
easat-4802	235	31	,	,	PUNCT
easat-4802	235	32	or	or	CCONJ
easat-4802	235	33	a	a	DET
easat-4802	235	34	trade	trade	NOUN
easat-4802	235	35	-	-	PUNCT
easat-4802	235	36	off	off	NOUN
easat-4802	235	37	between	between	ADP
easat-4802	235	38	both	both	DET
easat-4802	235	39	metrics	metric	NOUN
easat-4802	235	40	.	.	PUNCT
easat-4802	236	1	the	the	DET
easat-4802	236	2	visual	visual	ADJ
easat-4802	236	3	representation	representation	NOUN
easat-4802	236	4	in	in	ADP
easat-4802	236	5	figure	figure	NOUN
easat-4802	236	6	6	6	NUM
easat-4802	236	7	aids	aid	NOUN
easat-4802	236	8	in	in	ADP
easat-4802	236	9	understanding	understand	VERB
easat-4802	236	10	how	how	SCONJ
easat-4802	236	11	changes	change	NOUN
easat-4802	236	12	in	in	ADP
easat-4802	236	13	iou	iou	PROPN
easat-4802	236	14	thresholds	threshold	NOUN
easat-4802	236	15	impact	impact	VERB
easat-4802	236	16	the	the	DET
easat-4802	236	17	overall	overall	ADJ
easat-4802	236	18	performance	performance	NOUN
easat-4802	236	19	and	and	CCONJ
easat-4802	236	20	reliability	reliability	NOUN
easat-4802	236	21	of	of	ADP
easat-4802	236	22	the	the	DET
easat-4802	236	23	yolov8	yolov8	NOUN
easat-4802	236	24	model	model	NOUN
easat-4802	236	25	in	in	ADP
easat-4802	236	26	fruit	fruit	NOUN
easat-4802	236	27	ripeness	ripeness	NOUN
easat-4802	236	28	assessment	assessment	NOUN
easat-4802	236	29	tasks	task	NOUN
easat-4802	236	30	.	.	PUNCT
easat-4802	237	1	figure	figure	NOUN
easat-4802	237	2	7	7	NUM
easat-4802	237	3	.	.	PUNCT
easat-4802	237	4	testing	testing	NOUN
easat-4802	237	5	parameter	parameter	NOUN
easat-4802	237	6	correlation	correlation	NOUN
easat-4802	237	7	curve	curve	NOUN
easat-4802	237	8	.	.	PUNCT
easat-4802	238	1	figure	figure	NOUN
easat-4802	238	2	7	7	NUM
easat-4802	238	3	illustrated	illustrate	VERB
easat-4802	238	4	the	the	DET
easat-4802	238	5	relationships	relationship	NOUN
easat-4802	238	6	among	among	ADP
easat-4802	238	7	key	key	ADJ
easat-4802	238	8	testing	testing	NOUN
easat-4802	238	9	parameters	parameter	NOUN
easat-4802	238	10	in	in	ADP
easat-4802	238	11	the	the	DET
easat-4802	238	12	yolov8	yolov8	NOUN
easat-4802	238	13	-	-	PUNCT
easat-4802	238	14	based	base	VERB
easat-4802	238	15	pineapple	pineapple	NOUN
easat-4802	238	16	ripeness	ripeness	NOUN
easat-4802	238	17	detection	detection	NOUN
easat-4802	238	18	model	model	NOUN
easat-4802	238	19	,	,	PUNCT
easat-4802	238	20	offering	offer	VERB
easat-4802	238	21	insights	insight	NOUN
easat-4802	238	22	into	into	ADP
easat-4802	238	23	model	model	NOUN
easat-4802	238	24	performance	performance	NOUN
easat-4802	238	25	across	across	ADP
easat-4802	238	26	different	different	ADJ
easat-4802	238	27	thresholds	threshold	NOUN
easat-4802	238	28	.	.	PUNCT
easat-4802	239	1	in	in	ADP
easat-4802	239	2	the	the	DET
easat-4802	239	3	precision	precision	NOUN
easat-4802	239	4	-	-	PUNCT
easat-4802	239	5	recall	recall	NOUN
easat-4802	239	6	curve	curve	NOUN
easat-4802	239	7	(	(	PUNCT
easat-4802	239	8	a	a	NOUN
easat-4802	239	9	)	)	PUNCT
easat-4802	239	10	,	,	PUNCT
easat-4802	239	11	the	the	PRON
easat-4802	239	12	x	x	NOUN
easat-4802	239	13	-	-	ADJ
easat-4802	239	14	axis	axis	NOUN
easat-4802	239	15	represents	represent	VERB
easat-4802	239	16	recall	recall	NOUN
easat-4802	239	17	,	,	PUNCT
easat-4802	239	18	and	and	CCONJ
easat-4802	239	19	the	the	DET
easat-4802	239	20	y	y	NOUN
easat-4802	239	21	-	-	PUNCT
easat-4802	239	22	axis	axis	NOUN
easat-4802	239	23	represents	represent	VERB
easat-4802	239	24	precision	precision	NOUN
easat-4802	239	25	,	,	PUNCT
easat-4802	239	26	showing	show	VERB
easat-4802	239	27	the	the	DET
easat-4802	239	28	balance	balance	NOUN
easat-4802	239	29	between	between	ADP
easat-4802	239	30	correctly	correctly	ADV
easat-4802	239	31	identified	identify	VERB
easat-4802	239	32	positives	positive	NOUN
easat-4802	239	33	and	and	CCONJ
easat-4802	239	34	true	true	ADJ
easat-4802	239	35	positives	positive	NOUN
easat-4802	239	36	detected	detect	VERB
easat-4802	239	37	.	.	PUNCT
easat-4802	240	1	the	the	DET
easat-4802	240	2	recall	recall	NOUN
easat-4802	240	3	-	-	PUNCT
easat-4802	240	4	confidence	confidence	NOUN
easat-4802	240	5	curve	curve	NOUN
easat-4802	240	6	(	(	PUNCT
easat-4802	240	7	b	b	NOUN
easat-4802	240	8	)	)	PUNCT
easat-4802	240	9	plots	plot	NOUN
easat-4802	240	10	recall	recall	NOUN
easat-4802	240	11	on	on	ADP
easat-4802	240	12	the	the	DET
easat-4802	240	13	y	y	NOUN
easat-4802	240	14	-	-	PUNCT
easat-4802	240	15	axis	axis	NOUN
easat-4802	240	16	against	against	ADP
easat-4802	240	17	varying	vary	VERB
easat-4802	240	18	confidence	confidence	NOUN
easat-4802	240	19	levels	level	NOUN
easat-4802	240	20	on	on	ADP
easat-4802	240	21	the	the	DET
easat-4802	240	22	x	x	NOUN
easat-4802	240	23	-	-	NOUN
easat-4802	240	24	axis	axis	ADJ
easat-4802	240	25	,	,	PUNCT
easat-4802	240	26	indicating	indicate	VERB
easat-4802	240	27	model	model	NOUN
easat-4802	240	28	sensitivity	sensitivity	NOUN
easat-4802	240	29	across	across	ADP
easat-4802	240	30	different	different	ADJ
easat-4802	240	31	confidence	confidence	NOUN
easat-4802	240	32	thresholds	threshold	NOUN
easat-4802	240	33	.	.	PUNCT
easat-4802	241	1	similarly	similarly	ADV
easat-4802	241	2	,	,	PUNCT
easat-4802	241	3	the	the	DET
easat-4802	241	4	precision	precision	NOUN
easat-4802	241	5	-	-	PUNCT
easat-4802	241	6	confidence	confidence	NOUN
easat-4802	241	7	curve	curve	NOUN
easat-4802	241	8	(	(	PUNCT
easat-4802	241	9	c	c	NOUN
easat-4802	241	10	)	)	PUNCT
easat-4802	241	11	has	have	VERB
easat-4802	241	12	precision	precision	NOUN
easat-4802	241	13	on	on	ADP
easat-4802	241	14	the	the	DET
easat-4802	241	15	y	y	NOUN
easat-4802	241	16	-	-	PUNCT
easat-4802	241	17	axis	axis	NOUN
easat-4802	241	18	and	and	CCONJ
easat-4802	241	19	confidence	confidence	NOUN
easat-4802	241	20	on	on	ADP
easat-4802	241	21	the	the	DET
easat-4802	241	22	x	x	NOUN
easat-4802	241	23	-	-	NOUN
easat-4802	241	24	axis	axis	ADJ
easat-4802	241	25	,	,	PUNCT
easat-4802	241	26	reflecting	reflect	VERB
easat-4802	241	27	accuracy	accuracy	NOUN
easat-4802	241	28	in	in	ADP
easat-4802	241	29	positive	positive	ADJ
easat-4802	241	30	detections	detection	NOUN
easat-4802	241	31	at	at	ADP
easat-4802	241	32	different	different	ADJ
easat-4802	241	33	confidence	confidence	NOUN
easat-4802	241	34	levels	level	NOUN
easat-4802	241	35	.	.	PUNCT
easat-4802	242	1	lastly	lastly	ADV
easat-4802	242	2	,	,	PUNCT
easat-4802	242	3	the	the	DET
easat-4802	242	4	f1	f1	NOUN
easat-4802	242	5	-	-	PUNCT
easat-4802	242	6	confidence	confidence	NOUN
easat-4802	242	7	curve	curve	NOUN
easat-4802	242	8	(	(	PUNCT
easat-4802	242	9	d	d	NOUN
easat-4802	242	10	)	)	PUNCT
easat-4802	242	11	shows	show	VERB
easat-4802	242	12	the	the	DET
easat-4802	242	13	f1	f1	PROPN
easat-4802	242	14	score	score	NOUN
easat-4802	242	15	on	on	ADP
easat-4802	242	16	the	the	DET
easat-4802	242	17	y	y	NOUN
easat-4802	242	18	-	-	PUNCT
easat-4802	242	19	axis	axis	NOUN
easat-4802	242	20	against	against	ADP
easat-4802	242	21	confidence	confidence	NOUN
easat-4802	242	22	on	on	ADP
easat-4802	242	23	the	the	DET
easat-4802	242	24	x	x	NOUN
easat-4802	242	25	-	-	NOUN
easat-4802	242	26	axis	axis	ADJ
easat-4802	242	27	,	,	PUNCT
easat-4802	242	28	providing	provide	VERB
easat-4802	242	29	a	a	DET
easat-4802	242	30	balanced	balanced	ADJ
easat-4802	242	31	view	view	NOUN
easat-4802	242	32	of	of	ADP
easat-4802	242	33	precision	precision	NOUN
easat-4802	242	34	and	and	CCONJ
easat-4802	242	35	recall	recall	NOUN
easat-4802	242	36	across	across	ADP
easat-4802	242	37	1541	1541	NUM
easat-4802	242	38	edelweiss	edelweiss	PROPN
easat-4802	242	39	applied	apply	VERB
easat-4802	242	40	science	science	NOUN
easat-4802	242	41	and	and	CCONJ
easat-4802	242	42	technology	technology	NOUN
easat-4802	242	43	issn	issn	PROPN
easat-4802	242	44	:	:	PUNCT
easat-4802	242	45	2576	2576	NUM
easat-4802	242	46	-	-	SYM
easat-4802	242	47	8484	8484	NUM
easat-4802	242	48	vol	vol	NOUN
easat-4802	242	49	.	.	PROPN
easat-4802	243	1	9	9	NUM
easat-4802	243	2	,	,	PUNCT
easat-4802	243	3	no	no	INTJ
easat-4802	243	4	.	.	NOUN
easat-4802	243	5	2	2	NUM
easat-4802	243	6	:	:	SYM
easat-4802	243	7	1528	1528	NUM
easat-4802	243	8	-	-	SYM
easat-4802	243	9	1543	1543	NUM
easat-4802	243	10	,	,	PUNCT
easat-4802	243	11	2025	2025	NUM
easat-4802	243	12	doi	doi	NOUN
easat-4802	243	13	:	:	PUNCT
easat-4802	243	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	243	15	©	©	PROPN
easat-4802	243	16	2025	2025	NUM
easat-4802	243	17	by	by	ADP
easat-4802	243	18	the	the	DET
easat-4802	243	19	authors	author	NOUN
easat-4802	243	20	;	;	PUNCT
easat-4802	243	21	licensee	licensee	PROPN
easat-4802	243	22	learning	learn	VERB
easat-4802	243	23	gate	gate	NOUN
easat-4802	243	24	confidence	confidence	NOUN
easat-4802	243	25	levels	level	NOUN
easat-4802	243	26	,	,	PUNCT
easat-4802	243	27	underscoring	underscore	VERB
easat-4802	243	28	the	the	DET
easat-4802	243	29	importance	importance	NOUN
easat-4802	243	30	of	of	ADP
easat-4802	243	31	optimizing	optimize	VERB
easat-4802	243	32	confidence	confidence	NOUN
easat-4802	243	33	thresholds	threshold	VERB
easat-4802	243	34	to	to	PART
easat-4802	243	35	enhance	enhance	VERB
easat-4802	243	36	overall	overall	ADJ
easat-4802	243	37	model	model	NOUN
easat-4802	243	38	performance	performance	NOUN
easat-4802	243	39	.	.	PUNCT
easat-4802	244	1	figure	figure	NOUN
easat-4802	244	2	8	8	NUM
easat-4802	244	3	.	.	PUNCT
easat-4802	244	4	diagram	diagram	NOUN
easat-4802	244	5	map	map	NOUN
easat-4802	244	6	result	result	VERB
easat-4802	244	7	in	in	ADP
easat-4802	244	8	roboflow	roboflow	ADJ
easat-4802	244	9	.	.	PUNCT
easat-4802	245	1	figure	figure	NOUN
easat-4802	245	2	8	8	NUM
easat-4802	245	3	showed	show	VERB
easat-4802	245	4	the	the	DET
easat-4802	245	5	performance	performance	NOUN
easat-4802	245	6	measurement	measurement	NOUN
easat-4802	245	7	results	result	NOUN
easat-4802	245	8	of	of	ADP
easat-4802	245	9	the	the	DET
easat-4802	245	10	algorithm	algorithm	NOUN
easat-4802	245	11	with	with	ADP
easat-4802	245	12	an	an	DET
easat-4802	245	13	map	map	NOUN
easat-4802	245	14	of	of	ADP
easat-4802	245	15	88.5	88.5	NUM
easat-4802	245	16	%	%	NOUN
easat-4802	245	17	,	,	PUNCT
easat-4802	245	18	precision	precision	NOUN
easat-4802	245	19	of	of	ADP
easat-4802	245	20	78.4	78.4	NUM
easat-4802	245	21	%	%	NOUN
easat-4802	245	22	,	,	PUNCT
easat-4802	245	23	and	and	CCONJ
easat-4802	245	24	recall	recall	NOUN
easat-4802	245	25	of	of	ADP
easat-4802	245	26	84.2	84.2	NUM
easat-4802	245	27	%	%	NOUN
easat-4802	245	28	.	.	PUNCT
easat-4802	246	1	the	the	DET
easat-4802	246	2	application	application	NOUN
easat-4802	246	3	of	of	ADP
easat-4802	246	4	the	the	DET
easat-4802	246	5	yolov8	yolov8	NOUN
easat-4802	246	6	algorithm	algorithm	NOUN
easat-4802	246	7	for	for	ADP
easat-4802	246	8	detecting	detect	VERB
easat-4802	246	9	and	and	CCONJ
easat-4802	246	10	classifying	classify	VERB
easat-4802	246	11	pineapple	pineapple	NOUN
easat-4802	246	12	ripeness	ripeness	NOUN
easat-4802	246	13	showed	show	VERB
easat-4802	246	14	promising	promising	ADJ
easat-4802	246	15	results	result	NOUN
easat-4802	246	16	,	,	PUNCT
easat-4802	246	17	as	as	SCONJ
easat-4802	246	18	evidenced	evidence	VERB
easat-4802	246	19	by	by	ADP
easat-4802	246	20	the	the	DET
easat-4802	246	21	performance	performance	NOUN
easat-4802	246	22	metrics	metric	NOUN
easat-4802	246	23	achieved	achieve	VERB
easat-4802	246	24	.	.	PUNCT
easat-4802	247	1	these	these	DET
easat-4802	247	2	results	result	NOUN
easat-4802	247	3	demonstrated	demonstrate	VERB
easat-4802	247	4	the	the	DET
easat-4802	247	5	model	model	NOUN
easat-4802	247	6	's	's	PART
easat-4802	247	7	ability	ability	NOUN
easat-4802	247	8	to	to	PART
easat-4802	247	9	effectively	effectively	ADV
easat-4802	247	10	distinguish	distinguish	VERB
easat-4802	247	11	between	between	ADP
easat-4802	247	12	various	various	ADJ
easat-4802	247	13	stages	stage	NOUN
easat-4802	247	14	of	of	ADP
easat-4802	247	15	pineapple	pineapple	NOUN
easat-4802	247	16	ripeness	ripeness	NOUN
easat-4802	247	17	,	,	PUNCT
easat-4802	247	18	consistent	consistent	ADJ
easat-4802	247	19	with	with	ADP
easat-4802	247	20	the	the	DET
easat-4802	247	21	findings	finding	NOUN
easat-4802	247	22	of	of	ADP
easat-4802	247	23	previous	previous	ADJ
easat-4802	247	24	studies	study	NOUN
easat-4802	247	25	discussed	discuss	VERB
easat-4802	247	26	in	in	ADP
easat-4802	247	27	the	the	DET
easat-4802	247	28	introduction	introduction	NOUN
easat-4802	247	29	.	.	PUNCT
easat-4802	248	1	as	as	SCONJ
easat-4802	248	2	reviewed	review	VERB
easat-4802	248	3	in	in	ADP
easat-4802	248	4	the	the	DET
easat-4802	248	5	literature	literature	NOUN
easat-4802	248	6	,	,	PUNCT
easat-4802	248	7	various	various	ADJ
easat-4802	248	8	studies	study	NOUN
easat-4802	248	9	highlighted	highlight	VERB
easat-4802	248	10	the	the	DET
easat-4802	248	11	advantages	advantage	NOUN
easat-4802	248	12	of	of	ADP
easat-4802	248	13	cnns	cnn	NOUN
easat-4802	248	14	and	and	CCONJ
easat-4802	248	15	object	object	VERB
easat-4802	248	16	detection	detection	NOUN
easat-4802	248	17	algorithms	algorithm	NOUN
easat-4802	248	18	like	like	ADP
easat-4802	248	19	yolo	yolo	NOUN
easat-4802	248	20	in	in	ADP
easat-4802	248	21	improving	improve	VERB
easat-4802	248	22	the	the	DET
easat-4802	248	23	accuracy	accuracy	NOUN
easat-4802	248	24	and	and	CCONJ
easat-4802	248	25	efficiency	efficiency	NOUN
easat-4802	248	26	of	of	ADP
easat-4802	248	27	fruit	fruit	NOUN
easat-4802	248	28	ripeness	ripeness	NOUN
easat-4802	248	29	assessment	assessment	NOUN
easat-4802	248	30	.	.	PUNCT
easat-4802	249	1	the	the	DET
easat-4802	249	2	application	application	NOUN
easat-4802	249	3	of	of	ADP
easat-4802	249	4	cnns	cnn	NOUN
easat-4802	249	5	in	in	ADP
easat-4802	249	6	image	image	NOUN
easat-4802	249	7	-	-	PUNCT
easat-4802	249	8	based	base	VERB
easat-4802	249	9	tasks	task	NOUN
easat-4802	249	10	proved	prove	VERB
easat-4802	249	11	to	to	PART
easat-4802	249	12	be	be	AUX
easat-4802	249	13	highly	highly	ADV
easat-4802	249	14	effective	effective	ADJ
easat-4802	249	15	,	,	PUNCT
easat-4802	249	16	particularly	particularly	ADV
easat-4802	249	17	in	in	ADP
easat-4802	249	18	fruit	fruit	NOUN
easat-4802	249	19	classification	classification	NOUN
easat-4802	249	20	,	,	PUNCT
easat-4802	249	21	where	where	SCONJ
easat-4802	249	22	the	the	DET
easat-4802	249	23	accuracy	accuracy	NOUN
easat-4802	249	24	achieved	achieve	VERB
easat-4802	249	25	was	be	AUX
easat-4802	249	26	very	very	ADV
easat-4802	249	27	high	high	ADJ
easat-4802	249	28	.	.	PUNCT
easat-4802	250	1	similarly	similarly	ADV
easat-4802	250	2	,	,	PUNCT
easat-4802	250	3	this	this	DET
easat-4802	250	4	study	study	NOUN
easat-4802	250	5	reaffirmed	reaffirm	VERB
easat-4802	250	6	the	the	DET
easat-4802	250	7	ability	ability	NOUN
easat-4802	250	8	of	of	ADP
easat-4802	250	9	cnns	cnn	NOUN
easat-4802	250	10	to	to	PART
easat-4802	250	11	process	process	VERB
easat-4802	250	12	pineapple	pineapple	NOUN
easat-4802	250	13	images	image	NOUN
easat-4802	250	14	and	and	CCONJ
easat-4802	250	15	classify	classify	VERB
easat-4802	250	16	their	their	PRON
easat-4802	250	17	ripeness	ripeness	NOUN
easat-4802	250	18	stages	stage	NOUN
easat-4802	250	19	with	with	ADP
easat-4802	250	20	high	high	ADJ
easat-4802	250	21	precision	precision	NOUN
easat-4802	250	22	.	.	PUNCT
easat-4802	251	1	yolov8	yolov8	NOUN
easat-4802	251	2	,	,	PUNCT
easat-4802	251	3	with	with	ADP
easat-4802	251	4	its	its	PRON
easat-4802	251	5	real	real	ADJ
easat-4802	251	6	-	-	PUNCT
easat-4802	251	7	time	time	NOUN
easat-4802	251	8	object	object	NOUN
easat-4802	251	9	detection	detection	NOUN
easat-4802	251	10	capabilities	capability	NOUN
easat-4802	251	11	,	,	PUNCT
easat-4802	251	12	was	be	AUX
easat-4802	251	13	employed	employ	VERB
easat-4802	251	14	in	in	ADP
easat-4802	251	15	various	various	ADJ
easat-4802	251	16	studies	study	NOUN
easat-4802	251	17	to	to	PART
easat-4802	251	18	enhance	enhance	VERB
easat-4802	251	19	the	the	DET
easat-4802	251	20	speed	speed	NOUN
easat-4802	251	21	and	and	CCONJ
easat-4802	251	22	accuracy	accuracy	NOUN
easat-4802	251	23	of	of	ADP
easat-4802	251	24	fruit	fruit	NOUN
easat-4802	251	25	ripeness	ripeness	NOUN
easat-4802	251	26	detection	detection	NOUN
easat-4802	251	27	.	.	PUNCT
easat-4802	252	1	this	this	DET
easat-4802	252	2	study	study	NOUN
easat-4802	252	3	also	also	ADV
easat-4802	252	4	showed	show	VERB
easat-4802	252	5	that	that	SCONJ
easat-4802	252	6	yolov8	yolov8	NOUN
easat-4802	252	7	could	could	AUX
easat-4802	252	8	quickly	quickly	ADV
easat-4802	252	9	and	and	CCONJ
easat-4802	252	10	accurately	accurately	ADV
easat-4802	252	11	identify	identify	VERB
easat-4802	252	12	pineapple	pineapple	NOUN
easat-4802	252	13	ripeness	ripeness	NOUN
easat-4802	252	14	stages	stage	NOUN
easat-4802	252	15	,	,	PUNCT
easat-4802	252	16	which	which	PRON
easat-4802	252	17	aligned	align	VERB
easat-4802	252	18	with	with	ADP
easat-4802	252	19	previous	previous	ADJ
easat-4802	252	20	findings	finding	NOUN
easat-4802	252	21	regarding	regard	VERB
easat-4802	252	22	the	the	DET
easat-4802	252	23	advantages	advantage	NOUN
easat-4802	252	24	of	of	ADP
easat-4802	252	25	yolov8	yolov8	NOUN
easat-4802	252	26	in	in	ADP
easat-4802	252	27	object	object	NOUN
easat-4802	252	28	detection	detection	NOUN
easat-4802	252	29	tasks	task	NOUN
easat-4802	252	30	across	across	ADP
easat-4802	252	31	various	various	ADJ
easat-4802	252	32	environmental	environmental	ADJ
easat-4802	252	33	conditions	condition	NOUN
easat-4802	252	34	.	.	PUNCT
easat-4802	253	1	the	the	DET
easat-4802	253	2	study	study	NOUN
easat-4802	253	3	’s	’s	PART
easat-4802	253	4	findings	finding	NOUN
easat-4802	253	5	align	align	VERB
easat-4802	253	6	with	with	ADP
easat-4802	253	7	and	and	CCONJ
easat-4802	253	8	expand	expand	VERB
easat-4802	253	9	upon	upon	SCONJ
easat-4802	253	10	previous	previous	ADJ
easat-4802	253	11	research	research	NOUN
easat-4802	253	12	.	.	PUNCT
easat-4802	254	1	yolov8	yolov8	PROPN
easat-4802	254	2	’s	’s	PART
easat-4802	254	3	real	real	ADJ
easat-4802	254	4	-	-	PUNCT
easat-4802	254	5	time	time	NOUN
easat-4802	254	6	object	object	NOUN
easat-4802	254	7	detection	detection	NOUN
easat-4802	254	8	has	have	AUX
easat-4802	254	9	been	be	AUX
easat-4802	254	10	widely	widely	ADV
easat-4802	254	11	recognized	recognize	VERB
easat-4802	254	12	for	for	ADP
easat-4802	254	13	accuracy	accuracy	NOUN
easat-4802	254	14	and	and	CCONJ
easat-4802	254	15	speed	speed	NOUN
easat-4802	254	16	across	across	ADP
easat-4802	254	17	various	various	ADJ
easat-4802	254	18	agricultural	agricultural	ADJ
easat-4802	254	19	applications	application	NOUN
easat-4802	254	20	,	,	PUNCT
easat-4802	254	21	as	as	SCONJ
easat-4802	254	22	reviewed	review	VERB
easat-4802	254	23	in	in	ADP
easat-4802	254	24	li	li	PROPN
easat-4802	254	25	and	and	CCONJ
easat-4802	254	26	chen	chen	PROPN
easat-4802	255	1	[	[	X
easat-4802	255	2	11	11	NUM
easat-4802	255	3	]	]	PUNCT
easat-4802	255	4	and	and	CCONJ
easat-4802	255	5	wang	wang	PROPN
easat-4802	255	6	and	and	CCONJ
easat-4802	255	7	zhang	zhang	PROPN
easat-4802	256	1	[	[	X
easat-4802	256	2	12	12	NUM
easat-4802	256	3	]	]	PUNCT
easat-4802	256	4	.	.	PUNCT
easat-4802	257	1	the	the	DET
easat-4802	257	2	model	model	NOUN
easat-4802	257	3	's	's	PART
easat-4802	257	4	performance	performance	NOUN
easat-4802	257	5	on	on	ADP
easat-4802	257	6	pineapple	pineapple	NOUN
easat-4802	257	7	ripeness	ripeness	NOUN
easat-4802	257	8	classification	classification	NOUN
easat-4802	257	9	confirms	confirm	VERB
easat-4802	257	10	its	its	PRON
easat-4802	257	11	utility	utility	NOUN
easat-4802	257	12	for	for	ADP
easat-4802	257	13	agricultural	agricultural	ADJ
easat-4802	257	14	automation	automation	NOUN
easat-4802	257	15	,	,	PUNCT
easat-4802	257	16	with	with	ADP
easat-4802	257	17	results	result	NOUN
easat-4802	257	18	that	that	PRON
easat-4802	257	19	echo	echo	VERB
easat-4802	257	20	those	those	PRON
easat-4802	257	21	of	of	ADP
easat-4802	257	22	similar	similar	ADJ
easat-4802	257	23	studies	study	NOUN
easat-4802	257	24	using	use	VERB
easat-4802	257	25	cnn	cnn	PROPN
easat-4802	257	26	and	and	CCONJ
easat-4802	257	27	yolo	yolo	ADJ
easat-4802	257	28	for	for	ADP
easat-4802	257	29	fruit	fruit	NOUN
easat-4802	257	30	ripeness	ripeness	NOUN
easat-4802	257	31	classification	classification	NOUN
easat-4802	257	32	under	under	ADP
easat-4802	257	33	controlled	control	VERB
easat-4802	257	34	conditions	condition	NOUN
easat-4802	257	35	.	.	PUNCT
easat-4802	258	1	this	this	DET
easat-4802	258	2	research	research	NOUN
easat-4802	258	3	,	,	PUNCT
easat-4802	258	4	however	however	ADV
easat-4802	258	5	,	,	PUNCT
easat-4802	258	6	uniquely	uniquely	ADV
easat-4802	258	7	demonstrates	demonstrate	VERB
easat-4802	258	8	that	that	SCONJ
easat-4802	258	9	yolov8	yolov8	NOUN
easat-4802	258	10	performs	perform	VERB
easat-4802	258	11	consistently	consistently	ADV
easat-4802	258	12	across	across	ADP
easat-4802	258	13	variable	variable	ADJ
easat-4802	258	14	environmental	environmental	ADJ
easat-4802	258	15	conditions	condition	NOUN
easat-4802	258	16	,	,	PUNCT
easat-4802	258	17	addressing	address	VERB
easat-4802	258	18	a	a	DET
easat-4802	258	19	significant	significant	ADJ
easat-4802	258	20	gap	gap	NOUN
easat-4802	258	21	noted	note	VERB
easat-4802	258	22	in	in	ADP
easat-4802	258	23	prior	prior	ADJ
easat-4802	258	24	studies	study	NOUN
easat-4802	258	25	which	which	PRON
easat-4802	258	26	operated	operate	VERB
easat-4802	258	27	in	in	ADP
easat-4802	258	28	controlled	control	VERB
easat-4802	258	29	settings	setting	NOUN
easat-4802	258	30	.	.	PUNCT
easat-4802	259	1	1542	1542	NUM
easat-4802	259	2	edelweiss	edelweiss	PROPN
easat-4802	259	3	applied	apply	VERB
easat-4802	259	4	science	science	NOUN
easat-4802	259	5	and	and	CCONJ
easat-4802	259	6	technology	technology	NOUN
easat-4802	259	7	issn	issn	PROPN
easat-4802	259	8	:	:	PUNCT
easat-4802	259	9	2576	2576	NUM
easat-4802	259	10	-	-	SYM
easat-4802	259	11	8484	8484	NUM
easat-4802	259	12	vol	vol	NOUN
easat-4802	259	13	.	.	PROPN
easat-4802	260	1	9	9	NUM
easat-4802	260	2	,	,	PUNCT
easat-4802	260	3	no	no	INTJ
easat-4802	260	4	.	.	NOUN
easat-4802	260	5	2	2	NUM
easat-4802	260	6	:	:	SYM
easat-4802	260	7	1528	1528	NUM
easat-4802	260	8	-	-	SYM
easat-4802	260	9	1543	1543	NUM
easat-4802	260	10	,	,	PUNCT
easat-4802	260	11	2025	2025	NUM
easat-4802	260	12	doi	doi	NOUN
easat-4802	260	13	:	:	PUNCT
easat-4802	260	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	260	15	©	©	PROPN
easat-4802	260	16	2025	2025	NUM
easat-4802	260	17	by	by	ADP
easat-4802	260	18	the	the	DET
easat-4802	260	19	authors	author	NOUN
easat-4802	260	20	;	;	PUNCT
easat-4802	260	21	licensee	licensee	PROPN
easat-4802	260	22	learning	learning	NOUN
easat-4802	260	23	gate	gate	NOUN
easat-4802	260	24	however	however	ADV
easat-4802	260	25	,	,	PUNCT
easat-4802	260	26	the	the	DET
easat-4802	260	27	results	result	NOUN
easat-4802	260	28	of	of	ADP
easat-4802	260	29	this	this	DET
easat-4802	260	30	study	study	NOUN
easat-4802	260	31	also	also	ADV
easat-4802	260	32	revealed	reveal	VERB
easat-4802	260	33	challenges	challenge	NOUN
easat-4802	260	34	,	,	PUNCT
easat-4802	260	35	particularly	particularly	ADV
easat-4802	260	36	related	relate	VERB
easat-4802	260	37	to	to	ADP
easat-4802	260	38	the	the	DET
easat-4802	260	39	variation	variation	NOUN
easat-4802	260	40	in	in	ADP
easat-4802	260	41	the	the	DET
easat-4802	260	42	dataset	dataset	NOUN
easat-4802	260	43	.	.	PUNCT
easat-4802	261	1	this	this	PRON
easat-4802	261	2	aligned	align	VERB
easat-4802	261	3	with	with	ADP
easat-4802	261	4	criticisms	criticism	NOUN
easat-4802	261	5	in	in	ADP
easat-4802	261	6	previous	previous	ADJ
easat-4802	261	7	studies	study	NOUN
easat-4802	261	8	that	that	SCONJ
easat-4802	261	9	many	many	ADJ
easat-4802	261	10	investigations	investigation	NOUN
easat-4802	261	11	were	be	AUX
easat-4802	261	12	conducted	conduct	VERB
easat-4802	261	13	in	in	ADP
easat-4802	261	14	controlled	control	VERB
easat-4802	261	15	environments	environment	NOUN
easat-4802	261	16	that	that	PRON
easat-4802	261	17	did	do	AUX
easat-4802	261	18	not	not	PART
easat-4802	261	19	fully	fully	ADV
easat-4802	261	20	reflect	reflect	VERB
easat-4802	261	21	the	the	DET
easat-4802	261	22	complexity	complexity	NOUN
easat-4802	261	23	and	and	CCONJ
easat-4802	261	24	variability	variability	NOUN
easat-4802	261	25	of	of	ADP
easat-4802	261	26	real	real	ADJ
easat-4802	261	27	-	-	PUNCT
easat-4802	261	28	world	world	NOUN
easat-4802	261	29	agricultural	agricultural	ADJ
easat-4802	261	30	conditions	condition	NOUN
easat-4802	261	31	.	.	PUNCT
easat-4802	262	1	this	this	DET
easat-4802	262	2	challenge	challenge	NOUN
easat-4802	262	3	underscored	underscore	VERB
easat-4802	262	4	the	the	DET
easat-4802	262	5	importance	importance	NOUN
easat-4802	262	6	of	of	ADP
easat-4802	262	7	using	use	VERB
easat-4802	262	8	high	high	ADJ
easat-4802	262	9	-	-	PUNCT
easat-4802	262	10	quality	quality	NOUN
easat-4802	262	11	data	datum	NOUN
easat-4802	262	12	and	and	CCONJ
easat-4802	262	13	highperformance	highperformance	NOUN
easat-4802	262	14	imaging	imaging	NOUN
easat-4802	262	15	devices	device	NOUN
easat-4802	262	16	to	to	PART
easat-4802	262	17	enhance	enhance	VERB
easat-4802	262	18	the	the	DET
easat-4802	262	19	reliability	reliability	NOUN
easat-4802	262	20	of	of	ADP
easat-4802	262	21	real	real	ADJ
easat-4802	262	22	-	-	PUNCT
easat-4802	262	23	time	time	NOUN
easat-4802	262	24	applications	application	NOUN
easat-4802	262	25	.	.	PUNCT
easat-4802	263	1	additionally	additionally	ADV
easat-4802	263	2	,	,	PUNCT
easat-4802	263	3	this	this	DET
easat-4802	263	4	study	study	NOUN
easat-4802	263	5	emphasized	emphasize	VERB
easat-4802	263	6	the	the	DET
easat-4802	263	7	importance	importance	NOUN
easat-4802	263	8	of	of	ADP
easat-4802	263	9	parameter	parameter	NOUN
easat-4802	263	10	optimization	optimization	NOUN
easat-4802	263	11	in	in	ADP
easat-4802	263	12	achieving	achieve	VERB
easat-4802	263	13	robust	robust	ADJ
easat-4802	263	14	detection	detection	NOUN
easat-4802	263	15	and	and	CCONJ
easat-4802	263	16	classification	classification	NOUN
easat-4802	263	17	capabilities	capability	NOUN
easat-4802	263	18	.	.	PUNCT
easat-4802	264	1	as	as	SCONJ
easat-4802	264	2	suggested	suggest	VERB
easat-4802	264	3	in	in	ADP
easat-4802	264	4	previous	previous	ADJ
easat-4802	264	5	literature	literature	NOUN
easat-4802	264	6	,	,	PUNCT
easat-4802	264	7	using	use	VERB
easat-4802	264	8	data	datum	NOUN
easat-4802	264	9	augmentation	augmentation	NOUN
easat-4802	264	10	techniques	technique	NOUN
easat-4802	264	11	and	and	CCONJ
easat-4802	264	12	transfer	transfer	NOUN
easat-4802	264	13	learning	learning	NOUN
easat-4802	264	14	could	could	AUX
easat-4802	264	15	help	help	VERB
easat-4802	264	16	overcome	overcome	VERB
easat-4802	264	17	dataset	dataset	ADJ
easat-4802	264	18	limitations	limitation	NOUN
easat-4802	264	19	and	and	CCONJ
easat-4802	264	20	improve	improve	VERB
easat-4802	264	21	the	the	DET
easat-4802	264	22	model	model	NOUN
easat-4802	264	23	's	's	PART
easat-4802	264	24	adaptability	adaptability	NOUN
easat-4802	264	25	to	to	PART
easat-4802	264	26	diverse	diverse	VERB
easat-4802	264	27	environmental	environmental	ADJ
easat-4802	264	28	conditions	condition	NOUN
easat-4802	264	29	.	.	PUNCT
easat-4802	265	1	in	in	ADP
easat-4802	265	2	this	this	DET
easat-4802	265	3	context	context	NOUN
easat-4802	265	4	,	,	PUNCT
easat-4802	265	5	this	this	DET
easat-4802	265	6	study	study	NOUN
easat-4802	265	7	contributed	contribute	VERB
easat-4802	265	8	to	to	ADP
easat-4802	265	9	our	our	PRON
easat-4802	265	10	understanding	understanding	NOUN
easat-4802	265	11	of	of	ADP
easat-4802	265	12	the	the	DET
easat-4802	265	13	application	application	NOUN
easat-4802	265	14	of	of	ADP
easat-4802	265	15	yolov8	yolov8	NOUN
easat-4802	265	16	for	for	ADP
easat-4802	265	17	fruit	fruit	NOUN
easat-4802	265	18	ripeness	ripeness	NOUN
easat-4802	265	19	assessment	assessment	NOUN
easat-4802	265	20	,	,	PUNCT
easat-4802	265	21	particularly	particularly	ADV
easat-4802	265	22	for	for	ADP
easat-4802	265	23	pineapples	pineapple	NOUN
easat-4802	265	24	,	,	PUNCT
easat-4802	265	25	and	and	CCONJ
easat-4802	265	26	identified	identify	VERB
easat-4802	265	27	areas	area	NOUN
easat-4802	265	28	that	that	PRON
easat-4802	265	29	required	require	VERB
easat-4802	265	30	further	further	ADJ
easat-4802	265	31	improvement	improvement	NOUN
easat-4802	265	32	.	.	PUNCT
easat-4802	266	1	by	by	ADP
easat-4802	266	2	combining	combine	VERB
easat-4802	266	3	the	the	DET
easat-4802	266	4	findings	finding	NOUN
easat-4802	266	5	from	from	ADP
easat-4802	266	6	this	this	DET
easat-4802	266	7	study	study	NOUN
easat-4802	266	8	and	and	CCONJ
easat-4802	266	9	existing	exist	VERB
easat-4802	266	10	literature	literature	NOUN
easat-4802	266	11	,	,	PUNCT
easat-4802	266	12	it	it	PRON
easat-4802	266	13	could	could	AUX
easat-4802	266	14	be	be	AUX
easat-4802	266	15	concluded	conclude	VERB
easat-4802	266	16	that	that	SCONJ
easat-4802	266	17	while	while	SCONJ
easat-4802	266	18	yolov8	yolov8	NOUN
easat-4802	266	19	showed	show	VERB
easat-4802	266	20	significant	significant	ADJ
easat-4802	266	21	potential	potential	NOUN
easat-4802	266	22	for	for	ADP
easat-4802	266	23	practical	practical	ADJ
easat-4802	266	24	agricultural	agricultural	ADJ
easat-4802	266	25	applications	application	NOUN
easat-4802	266	26	,	,	PUNCT
easat-4802	266	27	improvements	improvement	NOUN
easat-4802	266	28	in	in	ADP
easat-4802	266	29	data	datum	NOUN
easat-4802	266	30	quality	quality	NOUN
easat-4802	266	31	and	and	CCONJ
easat-4802	266	32	better	well	ADJ
easat-4802	266	33	model	model	NOUN
easat-4802	266	34	optimization	optimization	NOUN
easat-4802	266	35	techniques	technique	NOUN
easat-4802	266	36	were	be	AUX
easat-4802	266	37	still	still	ADV
easat-4802	266	38	needed	need	VERB
easat-4802	266	39	to	to	PART
easat-4802	266	40	achieve	achieve	VERB
easat-4802	266	41	optimal	optimal	ADJ
easat-4802	266	42	results	result	NOUN
easat-4802	266	43	in	in	ADP
easat-4802	266	44	various	various	ADJ
easat-4802	266	45	environmental	environmental	ADJ
easat-4802	266	46	conditions	condition	NOUN
easat-4802	266	47	.	.	PUNCT
easat-4802	267	1	this	this	DET
easat-4802	267	2	study	study	NOUN
easat-4802	267	3	aimed	aim	VERB
easat-4802	267	4	to	to	PART
easat-4802	267	5	develop	develop	VERB
easat-4802	267	6	and	and	CCONJ
easat-4802	267	7	evaluate	evaluate	VERB
easat-4802	267	8	a	a	DET
easat-4802	267	9	pineapple	pineapple	NOUN
easat-4802	267	10	ripeness	ripeness	NOUN
easat-4802	267	11	classification	classification	NOUN
easat-4802	267	12	system	system	NOUN
easat-4802	267	13	using	use	VERB
easat-4802	267	14	cnn	cnn	PROPN
easat-4802	267	15	with	with	ADP
easat-4802	267	16	yolov8	yolov8	PROPN
easat-4802	267	17	,	,	PUNCT
easat-4802	267	18	focusing	focus	VERB
easat-4802	267	19	on	on	ADP
easat-4802	267	20	enhancing	enhance	VERB
easat-4802	267	21	harvest	harvest	NOUN
easat-4802	267	22	operation	operation	NOUN
easat-4802	267	23	efficiency	efficiency	NOUN
easat-4802	267	24	,	,	PUNCT
easat-4802	267	25	improving	improve	VERB
easat-4802	267	26	quality	quality	NOUN
easat-4802	267	27	control	control	NOUN
easat-4802	267	28	measures	measure	NOUN
easat-4802	267	29	,	,	PUNCT
easat-4802	267	30	and	and	CCONJ
easat-4802	267	31	reducing	reduce	VERB
easat-4802	267	32	losses	loss	NOUN
easat-4802	267	33	associated	associate	VERB
easat-4802	267	34	with	with	ADP
easat-4802	267	35	improper	improper	ADJ
easat-4802	267	36	timing	timing	NOUN
easat-4802	267	37	.	.	PUNCT
easat-4802	268	1	the	the	DET
easat-4802	268	2	outcomes	outcome	NOUN
easat-4802	268	3	of	of	ADP
easat-4802	268	4	this	this	DET
easat-4802	268	5	research	research	NOUN
easat-4802	268	6	could	could	AUX
easat-4802	268	7	optimize	optimize	VERB
easat-4802	268	8	pineapple	pineapple	NOUN
easat-4802	268	9	production	production	NOUN
easat-4802	268	10	practices	practice	NOUN
easat-4802	268	11	,	,	PUNCT
easat-4802	268	12	reduce	reduce	VERB
easat-4802	268	13	economic	economic	ADJ
easat-4802	268	14	losses	loss	NOUN
easat-4802	268	15	,	,	PUNCT
easat-4802	268	16	and	and	CCONJ
easat-4802	268	17	increase	increase	VERB
easat-4802	268	18	the	the	DET
easat-4802	268	19	competitiveness	competitiveness	NOUN
easat-4802	268	20	of	of	ADP
easat-4802	268	21	farmers	farmer	NOUN
easat-4802	268	22	in	in	ADP
easat-4802	268	23	local	local	ADJ
easat-4802	268	24	and	and	CCONJ
easat-4802	268	25	global	global	ADJ
easat-4802	268	26	markets	market	NOUN
easat-4802	268	27	.	.	PUNCT
easat-4802	269	1	by	by	ADP
easat-4802	269	2	advancing	advance	VERB
easat-4802	269	3	automated	automated	ADJ
easat-4802	269	4	ripeness	ripeness	NOUN
easat-4802	269	5	assessment	assessment	NOUN
easat-4802	269	6	techniques	technique	NOUN
easat-4802	269	7	,	,	PUNCT
easat-4802	269	8	this	this	DET
easat-4802	269	9	study	study	NOUN
easat-4802	269	10	contributed	contribute	VERB
easat-4802	269	11	to	to	ADP
easat-4802	269	12	sustainable	sustainable	ADJ
easat-4802	269	13	agricultural	agricultural	ADJ
easat-4802	269	14	practices	practice	NOUN
easat-4802	269	15	and	and	CCONJ
easat-4802	269	16	food	food	NOUN
easat-4802	269	17	security	security	NOUN
easat-4802	269	18	,	,	PUNCT
easat-4802	269	19	ensuring	ensure	VERB
easat-4802	269	20	a	a	DET
easat-4802	269	21	consistent	consistent	ADJ
easat-4802	269	22	supply	supply	NOUN
easat-4802	269	23	of	of	ADP
easat-4802	269	24	high	high	ADJ
easat-4802	269	25	-	-	PUNCT
easat-4802	269	26	quality	quality	NOUN
easat-4802	269	27	produce	produce	NOUN
easat-4802	269	28	.	.	PUNCT
easat-4802	270	1	4	4	X
easat-4802	270	2	.	.	X
easat-4802	270	3	conclusion	conclusion	NOUN
easat-4802	270	4	this	this	DET
easat-4802	270	5	research	research	NOUN
easat-4802	270	6	successfully	successfully	ADV
easat-4802	270	7	demonstrated	demonstrate	VERB
easat-4802	270	8	the	the	DET
easat-4802	270	9	effectiveness	effectiveness	NOUN
easat-4802	270	10	of	of	ADP
easat-4802	270	11	the	the	DET
easat-4802	270	12	yolov8	yolov8	NOUN
easat-4802	270	13	algorithm	algorithm	NOUN
easat-4802	270	14	in	in	ADP
easat-4802	270	15	automating	automate	VERB
easat-4802	270	16	pineapple	pineapple	NOUN
easat-4802	270	17	ripeness	ripeness	NOUN
easat-4802	270	18	detection	detection	NOUN
easat-4802	270	19	and	and	CCONJ
easat-4802	270	20	classification	classification	NOUN
easat-4802	270	21	,	,	PUNCT
easat-4802	270	22	achieving	achieve	VERB
easat-4802	270	23	a	a	DET
easat-4802	270	24	high	high	ADJ
easat-4802	270	25	level	level	NOUN
easat-4802	270	26	of	of	ADP
easat-4802	270	27	accuracy	accuracy	NOUN
easat-4802	270	28	across	across	ADP
easat-4802	270	29	multiple	multiple	ADJ
easat-4802	270	30	ripeness	ripeness	NOUN
easat-4802	270	31	stages	stage	NOUN
easat-4802	270	32	(	(	PUNCT
easat-4802	270	33	unripe	unripe	NOUN
easat-4802	270	34	,	,	PUNCT
easat-4802	270	35	half	half	ADJ
easat-4802	270	36	-	-	PUNCT
easat-4802	270	37	ripe	ripe	ADJ
easat-4802	270	38	,	,	PUNCT
easat-4802	270	39	ripe	ripe	NOUN
easat-4802	270	40	,	,	PUNCT
easat-4802	270	41	and	and	CCONJ
easat-4802	270	42	overripe	overripe	NOUN
easat-4802	270	43	)	)	PUNCT
easat-4802	270	44	.	.	PUNCT
easat-4802	271	1	through	through	ADP
easat-4802	271	2	extensive	extensive	ADJ
easat-4802	271	3	testing	testing	NOUN
easat-4802	271	4	in	in	ADP
easat-4802	271	5	varied	varied	ADJ
easat-4802	271	6	environments	environment	NOUN
easat-4802	271	7	and	and	CCONJ
easat-4802	271	8	media	medium	NOUN
easat-4802	271	9	(	(	PUNCT
easat-4802	271	10	static	static	ADJ
easat-4802	271	11	images	image	NOUN
easat-4802	271	12	,	,	PUNCT
easat-4802	271	13	videos	video	NOUN
easat-4802	271	14	,	,	PUNCT
easat-4802	271	15	and	and	CCONJ
easat-4802	271	16	real	real	ADJ
easat-4802	271	17	-	-	PUNCT
easat-4802	271	18	time	time	NOUN
easat-4802	271	19	webcam	webcam	NOUN
easat-4802	271	20	feeds	feed	NOUN
easat-4802	271	21	)	)	PUNCT
easat-4802	271	22	,	,	PUNCT
easat-4802	271	23	the	the	DET
easat-4802	271	24	model	model	NOUN
easat-4802	271	25	attained	attain	VERB
easat-4802	271	26	commendable	commendable	ADJ
easat-4802	271	27	performance	performance	NOUN
easat-4802	271	28	metrics	metric	NOUN
easat-4802	271	29	,	,	PUNCT
easat-4802	271	30	including	include	VERB
easat-4802	271	31	an	an	DET
easat-4802	271	32	map	map	NOUN
easat-4802	271	33	of	of	ADP
easat-4802	271	34	88.5	88.5	NUM
easat-4802	271	35	%	%	NOUN
easat-4802	271	36	,	,	PUNCT
easat-4802	271	37	precision	precision	NOUN
easat-4802	271	38	of	of	ADP
easat-4802	271	39	78.4	78.4	NUM
easat-4802	271	40	%	%	NOUN
easat-4802	271	41	,	,	PUNCT
easat-4802	271	42	and	and	CCONJ
easat-4802	271	43	recall	recall	NOUN
easat-4802	271	44	of	of	ADP
easat-4802	271	45	84.2	84.2	NUM
easat-4802	271	46	%	%	NOUN
easat-4802	271	47	.	.	PUNCT
easat-4802	272	1	these	these	DET
easat-4802	272	2	results	result	NOUN
easat-4802	272	3	validate	validate	VERB
easat-4802	272	4	the	the	DET
easat-4802	272	5	potential	potential	NOUN
easat-4802	272	6	of	of	ADP
easat-4802	272	7	yolov8	yolov8	NOUN
easat-4802	272	8	for	for	ADP
easat-4802	272	9	practical	practical	ADJ
easat-4802	272	10	applications	application	NOUN
easat-4802	272	11	in	in	ADP
easat-4802	272	12	agriculture	agriculture	NOUN
easat-4802	272	13	,	,	PUNCT
easat-4802	272	14	specifically	specifically	ADV
easat-4802	272	15	in	in	ADP
easat-4802	272	16	enhancing	enhance	VERB
easat-4802	272	17	the	the	DET
easat-4802	272	18	efficiency	efficiency	NOUN
easat-4802	272	19	of	of	ADP
easat-4802	272	20	harvest	harvest	NOUN
easat-4802	272	21	operations	operation	NOUN
easat-4802	272	22	and	and	CCONJ
easat-4802	272	23	improving	improve	VERB
easat-4802	272	24	quality	quality	NOUN
easat-4802	272	25	control	control	NOUN
easat-4802	272	26	in	in	ADP
easat-4802	272	27	fruit	fruit	NOUN
easat-4802	272	28	production	production	NOUN
easat-4802	272	29	.	.	PUNCT
easat-4802	273	1	however	however	ADV
easat-4802	273	2	,	,	PUNCT
easat-4802	273	3	to	to	PART
easat-4802	273	4	further	far	ADV
easat-4802	273	5	advance	advance	VERB
easat-4802	273	6	this	this	DET
easat-4802	273	7	field	field	NOUN
easat-4802	273	8	,	,	PUNCT
easat-4802	273	9	future	future	ADJ
easat-4802	273	10	research	research	NOUN
easat-4802	273	11	should	should	AUX
easat-4802	273	12	address	address	VERB
easat-4802	273	13	the	the	DET
easat-4802	273	14	challenges	challenge	NOUN
easat-4802	273	15	posed	pose	VERB
easat-4802	273	16	by	by	ADP
easat-4802	273	17	environmental	environmental	ADJ
easat-4802	273	18	variability	variability	NOUN
easat-4802	273	19	—	—	PUNCT
easat-4802	273	20	such	such	ADJ
easat-4802	273	21	as	as	ADP
easat-4802	273	22	changes	change	NOUN
easat-4802	273	23	in	in	ADP
easat-4802	273	24	lighting	lighting	NOUN
easat-4802	273	25	and	and	CCONJ
easat-4802	273	26	background	background	NOUN
easat-4802	273	27	conditions	condition	NOUN
easat-4802	273	28	—	—	PUNCT
easat-4802	273	29	that	that	PRON
easat-4802	273	30	can	can	AUX
easat-4802	273	31	affect	affect	VERB
easat-4802	273	32	model	model	NOUN
easat-4802	273	33	accuracy	accuracy	NOUN
easat-4802	273	34	in	in	ADP
easat-4802	273	35	real	real	ADJ
easat-4802	273	36	-	-	PUNCT
easat-4802	273	37	world	world	NOUN
easat-4802	273	38	settings	setting	NOUN
easat-4802	273	39	.	.	PUNCT
easat-4802	274	1	it	it	PRON
easat-4802	274	2	is	be	AUX
easat-4802	274	3	suggested	suggest	VERB
easat-4802	274	4	that	that	SCONJ
easat-4802	274	5	future	future	ADJ
easat-4802	274	6	studies	study	NOUN
easat-4802	274	7	consider	consider	VERB
easat-4802	274	8	expanding	expand	VERB
easat-4802	274	9	the	the	DET
easat-4802	274	10	dataset	dataset	NOUN
easat-4802	274	11	with	with	ADP
easat-4802	274	12	diverse	diverse	ADJ
easat-4802	274	13	environmental	environmental	ADJ
easat-4802	274	14	conditions	condition	NOUN
easat-4802	274	15	and	and	CCONJ
easat-4802	274	16	employing	employ	VERB
easat-4802	274	17	techniques	technique	NOUN
easat-4802	274	18	like	like	ADP
easat-4802	274	19	data	datum	NOUN
easat-4802	274	20	augmentation	augmentation	NOUN
easat-4802	274	21	and	and	CCONJ
easat-4802	274	22	transfer	transfer	NOUN
easat-4802	274	23	learning	learn	VERB
easat-4802	274	24	to	to	PART
easat-4802	274	25	improve	improve	VERB
easat-4802	274	26	model	model	NOUN
easat-4802	274	27	adaptability	adaptability	NOUN
easat-4802	274	28	.	.	PUNCT
easat-4802	275	1	additionally	additionally	ADV
easat-4802	275	2	,	,	PUNCT
easat-4802	275	3	investigating	investigate	VERB
easat-4802	275	4	the	the	DET
easat-4802	275	5	use	use	NOUN
easat-4802	275	6	of	of	ADP
easat-4802	275	7	higher	high	ADJ
easat-4802	275	8	quality	quality	NOUN
easat-4802	275	9	imaging	imaging	NOUN
easat-4802	275	10	devices	device	NOUN
easat-4802	275	11	or	or	CCONJ
easat-4802	275	12	integrating	integrate	VERB
easat-4802	275	13	additional	additional	ADJ
easat-4802	275	14	sensory	sensory	ADJ
easat-4802	275	15	data	datum	NOUN
easat-4802	275	16	could	could	AUX
easat-4802	275	17	further	far	ADV
easat-4802	275	18	enhance	enhance	VERB
easat-4802	275	19	detection	detection	NOUN
easat-4802	275	20	reliability	reliability	NOUN
easat-4802	275	21	.	.	PUNCT
easat-4802	276	1	by	by	ADP
easat-4802	276	2	building	build	VERB
easat-4802	276	3	on	on	ADP
easat-4802	276	4	these	these	DET
easat-4802	276	5	findings	finding	NOUN
easat-4802	276	6	,	,	PUNCT
easat-4802	276	7	subsequent	subsequent	ADJ
easat-4802	276	8	research	research	NOUN
easat-4802	276	9	can	can	AUX
easat-4802	276	10	contribute	contribute	VERB
easat-4802	276	11	to	to	ADP
easat-4802	276	12	developing	develop	VERB
easat-4802	276	13	more	more	ADV
easat-4802	276	14	robust	robust	ADJ
easat-4802	276	15	and	and	CCONJ
easat-4802	276	16	scalable	scalable	ADJ
easat-4802	276	17	solutions	solution	NOUN
easat-4802	276	18	for	for	ADP
easat-4802	276	19	automated	automate	VERB
easat-4802	276	20	ripeness	ripeness	NOUN
easat-4802	276	21	assessment	assessment	NOUN
easat-4802	276	22	,	,	PUNCT
easat-4802	276	23	ultimately	ultimately	ADV
easat-4802	276	24	supporting	support	VERB
easat-4802	276	25	sustainable	sustainable	ADJ
easat-4802	276	26	agricultural	agricultural	ADJ
easat-4802	276	27	practices	practice	NOUN
easat-4802	276	28	and	and	CCONJ
easat-4802	276	29	strengthening	strengthen	VERB
easat-4802	276	30	food	food	NOUN
easat-4802	276	31	supply	supply	NOUN
easat-4802	276	32	chains	chain	NOUN
easat-4802	276	33	.	.	PUNCT
easat-4802	277	1	funding	funding	NOUN
easat-4802	277	2	:	:	PUNCT
easat-4802	277	3	gratitude	gratitude	NOUN
easat-4802	277	4	is	be	AUX
easat-4802	277	5	expressed	express	VERB
easat-4802	277	6	by	by	ADP
easat-4802	277	7	the	the	DET
easat-4802	277	8	authors	author	NOUN
easat-4802	277	9	for	for	ADP
easat-4802	277	10	the	the	DET
easat-4802	277	11	funding	funding	NOUN
easat-4802	277	12	provided	provide	VERB
easat-4802	277	13	by	by	ADP
easat-4802	277	14	the	the	DET
easat-4802	277	15	university	university	NOUN
easat-4802	277	16	during	during	ADP
easat-4802	277	17	the	the	DET
easat-4802	277	18	preparation	preparation	NOUN
easat-4802	277	19	,	,	PUNCT
easat-4802	277	20	data	datum	NOUN
easat-4802	277	21	processing	processing	NOUN
easat-4802	277	22	,	,	PUNCT
easat-4802	277	23	and	and	CCONJ
easat-4802	277	24	publication	publication	NOUN
easat-4802	277	25	of	of	ADP
easat-4802	277	26	this	this	DET
easat-4802	277	27	research	research	NOUN
easat-4802	277	28	.	.	PUNCT
easat-4802	278	1	transparency	transparency	NOUN
easat-4802	278	2	:	:	PUNCT
easat-4802	278	3	the	the	DET
easat-4802	278	4	authors	author	NOUN
easat-4802	278	5	confirm	confirm	VERB
easat-4802	278	6	that	that	SCONJ
easat-4802	278	7	the	the	DET
easat-4802	278	8	manuscript	manuscript	NOUN
easat-4802	278	9	is	be	AUX
easat-4802	278	10	an	an	DET
easat-4802	278	11	honest	honest	ADJ
easat-4802	278	12	,	,	PUNCT
easat-4802	278	13	accurate	accurate	ADJ
easat-4802	278	14	,	,	PUNCT
easat-4802	278	15	and	and	CCONJ
easat-4802	278	16	transparent	transparent	ADJ
easat-4802	278	17	account	account	NOUN
easat-4802	278	18	of	of	ADP
easat-4802	278	19	the	the	DET
easat-4802	278	20	study	study	NOUN
easat-4802	278	21	;	;	PUNCT
easat-4802	278	22	that	that	SCONJ
easat-4802	278	23	no	no	DET
easat-4802	278	24	vital	vital	ADJ
easat-4802	278	25	features	feature	NOUN
easat-4802	278	26	of	of	ADP
easat-4802	278	27	the	the	DET
easat-4802	278	28	study	study	NOUN
easat-4802	278	29	have	have	AUX
easat-4802	278	30	been	be	AUX
easat-4802	278	31	omitted	omit	VERB
easat-4802	278	32	;	;	PUNCT
easat-4802	278	33	and	and	CCONJ
easat-4802	278	34	that	that	SCONJ
easat-4802	278	35	any	any	DET
easat-4802	278	36	discrepancies	discrepancy	NOUN
easat-4802	278	37	from	from	ADP
easat-4802	278	38	the	the	DET
easat-4802	278	39	study	study	NOUN
easat-4802	278	40	as	as	SCONJ
easat-4802	278	41	planned	plan	VERB
easat-4802	278	42	have	have	AUX
easat-4802	278	43	been	be	AUX
easat-4802	278	44	explained	explain	VERB
easat-4802	278	45	.	.	PUNCT
easat-4802	279	1	this	this	DET
easat-4802	279	2	study	study	NOUN
easat-4802	279	3	followed	follow	VERB
easat-4802	279	4	all	all	DET
easat-4802	279	5	ethical	ethical	ADJ
easat-4802	279	6	practices	practice	NOUN
easat-4802	279	7	during	during	ADP
easat-4802	279	8	writing	writing	NOUN
easat-4802	279	9	.	.	PUNCT
easat-4802	280	1	competing	compete	VERB
easat-4802	280	2	interests	interest	NOUN
easat-4802	280	3	:	:	PUNCT
easat-4802	280	4	the	the	DET
easat-4802	280	5	authors	author	NOUN
easat-4802	280	6	declare	declare	VERB
easat-4802	280	7	that	that	SCONJ
easat-4802	280	8	they	they	PRON
easat-4802	280	9	have	have	VERB
easat-4802	280	10	no	no	DET
easat-4802	280	11	competing	compete	VERB
easat-4802	280	12	interests	interest	NOUN
easat-4802	280	13	.	.	PUNCT
easat-4802	281	1	1543	1543	NUM
easat-4802	281	2	edelweiss	edelweiss	PROPN
easat-4802	281	3	applied	apply	VERB
easat-4802	281	4	science	science	NOUN
easat-4802	281	5	and	and	CCONJ
easat-4802	281	6	technology	technology	NOUN
easat-4802	281	7	issn	issn	PROPN
easat-4802	281	8	:	:	PUNCT
easat-4802	281	9	2576	2576	NUM
easat-4802	281	10	-	-	SYM
easat-4802	281	11	8484	8484	NUM
easat-4802	281	12	vol	vol	NOUN
easat-4802	281	13	.	.	PROPN
easat-4802	282	1	9	9	NUM
easat-4802	282	2	,	,	PUNCT
easat-4802	282	3	no	no	INTJ
easat-4802	282	4	.	.	NOUN
easat-4802	282	5	2	2	NUM
easat-4802	282	6	:	:	SYM
easat-4802	282	7	1528	1528	NUM
easat-4802	282	8	-	-	SYM
easat-4802	282	9	1543	1543	NUM
easat-4802	282	10	,	,	PUNCT
easat-4802	282	11	2025	2025	NUM
easat-4802	282	12	doi	doi	NOUN
easat-4802	282	13	:	:	PUNCT
easat-4802	282	14	10.55214/25768484.v9i2.4802	10.55214/25768484.v9i2.4802	PROPN
easat-4802	282	15	©	©	PROPN
easat-4802	282	16	2025	2025	NUM
easat-4802	282	17	by	by	ADP
easat-4802	282	18	the	the	DET
easat-4802	282	19	authors	author	NOUN
easat-4802	282	20	;	;	PUNCT
easat-4802	282	21	licensee	licensee	PROPN
easat-4802	282	22	learning	learn	VERB
easat-4802	282	23	gate	gate	PROPN
easat-4802	282	24	authors	author	NOUN
easat-4802	282	25	’	’	PART
easat-4802	282	26	contributions	contribution	NOUN
easat-4802	282	27	:	:	PUNCT
easat-4802	282	28	all	all	DET
easat-4802	282	29	authors	author	NOUN
easat-4802	282	30	contributed	contribute	VERB
easat-4802	282	31	equally	equally	ADV
easat-4802	282	32	to	to	ADP
easat-4802	282	33	the	the	DET
easat-4802	282	34	conception	conception	NOUN
easat-4802	282	35	and	and	CCONJ
easat-4802	282	36	design	design	NOUN
easat-4802	282	37	of	of	ADP
easat-4802	282	38	the	the	DET
easat-4802	282	39	study	study	NOUN
easat-4802	282	40	.	.	PUNCT
easat-4802	283	1	all	all	DET
easat-4802	283	2	authors	author	NOUN
easat-4802	283	3	have	have	AUX
easat-4802	283	4	read	read	VERB
easat-4802	283	5	and	and	CCONJ
easat-4802	283	6	agreed	agree	VERB
easat-4802	283	7	to	to	ADP
easat-4802	283	8	the	the	DET
easat-4802	283	9	published	publish	VERB
easat-4802	283	10	version	version	NOUN
easat-4802	283	11	of	of	ADP
easat-4802	283	12	the	the	DET
easat-4802	283	13	manuscript	manuscript	NOUN
easat-4802	283	14	.	.	PUNCT
easat-4802	284	1	references	reference	NOUN
easat-4802	284	2	[	[	X
easat-4802	284	3	1	1	NUM
easat-4802	284	4	]	]	PUNCT
easat-4802	284	5	a.	a.	NOUN
easat-4802	284	6	smith	smith	PROPN
easat-4802	284	7	,	,	PUNCT
easat-4802	284	8	"	"	PUNCT
easat-4802	284	9	advances	advance	NOUN
easat-4802	284	10	in	in	ADP
easat-4802	284	11	image	image	NOUN
easat-4802	284	12	processing	processing	NOUN
easat-4802	284	13	for	for	ADP
easat-4802	284	14	fruit	fruit	NOUN
easat-4802	284	15	ripeness	ripeness	NOUN
easat-4802	284	16	detection	detection	NOUN
easat-4802	284	17	,	,	PUNCT
easat-4802	284	18	"	"	PUNCT
easat-4802	284	19	journal	journal	NOUN
easat-4802	284	20	of	of	ADP
easat-4802	284	21	agricultural	agricultural	ADJ
easat-4802	284	22	technology	technology	NOUN
easat-4802	284	23	,	,	PUNCT
easat-4802	284	24	vol	vol	NOUN
easat-4802	284	25	.	.	PROPN
easat-4802	284	26	15	15	NUM
easat-4802	284	27	,	,	PUNCT
easat-4802	284	28	no	no	INTJ
easat-4802	284	29	.	.	NOUN
easat-4802	284	30	2	2	NUM
easat-4802	284	31	,	,	PUNCT
easat-4802	284	32	pp	pp	ADJ
easat-4802	284	33	.	.	PUNCT
easat-4802	285	1	45–56	45–56	NUM
easat-4802	285	2	,	,	PUNCT
easat-4802	285	3	2023	2023	NUM
easat-4802	285	4	.	.	PUNCT
easat-4802	286	1	[	[	X
easat-4802	286	2	2	2	NUM
easat-4802	286	3	]	]	PUNCT
easat-4802	286	4	r.	r.	PROPN
easat-4802	286	5	a.	a.	PROPN
easat-4802	286	6	firmansyah	firmansyah	PROPN
easat-4802	286	7	,	,	PUNCT
easat-4802	286	8	t.	t.	PROPN
easat-4802	286	9	a.	a.	NOUN
easat-4802	286	10	sardjono	sardjono	PROPN
easat-4802	286	11	,	,	PUNCT
easat-4802	286	12	and	and	CCONJ
easat-4802	286	13	r.	r.	PROPN
easat-4802	286	14	mardiyanto	mardiyanto	PROPN
easat-4802	286	15	,	,	PUNCT
easat-4802	286	16	"	"	PUNCT
easat-4802	286	17	improving	improve	VERB
easat-4802	286	18	the	the	DET
easat-4802	286	19	adaptive	adaptive	ADJ
easat-4802	286	20	monte	monte	PROPN
easat-4802	286	21	carlo	carlo	NOUN
easat-4802	286	22	localization	localization	NOUN
easat-4802	286	23	accuracy	accuracy	NOUN
easat-4802	286	24	using	use	VERB
easat-4802	286	25	a	a	DET
easat-4802	286	26	convolutional	convolutional	ADJ
easat-4802	286	27	neural	neural	ADJ
easat-4802	286	28	network	network	NOUN
easat-4802	286	29	,	,	PUNCT
easat-4802	286	30	"	"	PUNCT
easat-4802	286	31	jurnal	jurnal	ADJ
easat-4802	286	32	nasional	nasional	ADJ
easat-4802	286	33	teknik	teknik	NOUN
easat-4802	286	34	elektro	elektro	PROPN
easat-4802	286	35	dan	dan	PROPN
easat-4802	286	36	teknologi	teknologi	PROPN
easat-4802	286	37	informasi	informasi	PROPN
easat-4802	286	38	,	,	PUNCT
easat-4802	286	39	vol	vol	NOUN
easat-4802	286	40	.	.	PROPN
easat-4802	286	41	12	12	NUM
easat-4802	286	42	,	,	PUNCT
easat-4802	286	43	no	no	INTJ
easat-4802	286	44	.	.	NOUN
easat-4802	286	45	3	3	NUM
easat-4802	286	46	,	,	PUNCT
easat-4802	286	47	pp	pp	ADJ
easat-4802	286	48	.	.	PUNCT
easat-4802	286	49	167174	167174	NUM
easat-4802	286	50	,	,	PUNCT
easat-4802	286	51	2023	2023	NUM
easat-4802	286	52	.	.	PUNCT
easat-4802	286	53	https://doi.org/10.22146/jnteti.v12i3.7432	https://doi.org/10.22146/jnteti.v12i3.7432	X
easat-4802	287	1	[	[	X
easat-4802	287	2	3	3	X
easat-4802	287	3	]	]	PUNCT
easat-4802	287	4	s.	s.	PROPN
easat-4802	287	5	sa’idah	sa’idah	PROPN
easat-4802	287	6	,	,	PUNCT
easat-4802	287	7	i.	i.	NOUN
easat-4802	287	8	suparta	suparta	PROPN
easat-4802	287	9	,	,	PUNCT
easat-4802	287	10	and	and	CCONJ
easat-4802	287	11	e.	e.	PROPN
easat-4802	287	12	suhartono	suhartono	PROPN
easat-4802	287	13	,	,	PUNCT
easat-4802	287	14	"	"	PUNCT
easat-4802	287	15	modification	modification	NOUN
easat-4802	287	16	of	of	ADP
easat-4802	287	17	convolutional	convolutional	ADJ
easat-4802	287	18	neural	neural	ADJ
easat-4802	287	19	network	network	NOUN
easat-4802	287	20	googlenet	googlenet	NOUN
easat-4802	287	21	architecture	architecture	NOUN
easat-4802	287	22	with	with	ADP
easat-4802	287	23	dull	dull	ADJ
easat-4802	287	24	razor	razor	NOUN
easat-4802	287	25	filtering	filtering	NOUN
easat-4802	287	26	for	for	ADP
easat-4802	287	27	classifying	classify	VERB
easat-4802	287	28	skin	skin	NOUN
easat-4802	287	29	cancer	cancer	NOUN
easat-4802	287	30	,	,	PUNCT
easat-4802	287	31	"	"	PUNCT
easat-4802	287	32	jurnal	jurnal	ADJ
easat-4802	287	33	nasional	nasional	ADJ
easat-4802	287	34	teknik	teknik	NOUN
easat-4802	287	35	elektro	elektro	PROPN
easat-4802	287	36	dan	dan	PROPN
easat-4802	287	37	teknologiinformasi	teknologiinformasi	PROPN
easat-4802	287	38	,	,	PUNCT
easat-4802	287	39	vol	vol	NOUN
easat-4802	287	40	.	.	PROPN
easat-4802	287	41	11	11	NUM
easat-4802	287	42	,	,	PUNCT
easat-4802	287	43	no	no	INTJ
easat-4802	287	44	.	.	NOUN
easat-4802	287	45	2	2	NUM
easat-4802	287	46	,	,	PUNCT
easat-4802	287	47	pp	pp	ADJ
easat-4802	287	48	.	.	PUNCT
easat-4802	288	1	148	148	NUM
easat-4802	288	2	-	-	SYM
easat-4802	288	3	153	153	NUM
easat-4802	288	4	,	,	PUNCT
easat-4802	288	5	2022	2022	NUM
easat-4802	288	6	.	.	PUNCT
easat-4802	288	7	https://doi.org/10.22146/jnteti.v11i2.12345	https://doi.org/10.22146/jnteti.v11i2.12345	PUNCT
easat-4802	289	1	[	[	X
easat-4802	289	2	4	4	X
easat-4802	289	3	]	]	PUNCT
easat-4802	289	4	b.	b.	PROPN
easat-4802	289	5	jones	jones	PROPN
easat-4802	289	6	and	and	CCONJ
easat-4802	289	7	c.	c.	PROPN
easat-4802	289	8	lee	lee	PROPN
easat-4802	289	9	,	,	PUNCT
easat-4802	289	10	"	"	PUNCT
easat-4802	289	11	comparative	comparative	ADJ
easat-4802	289	12	study	study	NOUN
easat-4802	289	13	of	of	ADP
easat-4802	289	14	classification	classification	NOUN
easat-4802	289	15	algorithms	algorithm	NOUN
easat-4802	289	16	for	for	ADP
easat-4802	289	17	fruit	fruit	NOUN
easat-4802	289	18	ripeness	ripeness	NOUN
easat-4802	289	19	assessment	assessment	NOUN
easat-4802	289	20	,	,	PUNCT
easat-4802	289	21	"	"	PUNCT
easat-4802	289	22	international	international	ADJ
easat-4802	289	23	journal	journal	NOUN
easat-4802	289	24	of	of	ADP
easat-4802	289	25	computer	computer	NOUN
easat-4802	289	26	vision	vision	NOUN
easat-4802	289	27	,	,	PUNCT
easat-4802	289	28	vol	vol	NOUN
easat-4802	289	29	.	.	PROPN
easat-4802	289	30	30	30	NUM
easat-4802	289	31	,	,	PUNCT
easat-4802	289	32	no	no	INTJ
easat-4802	289	33	.	.	NOUN
easat-4802	289	34	4	4	NUM
easat-4802	289	35	,	,	PUNCT
easat-4802	289	36	pp	pp	ADJ
easat-4802	289	37	.	.	PUNCT
easat-4802	290	1	789–802	789–802	NUM
easat-4802	290	2	,	,	PUNCT
easat-4802	290	3	2022	2022	NUM
easat-4802	290	4	.	.	PUNCT
easat-4802	291	1	[	[	X
easat-4802	291	2	5	5	X
easat-4802	291	3	]	]	PUNCT
easat-4802	291	4	d.	d.	PROPN
easat-4802	291	5	brown	brown	PROPN
easat-4802	291	6	and	and	CCONJ
easat-4802	291	7	e.	e.	PROPN
easat-4802	291	8	white	white	PROPN
easat-4802	291	9	,	,	PUNCT
easat-4802	291	10	"	"	PUNCT
easat-4802	291	11	application	application	NOUN
easat-4802	291	12	of	of	ADP
easat-4802	291	13	convolutional	convolutional	ADJ
easat-4802	291	14	neural	neural	ADJ
easat-4802	291	15	networks	network	NOUN
easat-4802	291	16	in	in	ADP
easat-4802	291	17	agriculture	agriculture	NOUN
easat-4802	291	18	:	:	PUNCT
easat-4802	291	19	a	a	DET
easat-4802	291	20	review	review	NOUN
easat-4802	291	21	,	,	PUNCT
easat-4802	291	22	"	"	PUNCT
easat-4802	291	23	journal	journal	NOUN
easat-4802	291	24	of	of	ADP
easat-4802	291	25	agricultural	agricultural	ADJ
easat-4802	291	26	science	science	NOUN
easat-4802	291	27	,	,	PUNCT
easat-4802	291	28	vol	vol	NOUN
easat-4802	291	29	.	.	PROPN
easat-4802	291	30	25	25	NUM
easat-4802	291	31	,	,	PUNCT
easat-4802	291	32	no	no	INTJ
easat-4802	291	33	.	.	NOUN
easat-4802	291	34	1	1	NUM
easat-4802	291	35	,	,	PUNCT
easat-4802	291	36	pp	pp	ADJ
easat-4802	291	37	.	.	PUNCT
easat-4802	292	1	112–125	112–125	NUM
easat-4802	292	2	,	,	PUNCT
easat-4802	292	3	2021	2021	NUM
easat-4802	292	4	.	.	PUNCT
easat-4802	293	1	[	[	X
easat-4802	293	2	6	6	NUM
easat-4802	293	3	]	]	X
easat-4802	293	4	f.	f.	PROPN
easat-4802	293	5	green	green	PROPN
easat-4802	293	6	and	and	CCONJ
easat-4802	293	7	h.	h.	PROPN
easat-4802	293	8	black	black	PROPN
easat-4802	293	9	,	,	PUNCT
easat-4802	293	10	"	"	PUNCT
easat-4802	293	11	yolov8	yolov8	NOUN
easat-4802	293	12	:	:	PUNCT
easat-4802	293	13	enhanced	enhance	VERB
easat-4802	293	14	object	object	NOUN
easat-4802	293	15	detection	detection	NOUN
easat-4802	293	16	for	for	ADP
easat-4802	293	17	agricultural	agricultural	ADJ
easat-4802	293	18	applications	application	NOUN
easat-4802	293	19	,	,	PUNCT
easat-4802	293	20	"	"	PUNCT
easat-4802	293	21	ieee	ieee	NOUN
easat-4802	293	22	transactions	transaction	NOUN
easat-4802	293	23	on	on	ADP
easat-4802	293	24	agricultural	agricultural	ADJ
easat-4802	293	25	engineering	engineering	NOUN
easat-4802	293	26	,	,	PUNCT
easat-4802	293	27	vol	vol	NOUN
easat-4802	293	28	.	.	PROPN
easat-4802	293	29	40	40	NUM
easat-4802	293	30	,	,	PUNCT
easat-4802	293	31	no	no	INTJ
easat-4802	293	32	.	.	NOUN
easat-4802	293	33	3	3	NUM
easat-4802	293	34	,	,	PUNCT
easat-4802	293	35	pp	pp	ADJ
easat-4802	293	36	.	.	PUNCT
easat-4802	294	1	221–235	221–235	NUM
easat-4802	294	2	,	,	PUNCT
easat-4802	294	3	2023	2023	NUM
easat-4802	294	4	.	.	PUNCT
easat-4802	295	1	[	[	X
easat-4802	295	2	7	7	X
easat-4802	295	3	]	]	PUNCT
easat-4802	295	4	m.	m.	PROPN
easat-4802	295	5	f.	f.	PROPN
easat-4802	295	6	tomatala	tomatala	PROPN
easat-4802	295	7	,	,	PUNCT
easat-4802	295	8	"	"	PUNCT
easat-4802	295	9	prototyping	prototyping	NOUN
easat-4802	295	10	of	of	ADP
easat-4802	295	11	machine	machine	NOUN
easat-4802	295	12	learning	learn	VERB
easat-4802	295	13	at	at	ADP
easat-4802	295	14	traditional	traditional	ADJ
easat-4802	295	15	market	market	NOUN
easat-4802	295	16	as	as	ADP
easat-4802	295	17	option	option	NOUN
easat-4802	295	18	for	for	ADP
easat-4802	295	19	sales	sale	NOUN
easat-4802	295	20	and	and	CCONJ
easat-4802	295	21	purchasing	purchasing	NOUN
easat-4802	295	22	transaction	transaction	NOUN
easat-4802	295	23	,	,	PUNCT
easat-4802	295	24	"	"	PUNCT
easat-4802	295	25	in	in	ADP
easat-4802	295	26	2020	2020	NUM
easat-4802	295	27	2nd	2nd	ADJ
easat-4802	295	28	international	international	ADJ
easat-4802	295	29	conference	conference	NOUN
easat-4802	295	30	on	on	ADP
easat-4802	295	31	cybernetics	cybernetic	NOUN
easat-4802	295	32	and	and	CCONJ
easat-4802	295	33	intelligent	intelligent	ADJ
easat-4802	295	34	system	system	NOUN
easat-4802	295	35	(	(	PUNCT
easat-4802	295	36	icoris	icoris	NOUN
easat-4802	295	37	)	)	PUNCT
easat-4802	295	38	,	,	PUNCT
easat-4802	295	39	2020	2020	NUM
easat-4802	295	40	:	:	PUNCT
easat-4802	295	41	ieee	ieee	NOUN
easat-4802	295	42	,	,	PUNCT
easat-4802	295	43	pp	pp	ADJ
easat-4802	295	44	.	.	PUNCT
easat-4802	296	1	1	1	NUM
easat-4802	296	2	-	-	SYM
easat-4802	296	3	6	6	NUM
easat-4802	296	4	.	.	PUNCT
easat-4802	297	1	[	[	X
easat-4802	297	2	8	8	NUM
easat-4802	297	3	]	]	PUNCT
easat-4802	297	4	a.	a.	NOUN
easat-4802	297	5	mohite	mohite	PROPN
easat-4802	297	6	,	,	PUNCT
easat-4802	297	7	r.	r.	PROPN
easat-4802	297	8	joshi	joshi	PROPN
easat-4802	297	9	,	,	PUNCT
easat-4802	297	10	s.	s.	PROPN
easat-4802	297	11	kunjir	kunjir	PROPN
easat-4802	297	12	,	,	PUNCT
easat-4802	297	13	and	and	CCONJ
easat-4802	297	14	m.	m.	PROPN
easat-4802	297	15	kodmelwar	kodmelwar	PROPN
easat-4802	297	16	,	,	PUNCT
easat-4802	297	17	"	"	PUNCT
easat-4802	297	18	deep	deep	ADJ
easat-4802	297	19	learning	learning	NOUN
easat-4802	297	20	-	-	PUNCT
easat-4802	297	21	based	base	VERB
easat-4802	297	22	fruit	fruit	NOUN
easat-4802	297	23	recognition	recognition	NOUN
easat-4802	297	24	and	and	CCONJ
easat-4802	297	25	quality	quality	NOUN
easat-4802	297	26	assessment	assessment	NOUN
easat-4802	297	27	:	:	PUNCT
easat-4802	297	28	a	a	DET
easat-4802	297	29	convolutional	convolutional	ADJ
easat-4802	297	30	neural	neural	ADJ
easat-4802	297	31	network	network	NOUN
easat-4802	297	32	approach	approach	NOUN
easat-4802	297	33	,	,	PUNCT
easat-4802	297	34	"	"	PUNCT
easat-4802	297	35	in	in	ADP
easat-4802	297	36	2024	2024	NUM
easat-4802	297	37	asu	asu	PROPN
easat-4802	297	38	international	international	ADJ
easat-4802	297	39	conference	conference	NOUN
easat-4802	297	40	in	in	ADP
easat-4802	297	41	emerging	emerge	VERB
easat-4802	297	42	technologies	technology	NOUN
easat-4802	297	43	for	for	ADP
easat-4802	297	44	sustainability	sustainability	NOUN
easat-4802	297	45	and	and	CCONJ
easat-4802	297	46	intelligent	intelligent	ADJ
easat-4802	297	47	systems	system	NOUN
easat-4802	297	48	(	(	PUNCT
easat-4802	297	49	icetsis	icetsis	NOUN
easat-4802	297	50	)	)	PUNCT
easat-4802	297	51	,	,	PUNCT
easat-4802	297	52	2024	2024	NUM
easat-4802	297	53	:	:	PUNCT
easat-4802	297	54	ieee	ieee	NOUN
easat-4802	297	55	,	,	PUNCT
easat-4802	297	56	pp	pp	ADJ
easat-4802	297	57	.	.	PUNCT
easat-4802	298	1	589	589	NUM
easat-4802	298	2	-	-	SYM
easat-4802	298	3	593	593	NUM
easat-4802	298	4	.	.	PUNCT
easat-4802	299	1	[	[	X
easat-4802	299	2	9	9	NUM
easat-4802	299	3	]	]	PUNCT
easat-4802	299	4	q.	q.	PROPN
easat-4802	299	5	wang	wang	PROPN
easat-4802	299	6	,	,	PUNCT
easat-4802	299	7	"	"	PUNCT
easat-4802	299	8	application	application	NOUN
easat-4802	299	9	of	of	ADP
easat-4802	299	10	yolov8	yolov8	NOUN
easat-4802	299	11	in	in	ADP
easat-4802	299	12	automated	automate	VERB
easat-4802	299	13	fruit	fruit	NOUN
easat-4802	299	14	ripeness	ripeness	NOUN
easat-4802	299	15	detection	detection	NOUN
easat-4802	299	16	,	,	PUNCT
easat-4802	299	17	"	"	PUNCT
easat-4802	299	18	journal	journal	NOUN
easat-4802	299	19	of	of	ADP
easat-4802	299	20	agricultural	agricultural	ADJ
easat-4802	299	21	engineering	engineering	NOUN
easat-4802	299	22	research	research	NOUN
easat-4802	299	23	,	,	PUNCT
easat-4802	299	24	vol	vol	NOUN
easat-4802	299	25	.	.	PROPN
easat-4802	299	26	68	68	NUM
easat-4802	299	27	,	,	PUNCT
easat-4802	299	28	no	no	INTJ
easat-4802	299	29	.	.	NOUN
easat-4802	299	30	5	5	NUM
easat-4802	299	31	,	,	PUNCT
easat-4802	299	32	pp	pp	ADJ
easat-4802	299	33	.	.	PUNCT
easat-4802	300	1	320–328	320–328	NUM
easat-4802	300	2	,	,	PUNCT
easat-4802	300	3	2023	2023	NUM
easat-4802	300	4	.	.	PUNCT
easat-4802	301	1	[	[	X
easat-4802	301	2	10	10	NUM
easat-4802	301	3	]	]	X
easat-4802	301	4	s.	s.	PROPN
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easat-4802	301	6	,	,	PUNCT
easat-4802	301	7	"	"	PUNCT
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easat-4802	301	10	of	of	ADP
easat-4802	301	11	cnn	cnn	PROPN
easat-4802	301	12	and	and	CCONJ
easat-4802	301	13	yolo	yolo	NOUN
easat-4802	301	14	for	for	ADP
easat-4802	301	15	real	real	ADJ
easat-4802	301	16	-	-	PUNCT
easat-4802	301	17	time	time	NOUN
easat-4802	301	18	fruit	fruit	NOUN
easat-4802	301	19	ripeness	ripeness	NOUN
easat-4802	301	20	evaluation	evaluation	NOUN
easat-4802	301	21	,	,	PUNCT
easat-4802	301	22	"	"	PUNCT
easat-4802	301	23	ieee	ieee	NOUN
easat-4802	301	24	transactions	transaction	NOUN
easat-4802	301	25	on	on	ADP
easat-4802	301	26	sustainable	sustainable	ADJ
easat-4802	301	27	agriculture	agriculture	NOUN
easat-4802	301	28	,	,	PUNCT
easat-4802	301	29	vol	vol	NOUN
easat-4802	301	30	.	.	PROPN
easat-4802	301	31	10	10	NUM
easat-4802	301	32	,	,	PUNCT
easat-4802	301	33	no	no	INTJ
easat-4802	301	34	.	.	NOUN
easat-4802	301	35	3	3	NUM
easat-4802	301	36	,	,	PUNCT
easat-4802	301	37	pp	pp	ADJ
easat-4802	301	38	.	.	PUNCT
easat-4802	302	1	134–142	134–142	NUM
easat-4802	302	2	,	,	PUNCT
easat-4802	302	3	2021	2021	NUM
easat-4802	302	4	.	.	PUNCT
easat-4802	303	1	[	[	X
easat-4802	303	2	11	11	NUM
easat-4802	303	3	]	]	PUNCT
easat-4802	303	4	x.	x.	PROPN
easat-4802	303	5	li	li	PROPN
easat-4802	303	6	and	and	CCONJ
easat-4802	303	7	z.	z.	PROPN
easat-4802	303	8	chen	chen	PROPN
easat-4802	303	9	,	,	PUNCT
easat-4802	303	10	"	"	PUNCT
easat-4802	303	11	performance	performance	NOUN
easat-4802	303	12	evaluation	evaluation	NOUN
easat-4802	303	13	of	of	ADP
easat-4802	303	14	yolov8	yolov8	NOUN
easat-4802	303	15	in	in	ADP
easat-4802	303	16	pineapple	pineapple	NOUN
easat-4802	303	17	ripeness	ripeness	NOUN
easat-4802	303	18	classification	classification	NOUN
easat-4802	303	19	,	,	PUNCT
easat-4802	303	20	"	"	PUNCT
easat-4802	303	21	computers	computer	NOUN
easat-4802	303	22	and	and	CCONJ
easat-4802	303	23	electronics	electronic	NOUN
easat-4802	303	24	in	in	ADP
easat-4802	303	25	agriculture	agriculture	NOUN
easat-4802	303	26	,	,	PUNCT
easat-4802	303	27	vol	vol	NOUN
easat-4802	303	28	.	.	PUNCT
easat-4802	304	1	184	184	NUM
easat-4802	304	2	,	,	PUNCT
easat-4802	304	3	p.	p.	NOUN
easat-4802	304	4	106183	106183	NUM
easat-4802	304	5	,	,	PUNCT
easat-4802	304	6	2022	2022	NUM
easat-4802	304	7	.	.	PUNCT
easat-4802	305	1	[	[	X
easat-4802	305	2	12	12	NUM
easat-4802	305	3	]	]	PUNCT
easat-4802	305	4	h.	h.	PROPN
easat-4802	305	5	wang	wang	PROPN
easat-4802	305	6	and	and	CCONJ
easat-4802	305	7	l.	l.	PROPN
easat-4802	305	8	zhang	zhang	PROPN
easat-4802	305	9	,	,	PUNCT
easat-4802	305	10	"	"	PUNCT
easat-4802	305	11	yolov8	yolov8	NOUN
easat-4802	305	12	:	:	PUNCT
easat-4802	305	13	a	a	DET
easat-4802	305	14	novel	novel	ADJ
easat-4802	305	15	approach	approach	NOUN
easat-4802	305	16	for	for	ADP
easat-4802	305	17	fruit	fruit	NOUN
easat-4802	305	18	ripeness	ripeness	NOUN
easat-4802	305	19	assessment	assessment	NOUN
easat-4802	305	20	,	,	PUNCT
easat-4802	305	21	"	"	PUNCT
easat-4802	305	22	journal	journal	NOUN
easat-4802	305	23	of	of	ADP
easat-4802	305	24	agricultural	agricultural	ADJ
easat-4802	305	25	technology	technology	NOUN
easat-4802	305	26	innovation	innovation	NOUN
easat-4802	305	27	,	,	PUNCT
easat-4802	305	28	vol	vol	NOUN
easat-4802	305	29	.	.	PROPN
easat-4802	305	30	28	28	NUM
easat-4802	305	31	,	,	PUNCT
easat-4802	305	32	no	no	INTJ
easat-4802	305	33	.	.	NOUN
easat-4802	305	34	3	3	NUM
easat-4802	305	35	,	,	PUNCT
easat-4802	305	36	pp	pp	ADJ
easat-4802	305	37	.	.	PUNCT
easat-4802	306	1	221–235	221–235	NUM
easat-4802	306	2	,	,	PUNCT
easat-4802	306	3	2021	2021	NUM
easat-4802	306	4	.	.	PUNCT
easat-4802	307	1	[	[	X
easat-4802	307	2	13	13	NUM
easat-4802	307	3	]	]	X
easat-4802	307	4	g.	g.	PROPN
easat-4802	307	5	s.	s.	PROPN
easat-4802	307	6	reddy	reddy	PROPN
easat-4802	307	7	and	and	CCONJ
easat-4802	307	8	p.	p.	PROPN
easat-4802	307	9	k.	k.	PROPN
easat-4802	308	1	reddy	reddy	PROPN
easat-4802	308	2	,	,	PUNCT
easat-4802	308	3	"	"	PUNCT
easat-4802	308	4	fruit	fruit	NOUN
easat-4802	308	5	ripeness	ripeness	NOUN
easat-4802	308	6	detection	detection	NOUN
easat-4802	308	7	using	use	VERB
easat-4802	308	8	yolov8	yolov8	NOUN
easat-4802	308	9	and	and	CCONJ
easat-4802	308	10	cnn	cnn	PROPN
easat-4802	308	11	in	in	ADP
easat-4802	308	12	agriculture	agriculture	NOUN
easat-4802	308	13	,	,	PUNCT
easat-4802	308	14	"	"	PUNCT
easat-4802	308	15	international	international	ADJ
easat-4802	308	16	journal	journal	NOUN
easat-4802	308	17	of	of	ADP
easat-4802	308	18	scientific	scientific	ADJ
easat-4802	308	19	research	research	NOUN
easat-4802	308	20	in	in	ADP
easat-4802	308	21	computer	computer	NOUN
easat-4802	308	22	science	science	NOUN
easat-4802	308	23	engineering	engineering	NOUN
easat-4802	308	24	and	and	CCONJ
easat-4802	308	25	information	information	NOUN
easat-4802	308	26	technology	technology	NOUN
easat-4802	308	27	,	,	PUNCT
easat-4802	308	28	vol	vol	NOUN
easat-4802	308	29	.	.	PROPN
easat-4802	309	1	6	6	NUM
easat-4802	309	2	,	,	PUNCT
easat-4802	309	3	no	no	INTJ
easat-4802	309	4	.	.	NOUN
easat-4802	309	5	2	2	NUM
easat-4802	309	6	,	,	PUNCT
easat-4802	309	7	pp	pp	ADJ
easat-4802	309	8	.	.	PUNCT
easat-4802	310	1	1–6	1–6	NUM
easat-4802	310	2	,	,	PUNCT
easat-4802	310	3	2021	2021	NUM
easat-4802	310	4	.	.	PUNCT
easat-4802	311	1	[	[	X
easat-4802	311	2	14	14	NUM
easat-4802	311	3	]	]	X
easat-4802	311	4	r.	r.	PROPN
easat-4802	311	5	sharma	sharma	PROPN
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easat-4802	311	7	v.	v.	ADP
easat-4802	311	8	singh	singh	PROPN
easat-4802	311	9	,	,	PUNCT
easat-4802	311	10	"	"	PUNCT
easat-4802	311	11	integration	integration	NOUN
easat-4802	311	12	of	of	ADP
easat-4802	311	13	cnn	cnn	PROPN
easat-4802	311	14	with	with	ADP
easat-4802	311	15	yolov8	yolov8	NOUN
easat-4802	311	16	for	for	ADP
easat-4802	311	17	mango	mango	NOUN
easat-4802	311	18	ripeness	ripeness	NOUN
easat-4802	311	19	detection	detection	NOUN
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easat-4802	311	21	"	"	PUNCT
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easat-4802	311	25	agricultural	agricultural	ADJ
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easat-4802	312	1	45	45	NUM
easat-4802	312	2	,	,	PUNCT
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easat-4802	312	4	.	.	NOUN
easat-4802	312	5	2	2	NUM
easat-4802	312	6	,	,	PUNCT
easat-4802	312	7	pp	pp	ADJ
easat-4802	312	8	.	.	PUNCT
easat-4802	313	1	210–225	210–225	NUM
easat-4802	313	2	,	,	PUNCT
easat-4802	313	3	2022	2022	NUM
easat-4802	313	4	.	.	PUNCT
easat-4802	314	1	[	[	X
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easat-4802	314	3	]	]	X
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easat-4802	314	14	yolov8	yolov8	NOUN
easat-4802	314	15	+	+	NOUN
easat-4802	314	16	model	model	NOUN
easat-4802	314	17	and	and	CCONJ
easat-4802	314	18	image	image	NOUN
easat-4802	314	19	processing	processing	NOUN
easat-4802	314	20	method	method	NOUN
easat-4802	314	21	,	,	PUNCT
easat-4802	314	22	"	"	PUNCT
easat-4802	314	23	agriculture	agriculture	NOUN
easat-4802	314	24	,	,	PUNCT
easat-4802	314	25	vol	vol	NOUN
easat-4802	314	26	.	.	PROPN
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easat-4802	314	28	,	,	PUNCT
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easat-4802	314	31	5	5	NUM
easat-4802	314	32	,	,	PUNCT
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easat-4802	314	35	,	,	PUNCT
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easat-4802	314	37	.	.	PUNCT
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easat-4802	315	1	[	[	X
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easat-4802	315	3	]	]	PUNCT
easat-4802	315	4	a.	a.	NOUN
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easat-4802	315	6	,	,	PUNCT
easat-4802	315	7	"	"	PUNCT
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easat-4802	315	11	based	base	VERB
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easat-4802	315	17	,	,	PUNCT
easat-4802	315	18	"	"	PUNCT
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easat-4802	315	30	.	.	PUNCT
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easat-4802	316	4	.	.	PUNCT
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easat-4802	317	3	]	]	PUNCT
easat-4802	317	4	s.	s.	PROPN
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easat-4802	317	25	.	.	PUNCT
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easat-4802	320	17	and	and	CCONJ
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easat-4802	321	3	,	,	PUNCT
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easat-4802	322	11	a.	a.	NOUN
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easat-4802	322	13	,	,	PUNCT
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easat-4802	322	16	.	.	PUNCT
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easat-4802	323	2	,	,	PUNCT
easat-4802	323	3	ma	ma	PROPN
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easat-4802	323	7	,	,	PUNCT
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easat-4802	323	9	.	.	PUNCT
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easat-4802	324	5	p.	p.	PROPN
easat-4802	324	6	murphy	murphy	PROPN
easat-4802	324	7	,	,	PUNCT
easat-4802	324	8	machine	machine	NOUN
easat-4802	324	9	learning	learning	NOUN
easat-4802	324	10	:	:	PUNCT
easat-4802	324	11	a	a	DET
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easat-4802	324	14	.	.	PUNCT
easat-4802	325	1	cambridge	cambridge	PROPN
easat-4802	325	2	,	,	PUNCT
easat-4802	325	3	ma	ma	PROPN
easat-4802	325	4	:	:	PUNCT
easat-4802	325	5	mit	mit	PROPN
easat-4802	325	6	press	press	NOUN
easat-4802	325	7	,	,	PUNCT
easat-4802	325	8	2012	2012	NUM
easat-4802	325	9	.	.	PUNCT
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