id	sid	tid	token	lemma	pos
afs-135986	1	1	agricultural	agricultural	ADJ
afs-135986	1	2	and	and	CCONJ
afs-135986	1	3	food	food	NOUN
afs-135986	1	4	science	science	NOUN
afs-135986	1	5	agricultural	agricultural	ADJ
afs-135986	1	6	and	and	CCONJ
afs-135986	1	7	food	food	NOUN
afs-135986	1	8	science	science	NOUN
afs-135986	1	9	(	(	PUNCT
afs-135986	1	10	2024	2024	NUM
afs-135986	1	11	)	)	PUNCT
afs-135986	1	12	33	33	NUM
afs-135986	1	13	:	:	SYM
afs-135986	1	14	40–54	40–54	NUM
afs-135986	1	15	40	40	NUM
afs-135986	1	16	https://doi.org/10.23986/afsci.135986	https://doi.org/10.23986/afsci.135986	NOUN
afs-135986	1	17	convolutional	convolutional	ADJ
afs-135986	1	18	neural	neural	ADJ
afs-135986	1	19	network	network	NOUN
afs-135986	1	20	model	model	NOUN
afs-135986	1	21	for	for	ADP
afs-135986	1	22	the	the	DET
afs-135986	1	23	qualitative	qualitative	ADJ
afs-135986	1	24	evaluation	evaluation	NOUN
afs-135986	1	25	of	of	ADP
afs-135986	1	26	geometric	geometric	ADJ
afs-135986	1	27	shape	shape	NOUN
afs-135986	1	28	of	of	ADP
afs-135986	1	29	carrot	carrot	NOUN
afs-135986	1	30	root	root	NOUN
afs-135986	1	31	piotr	piotr	PROPN
afs-135986	1	32	rybacki1	rybacki1	PROPN
afs-135986	1	33	,	,	PUNCT
afs-135986	1	34	zuzanna	zuzanna	PROPN
afs-135986	1	35	sawinska1	sawinska1	PROPN
afs-135986	1	36	,	,	PUNCT
afs-135986	1	37	miroslava	miroslava	PROPN
afs-135986	1	38	kačániová2	kačániová2	PROPN
afs-135986	1	39	,	,	PUNCT
afs-135986	1	40	przemysław	przemysław	PROPN
afs-135986	1	41	ł	ł	PROPN
afs-135986	1	42	.	.	PUNCT
afs-135986	2	1	kowalczewski3	kowalczewski3	PROPN
afs-135986	2	2	,	,	PUNCT
afs-135986	2	3	andrzej	andrzej	PROPN
afs-135986	2	4	osuch4	osuch4	NOUN
afs-135986	2	5	and	and	CCONJ
afs-135986	2	6	karol	karol	PROPN
afs-135986	2	7	durczak4	durczak4	PROPN
afs-135986	2	8	1department	1department	NUM
afs-135986	2	9	of	of	ADP
afs-135986	2	10	agronomy	agronomy	NOUN
afs-135986	2	11	,	,	PUNCT
afs-135986	2	12	faculty	faculty	NOUN
afs-135986	2	13	of	of	ADP
afs-135986	2	14	agronomy	agronomy	NOUN
afs-135986	2	15	,	,	PUNCT
afs-135986	2	16	horticulture	horticulture	NOUN
afs-135986	2	17	and	and	CCONJ
afs-135986	2	18	bioengineering	bioengineering	NOUN
afs-135986	2	19	,	,	PUNCT
afs-135986	2	20	poznan	poznan	PROPN
afs-135986	2	21	university	university	PROPN
afs-135986	2	22	of	of	ADP
afs-135986	2	23	life	life	PROPN
afs-135986	2	24	sciences	sciences	PROPN
afs-135986	2	25	,	,	PUNCT
afs-135986	2	26	dojazd	dojazd	NOUN
afs-135986	2	27	11	11	NUM
afs-135986	2	28	,	,	PUNCT
afs-135986	2	29	60	60	NUM
afs-135986	2	30	-	-	SYM
afs-135986	2	31	632	632	NUM
afs-135986	2	32	poznan	poznan	PROPN
afs-135986	2	33	,	,	PUNCT
afs-135986	2	34	poland	poland	PROPN
afs-135986	2	35	2institute	2institute	NUM
afs-135986	2	36	of	of	ADP
afs-135986	2	37	horticulture	horticulture	NOUN
afs-135986	2	38	,	,	PUNCT
afs-135986	2	39	faculty	faculty	NOUN
afs-135986	2	40	of	of	ADP
afs-135986	2	41	horticulture	horticulture	NOUN
afs-135986	2	42	and	and	CCONJ
afs-135986	2	43	landscape	landscape	NOUN
afs-135986	2	44	engineering	engineering	NOUN
afs-135986	2	45	,	,	PUNCT
afs-135986	2	46	slovak	slovak	ADJ
afs-135986	2	47	university	university	NOUN
afs-135986	2	48	of	of	ADP
afs-135986	2	49	agriculture	agriculture	PROPN
afs-135986	2	50	,	,	PUNCT
afs-135986	2	51	94976	94976	NUM
afs-135986	2	52	nitra	nitra	PROPN
afs-135986	2	53	,	,	PUNCT
afs-135986	2	54	slovakia	slovakia	PROPN
afs-135986	2	55	3department	3department	NUM
afs-135986	2	56	of	of	ADP
afs-135986	2	57	food	food	NOUN
afs-135986	2	58	technology	technology	NOUN
afs-135986	2	59	of	of	ADP
afs-135986	2	60	plant	plant	NOUN
afs-135986	2	61	origin	origin	NOUN
afs-135986	2	62	,	,	PUNCT
afs-135986	2	63	poznań	poznań	PROPN
afs-135986	2	64	university	university	PROPN
afs-135986	2	65	of	of	ADP
afs-135986	2	66	life	life	PROPN
afs-135986	2	67	sciences	science	NOUN
afs-135986	2	68	,	,	PUNCT
afs-135986	2	69	31	31	NUM
afs-135986	2	70	wojska	wojska	PROPN
afs-135986	2	71	polskiego	polskiego	PROPN
afs-135986	2	72	st	st	PROPN
afs-135986	2	73	.	.	PROPN
afs-135986	2	74	,	,	PUNCT
afs-135986	2	75	60	60	NUM
afs-135986	2	76	-	-	SYM
afs-135986	2	77	624	624	NUM
afs-135986	2	78	poznań	poznań	NOUN
afs-135986	2	79	,	,	PUNCT
afs-135986	2	80	poland	poland	PROPN
afs-135986	2	81	4department	4department	NUM
afs-135986	2	82	of	of	ADP
afs-135986	2	83	biosystems	biosystems	PROPN
afs-135986	2	84	engineering	engineering	NOUN
afs-135986	2	85	,	,	PUNCT
afs-135986	2	86	faculty	faculty	NOUN
afs-135986	2	87	of	of	ADP
afs-135986	2	88	environmental	environmental	ADJ
afs-135986	2	89	and	and	CCONJ
afs-135986	2	90	mechanical	mechanical	ADJ
afs-135986	2	91	engineering	engineering	NOUN
afs-135986	2	92	,	,	PUNCT
afs-135986	2	93	poznan	poznan	PROPN
afs-135986	2	94	university	university	PROPN
afs-135986	2	95	of	of	ADP
afs-135986	2	96	life	life	PROPN
afs-135986	2	97	sciences	sciences	PROPN
afs-135986	2	98	,	,	PUNCT
afs-135986	2	99	wojska	wojska	ADJ
afs-135986	2	100	polskiego	polskiego	PROPN
afs-135986	2	101	50	50	NUM
afs-135986	2	102	,	,	PUNCT
afs-135986	2	103	60	60	NUM
afs-135986	2	104	-	-	SYM
afs-135986	2	105	637	637	NUM
afs-135986	2	106	poznan	poznan	PROPN
afs-135986	2	107	,	,	PUNCT
afs-135986	2	108	poland	poland	PROPN
afs-135986	2	109	e	e	PROPN
afs-135986	2	110	-	-	NOUN
afs-135986	2	111	mail	mail	NOUN
afs-135986	2	112	:	:	PUNCT
afs-135986	2	113	piotr.rybacki@up.poznan.pl	piotr.rybacki@up.poznan.pl	VERB
afs-135986	2	114	the	the	DET
afs-135986	2	115	main	main	ADJ
afs-135986	2	116	objective	objective	NOUN
afs-135986	2	117	of	of	ADP
afs-135986	2	118	the	the	DET
afs-135986	2	119	study	study	NOUN
afs-135986	2	120	is	be	AUX
afs-135986	2	121	the	the	DET
afs-135986	2	122	development	development	NOUN
afs-135986	2	123	of	of	ADP
afs-135986	2	124	an	an	DET
afs-135986	2	125	automatic	automatic	ADJ
afs-135986	2	126	carrot	carrot	NOUN
afs-135986	2	127	root	root	NOUN
afs-135986	2	128	classification	classification	NOUN
afs-135986	2	129	model	model	NOUN
afs-135986	2	130	,	,	PUNCT
afs-135986	2	131	marked	mark	VERB
afs-135986	2	132	as	as	ADP
afs-135986	2	133	crnet	crnet	NOUN
afs-135986	2	134	,	,	PUNCT
afs-135986	2	135	with	with	ADP
afs-135986	2	136	the	the	DET
afs-135986	2	137	use	use	NOUN
afs-135986	2	138	of	of	ADP
afs-135986	2	139	a	a	DET
afs-135986	2	140	convolutional	convolutional	ADJ
afs-135986	2	141	neural	neural	ADJ
afs-135986	2	142	network	network	NOUN
afs-135986	2	143	(	(	PUNCT
afs-135986	2	144	cnn	cnn	PROPN
afs-135986	2	145	)	)	PUNCT
afs-135986	2	146	.	.	PUNCT
afs-135986	3	1	cnn	cnn	PROPN
afs-135986	3	2	with	with	ADP
afs-135986	3	3	a	a	DET
afs-135986	3	4	constant	constant	ADJ
afs-135986	3	5	architecture	architecture	NOUN
afs-135986	3	6	was	be	AUX
afs-135986	3	7	built	build	VERB
afs-135986	3	8	,	,	PUNCT
afs-135986	3	9	consisting	consist	VERB
afs-135986	3	10	of	of	ADP
afs-135986	3	11	an	an	DET
afs-135986	3	12	alternating	alternate	VERB
afs-135986	3	13	arrangement	arrangement	NOUN
afs-135986	3	14	of	of	ADP
afs-135986	3	15	five	five	NUM
afs-135986	3	16	conv2d	conv2d	ADJ
afs-135986	3	17	,	,	PUNCT
afs-135986	3	18	maxpooling2d	maxpooling2d	ADJ
afs-135986	3	19	and	and	CCONJ
afs-135986	3	20	dropout	dropout	NOUN
afs-135986	3	21	classes	class	NOUN
afs-135986	3	22	,	,	PUNCT
afs-135986	3	23	for	for	ADP
afs-135986	3	24	which	which	PRON
afs-135986	3	25	in	in	ADP
afs-135986	3	26	the	the	DET
afs-135986	3	27	python	python	NOUN
afs-135986	3	28	3.9	3.9	NUM
afs-135986	3	29	programming	programming	NOUN
afs-135986	3	30	language	language	NOUN
afs-135986	3	31	a	a	DET
afs-135986	3	32	calculation	calculation	NOUN
afs-135986	3	33	algorithm	algorithm	NOUN
afs-135986	3	34	was	be	AUX
afs-135986	3	35	developed	develop	VERB
afs-135986	3	36	.	.	PUNCT
afs-135986	4	1	it	it	PRON
afs-135986	4	2	was	be	AUX
afs-135986	4	3	found	find	VERB
afs-135986	4	4	that	that	SCONJ
afs-135986	4	5	the	the	DET
afs-135986	4	6	classification	classification	NOUN
afs-135986	4	7	process	process	NOUN
afs-135986	4	8	of	of	ADP
afs-135986	4	9	the	the	DET
afs-135986	4	10	carrot	carrot	NOUN
afs-135986	4	11	root	root	NOUN
afs-135986	4	12	images	image	NOUN
afs-135986	4	13	was	be	AUX
afs-135986	4	14	carried	carry	VERB
afs-135986	4	15	out	out	ADP
afs-135986	4	16	with	with	ADP
afs-135986	4	17	an	an	DET
afs-135986	4	18	accuracy	accuracy	NOUN
afs-135986	4	19	of	of	ADP
afs-135986	4	20	89.06	89.06	NUM
afs-135986	4	21	%	%	NOUN
afs-135986	4	22	,	,	PUNCT
afs-135986	4	23	meaning	mean	VERB
afs-135986	4	24	that	that	SCONJ
afs-135986	4	25	50	50	NUM
afs-135986	4	26	images	image	NOUN
afs-135986	4	27	were	be	AUX
afs-135986	4	28	misclassified	misclassifie	VERB
afs-135986	4	29	.	.	PUNCT
afs-135986	5	1	the	the	DET
afs-135986	5	2	highest	high	ADJ
afs-135986	5	3	number	number	NOUN
afs-135986	5	4	of	of	ADP
afs-135986	5	5	21	21	NUM
afs-135986	5	6	erroneously	erroneously	ADV
afs-135986	5	7	classified	classified	ADJ
afs-135986	5	8	photographs	photograph	NOUN
afs-135986	5	9	were	be	AUX
afs-135986	5	10	from	from	ADP
afs-135986	5	11	the	the	DET
afs-135986	5	12	extra	extra	ADJ
afs-135986	5	13	class	class	NOUN
afs-135986	5	14	,	,	PUNCT
afs-135986	5	15	of	of	ADP
afs-135986	5	16	which	which	PRON
afs-135986	5	17	15	15	NUM
afs-135986	5	18	to	to	ADP
afs-135986	5	19	the	the	DET
afs-135986	5	20	first	first	ADJ
afs-135986	5	21	class	class	NOUN
afs-135986	5	22	,	,	PUNCT
afs-135986	5	23	thus	thus	ADV
afs-135986	5	24	not	not	PART
afs-135986	5	25	resulting	result	VERB
afs-135986	5	26	in	in	ADP
afs-135986	5	27	significant	significant	ADJ
afs-135986	5	28	loss	loss	NOUN
afs-135986	5	29	.	.	PUNCT
afs-135986	6	1	however	however	ADV
afs-135986	6	2	,	,	PUNCT
afs-135986	6	3	assuming	assume	VERB
afs-135986	6	4	the	the	DET
afs-135986	6	5	number	number	NOUN
afs-135986	6	6	of	of	ADP
afs-135986	6	7	refuse	refuse	NOUN
afs-135986	6	8	as	as	ADP
afs-135986	6	9	the	the	DET
afs-135986	6	10	classification	classification	NOUN
afs-135986	6	11	basis	basis	NOUN
afs-135986	6	12	,	,	PUNCT
afs-135986	6	13	the	the	DET
afs-135986	6	14	model	model	NOUN
afs-135986	6	15	accuracy	accuracy	NOUN
afs-135986	6	16	greatly	greatly	ADV
afs-135986	6	17	increases	increase	VERB
afs-135986	6	18	to	to	ADP
afs-135986	6	19	98.69	98.69	NUM
afs-135986	6	20	%	%	NOUN
afs-135986	6	21	,	,	PUNCT
afs-135986	6	22	as	as	SCONJ
afs-135986	6	23	only	only	ADV
afs-135986	6	24	6	6	NUM
afs-135986	6	25	photographs	photograph	NOUN
afs-135986	6	26	were	be	AUX
afs-135986	6	27	erroneously	erroneously	ADV
afs-135986	6	28	assigned	assign	VERB
afs-135986	6	29	.	.	PUNCT
afs-135986	7	1	key	key	ADJ
afs-135986	7	2	words	word	NOUN
afs-135986	7	3	:	:	PUNCT
afs-135986	7	4	food	food	NOUN
afs-135986	7	5	quality	quality	NOUN
afs-135986	7	6	,	,	PUNCT
afs-135986	7	7	python	python	NOUN
afs-135986	7	8	,	,	PUNCT
afs-135986	7	9	machine	machine	NOUN
afs-135986	7	10	learning	learning	NOUN
afs-135986	7	11	,	,	PUNCT
afs-135986	7	12	cnn	cnn	PROPN
afs-135986	7	13	introduction	introduction	NOUN
afs-135986	7	14	carrot	carrot	NOUN
afs-135986	7	15	(	(	PUNCT
afs-135986	7	16	daucus	daucus	NOUN
afs-135986	7	17	carota	carota	PROPN
afs-135986	7	18	l.	l.	PROPN
afs-135986	7	19	)	)	PUNCT
afs-135986	7	20	is	be	AUX
afs-135986	7	21	one	one	NUM
afs-135986	7	22	of	of	ADP
afs-135986	7	23	the	the	DET
afs-135986	7	24	world	world	NOUN
afs-135986	7	25	’s	’s	PART
afs-135986	7	26	most	most	ADV
afs-135986	7	27	popular	popular	ADJ
afs-135986	7	28	root	root	NOUN
afs-135986	7	29	vegetable	vegetable	NOUN
afs-135986	7	30	,	,	PUNCT
afs-135986	7	31	characterised	characterise	VERB
afs-135986	7	32	by	by	ADP
afs-135986	7	33	high	high	ADJ
afs-135986	7	34	content	content	NOUN
afs-135986	7	35	of	of	ADP
afs-135986	7	36	carotene	carotene	NOUN
afs-135986	7	37	,	,	PUNCT
afs-135986	7	38	carotenoids	carotenoid	NOUN
afs-135986	7	39	,	,	PUNCT
afs-135986	7	40	fibre	fibre	NOUN
afs-135986	7	41	,	,	PUNCT
afs-135986	7	42	amino	amino	NOUN
afs-135986	7	43	acids	acid	NOUN
afs-135986	7	44	,	,	PUNCT
afs-135986	7	45	trace	trace	NOUN
afs-135986	7	46	elements	element	NOUN
afs-135986	7	47	(	(	PUNCT
afs-135986	7	48	j	j	PROPN
afs-135986	7	49	,	,	PUNCT
afs-135986	7	50	fe	fe	PROPN
afs-135986	7	51	,	,	PUNCT
afs-135986	7	52	cu	cu	PROPN
afs-135986	7	53	,	,	PUNCT
afs-135986	7	54	zn	zn	PROPN
afs-135986	7	55	,	,	PUNCT
afs-135986	7	56	mn	mn	PROPN
afs-135986	7	57	)	)	PUNCT
afs-135986	7	58	;	;	PUNCT
afs-135986	7	59	and	and	CCONJ
afs-135986	7	60	vitamins	vitamin	NOUN
afs-135986	7	61	(	(	PUNCT
afs-135986	7	62	a	a	PRON
afs-135986	7	63	,	,	PUNCT
afs-135986	7	64	c	c	NOUN
afs-135986	7	65	,	,	PUNCT
afs-135986	7	66	b1	b1	NOUN
afs-135986	7	67	,	,	PUNCT
afs-135986	7	68	b2	b2	NOUN
afs-135986	7	69	,	,	PUNCT
afs-135986	7	70	b3	b3	PROPN
afs-135986	7	71	,	,	PUNCT
afs-135986	7	72	b6	b6	NOUN
afs-135986	7	73	,	,	PUNCT
afs-135986	7	74	b12	b12	NOUN
afs-135986	7	75	,	,	PUNCT
afs-135986	7	76	d	d	NOUN
afs-135986	7	77	,	,	PUNCT
afs-135986	7	78	e	e	NOUN
afs-135986	7	79	)	)	PUNCT
afs-135986	7	80	(	(	PUNCT
afs-135986	7	81	rinne	rinne	NOUN
afs-135986	7	82	et	et	PROPN
afs-135986	7	83	a.	a.	PROPN
afs-135986	7	84	2019	2019	NUM
afs-135986	7	85	,	,	PUNCT
afs-135986	7	86	xie	xie	PROPN
afs-135986	7	87	et	et	PROPN
afs-135986	7	88	al	al	PROPN
afs-135986	7	89	.	.	PROPN
afs-135986	7	90	2019a	2019a	NUM
afs-135986	7	91	,	,	PUNCT
afs-135986	7	92	jahanbakhshi	jahanbakhshi	PROPN
afs-135986	7	93	&	&	CCONJ
afs-135986	7	94	kheiralipour	kheiralipour	PROPN
afs-135986	7	95	2020	2020	NUM
afs-135986	7	96	,	,	PUNCT
afs-135986	7	97	szczepańska	szczepańska	PROPN
afs-135986	7	98	et	et	PROPN
afs-135986	7	99	al	al	PROPN
afs-135986	7	100	.	.	PROPN
afs-135986	7	101	2020	2020	NUM
afs-135986	7	102	)	)	PUNCT
afs-135986	7	103	.	.	PUNCT
afs-135986	8	1	according	accord	VERB
afs-135986	8	2	to	to	ADP
afs-135986	8	3	fao	fao	PROPN
afs-135986	8	4	data	datum	NOUN
afs-135986	8	5	(	(	PUNCT
afs-135986	8	6	2022	2022	NUM
afs-135986	8	7	)	)	PUNCT
afs-135986	8	8	the	the	DET
afs-135986	8	9	global	global	ADJ
afs-135986	8	10	production	production	NOUN
afs-135986	8	11	of	of	ADP
afs-135986	8	12	carrot	carrot	NOUN
afs-135986	8	13	in	in	ADP
afs-135986	8	14	2022	2022	NUM
afs-135986	8	15	amounted	amount	VERB
afs-135986	8	16	to	to	ADP
afs-135986	8	17	44.80	44.80	NUM
afs-135986	8	18	m	m	NOUN
afs-135986	8	19	tonnes	tonne	NOUN
afs-135986	8	20	,	,	PUNCT
afs-135986	8	21	of	of	ADP
afs-135986	8	22	which	which	PRON
afs-135986	8	23	21.40	21.40	NUM
afs-135986	8	24	m	m	NOUN
afs-135986	8	25	tonnes	tonne	NOUN
afs-135986	8	26	,	,	PUNCT
afs-135986	8	27	were	be	AUX
afs-135986	8	28	produced	produce	VERB
afs-135986	8	29	by	by	ADP
afs-135986	8	30	continental	continental	PROPN
afs-135986	8	31	china	china	PROPN
afs-135986	8	32	,	,	PUNCT
afs-135986	8	33	amounting	amount	VERB
afs-135986	8	34	to	to	ADP
afs-135986	8	35	47.77	47.77	NUM
afs-135986	8	36	%	%	NOUN
afs-135986	8	37	of	of	ADP
afs-135986	8	38	the	the	DET
afs-135986	8	39	vegetable	vegetable	NOUN
afs-135986	8	40	’s	’s	PART
afs-135986	8	41	global	global	ADJ
afs-135986	8	42	production	production	NOUN
afs-135986	8	43	.	.	PUNCT
afs-135986	9	1	as	as	ADP
afs-135986	9	2	per	per	ADP
afs-135986	9	3	eurostat	eurostat	X
afs-135986	9	4	(	(	PUNCT
afs-135986	9	5	2022	2022	NUM
afs-135986	9	6	)	)	PUNCT
afs-135986	9	7	the	the	DET
afs-135986	9	8	eu	eu	PROPN
afs-135986	9	9	produced	produce	VERB
afs-135986	9	10	5.27	5.27	NUM
afs-135986	9	11	m	m	NOUN
afs-135986	9	12	tonnes	tonne	NOUN
afs-135986	9	13	,	,	PUNCT
afs-135986	9	14	with	with	ADP
afs-135986	9	15	germany	germany	PROPN
afs-135986	9	16	(	(	PUNCT
afs-135986	9	17	961.97	961.97	NUM
afs-135986	9	18	thousand	thousand	NUM
afs-135986	9	19	tonnes	tonne	NOUN
afs-135986	9	20	)	)	PUNCT
afs-135986	9	21	,	,	PUNCT
afs-135986	9	22	france	france	PROPN
afs-135986	9	23	(	(	PUNCT
afs-135986	9	24	706.75	706.75	NUM
afs-135986	9	25	thousand	thousand	NUM
afs-135986	9	26	tonnes	tonne	NOUN
afs-135986	9	27	)	)	PUNCT
afs-135986	9	28	,	,	PUNCT
afs-135986	9	29	the	the	DET
afs-135986	9	30	netherlands	netherlands	PROPN
afs-135986	9	31	(	(	PUNCT
afs-135986	9	32	643.19	643.19	NUM
afs-135986	9	33	thousand	thousand	NUM
afs-135986	9	34	tonnes	tonne	NOUN
afs-135986	9	35	)	)	PUNCT
afs-135986	9	36	and	and	CCONJ
afs-135986	9	37	poland	poland	PROPN
afs-135986	9	38	(	(	PUNCT
afs-135986	9	39	638.40	638.40	NUM
afs-135986	9	40	thousand	thousand	NUM
afs-135986	9	41	tonnes	tonne	NOUN
afs-135986	9	42	)	)	PUNCT
afs-135986	9	43	being	be	AUX
afs-135986	9	44	the	the	DET
afs-135986	9	45	largest	large	ADJ
afs-135986	9	46	producers	producer	NOUN
afs-135986	9	47	.	.	PUNCT
afs-135986	10	1	with	with	ADP
afs-135986	10	2	this	this	DET
afs-135986	10	3	production	production	NOUN
afs-135986	10	4	level	level	NOUN
afs-135986	10	5	,	,	PUNCT
afs-135986	10	6	it	it	PRON
afs-135986	10	7	is	be	AUX
afs-135986	10	8	important	important	ADJ
afs-135986	10	9	to	to	PART
afs-135986	10	10	obtain	obtain	VERB
afs-135986	10	11	root	root	NOUN
afs-135986	10	12	yield	yield	NOUN
afs-135986	10	13	of	of	ADP
afs-135986	10	14	appropriate	appropriate	ADJ
afs-135986	10	15	quality	quality	NOUN
afs-135986	10	16	,	,	PUNCT
afs-135986	10	17	above	above	ADP
afs-135986	10	18	all	all	PRON
afs-135986	10	19	in	in	ADP
afs-135986	10	20	terms	term	NOUN
afs-135986	10	21	of	of	ADP
afs-135986	10	22	nutrient	nutrient	NOUN
afs-135986	10	23	content	content	NOUN
afs-135986	10	24	,	,	PUNCT
afs-135986	10	25	but	but	CCONJ
afs-135986	10	26	also	also	ADV
afs-135986	10	27	their	their	PRON
afs-135986	10	28	morphological	morphological	ADJ
afs-135986	10	29	traits	trait	NOUN
afs-135986	10	30	,	,	PUNCT
afs-135986	10	31	primarily	primarily	ADV
afs-135986	10	32	:	:	PUNCT
afs-135986	10	33	colouration	colouration	NOUN
afs-135986	10	34	,	,	PUNCT
afs-135986	10	35	shape	shape	NOUN
afs-135986	10	36	,	,	PUNCT
afs-135986	10	37	length	length	NOUN
afs-135986	10	38	,	,	PUNCT
afs-135986	10	39	diameter	diameter	NOUN
afs-135986	10	40	.	.	PUNCT
afs-135986	11	1	unfortunately	unfortunately	ADV
afs-135986	11	2	,	,	PUNCT
afs-135986	11	3	defects	defect	NOUN
afs-135986	11	4	may	may	AUX
afs-135986	11	5	occur	occur	VERB
afs-135986	11	6	on	on	ADP
afs-135986	11	7	carrot	carrot	NOUN
afs-135986	11	8	roots	root	NOUN
afs-135986	11	9	,	,	PUNCT
afs-135986	11	10	such	such	ADJ
afs-135986	11	11	as	as	ADP
afs-135986	11	12	:	:	PUNCT
afs-135986	11	13	cracks	crack	NOUN
afs-135986	11	14	,	,	PUNCT
afs-135986	11	15	deformities	deformity	NOUN
afs-135986	11	16	caused	cause	VERB
afs-135986	11	17	by	by	ADP
afs-135986	11	18	natural	natural	ADJ
afs-135986	11	19	factors	factor	NOUN
afs-135986	11	20	(	(	PUNCT
afs-135986	11	21	soil	soil	NOUN
afs-135986	11	22	,	,	PUNCT
afs-135986	11	23	climate	climate	NOUN
afs-135986	11	24	)	)	PUNCT
afs-135986	11	25	and	and	CCONJ
afs-135986	11	26	by	by	ADP
afs-135986	11	27	human	human	ADJ
afs-135986	11	28	actors	actor	NOUN
afs-135986	11	29	(	(	PUNCT
afs-135986	11	30	harvesting	harvesting	NOUN
afs-135986	11	31	technique	technique	NOUN
afs-135986	11	32	,	,	PUNCT
afs-135986	11	33	transport	transport	NOUN
afs-135986	11	34	and	and	CCONJ
afs-135986	11	35	storage	storage	NOUN
afs-135986	11	36	conditions	condition	NOUN
afs-135986	11	37	)	)	PUNCT
afs-135986	11	38	,	,	PUNCT
afs-135986	11	39	which	which	PRON
afs-135986	11	40	reduce	reduce	VERB
afs-135986	11	41	their	their	PRON
afs-135986	11	42	commercial	commercial	ADJ
afs-135986	11	43	value	value	NOUN
afs-135986	11	44	,	,	PUNCT
afs-135986	11	45	which	which	PRON
afs-135986	11	46	is	be	AUX
afs-135986	11	47	of	of	ADP
afs-135986	11	48	great	great	ADJ
afs-135986	11	49	and	and	CCONJ
afs-135986	11	50	quantifiable	quantifiable	ADJ
afs-135986	11	51	importance	importance	NOUN
afs-135986	11	52	for	for	ADP
afs-135986	11	53	producers	producer	NOUN
afs-135986	11	54	.	.	PUNCT
afs-135986	12	1	deformed	deform	VERB
afs-135986	12	2	or	or	CCONJ
afs-135986	12	3	damaged	damage	VERB
afs-135986	12	4	carrot	carrot	NOUN
afs-135986	12	5	roots	root	NOUN
afs-135986	12	6	are	be	AUX
afs-135986	12	7	more	more	ADV
afs-135986	12	8	difficult	difficult	ADJ
afs-135986	12	9	to	to	PART
afs-135986	12	10	store	store	VERB
afs-135986	12	11	,	,	PUNCT
afs-135986	12	12	because	because	SCONJ
afs-135986	12	13	they	they	PRON
afs-135986	12	14	are	be	AUX
afs-135986	12	15	more	more	ADV
afs-135986	12	16	frequently	frequently	ADV
afs-135986	12	17	subject	subject	ADJ
afs-135986	12	18	to	to	ADP
afs-135986	12	19	infections	infection	NOUN
afs-135986	12	20	.	.	PUNCT
afs-135986	13	1	that	that	PRON
afs-135986	13	2	is	be	AUX
afs-135986	13	3	why	why	SCONJ
afs-135986	13	4	it	it	PRON
afs-135986	13	5	is	be	AUX
afs-135986	13	6	of	of	ADP
afs-135986	13	7	significant	significant	ADJ
afs-135986	13	8	importance	importance	NOUN
afs-135986	13	9	to	to	PART
afs-135986	13	10	sort	sort	VERB
afs-135986	13	11	carrot	carrot	NOUN
afs-135986	13	12	roots	root	NOUN
afs-135986	13	13	and	and	CCONJ
afs-135986	13	14	classify	classify	VERB
afs-135986	13	15	them	they	PRON
afs-135986	13	16	into	into	ADP
afs-135986	13	17	quality	quality	NOUN
afs-135986	13	18	classes	class	NOUN
afs-135986	13	19	directly	directly	ADV
afs-135986	13	20	after	after	ADP
afs-135986	13	21	harvest	harvest	NOUN
afs-135986	13	22	,	,	PUNCT
afs-135986	13	23	which	which	PRON
afs-135986	13	24	may	may	AUX
afs-135986	13	25	improve	improve	VERB
afs-135986	13	26	their	their	PRON
afs-135986	13	27	market	market	NOUN
afs-135986	13	28	competitiveness	competitiveness	NOUN
afs-135986	13	29	(	(	PUNCT
afs-135986	13	30	zhu	zhu	X
afs-135986	13	31	et	et	PROPN
afs-135986	13	32	al	al	PROPN
afs-135986	13	33	.	.	PROPN
afs-135986	13	34	2021a	2021a	NUM
afs-135986	13	35	,	,	PUNCT
afs-135986	13	36	zhu	zhu	PROPN
afs-135986	13	37	et	et	PROPN
afs-135986	13	38	al	al	PROPN
afs-135986	13	39	.	.	PROPN
afs-135986	13	40	2021b	2021b	NUM
afs-135986	13	41	)	)	PUNCT
afs-135986	13	42	.	.	PUNCT
afs-135986	14	1	currently	currently	ADV
afs-135986	14	2	carrot	carrot	NOUN
afs-135986	14	3	root	root	NOUN
afs-135986	14	4	classification	classification	NOUN
afs-135986	14	5	is	be	AUX
afs-135986	14	6	based	base	VERB
afs-135986	14	7	on	on	ADP
afs-135986	14	8	three	three	NUM
afs-135986	14	9	-	-	PUNCT
afs-135986	14	10	dimensional	dimensional	ADJ
afs-135986	14	11	variables	variable	NOUN
afs-135986	14	12	,	,	PUNCT
afs-135986	14	13	e.g.	e.g.	ADV
afs-135986	14	14	volume	volume	NOUN
afs-135986	14	15	,	,	PUNCT
afs-135986	14	16	length	length	NOUN
afs-135986	14	17	,	,	PUNCT
afs-135986	14	18	diameter	diameter	NOUN
afs-135986	14	19	.	.	PUNCT
afs-135986	15	1	traditional	traditional	ADJ
afs-135986	15	2	classification	classification	NOUN
afs-135986	15	3	of	of	ADP
afs-135986	15	4	roots	root	NOUN
afs-135986	15	5	and	and	CCONJ
afs-135986	15	6	measurement	measurement	NOUN
afs-135986	15	7	of	of	ADP
afs-135986	15	8	their	their	PRON
afs-135986	15	9	geometric	geometric	ADJ
afs-135986	15	10	parameters	parameter	NOUN
afs-135986	15	11	is	be	AUX
afs-135986	15	12	highly	highly	ADV
afs-135986	15	13	labour	labour	NOUN
afs-135986	15	14	-	-	PUNCT
afs-135986	15	15	intensive	intensive	ADJ
afs-135986	15	16	,	,	PUNCT
afs-135986	15	17	offers	offer	VERB
afs-135986	15	18	little	little	ADJ
afs-135986	15	19	efficiency	efficiency	NOUN
afs-135986	15	20	and	and	CCONJ
afs-135986	15	21	it	it	PRON
afs-135986	15	22	is	be	AUX
afs-135986	15	23	burdened	burden	VERB
afs-135986	15	24	by	by	ADP
afs-135986	15	25	a	a	DET
afs-135986	15	26	high	high	ADJ
afs-135986	15	27	likelihood	likelihood	NOUN
afs-135986	15	28	of	of	ADP
afs-135986	15	29	errors	error	NOUN
afs-135986	15	30	(	(	PUNCT
afs-135986	15	31	brainard	brainard	PROPN
afs-135986	15	32	et	et	PROPN
afs-135986	15	33	al	al	PROPN
afs-135986	15	34	.	.	PROPN
afs-135986	15	35	2021	2021	NUM
afs-135986	15	36	)	)	PUNCT
afs-135986	15	37	.	.	PUNCT
afs-135986	16	1	that	that	PRON
afs-135986	16	2	is	be	AUX
afs-135986	16	3	why	why	SCONJ
afs-135986	16	4	it	it	PRON
afs-135986	16	5	is	be	AUX
afs-135986	16	6	necessary	necessary	ADJ
afs-135986	16	7	to	to	PART
afs-135986	16	8	develop	develop	VERB
afs-135986	16	9	new	new	ADJ
afs-135986	16	10	,	,	PUNCT
afs-135986	16	11	fast	fast	ADJ
afs-135986	16	12	and	and	CCONJ
afs-135986	16	13	accurate	accurate	ADJ
afs-135986	16	14	methods	method	NOUN
afs-135986	16	15	enhancing	enhance	VERB
afs-135986	16	16	this	this	DET
afs-135986	16	17	process	process	NOUN
afs-135986	16	18	.	.	PUNCT
afs-135986	17	1	modern	modern	ADJ
afs-135986	17	2	digital	digital	ADJ
afs-135986	17	3	techniques	technique	NOUN
afs-135986	17	4	based	base	VERB
afs-135986	17	5	on	on	ADP
afs-135986	17	6	artificial	artificial	ADJ
afs-135986	17	7	intelligence	intelligence	NOUN
afs-135986	17	8	(	(	PUNCT
afs-135986	17	9	ai	ai	NOUN
afs-135986	17	10	)	)	PUNCT
afs-135986	17	11	,	,	PUNCT
afs-135986	17	12	usability	usability	NOUN
afs-135986	17	13	(	(	PUNCT
afs-135986	17	14	cappelli	cappelli	PROPN
afs-135986	17	15	et	et	PROPN
afs-135986	17	16	al	al	PROPN
afs-135986	17	17	.	.	PROPN
afs-135986	17	18	2019	2019	NUM
afs-135986	17	19	)	)	PUNCT
afs-135986	17	20	,	,	PUNCT
afs-135986	17	21	machine	machine	NOUN
afs-135986	17	22	learning	learning	NOUN
afs-135986	17	23	(	(	PUNCT
afs-135986	17	24	ml	ml	NOUN
afs-135986	17	25	)	)	PUNCT
afs-135986	17	26	,	,	PUNCT
afs-135986	17	27	and	and	CCONJ
afs-135986	17	28	computer	computer	NOUN
afs-135986	17	29	image	image	NOUN
afs-135986	17	30	analysis	analysis	NOUN
afs-135986	17	31	offer	offer	VERB
afs-135986	17	32	a	a	DET
afs-135986	17	33	great	great	ADJ
afs-135986	17	34	help	help	NOUN
afs-135986	17	35	for	for	ADP
afs-135986	17	36	the	the	DET
afs-135986	17	37	distinction	distinction	NOUN
afs-135986	17	38	of	of	ADP
afs-135986	17	39	qualitative	qualitative	ADJ
afs-135986	17	40	traits	trait	NOUN
afs-135986	17	41	of	of	ADP
afs-135986	17	42	agricultural	agricultural	ADJ
afs-135986	17	43	products	product	NOUN
afs-135986	17	44	based	base	VERB
afs-135986	17	45	on	on	ADP
afs-135986	17	46	colour	colour	NOUN
afs-135986	17	47	(	(	PUNCT
afs-135986	17	48	abdulridha	abdulridha	PROPN
afs-135986	17	49	at	at	ADP
afs-135986	17	50	al	al	PROPN
afs-135986	17	51	.	.	PROPN
afs-135986	17	52	2020	2020	NUM
afs-135986	17	53	,	,	PUNCT
afs-135986	17	54	rybacki	rybacki	PROPN
afs-135986	17	55	et	et	PROPN
afs-135986	17	56	al	al	PROPN
afs-135986	17	57	.	.	PROPN
afs-135986	17	58	2023	2023	NUM
afs-135986	17	59	)	)	PUNCT
afs-135986	17	60	,	,	PUNCT
afs-135986	17	61	shape	shape	NOUN
afs-135986	17	62	(	(	PUNCT
afs-135986	17	63	deng	deng	PROPN
afs-135986	17	64	et	et	PROPN
afs-135986	17	65	al	al	PROPN
afs-135986	17	66	.	.	PROPN
afs-135986	17	67	2017	2017	NUM
afs-135986	17	68	,	,	PUNCT
afs-135986	17	69	deng	deng	PROPN
afs-135986	17	70	et	et	PROPN
afs-135986	17	71	al	al	PROPN
afs-135986	17	72	.	.	PROPN
afs-135986	17	73	2021	2021	NUM
afs-135986	17	74	,	,	PUNCT
afs-135986	17	75	xie	xie	PROPN
afs-135986	17	76	et	et	PROPN
afs-135986	17	77	al	al	PROPN
afs-135986	17	78	.	.	PROPN
afs-135986	17	79	2023	2023	NUM
afs-135986	17	80	)	)	PUNCT
afs-135986	17	81	,	,	PUNCT
afs-135986	17	82	texture	texture	NOUN
afs-135986	17	83	(	(	PUNCT
afs-135986	17	84	grinblat	grinblat	NOUN
afs-135986	17	85	et	et	PROPN
afs-135986	17	86	al	al	PROPN
afs-135986	17	87	.	.	PROPN
afs-135986	17	88	2016	2016	NUM
afs-135986	17	89	)	)	PUNCT
afs-135986	17	90	and	and	CCONJ
afs-135986	17	91	light	light	NOUN
afs-135986	17	92	spectrum	spectrum	NOUN
afs-135986	17	93	(	(	PUNCT
afs-135986	17	94	sun	sun	PROPN
afs-135986	17	95	et	et	PROPN
afs-135986	17	96	al	al	PROPN
afs-135986	17	97	.	.	PROPN
afs-135986	17	98	2022	2022	NUM
afs-135986	17	99	)	)	PUNCT
afs-135986	17	100	.	.	PUNCT
afs-135986	18	1	digital	digital	ADJ
afs-135986	18	2	techniques	technique	NOUN
afs-135986	18	3	and	and	CCONJ
afs-135986	18	4	methods	method	NOUN
afs-135986	18	5	provide	provide	VERB
afs-135986	18	6	new	new	ADJ
afs-135986	18	7	knowledge	knowledge	NOUN
afs-135986	18	8	that	that	PRON
afs-135986	18	9	can	can	AUX
afs-135986	18	10	be	be	AUX
afs-135986	18	11	used	use	VERB
afs-135986	18	12	for	for	ADP
afs-135986	18	13	the	the	DET
afs-135986	18	14	control	control	NOUN
afs-135986	18	15	of	of	ADP
afs-135986	18	16	quality	quality	NOUN
afs-135986	18	17	of	of	ADP
afs-135986	18	18	food	food	NOUN
afs-135986	18	19	and	and	CCONJ
afs-135986	18	20	agricultural	agricultural	ADJ
afs-135986	18	21	products	product	NOUN
afs-135986	18	22	with	with	ADP
afs-135986	18	23	high	high	ADJ
afs-135986	18	24	accuracy	accuracy	NOUN
afs-135986	18	25	(	(	PUNCT
afs-135986	18	26	franco	franco	PROPN
afs-135986	18	27	et	et	PROPN
afs-135986	18	28	al	al	PROPN
afs-135986	18	29	.	.	PROPN
afs-135986	18	30	2021	2021	NUM
afs-135986	18	31	)	)	PUNCT
afs-135986	18	32	.	.	PUNCT
afs-135986	19	1	received	receive	VERB
afs-135986	19	2	23	23	NUM
afs-135986	19	3	august	august	PROPN
afs-135986	19	4	2023	2023	NUM
afs-135986	19	5	/	/	PUNCT
afs-135986	19	6	accepted	accept	VERB
afs-135986	19	7	8	8	NUM
afs-135986	19	8	march	march	NOUN
afs-135986	19	9	2024	2024	NUM
afs-135986	19	10	the	the	DET
afs-135986	19	11	scientific	scientific	ADJ
afs-135986	19	12	agricultural	agricultural	ADJ
afs-135986	19	13	society	society	NOUN
afs-135986	19	14	of	of	ADP
afs-135986	19	15	finland	finland	PROPN
afs-135986	20	1	©	©	PROPN
afs-135986	20	2	this	this	PRON
afs-135986	20	3	is	be	AUX
afs-135986	20	4	an	an	DET
afs-135986	20	5	open	open	ADJ
afs-135986	20	6	access	access	NOUN
afs-135986	20	7	article	article	NOUN
afs-135986	20	8	under	under	ADP
afs-135986	20	9	the	the	DET
afs-135986	20	10	cc	cc	NOUN
afs-135986	20	11	by	by	ADP
afs-135986	20	12	4.012	4.012	NUM
afs-135986	20	13	p.	p.	NOUN
afs-135986	20	14	rybacki	rybacki	NOUN
afs-135986	20	15	et	et	PROPN
afs-135986	20	16	al	al	PROPN
afs-135986	20	17	.	.	PROPN
afs-135986	20	18	41	41	NUM
afs-135986	21	1	a	a	DET
afs-135986	21	2	modern	modern	ADJ
afs-135986	21	3	and	and	CCONJ
afs-135986	21	4	intensively	intensively	ADV
afs-135986	21	5	developing	develop	VERB
afs-135986	21	6	artificial	artificial	ADJ
afs-135986	21	7	intelligence	intelligence	NOUN
afs-135986	21	8	tool	tool	NOUN
afs-135986	21	9	is	be	AUX
afs-135986	21	10	the	the	DET
afs-135986	21	11	convolutional	convolutional	ADJ
afs-135986	21	12	neural	neural	ADJ
afs-135986	21	13	networks	network	NOUN
afs-135986	21	14	(	(	PUNCT
afs-135986	21	15	cnn	cnn	PROPN
afs-135986	21	16	)	)	PUNCT
afs-135986	21	17	method	method	NOUN
afs-135986	21	18	,	,	PUNCT
afs-135986	21	19	which	which	PRON
afs-135986	21	20	is	be	AUX
afs-135986	21	21	used	use	VERB
afs-135986	21	22	to	to	PART
afs-135986	21	23	solve	solve	VERB
afs-135986	21	24	a	a	DET
afs-135986	21	25	range	range	NOUN
afs-135986	21	26	of	of	ADP
afs-135986	21	27	problems	problem	NOUN
afs-135986	21	28	complex	complex	ADJ
afs-135986	21	29	on	on	ADP
afs-135986	21	30	numerous	numerous	ADJ
afs-135986	21	31	levels	level	NOUN
afs-135986	21	32	,	,	PUNCT
afs-135986	21	33	e.g.	e.g.	ADV
afs-135986	21	34	assessment	assessment	NOUN
afs-135986	21	35	of	of	ADP
afs-135986	21	36	the	the	DET
afs-135986	21	37	quality	quality	NOUN
afs-135986	21	38	of	of	ADP
afs-135986	21	39	products	product	NOUN
afs-135986	21	40	,	,	PUNCT
afs-135986	21	41	crops	crop	NOUN
afs-135986	21	42	and	and	CCONJ
afs-135986	21	43	other	other	ADJ
afs-135986	21	44	biological	biological	ADJ
afs-135986	21	45	material	material	NOUN
afs-135986	21	46	(	(	PUNCT
afs-135986	21	47	xie	xie	PROPN
afs-135986	21	48	et	et	PROPN
afs-135986	21	49	al	al	PROPN
afs-135986	21	50	.	.	PROPN
afs-135986	21	51	2019a	2019a	NUM
afs-135986	21	52	,	,	PUNCT
afs-135986	21	53	xie	xie	PROPN
afs-135986	21	54	et	et	PROPN
afs-135986	21	55	al	al	PROPN
afs-135986	21	56	.	.	PROPN
afs-135986	21	57	2019b	2019b	NOUN
afs-135986	21	58	)	)	PUNCT
afs-135986	21	59	,	,	PUNCT
afs-135986	21	60	object	object	VERB
afs-135986	21	61	identification	identification	NOUN
afs-135986	21	62	(	(	PUNCT
afs-135986	21	63	raghu	raghu	PROPN
afs-135986	21	64	et	et	PROPN
afs-135986	21	65	al	al	PROPN
afs-135986	21	66	.	.	PROPN
afs-135986	21	67	2018	2018	NUM
afs-135986	21	68	)	)	PUNCT
afs-135986	21	69	,	,	PUNCT
afs-135986	21	70	human	human	ADJ
afs-135986	21	71	face	face	NOUN
afs-135986	21	72	and	and	CCONJ
afs-135986	21	73	movement	movement	NOUN
afs-135986	21	74	action	action	NOUN
afs-135986	21	75	in	in	ADP
afs-135986	21	76	people	people	NOUN
afs-135986	21	77	(	(	PUNCT
afs-135986	21	78	arunnehru	arunnehru	NOUN
afs-135986	21	79	et	et	PROPN
afs-135986	21	80	al	al	PROPN
afs-135986	21	81	.	.	PROPN
afs-135986	21	82	2018	2018	NUM
afs-135986	21	83	)	)	PUNCT
afs-135986	21	84	,	,	PUNCT
afs-135986	21	85	traffic	traffic	NOUN
afs-135986	21	86	monitoring	monitoring	NOUN
afs-135986	21	87	(	(	PUNCT
afs-135986	21	88	lemley	lemley	PROPN
afs-135986	21	89	et	et	PROPN
afs-135986	21	90	al	al	PROPN
afs-135986	21	91	.	.	PROPN
afs-135986	21	92	2017	2017	NUM
afs-135986	21	93	)	)	PUNCT
afs-135986	21	94	.	.	PUNCT
afs-135986	22	1	models	model	NOUN
afs-135986	22	2	generated	generate	VERB
afs-135986	22	3	by	by	ADP
afs-135986	22	4	cnns	cnn	NOUN
afs-135986	22	5	play	play	VERB
afs-135986	22	6	a	a	DET
afs-135986	22	7	significant	significant	ADJ
afs-135986	22	8	role	role	NOUN
afs-135986	22	9	in	in	ADP
afs-135986	22	10	medicine	medicine	NOUN
afs-135986	22	11	for	for	ADP
afs-135986	22	12	the	the	DET
afs-135986	22	13	understanding	understanding	NOUN
afs-135986	22	14	of	of	ADP
afs-135986	22	15	the	the	DET
afs-135986	22	16	genetics	genetic	NOUN
afs-135986	22	17	and	and	CCONJ
afs-135986	22	18	treatment	treatment	NOUN
afs-135986	22	19	of	of	ADP
afs-135986	22	20	such	such	ADJ
afs-135986	22	21	diseases	disease	NOUN
afs-135986	22	22	as	as	ADP
afs-135986	22	23	skin	skin	NOUN
afs-135986	22	24	(	(	PUNCT
afs-135986	22	25	esteva	esteva	NOUN
afs-135986	22	26	et	et	PROPN
afs-135986	22	27	al	al	PROPN
afs-135986	22	28	.	.	PROPN
afs-135986	22	29	2017	2017	NUM
afs-135986	22	30	)	)	PUNCT
afs-135986	22	31	,	,	PUNCT
afs-135986	22	32	brain	brain	NOUN
afs-135986	22	33	(	(	PUNCT
afs-135986	22	34	jermyn	jermyn	PROPN
afs-135986	22	35	et	et	PROPN
afs-135986	22	36	al	al	PROPN
afs-135986	22	37	.	.	PROPN
afs-135986	22	38	2015	2015	NUM
afs-135986	22	39	)	)	PUNCT
afs-135986	22	40	and	and	CCONJ
afs-135986	22	41	breast	breast	NOUN
afs-135986	22	42	cancer	cancer	NOUN
afs-135986	22	43	(	(	PUNCT
afs-135986	22	44	zheng	zheng	PROPN
afs-135986	22	45	et	et	PROPN
afs-135986	22	46	al	al	PROPN
afs-135986	22	47	.	.	PROPN
afs-135986	22	48	2023	2023	NUM
afs-135986	22	49	)	)	PUNCT
afs-135986	22	50	and	and	CCONJ
afs-135986	22	51	aneurysm	aneurysm	NOUN
afs-135986	22	52	or	or	CCONJ
afs-135986	22	53	autism	autism	NOUN
afs-135986	22	54	in	in	ADP
afs-135986	22	55	children	child	NOUN
afs-135986	22	56	(	(	PUNCT
afs-135986	22	57	torres	torre	NOUN
afs-135986	22	58	et	et	PROPN
afs-135986	22	59	al	al	PROPN
afs-135986	22	60	.	.	PROPN
afs-135986	22	61	2023	2023	NUM
afs-135986	22	62	)	)	PUNCT
afs-135986	22	63	.	.	PUNCT
afs-135986	23	1	cnns	cnns	PROPN
afs-135986	23	2	are	be	AUX
afs-135986	23	3	also	also	ADV
afs-135986	23	4	used	use	VERB
afs-135986	23	5	in	in	ADP
afs-135986	23	6	robotics	robotic	NOUN
afs-135986	23	7	for	for	ADP
afs-135986	23	8	the	the	DET
afs-135986	23	9	purpose	purpose	NOUN
afs-135986	23	10	of	of	ADP
afs-135986	23	11	visual	visual	ADJ
afs-135986	23	12	navigation	navigation	NOUN
afs-135986	23	13	(	(	PUNCT
afs-135986	23	14	bachute	bachute	VERB
afs-135986	23	15	et	et	PROPN
afs-135986	23	16	al	al	PROPN
afs-135986	23	17	.	.	PROPN
afs-135986	23	18	2021	2021	NUM
afs-135986	23	19	)	)	PUNCT
afs-135986	23	20	,	,	PUNCT
afs-135986	23	21	terrestrial	terrestrial	ADJ
afs-135986	23	22	robot	robot	NOUN
afs-135986	23	23	route	route	PROPN
afs-135986	23	24	movement	movement	PROPN
afs-135986	23	25	planning	planning	NOUN
afs-135986	23	26	(	(	PUNCT
afs-135986	23	27	madridano	madridano	PROPN
afs-135986	23	28	et	et	PROPN
afs-135986	23	29	al	al	PROPN
afs-135986	23	30	.	.	PROPN
afs-135986	23	31	2021	2021	NUM
afs-135986	23	32	)	)	PUNCT
afs-135986	23	33	,	,	PUNCT
afs-135986	23	34	controlling	control	VERB
afs-135986	23	35	the	the	DET
afs-135986	23	36	route	route	NOUN
afs-135986	23	37	of	of	ADP
afs-135986	23	38	autonomous	autonomous	ADJ
afs-135986	23	39	vehicles	vehicle	NOUN
afs-135986	23	40	(	(	PUNCT
afs-135986	23	41	lazar	lazar	PROPN
afs-135986	23	42	et	et	PROPN
afs-135986	23	43	al	al	PROPN
afs-135986	23	44	.	.	PROPN
afs-135986	23	45	2021	2021	NUM
afs-135986	23	46	)	)	PUNCT
afs-135986	23	47	,	,	PUNCT
afs-135986	23	48	programming	programming	NOUN
afs-135986	23	49	of	of	ADP
afs-135986	23	50	production	production	NOUN
afs-135986	23	51	manipulators	manipulator	NOUN
afs-135986	23	52	(	(	PUNCT
afs-135986	23	53	levine	levine	PROPN
afs-135986	23	54	et	et	PROPN
afs-135986	23	55	al	al	PROPN
afs-135986	23	56	.	.	PROPN
afs-135986	23	57	2016	2016	NUM
afs-135986	23	58	)	)	PUNCT
afs-135986	23	59	.	.	PUNCT
afs-135986	24	1	the	the	DET
afs-135986	24	2	possibility	possibility	NOUN
afs-135986	24	3	of	of	ADP
afs-135986	24	4	utilising	utilise	VERB
afs-135986	24	5	cnns	cnn	NOUN
afs-135986	24	6	and	and	CCONJ
afs-135986	24	7	image	image	NOUN
afs-135986	24	8	analysis	analysis	NOUN
afs-135986	24	9	for	for	ADP
afs-135986	24	10	the	the	DET
afs-135986	24	11	assessment	assessment	NOUN
afs-135986	24	12	of	of	ADP
afs-135986	24	13	the	the	DET
afs-135986	24	14	quality	quality	NOUN
afs-135986	24	15	of	of	ADP
afs-135986	24	16	food	food	NOUN
afs-135986	24	17	products	product	NOUN
afs-135986	24	18	,	,	PUNCT
afs-135986	24	19	roots	root	NOUN
afs-135986	24	20	and	and	CCONJ
afs-135986	24	21	tubers	tuber	NOUN
afs-135986	24	22	of	of	ADP
afs-135986	24	23	root	root	NOUN
afs-135986	24	24	crops	crop	NOUN
afs-135986	24	25	,	,	PUNCT
afs-135986	24	26	identification	identification	NOUN
afs-135986	24	27	of	of	ADP
afs-135986	24	28	weeds	weed	NOUN
afs-135986	24	29	,	,	PUNCT
afs-135986	24	30	diseases	disease	NOUN
afs-135986	24	31	or	or	CCONJ
afs-135986	24	32	pests	pest	NOUN
afs-135986	24	33	of	of	ADP
afs-135986	24	34	crops	crop	NOUN
afs-135986	24	35	is	be	AUX
afs-135986	24	36	currently	currently	ADV
afs-135986	24	37	a	a	DET
afs-135986	24	38	subject	subject	NOUN
afs-135986	24	39	of	of	ADP
afs-135986	24	40	interest	interest	NOUN
afs-135986	24	41	for	for	ADP
afs-135986	24	42	several	several	ADJ
afs-135986	24	43	researchers	researcher	NOUN
afs-135986	24	44	(	(	PUNCT
afs-135986	24	45	hadipour	hadipour	ADJ
afs-135986	24	46	-	-	PUNCT
afs-135986	24	47	rokni	rokni	NOUN
afs-135986	24	48	et	et	PROPN
afs-135986	24	49	al	al	PROPN
afs-135986	24	50	.	.	PROPN
afs-135986	24	51	2023	2023	NUM
afs-135986	24	52	,	,	PUNCT
afs-135986	24	53	momeny	momeny	PROPN
afs-135986	24	54	et	et	PROPN
afs-135986	24	55	al	al	PROPN
afs-135986	24	56	.	.	PROPN
afs-135986	24	57	2023	2023	NUM
afs-135986	24	58	,	,	PUNCT
afs-135986	24	59	yu	yu	PROPN
afs-135986	24	60	et	et	PROPN
afs-135986	24	61	al	al	PROPN
afs-135986	24	62	.	.	PROPN
afs-135986	24	63	2023	2023	NUM
afs-135986	24	64	)	)	PUNCT
afs-135986	24	65	.	.	PUNCT
afs-135986	25	1	computer	computer	NOUN
afs-135986	25	2	image	image	NOUN
afs-135986	25	3	analysis	analysis	NOUN
afs-135986	25	4	has	have	AUX
afs-135986	25	5	become	become	VERB
afs-135986	25	6	one	one	NUM
afs-135986	25	7	of	of	ADP
afs-135986	25	8	the	the	DET
afs-135986	25	9	main	main	ADJ
afs-135986	25	10	techniques	technique	NOUN
afs-135986	25	11	used	use	VERB
afs-135986	25	12	in	in	ADP
afs-135986	25	13	agriculture	agriculture	NOUN
afs-135986	25	14	to	to	PART
afs-135986	25	15	assess	assess	VERB
afs-135986	25	16	seed	seed	NOUN
afs-135986	25	17	and	and	CCONJ
afs-135986	25	18	grain	grain	NOUN
afs-135986	25	19	in	in	ADP
afs-135986	25	20	terms	term	NOUN
afs-135986	25	21	of	of	ADP
afs-135986	25	22	qualitative	qualitative	ADJ
afs-135986	25	23	losses	loss	NOUN
afs-135986	25	24	,	,	PUNCT
afs-135986	25	25	quantifying	quantify	VERB
afs-135986	25	26	the	the	DET
afs-135986	25	27	degree	degree	NOUN
afs-135986	25	28	of	of	ADP
afs-135986	25	29	their	their	PRON
afs-135986	25	30	mechanical	mechanical	ADJ
afs-135986	25	31	damage	damage	NOUN
afs-135986	25	32	,	,	PUNCT
afs-135986	25	33	maturity	maturity	NOUN
afs-135986	25	34	phase	phase	NOUN
afs-135986	25	35	,	,	PUNCT
afs-135986	25	36	infection	infection	NOUN
afs-135986	25	37	with	with	ADP
afs-135986	25	38	diseases	disease	NOUN
afs-135986	25	39	or	or	CCONJ
afs-135986	25	40	contamination	contamination	NOUN
afs-135986	25	41	with	with	ADP
afs-135986	25	42	other	other	ADJ
afs-135986	25	43	plant	plant	NOUN
afs-135986	25	44	species	specie	NOUN
afs-135986	25	45	.	.	PUNCT
afs-135986	26	1	the	the	DET
afs-135986	26	2	lack	lack	NOUN
afs-135986	26	3	of	of	ADP
afs-135986	26	4	invasiveness	invasiveness	NOUN
afs-135986	26	5	of	of	ADP
afs-135986	26	6	these	these	DET
afs-135986	26	7	methods	method	NOUN
afs-135986	26	8	and	and	CCONJ
afs-135986	26	9	the	the	DET
afs-135986	26	10	increasing	increase	VERB
afs-135986	26	11	computing	compute	VERB
afs-135986	26	12	power	power	NOUN
afs-135986	26	13	of	of	ADP
afs-135986	26	14	computers	computer	NOUN
afs-135986	26	15	results	result	VERB
afs-135986	26	16	in	in	ADP
afs-135986	26	17	the	the	DET
afs-135986	26	18	image	image	NOUN
afs-135986	26	19	analysis	analysis	NOUN
afs-135986	26	20	and	and	CCONJ
afs-135986	26	21	cnns	cnn	NOUN
afs-135986	26	22	having	have	VERB
afs-135986	26	23	a	a	DET
afs-135986	26	24	significant	significant	ADJ
afs-135986	26	25	advantage	advantage	NOUN
afs-135986	26	26	over	over	ADP
afs-135986	26	27	the	the	DET
afs-135986	26	28	labour	labour	NOUN
afs-135986	26	29	-	-	PUNCT
afs-135986	26	30	intensive	intensive	ADJ
afs-135986	26	31	and	and	CCONJ
afs-135986	26	32	costly	costly	ADJ
afs-135986	26	33	methods	method	NOUN
afs-135986	26	34	destroying	destroy	VERB
afs-135986	26	35	the	the	DET
afs-135986	26	36	assessed	assessed	ADJ
afs-135986	26	37	material	material	NOUN
afs-135986	26	38	(	(	PUNCT
afs-135986	26	39	kaya	kaya	PROPN
afs-135986	26	40	et	et	PROPN
afs-135986	26	41	al	al	PROPN
afs-135986	26	42	.	.	PROPN
afs-135986	26	43	2023	2023	NUM
afs-135986	26	44	,	,	PUNCT
afs-135986	26	45	singh	singh	PROPN
afs-135986	26	46	et	et	PROPN
afs-135986	26	47	al	al	PROPN
afs-135986	26	48	.	.	PROPN
afs-135986	26	49	2023	2023	NUM
afs-135986	26	50	)	)	PUNCT
afs-135986	26	51	.	.	PUNCT
afs-135986	27	1	computer	computer	NOUN
afs-135986	27	2	techniques	technique	NOUN
afs-135986	27	3	and	and	CCONJ
afs-135986	27	4	artificial	artificial	ADJ
afs-135986	27	5	intelligence	intelligence	NOUN
afs-135986	27	6	enable	enable	VERB
afs-135986	27	7	the	the	DET
afs-135986	27	8	use	use	NOUN
afs-135986	27	9	of	of	ADP
afs-135986	27	10	precision	precision	NOUN
afs-135986	27	11	agriculture	agriculture	NOUN
afs-135986	27	12	in	in	ADP
afs-135986	27	13	sustainable	sustainable	ADJ
afs-135986	27	14	fertilization	fertilization	NOUN
afs-135986	27	15	and	and	CCONJ
afs-135986	27	16	point	point	NOUN
afs-135986	27	17	application	application	NOUN
afs-135986	27	18	of	of	ADP
afs-135986	27	19	plant	plant	NOUN
afs-135986	27	20	protection	protection	NOUN
afs-135986	27	21	products	product	NOUN
afs-135986	27	22	,	,	PUNCT
afs-135986	27	23	as	as	ADV
afs-135986	27	24	well	well	ADV
afs-135986	27	25	as	as	ADP
afs-135986	27	26	precise	precise	ADJ
afs-135986	27	27	agrotechnical	agrotechnical	ADJ
afs-135986	27	28	treatments	treatment	NOUN
afs-135986	27	29	,	,	PUNCT
afs-135986	27	30	e.g.	e.g.	ADV
afs-135986	27	31	sowing	sowing	NOUN
afs-135986	27	32	,	,	PUNCT
afs-135986	27	33	planting	plant	VERB
afs-135986	27	34	seedlings	seedling	NOUN
afs-135986	27	35	(	(	PUNCT
afs-135986	27	36	osuch	osuch	ADV
afs-135986	27	37	et	et	PROPN
afs-135986	27	38	al	al	PROPN
afs-135986	27	39	.	.	PROPN
afs-135986	27	40	2020	2020	NUM
afs-135986	27	41	,	,	PUNCT
afs-135986	27	42	rybacki	rybacki	PROPN
afs-135986	27	43	et	et	PROPN
afs-135986	27	44	al	al	PROPN
afs-135986	27	45	.	.	PROPN
afs-135986	27	46	2021	2021	NUM
afs-135986	27	47	,	,	PUNCT
afs-135986	27	48	coulibaly	coulibaly	NOUN
afs-135986	27	49	et	et	PROPN
afs-135986	27	50	al	al	PROPN
afs-135986	27	51	.	.	PROPN
afs-135986	27	52	2022	2022	NUM
afs-135986	27	53	,	,	PUNCT
afs-135986	27	54	rybacki	rybacki	PROPN
afs-135986	27	55	et	et	PROPN
afs-135986	27	56	al	al	PROPN
afs-135986	27	57	.	.	PROPN
afs-135986	27	58	2022	2022	NUM
afs-135986	27	59	,	,	PUNCT
afs-135986	27	60	gkillas	gkillas	PROPN
afs-135986	27	61	et	et	PROPN
afs-135986	27	62	al	al	PROPN
afs-135986	27	63	.	.	PROPN
afs-135986	27	64	2023	2023	NUM
afs-135986	27	65	,	,	PUNCT
afs-135986	27	66	raptis	raptis	NOUN
afs-135986	27	67	et	et	PROPN
afs-135986	27	68	al	al	PROPN
afs-135986	27	69	.	.	PROPN
afs-135986	27	70	2023	2023	NUM
afs-135986	27	71	,	,	PUNCT
afs-135986	27	72	sanaeifar	sanaeifar	ADJ
afs-135986	27	73	et	et	PROPN
afs-135986	27	74	al	al	PROPN
afs-135986	27	75	.	.	PROPN
afs-135986	27	76	2023	2023	NUM
afs-135986	27	77	)	)	PUNCT
afs-135986	27	78	.	.	PUNCT
afs-135986	28	1	already	already	ADV
afs-135986	28	2	in	in	ADP
afs-135986	28	3	the	the	DET
afs-135986	28	4	previous	previous	ADJ
afs-135986	28	5	century	century	NOUN
afs-135986	28	6	numerous	numerous	ADJ
afs-135986	28	7	researchers	researcher	NOUN
afs-135986	28	8	used	use	VERB
afs-135986	28	9	computer	computer	NOUN
afs-135986	28	10	image	image	NOUN
afs-135986	28	11	analysis	analysis	NOUN
afs-135986	28	12	for	for	ADP
afs-135986	28	13	the	the	DET
afs-135986	28	14	qualitative	qualitative	ADJ
afs-135986	28	15	assessment	assessment	NOUN
afs-135986	28	16	of	of	ADP
afs-135986	28	17	carrot	carrot	NOUN
afs-135986	28	18	,	,	PUNCT
afs-135986	28	19	yet	yet	CCONJ
afs-135986	28	20	due	due	ADP
afs-135986	28	21	to	to	ADP
afs-135986	28	22	the	the	DET
afs-135986	28	23	hardware	hardware	NOUN
afs-135986	28	24	limitations	limitation	NOUN
afs-135986	28	25	and	and	CCONJ
afs-135986	28	26	low	low	ADJ
afs-135986	28	27	computing	computing	NOUN
afs-135986	28	28	power	power	NOUN
afs-135986	28	29	of	of	ADP
afs-135986	28	30	the	the	DET
afs-135986	28	31	computers	computer	NOUN
afs-135986	28	32	it	it	PRON
afs-135986	28	33	was	be	AUX
afs-135986	28	34	solely	solely	ADV
afs-135986	28	35	used	used	ADJ
afs-135986	28	36	to	to	PART
afs-135986	28	37	identify	identify	VERB
afs-135986	28	38	the	the	DET
afs-135986	28	39	external	external	ADJ
afs-135986	28	40	traits	trait	NOUN
afs-135986	28	41	of	of	ADP
afs-135986	28	42	roots	root	NOUN
afs-135986	28	43	.	.	PUNCT
afs-135986	29	1	batchelor	batchelor	PROPN
afs-135986	29	2	and	and	CCONJ
afs-135986	29	3	searcy	searcy	PROPN
afs-135986	29	4	(	(	PUNCT
afs-135986	29	5	1989	1989	NUM
afs-135986	29	6	)	)	PUNCT
afs-135986	29	7	used	use	VERB
afs-135986	29	8	image	image	NOUN
afs-135986	29	9	analysis	analysis	NOUN
afs-135986	29	10	to	to	PART
afs-135986	29	11	identify	identify	VERB
afs-135986	29	12	the	the	DET
afs-135986	29	13	stem	stem	NOUN
afs-135986	29	14	and	and	CCONJ
afs-135986	29	15	root	root	NOUN
afs-135986	29	16	contact	contact	NOUN
afs-135986	29	17	,	,	PUNCT
afs-135986	29	18	howarth	howarth	NOUN
afs-135986	29	19	(	(	PUNCT
afs-135986	29	20	1990	1990	NUM
afs-135986	29	21	)	)	PUNCT
afs-135986	29	22	analysed	analyse	VERB
afs-135986	29	23	discolorations	discoloration	NOUN
afs-135986	29	24	of	of	ADP
afs-135986	29	25	root	root	NOUN
afs-135986	29	26	surface	surface	NOUN
afs-135986	29	27	,	,	PUNCT
afs-135986	29	28	howarth	howarth	NOUN
afs-135986	29	29	and	and	CCONJ
afs-135986	29	30	searcy	searcy	NOUN
afs-135986	29	31	(	(	PUNCT
afs-135986	29	32	1991	1991	NUM
afs-135986	29	33	)	)	PUNCT
afs-135986	29	34	analysed	analyse	VERB
afs-135986	29	35	root	root	NOUN
afs-135986	29	36	shape	shape	NOUN
afs-135986	29	37	defects	defect	NOUN
afs-135986	29	38	,	,	PUNCT
afs-135986	29	39	and	and	CCONJ
afs-135986	29	40	howarth	howarth	NOUN
afs-135986	29	41	et	et	PROPN
afs-135986	29	42	al	al	PROPN
afs-135986	29	43	.	.	PROPN
afs-135986	30	1	(	(	PUNCT
afs-135986	30	2	1992	1992	NUM
afs-135986	30	3	)	)	PUNCT
afs-135986	30	4	traits	trait	NOUN
afs-135986	30	5	of	of	ADP
afs-135986	30	6	root	root	NOUN
afs-135986	30	7	tip	tip	NOUN
afs-135986	30	8	shape	shape	NOUN
afs-135986	30	9	traits	trait	NOUN
afs-135986	30	10	.	.	PUNCT
afs-135986	31	1	with	with	ADP
afs-135986	31	2	the	the	DET
afs-135986	31	3	rapid	rapid	ADJ
afs-135986	31	4	development	development	NOUN
afs-135986	31	5	of	of	ADP
afs-135986	31	6	computer	computer	NOUN
afs-135986	31	7	techniques	technique	NOUN
afs-135986	31	8	and	and	CCONJ
afs-135986	31	9	the	the	DET
afs-135986	31	10	emergence	emergence	NOUN
afs-135986	31	11	of	of	ADP
afs-135986	31	12	new	new	ADJ
afs-135986	31	13	programming	programming	NOUN
afs-135986	31	14	languages	language	NOUN
afs-135986	31	15	,	,	PUNCT
afs-135986	31	16	more	more	ADV
afs-135986	31	17	detailed	detailed	ADJ
afs-135986	31	18	and	and	CCONJ
afs-135986	31	19	in	in	ADP
afs-135986	31	20	-	-	PUNCT
afs-135986	31	21	depth	depth	NOUN
afs-135986	31	22	studies	study	NOUN
afs-135986	31	23	on	on	ADP
afs-135986	31	24	the	the	DET
afs-135986	31	25	classification	classification	NOUN
afs-135986	31	26	of	of	ADP
afs-135986	31	27	carrot	carrot	NOUN
afs-135986	31	28	roots	root	NOUN
afs-135986	31	29	were	be	AUX
afs-135986	31	30	commenced	commence	VERB
afs-135986	31	31	.	.	PUNCT
afs-135986	32	1	hahn	hahn	PROPN
afs-135986	32	2	and	and	CCONJ
afs-135986	32	3	sanchez	sanchez	PROPN
afs-135986	32	4	(	(	PUNCT
afs-135986	32	5	2000	2000	NUM
afs-135986	32	6	)	)	PUNCT
afs-135986	32	7	developed	develop	VERB
afs-135986	32	8	an	an	DET
afs-135986	32	9	algorithm	algorithm	NOUN
afs-135986	32	10	for	for	ADP
afs-135986	32	11	a	a	DET
afs-135986	32	12	precise	precise	ADJ
afs-135986	32	13	prediction	prediction	NOUN
afs-135986	32	14	of	of	ADP
afs-135986	32	15	carrot	carrot	NOUN
afs-135986	32	16	volume	volume	NOUN
afs-135986	32	17	with	with	ADP
afs-135986	32	18	two	two	NUM
afs-135986	32	19	images	image	NOUN
afs-135986	32	20	separated	separate	VERB
afs-135986	32	21	by	by	ADP
afs-135986	32	22	90	90	NUM
afs-135986	32	23	°	°	NOUN
afs-135986	32	24	.	.	PUNCT
afs-135986	33	1	literature	literature	NOUN
afs-135986	33	2	includes	include	VERB
afs-135986	33	3	studies	study	NOUN
afs-135986	33	4	proposing	propose	VERB
afs-135986	33	5	algorithms	algorithm	NOUN
afs-135986	33	6	used	use	VERB
afs-135986	33	7	to	to	PART
afs-135986	33	8	identify	identify	VERB
afs-135986	33	9	image	image	NOUN
afs-135986	33	10	based	base	VERB
afs-135986	33	11	on	on	ADP
afs-135986	33	12	specific	specific	ADJ
afs-135986	33	13	traits	trait	NOUN
afs-135986	33	14	of	of	ADP
afs-135986	33	15	each	each	DET
afs-135986	33	16	carrot	carrot	NOUN
afs-135986	33	17	defect	defect	NOUN
afs-135986	33	18	(	(	PUNCT
afs-135986	33	19	deng	deng	PROPN
afs-135986	33	20	et	et	PROPN
afs-135986	33	21	al	al	PROPN
afs-135986	33	22	.	.	PROPN
afs-135986	33	23	2017	2017	NUM
afs-135986	33	24	,	,	PUNCT
afs-135986	33	25	xie	xie	PROPN
afs-135986	33	26	et	et	PROPN
afs-135986	33	27	al	al	PROPN
afs-135986	33	28	.	.	PROPN
afs-135986	33	29	2019a	2019a	NUM
afs-135986	33	30	,	,	PUNCT
afs-135986	33	31	xie	xie	PROPN
afs-135986	33	32	at	at	ADP
afs-135986	33	33	al	al	PROPN
afs-135986	33	34	.	.	PROPN
afs-135986	33	35	2020	2020	NUM
afs-135986	33	36	)	)	PUNCT
afs-135986	33	37	.	.	PUNCT
afs-135986	34	1	xie	xie	PROPN
afs-135986	34	2	et	et	PROPN
afs-135986	34	3	al	al	PROPN
afs-135986	34	4	.	.	PROPN
afs-135986	34	5	(	(	PUNCT
afs-135986	34	6	2019b	2019b	NUM
afs-135986	34	7	)	)	PUNCT
afs-135986	34	8	in	in	ADP
afs-135986	34	9	turn	turn	NOUN
afs-135986	34	10	distinguished	distinguished	ADJ
afs-135986	34	11	carrot	carrot	NOUN
afs-135986	34	12	image	image	NOUN
afs-135986	34	13	traits	trait	NOUN
afs-135986	34	14	,	,	PUNCT
afs-135986	34	15	and	and	CCONJ
afs-135986	34	16	then	then	ADV
afs-135986	34	17	by	by	ADP
afs-135986	34	18	using	use	VERB
afs-135986	34	19	back	back	ADP
afs-135986	34	20	propagation	propagation	NOUN
afs-135986	34	21	in	in	ADP
afs-135986	34	22	neural	neural	ADJ
afs-135986	34	23	network	network	NOUN
afs-135986	34	24	(	(	PUNCT
afs-135986	34	25	bpnn	bpnn	NOUN
afs-135986	34	26	)	)	PUNCT
afs-135986	34	27	,	,	PUNCT
afs-135986	34	28	support	support	VERB
afs-135986	34	29	vector	vector	NOUN
afs-135986	34	30	machines	machine	NOUN
afs-135986	34	31	(	(	PUNCT
afs-135986	34	32	svm	svm	PROPN
afs-135986	34	33	)	)	PUNCT
afs-135986	34	34	and	and	CCONJ
afs-135986	34	35	extreme	extreme	ADJ
afs-135986	34	36	learning	learning	NOUN
afs-135986	34	37	machines	machine	NOUN
afs-135986	34	38	(	(	PUNCT
afs-135986	34	39	elm	elm	PROPN
afs-135986	34	40	)	)	PUNCT
afs-135986	34	41	classified	classify	VERB
afs-135986	34	42	the	the	DET
afs-135986	34	43	roots	root	NOUN
afs-135986	34	44	into	into	ADP
afs-135986	34	45	four	four	NUM
afs-135986	34	46	classes	class	NOUN
afs-135986	34	47	.	.	PUNCT
afs-135986	35	1	on	on	ADP
afs-135986	35	2	the	the	DET
afs-135986	35	3	other	other	ADJ
afs-135986	35	4	hand	hand	NOUN
afs-135986	35	5	,	,	PUNCT
afs-135986	35	6	zhu	zhu	PROPN
afs-135986	35	7	et	et	PROPN
afs-135986	35	8	al	al	PROPN
afs-135986	35	9	.	.	PROPN
afs-135986	35	10	(	(	PUNCT
afs-135986	35	11	2019	2019	NUM
afs-135986	35	12	)	)	PUNCT
afs-135986	35	13	and	and	CCONJ
afs-135986	35	14	ni	ni	PROPN
afs-135986	35	15	et	et	PROPN
afs-135986	35	16	al	al	PROPN
afs-135986	35	17	.	.	PROPN
afs-135986	35	18	(	(	PUNCT
afs-135986	35	19	2020	2020	NUM
afs-135986	35	20	)	)	PUNCT
afs-135986	35	21	used	use	VERB
afs-135986	35	22	machine	machine	NOUN
afs-135986	35	23	learning	learn	VERB
afs-135986	35	24	to	to	PART
afs-135986	35	25	identify	identify	VERB
afs-135986	35	26	defective	defective	ADJ
afs-135986	35	27	and	and	CCONJ
afs-135986	35	28	normal	normal	ADJ
afs-135986	35	29	carrots	carrot	NOUN
afs-135986	35	30	and	and	CCONJ
afs-135986	35	31	to	to	PART
afs-135986	35	32	identify	identify	VERB
afs-135986	35	33	a	a	DET
afs-135986	35	34	specific	specific	ADJ
afs-135986	35	35	type	type	NOUN
afs-135986	35	36	of	of	ADP
afs-135986	35	37	defect	defect	NOUN
afs-135986	35	38	.	.	PUNCT
afs-135986	36	1	the	the	DET
afs-135986	36	2	main	main	ADJ
afs-135986	36	3	objective	objective	NOUN
afs-135986	36	4	of	of	ADP
afs-135986	36	5	the	the	DET
afs-135986	36	6	study	study	NOUN
afs-135986	36	7	is	be	AUX
afs-135986	36	8	the	the	DET
afs-135986	36	9	development	development	NOUN
afs-135986	36	10	of	of	ADP
afs-135986	36	11	an	an	DET
afs-135986	36	12	automatic	automatic	ADJ
afs-135986	36	13	carrot	carrot	NOUN
afs-135986	36	14	root	root	NOUN
afs-135986	36	15	classification	classification	NOUN
afs-135986	36	16	model	model	NOUN
afs-135986	36	17	with	with	ADP
afs-135986	36	18	the	the	DET
afs-135986	36	19	use	use	NOUN
afs-135986	36	20	of	of	ADP
afs-135986	36	21	a	a	DET
afs-135986	36	22	convolutional	convolutional	ADJ
afs-135986	36	23	neural	neural	ADJ
afs-135986	36	24	network	network	NOUN
afs-135986	36	25	(	(	PUNCT
afs-135986	36	26	cnn	cnn	PROPN
afs-135986	36	27	)	)	PUNCT
afs-135986	36	28	.	.	PUNCT
afs-135986	37	1	cnn	cnn	PROPN
afs-135986	37	2	with	with	ADP
afs-135986	37	3	a	a	DET
afs-135986	37	4	constant	constant	ADJ
afs-135986	37	5	architecture	architecture	NOUN
afs-135986	37	6	was	be	AUX
afs-135986	37	7	built	build	VERB
afs-135986	37	8	,	,	PUNCT
afs-135986	37	9	consisting	consist	VERB
afs-135986	37	10	of	of	ADP
afs-135986	37	11	an	an	DET
afs-135986	37	12	alternating	alternate	VERB
afs-135986	37	13	arrangement	arrangement	NOUN
afs-135986	37	14	of	of	ADP
afs-135986	37	15	five	five	NUM
afs-135986	37	16	conv2d	conv2d	ADJ
afs-135986	37	17	,	,	PUNCT
afs-135986	37	18	maxpooling2d	maxpooling2d	ADJ
afs-135986	37	19	and	and	CCONJ
afs-135986	37	20	dropout	dropout	NOUN
afs-135986	37	21	classes	class	NOUN
afs-135986	37	22	,	,	PUNCT
afs-135986	37	23	for	for	ADP
afs-135986	37	24	which	which	PRON
afs-135986	37	25	in	in	ADP
afs-135986	37	26	the	the	DET
afs-135986	37	27	python	python	NOUN
afs-135986	37	28	3.9	3.9	NUM
afs-135986	37	29	programming	programming	NOUN
afs-135986	37	30	language	language	NOUN
afs-135986	37	31	a	a	DET
afs-135986	37	32	calculation	calculation	NOUN
afs-135986	37	33	algorithm	algorithm	NOUN
afs-135986	37	34	was	be	AUX
afs-135986	37	35	developed	develop	VERB
afs-135986	37	36	.	.	PUNCT
afs-135986	38	1	purpose	purpose	NOUN
afs-135986	38	2	,	,	PUNCT
afs-135986	38	3	material	material	NOUN
afs-135986	38	4	and	and	CCONJ
afs-135986	38	5	study	study	NOUN
afs-135986	38	6	methodology	methodology	NOUN
afs-135986	38	7	definition	definition	NOUN
afs-135986	38	8	of	of	ADP
afs-135986	38	9	carrot	carrot	NOUN
afs-135986	38	10	root	root	NOUN
afs-135986	38	11	classification	classification	NOUN
afs-135986	38	12	criteria	criterion	NOUN
afs-135986	38	13	the	the	DET
afs-135986	38	14	quality	quality	NOUN
afs-135986	38	15	requirements	requirement	NOUN
afs-135986	38	16	for	for	ADP
afs-135986	38	17	fresh	fresh	ADJ
afs-135986	38	18	fruit	fruit	NOUN
afs-135986	38	19	and	and	CCONJ
afs-135986	38	20	vegetables	vegetable	NOUN
afs-135986	38	21	covered	cover	VERB
afs-135986	38	22	by	by	ADP
afs-135986	38	23	the	the	DET
afs-135986	38	24	common	common	ADJ
afs-135986	38	25	market	market	NOUN
afs-135986	38	26	organization	organization	NOUN
afs-135986	38	27	have	have	AUX
afs-135986	38	28	been	be	AUX
afs-135986	38	29	assumed	assume	VERB
afs-135986	38	30	as	as	ADP
afs-135986	38	31	the	the	DET
afs-135986	38	32	basis	basis	NOUN
afs-135986	38	33	for	for	ADP
afs-135986	38	34	the	the	DET
afs-135986	38	35	definition	definition	NOUN
afs-135986	38	36	of	of	ADP
afs-135986	38	37	carrot	carrot	NOUN
afs-135986	38	38	root	root	NOUN
afs-135986	38	39	classification	classification	NOUN
afs-135986	38	40	criteria	criterion	NOUN
afs-135986	38	41	with	with	ADP
afs-135986	38	42	the	the	DET
afs-135986	38	43	use	use	NOUN
afs-135986	38	44	of	of	ADP
afs-135986	38	45	cnn	cnn	PROPN
afs-135986	38	46	model	model	NOUN
afs-135986	38	47	.	.	PUNCT
afs-135986	39	1	these	these	DET
afs-135986	39	2	standards	standard	NOUN
afs-135986	39	3	are	be	AUX
afs-135986	39	4	introduced	introduce	VERB
afs-135986	39	5	via	via	ADP
afs-135986	39	6	the	the	DET
afs-135986	39	7	commission	commission	NOUN
afs-135986	39	8	regulations	regulation	NOUN
afs-135986	39	9	,	,	PUNCT
afs-135986	39	10	that	that	PRON
afs-135986	39	11	is	be	AUX
afs-135986	39	12	general	general	ADJ
afs-135986	39	13	application	application	NOUN
afs-135986	39	14	legal	legal	ADJ
afs-135986	39	15	acts	act	NOUN
afs-135986	39	16	,	,	PUNCT
afs-135986	39	17	applicable	applicable	ADJ
afs-135986	39	18	in	in	ADP
afs-135986	39	19	whole	whole	NOUN
afs-135986	39	20	in	in	ADP
afs-135986	39	21	all	all	DET
afs-135986	39	22	member	member	NOUN
afs-135986	39	23	states	state	NOUN
afs-135986	39	24	.	.	PUNCT
afs-135986	40	1	the	the	DET
afs-135986	40	2	commercial	commercial	ADJ
afs-135986	40	3	quality	quality	NOUN
afs-135986	40	4	standard	standard	NOUN
afs-135986	40	5	for	for	ADP
afs-135986	40	6	carrot	carrot	NOUN
afs-135986	40	7	root	root	NOUN
afs-135986	40	8	is	be	AUX
afs-135986	40	9	outlined	outline	VERB
afs-135986	40	10	in	in	ADP
afs-135986	40	11	the	the	DET
afs-135986	40	12	commission	commission	NOUN
afs-135986	40	13	regulation	regulation	NOUN
afs-135986	40	14	(	(	PUNCT
afs-135986	40	15	ec	ec	PROPN
afs-135986	40	16	)	)	PUNCT
afs-135986	40	17	nr	nr	PROPN
afs-135986	40	18	730/1999	730/1999	NUM
afs-135986	40	19	of	of	ADP
afs-135986	40	20	7	7	NUM
afs-135986	40	21	april	april	PROPN
afs-135986	40	22	1999	1999	NUM
afs-135986	40	23	including	include	VERB
afs-135986	40	24	amendments	amendment	NOUN
afs-135986	40	25	to	to	ADP
afs-135986	40	26	the	the	DET
afs-135986	40	27	standard	standard	NOUN
afs-135986	40	28	introduced	introduce	VERB
afs-135986	40	29	with	with	ADP
afs-135986	40	30	regulation	regulation	NOUN
afs-135986	40	31	(	(	PUNCT
afs-135986	40	32	ec	ec	PROPN
afs-135986	40	33	)	)	PUNCT
afs-135986	40	34	nr	nr	PROPN
afs-135986	40	35	46/2003	46/2003	NOUN
afs-135986	40	36	of	of	ADP
afs-135986	40	37	10	10	NUM
afs-135986	40	38	january	january	NOUN
afs-135986	40	39	2003	2003	NUM
afs-135986	40	40	,	,	PUNCT
afs-135986	40	41	with	with	ADP
afs-135986	40	42	appendix	appendix	NOUN
afs-135986	40	43	no	no	NOUN
afs-135986	40	44	.	.	NOUN
afs-135986	41	1	1	1	X
afs-135986	41	2	.	.	X
afs-135986	42	1	in	in	ADP
afs-135986	42	2	all	all	DET
afs-135986	42	3	quality	quality	NOUN
afs-135986	42	4	classes	class	NOUN
afs-135986	42	5	,	,	PUNCT
afs-135986	42	6	including	include	VERB
afs-135986	42	7	the	the	DET
afs-135986	42	8	detailed	detailed	ADJ
afs-135986	42	9	requirements	requirement	NOUN
afs-135986	42	10	for	for	ADP
afs-135986	42	11	the	the	DET
afs-135986	42	12	given	give	VERB
afs-135986	42	13	class	class	NOUN
afs-135986	42	14	and	and	CCONJ
afs-135986	42	15	the	the	DET
afs-135986	42	16	permissible	permissible	ADJ
afs-135986	42	17	tolerances	tolerance	NOUN
afs-135986	42	18	,	,	PUNCT
afs-135986	42	19	carrot	carrot	NOUN
afs-135986	42	20	should	should	AUX
afs-135986	42	21	be	be	AUX
afs-135986	42	22	whole	whole	ADJ
afs-135986	42	23	and	and	CCONJ
afs-135986	42	24	healthy	healthy	ADJ
afs-135986	42	25	.	.	PUNCT
afs-135986	43	1	it	it	PRON
afs-135986	43	2	must	must	AUX
afs-135986	43	3	not	not	PART
afs-135986	43	4	have	have	VERB
afs-135986	43	5	any	any	DET
afs-135986	43	6	damage	damage	NOUN
afs-135986	43	7	that	that	PRON
afs-135986	43	8	occurred	occur	VERB
afs-135986	43	9	both	both	PRON
afs-135986	43	10	during	during	ADP
afs-135986	43	11	the	the	DET
afs-135986	43	12	growth	growth	NOUN
afs-135986	43	13	phase	phase	NOUN
afs-135986	43	14	,	,	PUNCT
afs-135986	43	15	harvest	harvest	NOUN
afs-135986	43	16	,	,	PUNCT
afs-135986	43	17	top	top	ADJ
afs-135986	43	18	removal	removal	NOUN
afs-135986	43	19	,	,	PUNCT
afs-135986	43	20	packing	packing	NOUN
afs-135986	43	21	,	,	PUNCT
afs-135986	43	22	as	as	ADV
afs-135986	43	23	well	well	ADV
afs-135986	43	24	as	as	ADP
afs-135986	43	25	other	other	ADJ
afs-135986	43	26	activities	activity	NOUN
afs-135986	43	27	related	relate	VERB
afs-135986	43	28	to	to	ADP
afs-135986	43	29	its	its	PRON
afs-135986	43	30	preparation	preparation	NOUN
afs-135986	43	31	for	for	ADP
afs-135986	43	32	consumption	consumption	NOUN
afs-135986	43	33	,	,	PUNCT
afs-135986	43	34	storage	storage	NOUN
afs-135986	43	35	or	or	CCONJ
afs-135986	43	36	processing	processing	NOUN
afs-135986	43	37	.	.	PUNCT
afs-135986	44	1	carrot	carrot	NOUN
afs-135986	44	2	roots	root	NOUN
afs-135986	44	3	must	must	AUX
afs-135986	44	4	not	not	PART
afs-135986	44	5	have	have	VERB
afs-135986	44	6	heads	head	NOUN
afs-135986	44	7	,	,	PUNCT
afs-135986	44	8	broken	break	VERB
afs-135986	44	9	off	off	ADP
afs-135986	44	10	lateral	lateral	ADJ
afs-135986	44	11	roots	root	NOUN
afs-135986	44	12	,	,	PUNCT
afs-135986	44	13	symptoms	symptom	NOUN
afs-135986	44	14	of	of	ADP
afs-135986	44	15	diseases	disease	NOUN
afs-135986	44	16	,	,	PUNCT
afs-135986	44	17	decay	decay	NOUN
afs-135986	44	18	processes	process	NOUN
afs-135986	44	19	,	,	PUNCT
afs-135986	44	20	spots	spot	NOUN
afs-135986	44	21	,	,	PUNCT
afs-135986	44	22	mould	mould	NOUN
afs-135986	44	23	or	or	CCONJ
afs-135986	44	24	other	other	ADJ
afs-135986	44	25	changes	change	NOUN
afs-135986	44	26	making	make	VERB
afs-135986	44	27	it	it	PRON
afs-135986	44	28	unfit	unfit	ADJ
afs-135986	44	29	for	for	ADP
afs-135986	44	30	consumption	consumption	NOUN
afs-135986	44	31	or	or	CCONJ
afs-135986	44	32	storage	storage	NOUN
afs-135986	44	33	.	.	PUNCT
afs-135986	45	1	independently	independently	ADV
afs-135986	45	2	of	of	ADP
afs-135986	45	3	its	its	PRON
afs-135986	45	4	intended	intended	ADJ
afs-135986	45	5	use	use	NOUN
afs-135986	45	6	,	,	PUNCT
afs-135986	45	7	carrot	carrot	NOUN
afs-135986	45	8	should	should	AUX
afs-135986	45	9	be	be	AUX
afs-135986	45	10	agricultural	agricultural	ADJ
afs-135986	45	11	and	and	CCONJ
afs-135986	45	12	food	food	NOUN
afs-135986	45	13	science	science	NOUN
afs-135986	45	14	(	(	PUNCT
afs-135986	45	15	2024	2024	NUM
afs-135986	45	16	)	)	PUNCT
afs-135986	45	17	33	33	NUM
afs-135986	45	18	:	:	PUNCT
afs-135986	45	19	40–54	40–54	NUM
afs-135986	45	20	42	42	NUM
afs-135986	45	21	free	free	ADJ
afs-135986	45	22	of	of	ADP
afs-135986	45	23	contamination	contamination	NOUN
afs-135986	45	24	with	with	ADP
afs-135986	45	25	foreign	foreign	ADJ
afs-135986	45	26	bodies	body	NOUN
afs-135986	45	27	and	and	CCONJ
afs-135986	45	28	pests	pest	NOUN
afs-135986	45	29	or	or	CCONJ
afs-135986	45	30	damage	damage	NOUN
afs-135986	45	31	caused	cause	VERB
afs-135986	45	32	by	by	ADP
afs-135986	45	33	pests	pest	NOUN
afs-135986	45	34	,	,	PUNCT
afs-135986	45	35	without	without	ADP
afs-135986	45	36	signs	sign	NOUN
afs-135986	45	37	of	of	ADP
afs-135986	45	38	wilting	wilting	NOUN
afs-135986	45	39	,	,	PUNCT
afs-135986	45	40	drying	dry	VERB
afs-135986	45	41	or	or	CCONJ
afs-135986	45	42	lignification	lignification	NOUN
afs-135986	45	43	.	.	PUNCT
afs-135986	46	1	carrot	carrot	NOUN
afs-135986	46	2	should	should	AUX
afs-135986	46	3	only	only	ADV
afs-135986	46	4	have	have	VERB
afs-135986	46	5	a	a	DET
afs-135986	46	6	single	single	ADJ
afs-135986	46	7	root	root	NOUN
afs-135986	46	8	,	,	PUNCT
afs-135986	46	9	without	without	ADP
afs-135986	46	10	any	any	DET
afs-135986	46	11	bifucractions	bifucraction	NOUN
afs-135986	46	12	or	or	CCONJ
afs-135986	46	13	lateral	lateral	ADJ
afs-135986	46	14	branching	branching	NOUN
afs-135986	46	15	.	.	PUNCT
afs-135986	47	1	in	in	ADP
afs-135986	47	2	terms	term	NOUN
afs-135986	47	3	of	of	ADP
afs-135986	47	4	quality	quality	NOUN
afs-135986	47	5	,	,	PUNCT
afs-135986	47	6	carrot	carrot	NOUN
afs-135986	47	7	roots	root	NOUN
afs-135986	47	8	are	be	AUX
afs-135986	47	9	divided	divide	VERB
afs-135986	47	10	into	into	ADP
afs-135986	47	11	three	three	NUM
afs-135986	47	12	classes	class	NOUN
afs-135986	47	13	:	:	PUNCT
afs-135986	47	14	extra	extra	ADJ
afs-135986	47	15	,	,	PUNCT
afs-135986	47	16	first	first	ADJ
afs-135986	47	17	and	and	CCONJ
afs-135986	47	18	second	second	ADJ
afs-135986	47	19	.	.	PUNCT
afs-135986	48	1	in	in	ADP
afs-135986	48	2	the	the	DET
afs-135986	48	3	extra	extra	ADJ
afs-135986	48	4	class	class	NOUN
afs-135986	48	5	,	,	PUNCT
afs-135986	48	6	carrot	carrot	NOUN
afs-135986	48	7	should	should	AUX
afs-135986	48	8	be	be	AUX
afs-135986	48	9	of	of	ADP
afs-135986	48	10	the	the	DET
afs-135986	48	11	highest	high	ADJ
afs-135986	48	12	quality	quality	NOUN
afs-135986	48	13	and	and	CCONJ
afs-135986	48	14	possess	possess	NOUN
afs-135986	48	15	traits	trait	NOUN
afs-135986	48	16	characteristic	characteristic	ADJ
afs-135986	48	17	of	of	ADP
afs-135986	48	18	the	the	DET
afs-135986	48	19	given	give	VERB
afs-135986	48	20	cultivar	cultivar	NOUN
afs-135986	48	21	.	.	PUNCT
afs-135986	49	1	the	the	DET
afs-135986	49	2	roots	root	NOUN
afs-135986	49	3	should	should	AUX
afs-135986	49	4	be	be	AUX
afs-135986	49	5	free	free	ADJ
afs-135986	49	6	of	of	ADP
afs-135986	49	7	damage	damage	NOUN
afs-135986	49	8	with	with	ADP
afs-135986	49	9	the	the	DET
afs-135986	49	10	exception	exception	NOUN
afs-135986	49	11	for	for	ADP
afs-135986	49	12	superficial	superficial	ADJ
afs-135986	49	13	,	,	PUNCT
afs-135986	49	14	minor	minor	ADJ
afs-135986	49	15	ones	one	NOUN
afs-135986	49	16	that	that	PRON
afs-135986	49	17	do	do	AUX
afs-135986	49	18	not	not	PART
afs-135986	49	19	affect	affect	VERB
afs-135986	49	20	the	the	DET
afs-135986	49	21	overall	overall	ADJ
afs-135986	49	22	appearance	appearance	NOUN
afs-135986	49	23	and	and	CCONJ
afs-135986	49	24	quality	quality	NOUN
afs-135986	49	25	.	.	PUNCT
afs-135986	50	1	roots	root	NOUN
afs-135986	50	2	with	with	ADP
afs-135986	50	3	green	green	ADJ
afs-135986	50	4	or	or	CCONJ
afs-135986	50	5	violet	violet	ADJ
afs-135986	50	6	-	-	PUNCT
afs-135986	50	7	purple	purple	NOUN
afs-135986	50	8	heads	head	NOUN
afs-135986	50	9	are	be	AUX
afs-135986	50	10	not	not	PART
afs-135986	50	11	acceptable	acceptable	ADJ
afs-135986	50	12	.	.	PUNCT
afs-135986	51	1	in	in	ADP
afs-135986	51	2	the	the	DET
afs-135986	51	3	first	first	ADJ
afs-135986	51	4	class	class	NOUN
afs-135986	51	5	,	,	PUNCT
afs-135986	51	6	carrot	carrot	NOUN
afs-135986	51	7	should	should	AUX
afs-135986	51	8	be	be	AUX
afs-135986	51	9	of	of	ADP
afs-135986	51	10	the	the	DET
afs-135986	51	11	good	good	ADJ
afs-135986	51	12	quality	quality	NOUN
afs-135986	51	13	and	and	CCONJ
afs-135986	51	14	possess	possess	NOUN
afs-135986	51	15	traits	trait	NOUN
afs-135986	51	16	characteristic	characteristic	ADJ
afs-135986	51	17	of	of	ADP
afs-135986	51	18	the	the	DET
afs-135986	51	19	given	give	VERB
afs-135986	51	20	cultivar	cultivar	NOUN
afs-135986	51	21	.	.	PUNCT
afs-135986	52	1	no	no	DET
afs-135986	52	2	cracks	crack	NOUN
afs-135986	52	3	,	,	PUNCT
afs-135986	52	4	breakings	breaking	NOUN
afs-135986	52	5	or	or	CCONJ
afs-135986	52	6	other	other	ADJ
afs-135986	52	7	mechanical	mechanical	ADJ
afs-135986	52	8	damage	damage	NOUN
afs-135986	52	9	are	be	AUX
afs-135986	52	10	permissible	permissible	ADJ
afs-135986	52	11	.	.	PUNCT
afs-135986	53	1	the	the	DET
afs-135986	53	2	second	second	ADJ
afs-135986	53	3	class	class	NOUN
afs-135986	53	4	includes	include	VERB
afs-135986	53	5	carrot	carrot	NOUN
afs-135986	53	6	,	,	PUNCT
afs-135986	53	7	which	which	PRON
afs-135986	53	8	does	do	AUX
afs-135986	53	9	not	not	PART
afs-135986	53	10	meet	meet	VERB
afs-135986	53	11	the	the	DET
afs-135986	53	12	requirements	requirement	NOUN
afs-135986	53	13	of	of	ADP
afs-135986	53	14	the	the	DET
afs-135986	53	15	higher	high	ADJ
afs-135986	53	16	classes	class	NOUN
afs-135986	53	17	,	,	PUNCT
afs-135986	53	18	but	but	CCONJ
afs-135986	53	19	it	it	PRON
afs-135986	53	20	meets	meet	VERB
afs-135986	53	21	the	the	DET
afs-135986	53	22	above	above	ADJ
afs-135986	53	23	requirements	requirement	NOUN
afs-135986	53	24	to	to	ADP
afs-135986	53	25	a	a	DET
afs-135986	53	26	minimum	minimum	ADJ
afs-135986	53	27	level	level	NOUN
afs-135986	53	28	.	.	PUNCT
afs-135986	54	1	second	second	ADJ
afs-135986	54	2	class	class	NOUN
afs-135986	54	3	carrot	carrot	NOUN
afs-135986	54	4	should	should	AUX
afs-135986	54	5	have	have	VERB
afs-135986	54	6	an	an	DET
afs-135986	54	7	appropriate	appropriate	ADJ
afs-135986	54	8	commercial	commercial	ADJ
afs-135986	54	9	quality	quality	NOUN
afs-135986	54	10	.	.	PUNCT
afs-135986	55	1	minor	minor	ADJ
afs-135986	55	2	defects	defect	NOUN
afs-135986	55	3	are	be	AUX
afs-135986	55	4	permissible	permissible	ADJ
afs-135986	55	5	,	,	PUNCT
afs-135986	55	6	on	on	ADP
afs-135986	55	7	the	the	DET
afs-135986	55	8	condition	condition	NOUN
afs-135986	55	9	that	that	SCONJ
afs-135986	55	10	the	the	DET
afs-135986	55	11	carrot	carrot	NOUN
afs-135986	55	12	maintains	maintain	VERB
afs-135986	55	13	its	its	PRON
afs-135986	55	14	characteristic	characteristic	ADJ
afs-135986	55	15	traits	trait	NOUN
afs-135986	55	16	in	in	ADP
afs-135986	55	17	terms	term	NOUN
afs-135986	55	18	of	of	ADP
afs-135986	55	19	quality	quality	NOUN
afs-135986	55	20	and	and	CCONJ
afs-135986	55	21	shelf	shelf	NOUN
afs-135986	55	22	-	-	PUNCT
afs-135986	55	23	life	life	NOUN
afs-135986	55	24	.	.	PUNCT
afs-135986	56	1	it	it	PRON
afs-135986	56	2	has	have	AUX
afs-135986	56	3	been	be	AUX
afs-135986	56	4	assumed	assume	VERB
afs-135986	56	5	that	that	SCONJ
afs-135986	56	6	if	if	SCONJ
afs-135986	56	7	the	the	DET
afs-135986	56	8	carrot	carrot	NOUN
afs-135986	56	9	is	be	AUX
afs-135986	56	10	sorted	sort	VERB
afs-135986	56	11	according	accord	VERB
afs-135986	56	12	to	to	ADP
afs-135986	56	13	its	its	PRON
afs-135986	56	14	diameter	diameter	NOUN
afs-135986	56	15	,	,	PUNCT
afs-135986	56	16	it	it	PRON
afs-135986	56	17	should	should	AUX
afs-135986	56	18	not	not	PART
afs-135986	56	19	be	be	AUX
afs-135986	56	20	lower	low	ADJ
afs-135986	56	21	than	than	ADP
afs-135986	56	22	30	30	NUM
afs-135986	56	23	mm	mm	NOUN
afs-135986	56	24	for	for	ADP
afs-135986	56	25	the	the	DET
afs-135986	56	26	commercial	commercial	ADJ
afs-135986	56	27	yield	yield	NOUN
afs-135986	56	28	(	(	PUNCT
afs-135986	56	29	table	table	NOUN
afs-135986	56	30	1	1	NUM
afs-135986	56	31	)	)	PUNCT
afs-135986	56	32	.	.	PUNCT
afs-135986	57	1	when	when	SCONJ
afs-135986	57	2	sorting	sort	VERB
afs-135986	57	3	according	accord	VERB
afs-135986	57	4	to	to	ADP
afs-135986	57	5	the	the	DET
afs-135986	57	6	weight	weight	NOUN
afs-135986	57	7	,	,	PUNCT
afs-135986	57	8	the	the	DET
afs-135986	57	9	roots	root	NOUN
afs-135986	57	10	should	should	AUX
afs-135986	57	11	weigh	weigh	VERB
afs-135986	57	12	no	no	DET
afs-135986	57	13	less	less	ADJ
afs-135986	57	14	than	than	ADP
afs-135986	57	15	50	50	NUM
afs-135986	57	16	g.	g.	NOUN
afs-135986	57	17	in	in	ADP
afs-135986	57	18	the	the	DET
afs-135986	57	19	extra	extra	ADJ
afs-135986	57	20	class	class	NOUN
afs-135986	57	21	,	,	PUNCT
afs-135986	57	22	carrot	carrot	NOUN
afs-135986	57	23	root	root	NOUN
afs-135986	57	24	diameter	diameter	NOUN
afs-135986	57	25	should	should	AUX
afs-135986	57	26	not	not	PART
afs-135986	57	27	exceed	exceed	VERB
afs-135986	57	28	45	45	NUM
afs-135986	57	29	mm	mm	NOUN
afs-135986	57	30	,	,	PUNCT
afs-135986	57	31	if	if	SCONJ
afs-135986	57	32	the	the	DET
afs-135986	57	33	carrot	carrot	NOUN
afs-135986	57	34	is	be	AUX
afs-135986	57	35	sorted	sort	VERB
afs-135986	57	36	according	accord	VERB
afs-135986	57	37	to	to	ADP
afs-135986	57	38	its	its	PRON
afs-135986	57	39	diameter	diameter	NOUN
afs-135986	57	40	.	.	PUNCT
afs-135986	58	1	when	when	SCONJ
afs-135986	58	2	sorting	sort	VERB
afs-135986	58	3	according	accord	VERB
afs-135986	58	4	to	to	ADP
afs-135986	58	5	the	the	DET
afs-135986	58	6	weight	weight	NOUN
afs-135986	58	7	,	,	PUNCT
afs-135986	58	8	the	the	DET
afs-135986	58	9	roots	root	NOUN
afs-135986	58	10	should	should	AUX
afs-135986	58	11	not	not	PART
afs-135986	58	12	weigh	weigh	VERB
afs-135986	58	13	more	more	ADJ
afs-135986	58	14	than	than	ADP
afs-135986	58	15	200	200	NUM
afs-135986	58	16	g.	g.	NOUN
afs-135986	58	17	the	the	DET
afs-135986	58	18	difference	difference	NOUN
afs-135986	58	19	in	in	ADP
afs-135986	58	20	the	the	DET
afs-135986	58	21	diameter	diameter	NOUN
afs-135986	58	22	between	between	ADP
afs-135986	58	23	the	the	DET
afs-135986	58	24	smallest	small	ADJ
afs-135986	58	25	and	and	CCONJ
afs-135986	58	26	largest	large	ADJ
afs-135986	58	27	carrot	carrot	NOUN
afs-135986	58	28	root	root	NOUN
afs-135986	58	29	in	in	ADP
afs-135986	58	30	the	the	DET
afs-135986	58	31	commercial	commercial	ADJ
afs-135986	58	32	yield	yield	NOUN
afs-135986	58	33	weight	weight	NOUN
afs-135986	58	34	unit	unit	NOUN
afs-135986	58	35	should	should	AUX
afs-135986	58	36	not	not	PART
afs-135986	58	37	exceed	exceed	VERB
afs-135986	58	38	20	20	NUM
afs-135986	58	39	mm	mm	NOUN
afs-135986	58	40	(	(	PUNCT
afs-135986	58	41	when	when	SCONJ
afs-135986	58	42	sorted	sort	VERB
afs-135986	58	43	due	due	ADJ
afs-135986	58	44	the	the	DET
afs-135986	58	45	diameter	diameter	NOUN
afs-135986	58	46	)	)	PUNCT
afs-135986	58	47	and	and	CCONJ
afs-135986	58	48	when	when	SCONJ
afs-135986	58	49	sorted	sort	VERB
afs-135986	58	50	due	due	ADP
afs-135986	58	51	to	to	ADP
afs-135986	58	52	the	the	DET
afs-135986	58	53	weight	weight	NOUN
afs-135986	58	54	,	,	PUNCT
afs-135986	58	55	the	the	DET
afs-135986	58	56	difference	difference	NOUN
afs-135986	58	57	should	should	AUX
afs-135986	58	58	not	not	PART
afs-135986	58	59	exceed	exceed	VERB
afs-135986	58	60	150	150	NUM
afs-135986	58	61	g.	g.	NOUN
afs-135986	58	62	in	in	ADP
afs-135986	58	63	the	the	DET
afs-135986	58	64	first	first	ADJ
afs-135986	58	65	class	class	NOUN
afs-135986	58	66	,	,	PUNCT
afs-135986	58	67	the	the	DET
afs-135986	58	68	difference	difference	NOUN
afs-135986	58	69	in	in	ADP
afs-135986	58	70	the	the	DET
afs-135986	58	71	diameter	diameter	NOUN
afs-135986	58	72	between	between	ADP
afs-135986	58	73	the	the	DET
afs-135986	58	74	smallest	small	ADJ
afs-135986	58	75	and	and	CCONJ
afs-135986	58	76	largest	large	ADJ
afs-135986	58	77	carrot	carrot	NOUN
afs-135986	58	78	root	root	NOUN
afs-135986	58	79	in	in	ADP
afs-135986	58	80	the	the	DET
afs-135986	58	81	weight	weight	NOUN
afs-135986	58	82	unit	unit	NOUN
afs-135986	58	83	should	should	AUX
afs-135986	58	84	not	not	PART
afs-135986	58	85	exceed	exceed	VERB
afs-135986	58	86	30	30	NUM
afs-135986	58	87	mm	mm	NOUN
afs-135986	58	88	(	(	PUNCT
afs-135986	58	89	when	when	SCONJ
afs-135986	58	90	sorted	sort	VERB
afs-135986	58	91	due	due	ADJ
afs-135986	58	92	the	the	DET
afs-135986	58	93	diameter	diameter	NOUN
afs-135986	58	94	)	)	PUNCT
afs-135986	58	95	and	and	CCONJ
afs-135986	58	96	when	when	SCONJ
afs-135986	58	97	sorted	sort	VERB
afs-135986	58	98	due	due	ADP
afs-135986	58	99	to	to	ADP
afs-135986	58	100	the	the	DET
afs-135986	58	101	weight	weight	NOUN
afs-135986	58	102	,	,	PUNCT
afs-135986	58	103	the	the	DET
afs-135986	58	104	difference	difference	NOUN
afs-135986	58	105	should	should	AUX
afs-135986	58	106	not	not	PART
afs-135986	58	107	exceed	exceed	VERB
afs-135986	58	108	200	200	NUM
afs-135986	58	109	g.	g.	NOUN
afs-135986	58	110	in	in	ADP
afs-135986	58	111	the	the	DET
afs-135986	58	112	second	second	ADJ
afs-135986	58	113	class	class	NOUN
afs-135986	58	114	,	,	PUNCT
afs-135986	58	115	carrot	carrot	NOUN
afs-135986	58	116	root	root	NOUN
afs-135986	58	117	should	should	AUX
afs-135986	58	118	only	only	ADV
afs-135986	58	119	fulfil	fulfil	VERB
afs-135986	58	120	minimum	minimum	ADJ
afs-135986	58	121	diameter	diameter	NOUN
afs-135986	58	122	or	or	CCONJ
afs-135986	58	123	weight	weight	NOUN
afs-135986	58	124	requirements	requirement	NOUN
afs-135986	58	125	.	.	PUNCT
afs-135986	59	1	for	for	ADP
afs-135986	59	2	the	the	DET
afs-135986	59	3	carrot	carrot	NOUN
afs-135986	59	4	,	,	PUNCT
afs-135986	59	5	which	which	PRON
afs-135986	59	6	does	do	AUX
afs-135986	59	7	not	not	PART
afs-135986	59	8	meet	meet	VERB
afs-135986	59	9	the	the	DET
afs-135986	59	10	quality	quality	NOUN
afs-135986	59	11	and	and	CCONJ
afs-135986	59	12	size	size	NOUN
afs-135986	59	13	requirements	requirement	NOUN
afs-135986	59	14	set	set	VERB
afs-135986	59	15	out	out	ADP
afs-135986	59	16	for	for	ADP
afs-135986	59	17	the	the	DET
afs-135986	59	18	given	give	VERB
afs-135986	59	19	class	class	NOUN
afs-135986	59	20	,	,	PUNCT
afs-135986	59	21	certain	certain	ADJ
afs-135986	59	22	tolerances	tolerance	NOUN
afs-135986	59	23	are	be	AUX
afs-135986	59	24	permissible	permissible	ADJ
afs-135986	59	25	.	.	PUNCT
afs-135986	60	1	these	these	PRON
afs-135986	60	2	are	be	AUX
afs-135986	60	3	expressed	express	VERB
afs-135986	60	4	numerically	numerically	ADV
afs-135986	60	5	or	or	CCONJ
afs-135986	60	6	by	by	ADP
afs-135986	60	7	weight	weight	NOUN
afs-135986	60	8	and	and	CCONJ
afs-135986	60	9	amount	amount	NOUN
afs-135986	60	10	for	for	ADP
afs-135986	60	11	the	the	DET
afs-135986	60	12	extra	extra	ADJ
afs-135986	60	13	class	class	NOUN
afs-135986	60	14	to	to	ADP
afs-135986	60	15	5	5	NUM
afs-135986	60	16	%	%	NOUN
afs-135986	60	17	,	,	PUNCT
afs-135986	60	18	for	for	ADP
afs-135986	60	19	first	first	ADJ
afs-135986	60	20	and	and	CCONJ
afs-135986	60	21	second	second	ADJ
afs-135986	60	22	class	class	NOUN
afs-135986	60	23	–	–	PUNCT
afs-135986	60	24	10	10	NUM
afs-135986	60	25	%	%	NOUN
afs-135986	60	26	for	for	ADP
afs-135986	60	27	quality	quality	NOUN
afs-135986	60	28	tolerances	tolerance	NOUN
afs-135986	60	29	and	and	CCONJ
afs-135986	60	30	10	10	NUM
afs-135986	60	31	%	%	NOUN
afs-135986	60	32	for	for	ADP
afs-135986	60	33	all	all	DET
afs-135986	60	34	classes	class	NOUN
afs-135986	60	35	in	in	ADP
afs-135986	60	36	the	the	DET
afs-135986	60	37	case	case	NOUN
afs-135986	60	38	of	of	ADP
afs-135986	60	39	size	size	NOUN
afs-135986	60	40	tolerances	tolerance	NOUN
afs-135986	60	41	.	.	PUNCT
afs-135986	61	1	preparation	preparation	NOUN
afs-135986	61	2	of	of	ADP
afs-135986	61	3	the	the	DET
afs-135986	61	4	data	datum	NOUN
afs-135986	61	5	set	set	VERB
afs-135986	61	6	the	the	DET
afs-135986	61	7	empirical	empirical	ADJ
afs-135986	61	8	material	material	NOUN
afs-135986	61	9	in	in	ADP
afs-135986	61	10	the	the	DET
afs-135986	61	11	preparation	preparation	NOUN
afs-135986	61	12	of	of	ADP
afs-135986	61	13	the	the	DET
afs-135986	61	14	cnn	cnn	PROPN
afs-135986	61	15	model	model	NOUN
afs-135986	61	16	for	for	ADP
afs-135986	61	17	the	the	DET
afs-135986	61	18	geometric	geometric	ADJ
afs-135986	61	19	classification	classification	NOUN
afs-135986	61	20	consisted	consist	VERB
afs-135986	61	21	of	of	ADP
afs-135986	61	22	carrot	carrot	NOUN
afs-135986	61	23	root	root	NOUN
afs-135986	61	24	photographs	photograph	NOUN
afs-135986	61	25	,	,	PUNCT
afs-135986	61	26	which	which	PRON
afs-135986	61	27	according	accord	VERB
afs-135986	61	28	to	to	ADP
afs-135986	61	29	breeder	breeder	NOUN
afs-135986	61	30	data	datum	NOUN
afs-135986	61	31	is	be	AUX
afs-135986	61	32	characterized	characterize	VERB
afs-135986	61	33	by	by	ADP
afs-135986	61	34	strong	strong	ADJ
afs-135986	61	35	foliation	foliation	NOUN
afs-135986	61	36	,	,	PUNCT
afs-135986	61	37	good	good	ADJ
afs-135986	61	38	tolerance	tolerance	NOUN
afs-135986	61	39	for	for	ADP
afs-135986	61	40	fungal	fungal	ADJ
afs-135986	61	41	diseases	disease	NOUN
afs-135986	61	42	and	and	CCONJ
afs-135986	61	43	cylindrical	cylindrical	ADJ
afs-135986	61	44	roots	root	NOUN
afs-135986	61	45	.	.	PUNCT
afs-135986	62	1	carrot	carrot	NOUN
afs-135986	62	2	used	use	VERB
afs-135986	62	3	for	for	ADP
afs-135986	62	4	the	the	DET
afs-135986	62	5	digital	digital	ADJ
afs-135986	62	6	analysis	analysis	NOUN
afs-135986	62	7	was	be	AUX
afs-135986	62	8	cultivated	cultivate	VERB
afs-135986	62	9	on	on	ADP
afs-135986	62	10	ridges	ridge	NOUN
afs-135986	62	11	with	with	ADP
afs-135986	62	12	a	a	DET
afs-135986	62	13	trapezoid	trapezoid	PROPN
afs-135986	62	14	cross	cross	NOUN
afs-135986	62	15	section	section	NOUN
afs-135986	62	16	and	and	CCONJ
afs-135986	62	17	distance	distance	NOUN
afs-135986	62	18	between	between	ADP
afs-135986	62	19	the	the	DET
afs-135986	62	20	ridges	ridge	NOUN
afs-135986	62	21	of	of	ADP
afs-135986	62	22	75	75	NUM
afs-135986	62	23	cm	cm	NOUN
afs-135986	62	24	.	.	PUNCT
afs-135986	63	1	the	the	DET
afs-135986	63	2	main	main	ADJ
afs-135986	63	3	purpose	purpose	NOUN
afs-135986	63	4	of	of	ADP
afs-135986	63	5	the	the	DET
afs-135986	63	6	roots	root	NOUN
afs-135986	63	7	were	be	AUX
afs-135986	63	8	fresh	fresh	ADJ
afs-135986	63	9	consumption	consumption	NOUN
afs-135986	63	10	,	,	PUNCT
afs-135986	63	11	storage	storage	NOUN
afs-135986	63	12	and	and	CCONJ
afs-135986	63	13	processing	processing	NOUN
afs-135986	63	14	for	for	ADP
afs-135986	63	15	:	:	PUNCT
afs-135986	63	16	juices	juice	NOUN
afs-135986	63	17	,	,	PUNCT
afs-135986	63	18	frozen	frozen	ADJ
afs-135986	63	19	food	food	NOUN
afs-135986	63	20	,	,	PUNCT
afs-135986	63	21	cubes	cube	NOUN
afs-135986	63	22	and	and	CCONJ
afs-135986	63	23	slices	slice	NOUN
afs-135986	63	24	.	.	PUNCT
afs-135986	64	1	the	the	DET
afs-135986	64	2	carrot	carrot	NOUN
afs-135986	64	3	harvest	harvest	NOUN
afs-135986	64	4	from	from	ADP
afs-135986	64	5	the	the	DET
afs-135986	64	6	fields	field	NOUN
afs-135986	64	7	was	be	AUX
afs-135986	64	8	performed	perform	VERB
afs-135986	64	9	in	in	ADP
afs-135986	64	10	one	one	NUM
afs-135986	64	11	stage	stage	NOUN
afs-135986	64	12	,	,	PUNCT
afs-135986	64	13	which	which	PRON
afs-135986	64	14	was	be	AUX
afs-135986	64	15	significant	significant	ADJ
afs-135986	64	16	for	for	ADP
afs-135986	64	17	the	the	DET
afs-135986	64	18	possible	possible	ADJ
afs-135986	64	19	mechanical	mechanical	ADJ
afs-135986	64	20	damage	damage	NOUN
afs-135986	64	21	.	.	PUNCT
afs-135986	65	1	figure	figure	NOUN
afs-135986	65	2	1	1	NUM
afs-135986	65	3	presents	present	NOUN
afs-135986	65	4	example	example	NOUN
afs-135986	65	5	images	image	NOUN
afs-135986	65	6	of	of	ADP
afs-135986	65	7	carrot	carrot	NOUN
afs-135986	65	8	roots	root	NOUN
afs-135986	65	9	collected	collect	VERB
afs-135986	65	10	from	from	ADP
afs-135986	65	11	the	the	DET
afs-135986	65	12	fields	field	NOUN
afs-135986	65	13	.	.	PUNCT
afs-135986	66	1	figure	figure	VERB
afs-135986	66	2	1a	1a	PROPN
afs-135986	66	3	presents	present	VERB
afs-135986	66	4	the	the	DET
afs-135986	66	5	cylindrical	cylindrical	ADJ
afs-135986	66	6	(	(	PUNCT
afs-135986	66	7	correct	correct	ADJ
afs-135986	66	8	)	)	PUNCT
afs-135986	66	9	shape	shape	NOUN
afs-135986	66	10	of	of	ADP
afs-135986	66	11	the	the	DET
afs-135986	66	12	root	root	NOUN
afs-135986	66	13	,	,	PUNCT
afs-135986	66	14	without	without	ADP
afs-135986	66	15	damage	damage	NOUN
afs-135986	66	16	and	and	CCONJ
afs-135986	66	17	deformations	deformation	NOUN
afs-135986	66	18	,	,	PUNCT
afs-135986	66	19	which	which	PRON
afs-135986	66	20	is	be	AUX
afs-135986	66	21	evaluated	evaluate	VERB
afs-135986	66	22	and	and	CCONJ
afs-135986	66	23	classified	classify	VERB
afs-135986	66	24	to	to	ADP
afs-135986	66	25	the	the	DET
afs-135986	66	26	appropriate	appropriate	ADJ
afs-135986	66	27	quality	quality	NOUN
afs-135986	66	28	class	class	NOUN
afs-135986	66	29	.	.	PUNCT
afs-135986	67	1	on	on	ADP
afs-135986	67	2	the	the	DET
afs-135986	67	3	other	other	ADJ
afs-135986	67	4	hand	hand	NOUN
afs-135986	67	5	,	,	PUNCT
afs-135986	67	6	figures	figure	VERB
afs-135986	67	7	1b	1b	NUM
afs-135986	67	8	to	to	ADP
afs-135986	67	9	1e	1e	PROPN
afs-135986	67	10	present	present	ADJ
afs-135986	67	11	carrot	carrot	NOUN
afs-135986	67	12	roots	root	NOUN
afs-135986	67	13	that	that	PRON
afs-135986	67	14	are	be	AUX
afs-135986	67	15	:	:	PUNCT
afs-135986	67	16	broken	broken	ADJ
afs-135986	67	17	(	(	PUNCT
afs-135986	67	18	fig	fig	NOUN
afs-135986	67	19	.	.	PUNCT
afs-135986	68	1	1b	1b	NUM
afs-135986	68	2	)	)	PUNCT
afs-135986	68	3	,	,	PUNCT
afs-135986	69	1	cracked	crack	VERB
afs-135986	69	2	(	(	PUNCT
afs-135986	69	3	fig	fig	NOUN
afs-135986	69	4	.	.	PUNCT
afs-135986	70	1	1c	1c	NOUN
afs-135986	70	2	)	)	PUNCT
afs-135986	71	1	,	,	PUNCT
afs-135986	71	2	deformed	deform	VERB
afs-135986	71	3	(	(	PUNCT
afs-135986	71	4	fig	fig	NOUN
afs-135986	71	5	.	.	PUNCT
afs-135986	71	6	1d	1d	NUM
afs-135986	71	7	)	)	PUNCT
afs-135986	72	1	and	and	CCONJ
afs-135986	72	2	bruised	bruise	VERB
afs-135986	72	3	(	(	PUNCT
afs-135986	72	4	fig	fig	NOUN
afs-135986	72	5	.	.	PUNCT
afs-135986	73	1	1e	1e	NUM
afs-135986	73	2	)	)	PUNCT
afs-135986	73	3	,	,	PUNCT
afs-135986	73	4	considered	consider	VERB
afs-135986	73	5	as	as	ADP
afs-135986	73	6	out	out	ADP
afs-135986	73	7	of	of	ADP
afs-135986	73	8	class	class	NOUN
afs-135986	73	9	in	in	ADP
afs-135986	73	10	terms	term	NOUN
afs-135986	73	11	of	of	ADP
afs-135986	73	12	quality	quality	NOUN
afs-135986	73	13	.	.	PUNCT
afs-135986	74	1	the	the	DET
afs-135986	74	2	carrot	carrot	NOUN
afs-135986	74	3	root	root	NOUN
afs-135986	74	4	photographs	photograph	NOUN
afs-135986	74	5	were	be	AUX
afs-135986	74	6	taken	take	VERB
afs-135986	74	7	with	with	ADP
afs-135986	74	8	a	a	DET
afs-135986	74	9	digital	digital	ADJ
afs-135986	74	10	camera	camera	NOUN
afs-135986	74	11	equipped	equip	VERB
afs-135986	74	12	with	with	ADP
afs-135986	74	13	a	a	DET
afs-135986	74	14	1/2.3	1/2.3	NUM
afs-135986	74	15	-	-	PUNCT
afs-135986	74	16	inch	inch	NOUN
afs-135986	74	17	sensor	sensor	NOUN
afs-135986	74	18	with	with	ADP
afs-135986	74	19	the	the	DET
afs-135986	74	20	resolution	resolution	NOUN
afs-135986	74	21	of	of	ADP
afs-135986	74	22	4288	4288	NUM
afs-135986	74	23	×	×	PROPN
afs-135986	74	24	3216	3216	NUM
afs-135986	74	25	(	(	PUNCT
afs-135986	74	26	14	14	NUM
afs-135986	74	27	million	million	NUM
afs-135986	74	28	)	)	PUNCT
afs-135986	74	29	pixels	pixel	NOUN
afs-135986	74	30	and	and	CCONJ
afs-135986	74	31	a	a	DET
afs-135986	74	32	36x	36x	NUM
afs-135986	74	33	optical	optical	ADJ
afs-135986	74	34	zoom	zoom	NOUN
afs-135986	74	35	.	.	PUNCT
afs-135986	75	1	the	the	DET
afs-135986	75	2	shortest	short	ADJ
afs-135986	75	3	focal	focal	ADJ
afs-135986	75	4	length	length	NOUN
afs-135986	75	5	of	of	ADP
afs-135986	75	6	the	the	DET
afs-135986	75	7	camera	camera	NOUN
afs-135986	75	8	was	be	AUX
afs-135986	75	9	24	24	NUM
afs-135986	75	10	mm	mm	NOUN
afs-135986	75	11	,	,	PUNCT
afs-135986	75	12	which	which	PRON
afs-135986	75	13	corresponded	correspond	VERB
afs-135986	75	14	to	to	ADP
afs-135986	75	15	its	its	PRON
afs-135986	75	16	maximum	maximum	ADJ
afs-135986	75	17	aperture	aperture	NOUN
afs-135986	75	18	value	value	NOUN
afs-135986	75	19	of	of	ADP
afs-135986	75	20	1:2.9	1:2.9	NUM
afs-135986	75	21	.	.	PUNCT
afs-135986	76	1	the	the	DET
afs-135986	76	2	carrot	carrot	NOUN
afs-135986	76	3	root	root	NOUN
afs-135986	76	4	imaging	imaging	NOUN
afs-135986	76	5	was	be	AUX
afs-135986	76	6	performed	perform	VERB
afs-135986	76	7	using	use	VERB
afs-135986	76	8	maximum	maximum	ADJ
afs-135986	76	9	zoom	zoom	NOUN
afs-135986	76	10	,	,	PUNCT
afs-135986	76	11	and	and	CCONJ
afs-135986	76	12	the	the	DET
afs-135986	76	13	imaging	imaging	NOUN
afs-135986	76	14	surface	surface	NOUN
afs-135986	76	15	,	,	PUNCT
afs-135986	76	16	at	at	ADP
afs-135986	76	17	which	which	PRON
afs-135986	76	18	the	the	DET
afs-135986	76	19	roots	root	NOUN
afs-135986	76	20	were	be	AUX
afs-135986	76	21	placed	place	VERB
afs-135986	76	22	was	be	AUX
afs-135986	76	23	located	locate	VERB
afs-135986	76	24	at	at	ADP
afs-135986	76	25	50	50	NUM
afs-135986	76	26	cm	cm	NOUN
afs-135986	76	27	from	from	ADP
afs-135986	76	28	the	the	DET
afs-135986	76	29	lens	len	NOUN
afs-135986	76	30	.	.	PUNCT
afs-135986	77	1	the	the	DET
afs-135986	77	2	imaging	imaging	NOUN
afs-135986	77	3	was	be	AUX
afs-135986	77	4	performed	perform	VERB
afs-135986	77	5	in	in	ADP
afs-135986	77	6	a	a	DET
afs-135986	77	7	chamber	chamber	NOUN
afs-135986	77	8	with	with	ADP
afs-135986	77	9	black	black	ADJ
afs-135986	77	10	and	and	CCONJ
afs-135986	77	11	non	non	ADJ
afs-135986	77	12	-	-	ADJ
afs-135986	77	13	reflective	reflective	ADJ
afs-135986	77	14	surface	surface	NOUN
afs-135986	77	15	,	,	PUNCT
afs-135986	77	16	illuminated	illuminate	VERB
afs-135986	77	17	with	with	ADP
afs-135986	77	18	three	three	NUM
afs-135986	77	19	sources	source	NOUN
afs-135986	77	20	of	of	ADP
afs-135986	77	21	light	light	NOUN
afs-135986	77	22	and	and	CCONJ
afs-135986	77	23	intensity	intensity	NOUN
afs-135986	77	24	of	of	ADP
afs-135986	77	25	800	800	NUM
afs-135986	77	26	lumens	lumen	NOUN
afs-135986	77	27	.	.	PUNCT
afs-135986	78	1	the	the	DET
afs-135986	78	2	photograph	photograph	NOUN
afs-135986	78	3	files	file	NOUN
afs-135986	78	4	were	be	AUX
afs-135986	78	5	saved	save	VERB
afs-135986	78	6	in	in	ADP
afs-135986	78	7	the	the	DET
afs-135986	78	8	internal	internal	ADJ
afs-135986	78	9	memory	memory	NOUN
afs-135986	78	10	of	of	ADP
afs-135986	78	11	the	the	DET
afs-135986	78	12	camera	camera	NOUN
afs-135986	78	13	,	,	PUNCT
afs-135986	78	14	and	and	CCONJ
afs-135986	78	15	then	then	ADV
afs-135986	78	16	in	in	ADP
afs-135986	78	17	96	96	NUM
afs-135986	78	18	dpi	dpi	NOUN
afs-135986	78	19	resolution	resolution	NOUN
afs-135986	78	20	and	and	CCONJ
afs-135986	78	21	dimensions	dimension	NOUN
afs-135986	78	22	2139	2139	NUM
afs-135986	78	23	×	×	NOUN
afs-135986	78	24	1888	1888	NUM
afs-135986	78	25	in	in	ADP
afs-135986	78	26	the	the	DET
afs-135986	78	27	memory	memory	NOUN
afs-135986	78	28	of	of	ADP
afs-135986	78	29	a	a	DET
afs-135986	78	30	computer	computer	NOUN
afs-135986	78	31	.	.	PUNCT
afs-135986	79	1	table	table	NOUN
afs-135986	79	2	1	1	NUM
afs-135986	79	3	.	.	PUNCT
afs-135986	79	4	criteria	criterion	NOUN
afs-135986	79	5	for	for	ADP
afs-135986	79	6	classifying	classify	VERB
afs-135986	79	7	carrot	carrot	NOUN
afs-135986	79	8	roots	root	NOUN
afs-135986	79	9	parameter	parameter	NOUN
afs-135986	79	10	diameter	diameter	NOUN
afs-135986	79	11	mass	mass	NOUN
afs-135986	79	12	difference	difference	NOUN
afs-135986	79	13	in	in	ADP
afs-135986	79	14	diameter	diameter	NOUN
afs-135986	79	15	of	of	ADP
afs-135986	79	16	carrot	carrot	NOUN
afs-135986	79	17	roots	root	NOUN
afs-135986	79	18	per	per	ADP
afs-135986	79	19	unit	unit	NOUN
afs-135986	79	20	weight	weight	NOUN
afs-135986	79	21	difference	difference	NOUN
afs-135986	79	22	in	in	ADP
afs-135986	79	23	weight	weight	NOUN
afs-135986	79	24	of	of	ADP
afs-135986	79	25	carrot	carrot	NOUN
afs-135986	79	26	roots	root	NOUN
afs-135986	79	27	per	per	ADP
afs-135986	79	28	unit	unit	NOUN
afs-135986	79	29	weight	weight	NOUN
afs-135986	79	30	quality	quality	NOUN
afs-135986	79	31	tolerance	tolerance	NOUN
afs-135986	79	32	size	size	NOUN
afs-135986	79	33	tolerance	tolerance	NOUN
afs-135986	79	34	class	class	NOUN
afs-135986	79	35	(	(	PUNCT
afs-135986	79	36	mm	mm	NOUN
afs-135986	79	37	)	)	PUNCT
afs-135986	79	38	(	(	PUNCT
afs-135986	79	39	g	g	NOUN
afs-135986	79	40	)	)	PUNCT
afs-135986	79	41	(	(	PUNCT
afs-135986	79	42	mm	mm	INTJ
afs-135986	79	43	)	)	PUNCT
afs-135986	79	44	(	(	PUNCT
afs-135986	79	45	g	g	NOUN
afs-135986	79	46	)	)	PUNCT
afs-135986	79	47	(	(	PUNCT
afs-135986	79	48	%	%	INTJ
afs-135986	79	49	)	)	PUNCT
afs-135986	79	50	(	(	PUNCT
afs-135986	79	51	%	%	INTJ
afs-135986	79	52	)	)	PUNCT
afs-135986	79	53	extra	extra	ADJ
afs-135986	79	54	class	class	NOUN
afs-135986	79	55	30–45	30–45	NUM
afs-135986	79	56	50–200	50–200	NUM
afs-135986	79	57	20	20	NUM
afs-135986	79	58	150	150	NUM
afs-135986	79	59	5	5	NUM
afs-135986	79	60	–	–	PUNCT
afs-135986	79	61	first	first	ADJ
afs-135986	79	62	class	class	NOUN
afs-135986	79	63	>	>	X
afs-135986	79	64	30	30	NUM
afs-135986	79	65	>	>	SYM
afs-135986	79	66	50	50	NUM
afs-135986	79	67	30	30	NUM
afs-135986	79	68	200	200	NUM
afs-135986	79	69	10	10	NUM
afs-135986	79	70	10	10	NUM
afs-135986	79	71	second	second	ADJ
afs-135986	79	72	class	class	NOUN
afs-135986	79	73	>	>	NOUN
afs-135986	79	74	30	30	NUM
afs-135986	79	75	>	>	SYM
afs-135986	79	76	50	50	NUM
afs-135986	79	77	–	–	PUNCT
afs-135986	79	78	–	–	PUNCT
afs-135986	79	79	10	10	NUM
afs-135986	79	80	10	10	NUM
afs-135986	79	81	source	source	NOUN
afs-135986	79	82	:	:	PUNCT
afs-135986	79	83	(	(	PUNCT
afs-135986	79	84	we	we	PRON
afs-135986	79	85	)	)	PUNCT
afs-135986	79	86	nr	nr	PROPN
afs-135986	79	87	730/1999	730/1999	NUM
afs-135986	79	88	p.	p.	NOUN
afs-135986	79	89	rybacki	rybacki	NOUN
afs-135986	79	90	et	et	PROPN
afs-135986	79	91	al	al	PROPN
afs-135986	79	92	.	.	PROPN
afs-135986	80	1	43	43	NUM
afs-135986	80	2	457	457	NUM
afs-135986	80	3	photographs	photograph	NOUN
afs-135986	80	4	of	of	ADP
afs-135986	80	5	carrot	carrot	NOUN
afs-135986	80	6	roots	root	NOUN
afs-135986	80	7	were	be	AUX
afs-135986	80	8	made	make	VERB
afs-135986	80	9	(	(	PUNCT
afs-135986	80	10	436	436	NUM
afs-135986	80	11	had	have	AUX
afs-135986	80	12	normal	normal	ADJ
afs-135986	80	13	shape	shape	NOUN
afs-135986	80	14	and	and	CCONJ
afs-135986	80	15	21	21	NUM
afs-135986	80	16	had	have	VERB
afs-135986	80	17	damage	damage	NOUN
afs-135986	80	18	or	or	CCONJ
afs-135986	80	19	deformations	deformation	NOUN
afs-135986	80	20	)	)	PUNCT
afs-135986	80	21	.	.	PUNCT
afs-135986	81	1	table	table	NOUN
afs-135986	81	2	2	2	NUM
afs-135986	81	3	lists	list	VERB
afs-135986	81	4	a	a	DET
afs-135986	81	5	random	random	ADJ
afs-135986	81	6	numbering	numbering	NOUN
afs-135986	81	7	of	of	ADP
afs-135986	81	8	the	the	DET
afs-135986	81	9	photographs	photograph	NOUN
afs-135986	81	10	and	and	CCONJ
afs-135986	81	11	root	root	NOUN
afs-135986	81	12	characteristics	characteristic	NOUN
afs-135986	81	13	.	.	PUNCT
afs-135986	82	1	the	the	DET
afs-135986	82	2	carrot	carrot	NOUN
afs-135986	82	3	root	root	NOUN
afs-135986	82	4	length	length	NOUN
afs-135986	82	5	and	and	CCONJ
afs-135986	82	6	diameter	diameter	NOUN
afs-135986	82	7	were	be	AUX
afs-135986	82	8	measured	measure	VERB
afs-135986	82	9	with	with	ADP
afs-135986	82	10	calipers	caliper	NOUN
afs-135986	82	11	with	with	ADP
afs-135986	82	12	electronic	electronic	ADJ
afs-135986	82	13	display	display	NOUN
afs-135986	82	14	and	and	CCONJ
afs-135986	82	15	±0.01	±0.01	NOUN
afs-135986	82	16	mm	mm	PROPN
afs-135986	82	17	accuracy	accuracy	NOUN
afs-135986	82	18	,	,	PUNCT
afs-135986	82	19	and	and	CCONJ
afs-135986	82	20	the	the	DET
afs-135986	82	21	weight	weight	NOUN
afs-135986	82	22	was	be	AUX
afs-135986	82	23	measured	measure	VERB
afs-135986	82	24	using	use	VERB
afs-135986	82	25	a	a	DET
afs-135986	82	26	laboratory	laboratory	NOUN
afs-135986	82	27	scale	scale	NOUN
afs-135986	82	28	with	with	ADP
afs-135986	82	29	±0.01	±0.01	PROPN
afs-135986	82	30	g	g	NOUN
afs-135986	82	31	accuracy	accuracy	NOUN
afs-135986	82	32	.	.	PUNCT
afs-135986	83	1	image	image	NOUN
afs-135986	83	2	preprocessing	preprocessing	NOUN
afs-135986	83	3	in	in	ADP
afs-135986	83	4	its	its	PRON
afs-135986	83	5	most	most	ADV
afs-135986	83	6	simple	simple	ADJ
afs-135986	83	7	,	,	PUNCT
afs-135986	83	8	single	single	ADJ
afs-135986	83	9	-	-	PUNCT
afs-135986	83	10	channel	channel	NOUN
afs-135986	83	11	form	form	NOUN
afs-135986	83	12	(	(	PUNCT
afs-135986	83	13	e.g.	e.g.	ADV
afs-135986	83	14	black	black	ADJ
afs-135986	83	15	and	and	CCONJ
afs-135986	83	16	white	white	ADJ
afs-135986	83	17	,	,	PUNCT
afs-135986	83	18	grey	grey	ADJ
afs-135986	83	19	scale	scale	NOUN
afs-135986	83	20	,	,	PUNCT
afs-135986	83	21	binary	binary	ADJ
afs-135986	83	22	or	or	CCONJ
afs-135986	83	23	monochromatic	monochromatic	ADJ
afs-135986	83	24	)	)	PUNCT
afs-135986	83	25	image	image	NOUN
afs-135986	83	26	is	be	AUX
afs-135986	83	27	a	a	DET
afs-135986	83	28	two	two	NUM
afs-135986	83	29	-	-	PUNCT
afs-135986	83	30	dimensional	dimensional	ADJ
afs-135986	83	31	function	function	NOUN
afs-135986	83	32	f(x	f(x	PROPN
afs-135986	83	33	,	,	PUNCT
afs-135986	83	34	y	y	NOUN
afs-135986	83	35	)	)	PUNCT
afs-135986	83	36	reproducing	reproduce	VERB
afs-135986	83	37	a	a	DET
afs-135986	83	38	pair	pair	NOUN
afs-135986	83	39	of	of	ADP
afs-135986	83	40	coordinates	coordinate	NOUN
afs-135986	83	41	via	via	ADP
afs-135986	83	42	a	a	DET
afs-135986	83	43	real	real	ADJ
afs-135986	83	44	number	number	NOUN
afs-135986	83	45	,	,	PUNCT
afs-135986	83	46	which	which	PRON
afs-135986	83	47	is	be	AUX
afs-135986	83	48	linked	link	VERB
afs-135986	83	49	to	to	ADP
afs-135986	83	50	the	the	DET
afs-135986	83	51	intensity	intensity	NOUN
afs-135986	83	52	(	(	PUNCT
afs-135986	83	53	colour	colour	NOUN
afs-135986	83	54	)	)	PUNCT
afs-135986	83	55	of	of	ADP
afs-135986	83	56	a	a	DET
afs-135986	83	57	given	give	VERB
afs-135986	83	58	point	point	NOUN
afs-135986	83	59	.	.	PUNCT
afs-135986	84	1	the	the	DET
afs-135986	84	2	image	image	NOUN
afs-135986	84	3	can	can	AUX
afs-135986	84	4	have	have	VERB
afs-135986	84	5	numerous	numerous	ADJ
afs-135986	84	6	channels	channel	NOUN
afs-135986	84	7	,	,	PUNCT
afs-135986	84	8	such	such	ADJ
afs-135986	84	9	as	as	ADP
afs-135986	84	10	rgb	rgb	PROPN
afs-135986	84	11	colour	colour	NOUN
afs-135986	84	12	image	image	NOUN
afs-135986	84	13	,	,	PUNCT
afs-135986	84	14	where	where	SCONJ
afs-135986	84	15	colour	colour	NOUN
afs-135986	84	16	is	be	AUX
afs-135986	84	17	fig	fig	NOUN
afs-135986	84	18	.	.	PUNCT
afs-135986	85	1	1	1	X
afs-135986	85	2	.	.	NUM
afs-135986	85	3	pictured	picture	VERB
afs-135986	85	4	carrot	carrot	NOUN
afs-135986	85	5	roots	root	NOUN
afs-135986	85	6	:	:	PUNCT
afs-135986	85	7	a	a	X
afs-135986	85	8	)	)	PUNCT
afs-135986	85	9	normal	normal	ADJ
afs-135986	85	10	(	(	PUNCT
afs-135986	85	11	nl	nl	NOUN
afs-135986	85	12	)	)	PUNCT
afs-135986	85	13	,	,	PUNCT
afs-135986	85	14	b	b	X
afs-135986	85	15	)	)	PUNCT
afs-135986	85	16	broken	broken	ADJ
afs-135986	85	17	(	(	PUNCT
afs-135986	85	18	bn	bn	NOUN
afs-135986	85	19	)	)	PUNCT
afs-135986	85	20	,	,	PUNCT
afs-135986	85	21	c	c	X
afs-135986	85	22	)	)	PUNCT
afs-135986	85	23	crack	crack	NOUN
afs-135986	85	24	(	(	PUNCT
afs-135986	85	25	ck	ck	NOUN
afs-135986	85	26	)	)	PUNCT
afs-135986	85	27	,	,	PUNCT
afs-135986	85	28	d	d	X
afs-135986	85	29	)	)	PUNCT
afs-135986	85	30	malformation	malformation	NOUN
afs-135986	85	31	(	(	PUNCT
afs-135986	85	32	mn	mn	PROPN
afs-135986	85	33	)	)	PUNCT
afs-135986	85	34	,	,	PUNCT
afs-135986	85	35	e	e	X
afs-135986	85	36	)	)	PUNCT
afs-135986	85	37	bruise	bruise	NOUN
afs-135986	85	38	(	(	PUNCT
afs-135986	85	39	be	be	NOUN
afs-135986	85	40	)	)	PUNCT
afs-135986	85	41	table	table	NOUN
afs-135986	85	42	2	2	NUM
afs-135986	85	43	.	.	PUNCT
afs-135986	85	44	codes	code	NOUN
afs-135986	85	45	,	,	PUNCT
afs-135986	85	46	real	real	ADJ
afs-135986	85	47	geometric	geometric	ADJ
afs-135986	85	48	sizes	size	NOUN
afs-135986	85	49	and	and	CCONJ
afs-135986	85	50	mass	mass	NOUN
afs-135986	85	51	of	of	ADP
afs-135986	85	52	carrot	carrot	NOUN
afs-135986	85	53	roots	root	NOUN
afs-135986	85	54	imaged	image	VERB
afs-135986	85	55	code	code	NOUN
afs-135986	85	56	root	root	NOUN
afs-135986	85	57	shape	shape	NOUN
afs-135986	85	58	diameter	diameter	NOUN
afs-135986	85	59	(	(	PUNCT
afs-135986	85	60	mm	mm	NOUN
afs-135986	85	61	)	)	PUNCT
afs-135986	85	62	length	length	NOUN
afs-135986	85	63	(	(	PUNCT
afs-135986	85	64	mm	mm	NOUN
afs-135986	85	65	)	)	PUNCT
afs-135986	85	66	mass	mass	NOUN
afs-135986	85	67	(	(	PUNCT
afs-135986	85	68	g	g	NOUN
afs-135986	85	69	)	)	PUNCT
afs-135986	85	70	discoloration	discoloration	NOUN
afs-135986	85	71	class	class	NOUN
afs-135986	85	72	carrot-001	carrot-001	NOUN
afs-135986	85	73	nl	nl	PROPN
afs-135986	85	74	34.81	34.81	NUM
afs-135986	85	75	208.54	208.54	NUM
afs-135986	85	76	156.75	156.75	NUM
afs-135986	85	77	no	no	DET
afs-135986	85	78	extra	extra	ADJ
afs-135986	85	79	class	class	NOUN
afs-135986	85	80	carrot-002	carrot-002	NOUN
afs-135986	85	81	nl	nl	PROPN
afs-135986	85	82	36.12	36.12	NUM
afs-135986	85	83	211.32	211.32	NUM
afs-135986	85	84	204.34	204.34	NUM
afs-135986	85	85	no	no	DET
afs-135986	85	86	first	first	ADJ
afs-135986	85	87	class	class	NOUN
afs-135986	85	88	carrot-003	carrot-003	NOUN
afs-135986	85	89	nl	nl	PROPN
afs-135986	85	90	27.31	27.31	NUM
afs-135986	85	91	151.83	151.83	NUM
afs-135986	85	92	133.66	133.66	NUM
afs-135986	85	93	no	no	PRON
afs-135986	85	94	not	not	PART
afs-135986	85	95	classified	classify	VERB
afs-135986	85	96	carrot-004	carrot-004	VERB
afs-135986	85	97	nl	nl	NOUN
afs-135986	85	98	42.73	42.73	NUM
afs-135986	85	99	202.74	202.74	NUM
afs-135986	85	100	198.25	198.25	NUM
afs-135986	85	101	no	no	DET
afs-135986	85	102	first	first	ADJ
afs-135986	85	103	class	class	NOUN
afs-135986	85	104	carrot-005	carrot-005	NOUN
afs-135986	85	105	bn	bn	PROPN
afs-135986	85	106	44.92	44.92	NUM
afs-135986	85	107	194.26	194.26	NUM
afs-135986	85	108	199.04	199.04	NUM
afs-135986	85	109	no	no	DET
afs-135986	85	110	not	not	PART
afs-135986	85	111	classified	classify	VERB
afs-135986	85	112	carrot-006	carrot-006	ADJ
afs-135986	85	113	nl	nl	NOUN
afs-135986	85	114	35.24	35.24	NUM
afs-135986	85	115	163.07	163.07	NUM
afs-135986	85	116	162.60	162.60	NUM
afs-135986	85	117	no	no	DET
afs-135986	85	118	first	first	ADJ
afs-135986	85	119	class	class	NOUN
afs-135986	85	120	carrot-007	carrot-007	NOUN
afs-135986	85	121	nl	nl	PROPN
afs-135986	85	122	33.42	33.42	NUM
afs-135986	85	123	187.55	187.55	NUM
afs-135986	85	124	155.05	155.05	NUM
afs-135986	85	125	no	no	DET
afs-135986	85	126	extra	extra	ADJ
afs-135986	85	127	class	class	NOUN
afs-135986	85	128	carrot-008	carrot-008	NOUN
afs-135986	85	129	nl	nl	PROPN
afs-135986	85	130	36.73	36.73	NUM
afs-135986	85	131	197.89	197.89	NUM
afs-135986	85	132	189.36	189.36	NUM
afs-135986	85	133	no	no	DET
afs-135986	85	134	extra	extra	ADJ
afs-135986	85	135	class	class	NOUN
afs-135986	85	136	carrot-009	carrot-009	NOUN
afs-135986	85	137	nl	nl	PROPN
afs-135986	85	138	44.01	44.01	NUM
afs-135986	85	139	210.04	210.04	NUM
afs-135986	85	140	198.42	198.42	NUM
afs-135986	85	141	no	no	DET
afs-135986	85	142	first	first	ADJ
afs-135986	85	143	class	class	NOUN
afs-135986	85	144	carrot-010	carrot-010	NOUN
afs-135986	85	145	be	be	VERB
afs-135986	85	146	32.37	32.37	NUM
afs-135986	85	147	177.42	177.42	NUM
afs-135986	85	148	153.99	153.99	NUM
afs-135986	85	149	greening	greening	NOUN
afs-135986	85	150	not	not	PART
afs-135986	85	151	classified	classified	ADJ
afs-135986	85	152	…	…	PUNCT
afs-135986	85	153	…	…	PUNCT
afs-135986	85	154	…	…	PUNCT
afs-135986	85	155	…	…	PUNCT
afs-135986	85	156	…	…	PUNCT
afs-135986	85	157	…	…	PUNCT
afs-135986	85	158	…	…	PUNCT
afs-135986	85	159	carrot-448	carrot-448	NOUN
afs-135986	85	160	nl	nl	NOUN
afs-135986	85	161	40.48	40.48	NUM
afs-135986	85	162	201.48	201.48	NUM
afs-135986	85	163	193.40	193.40	NUM
afs-135986	85	164	no	no	DET
afs-135986	85	165	first	first	ADJ
afs-135986	85	166	class	class	NOUN
afs-135986	85	167	carrot-449	carrot-449	NOUN
afs-135986	85	168	nl	nl	NOUN
afs-135986	85	169	37.77	37.77	NUM
afs-135986	85	170	179.33	179.33	NUM
afs-135986	85	171	185.18	185.18	NUM
afs-135986	85	172	no	no	DET
afs-135986	85	173	extra	extra	ADJ
afs-135986	85	174	class	class	NOUN
afs-135986	85	175	carrot-450	carrot-450	NOUN
afs-135986	85	176	nl	nl	PROPN
afs-135986	85	177	34.46	34.46	NUM
afs-135986	85	178	175.97	175.97	NUM
afs-135986	85	179	181.26	181.26	NUM
afs-135986	85	180	no	no	DET
afs-135986	85	181	extra	extra	ADJ
afs-135986	85	182	class	class	NOUN
afs-135986	85	183	carrot-451	carrot-451	ADJ
afs-135986	85	184	nl	nl	PROPN
afs-135986	85	185	37.16	37.16	NUM
afs-135986	85	186	186.66	186.66	NUM
afs-135986	85	187	188.23	188.23	NUM
afs-135986	85	188	no	no	DET
afs-135986	85	189	extra	extra	ADJ
afs-135986	85	190	class	class	NOUN
afs-135986	85	191	carrot-452	carrot-452	NOUN
afs-135986	85	192	nl	nl	PROPN
afs-135986	85	193	30.14	30.14	NUM
afs-135986	85	194	175.35	175.35	NUM
afs-135986	85	195	153.64	153.64	NUM
afs-135986	85	196	no	no	DET
afs-135986	85	197	extra	extra	ADJ
afs-135986	85	198	class	class	NOUN
afs-135986	85	199	carrot-453	carrot-453	NOUN
afs-135986	85	200	nl	nl	NOUN
afs-135986	85	201	31.66	31.66	NUM
afs-135986	85	202	171.84	171.84	NUM
afs-135986	85	203	154.65	154.65	NUM
afs-135986	85	204	no	no	DET
afs-135986	85	205	extra	extra	ADJ
afs-135986	85	206	class	class	NOUN
afs-135986	85	207	carrot-454	carrot-454	NOUN
afs-135986	85	208	nl	nl	NOUN
afs-135986	85	209	25.95	25.95	NUM
afs-135986	85	210	134.35	134.35	NUM
afs-135986	85	211	141.36	141.36	NUM
afs-135986	85	212	no	no	PRON
afs-135986	85	213	not	not	PART
afs-135986	85	214	classified	classify	VERB
afs-135986	85	215	carrot-455	carrot-455	ADJ
afs-135986	85	216	ck	ck	ADP
afs-135986	85	217	38.44	38.44	NUM
afs-135986	85	218	199.96	199.96	NUM
afs-135986	85	219	189.93	189.93	NUM
afs-135986	85	220	greening	greening	NOUN
afs-135986	85	221	not	not	PART
afs-135986	85	222	classified	classify	VERB
afs-135986	85	223	carrot-456	carrot-456	NOUN
afs-135986	85	224	nl	nl	PROPN
afs-135986	85	225	35.90	35.90	NUM
afs-135986	85	226	224.44	224.44	NUM
afs-135986	85	227	195.02	195.02	NUM
afs-135986	85	228	no	no	DET
afs-135986	85	229	extra	extra	ADJ
afs-135986	85	230	class	class	NOUN
afs-135986	85	231	carrot-457	carrot-457	NOUN
afs-135986	85	232	mn	mn	PROPN
afs-135986	85	233	28.02	28.02	NUM
afs-135986	85	234	205.26	205.26	NUM
afs-135986	85	235	197.64	197.64	NUM
afs-135986	85	236	no	no	PRON
afs-135986	85	237	not	not	PART
afs-135986	85	238	classified	classify	VERB
afs-135986	85	239	a	a	DET
afs-135986	85	240	)	)	PUNCT
afs-135986	85	241	b	b	NOUN
afs-135986	85	242	)	)	PUNCT
afs-135986	85	243	c	c	NOUN
afs-135986	85	244	)	)	PUNCT
afs-135986	85	245	d	d	NOUN
afs-135986	85	246	)	)	PUNCT
afs-135986	85	247	e	e	NOUN
afs-135986	85	248	)	)	PUNCT
afs-135986	85	249	agricultural	agricultural	ADJ
afs-135986	85	250	and	and	CCONJ
afs-135986	85	251	food	food	NOUN
afs-135986	85	252	science	science	NOUN
afs-135986	85	253	(	(	PUNCT
afs-135986	85	254	2024	2024	NUM
afs-135986	85	255	)	)	PUNCT
afs-135986	85	256	33	33	NUM
afs-135986	85	257	:	:	PUNCT
afs-135986	85	258	40–54	40–54	NUM
afs-135986	85	259	44	44	NUM
afs-135986	85	260	represented	represent	VERB
afs-135986	85	261	via	via	ADP
afs-135986	85	262	three	three	NUM
afs-135986	85	263	channels	channel	NOUN
afs-135986	85	264	:	:	PUNCT
afs-135986	85	265	red	red	ADJ
afs-135986	85	266	,	,	PUNCT
afs-135986	85	267	green	green	ADJ
afs-135986	85	268	and	and	CCONJ
afs-135986	85	269	blue	blue	ADJ
afs-135986	85	270	.	.	PUNCT
afs-135986	86	1	for	for	ADP
afs-135986	86	2	an	an	DET
afs-135986	86	3	rgb	rgb	PROPN
afs-135986	86	4	image	image	NOUN
afs-135986	86	5	,	,	PUNCT
afs-135986	86	6	every	every	DET
afs-135986	86	7	pixel	pixel	NOUN
afs-135986	86	8	on	on	ADP
afs-135986	86	9	the	the	DET
afs-135986	86	10	coordinates	coordinate	NOUN
afs-135986	86	11	(	(	PUNCT
afs-135986	86	12	x	x	X
afs-135986	86	13	,	,	PUNCT
afs-135986	86	14	y	y	PROPN
afs-135986	86	15	)	)	PUNCT
afs-135986	86	16	can	can	AUX
afs-135986	86	17	be	be	AUX
afs-135986	86	18	represented	represent	VERB
afs-135986	86	19	by	by	ADP
afs-135986	86	20	three	three	NUM
afs-135986	86	21	tuples	tuple	NOUN
afs-135986	86	22	(	(	PUNCT
afs-135986	86	23	irx	irx	INTJ
afs-135986	86	24	,	,	PUNCT
afs-135986	86	25	y	y	PROPN
afs-135986	86	26	,	,	PUNCT
afs-135986	86	27	igx	igx	PROPN
afs-135986	86	28	,	,	PUNCT
afs-135986	86	29	y	y	PROPN
afs-135986	86	30	,	,	PUNCT
afs-135986	86	31	ibx	ibx	PROPN
afs-135986	86	32	,	,	PUNCT
afs-135986	86	33	y	y	PROPN
afs-135986	86	34	)	)	PUNCT
afs-135986	86	35	.	.	PUNCT
afs-135986	87	1	in	in	ADP
afs-135986	87	2	order	order	NOUN
afs-135986	87	3	to	to	PART
afs-135986	87	4	be	be	AUX
afs-135986	87	5	able	able	ADJ
afs-135986	87	6	to	to	PART
afs-135986	87	7	process	process	VERB
afs-135986	87	8	it	it	PRON
afs-135986	87	9	,	,	PUNCT
afs-135986	87	10	the	the	DET
afs-135986	87	11	image	image	NOUN
afs-135986	87	12	f(x	f(x	PROPN
afs-135986	87	13	,	,	PUNCT
afs-135986	87	14	y	y	NOUN
afs-135986	87	15	)	)	PUNCT
afs-135986	87	16	is	be	AUX
afs-135986	87	17	digitalized	digitalize	VERB
afs-135986	87	18	in	in	ADP
afs-135986	87	19	spatial	spatial	ADJ
afs-135986	87	20	and	and	CCONJ
afs-135986	87	21	amplitude	amplitude	NOUN
afs-135986	87	22	terms	term	NOUN
afs-135986	87	23	.	.	PUNCT
afs-135986	88	1	digitalization	digitalization	NOUN
afs-135986	88	2	of	of	ADP
afs-135986	88	3	spatial	spatial	ADJ
afs-135986	88	4	coordinates	coordinate	NOUN
afs-135986	88	5	(	(	PUNCT
afs-135986	88	6	x	x	X
afs-135986	88	7	,	,	PUNCT
afs-135986	88	8	y	y	NOUN
afs-135986	88	9	)	)	PUNCT
afs-135986	88	10	is	be	AUX
afs-135986	88	11	defined	define	VERB
afs-135986	88	12	by	by	ADP
afs-135986	88	13	image	image	NOUN
afs-135986	88	14	sampling	sampling	NOUN
afs-135986	88	15	,	,	PUNCT
afs-135986	88	16	and	and	CCONJ
afs-135986	88	17	amplitude	amplitude	NOUN
afs-135986	88	18	digitalization	digitalization	NOUN
afs-135986	88	19	is	be	AUX
afs-135986	88	20	referred	refer	VERB
afs-135986	88	21	to	to	ADP
afs-135986	88	22	as	as	ADP
afs-135986	88	23	grey	grey	ADJ
afs-135986	88	24	level	level	NOUN
afs-135986	88	25	quantization	quantization	NOUN
afs-135986	88	26	.	.	PUNCT
afs-135986	89	1	the	the	DET
afs-135986	89	2	pixel	pixel	PROPN
afs-135986	89	3	value	value	NOUN
afs-135986	89	4	that	that	PRON
afs-135986	89	5	corresponds	correspond	VERB
afs-135986	89	6	to	to	ADP
afs-135986	89	7	a	a	DET
afs-135986	89	8	channel	channel	NOUN
afs-135986	89	9	is	be	AUX
afs-135986	89	10	typically	typically	ADV
afs-135986	89	11	represented	represent	VERB
afs-135986	89	12	as	as	ADP
afs-135986	89	13	a	a	DET
afs-135986	89	14	floating	float	VERB
afs-135986	89	15	-	-	PUNCT
afs-135986	89	16	point	point	NOUN
afs-135986	89	17	value	value	NOUN
afs-135986	89	18	from	from	ADP
afs-135986	89	19	the	the	DET
afs-135986	89	20	range	range	NOUN
afs-135986	89	21	0–1	0–1	NOUN
afs-135986	89	22	or	or	CCONJ
afs-135986	89	23	an	an	DET
afs-135986	89	24	absolute	absolute	ADJ
afs-135986	89	25	value	value	NOUN
afs-135986	89	26	from	from	ADP
afs-135986	89	27	the	the	DET
afs-135986	89	28	range	range	NOUN
afs-135986	89	29	0–255	0–255	PROPN
afs-135986	89	30	.	.	PUNCT
afs-135986	89	31	software	software	NOUN
afs-135986	89	32	to	to	PART
afs-135986	89	33	develop	develop	VERB
afs-135986	89	34	the	the	DET
afs-135986	89	35	carrot	carrot	NOUN
afs-135986	89	36	root	root	NOUN
afs-135986	89	37	classification	classification	NOUN
afs-135986	89	38	algorithms	algorithm	NOUN
afs-135986	89	39	,	,	PUNCT
afs-135986	89	40	the	the	DET
afs-135986	89	41	python	python	NOUN
afs-135986	89	42	3.9	3.9	NUM
afs-135986	89	43	programming	programming	NOUN
afs-135986	89	44	language	language	NOUN
afs-135986	89	45	was	be	AUX
afs-135986	89	46	used	use	VERB
afs-135986	89	47	with	with	ADP
afs-135986	89	48	libraries	library	NOUN
afs-135986	89	49	(	(	PUNCT
afs-135986	89	50	programming	programming	NOUN
afs-135986	89	51	environments	environment	NOUN
afs-135986	89	52	)	)	PUNCT
afs-135986	89	53	for	for	ADP
afs-135986	89	54	scientific	scientific	ADJ
afs-135986	89	55	calculations	calculation	NOUN
afs-135986	89	56	:	:	PUNCT
afs-135986	89	57	scikit	scikit	NOUN
afs-135986	89	58	-	-	PUNCT
afs-135986	89	59	shape	shape	NOUN
afs-135986	89	60	,	,	PUNCT
afs-135986	89	61	numpy	numpy	NOUN
afs-135986	89	62	,	,	PUNCT
afs-135986	89	63	scipy	scipy	NOUN
afs-135986	89	64	,	,	PUNCT
afs-135986	89	65	keras	keras	PROPN
afs-135986	89	66	,	,	PUNCT
afs-135986	89	67	scipy	scipy	PROPN
afs-135986	89	68	,	,	PUNCT
afs-135986	89	69	tensorflow	tensorflow	NOUN
afs-135986	89	70	2.0	2.0	NUM
afs-135986	89	71	.	.	PUNCT
afs-135986	90	1	scikit	scikit	NOUN
afs-135986	90	2	-	-	PUNCT
afs-135986	90	3	shape	shape	NOUN
afs-135986	90	4	is	be	AUX
afs-135986	90	5	a	a	DET
afs-135986	90	6	python	python	NOUN
afs-135986	90	7	library	library	NOUN
afs-135986	90	8	intended	intend	VERB
afs-135986	90	9	for	for	ADP
afs-135986	90	10	the	the	DET
afs-135986	90	11	analysis	analysis	NOUN
afs-135986	90	12	and	and	CCONJ
afs-135986	90	13	identification	identification	NOUN
afs-135986	90	14	of	of	ADP
afs-135986	90	15	geometric	geometric	ADJ
afs-135986	90	16	shapes	shape	NOUN
afs-135986	90	17	in	in	ADP
afs-135986	90	18	computer	computer	NOUN
afs-135986	90	19	image	image	NOUN
afs-135986	90	20	analysis	analysis	NOUN
afs-135986	90	21	.	.	PUNCT
afs-135986	91	1	scikit	scikit	NOUN
afs-135986	91	2	-	-	PUNCT
afs-135986	91	3	shape	shape	NOUN
afs-135986	91	4	is	be	AUX
afs-135986	91	5	a	a	DET
afs-135986	91	6	python	python	NOUN
afs-135986	91	7	toolset	toolset	NOUN
afs-135986	91	8	for	for	ADP
afs-135986	91	9	image	image	NOUN
afs-135986	91	10	segmentation	segmentation	NOUN
afs-135986	91	11	,	,	PUNCT
afs-135986	91	12	detection	detection	NOUN
afs-135986	91	13	and	and	CCONJ
afs-135986	91	14	analysis	analysis	NOUN
afs-135986	91	15	of	of	ADP
afs-135986	91	16	shapes	shape	NOUN
afs-135986	91	17	,	,	PUNCT
afs-135986	91	18	creation	creation	NOUN
afs-135986	91	19	of	of	ADP
afs-135986	91	20	adaptive	adaptive	ADJ
afs-135986	91	21	curves	curve	NOUN
afs-135986	91	22	and	and	CCONJ
afs-135986	91	23	grid	grid	NOUN
afs-135986	91	24	of	of	ADP
afs-135986	91	25	objects	object	NOUN
afs-135986	91	26	.	.	PUNCT
afs-135986	92	1	it	it	PRON
afs-135986	92	2	is	be	AUX
afs-135986	92	3	based	base	VERB
afs-135986	92	4	on	on	ADP
afs-135986	92	5	numpy	numpy	NOUN
afs-135986	92	6	,	,	PUNCT
afs-135986	92	7	scipy	scipy	NOUN
afs-135986	92	8	,	,	PUNCT
afs-135986	92	9	numba	numba	PROPN
afs-135986	92	10	,	,	PUNCT
afs-135986	92	11	matplotlib	matplotlib	PROPN
afs-135986	92	12	,	,	PUNCT
afs-135986	92	13	meshpy	meshpy	ADJ
afs-135986	92	14	,	,	PUNCT
afs-135986	92	15	igraph	igraph	ADJ
afs-135986	92	16	packages	package	NOUN
afs-135986	92	17	,	,	PUNCT
afs-135986	92	18	enabling	enable	VERB
afs-135986	92	19	the	the	DET
afs-135986	92	20	conduct	conduct	NOUN
afs-135986	92	21	of	of	ADP
afs-135986	92	22	efficient	efficient	ADJ
afs-135986	92	23	calculations	calculation	NOUN
afs-135986	92	24	and	and	CCONJ
afs-135986	92	25	creation	creation	NOUN
afs-135986	92	26	of	of	ADP
afs-135986	92	27	clear	clear	ADJ
afs-135986	92	28	graphics	graphic	NOUN
afs-135986	92	29	.	.	PUNCT
afs-135986	93	1	the	the	DET
afs-135986	93	2	scikit	scikit	NOUN
afs-135986	93	3	-	-	PUNCT
afs-135986	93	4	shape	shape	NOUN
afs-135986	93	5	library	library	NOUN
afs-135986	93	6	offers	offer	VERB
afs-135986	93	7	shape	shape	NOUN
afs-135986	93	8	representation	representation	NOUN
afs-135986	93	9	,	,	PUNCT
afs-135986	93	10	comparison	comparison	NOUN
afs-135986	93	11	and	and	CCONJ
afs-135986	93	12	classification	classification	NOUN
afs-135986	93	13	functions	function	NOUN
afs-135986	93	14	and	and	CCONJ
afs-135986	93	15	constitutes	constitute	VERB
afs-135986	93	16	the	the	DET
afs-135986	93	17	basis	basis	NOUN
afs-135986	93	18	for	for	ADP
afs-135986	93	19	the	the	DET
afs-135986	93	20	developed	develop	VERB
afs-135986	93	21	model	model	NOUN
afs-135986	93	22	.	.	PUNCT
afs-135986	94	1	it	it	PRON
afs-135986	94	2	includes	include	VERB
afs-135986	94	3	such	such	ADJ
afs-135986	94	4	shape	shape	NOUN
afs-135986	94	5	descriptor	descriptor	NOUN
afs-135986	94	6	distinction	distinction	NOUN
afs-135986	94	7	methods	method	NOUN
afs-135986	94	8	as	as	ADP
afs-135986	94	9	:	:	PUNCT
afs-135986	94	10	fourier	fourier	NOUN
afs-135986	94	11	and	and	CCONJ
afs-135986	94	12	zernike	zernike	NOUN
afs-135986	94	13	,	,	PUNCT
afs-135986	94	14	which	which	PRON
afs-135986	94	15	are	be	AUX
afs-135986	94	16	numerical	numerical	ADJ
afs-135986	94	17	representations	representation	NOUN
afs-135986	94	18	of	of	ADP
afs-135986	94	19	shapes	shape	NOUN
afs-135986	94	20	used	use	VERB
afs-135986	94	21	for	for	ADP
afs-135986	94	22	analysis	analysis	NOUN
afs-135986	94	23	and	and	CCONJ
afs-135986	94	24	comparison	comparison	NOUN
afs-135986	94	25	.	.	PUNCT
afs-135986	95	1	these	these	DET
afs-135986	95	2	descriptors	descriptor	NOUN
afs-135986	95	3	can	can	AUX
afs-135986	95	4	be	be	AUX
afs-135986	95	5	used	use	VERB
afs-135986	95	6	to	to	PART
afs-135986	95	7	measure	measure	VERB
afs-135986	95	8	similarity	similarity	NOUN
afs-135986	95	9	or	or	CCONJ
afs-135986	95	10	difference	difference	NOUN
afs-135986	95	11	of	of	ADP
afs-135986	95	12	geometric	geometric	ADJ
afs-135986	95	13	shapes	shape	NOUN
afs-135986	95	14	,	,	PUNCT
afs-135986	95	15	which	which	PRON
afs-135986	95	16	is	be	AUX
afs-135986	95	17	important	important	ADJ
afs-135986	95	18	in	in	ADP
afs-135986	95	19	the	the	DET
afs-135986	95	20	case	case	NOUN
afs-135986	95	21	of	of	ADP
afs-135986	95	22	carrot	carrot	NOUN
afs-135986	95	23	root	root	NOUN
afs-135986	95	24	shape	shape	NOUN
afs-135986	95	25	classification	classification	NOUN
afs-135986	95	26	.	.	PUNCT
afs-135986	96	1	scipy	scipy	PROPN
afs-135986	96	2	is	be	AUX
afs-135986	96	3	an	an	DET
afs-135986	96	4	open	open	ADJ
afs-135986	96	5	-	-	PUNCT
afs-135986	96	6	source	source	NOUN
afs-135986	96	7	python	python	NOUN
afs-135986	96	8	library	library	NOUN
afs-135986	96	9	,	,	PUNCT
afs-135986	96	10	used	use	VERB
afs-135986	96	11	for	for	ADP
afs-135986	96	12	solving	solve	VERB
afs-135986	96	13	scientific	scientific	ADJ
afs-135986	96	14	and	and	CCONJ
afs-135986	96	15	mathematic	mathematic	ADJ
afs-135986	96	16	problems	problem	NOUN
afs-135986	96	17	.	.	PUNCT
afs-135986	97	1	it	it	PRON
afs-135986	97	2	is	be	AUX
afs-135986	97	3	built	build	VERB
afs-135986	97	4	on	on	ADP
afs-135986	97	5	the	the	DET
afs-135986	97	6	numpy	numpy	NOUN
afs-135986	97	7	extension	extension	NOUN
afs-135986	97	8	and	and	CCONJ
afs-135986	97	9	enables	enable	VERB
afs-135986	97	10	user	user	NOUN
afs-135986	97	11	to	to	PART
afs-135986	97	12	manipulate	manipulate	VERB
afs-135986	97	13	and	and	CCONJ
afs-135986	97	14	visualise	visualise	VERB
afs-135986	97	15	data	datum	NOUN
afs-135986	97	16	using	use	VERB
afs-135986	97	17	a	a	DET
afs-135986	97	18	wide	wide	ADJ
afs-135986	97	19	range	range	NOUN
afs-135986	97	20	of	of	ADP
afs-135986	97	21	high	high	ADJ
afs-135986	97	22	-	-	PUNCT
afs-135986	97	23	level	level	NOUN
afs-135986	97	24	commands	command	NOUN
afs-135986	97	25	.	.	PUNCT
afs-135986	98	1	numpy	numpy	NOUN
afs-135986	98	2	includes	include	VERB
afs-135986	98	3	array	array	NOUN
afs-135986	98	4	data	datum	NOUN
afs-135986	98	5	and	and	CCONJ
afs-135986	98	6	basic	basic	ADJ
afs-135986	98	7	operations	operation	NOUN
afs-135986	98	8	on	on	ADP
afs-135986	98	9	data	datum	NOUN
afs-135986	98	10	,	,	PUNCT
afs-135986	98	11	such	such	ADJ
afs-135986	98	12	as	as	ADP
afs-135986	98	13	sorting	sort	VERB
afs-135986	98	14	,	,	PUNCT
afs-135986	98	15	indexing	indexing	NOUN
afs-135986	98	16	etc	etc	X
afs-135986	98	17	.	.	PUNCT
afs-135986	99	1	the	the	DET
afs-135986	99	2	tensorflow	tensorflow	NOUN
afs-135986	99	3	2.0	2.0	NUM
afs-135986	99	4	library	library	NOUN
afs-135986	99	5	is	be	AUX
afs-135986	99	6	a	a	DET
afs-135986	99	7	scalable	scalable	ADJ
afs-135986	99	8	,	,	PUNCT
afs-135986	99	9	multi	multi	ADJ
afs-135986	99	10	-	-	ADJ
afs-135986	99	11	platform	platform	ADJ
afs-135986	99	12	programming	programming	NOUN
afs-135986	99	13	interface	interface	NOUN
afs-135986	99	14	used	use	VERB
afs-135986	99	15	to	to	PART
afs-135986	99	16	launch	launch	VERB
afs-135986	99	17	machine	machine	NOUN
afs-135986	99	18	learning	learning	NOUN
afs-135986	99	19	algorithms	algorithm	NOUN
afs-135986	99	20	.	.	PUNCT
afs-135986	100	1	on	on	ADP
afs-135986	100	2	the	the	DET
afs-135986	100	3	other	other	ADJ
afs-135986	100	4	hand	hand	NOUN
afs-135986	100	5	,	,	PUNCT
afs-135986	100	6	keras	keras	PROPN
afs-135986	100	7	is	be	AUX
afs-135986	100	8	a	a	DET
afs-135986	100	9	specialized	specialized	ADJ
afs-135986	100	10	api	api	NOUN
afs-135986	100	11	(	(	PUNCT
afs-135986	100	12	application	application	NOUN
afs-135986	100	13	programming	programming	NOUN
afs-135986	100	14	interface	interface	NOUN
afs-135986	100	15	)	)	PUNCT
afs-135986	100	16	intended	intend	VERB
afs-135986	100	17	for	for	ADP
afs-135986	100	18	the	the	DET
afs-135986	100	19	creation	creation	NOUN
afs-135986	100	20	of	of	ADP
afs-135986	100	21	neural	neural	ADJ
afs-135986	100	22	networks	network	NOUN
afs-135986	100	23	,	,	PUNCT
afs-135986	100	24	originally	originally	ADV
afs-135986	100	25	designed	design	VERB
afs-135986	100	26	as	as	ADP
afs-135986	100	27	an	an	DET
afs-135986	100	28	auxiliary	auxiliary	ADJ
afs-135986	100	29	class	class	NOUN
afs-135986	100	30	for	for	ADP
afs-135986	100	31	the	the	DET
afs-135986	100	32	tensorflow	tensorflow	NOUN
afs-135986	100	33	library	library	NOUN
afs-135986	100	34	.	.	PUNCT
afs-135986	101	1	loading	loading	NOUN
afs-135986	101	2	and	and	CCONJ
afs-135986	101	3	preliminary	preliminary	ADJ
afs-135986	101	4	processing	processing	NOUN
afs-135986	101	5	of	of	ADP
afs-135986	101	6	the	the	DET
afs-135986	101	7	data	datum	NOUN
afs-135986	101	8	set	set	VERB
afs-135986	101	9	the	the	DET
afs-135986	101	10	carrot	carrot	NOUN
afs-135986	101	11	root	root	NOUN
afs-135986	101	12	images	image	NOUN
afs-135986	101	13	made	make	VERB
afs-135986	101	14	are	be	AUX
afs-135986	101	15	loaded	load	VERB
afs-135986	101	16	to	to	ADP
afs-135986	101	17	numpy	numpy	NOUN
afs-135986	101	18	arrays	array	NOUN
afs-135986	101	19	using	use	VERB
afs-135986	101	20	character	character	NOUN
afs-135986	101	21	-	-	PUNCT
afs-135986	101	22	free	free	ADJ
afs-135986	101	23	,	,	PUNCT
afs-135986	101	24	8	8	NUM
afs-135986	101	25	-	-	PUNCT
afs-135986	101	26	bit	bit	NOUN
afs-135986	101	27	fix	fix	NOUN
afs-135986	101	28	point	point	NOUN
afs-135986	101	29	numbers	number	NOUN
afs-135986	101	30	,	,	PUNCT
afs-135986	101	31	assuming	assume	VERB
afs-135986	101	32	values	value	NOUN
afs-135986	101	33	in	in	ADP
afs-135986	101	34	the	the	DET
afs-135986	101	35	range	range	NOUN
afs-135986	101	36	(	(	PUNCT
afs-135986	101	37	0	0	NUM
afs-135986	101	38	,	,	PUNCT
afs-135986	101	39	255	255	NUM
afs-135986	101	40	)	)	PUNCT
afs-135986	101	41	.	.	PUNCT
afs-135986	102	1	two	two	NUM
afs-135986	102	2	tensorflow	tensorflow	NOUN
afs-135986	102	3	2.0	2.0	NUM
afs-135986	102	4	modules	module	NOUN
afs-135986	102	5	will	will	AUX
afs-135986	102	6	be	be	AUX
afs-135986	102	7	used	use	VERB
afs-135986	102	8	for	for	ADP
afs-135986	102	9	the	the	DET
afs-135986	102	10	preparation	preparation	NOUN
afs-135986	102	11	of	of	ADP
afs-135986	102	12	the	the	DET
afs-135986	102	13	data	datum	NOUN
afs-135986	102	14	set	set	VERB
afs-135986	102	15	.	.	PUNCT
afs-135986	103	1	first	first	ADJ
afs-135986	103	2	one	one	NUM
afs-135986	103	3	is	be	AUX
afs-135986	103	4	tf.io	tf.io	VERB
afs-135986	103	5	used	use	VERB
afs-135986	103	6	to	to	PART
afs-135986	103	7	load	load	VERB
afs-135986	103	8	and	and	CCONJ
afs-135986	103	9	store	store	NOUN
afs-135986	103	10	data	datum	NOUN
afs-135986	103	11	and	and	CCONJ
afs-135986	103	12	the	the	DET
afs-135986	103	13	second	second	ADJ
afs-135986	103	14	,	,	PUNCT
afs-135986	103	15	tf.image	tf.image	NOUN
afs-135986	103	16	,	,	PUNCT
afs-135986	103	17	to	to	PART
afs-135986	103	18	decode	decode	VERB
afs-135986	103	19	the	the	DET
afs-135986	103	20	unprocessed	unprocessed	ADJ
afs-135986	103	21	content	content	NOUN
afs-135986	103	22	and	and	CCONJ
afs-135986	103	23	to	to	PART
afs-135986	103	24	change	change	VERB
afs-135986	103	25	the	the	DET
afs-135986	103	26	image	image	NOUN
afs-135986	103	27	dimensions	dimension	NOUN
afs-135986	103	28	,	,	PUNCT
afs-135986	103	29	which	which	PRON
afs-135986	103	30	is	be	AUX
afs-135986	103	31	necessary	necessary	ADJ
afs-135986	103	32	for	for	ADP
afs-135986	103	33	different	different	ADJ
afs-135986	103	34	sizes	size	NOUN
afs-135986	103	35	of	of	ADP
afs-135986	103	36	carrot	carrot	NOUN
afs-135986	103	37	roots	root	NOUN
afs-135986	103	38	.	.	PUNCT
afs-135986	104	1	in	in	ADP
afs-135986	104	2	the	the	DET
afs-135986	104	3	first	first	ADJ
afs-135986	104	4	place	place	NOUN
afs-135986	104	5	,	,	PUNCT
afs-135986	104	6	the	the	DET
afs-135986	104	7	content	content	NOUN
afs-135986	104	8	of	of	ADP
afs-135986	104	9	the	the	DET
afs-135986	104	10	files	file	NOUN
afs-135986	104	11	was	be	AUX
afs-135986	104	12	checked	check	VERB
afs-135986	104	13	,	,	PUNCT
afs-135986	104	14	and	and	CCONJ
afs-135986	104	15	a	a	DET
afs-135986	104	16	list	list	NOUN
afs-135986	104	17	of	of	ADP
afs-135986	104	18	carrot	carrot	NOUN
afs-135986	104	19	root	root	NOUN
afs-135986	104	20	photograph	photograph	NOUN
afs-135986	104	21	names	name	NOUN
afs-135986	104	22	was	be	AUX
afs-135986	104	23	generated	generate	VERB
afs-135986	104	24	using	use	VERB
afs-135986	104	25	the	the	DET
afs-135986	104	26	pathlib	pathlib	NOUN
afs-135986	104	27	library	library	NOUN
afs-135986	104	28	,	,	PUNCT
afs-135986	104	29	subsequently	subsequently	ADV
afs-135986	104	30	they	they	PRON
afs-135986	104	31	were	be	AUX
afs-135986	104	32	visualised	visualise	VERB
afs-135986	104	33	,	,	PUNCT
afs-135986	104	34	and	and	CCONJ
afs-135986	104	35	their	their	PRON
afs-135986	104	36	size	size	NOUN
afs-135986	104	37	was	be	AUX
afs-135986	104	38	determined	determine	VERB
afs-135986	104	39	according	accord	VERB
afs-135986	104	40	to	to	ADP
afs-135986	104	41	the	the	DET
afs-135986	104	42	1	1	NUM
afs-135986	104	43	code	code	NOUN
afs-135986	104	44	available	available	ADJ
afs-135986	104	45	at	at	ADP
afs-135986	104	46	https://github.com/piotrrybacki/carrot-roots-cnn.git	https://github.com/piotrrybacki/carrot-roots-cnn.git	PROPN
afs-135986	104	47	(	(	PUNCT
afs-135986	104	48	fig	fig	NOUN
afs-135986	104	49	.	.	PUNCT
afs-135986	105	1	2	2	NUM
afs-135986	105	2	)	)	PUNCT
afs-135986	105	3	.	.	PUNCT
afs-135986	106	1	the	the	DET
afs-135986	106	2	displayed	display	VERB
afs-135986	106	3	file	file	NOUN
afs-135986	106	4	list	list	NOUN
afs-135986	106	5	shows	show	VERB
afs-135986	106	6	that	that	SCONJ
afs-135986	106	7	the	the	DET
afs-135986	106	8	data	datum	NOUN
afs-135986	106	9	set	set	NOUN
afs-135986	106	10	contains	contain	VERB
afs-135986	106	11	457	457	NUM
afs-135986	106	12	carrot	carrot	NOUN
afs-135986	106	13	root	root	NOUN
afs-135986	106	14	photographs	photograph	NOUN
afs-135986	106	15	and	and	CCONJ
afs-135986	106	16	takes	take	VERB
afs-135986	106	17	up	up	ADP
afs-135986	106	18	2.51	2.51	NUM
afs-135986	106	19	gb	gb	NOUN
afs-135986	106	20	.	.	PUNCT
afs-135986	107	1	the	the	DET
afs-135986	107	2	number	number	NOUN
afs-135986	107	3	of	of	ADP
afs-135986	107	4	photographs	photograph	NOUN
afs-135986	107	5	of	of	ADP
afs-135986	107	6	the	the	DET
afs-135986	107	7	class	class	NOUN
afs-135986	107	8	:	:	PUNCT
afs-135986	107	9	extra	extra	ADJ
afs-135986	107	10	,	,	PUNCT
afs-135986	107	11	first	first	ADJ
afs-135986	107	12	and	and	CCONJ
afs-135986	107	13	second	second	ADJ
afs-135986	107	14	was	be	AUX
afs-135986	107	15	435	435	NUM
afs-135986	107	16	,	,	PUNCT
afs-135986	107	17	(	(	PUNCT
afs-135986	107	18	210	210	NUM
afs-135986	107	19	photographs	photograph	NOUN
afs-135986	107	20	of	of	ADP
afs-135986	107	21	extra	extra	ADJ
afs-135986	107	22	class	class	NOUN
afs-135986	107	23	,	,	PUNCT
afs-135986	107	24	151	151	NUM
afs-135986	107	25	photographs	photograph	NOUN
afs-135986	107	26	of	of	ADP
afs-135986	107	27	the	the	DET
afs-135986	107	28	first	first	ADJ
afs-135986	107	29	class	class	NOUN
afs-135986	107	30	and	and	CCONJ
afs-135986	107	31	74	74	NUM
afs-135986	107	32	photographs	photograph	NOUN
afs-135986	107	33	of	of	ADP
afs-135986	107	34	the	the	DET
afs-135986	107	35	second	second	ADJ
afs-135986	107	36	class	class	NOUN
afs-135986	107	37	)	)	PUNCT
afs-135986	107	38	and	and	CCONJ
afs-135986	107	39	out	out	ADP
afs-135986	107	40	of	of	ADP
afs-135986	107	41	class	class	NOUN
afs-135986	107	42	22	22	NUM
afs-135986	107	43	,	,	PUNCT
afs-135986	107	44	of	of	ADP
afs-135986	107	45	which	which	PRON
afs-135986	107	46	21	21	NUM
afs-135986	107	47	had	have	VERB
afs-135986	107	48	deformations	deformation	NOUN
afs-135986	107	49	fig	fig	NOUN
afs-135986	107	50	.	.	PUNCT
afs-135986	108	1	2	2	X
afs-135986	108	2	.	.	X
afs-135986	108	3	visualisation	visualisation	NOUN
afs-135986	108	4	of	of	ADP
afs-135986	108	5	images	image	NOUN
afs-135986	108	6	of	of	ADP
afs-135986	108	7	carrot	carrot	NOUN
afs-135986	108	8	roots	root	NOUN
afs-135986	108	9	p.	p.	PROPN
afs-135986	108	10	rybacki	rybacki	NOUN
afs-135986	108	11	et	et	PROPN
afs-135986	108	12	al	al	PROPN
afs-135986	108	13	.	.	PROPN
afs-135986	108	14	45	45	NUM
afs-135986	108	15	or	or	CCONJ
afs-135986	108	16	damage	damage	NOUN
afs-135986	108	17	.	.	PUNCT
afs-135986	109	1	photographs	photograph	NOUN
afs-135986	109	2	of	of	ADP
afs-135986	109	3	the	the	DET
afs-135986	109	4	imaged	imaged	ADJ
afs-135986	109	5	carrot	carrot	NOUN
afs-135986	109	6	roots	root	NOUN
afs-135986	109	7	were	be	AUX
afs-135986	109	8	divided	divide	VERB
afs-135986	109	9	at	at	ADP
afs-135986	109	10	random	random	ADJ
afs-135986	109	11	into	into	ADP
afs-135986	109	12	three	three	NUM
afs-135986	109	13	subsets	subset	NOUN
afs-135986	109	14	,	,	PUNCT
afs-135986	109	15	i.e.	i.e.	X
afs-135986	109	16	:	:	PUNCT
afs-135986	109	17	a	a	DET
afs-135986	109	18	training	training	NOUN
afs-135986	109	19	data	datum	NOUN
afs-135986	109	20	set	set	VERB
afs-135986	109	21	of	of	ADP
afs-135986	109	22	237	237	NUM
afs-135986	109	23	photographs	photograph	NOUN
afs-135986	109	24	and	and	CCONJ
afs-135986	109	25	validation	validation	NOUN
afs-135986	109	26	and	and	CCONJ
afs-135986	109	27	test	test	NOUN
afs-135986	109	28	sets	set	NOUN
afs-135986	109	29	,	,	PUNCT
afs-135986	109	30	each	each	PRON
afs-135986	109	31	containing	contain	VERB
afs-135986	109	32	110	110	NUM
afs-135986	109	33	photographs	photograph	NOUN
afs-135986	109	34	.	.	PUNCT
afs-135986	110	1	listing	list	VERB
afs-135986	110	2	2	2	NUM
afs-135986	110	3	presents	present	NOUN
afs-135986	110	4	code	code	NOUN
afs-135986	110	5	2	2	NUM
afs-135986	110	6	(	(	PUNCT
afs-135986	110	7	https://github.com/piotrrybacki/carrot-roots-cnn.git	https://github.com/piotrrybacki/carrot-roots-cnn.git	PROPN
afs-135986	110	8	)	)	PUNCT
afs-135986	110	9	enabling	enable	VERB
afs-135986	110	10	automatic	automatic	ADJ
afs-135986	110	11	copying	copying	NOUN
afs-135986	110	12	of	of	ADP
afs-135986	110	13	images	image	NOUN
afs-135986	110	14	from	from	ADP
afs-135986	110	15	the	the	DET
afs-135986	110	16	source	source	NOUN
afs-135986	110	17	catalogue	catalogue	NOUN
afs-135986	110	18	to	to	ADP
afs-135986	110	19	the	the	DET
afs-135986	110	20	training	training	NOUN
afs-135986	110	21	,	,	PUNCT
afs-135986	110	22	validation	validation	NOUN
afs-135986	110	23	and	and	CCONJ
afs-135986	110	24	test	test	NOUN
afs-135986	110	25	catalogues	catalogue	NOUN
afs-135986	110	26	.	.	PUNCT
afs-135986	111	1	architecture	architecture	NOUN
afs-135986	111	2	of	of	ADP
afs-135986	111	3	the	the	DET
afs-135986	111	4	multi	multi	ADJ
afs-135986	111	5	-	-	ADJ
afs-135986	111	6	layer	layer	ADJ
afs-135986	111	7	cnn	cnn	NOUN
afs-135986	111	8	due	due	ADP
afs-135986	111	9	to	to	ADP
afs-135986	111	10	the	the	DET
afs-135986	111	11	extensive	extensive	ADJ
afs-135986	111	12	geometric	geometric	ADJ
afs-135986	111	13	analysis	analysis	NOUN
afs-135986	111	14	of	of	ADP
afs-135986	111	15	the	the	DET
afs-135986	111	16	imaged	imaged	ADJ
afs-135986	111	17	carrot	carrot	NOUN
afs-135986	111	18	roots	root	NOUN
afs-135986	111	19	,	,	PUNCT
afs-135986	111	20	an	an	DET
afs-135986	111	21	authorial	authorial	ADJ
afs-135986	111	22	and	and	CCONJ
afs-135986	111	23	original	original	ADJ
afs-135986	111	24	cnn	cnn	NOUN
afs-135986	111	25	structure	structure	NOUN
afs-135986	111	26	,	,	PUNCT
afs-135986	111	27	marked	mark	VERB
afs-135986	111	28	as	as	ADP
afs-135986	111	29	cr	cr	NOUN
afs-135986	111	30	-	-	PUNCT
afs-135986	111	31	net	net	NOUN
afs-135986	111	32	as	as	ADP
afs-135986	111	33	an	an	DET
afs-135986	111	34	alternating	alternate	VERB
afs-135986	111	35	arrangement	arrangement	NOUN
afs-135986	111	36	of	of	ADP
afs-135986	111	37	five	five	NUM
afs-135986	111	38	classes	class	NOUN
afs-135986	111	39	maxpooling2d	maxpooling2d	ADJ
afs-135986	111	40	,	,	PUNCT
afs-135986	111	41	dropout	dropout	NOUN
afs-135986	111	42	and	and	CCONJ
afs-135986	111	43	conv2d	conv2d	VERB
afs-135986	111	44	with	with	ADP
afs-135986	111	45	relu	relu	NOUN
afs-135986	111	46	activation	activation	NOUN
afs-135986	111	47	function	function	NOUN
afs-135986	111	48	,	,	PUNCT
afs-135986	111	49	and	and	CCONJ
afs-135986	111	50	the	the	DET
afs-135986	111	51	keras	keras	PROPN
afs-135986	111	52	interface	interface	NOUN
afs-135986	111	53	was	be	AUX
afs-135986	111	54	used	use	VERB
afs-135986	111	55	for	for	ADP
afs-135986	111	56	the	the	DET
afs-135986	111	57	cnn	cnn	PROPN
afs-135986	111	58	implementation	implementation	NOUN
afs-135986	111	59	.	.	PUNCT
afs-135986	112	1	the	the	DET
afs-135986	112	2	originality	originality	NOUN
afs-135986	112	3	of	of	ADP
afs-135986	112	4	the	the	DET
afs-135986	112	5	model	model	NOUN
afs-135986	112	6	also	also	ADV
afs-135986	112	7	lies	lie	VERB
afs-135986	112	8	in	in	ADP
afs-135986	112	9	the	the	DET
afs-135986	112	10	development	development	NOUN
afs-135986	112	11	of	of	ADP
afs-135986	112	12	a	a	DET
afs-135986	112	13	computational	computational	ADJ
afs-135986	112	14	algorithm	algorithm	NOUN
afs-135986	112	15	that	that	PRON
afs-135986	112	16	can	can	AUX
afs-135986	112	17	be	be	AUX
afs-135986	112	18	easily	easily	ADV
afs-135986	112	19	adapted	adapt	VERB
afs-135986	112	20	to	to	ADP
afs-135986	112	21	any	any	DET
afs-135986	112	22	classification	classification	NOUN
afs-135986	112	23	criteria	criterion	NOUN
afs-135986	112	24	.	.	PUNCT
afs-135986	113	1	the	the	DET
afs-135986	113	2	maxpoo12d	maxpoo12d	NOUN
afs-135986	113	3	class	class	NOUN
afs-135986	113	4	creates	create	VERB
afs-135986	113	5	maximising	maximise	VERB
afs-135986	113	6	connecting	connect	VERB
afs-135986	113	7	layers	layer	NOUN
afs-135986	113	8	.	.	PUNCT
afs-135986	114	1	argument	argument	NOUN
afs-135986	114	2	pool	pool	NOUN
afs-135986	114	3	size	size	NOUN
afs-135986	114	4	=	=	SYM
afs-135986	114	5	2	2	NUM
afs-135986	114	6	determines	determine	VERB
afs-135986	114	7	the	the	DET
afs-135986	114	8	size	size	NOUN
afs-135986	114	9	of	of	ADP
afs-135986	114	10	the	the	DET
afs-135986	114	11	window	window	NOUN
afs-135986	114	12	used	use	VERB
afs-135986	114	13	to	to	PART
afs-135986	114	14	calculate	calculate	VERB
afs-135986	114	15	the	the	DET
afs-135986	114	16	maximum	maximum	ADJ
afs-135986	114	17	value	value	NOUN
afs-135986	114	18	,	,	PUNCT
afs-135986	114	19	and	and	CCONJ
afs-135986	114	20	the	the	DET
afs-135986	114	21	strides	stride	NOUN
afs-135986	114	22	=	=	SYM
afs-135986	114	23	1	1	NUM
afs-135986	114	24	parameter	parameter	NOUN
afs-135986	114	25	is	be	AUX
afs-135986	114	26	used	use	VERB
afs-135986	114	27	to	to	PART
afs-135986	114	28	configure	configure	VERB
afs-135986	114	29	the	the	DET
afs-135986	114	30	connecting	connect	VERB
afs-135986	114	31	layer	layer	NOUN
afs-135986	114	32	.	.	PUNCT
afs-135986	115	1	use	use	NOUN
afs-135986	115	2	of	of	ADP
afs-135986	115	3	the	the	DET
afs-135986	115	4	dropout	dropout	NOUN
afs-135986	115	5	class	class	NOUN
afs-135986	115	6	enables	enable	VERB
afs-135986	115	7	the	the	DET
afs-135986	115	8	construction	construction	NOUN
afs-135986	115	9	of	of	ADP
afs-135986	115	10	an	an	DET
afs-135986	115	11	abandonment	abandonment	NOUN
afs-135986	115	12	layer	layer	NOUN
afs-135986	115	13	for	for	ADP
afs-135986	115	14	the	the	DET
afs-135986	115	15	purpose	purpose	NOUN
afs-135986	115	16	of	of	ADP
afs-135986	115	17	regularisation	regularisation	NOUN
afs-135986	115	18	,	,	PUNCT
afs-135986	115	19	where	where	SCONJ
afs-135986	115	20	the	the	DET
afs-135986	115	21	rate	rate	NOUN
afs-135986	115	22	argument	argument	NOUN
afs-135986	115	23	determines	determine	VERB
afs-135986	115	24	the	the	DET
afs-135986	115	25	probability	probability	NOUN
afs-135986	115	26	of	of	ADP
afs-135986	115	27	abandoning	abandon	VERB
afs-135986	115	28	input	input	NOUN
afs-135986	115	29	units	unit	NOUN
afs-135986	115	30	during	during	ADP
afs-135986	115	31	network	network	NOUN
afs-135986	115	32	learning	learning	NOUN
afs-135986	115	33	.	.	PUNCT
afs-135986	116	1	when	when	SCONJ
afs-135986	116	2	generating	generate	VERB
afs-135986	116	3	this	this	DET
afs-135986	116	4	layer	layer	NOUN
afs-135986	116	5	,	,	PUNCT
afs-135986	116	6	its	its	PRON
afs-135986	116	7	operation	operation	NOUN
afs-135986	116	8	can	can	AUX
afs-135986	116	9	be	be	AUX
afs-135986	116	10	regulated	regulate	VERB
afs-135986	116	11	through	through	ADP
afs-135986	116	12	training	training	NOUN
afs-135986	116	13	argument	argument	NOUN
afs-135986	116	14	.	.	PUNCT
afs-135986	117	1	this	this	DET
afs-135986	117	2	argument	argument	NOUN
afs-135986	117	3	determines	determine	VERB
afs-135986	117	4	whether	whether	SCONJ
afs-135986	117	5	the	the	DET
afs-135986	117	6	generation	generation	NOUN
afs-135986	117	7	is	be	AUX
afs-135986	117	8	to	to	PART
afs-135986	117	9	take	take	VERB
afs-135986	117	10	place	place	NOUN
afs-135986	117	11	during	during	ADP
afs-135986	117	12	training	training	NOUN
afs-135986	117	13	or	or	CCONJ
afs-135986	117	14	inferring	inferring	NOUN
afs-135986	117	15	.	.	PUNCT
afs-135986	118	1	by	by	ADP
afs-135986	118	2	default	default	NOUN
afs-135986	118	3	,	,	PUNCT
afs-135986	118	4	the	the	DET
afs-135986	118	5	conv2d	conv2d	ADJ
afs-135986	118	6	class	class	NOUN
afs-135986	118	7	assumes	assume	VERB
afs-135986	118	8	that	that	SCONJ
afs-135986	118	9	the	the	DET
afs-135986	118	10	input	input	NOUN
afs-135986	118	11	data	datum	NOUN
afs-135986	118	12	are	be	AUX
afs-135986	118	13	compliant	compliant	ADJ
afs-135986	118	14	with	with	ADP
afs-135986	118	15	the	the	DET
afs-135986	118	16	nwhc	nwhc	ADJ
afs-135986	118	17	format	format	NOUN
afs-135986	118	18	,	,	PUNCT
afs-135986	118	19	where	where	SCONJ
afs-135986	118	20	n	n	PRON
afs-135986	118	21	means	mean	VERB
afs-135986	118	22	the	the	DET
afs-135986	118	23	number	number	NOUN
afs-135986	118	24	of	of	ADP
afs-135986	118	25	photographs	photograph	NOUN
afs-135986	118	26	in	in	ADP
afs-135986	118	27	the	the	DET
afs-135986	118	28	input	input	NOUN
afs-135986	118	29	group	group	NOUN
afs-135986	118	30	,	,	PUNCT
afs-135986	118	31	w	w	PROPN
afs-135986	118	32	and	and	CCONJ
afs-135986	118	33	h	h	NOUN
afs-135986	118	34	determine	determine	VERB
afs-135986	118	35	the	the	DET
afs-135986	118	36	width	width	NOUN
afs-135986	118	37	and	and	CCONJ
afs-135986	118	38	height	height	NOUN
afs-135986	118	39	of	of	ADP
afs-135986	118	40	the	the	DET
afs-135986	118	41	image	image	NOUN
afs-135986	118	42	respectively	respectively	ADV
afs-135986	118	43	,	,	PUNCT
afs-135986	118	44	and	and	CCONJ
afs-135986	118	45	c	c	NOUN
afs-135986	118	46	provides	provide	VERB
afs-135986	118	47	the	the	DET
afs-135986	118	48	number	number	NOUN
afs-135986	118	49	of	of	ADP
afs-135986	118	50	channels	channel	NOUN
afs-135986	118	51	.	.	PUNCT
afs-135986	119	1	as	as	SCONJ
afs-135986	119	2	shown	show	VERB
afs-135986	119	3	in	in	ADP
afs-135986	119	4	figure	figure	NOUN
afs-135986	119	5	3	3	NUM
afs-135986	119	6	,	,	PUNCT
afs-135986	119	7	after	after	SCONJ
afs-135986	119	8	each	each	DET
afs-135986	119	9	convolutional	convolutional	ADJ
afs-135986	119	10	layer	layer	NOUN
afs-135986	119	11	a	a	DET
afs-135986	119	12	connecting	connect	VERB
afs-135986	119	13	layer	layer	NOUN
afs-135986	119	14	was	be	AUX
afs-135986	119	15	placed	place	VERB
afs-135986	119	16	,	,	PUNCT
afs-135986	119	17	the	the	DET
afs-135986	119	18	task	task	NOUN
afs-135986	119	19	of	of	ADP
afs-135986	119	20	which	which	PRON
afs-135986	119	21	is	be	AUX
afs-135986	119	22	to	to	PART
afs-135986	119	23	reduce	reduce	VERB
afs-135986	119	24	the	the	DET
afs-135986	119	25	feature	feature	NOUN
afs-135986	119	26	map	map	NOUN
afs-135986	119	27	size	size	NOUN
afs-135986	119	28	,	,	PUNCT
afs-135986	119	29	the	the	DET
afs-135986	119	30	so	so	ADV
afs-135986	119	31	-	-	PUNCT
afs-135986	119	32	called	call	VERB
afs-135986	119	33	subsampling	subsampling	NOUN
afs-135986	119	34	.	.	PUNCT
afs-135986	120	1	the	the	DET
afs-135986	120	2	input	input	NOUN
afs-135986	120	3	tensor	tensor	NOUN
afs-135986	120	4	was	be	AUX
afs-135986	120	5	transformed	transform	VERB
afs-135986	120	6	to	to	PART
afs-135986	120	7	object	object	VERB
afs-135986	120	8	maps	map	NOUN
afs-135986	120	9	measuring	measure	VERB
afs-135986	120	10	200×200	200×200	NUM
afs-135986	120	11	,	,	PUNCT
afs-135986	120	12	which	which	PRON
afs-135986	120	13	ultimately	ultimately	ADV
afs-135986	120	14	enabled	enable	VERB
afs-135986	120	15	obtaining	obtain	VERB
afs-135986	120	16	7	7	NUM
afs-135986	120	17	×	×	NOUN
afs-135986	120	18	7	7	NUM
afs-135986	120	19	object	object	NOUN
afs-135986	120	20	maps	map	NOUN
afs-135986	120	21	right	right	ADV
afs-135986	120	22	before	before	ADP
afs-135986	120	23	the	the	DET
afs-135986	120	24	flattening	flattening	NOUN
afs-135986	120	25	layer	layer	NOUN
afs-135986	120	26	.	.	PUNCT
afs-135986	121	1	such	such	DET
afs-135986	121	2	a	a	DET
afs-135986	121	3	transformation	transformation	NOUN
afs-135986	121	4	resulted	result	VERB
afs-135986	121	5	in	in	ADP
afs-135986	121	6	the	the	DET
afs-135986	121	7	object	object	NOUN
afs-135986	121	8	maps	map	NOUN
afs-135986	121	9	depth	depth	NOUN
afs-135986	121	10	increased	increase	VERB
afs-135986	121	11	from	from	ADP
afs-135986	121	12	32	32	NUM
afs-135986	121	13	to	to	ADP
afs-135986	121	14	128	128	NUM
afs-135986	121	15	,	,	PUNCT
afs-135986	121	16	whereas	whereas	SCONJ
afs-135986	121	17	the	the	DET
afs-135986	121	18	object	object	NOUN
afs-135986	121	19	map	map	NOUN
afs-135986	121	20	size	size	NOUN
afs-135986	121	21	decreases	decrease	VERB
afs-135986	121	22	from	from	ADP
afs-135986	121	23	200	200	NUM
afs-135986	121	24	×	×	NOUN
afs-135986	121	25	200	200	NUM
afs-135986	121	26	to	to	PART
afs-135986	121	27	7	7	NUM
afs-135986	121	28	×	×	NOUN
afs-135986	121	29	7	7	NUM
afs-135986	121	30	.	.	PUNCT
afs-135986	122	1	a	a	DET
afs-135986	122	2	binary	binary	ADJ
afs-135986	122	3	classification	classification	NOUN
afs-135986	122	4	was	be	AUX
afs-135986	122	5	used	use	VERB
afs-135986	122	6	in	in	ADP
afs-135986	122	7	the	the	DET
afs-135986	122	8	developed	develop	VERB
afs-135986	122	9	model	model	NOUN
afs-135986	122	10	,	,	PUNCT
afs-135986	122	11	which	which	PRON
afs-135986	122	12	enabled	enable	VERB
afs-135986	122	13	finishing	finish	VERB
afs-135986	122	14	the	the	DET
afs-135986	122	15	network	network	NOUN
afs-135986	122	16	with	with	ADP
afs-135986	122	17	dense	dense	ADJ
afs-135986	122	18	layers	layer	NOUN
afs-135986	122	19	.	.	PUNCT
afs-135986	123	1	one	one	NUM
afs-135986	123	2	layer	layer	NOUN
afs-135986	123	3	with	with	ADP
afs-135986	123	4	512	512	NUM
afs-135986	123	5	dimension	dimension	NOUN
afs-135986	123	6	and	and	CCONJ
afs-135986	123	7	relu	relu	NOUN
afs-135986	123	8	activation	activation	NOUN
afs-135986	123	9	function	function	NOUN
afs-135986	123	10	,	,	PUNCT
afs-135986	123	11	and	and	CCONJ
afs-135986	123	12	second	second	ADJ
afs-135986	123	13	with	with	ADP
afs-135986	123	14	1	1	NUM
afs-135986	123	15	dimension	dimension	NOUN
afs-135986	123	16	and	and	CCONJ
afs-135986	123	17	sigmoid	sigmoid	NOUN
afs-135986	123	18	activation	activation	NOUN
afs-135986	123	19	function	function	NOUN
afs-135986	123	20	.	.	PUNCT
afs-135986	124	1	listing	list	VERB
afs-135986	124	2	3	3	NUM
afs-135986	124	3	included	include	VERB
afs-135986	124	4	in	in	ADP
afs-135986	124	5	https://github.com/piotrrybacki/carrot-roots-cnn.git	https://github.com/piotrrybacki/carrot-roots-cnn.git	PROPN
afs-135986	124	6	presents	present	VERB
afs-135986	124	7	the	the	DET
afs-135986	124	8	code	code	NOUN
afs-135986	124	9	programming	programming	NOUN
afs-135986	124	10	the	the	DET
afs-135986	124	11	model	model	NOUN
afs-135986	124	12	from	from	ADP
afs-135986	124	13	figure	figure	NOUN
afs-135986	124	14	3	3	NUM
afs-135986	124	15	.	.	PUNCT
afs-135986	125	1	considering	consider	VERB
afs-135986	125	2	the	the	DET
afs-135986	125	3	file	file	NOUN
afs-135986	125	4	number	number	NOUN
afs-135986	125	5	(	(	PUNCT
afs-135986	125	6	carrot	carrot	NOUN
afs-135986	125	7	root	root	NOUN
afs-135986	125	8	image	image	NOUN
afs-135986	125	9	)	)	PUNCT
afs-135986	125	10	,	,	PUNCT
afs-135986	125	11	the	the	DET
afs-135986	125	12	example	example	NOUN
afs-135986	125	13	algorithm	algorithm	NOUN
afs-135986	125	14	automatically	automatically	ADV
afs-135986	125	15	sorted	sort	VERB
afs-135986	125	16	them	they	PRON
afs-135986	125	17	in	in	ADP
afs-135986	125	18	terms	term	NOUN
afs-135986	125	19	of	of	ADP
afs-135986	125	20	diameter	diameter	NOUN
afs-135986	125	21	and	and	CCONJ
afs-135986	125	22	length	length	NOUN
afs-135986	125	23	and	and	CCONJ
afs-135986	125	24	copied	copy	VERB
afs-135986	125	25	them	they	PRON
afs-135986	125	26	to	to	ADP
afs-135986	125	27	the	the	DET
afs-135986	125	28	appropriate	appropriate	ADJ
afs-135986	125	29	catalogue	catalogue	NOUN
afs-135986	125	30	,	,	PUNCT
afs-135986	125	31	from	from	ADP
afs-135986	125	32	which	which	PRON
afs-135986	125	33	they	they	PRON
afs-135986	125	34	were	be	AUX
afs-135986	125	35	subsequently	subsequently	ADV
afs-135986	125	36	collected	collect	VERB
afs-135986	125	37	by	by	ADP
afs-135986	125	38	the	the	DET
afs-135986	125	39	cnn	cnn	PROPN
afs-135986	125	40	model	model	NOUN
afs-135986	125	41	algorithm	algorithm	PROPN
afs-135986	125	42	.	.	PUNCT
afs-135986	126	1	another	another	DET
afs-135986	126	2	stage	stage	NOUN
afs-135986	126	3	of	of	ADP
afs-135986	126	4	the	the	DET
afs-135986	126	5	constructed	construct	VERB
afs-135986	126	6	model	model	NOUN
afs-135986	126	7	is	be	AUX
afs-135986	126	8	the	the	DET
afs-135986	126	9	plotting	plotting	NOUN
afs-135986	126	10	of	of	ADP
afs-135986	126	11	loss	loss	NOUN
afs-135986	126	12	curves	curve	NOUN
afs-135986	126	13	and	and	CCONJ
afs-135986	126	14	values	value	NOUN
afs-135986	126	15	of	of	ADP
afs-135986	126	16	analysis	analysis	NOUN
afs-135986	126	17	and	and	CCONJ
afs-135986	126	18	prediction	prediction	NOUN
afs-135986	126	19	accuracy	accuracy	NOUN
afs-135986	126	20	according	accord	VERB
afs-135986	126	21	to	to	ADP
afs-135986	126	22	code	code	NOUN
afs-135986	126	23	4	4	NUM
afs-135986	126	24	(	(	PUNCT
afs-135986	126	25	https://github.com/piotrrybacki/carrot-roots-cnn.git	https://github.com/piotrrybacki/carrot-roots-cnn.git	PROPN
afs-135986	126	26	)	)	PUNCT
afs-135986	126	27	.	.	PUNCT
afs-135986	127	1	the	the	DET
afs-135986	127	2	performance	performance	NOUN
afs-135986	127	3	of	of	ADP
afs-135986	127	4	the	the	DET
afs-135986	127	5	developed	develop	VERB
afs-135986	127	6	carrot	carrot	NOUN
afs-135986	127	7	roots	root	NOUN
afs-135986	127	8	classification	classification	NOUN
afs-135986	127	9	model	model	NOUN
afs-135986	127	10	was	be	AUX
afs-135986	127	11	also	also	ADV
afs-135986	127	12	evaluated	evaluate	VERB
afs-135986	127	13	using	use	VERB
afs-135986	127	14	the	the	DET
afs-135986	127	15	measures	measure	NOUN
afs-135986	127	16	of	of	ADP
afs-135986	127	17	speed	speed	NOUN
afs-135986	127	18	and	and	CCONJ
afs-135986	127	19	prediction	prediction	NOUN
afs-135986	127	20	accuracy	accuracy	NOUN
afs-135986	127	21	.	.	PUNCT
afs-135986	128	1	the	the	DET
afs-135986	128	2	speed	speed	NOUN
afs-135986	128	3	of	of	ADP
afs-135986	128	4	the	the	DET
afs-135986	128	5	model	model	NOUN
afs-135986	128	6	was	be	AUX
afs-135986	128	7	measured	measure	VERB
afs-135986	128	8	by	by	ADP
afs-135986	128	9	the	the	DET
afs-135986	128	10	classification	classification	NOUN
afs-135986	128	11	rate	rate	NOUN
afs-135986	128	12	,	,	PUNCT
afs-135986	128	13	expressing	express	VERB
afs-135986	128	14	the	the	DET
afs-135986	128	15	number	number	NOUN
afs-135986	128	16	of	of	ADP
afs-135986	128	17	assigned	assign	VERB
afs-135986	128	18	images	image	NOUN
afs-135986	128	19	per	per	ADP
afs-135986	128	20	second	second	NOUN
afs-135986	128	21	,	,	PUNCT
afs-135986	128	22	and	and	CCONJ
afs-135986	128	23	the	the	DET
afs-135986	128	24	average	average	ADJ
afs-135986	128	25	classification	classification	NOUN
afs-135986	128	26	time	time	NOUN
afs-135986	128	27	for	for	ADP
afs-135986	128	28	a	a	DET
afs-135986	128	29	single	single	ADJ
afs-135986	128	30	carrots	carrot	NOUN
afs-135986	128	31	root	root	NOUN
afs-135986	128	32	image	image	NOUN
afs-135986	128	33	.	.	PUNCT
afs-135986	129	1	the	the	DET
afs-135986	129	2	model	model	NOUN
afs-135986	129	3	accuracy	accuracy	NOUN
afs-135986	129	4	was	be	AUX
afs-135986	129	5	evaluated	evaluate	VERB
afs-135986	129	6	using	use	VERB
afs-135986	129	7	positive	positive	ADJ
afs-135986	129	8	predictive	predictive	ADJ
afs-135986	129	9	value	value	NOUN
afs-135986	129	10	(	(	PUNCT
afs-135986	129	11	ppv	ppv	NOUN
afs-135986	129	12	)	)	PUNCT
afs-135986	129	13	,	,	PUNCT
afs-135986	129	14	true	true	ADJ
afs-135986	129	15	positive	positive	ADJ
afs-135986	129	16	rate	rate	NOUN
afs-135986	129	17	(	(	PUNCT
afs-135986	129	18	tpr	tpr	NOUN
afs-135986	129	19	)	)	PUNCT
afs-135986	129	20	,	,	PUNCT
afs-135986	129	21	as	as	ADV
afs-135986	129	22	well	well	ADV
afs-135986	129	23	as	as	ADP
afs-135986	129	24	the	the	DET
afs-135986	129	25	result	result	NOUN
afs-135986	129	26	correction	correction	NOUN
afs-135986	129	27	factor	factor	NOUN
afs-135986	129	28	(	(	PUNCT
afs-135986	129	29	f	f	NOUN
afs-135986	129	30	)	)	PUNCT
afs-135986	129	31	,	,	PUNCT
afs-135986	129	32	and	and	CCONJ
afs-135986	129	33	its	its	PRON
afs-135986	129	34	accuracy	accuracy	NOUN
afs-135986	129	35	(	(	PUNCT
afs-135986	129	36	acc	acc	PROPN
afs-135986	129	37	)	)	PUNCT
afs-135986	129	38	.	.	PUNCT
afs-135986	130	1	these	these	DET
afs-135986	130	2	measures	measure	NOUN
afs-135986	130	3	were	be	AUX
afs-135986	130	4	determined	determine	VERB
afs-135986	130	5	using	use	VERB
afs-135986	130	6	equations	equation	NOUN
afs-135986	130	7	1–4	1–4	PROPN
afs-135986	130	8	.	.	PROPN
afs-135986	130	9	fig	fig	PROPN
afs-135986	130	10	.	.	PUNCT
afs-135986	131	1	3	3	X
afs-135986	131	2	.	.	X
afs-135986	131	3	diagram	diagram	NOUN
afs-135986	131	4	of	of	ADP
afs-135986	131	5	the	the	DET
afs-135986	131	6	implemented	implement	VERB
afs-135986	131	7	cnn	cnn	PROPN
afs-135986	131	8	network	network	NOUN
afs-135986	131	9	(	(	PUNCT
afs-135986	131	10	cr	cr	NOUN
afs-135986	131	11	-	-	PUNCT
afs-135986	131	12	net	net	NOUN
afs-135986	131	13	)	)	PUNCT
afs-135986	131	14	agricultural	agricultural	ADJ
afs-135986	131	15	and	and	CCONJ
afs-135986	131	16	food	food	NOUN
afs-135986	131	17	science	science	NOUN
afs-135986	131	18	(	(	PUNCT
afs-135986	131	19	2024	2024	NUM
afs-135986	131	20	)	)	PUNCT
afs-135986	131	21	33	33	NUM
afs-135986	131	22	:	:	SYM
afs-135986	131	23	40–54	40–54	NUM
afs-135986	131	24	46	46	NUM
afs-135986	131	25	(	(	PUNCT
afs-135986	131	26	1	1	NUM
afs-135986	131	27	)	)	PUNCT
afs-135986	131	28	(	(	PUNCT
afs-135986	131	29	2	2	NUM
afs-135986	131	30	)	)	PUNCT
afs-135986	131	31	(	(	PUNCT
afs-135986	131	32	3	3	X
afs-135986	131	33	)	)	PUNCT
afs-135986	131	34	where	where	SCONJ
afs-135986	131	35	:	:	PUNCT
afs-135986	131	36	tpx	tpx	PROPN
afs-135986	131	37	true	true	ADJ
afs-135986	131	38	positive	positive	ADJ
afs-135986	131	39	,	,	PUNCT
afs-135986	131	40	fpx	fpx	ADJ
afs-135986	131	41	false	false	ADJ
afs-135986	131	42	positive	positive	ADJ
afs-135986	131	43	,	,	PUNCT
afs-135986	131	44	fnx	fnx	PROPN
afs-135986	131	45	false	false	ADJ
afs-135986	131	46	negative	negative	ADJ
afs-135986	131	47	,	,	PUNCT
afs-135986	131	48	=	=	SYM
afs-135986	131	49	0.5	0.5	NUM
afs-135986	131	50	gives	give	VERB
afs-135986	131	51	equal	equal	ADJ
afs-135986	131	52	weight	weight	NOUN
afs-135986	131	53	to	to	ADP
afs-135986	131	54	tpr	tpr	NOUN
afs-135986	131	55	and	and	CCONJ
afs-135986	131	56	ppv	ppv	NOUN
afs-135986	131	57	,	,	PUNCT
afs-135986	131	58	(	(	PUNCT
afs-135986	131	59	4	4	NUM
afs-135986	131	60	)	)	PUNCT
afs-135986	132	1	where	where	SCONJ
afs-135986	132	2	:	:	PUNCT
afs-135986	132	3	n	n	PROPN
afs-135986	132	4	=	=	SYM
afs-135986	132	5	no	no	INTJ
afs-135986	132	6	.	.	PUNCT
afs-135986	133	1	of	of	ADP
afs-135986	133	2	classes	class	NOUN
afs-135986	133	3	,	,	PUNCT
afs-135986	134	1	ii	ii	PROPN
afs-135986	134	2	=	=	SYM
afs-135986	134	3	no	no	INTJ
afs-135986	134	4	.	.	NOUN
afs-135986	134	5	of	of	ADP
afs-135986	134	6	images	image	NOUN
afs-135986	134	7	in	in	ADP
afs-135986	134	8	classe	classe	NOUN
afs-135986	134	9	i	i	PROPN
afs-135986	134	10	for	for	ADP
afs-135986	134	11	class	class	NOUN
afs-135986	134	12	x	x	NOUN
afs-135986	134	13	,	,	PUNCT
afs-135986	134	14	in	in	ADP
afs-135986	134	15	this	this	DET
afs-135986	134	16	analysis	analysis	NOUN
afs-135986	134	17	of	of	ADP
afs-135986	134	18	carrot	carrot	NOUN
afs-135986	134	19	roots	root	NOUN
afs-135986	134	20	varieties	variety	NOUN
afs-135986	134	21	,	,	PUNCT
afs-135986	134	22	if	if	SCONJ
afs-135986	134	23	tpx	tpx	PROPN
afs-135986	134	24	is	be	AUX
afs-135986	134	25	a	a	DET
afs-135986	134	26	true	true	ADJ
afs-135986	134	27	positive	positive	ADJ
afs-135986	134	28	,	,	PUNCT
afs-135986	134	29	i.e.	i.e.	X
afs-135986	134	30	the	the	DET
afs-135986	134	31	number	number	NOUN
afs-135986	134	32	of	of	ADP
afs-135986	134	33	images	image	NOUN
afs-135986	134	34	correctly	correctly	ADV
afs-135986	134	35	recognised	recognise	VERB
afs-135986	134	36	and	and	CCONJ
afs-135986	134	37	assigned	assign	VERB
afs-135986	134	38	to	to	ADP
afs-135986	134	39	class	class	NOUN
afs-135986	134	40	x.	x.	NOUN
afs-135986	134	41	ppvx	ppvx	PROPN
afs-135986	134	42	is	be	AUX
afs-135986	134	43	the	the	DET
afs-135986	134	44	number	number	NOUN
afs-135986	134	45	of	of	ADP
afs-135986	134	46	true	true	ADJ
afs-135986	134	47	positive	positive	ADJ
afs-135986	134	48	results	result	NOUN
afs-135986	134	49	divided	divide	VERB
afs-135986	134	50	by	by	ADP
afs-135986	134	51	the	the	DET
afs-135986	134	52	total	total	ADJ
afs-135986	134	53	number	number	NOUN
afs-135986	134	54	of	of	ADP
afs-135986	134	55	images	image	NOUN
afs-135986	134	56	predicted	predict	VERB
afs-135986	134	57	as	as	ADP
afs-135986	134	58	belonging	belong	VERB
afs-135986	134	59	to	to	ADP
afs-135986	134	60	class	class	NOUN
afs-135986	134	61	x.	x.	NOUN
afs-135986	134	62	tprx	tprx	PROPN
afs-135986	134	63	is	be	AUX
afs-135986	134	64	defined	define	VERB
afs-135986	134	65	as	as	SCONJ
afs-135986	134	66	the	the	DET
afs-135986	134	67	number	number	NOUN
afs-135986	134	68	of	of	ADP
afs-135986	134	69	true	true	ADJ
afs-135986	134	70	positive	positive	ADJ
afs-135986	134	71	results	result	NOUN
afs-135986	134	72	divided	divide	VERB
afs-135986	134	73	by	by	ADP
afs-135986	134	74	the	the	DET
afs-135986	134	75	actual	actual	ADJ
afs-135986	134	76	number	number	NOUN
afs-135986	134	77	of	of	ADP
afs-135986	134	78	images	image	NOUN
afs-135986	134	79	in	in	ADP
afs-135986	134	80	class	class	NOUN
afs-135986	134	81	x.	x.	NOUN
afs-135986	134	82	the	the	DET
afs-135986	134	83	f	f	PROPN
afs-135986	134	84	-	-	PUNCT
afs-135986	134	85	scorex	scorex	PROPN
afs-135986	134	86	is	be	AUX
afs-135986	134	87	used	use	VERB
afs-135986	134	88	to	to	PART
afs-135986	134	89	combine	combine	VERB
afs-135986	134	90	ppvx	ppvx	ADV
afs-135986	134	91	and	and	CCONJ
afs-135986	134	92	tprx	tprx	VERB
afs-135986	134	93	into	into	ADP
afs-135986	134	94	a	a	DET
afs-135986	134	95	single	single	ADJ
afs-135986	134	96	measure	measure	NOUN
afs-135986	134	97	using	use	VERB
afs-135986	134	98	the	the	DET
afs-135986	134	99	harmonic	harmonic	ADJ
afs-135986	134	100	mean	mean	NOUN
afs-135986	134	101	.	.	PUNCT
afs-135986	135	1	the	the	DET
afs-135986	135	2	overall	overall	ADJ
afs-135986	135	3	accuracy	accuracy	NOUN
afs-135986	135	4	in	in	ADP
afs-135986	135	5	equation	equation	NOUN
afs-135986	135	6	(	(	PUNCT
afs-135986	135	7	4	4	X
afs-135986	135	8	)	)	PUNCT
afs-135986	135	9	was	be	AUX
afs-135986	135	10	calculated	calculate	VERB
afs-135986	135	11	using	use	VERB
afs-135986	135	12	balanced	balanced	ADJ
afs-135986	135	13	accuracy	accuracy	NOUN
afs-135986	135	14	,	,	PUNCT
afs-135986	135	15	which	which	PRON
afs-135986	135	16	normalizes	normalize	VERB
afs-135986	135	17	the	the	DET
afs-135986	135	18	true	true	ADJ
afs-135986	135	19	positive	positive	ADJ
afs-135986	135	20	result	result	NOUN
afs-135986	135	21	for	for	ADP
afs-135986	135	22	each	each	DET
afs-135986	135	23	class	class	NOUN
afs-135986	135	24	by	by	ADP
afs-135986	135	25	the	the	DET
afs-135986	135	26	number	number	NOUN
afs-135986	135	27	of	of	ADP
afs-135986	135	28	images	image	NOUN
afs-135986	135	29	in	in	ADP
afs-135986	135	30	the	the	DET
afs-135986	135	31	class	class	NOUN
afs-135986	135	32	and	and	CCONJ
afs-135986	135	33	divides	divide	VERB
afs-135986	135	34	their	their	PRON
afs-135986	135	35	sum	sum	NOUN
afs-135986	135	36	by	by	ADP
afs-135986	135	37	the	the	DET
afs-135986	135	38	number	number	NOUN
afs-135986	135	39	of	of	ADP
afs-135986	135	40	carrot	carrot	NOUN
afs-135986	135	41	roots	root	NOUN
afs-135986	135	42	varieties	variety	NOUN
afs-135986	135	43	.	.	PUNCT
afs-135986	136	1	balanced	balanced	ADJ
afs-135986	136	2	accuracy	accuracy	NOUN
afs-135986	136	3	ensures	ensure	VERB
afs-135986	136	4	that	that	SCONJ
afs-135986	136	5	all	all	DET
afs-135986	136	6	classes	class	NOUN
afs-135986	136	7	contribute	contribute	VERB
afs-135986	136	8	equally	equally	ADV
afs-135986	136	9	to	to	ADP
afs-135986	136	10	the	the	DET
afs-135986	136	11	overall	overall	ADJ
afs-135986	136	12	accuracy	accuracy	NOUN
afs-135986	136	13	calculation	calculation	NOUN
afs-135986	136	14	,	,	PUNCT
afs-135986	136	15	even	even	ADV
afs-135986	136	16	if	if	SCONJ
afs-135986	136	17	the	the	DET
afs-135986	136	18	number	number	NOUN
afs-135986	136	19	of	of	ADP
afs-135986	136	20	carrot	carrot	NOUN
afs-135986	136	21	roots	root	NOUN
afs-135986	136	22	images	image	NOUN
afs-135986	136	23	in	in	ADP
afs-135986	136	24	the	the	DET
afs-135986	136	25	classes	class	NOUN
afs-135986	136	26	is	be	AUX
afs-135986	136	27	unequal	unequal	ADJ
afs-135986	136	28	.	.	PUNCT
afs-135986	137	1	to	to	PART
afs-135986	137	2	illustrate	illustrate	VERB
afs-135986	137	3	the	the	DET
afs-135986	137	4	classification	classification	NOUN
afs-135986	137	5	accuracy	accuracy	NOUN
afs-135986	137	6	for	for	ADP
afs-135986	137	7	carrot	carrot	NOUN
afs-135986	137	8	roots	root	NOUN
afs-135986	137	9	,	,	PUNCT
afs-135986	137	10	confusion	confusion	NOUN
afs-135986	137	11	matrices	matrix	NOUN
afs-135986	137	12	of	of	ADP
afs-135986	137	13	the	the	DET
afs-135986	137	14	models	model	NOUN
afs-135986	137	15	were	be	AUX
afs-135986	137	16	used	use	VERB
afs-135986	137	17	according	accord	VERB
afs-135986	137	18	to	to	ADP
afs-135986	137	19	the	the	DET
afs-135986	137	20	format	format	NOUN
afs-135986	137	21	in	in	ADP
afs-135986	137	22	figure	figure	NOUN
afs-135986	137	23	4	4	NUM
afs-135986	137	24	.	.	PUNCT
afs-135986	138	1	the	the	DET
afs-135986	138	2	final	final	ADJ
afs-135986	138	3	stage	stage	NOUN
afs-135986	138	4	of	of	ADP
afs-135986	138	5	the	the	DET
afs-135986	138	6	analysis	analysis	NOUN
afs-135986	138	7	is	be	AUX
afs-135986	138	8	to	to	PART
afs-135986	138	9	display	display	VERB
afs-135986	138	10	the	the	DET
afs-135986	138	11	result	result	NOUN
afs-135986	138	12	of	of	ADP
afs-135986	138	13	predictions	prediction	NOUN
afs-135986	138	14	in	in	ADP
afs-135986	138	15	the	the	DET
afs-135986	138	16	form	form	NOUN
afs-135986	138	17	of	of	ADP
afs-135986	138	18	probabilities	probability	NOUN
afs-135986	138	19	of	of	ADP
afs-135986	138	20	belonging	belong	VERB
afs-135986	138	21	to	to	ADP
afs-135986	138	22	particular	particular	ADJ
afs-135986	138	23	quality	quality	NOUN
afs-135986	138	24	classes	class	NOUN
afs-135986	138	25	of	of	ADP
afs-135986	138	26	carrot	carrot	NOUN
afs-135986	138	27	roots	root	NOUN
afs-135986	138	28	and	and	CCONJ
afs-135986	138	29	transforming	transform	VERB
afs-135986	138	30	them	they	PRON
afs-135986	138	31	into	into	ADP
afs-135986	138	32	using	use	VERB
afs-135986	138	33	the	the	DET
afs-135986	138	34	tf.argmax	tf.argmax	NUM
afs-135986	138	35	function	function	NOUN
afs-135986	138	36	,	,	PUNCT
afs-135986	138	37	which	which	PRON
afs-135986	138	38	will	will	AUX
afs-135986	138	39	search	search	VERB
afs-135986	138	40	for	for	ADP
afs-135986	138	41	the	the	DET
afs-135986	138	42	image	image	NOUN
afs-135986	138	43	with	with	ADP
afs-135986	138	44	the	the	DET
afs-135986	138	45	highest	high	ADJ
afs-135986	138	46	probability	probability	NOUN
afs-135986	138	47	of	of	ADP
afs-135986	138	48	belonging	belong	VERB
afs-135986	138	49	and	and	CCONJ
afs-135986	138	50	assign	assign	VERB
afs-135986	138	51	the	the	DET
afs-135986	138	52	appropriate	appropriate	ADJ
afs-135986	138	53	label	label	NOUN
afs-135986	138	54	being	be	AUX
afs-135986	138	55	the	the	DET
afs-135986	138	56	name	name	NOUN
afs-135986	138	57	of	of	ADP
afs-135986	138	58	the	the	DET
afs-135986	138	59	carrot	carrot	NOUN
afs-135986	138	60	root	root	NOUN
afs-135986	138	61	(	(	PUNCT
afs-135986	138	62	photo	photo	NOUN
afs-135986	138	63	code	code	PROPN
afs-135986	138	64	)	)	PUNCT
afs-135986	138	65	and	and	CCONJ
afs-135986	138	66	the	the	DET
afs-135986	138	67	assumed	assume	VERB
afs-135986	138	68	parameters	parameter	NOUN
afs-135986	138	69	geometric	geometric	ADJ
afs-135986	138	70	,	,	PUNCT
afs-135986	138	71	i.e.	i.e.	X
afs-135986	138	72	the	the	DET
afs-135986	138	73	surface	surface	NOUN
afs-135986	138	74	of	of	ADP
afs-135986	138	75	the	the	DET
afs-135986	138	76	imaged	imaged	ADJ
afs-135986	138	77	root	root	NOUN
afs-135986	138	78	,	,	PUNCT
afs-135986	138	79	its	its	PRON
afs-135986	138	80	circumference	circumference	NOUN
afs-135986	138	81	,	,	PUNCT
afs-135986	138	82	diameter	diameter	NOUN
afs-135986	138	83	and	and	CCONJ
afs-135986	138	84	length	length	NOUN
afs-135986	138	85	.	.	PUNCT
afs-135986	139	1	this	this	PRON
afs-135986	139	2	was	be	AUX
afs-135986	139	3	performed	perform	VERB
afs-135986	139	4	for	for	ADP
afs-135986	139	5	the	the	DET
afs-135986	139	6	entire	entire	ADJ
afs-135986	139	7	group	group	NOUN
afs-135986	139	8	of	of	ADP
afs-135986	139	9	457	457	NUM
afs-135986	139	10	photographs	photograph	NOUN
afs-135986	139	11	and	and	CCONJ
afs-135986	139	12	both	both	DET
afs-135986	139	13	input	input	NOUN
afs-135986	139	14	data	datum	NOUN
afs-135986	139	15	,	,	PUNCT
afs-135986	139	16	as	as	ADV
afs-135986	139	17	well	well	ADV
afs-135986	139	18	as	as	ADP
afs-135986	139	19	the	the	DET
afs-135986	139	20	predicted	predict	VERB
afs-135986	139	21	labels	label	NOUN
afs-135986	139	22	according	accord	VERB
afs-135986	139	23	to	to	ADP
afs-135986	139	24	code	code	NOUN
afs-135986	139	25	5	5	NUM
afs-135986	139	26	(	(	PUNCT
afs-135986	139	27	https://github.com/piotrrybacki/carrot-roots-cnn.git	https://github.com/piotrrybacki/carrot-roots-cnn.git	PROPN
afs-135986	139	28	)	)	PUNCT
afs-135986	139	29	.	.	PUNCT
afs-135986	140	1	𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	VERB
afs-135986	140	2	=	=	PUNCT
afs-135986	140	3	𝑇𝑇𝑇𝑇𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	𝑇𝑇𝑇𝑇𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	VERB
afs-135986	140	4	𝑇𝑇𝑇𝑇𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	𝑇𝑇𝑇𝑇𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	VERB
afs-135986	140	5	+	+	CCONJ
afs-135986	140	6	𝐹𝐹𝐹𝐹𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	𝐹𝐹𝐹𝐹𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	ADJ
afs-135986	140	7	,	,	PUNCT
afs-135986	140	8	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	PROPN
afs-135986	140	9	=	=	SYM
afs-135986	140	10	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	PROPN
afs-135986	140	11	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	PROPN
afs-135986	140	12	+	+	CCONJ
afs-135986	140	13	𝐹𝐹𝐹𝐹𝐹𝐹𝐹𝐹𝑋𝑋𝑋𝑋	𝐹𝐹𝐹𝐹𝐹𝐹𝐹𝐹𝑋𝑋𝑋𝑋	PROPN
afs-135986	140	14	,	,	PUNCT
afs-135986	140	15	𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑋𝑋𝑋𝑋	𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑓𝑋𝑋𝑋𝑋	PROPN
afs-135986	140	16	=	=	SYM
afs-135986	140	17	1	1	NUM
afs-135986	140	18	𝛼𝛼𝛼𝛼	𝛼𝛼𝛼𝛼	NOUN
afs-135986	140	19	𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑋𝑋𝑋𝑋	VERB
afs-135986	140	20	+	+	CCONJ
afs-135986	140	21	𝛼𝛼𝛼𝛼	𝛼𝛼𝛼𝛼	NOUN
afs-135986	140	22	𝑇𝑇𝑇𝑇𝑃𝑃𝑃𝑃𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	𝑇𝑇𝑇𝑇𝑃𝑃𝑃𝑃𝑇𝑇𝑇𝑇𝑋𝑋𝑋𝑋	PROPN
afs-135986	140	23	,	,	PUNCT
afs-135986	140	24	∝	∝	PROPN
afs-135986	140	25	𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴	𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴𝐴	PROPN
afs-135986	140	26	=	=	SYM
afs-135986	140	27	∑	∑	PUNCT
afs-135986	140	28	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑖𝑖𝑖𝑖	𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑇𝑖𝑖𝑖𝑖	PROPN
afs-135986	140	29	𝐼𝐼𝐼𝐼𝑖𝑖𝑖𝑖	𝐼𝐼𝐼𝐼𝑖𝑖𝑖𝑖	NOUN
afs-135986	140	30	𝑛𝑛𝑛𝑛	𝑛𝑛𝑛𝑛	NOUN
afs-135986	140	31	𝑖𝑖𝑖𝑖=1	𝑖𝑖𝑖𝑖=1	PUNCT
afs-135986	140	32	𝑛𝑛𝑛𝑛	𝑛𝑛𝑛𝑛	NOUN
afs-135986	140	33	,	,	PUNCT
afs-135986	140	34	fig	fig	NOUN
afs-135986	140	35	.	.	PUNCT
afs-135986	141	1	4	4	X
afs-135986	141	2	.	.	X
afs-135986	141	3	confusion	confusion	NOUN
afs-135986	141	4	matrix	matrix	NOUN
afs-135986	141	5	scheme	scheme	NOUN
afs-135986	141	6	for	for	ADP
afs-135986	141	7	the	the	DET
afs-135986	141	8	classification	classification	NOUN
afs-135986	141	9	of	of	ADP
afs-135986	141	10	carrot	carrot	NOUN
afs-135986	141	11	roots	root	NOUN
afs-135986	141	12	varieties	variety	NOUN
afs-135986	141	13	p.	p.	PROPN
afs-135986	141	14	rybacki	rybacki	NOUN
afs-135986	141	15	et	et	PROPN
afs-135986	141	16	al	al	PROPN
afs-135986	141	17	.	.	PROPN
afs-135986	142	1	47	47	NUM
afs-135986	142	2	to	to	PART
afs-135986	142	3	check	check	VERB
afs-135986	142	4	the	the	DET
afs-135986	142	5	accuracy	accuracy	NOUN
afs-135986	142	6	of	of	ADP
afs-135986	142	7	the	the	DET
afs-135986	142	8	models	model	NOUN
afs-135986	142	9	in	in	ADP
afs-135986	142	10	the	the	DET
afs-135986	142	11	study	study	NOUN
afs-135986	142	12	,	,	PUNCT
afs-135986	142	13	a	a	DET
afs-135986	142	14	10	10	NUM
afs-135986	142	15	-	-	ADJ
afs-135986	142	16	fold	fold	ADJ
afs-135986	142	17	cross	cross	NOUN
afs-135986	142	18	-	-	ADJ
afs-135986	142	19	validation	validation	NOUN
afs-135986	142	20	was	be	AUX
afs-135986	142	21	applied	apply	VERB
afs-135986	142	22	.	.	PUNCT
afs-135986	143	1	carrot	carrot	NOUN
afs-135986	143	2	root	root	NOUN
afs-135986	143	3	images	image	NOUN
afs-135986	143	4	are	be	AUX
afs-135986	143	5	divided	divide	VERB
afs-135986	143	6	into	into	ADP
afs-135986	143	7	a	a	DET
afs-135986	143	8	total	total	NOUN
afs-135986	143	9	of	of	ADP
afs-135986	143	10	10	10	NUM
afs-135986	143	11	subgroups	subgroup	NOUN
afs-135986	143	12	using	use	VERB
afs-135986	143	13	a	a	DET
afs-135986	143	14	10	10	NUM
afs-135986	143	15	-	-	ADJ
afs-135986	143	16	fold	fold	ADJ
afs-135986	143	17	algorithm	algorithm	NOUN
afs-135986	143	18	,	,	PUNCT
afs-135986	143	19	by	by	ADP
afs-135986	143	20	code	code	NOUN
afs-135986	143	21	6	6	NUM
afs-135986	143	22	(	(	PUNCT
afs-135986	143	23	https://github.com/piotrrybacki/carrotroots-cnn.git	https://github.com/piotrrybacki/carrotroots-cnn.git	NOUN
afs-135986	143	24	)	)	PUNCT
afs-135986	143	25	.	.	PUNCT
afs-135986	144	1	due	due	ADP
afs-135986	144	2	to	to	ADP
afs-135986	144	3	the	the	DET
afs-135986	144	4	odd	odd	ADJ
afs-135986	144	5	number	number	NOUN
afs-135986	144	6	of	of	ADP
afs-135986	144	7	photos	photo	NOUN
afs-135986	144	8	,	,	PUNCT
afs-135986	144	9	each	each	DET
afs-135986	144	10	subgroup	subgroup	NOUN
afs-135986	144	11	is	be	AUX
afs-135986	144	12	completed	complete	VERB
afs-135986	144	13	with	with	ADP
afs-135986	144	14	one	one	NUM
afs-135986	144	15	,	,	PUNCT
afs-135986	144	16	not	not	PART
afs-135986	144	17	changing	change	VERB
afs-135986	144	18	the	the	DET
afs-135986	144	19	result	result	NOUN
afs-135986	144	20	.	.	PUNCT
afs-135986	145	1	the	the	DET
afs-135986	145	2	remaining	remain	VERB
afs-135986	145	3	subgroup	subgroup	NOUN
afs-135986	145	4	is	be	AUX
afs-135986	145	5	utilized	utilize	VERB
afs-135986	145	6	as	as	ADP
afs-135986	145	7	test	test	NOUN
afs-135986	145	8	data	datum	NOUN
afs-135986	145	9	,	,	PUNCT
afs-135986	145	10	and	and	CCONJ
afs-135986	145	11	nine	nine	NUM
afs-135986	145	12	subgroups	subgroup	NOUN
afs-135986	145	13	are	be	AUX
afs-135986	145	14	employed	employ	VERB
afs-135986	145	15	as	as	ADP
afs-135986	145	16	training	training	NOUN
afs-135986	145	17	data	datum	NOUN
afs-135986	145	18	for	for	ADP
afs-135986	145	19	each	each	DET
afs-135986	145	20	round	round	NOUN
afs-135986	145	21	of	of	ADP
afs-135986	145	22	the	the	DET
afs-135986	145	23	models	model	NOUN
afs-135986	145	24	’	'	PUNCT
afs-135986	145	25	training	training	NOUN
afs-135986	145	26	.	.	PUNCT
afs-135986	146	1	as	as	SCONJ
afs-135986	146	2	most	most	ADJ
afs-135986	146	3	of	of	ADP
afs-135986	146	4	the	the	DET
afs-135986	146	5	data	datum	NOUN
afs-135986	146	6	is	be	AUX
afs-135986	146	7	utilized	utilize	VERB
afs-135986	146	8	to	to	PART
afs-135986	146	9	train	train	VERB
afs-135986	146	10	the	the	DET
afs-135986	146	11	models	model	NOUN
afs-135986	146	12	for	for	ADP
afs-135986	146	13	10	10	NUM
afs-135986	146	14	iterations	iteration	NOUN
afs-135986	146	15	,	,	PUNCT
afs-135986	146	16	this	this	PRON
afs-135986	146	17	lowers	lower	VERB
afs-135986	146	18	the	the	DET
afs-135986	146	19	bias	bias	NOUN
afs-135986	146	20	.	.	PUNCT
afs-135986	147	1	additionally	additionally	ADV
afs-135986	147	2	,	,	PUNCT
afs-135986	147	3	each	each	DET
afs-135986	147	4	iteration	iteration	NOUN
afs-135986	147	5	’s	’s	PART
afs-135986	147	6	model	model	NOUN
afs-135986	147	7	weights	weight	NOUN
afs-135986	147	8	for	for	SCONJ
afs-135986	147	9	the	the	DET
afs-135986	147	10	convolutional	convolutional	ADJ
afs-135986	147	11	layers	layer	NOUN
afs-135986	147	12	are	be	AUX
afs-135986	147	13	continuously	continuously	ADV
afs-135986	147	14	updated	update	VERB
afs-135986	147	15	,	,	PUNCT
afs-135986	147	16	which	which	PRON
afs-135986	147	17	increases	increase	VERB
afs-135986	147	18	the	the	DET
afs-135986	147	19	effectiveness	effectiveness	NOUN
afs-135986	147	20	of	of	ADP
afs-135986	147	21	training	training	NOUN
afs-135986	147	22	.	.	PUNCT
afs-135986	148	1	fig	fig	NOUN
afs-135986	148	2	.	.	PUNCT
afs-135986	149	1	5	5	NUM
afs-135986	149	2	depicts	depict	VERB
afs-135986	149	3	a	a	DET
afs-135986	149	4	common	common	ADJ
afs-135986	149	5	k	k	ADJ
afs-135986	149	6	-	-	ADJ
afs-135986	149	7	fold	fold	ADJ
afs-135986	149	8	design	design	NOUN
afs-135986	149	9	.	.	PUNCT
afs-135986	150	1	the	the	DET
afs-135986	150	2	model	model	NOUN
afs-135986	150	3	in	in	ADP
afs-135986	150	4	this	this	DET
afs-135986	150	5	research	research	NOUN
afs-135986	150	6	is	be	AUX
afs-135986	150	7	trained	train	VERB
afs-135986	150	8	for	for	ADP
afs-135986	150	9	10	10	NUM
afs-135986	150	10	iterations	iteration	NOUN
afs-135986	150	11	after	after	SCONJ
afs-135986	150	12	the	the	DET
afs-135986	150	13	input	input	NOUN
afs-135986	150	14	data	data	NOUN
afs-135986	150	15	is	be	AUX
afs-135986	150	16	divided	divide	VERB
afs-135986	150	17	into	into	ADP
afs-135986	150	18	k	k	PROPN
afs-135986	150	19	=	=	PUNCT
afs-135986	150	20	10	10	NUM
afs-135986	150	21	subgroups	subgroup	NOUN
afs-135986	150	22	.	.	PUNCT
afs-135986	151	1	ratios	ratio	NOUN
afs-135986	151	2	were	be	AUX
afs-135986	151	3	used	use	VERB
afs-135986	151	4	to	to	PART
afs-135986	151	5	assess	assess	VERB
afs-135986	151	6	the	the	DET
afs-135986	151	7	accuracy	accuracy	NOUN
afs-135986	151	8	of	of	ADP
afs-135986	151	9	the	the	DET
afs-135986	151	10	models	model	NOUN
afs-135986	151	11	:	:	PUNCT
afs-135986	151	12	mse	mse	NOUN
afs-135986	151	13	(	(	PUNCT
afs-135986	151	14	mean	mean	ADJ
afs-135986	151	15	square	square	ADJ
afs-135986	151	16	error	error	NOUN
afs-135986	151	17	)	)	PUNCT
afs-135986	151	18	or	or	CCONJ
afs-135986	151	19	rmse	rmse	NOUN
afs-135986	151	20	(	(	PUNCT
afs-135986	151	21	root	root	NOUN
afs-135986	151	22	mean	mean	VERB
afs-135986	151	23	square	square	NOUN
afs-135986	151	24	error	error	NOUN
afs-135986	151	25	)	)	PUNCT
afs-135986	151	26	,	,	PUNCT
afs-135986	151	27	according	accord	VERB
afs-135986	151	28	to	to	ADP
afs-135986	151	29	equations	equation	NOUN
afs-135986	151	30	5	5	NUM
afs-135986	151	31	and	and	CCONJ
afs-135986	151	32	6	6	NUM
afs-135986	151	33	:	:	PUNCT
afs-135986	151	34	(	(	PUNCT
afs-135986	151	35	5	5	NUM
afs-135986	151	36	)	)	PUNCT
afs-135986	151	37	(	(	PUNCT
afs-135986	151	38	6	6	NUM
afs-135986	151	39	)	)	PUNCT
afs-135986	151	40	where	where	SCONJ
afs-135986	151	41	:	:	PUNCT
afs-135986	151	42	rij	rij	ADJ
afs-135986	151	43	,	,	PUNCT
afs-135986	151	44	gij	gij	ADJ
afs-135986	151	45	,	,	PUNCT
afs-135986	151	46	bij	bij	NOUN
afs-135986	151	47	–	–	PUNCT
afs-135986	151	48	the	the	DET
afs-135986	151	49	colour	colour	NOUN
afs-135986	151	50	components	component	NOUN
afs-135986	151	51	of	of	ADP
afs-135986	151	52	the	the	DET
afs-135986	151	53	original	original	ADJ
afs-135986	151	54	image	image	NOUN
afs-135986	151	55	,	,	PUNCT
afs-135986	151	56	r	r	NOUN
afs-135986	151	57	*	*	PUNCT
afs-135986	151	58	ij	ij	NOUN
afs-135986	151	59	,	,	PUNCT
afs-135986	151	60	g	g	PROPN
afs-135986	151	61	*	*	PUNCT
afs-135986	151	62	ij	ij	PROPN
afs-135986	151	63	,	,	PUNCT
afs-135986	151	64	b	b	PROPN
afs-135986	151	65	*	*	PUNCT
afs-135986	151	66	ij	ij	INTJ
afs-135986	151	67	–	–	PUNCT
afs-135986	151	68	the	the	DET
afs-135986	151	69	colour	colour	NOUN
afs-135986	151	70	components	component	NOUN
afs-135986	151	71	of	of	ADP
afs-135986	151	72	the	the	DET
afs-135986	151	73	image	image	NOUN
afs-135986	151	74	resulting	result	VERB
afs-135986	151	75	from	from	ADP
afs-135986	151	76	quantisation	quantisation	NOUN
afs-135986	151	77	,	,	PUNCT
afs-135986	151	78	m	m	PROPN
afs-135986	151	79	,	,	PUNCT
afs-135986	151	80	n	n	CCONJ
afs-135986	151	81	–	–	PUNCT
afs-135986	151	82	spatial	spatial	ADJ
afs-135986	151	83	resolution	resolution	NOUN
afs-135986	151	84	of	of	ADP
afs-135986	151	85	the	the	DET
afs-135986	151	86	image	image	NOUN
afs-135986	151	87	.	.	PUNCT
afs-135986	152	1	analysis	analysis	NOUN
afs-135986	152	2	results	result	VERB
afs-135986	152	3	the	the	DET
afs-135986	152	4	final	final	ADJ
afs-135986	152	5	effect	effect	NOUN
afs-135986	152	6	of	of	ADP
afs-135986	152	7	the	the	DET
afs-135986	152	8	conducted	conduct	VERB
afs-135986	152	9	analyses	analysis	NOUN
afs-135986	152	10	is	be	AUX
afs-135986	152	11	the	the	DET
afs-135986	152	12	proposal	proposal	NOUN
afs-135986	152	13	of	of	ADP
afs-135986	152	14	the	the	DET
afs-135986	152	15	cnn	cnn	PROPN
afs-135986	152	16	architecture	architecture	NOUN
afs-135986	152	17	and	and	CCONJ
afs-135986	152	18	the	the	DET
afs-135986	152	19	python	python	NOUN
afs-135986	152	20	3.9	3.9	NUM
afs-135986	152	21	code	code	NOUN
afs-135986	152	22	enabling	enable	VERB
afs-135986	152	23	automatic	automatic	ADJ
afs-135986	152	24	comparison	comparison	NOUN
afs-135986	152	25	and	and	CCONJ
afs-135986	152	26	geometric	geometric	ADJ
afs-135986	152	27	classification	classification	NOUN
afs-135986	152	28	of	of	ADP
afs-135986	152	29	carrot	carrot	NOUN
afs-135986	152	30	roots	root	NOUN
afs-135986	152	31	and	and	CCONJ
afs-135986	152	32	assigning	assign	VERB
afs-135986	152	33	them	they	PRON
afs-135986	152	34	to	to	ADP
afs-135986	152	35	the	the	DET
afs-135986	152	36	appropriate	appropriate	ADJ
afs-135986	152	37	quality	quality	NOUN
afs-135986	152	38	class	class	NOUN
afs-135986	152	39	based	base	VERB
afs-135986	152	40	on	on	ADP
afs-135986	152	41	diameter	diameter	NOUN
afs-135986	152	42	and	and	CCONJ
afs-135986	152	43	length	length	NOUN
afs-135986	152	44	.	.	PUNCT
afs-135986	153	1	table	table	NOUN
afs-135986	153	2	3	3	NUM
afs-135986	153	3	presents	present	VERB
afs-135986	153	4	a	a	DET
afs-135986	153	5	list	list	NOUN
afs-135986	153	6	of	of	ADP
afs-135986	153	7	map	map	NOUN
afs-135986	153	8	size	size	NOUN
afs-135986	153	9	changes	change	NOUN
afs-135986	153	10	depending	depend	VERB
afs-135986	153	11	on	on	ADP
afs-135986	153	12	the	the	DET
afs-135986	153	13	number	number	NOUN
afs-135986	153	14	of	of	ADP
afs-135986	153	15	layer	layer	NOUN
afs-135986	153	16	of	of	ADP
afs-135986	153	17	the	the	DET
afs-135986	153	18	developed	develop	VERB
afs-135986	153	19	cnn	cnn	PROPN
afs-135986	153	20	model	model	NOUN
afs-135986	153	21	.	.	PUNCT
afs-135986	154	1	“	"	PUNCT
afs-135986	154	2	none	none	NOUN
afs-135986	154	3	”	"	PUNCT
afs-135986	154	4	in	in	ADP
afs-135986	154	5	column	column	NOUN
afs-135986	154	6	2	2	NUM
afs-135986	154	7	means	mean	VERB
afs-135986	154	8	that	that	SCONJ
afs-135986	154	9	there	there	PRON
afs-135986	154	10	is	be	VERB
afs-135986	154	11	an	an	DET
afs-135986	154	12	arbitrary	arbitrary	ADJ
afs-135986	154	13	number	number	NOUN
afs-135986	154	14	of	of	ADP
afs-135986	154	15	input	input	NOUN
afs-135986	154	16	samples	sample	NOUN
afs-135986	154	17	.	.	PUNCT
afs-135986	155	1	the	the	DET
afs-135986	155	2	number	number	NOUN
afs-135986	155	3	of	of	ADP
afs-135986	155	4	input	input	NOUN
afs-135986	155	5	samples	sample	NOUN
afs-135986	155	6	is	be	AUX
afs-135986	155	7	not	not	PART
afs-135986	155	8	limited	limited	ADJ
afs-135986	155	9	.	.	PUNCT
afs-135986	156	1	column	column	NOUN
afs-135986	156	2	1	1	NUM
afs-135986	156	3	shows	show	VERB
afs-135986	156	4	the	the	DET
afs-135986	156	5	structure	structure	NOUN
afs-135986	156	6	of	of	ADP
afs-135986	156	7	the	the	DET
afs-135986	156	8	cnn	cnn	PROPN
afs-135986	156	9	and	and	CCONJ
afs-135986	156	10	column	column	NOUN
afs-135986	156	11	3	3	NUM
afs-135986	156	12	will	will	AUX
afs-135986	156	13	show	show	VERB
afs-135986	156	14	the	the	DET
afs-135986	156	15	number	number	NOUN
afs-135986	156	16	of	of	ADP
afs-135986	156	17	calculation	calculation	NOUN
afs-135986	156	18	parameters	parameter	NOUN
afs-135986	156	19	at	at	ADP
afs-135986	156	20	each	each	DET
afs-135986	156	21	layer	layer	NOUN
afs-135986	156	22	change	change	NOUN
afs-135986	156	23	.	.	PUNCT
afs-135986	157	1	as	as	SCONJ
afs-135986	157	2	can	can	AUX
afs-135986	157	3	be	be	AUX
afs-135986	157	4	seen	see	VERB
afs-135986	157	5	from	from	ADP
afs-135986	157	6	the	the	DET
afs-135986	157	7	data	datum	NOUN
afs-135986	157	8	,	,	PUNCT
afs-135986	157	9	each	each	DET
afs-135986	157	10	hidden	hide	VERB
afs-135986	157	11	layer	layer	NOUN
afs-135986	157	12	in	in	ADP
afs-135986	157	13	the	the	DET
afs-135986	157	14	cnn	cnn	PROPN
afs-135986	157	15	model	model	NOUN
afs-135986	157	16	results	result	VERB
afs-135986	157	17	in	in	ADP
afs-135986	157	18	the	the	DET
afs-135986	157	19	decrease	decrease	NOUN
afs-135986	157	20	of	of	ADP
afs-135986	157	21	the	the	DET
afs-135986	157	22	maps	map	NOUN
afs-135986	157	23	,	,	PUNCT
afs-135986	157	24	obtaining	obtain	VERB
afs-135986	157	25	3738262	3738262	NUM
afs-135986	157	26	parameters	parameter	NOUN
afs-135986	157	27	at	at	ADP
afs-135986	157	28	the	the	DET
afs-135986	157	29	output	output	NOUN
afs-135986	157	30	.	.	PUNCT
afs-135986	158	1	fig	fig	NOUN
afs-135986	158	2	.	.	PUNCT
afs-135986	159	1	5	5	NUM
afs-135986	159	2	.	.	X
afs-135986	160	1	k	k	ADJ
afs-135986	160	2	-	-	ADJ
afs-135986	160	3	fold	fold	ADJ
afs-135986	160	4	-	-	PUNCT
afs-135986	160	5	cross	cross	ADJ
afs-135986	160	6	-	-	ADJ
afs-135986	160	7	validation	validation	ADJ
afs-135986	160	8	prosses	prosse	NOUN
afs-135986	160	9	𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀	𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀	VERB
afs-135986	160	10	=	=	SYM
afs-135986	160	11	1	1	NUM
afs-135986	160	12	3𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀	3𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀	NUM
afs-135986	160	13	�	�	PROPN
afs-135986	160	14	�	�	PROPN
afs-135986	161	1	[	[	X
afs-135986	161	2	�	�	ADP
afs-135986	161	3	𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖	𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖	NOUN
afs-135986	161	4	−	−	PROPN
afs-135986	161	5	𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖∗	𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖∗	PUNCT
afs-135986	161	6	�	�	PROPN
afs-135986	161	7	2	2	NUM
afs-135986	161	8	+	+	NUM
afs-135986	161	9	�	�	PROPN
afs-135986	161	10	𝐺𝐺𝐺𝐺𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖	𝐺𝐺𝐺𝐺𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖	PROPN
afs-135986	161	11	−	−	PROPN
afs-135986	161	12	𝐺𝐺𝐺𝐺𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖∗	𝐺𝐺𝐺𝐺𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖∗	PROPN
afs-135986	161	13	�	�	PROPN
afs-135986	161	14	2	2	NUM
afs-135986	161	15	+	+	CCONJ
afs-135986	161	16	�	�	PROPN
afs-135986	162	1	𝐵𝐵𝐵𝐵𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖	𝐵𝐵𝐵𝐵𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖	NOUN
afs-135986	162	2	−	−	PROPN
afs-135986	162	3	𝐵𝐵𝐵𝐵𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖∗	𝐵𝐵𝐵𝐵𝑖𝑖𝑖𝑖𝑖𝑖𝑖𝑖∗	X
afs-135986	162	4	�	�	PROPN
afs-135986	162	5	2	2	NUM
afs-135986	162	6	]	]	PUNCT
afs-135986	162	7	𝑁𝑁𝑁𝑁	𝑁𝑁𝑁𝑁	PROPN
afs-135986	162	8	𝑖𝑖𝑖𝑖=1	𝑖𝑖𝑖𝑖=1	PUNCT
afs-135986	162	9	𝑀𝑀𝑀𝑀	𝑀𝑀𝑀𝑀	PROPN
afs-135986	162	10	𝑖𝑖𝑖𝑖=1	𝑖𝑖𝑖𝑖=1	PUNCT
afs-135986	162	11	𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅	𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅	NOUN
afs-135986	162	12	=	=	SYM
afs-135986	162	13	√𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅	√𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅𝑅	ADJ
afs-135986	162	14	agricultural	agricultural	ADJ
afs-135986	162	15	and	and	CCONJ
afs-135986	162	16	food	food	NOUN
afs-135986	162	17	science	science	NOUN
afs-135986	162	18	(	(	PUNCT
afs-135986	162	19	2024	2024	NUM
afs-135986	162	20	)	)	PUNCT
afs-135986	162	21	33	33	NUM
afs-135986	162	22	:	:	SYM
afs-135986	162	23	40–54	40–54	NUM
afs-135986	162	24	48	48	NUM
afs-135986	162	25	the	the	DET
afs-135986	162	26	developed	develop	VERB
afs-135986	162	27	code	code	NOUN
afs-135986	162	28	for	for	ADP
afs-135986	162	29	the	the	DET
afs-135986	162	30	proposed	propose	VERB
afs-135986	162	31	cnn	cnn	PROPN
afs-135986	162	32	architecture	architecture	NOUN
afs-135986	162	33	enabled	enable	VERB
afs-135986	162	34	an	an	DET
afs-135986	162	35	automatic	automatic	ADJ
afs-135986	162	36	sorting	sorting	NOUN
afs-135986	162	37	of	of	ADP
afs-135986	162	38	carrot	carrot	NOUN
afs-135986	162	39	root	root	NOUN
afs-135986	162	40	images	image	NOUN
afs-135986	162	41	for	for	ADP
afs-135986	162	42	training	training	NOUN
afs-135986	162	43	,	,	PUNCT
afs-135986	162	44	validation	validation	NOUN
afs-135986	162	45	and	and	CCONJ
afs-135986	162	46	test	test	NOUN
afs-135986	162	47	catalogues	catalogue	NOUN
afs-135986	162	48	.	.	PUNCT
afs-135986	163	1	subsequently	subsequently	ADV
afs-135986	163	2	,	,	PUNCT
afs-135986	163	3	based	base	VERB
afs-135986	163	4	on	on	ADP
afs-135986	163	5	randomly	randomly	ADV
afs-135986	163	6	selected	select	VERB
afs-135986	163	7	order	order	NOUN
afs-135986	163	8	,	,	PUNCT
afs-135986	163	9	the	the	DET
afs-135986	163	10	algorithm	algorithm	NOUN
afs-135986	163	11	performed	perform	VERB
afs-135986	163	12	a	a	DET
afs-135986	163	13	supervised	supervised	ADJ
afs-135986	163	14	training	training	NOUN
afs-135986	163	15	of	of	ADP
afs-135986	163	16	the	the	DET
afs-135986	163	17	model	model	NOUN
afs-135986	163	18	and	and	CCONJ
afs-135986	163	19	their	their	PRON
afs-135986	163	20	validation	validation	NOUN
afs-135986	163	21	,	,	PUNCT
afs-135986	163	22	the	the	DET
afs-135986	163	23	results	result	NOUN
afs-135986	163	24	of	of	ADP
afs-135986	163	25	which	which	PRON
afs-135986	163	26	is	be	AUX
afs-135986	163	27	presented	present	VERB
afs-135986	163	28	in	in	ADP
afs-135986	163	29	figure	figure	NOUN
afs-135986	163	30	6	6	NUM
afs-135986	163	31	.	.	PUNCT
afs-135986	164	1	as	as	SCONJ
afs-135986	164	2	shown	show	VERB
afs-135986	164	3	in	in	ADP
afs-135986	164	4	figure	figure	NOUN
afs-135986	164	5	6	6	NUM
afs-135986	164	6	the	the	DET
afs-135986	164	7	learning	learning	NOUN
afs-135986	164	8	process	process	NOUN
afs-135986	164	9	accuracy	accuracy	NOUN
afs-135986	164	10	for	for	ADP
afs-135986	164	11	the	the	DET
afs-135986	164	12	proposed	propose	VERB
afs-135986	164	13	model	model	NOUN
afs-135986	164	14	was	be	AUX
afs-135986	164	15	94.53	94.53	NUM
afs-135986	164	16	%	%	NOUN
afs-135986	164	17	,	,	PUNCT
afs-135986	164	18	and	and	CCONJ
afs-135986	164	19	the	the	DET
afs-135986	164	20	validation	validation	NOUN
afs-135986	164	21	accuracy	accuracy	NOUN
afs-135986	164	22	87.14	87.14	NUM
afs-135986	164	23	%	%	NOUN
afs-135986	164	24	(	(	PUNCT
afs-135986	164	25	fig	fig	NOUN
afs-135986	164	26	6a	6a	NOUN
afs-135986	164	27	)	)	PUNCT
afs-135986	164	28	.	.	PUNCT
afs-135986	165	1	the	the	DET
afs-135986	165	2	loss	loss	NOUN
afs-135986	165	3	chart	chart	NOUN
afs-135986	165	4	(	(	PUNCT
afs-135986	165	5	fig	fig	NOUN
afs-135986	165	6	.	.	PUNCT
afs-135986	165	7	6b	6b	NOUN
afs-135986	165	8	)	)	PUNCT
afs-135986	165	9	shows	show	VERB
afs-135986	165	10	that	that	SCONJ
afs-135986	165	11	in	in	ADP
afs-135986	165	12	the	the	DET
afs-135986	165	13	model	model	NOUN
afs-135986	165	14	training	training	NOUN
afs-135986	165	15	process	process	NOUN
afs-135986	165	16	the	the	DET
afs-135986	165	17	losses	loss	NOUN
afs-135986	165	18	amounted	amount	VERB
afs-135986	165	19	to	to	ADP
afs-135986	165	20	19.11	19.11	NUM
afs-135986	165	21	%	%	NOUN
afs-135986	165	22	,	,	PUNCT
afs-135986	165	23	and	and	CCONJ
afs-135986	165	24	in	in	ADP
afs-135986	165	25	the	the	DET
afs-135986	165	26	model	model	NOUN
afs-135986	165	27	validation	validation	NOUN
afs-135986	165	28	process	process	NOUN
afs-135986	165	29	37.44	37.44	NUM
afs-135986	165	30	%	%	NOUN
afs-135986	165	31	.	.	PUNCT
afs-135986	166	1	ablation	ablation	NOUN
afs-135986	166	2	of	of	ADP
afs-135986	166	3	any	any	DET
afs-135986	166	4	layer	layer	NOUN
afs-135986	166	5	resulted	result	VERB
afs-135986	166	6	in	in	ADP
afs-135986	166	7	a	a	DET
afs-135986	166	8	15–42	15–42	NUM
afs-135986	166	9	%	%	NOUN
afs-135986	166	10	decrease	decrease	NOUN
afs-135986	166	11	in	in	ADP
afs-135986	166	12	accuracy	accuracy	NOUN
afs-135986	166	13	.	.	PUNCT
afs-135986	167	1	however	however	ADV
afs-135986	167	2	,	,	PUNCT
afs-135986	167	3	an	an	DET
afs-135986	167	4	increase	increase	NOUN
afs-135986	167	5	in	in	ADP
afs-135986	167	6	the	the	DET
afs-135986	167	7	number	number	NOUN
afs-135986	167	8	of	of	ADP
afs-135986	167	9	hidden	hidden	ADJ
afs-135986	167	10	layers	layer	NOUN
afs-135986	167	11	resulted	result	VERB
afs-135986	167	12	in	in	ADP
afs-135986	167	13	an	an	DET
afs-135986	167	14	extension	extension	NOUN
afs-135986	167	15	of	of	ADP
afs-135986	167	16	the	the	DET
afs-135986	167	17	classification	classification	NOUN
afs-135986	167	18	time	time	NOUN
afs-135986	167	19	and	and	CCONJ
afs-135986	167	20	the	the	DET
afs-135986	167	21	risk	risk	NOUN
afs-135986	167	22	of	of	ADP
afs-135986	167	23	overfitting	overfitte	VERB
afs-135986	167	24	the	the	DET
afs-135986	167	25	model	model	NOUN
afs-135986	167	26	,	,	PUNCT
afs-135986	167	27	the	the	DET
afs-135986	167	28	so	so	ADV
afs-135986	167	29	-	-	PUNCT
afs-135986	167	30	called	call	VERB
afs-135986	167	31	excessive	excessive	ADJ
afs-135986	167	32	fitting	fitting	ADJ
afs-135986	167	33	(	(	PUNCT
afs-135986	167	34	overfitting	overfitting	NOUN
afs-135986	167	35	)	)	PUNCT
afs-135986	167	36	.	.	PUNCT
afs-135986	168	1	the	the	DET
afs-135986	168	2	developed	develop	VERB
afs-135986	168	3	algorithm	algorithm	NOUN
afs-135986	168	4	searched	search	VERB
afs-135986	168	5	image	image	NOUN
afs-135986	168	6	with	with	ADP
afs-135986	168	7	the	the	DET
afs-135986	168	8	highest	high	ADJ
afs-135986	168	9	likelihood	likelihood	NOUN
afs-135986	168	10	of	of	ADP
afs-135986	168	11	affiliation	affiliation	NOUN
afs-135986	168	12	and	and	CCONJ
afs-135986	168	13	assigned	assign	VERB
afs-135986	168	14	the	the	DET
afs-135986	168	15	appropriate	appropriate	ADJ
afs-135986	168	16	label	label	NOUN
afs-135986	168	17	,	,	PUNCT
afs-135986	168	18	which	which	PRON
afs-135986	168	19	is	be	AUX
afs-135986	168	20	an	an	DET
afs-135986	168	21	information	information	NOUN
afs-135986	168	22	set	set	VERB
afs-135986	168	23	calculated	calculate	VERB
afs-135986	168	24	based	base	VERB
afs-135986	168	25	on	on	ADP
afs-135986	168	26	the	the	DET
afs-135986	168	27	image	image	NOUN
afs-135986	168	28	shape	shape	NOUN
afs-135986	168	29	and	and	CCONJ
afs-135986	168	30	number	number	NOUN
afs-135986	168	31	of	of	ADP
afs-135986	168	32	pixels	pixel	NOUN
afs-135986	168	33	,	,	PUNCT
afs-135986	168	34	with	with	ADP
afs-135986	168	35	geometric	geometric	ADJ
afs-135986	168	36	carrot	carrot	NOUN
afs-135986	168	37	root	root	NOUN
afs-135986	168	38	parameters	parameter	NOUN
afs-135986	168	39	.	.	PUNCT
afs-135986	169	1	the	the	DET
afs-135986	169	2	label	label	NOUN
afs-135986	169	3	includes	include	VERB
afs-135986	169	4	information	information	NOUN
afs-135986	169	5	on	on	ADP
afs-135986	169	6	the	the	DET
afs-135986	169	7	surface	surface	NOUN
afs-135986	169	8	of	of	ADP
afs-135986	169	9	the	the	DET
afs-135986	169	10	imaged	imaged	ADJ
afs-135986	169	11	root	root	NOUN
afs-135986	169	12	,	,	PUNCT
afs-135986	169	13	its	its	PRON
afs-135986	169	14	circumference	circumference	NOUN
afs-135986	169	15	,	,	PUNCT
afs-135986	169	16	diameter	diameter	NOUN
afs-135986	169	17	and	and	CCONJ
afs-135986	169	18	length	length	NOUN
afs-135986	169	19	.	.	PUNCT
afs-135986	170	1	it	it	PRON
afs-135986	170	2	further	far	ADV
afs-135986	170	3	includes	include	VERB
afs-135986	170	4	eccentricity	eccentricity	NOUN
afs-135986	170	5	index	index	NOUN
afs-135986	170	6	,	,	PUNCT
afs-135986	170	7	which	which	PRON
afs-135986	170	8	is	be	AUX
afs-135986	170	9	a	a	DET
afs-135986	170	10	ratio	ratio	NOUN
afs-135986	170	11	between	between	ADP
afs-135986	170	12	the	the	DET
afs-135986	170	13	length	length	NOUN
afs-135986	170	14	of	of	ADP
afs-135986	170	15	the	the	DET
afs-135986	170	16	radii	radius	NOUN
afs-135986	170	17	from	from	ADP
afs-135986	170	18	the	the	DET
afs-135986	170	19	centre	centre	NOUN
afs-135986	170	20	of	of	ADP
afs-135986	170	21	weight	weight	NOUN
afs-135986	170	22	of	of	ADP
afs-135986	170	23	the	the	DET
afs-135986	170	24	cross	cross	NOUN
afs-135986	170	25	-	-	NOUN
afs-135986	170	26	section	section	NOUN
afs-135986	170	27	analysed	analyse	VERB
afs-135986	170	28	.	.	PUNCT
afs-135986	171	1	the	the	DET
afs-135986	171	2	eccentricity	eccentricity	NOUN
afs-135986	171	3	index	index	NOUN
afs-135986	171	4	close	close	ADV
afs-135986	171	5	to	to	ADP
afs-135986	171	6	1.00	1.00	NUM
afs-135986	171	7	shows	show	VERB
afs-135986	171	8	that	that	SCONJ
afs-135986	171	9	the	the	DET
afs-135986	171	10	axis	axis	NOUN
afs-135986	171	11	of	of	ADP
afs-135986	171	12	symmetry	symmetry	NOUN
afs-135986	171	13	of	of	ADP
afs-135986	171	14	the	the	DET
afs-135986	171	15	root	root	NOUN
afs-135986	171	16	is	be	AUX
afs-135986	171	17	a	a	DET
afs-135986	171	18	straight	straight	ADJ
afs-135986	171	19	line	line	NOUN
afs-135986	171	20	.	.	PUNCT
afs-135986	172	1	the	the	DET
afs-135986	172	2	label	label	NOUN
afs-135986	172	3	also	also	ADV
afs-135986	172	4	includes	include	VERB
afs-135986	172	5	information	information	NOUN
afs-135986	172	6	about	about	ADP
afs-135986	172	7	the	the	DET
afs-135986	172	8	root	root	NOUN
afs-135986	172	9	quality	quality	NOUN
afs-135986	172	10	class	class	NOUN
afs-135986	172	11	.	.	PUNCT
afs-135986	173	1	figure	figure	NOUN
afs-135986	173	2	7	7	NUM
afs-135986	173	3	shows	show	VERB
afs-135986	173	4	nine	nine	NUM
afs-135986	173	5	example	example	NOUN
afs-135986	173	6	carrot	carrot	NOUN
afs-135986	173	7	roots	root	NOUN
afs-135986	173	8	of	of	ADP
afs-135986	173	9	the	the	DET
afs-135986	173	10	457	457	NUM
afs-135986	173	11	analysed	analyse	VERB
afs-135986	173	12	,	,	PUNCT
afs-135986	173	13	with	with	ADP
afs-135986	173	14	the	the	DET
afs-135986	173	15	table	table	NOUN
afs-135986	173	16	3	3	NUM
afs-135986	173	17	.	.	X
afs-135986	174	1	summary	summary	NOUN
afs-135986	174	2	of	of	ADP
afs-135986	174	3	changes	change	NOUN
afs-135986	174	4	in	in	ADP
afs-135986	174	5	map	map	NOUN
afs-135986	174	6	size	size	NOUN
afs-135986	174	7	depending	depend	VERB
afs-135986	174	8	on	on	ADP
afs-135986	174	9	the	the	DET
afs-135986	174	10	layer	layer	NOUN
afs-135986	174	11	number	number	NOUN
afs-135986	174	12	of	of	ADP
afs-135986	174	13	the	the	DET
afs-135986	174	14	developed	develop	VERB
afs-135986	174	15	cnn	cnn	PROPN
afs-135986	174	16	model	model	PROPN
afs-135986	174	17	cr	cr	PROPN
afs-135986	174	18	-	-	PUNCT
afs-135986	174	19	net	net	NOUN
afs-135986	174	20	layer	layer	NOUN
afs-135986	174	21	(	(	PUNCT
afs-135986	174	22	type	type	NOUN
afs-135986	174	23	)	)	PUNCT
afs-135986	174	24	output	output	NOUN
afs-135986	174	25	shape	shape	NOUN
afs-135986	174	26	param	param	NOUN
afs-135986	174	27	1	1	NUM
afs-135986	174	28	2	2	NUM
afs-135986	174	29	3	3	NUM
afs-135986	174	30	conv2d	conv2d	PROPN
afs-135986	174	31	(	(	PUNCT
afs-135986	174	32	conv2d	conv2d	X
afs-135986	174	33	)	)	PUNCT
afs-135986	174	34	(	(	PUNCT
afs-135986	174	35	none	none	NOUN
afs-135986	174	36	,	,	PUNCT
afs-135986	174	37	198	198	NUM
afs-135986	174	38	,	,	PUNCT
afs-135986	174	39	198	198	NUM
afs-135986	174	40	,	,	PUNCT
afs-135986	174	41	32	32	NUM
afs-135986	174	42	)	)	PUNCT
afs-135986	174	43	595	595	NUM
afs-135986	174	44	max_pooling2d	max_pooling2d	PROPN
afs-135986	174	45	(	(	PUNCT
afs-135986	174	46	maxpooling2d	maxpooling2d	PROPN
afs-135986	174	47	)	)	PUNCT
afs-135986	174	48	(	(	PUNCT
afs-135986	174	49	none	none	NOUN
afs-135986	174	50	,	,	PUNCT
afs-135986	174	51	99	99	NUM
afs-135986	174	52	,	,	PUNCT
afs-135986	174	53	99	99	NUM
afs-135986	174	54	,	,	PUNCT
afs-135986	174	55	32	32	NUM
afs-135986	174	56	)	)	PUNCT
afs-135986	174	57	0	0	NUM
afs-135986	175	1	dropout	dropout	NOUN
afs-135986	175	2	(	(	PUNCT
afs-135986	175	3	dropout	dropout	NOUN
afs-135986	175	4	)	)	PUNCT
afs-135986	175	5	(	(	PUNCT
afs-135986	175	6	none	none	NOUN
afs-135986	175	7	,	,	PUNCT
afs-135986	175	8	99	99	NUM
afs-135986	175	9	,	,	PUNCT
afs-135986	175	10	99	99	NUM
afs-135986	175	11	,	,	PUNCT
afs-135986	175	12	32	32	NUM
afs-135986	175	13	)	)	PUNCT
afs-135986	175	14	0	0	NUM
afs-135986	175	15	conv2d_1	conv2d_1	PROPN
afs-135986	175	16	(	(	PUNCT
afs-135986	175	17	conv2d	conv2d	X
afs-135986	175	18	)	)	PUNCT
afs-135986	175	19	(	(	PUNCT
afs-135986	175	20	none	none	NOUN
afs-135986	175	21	,	,	PUNCT
afs-135986	175	22	97	97	NUM
afs-135986	175	23	,	,	PUNCT
afs-135986	175	24	97	97	NUM
afs-135986	175	25	,	,	PUNCT
afs-135986	175	26	64	64	NUM
afs-135986	175	27	)	)	PUNCT
afs-135986	175	28	11491	11491	NUM
afs-135986	175	29	max_pooling2d_1	max_pooling2d_1	X
afs-135986	175	30	(	(	PUNCT
afs-135986	175	31	maxpooling2d	maxpooling2d	PROPN
afs-135986	175	32	)	)	PUNCT
afs-135986	175	33	(	(	PUNCT
afs-135986	175	34	none	none	NOUN
afs-135986	175	35	,	,	PUNCT
afs-135986	175	36	48	48	NUM
afs-135986	175	37	,	,	PUNCT
afs-135986	175	38	48	48	NUM
afs-135986	175	39	,	,	PUNCT
afs-135986	175	40	64	64	NUM
afs-135986	175	41	)	)	PUNCT
afs-135986	175	42	0	0	NUM
afs-135986	176	1	dropout_1	dropout_1	PROPN
afs-135986	176	2	(	(	PUNCT
afs-135986	176	3	dropout	dropout	NOUN
afs-135986	176	4	)	)	PUNCT
afs-135986	176	5	(	(	PUNCT
afs-135986	176	6	none	none	NOUN
afs-135986	176	7	,	,	PUNCT
afs-135986	176	8	48	48	NUM
afs-135986	176	9	,	,	PUNCT
afs-135986	176	10	48	48	NUM
afs-135986	176	11	,	,	PUNCT
afs-135986	176	12	64	64	NUM
afs-135986	176	13	)	)	PUNCT
afs-135986	176	14	0	0	NUM
afs-135986	177	1	conv2d_2	conv2d_2	NOUN
afs-135986	177	2	(	(	PUNCT
afs-135986	177	3	conv2d	conv2d	X
afs-135986	177	4	)	)	PUNCT
afs-135986	177	5	(	(	PUNCT
afs-135986	177	6	none	none	NOUN
afs-135986	177	7	,	,	PUNCT
afs-135986	177	8	46	46	NUM
afs-135986	177	9	,	,	PUNCT
afs-135986	177	10	46	46	NUM
afs-135986	177	11	,	,	PUNCT
afs-135986	177	12	128	128	NUM
afs-135986	177	13	)	)	PUNCT
afs-135986	177	14	53857	53857	NUM
afs-135986	177	15	max_pooling2d_2	max_pooling2d_2	NOUN
afs-135986	177	16	(	(	PUNCT
afs-135986	177	17	maxpooling2d	maxpooling2d	PROPN
afs-135986	177	18	)	)	PUNCT
afs-135986	177	19	(	(	PUNCT
afs-135986	177	20	none	none	NOUN
afs-135986	177	21	,	,	PUNCT
afs-135986	177	22	23	23	NUM
afs-135986	177	23	,	,	PUNCT
afs-135986	177	24	23	23	NUM
afs-135986	177	25	,	,	PUNCT
afs-135986	177	26	128	128	NUM
afs-135986	177	27	)	)	PUNCT
afs-135986	177	28	0	0	NUM
afs-135986	178	1	dropout_2	dropout_2	NOUN
afs-135986	178	2	(	(	PUNCT
afs-135986	178	3	dropout	dropout	NOUN
afs-135986	178	4	)	)	PUNCT
afs-135986	178	5	(	(	PUNCT
afs-135986	178	6	none	none	NOUN
afs-135986	178	7	,	,	PUNCT
afs-135986	178	8	23	23	NUM
afs-135986	178	9	,	,	PUNCT
afs-135986	178	10	23	23	NUM
afs-135986	178	11	,	,	PUNCT
afs-135986	178	12	128	128	NUM
afs-135986	178	13	)	)	PUNCT
afs-135986	178	14	0	0	NUM
afs-135986	179	1	conv2d_3	conv2d_3	PRON
afs-135986	179	2	(	(	PUNCT
afs-135986	179	3	conv2d	conv2d	X
afs-135986	179	4	)	)	PUNCT
afs-135986	179	5	(	(	PUNCT
afs-135986	179	6	none	none	NOUN
afs-135986	179	7	,	,	PUNCT
afs-135986	179	8	21	21	NUM
afs-135986	179	9	,	,	PUNCT
afs-135986	179	10	21	21	NUM
afs-135986	179	11	,	,	PUNCT
afs-135986	179	12	128	128	NUM
afs-135986	179	13	)	)	PUNCT
afs-135986	179	14	117585	117585	NUM
afs-135986	179	15	max_pooling2d_3	max_pooling2d_3	NOUN
afs-135986	179	16	(	(	PUNCT
afs-135986	179	17	maxpooling2d	maxpooling2d	NOUN
afs-135986	179	18	)	)	PUNCT
afs-135986	179	19	(	(	PUNCT
afs-135986	179	20	none	none	NOUN
afs-135986	179	21	,	,	PUNCT
afs-135986	179	22	10	10	NUM
afs-135986	179	23	,	,	PUNCT
afs-135986	179	24	10	10	NUM
afs-135986	179	25	,	,	PUNCT
afs-135986	179	26	128	128	NUM
afs-135986	179	27	)	)	PUNCT
afs-135986	179	28	0	0	NUM
afs-135986	180	1	dropout_3	dropout_3	PROPN
afs-135986	180	2	(	(	PUNCT
afs-135986	180	3	dropout	dropout	NOUN
afs-135986	180	4	)	)	PUNCT
afs-135986	180	5	(	(	PUNCT
afs-135986	180	6	none	none	NOUN
afs-135986	180	7	,	,	PUNCT
afs-135986	180	8	10	10	NUM
afs-135986	180	9	,	,	PUNCT
afs-135986	180	10	10	10	NUM
afs-135986	180	11	,	,	PUNCT
afs-135986	180	12	128	128	NUM
afs-135986	180	13	)	)	PUNCT
afs-135986	180	14	0	0	NUM
afs-135986	180	15	flatten	flatten	ADJ
afs-135986	180	16	(	(	PUNCT
afs-135986	180	17	flatten	flatten	ADJ
afs-135986	180	18	)	)	PUNCT
afs-135986	180	19	(	(	PUNCT
afs-135986	180	20	none	none	NOUN
afs-135986	180	21	,	,	PUNCT
afs-135986	180	22	12800	12800	NUM
afs-135986	180	23	)	)	PUNCT
afs-135986	180	24	0	0	PUNCT
afs-135986	181	1	dense	dense	ADJ
afs-135986	181	2	(	(	PUNCT
afs-135986	181	3	dense	dense	ADJ
afs-135986	181	4	)	)	PUNCT
afs-135986	181	5	(	(	PUNCT
afs-135986	181	6	none	none	NOUN
afs-135986	181	7	,	,	PUNCT
afs-135986	181	8	512	512	NUM
afs-135986	181	9	)	)	PUNCT
afs-135986	181	10	3554221	3554221	NUM
afs-135986	181	11	dense_1	dense_1	NOUN
afs-135986	181	12	(	(	PUNCT
afs-135986	181	13	dense	dense	ADJ
afs-135986	181	14	)	)	PUNCT
afs-135986	181	15	(	(	PUNCT
afs-135986	181	16	none	none	NOUN
afs-135986	181	17	,	,	PUNCT
afs-135986	181	18	1	1	X
afs-135986	181	19	)	)	PUNCT
afs-135986	181	20	513	513	NUM
afs-135986	181	21	total	total	ADJ
afs-135986	181	22	params	param	NOUN
afs-135986	181	23	:	:	PUNCT
afs-135986	181	24	3738262	3738262	NUM
afs-135986	181	25	;	;	PUNCT
afs-135986	181	26	trainable	trainable	ADJ
afs-135986	181	27	params	param	NOUN
afs-135986	181	28	:	:	PUNCT
afs-135986	181	29	3738262	3738262	NUM
afs-135986	181	30	;	;	PUNCT
afs-135986	181	31	non	non	ADJ
afs-135986	181	32	-	-	ADJ
afs-135986	181	33	trainable	trainable	ADJ
afs-135986	181	34	params	param	NOUN
afs-135986	181	35	:	:	PUNCT
afs-135986	181	36	0	0	NUM
afs-135986	181	37	fig	fig	NOUN
afs-135986	181	38	.	.	PUNCT
afs-135986	182	1	6	6	NUM
afs-135986	182	2	.	.	X
afs-135986	182	3	visualisation	visualisation	NOUN
afs-135986	182	4	of	of	ADP
afs-135986	182	5	loss	loss	NOUN
afs-135986	182	6	function	function	NOUN
afs-135986	182	7	curves	curve	NOUN
afs-135986	182	8	and	and	CCONJ
afs-135986	182	9	learning	learn	VERB
afs-135986	182	10	accuracy	accuracy	NOUN
afs-135986	182	11	and	and	CCONJ
afs-135986	182	12	validation	validation	NOUN
afs-135986	182	13	for	for	ADP
afs-135986	182	14	the	the	DET
afs-135986	182	15	created	create	VERB
afs-135986	182	16	cnn	cnn	PROPN
afs-135986	182	17	in	in	ADP
afs-135986	182	18	carrot	carrot	NOUN
afs-135986	182	19	root	root	NOUN
afs-135986	182	20	classification	classification	NOUN
afs-135986	182	21	a	a	DET
afs-135986	182	22	)	)	PUNCT
afs-135986	182	23	training	training	NOUN
afs-135986	182	24	and	and	CCONJ
afs-135986	182	25	validation	validation	NOUN
afs-135986	182	26	accuracy	accuracy	NOUN
afs-135986	182	27	,	,	PUNCT
afs-135986	182	28	b	b	NOUN
afs-135986	182	29	)	)	PUNCT
afs-135986	182	30	training	training	NOUN
afs-135986	182	31	and	and	CCONJ
afs-135986	182	32	validation	validation	NOUN
afs-135986	182	33	loss	loss	NOUN
afs-135986	182	34	p.	p.	NOUN
afs-135986	182	35	rybacki	rybacki	NOUN
afs-135986	182	36	et	et	PROPN
afs-135986	182	37	al	al	PROPN
afs-135986	182	38	.	.	PROPN
afs-135986	182	39	49	49	NUM
afs-135986	182	40	assigned	assign	VERB
afs-135986	182	41	label	label	NOUN
afs-135986	182	42	and	and	CCONJ
afs-135986	182	43	quality	quality	NOUN
afs-135986	182	44	class	class	NOUN
afs-135986	182	45	.	.	PUNCT
afs-135986	183	1	the	the	DET
afs-135986	183	2	expression	expression	NOUN
afs-135986	183	3	true	true	ADJ
afs-135986	183	4	was	be	AUX
afs-135986	183	5	added	add	VERB
afs-135986	183	6	to	to	ADP
afs-135986	183	7	the	the	DET
afs-135986	183	8	label	label	NOUN
afs-135986	183	9	with	with	ADP
afs-135986	183	10	correct	correct	ADJ
afs-135986	183	11	root	root	NOUN
afs-135986	183	12	quality	quality	NOUN
afs-135986	183	13	classification	classification	NOUN
afs-135986	183	14	,	,	PUNCT
afs-135986	183	15	and	and	CCONJ
afs-135986	183	16	false	false	ADJ
afs-135986	183	17	with	with	ADP
afs-135986	183	18	erroneous	erroneous	ADJ
afs-135986	183	19	label	label	NOUN
afs-135986	183	20	assignment	assignment	NOUN
afs-135986	183	21	.	.	PUNCT
afs-135986	184	1	the	the	DET
afs-135986	184	2	main	main	ADJ
afs-135986	184	3	reason	reason	NOUN
afs-135986	184	4	for	for	ADP
afs-135986	184	5	the	the	DET
afs-135986	184	6	classification	classification	NOUN
afs-135986	184	7	errors	error	NOUN
afs-135986	184	8	was	be	AUX
afs-135986	184	9	root	root	NOUN
afs-135986	184	10	curvature	curvature	NOUN
afs-135986	184	11	.	.	PUNCT
afs-135986	185	1	table	table	NOUN
afs-135986	185	2	4	4	NUM
afs-135986	185	3	lists	list	NOUN
afs-135986	185	4	data	datum	NOUN
afs-135986	185	5	generated	generate	VERB
afs-135986	185	6	by	by	ADP
afs-135986	185	7	the	the	DET
afs-135986	185	8	proposed	propose	VERB
afs-135986	185	9	model	model	NOUN
afs-135986	185	10	and	and	CCONJ
afs-135986	185	11	the	the	DET
afs-135986	185	12	constructed	construct	VERB
afs-135986	185	13	cnn	cnn	NOUN
afs-135986	185	14	architecture	architecture	NOUN
afs-135986	185	15	.	.	PUNCT
afs-135986	186	1	this	this	DET
afs-135986	186	2	list	list	NOUN
afs-135986	186	3	was	be	AUX
afs-135986	186	4	compared	compare	VERB
afs-135986	186	5	with	with	ADP
afs-135986	186	6	the	the	DET
afs-135986	186	7	empirical	empirical	ADJ
afs-135986	186	8	measurements	measurement	NOUN
afs-135986	186	9	of	of	ADP
afs-135986	186	10	diameters	diameter	NOUN
afs-135986	186	11	and	and	CCONJ
afs-135986	186	12	lengths	length	NOUN
afs-135986	186	13	of	of	ADP
afs-135986	186	14	carrot	carrot	NOUN
afs-135986	186	15	root	root	NOUN
afs-135986	186	16	and	and	CCONJ
afs-135986	186	17	it	it	PRON
afs-135986	186	18	was	be	AUX
afs-135986	186	19	determined	determine	VERB
afs-135986	186	20	,	,	PUNCT
afs-135986	186	21	that	that	SCONJ
afs-135986	186	22	the	the	DET
afs-135986	186	23	differences	difference	NOUN
afs-135986	186	24	in	in	ADP
afs-135986	186	25	the	the	DET
afs-135986	186	26	reading	reading	NOUN
afs-135986	186	27	of	of	ADP
afs-135986	186	28	the	the	DET
afs-135986	186	29	geometric	geometric	ADJ
afs-135986	186	30	values	value	NOUN
afs-135986	186	31	of	of	ADP
afs-135986	186	32	the	the	DET
afs-135986	186	33	roots	root	NOUN
afs-135986	186	34	based	base	VERB
afs-135986	186	35	on	on	ADP
afs-135986	186	36	the	the	DET
afs-135986	186	37	number	number	NOUN
afs-135986	186	38	of	of	ADP
afs-135986	186	39	pixels	pixel	NOUN
afs-135986	186	40	were	be	AUX
afs-135986	186	41	4	4	NUM
afs-135986	186	42	%	%	NOUN
afs-135986	186	43	at	at	ADP
afs-135986	186	44	maximum	maximum	ADJ
afs-135986	186	45	.	.	PUNCT
afs-135986	187	1	fig	fig	NOUN
afs-135986	187	2	.	.	PUNCT
afs-135986	188	1	7	7	X
afs-135986	188	2	.	.	NOUN
afs-135986	188	3	example	example	NOUN
afs-135986	188	4	output	output	NOUN
afs-135986	188	5	of	of	ADP
afs-135986	188	6	imaged	image	VERB
afs-135986	188	7	carrot	carrot	NOUN
afs-135986	188	8	roots	root	NOUN
afs-135986	188	9	with	with	ADP
afs-135986	188	10	their	their	PRON
afs-135986	188	11	predicted	predict	VERB
afs-135986	188	12	label	label	NOUN
afs-135986	188	13	table	table	NOUN
afs-135986	188	14	4	4	NUM
afs-135986	188	15	.	.	PUNCT
afs-135986	188	16	label	label	NOUN
afs-135986	188	17	data	datum	NOUN
afs-135986	188	18	generated	generate	VERB
afs-135986	188	19	by	by	ADP
afs-135986	188	20	the	the	DET
afs-135986	188	21	cnn	cnn	PROPN
afs-135986	188	22	model	model	PROPN
afs-135986	188	23	cr	cr	PROPN
afs-135986	188	24	-	-	PUNCT
afs-135986	188	25	net	net	PROPN
afs-135986	188	26	code	code	NOUN
afs-135986	188	27	area	area	NOUN
afs-135986	188	28	(	(	PUNCT
afs-135986	188	29	mm2	mm2	NOUN
afs-135986	188	30	)	)	PUNCT
afs-135986	188	31	eccentricity	eccentricity	NOUN
afs-135986	188	32	perimeter	perimeter	NOUN
afs-135986	188	33	(	(	PUNCT
afs-135986	188	34	mm	mm	NOUN
afs-135986	188	35	)	)	PUNCT
afs-135986	188	36	average	average	ADJ
afs-135986	188	37	diameter	diameter	NOUN
afs-135986	188	38	(	(	PUNCT
afs-135986	188	39	mm	mm	NOUN
afs-135986	188	40	)	)	PUNCT
afs-135986	188	41	realistic	realistic	ADJ
afs-135986	188	42	diameter	diameter	NOUN
afs-135986	188	43	(	(	PUNCT
afs-135986	188	44	mm	mm	NOUN
afs-135986	188	45	)	)	PUNCT
afs-135986	188	46	precision	precision	NOUN
afs-135986	188	47	of	of	ADP
afs-135986	188	48	diameters	diameter	NOUN
afs-135986	188	49	(	(	PUNCT
afs-135986	188	50	-	-	PUNCT
afs-135986	188	51	)	)	PUNCT
afs-135986	188	52	length	length	NOUN
afs-135986	188	53	(	(	PUNCT
afs-135986	188	54	mm	mm	NOUN
afs-135986	188	55	)	)	PUNCT
afs-135986	188	56	realistic	realistic	ADJ
afs-135986	188	57	length	length	NOUN
afs-135986	188	58	(	(	PUNCT
afs-135986	188	59	mm	mm	NOUN
afs-135986	188	60	)	)	PUNCT
afs-135986	188	61	precision	precision	NOUN
afs-135986	188	62	of	of	ADP
afs-135986	188	63	length	length	NOUN
afs-135986	188	64	(	(	PUNCT
afs-135986	188	65	-	-	PUNCT
afs-135986	188	66	)	)	PUNCT
afs-135986	188	67	quality	quality	NOUN
afs-135986	188	68	class	class	NOUN
afs-135986	188	69	correction	correction	NOUN
afs-135986	188	70	1	1	NUM
afs-135986	188	71	2	2	NUM
afs-135986	188	72	3	3	NUM
afs-135986	188	73	4	4	NUM
afs-135986	188	74	5	5	NUM
afs-135986	188	75	6	6	NUM
afs-135986	188	76	7	7	NUM
afs-135986	188	77	8	8	NUM
afs-135986	188	78	9	9	NUM
afs-135986	188	79	10	10	NUM
afs-135986	188	80	11	11	NUM
afs-135986	188	81	12	12	NUM
afs-135986	188	82	carrot-001	carrot-001	NOUN
afs-135986	188	83	6674.17	6674.17	NUM
afs-135986	188	84	0.98	0.98	NUM
afs-135986	188	85	466.83	466.83	NUM
afs-135986	188	86	34.49	34.49	NUM
afs-135986	188	87	34.81	34.81	NUM
afs-135986	188	88	1.01	1.01	NUM
afs-135986	188	89	216.20	216.20	NUM
afs-135986	188	90	208.54	208.54	NUM
afs-135986	188	91	0.96	0.96	NUM
afs-135986	188	92	extra	extra	ADJ
afs-135986	188	93	class	class	NOUN
afs-135986	188	94	true	true	ADJ
afs-135986	188	95	carrot-002	carrot-002	NOUN
afs-135986	188	96	6652.12	6652.12	NUM
afs-135986	188	97	0.89	0.89	NUM
afs-135986	188	98	467.69	467.69	NUM
afs-135986	188	99	35.55	35.55	NUM
afs-135986	188	100	36.12	36.12	NUM
afs-135986	188	101	1.02	1.02	NUM
afs-135986	188	102	216.33	216.33	NUM
afs-135986	188	103	211.32	211.32	NUM
afs-135986	188	104	0.98	0.98	NUM
afs-135986	188	105	first	first	ADJ
afs-135986	188	106	class	class	NOUN
afs-135986	188	107	true	true	ADJ
afs-135986	188	108	carrot-003	carrot-003	NOUN
afs-135986	188	109	5126.34	5126.34	NUM
afs-135986	188	110	0.87	0.87	NUM
afs-135986	188	111	443.21	443.21	NUM
afs-135986	188	112	27.16	27.16	NUM
afs-135986	188	113	27.31	27.31	NUM
afs-135986	188	114	1.01	1.01	NUM
afs-135986	188	115	152.23	152.23	NUM
afs-135986	188	116	151.83	151.83	NUM
afs-135986	188	117	1.00	1.00	NUM
afs-135986	188	118	not	not	PART
afs-135986	188	119	classified	classify	VERB
afs-135986	188	120	true	true	ADJ
afs-135986	188	121	carrot-004	carrot-004	NOUN
afs-135986	188	122	5042.95	5042.95	NUM
afs-135986	188	123	0.95	0.95	NUM
afs-135986	188	124	352.73	352.73	NUM
afs-135986	188	125	43.44	43.44	NUM
afs-135986	188	126	42.73	42.73	NUM
afs-135986	188	127	0.98	0.98	NUM
afs-135986	188	128	205.75	205.75	NUM
afs-135986	188	129	202.74	202.74	NUM
afs-135986	188	130	0.99	0.99	NUM
afs-135986	188	131	first	first	ADJ
afs-135986	188	132	class	class	NOUN
afs-135986	188	133	true	true	ADJ
afs-135986	188	134	carrot-005	carrot-005	NOUN
afs-135986	188	135	3428,14	3428,14	ADP
afs-135986	188	136	0.99	0.99	NUM
afs-135986	188	137	239,78	239,78	NUM
afs-135986	188	138	45.55	45.55	NUM
afs-135986	188	139	44.92	44.92	NUM
afs-135986	188	140	0.99	0.99	NUM
afs-135986	188	141	146.66	146.66	NUM
afs-135986	188	142	154.26	154.26	NUM
afs-135986	188	143	1.05	1.05	NUM
afs-135986	188	144	not	not	PART
afs-135986	188	145	classified	classify	VERB
afs-135986	188	146	false	false	ADJ
afs-135986	188	147	carrot-006	carrot-006	NOUN
afs-135986	188	148	5059.71	5059.71	NUM
afs-135986	188	149	0.99	0.99	NUM
afs-135986	188	150	353.91	353.91	NUM
afs-135986	188	151	34.82	34.82	NUM
afs-135986	188	152	35.24	35.24	NUM
afs-135986	188	153	1.01	1.01	NUM
afs-135986	188	154	165.47	165.47	NUM
afs-135986	188	155	163.07	163.07	NUM
afs-135986	188	156	0.99	0.99	NUM
afs-135986	188	157	first	first	ADJ
afs-135986	188	158	class	class	NOUN
afs-135986	188	159	true	true	ADJ
afs-135986	188	160	carrot-007	carrot-007	NOUN
afs-135986	188	161	5905.52	5905.52	NUM
afs-135986	188	162	1.00	1.00	NUM
afs-135986	188	163	413.07	413.07	NUM
afs-135986	188	164	33.94	33.94	NUM
afs-135986	188	165	33.42	33.42	NUM
afs-135986	188	166	0.98	0.98	NUM
afs-135986	188	167	188.25	188.25	NUM
afs-135986	188	168	187.55	187.55	NUM
afs-135986	188	169	1.00	1.00	NUM
afs-135986	188	170	extra	extra	ADJ
afs-135986	188	171	class	class	NOUN
afs-135986	188	172	true	true	ADJ
afs-135986	188	173	carrot-008	carrot-008	NOUN
afs-135986	188	174	5854.33	5854.33	NUM
afs-135986	188	175	0.97	0.97	NUM
afs-135986	188	176	409.49	409.49	NUM
afs-135986	188	177	36.17	36.17	NUM
afs-135986	188	178	36.73	36.73	NUM
afs-135986	188	179	1.02	1.02	NUM
afs-135986	188	180	198.88	198.88	NUM
afs-135986	188	181	197.89	197.89	NUM
afs-135986	188	182	1.00	1.00	NUM
afs-135986	188	183	extra	extra	ADJ
afs-135986	188	184	class	class	NOUN
afs-135986	188	185	true	true	ADJ
afs-135986	188	186	carrot-009	carrot-009	ADJ
afs-135986	188	187	5097.58	5097.58	NUM
afs-135986	188	188	0.89	0.89	NUM
afs-135986	188	189	356.55	356.55	NUM
afs-135986	188	190	44.33	44.33	NUM
afs-135986	188	191	44.01	44.01	NUM
afs-135986	188	192	0.99	0.99	NUM
afs-135986	188	193	212.24	212.24	NUM
afs-135986	188	194	210.04	210.04	NUM
afs-135986	188	195	0.99	0.99	NUM
afs-135986	188	196	first	first	ADJ
afs-135986	188	197	class	class	NOUN
afs-135986	188	198	false	false	ADJ
afs-135986	188	199	carrot-010	carrot-010	NOUN
afs-135986	188	200	5884.13	5884.13	NUM
afs-135986	188	201	0.99	0.99	NUM
afs-135986	188	202	411.57	411.57	NUM
afs-135986	188	203	31.93	31.93	NUM
afs-135986	188	204	32.37	32.37	NUM
afs-135986	188	205	1.01	1.01	NUM
afs-135986	188	206	176.46	176.46	NUM
afs-135986	188	207	177.42	177.42	NUM
afs-135986	188	208	1.01	1.01	NUM
afs-135986	188	209	not	not	PART
afs-135986	188	210	classified	classify	VERB
afs-135986	188	211	true	true	ADJ
afs-135986	188	212	…	…	PUNCT
afs-135986	188	213	…	…	PUNCT
afs-135986	188	214	…	…	PUNCT
afs-135986	188	215	…	…	PUNCT
afs-135986	188	216	…	…	PUNCT
afs-135986	188	217	…	…	PUNCT
afs-135986	188	218	…	…	PUNCT
afs-135986	188	219	…	…	PUNCT
afs-135986	188	220	…	…	PUNCT
afs-135986	188	221	…	…	PUNCT
afs-135986	188	222	…	…	PUNCT
afs-135986	188	223	…	…	PUNCT
afs-135986	188	224	carrot-228	carrot-228	VERB
afs-135986	188	225	5256.44	5256.44	NUM
afs-135986	188	226	0.97	0.97	NUM
afs-135986	189	1	468.21	468.21	NUM
afs-135986	189	2	31.26	31.26	NUM
afs-135986	189	3	31.78	31.78	NUM
afs-135986	189	4	1.02	1.02	NUM
afs-135986	189	5	219.96	219.96	NUM
afs-135986	189	6	216.26	216.26	NUM
afs-135986	189	7	0.98	0.98	NUM
afs-135986	189	8	not	not	PART
afs-135986	189	9	classified	classify	VERB
afs-135986	189	10	true	true	ADJ
afs-135986	189	11	carrot-229	carrot-229	NOUN
afs-135986	189	12	5638.21	5638.21	NUM
afs-135986	189	13	0.99	0.99	NUM
afs-135986	189	14	473.62	473.62	NUM
afs-135986	189	15	31.70	31.70	NUM
afs-135986	189	16	32.27	32.27	NUM
afs-135986	189	17	1.02	1.02	NUM
afs-135986	189	18	220.57	220.57	NUM
afs-135986	189	19	223.53	223.53	NUM
afs-135986	189	20	1.01	1.01	NUM
afs-135986	189	21	extra	extra	ADJ
afs-135986	189	22	class	class	NOUN
afs-135986	189	23	false	false	ADJ
afs-135986	189	24	carrot-230	carrot-230	ADJ
afs-135986	189	25	6765.13	6765.13	NUM
afs-135986	189	26	0.96	0.96	NUM
afs-135986	189	27	471.02	471.02	NUM
afs-135986	189	28	35.07	35.07	NUM
afs-135986	189	29	34.66	34.66	NUM
afs-135986	189	30	0.99	0.99	NUM
afs-135986	189	31	218.03	218.03	NUM
afs-135986	189	32	213.43	213.43	NUM
afs-135986	189	33	0.98	0.98	NUM
afs-135986	189	34	extra	extra	ADJ
afs-135986	189	35	class	class	NOUN
afs-135986	189	36	true	true	ADJ
afs-135986	189	37	carrot-231	carrot-231	ADJ
afs-135986	189	38	4099.55	4099.55	NUM
afs-135986	189	39	0.99	0.99	NUM
afs-135986	189	40	320.30	320.30	NUM
afs-135986	189	41	36.02	36.02	NUM
afs-135986	189	42	36.96	36.96	NUM
afs-135986	189	43	1.03	1.03	NUM
afs-135986	189	44	135.03	135.03	NUM
afs-135986	189	45	139.93	139.93	NUM
afs-135986	189	46	1.04	1.04	NUM
afs-135986	189	47	extra	extra	ADJ
afs-135986	189	48	class	class	NOUN
afs-135986	189	49	true	true	ADJ
afs-135986	189	50	carrot-232	carrot-232	NOUN
afs-135986	189	51	5927.67	5927.67	NUM
afs-135986	189	52	0.26	0.26	NUM
afs-135986	189	53	485.13	485.13	NUM
afs-135986	189	54	30.04	30.04	NUM
afs-135986	189	55	30.94	30.94	NUM
afs-135986	189	56	1.03	1.03	NUM
afs-135986	189	57	225.38	225.38	NUM
afs-135986	189	58	221.31	221.31	NUM
afs-135986	189	59	0.98	0.98	NUM
afs-135986	189	60	extra	extra	ADJ
afs-135986	189	61	class	class	NOUN
afs-135986	189	62	false	false	ADJ
afs-135986	189	63	…	…	PUNCT
afs-135986	189	64	…	…	PUNCT
afs-135986	189	65	…	…	PUNCT
afs-135986	189	66	…	…	PUNCT
afs-135986	189	67	…	…	PUNCT
afs-135986	189	68	…	…	PUNCT
afs-135986	189	69	…	…	PUNCT
afs-135986	189	70	…	…	PUNCT
afs-135986	189	71	…	…	PUNCT
afs-135986	189	72	…	…	PUNCT
afs-135986	189	73	…	…	PUNCT
afs-135986	189	74	…	…	PUNCT
afs-135986	189	75	carrot-448	carrot-448	VERB
afs-135986	189	76	5364.12	5364.12	NUM
afs-135986	189	77	0.99	0.99	NUM
afs-135986	189	78	375.20	375.20	NUM
afs-135986	189	79	40.98	40.98	NUM
afs-135986	189	80	40.48	40.48	NUM
afs-135986	189	81	0.99	0.99	NUM
afs-135986	189	82	206.46	206.46	NUM
afs-135986	189	83	201.48	201.48	NUM
afs-135986	189	84	0.98	0.98	NUM
afs-135986	189	85	first	first	ADJ
afs-135986	189	86	class	class	NOUN
afs-135986	189	87	false	false	ADJ
afs-135986	189	88	carrot-449	carrot-449	NOUN
afs-135986	189	89	4878.73	4878.73	NUM
afs-135986	189	90	1.00	1.00	NUM
afs-135986	189	91	341.25	341.25	NUM
afs-135986	189	92	38.27	38.27	NUM
afs-135986	189	93	37.77	37.77	NUM
afs-135986	189	94	0.99	0.99	NUM
afs-135986	189	95	175.36	175.36	NUM
afs-135986	189	96	179.33	179.33	NUM
afs-135986	189	97	1.02	1.02	NUM
afs-135986	189	98	extra	extra	ADJ
afs-135986	189	99	class	class	NOUN
afs-135986	189	100	true	true	ADJ
afs-135986	189	101	carrot-450	carrot-450	NOUN
afs-135986	189	102	5437.74	5437.74	NUM
afs-135986	189	103	0.97	0.97	NUM
afs-135986	189	104	380.35	380.35	NUM
afs-135986	189	105	33.86	33.86	NUM
afs-135986	189	106	34.46	34.46	NUM
afs-135986	189	107	1.02	1.02	NUM
afs-135986	189	108	172.93	172.93	NUM
afs-135986	189	109	175.97	175.97	NUM
afs-135986	189	110	1.02	1.02	NUM
afs-135986	189	111	extra	extra	ADJ
afs-135986	189	112	class	class	NOUN
afs-135986	189	113	true	true	ADJ
afs-135986	189	114	carrot-451	carrot-451	ADJ
afs-135986	189	115	5306.16	5306.16	NUM
afs-135986	189	116	0.98	0.98	NUM
afs-135986	189	117	371.14	371.14	NUM
afs-135986	189	118	37.86	37.86	NUM
afs-135986	189	119	37.16	37.16	NUM
afs-135986	189	120	0.98	0.98	NUM
afs-135986	189	121	188.68	188.68	NUM
afs-135986	189	122	186.66	186.66	NUM
afs-135986	189	123	0.99	0.99	NUM
afs-135986	189	124	extra	extra	ADJ
afs-135986	189	125	class	class	NOUN
afs-135986	189	126	true	true	ADJ
afs-135986	189	127	carrot-452	carrot-452	NOUN
afs-135986	189	128	5990.77	5990.77	NUM
afs-135986	189	129	0.96	0.96	NUM
afs-135986	189	130	419.03	419.03	NUM
afs-135986	189	131	30.88	30.88	NUM
afs-135986	189	132	30.14	30.14	NUM
afs-135986	189	133	0.98	0.98	NUM
afs-135986	189	134	173.75	173.75	NUM
afs-135986	189	135	175.35	175.35	NUM
afs-135986	189	136	1.01	1.01	NUM
afs-135986	189	137	extra	extra	ADJ
afs-135986	189	138	class	class	NOUN
afs-135986	189	139	true	true	ADJ
afs-135986	189	140	carrot-453	carrot-453	NOUN
afs-135986	189	141	5870.80	5870.80	NUM
afs-135986	189	142	1.00	1.00	NUM
afs-135986	189	143	410.64	410.64	NUM
afs-135986	189	144	32.26	32.26	NUM
afs-135986	189	145	31.66	31.66	NUM
afs-135986	189	146	0.98	0.98	NUM
afs-135986	189	147	177.88	177.88	NUM
afs-135986	189	148	171.84	171.84	NUM
afs-135986	189	149	0.97	0.97	NUM
afs-135986	189	150	extra	extra	ADJ
afs-135986	189	151	class	class	NOUN
afs-135986	189	152	true	true	ADJ
afs-135986	189	153	carrot-454	carrot-454	NOUN
afs-135986	189	154	5675.38	5675.38	NUM
afs-135986	189	155	0.98	0.98	NUM
afs-135986	189	156	396.97	396.97	NUM
afs-135986	189	157	26.15	26.15	NUM
afs-135986	189	158	25.95	25.95	NUM
afs-135986	189	159	0.99	0.99	NUM
afs-135986	189	160	139.39	139.39	NUM
afs-135986	189	161	134.35	134.35	NUM
afs-135986	189	162	0.96	0.96	NUM
afs-135986	189	163	not	not	PART
afs-135986	189	164	classified	classify	VERB
afs-135986	189	165	false	false	ADJ
afs-135986	189	166	carrot-455	carrot-455	ADJ
afs-135986	189	167	5532.49	5532.49	NUM
afs-135986	189	168	0.89	0.89	NUM
afs-135986	189	169	386.97	386.97	NUM
afs-135986	189	170	38.94	38.94	NUM
afs-135986	189	171	38.44	38.44	NUM
afs-135986	189	172	0.99	0.99	NUM
afs-135986	189	173	202.34	202.34	NUM
afs-135986	189	174	199.96	199.96	NUM
afs-135986	189	175	0.99	0.99	NUM
afs-135986	189	176	not	not	PART
afs-135986	189	177	classified	classify	VERB
afs-135986	189	178	true	true	ADJ
afs-135986	189	179	carrot-456	carrot-456	NOUN
afs-135986	189	180	7477.64	7477.64	NUM
afs-135986	189	181	0.89	0.89	NUM
afs-135986	189	182	494.63	494.63	NUM
afs-135986	189	183	35.57	35.57	NUM
afs-135986	189	184	35.90	35.90	NUM
afs-135986	189	185	1.01	1.01	NUM
afs-135986	189	186	229.08	229.08	NUM
afs-135986	189	187	224.44	224.44	NUM
afs-135986	189	188	0.98	0.98	NUM
afs-135986	189	189	extra	extra	ADJ
afs-135986	189	190	class	class	NOUN
afs-135986	189	191	true	true	ADJ
afs-135986	189	192	carrot-457	carrot-457	NOUN
afs-135986	189	193	5163.40	5163.40	NUM
afs-135986	189	194	0.21	0.21	NUM
afs-135986	189	195	473.89	473.89	NUM
afs-135986	189	196	27.43	27.43	NUM
afs-135986	189	197	28.02	28.02	NUM
afs-135986	189	198	1.02	1.02	NUM
afs-135986	189	199	200.65	200.65	NUM
afs-135986	189	200	205.26	205.26	NUM
afs-135986	189	201	1.02	1.02	NUM
afs-135986	189	202	extra	extra	ADJ
afs-135986	189	203	class	class	NOUN
afs-135986	189	204	false	false	ADJ
afs-135986	189	205	agricultural	agricultural	ADJ
afs-135986	189	206	and	and	CCONJ
afs-135986	189	207	food	food	NOUN
afs-135986	189	208	science	science	NOUN
afs-135986	189	209	(	(	PUNCT
afs-135986	189	210	2024	2024	NUM
afs-135986	189	211	)	)	PUNCT
afs-135986	189	212	33	33	NUM
afs-135986	189	213	:	:	SYM
afs-135986	189	214	40–54	40–54	NUM
afs-135986	189	215	50	50	NUM
afs-135986	189	216	on	on	ADP
afs-135986	189	217	the	the	DET
afs-135986	189	218	other	other	ADJ
afs-135986	189	219	hand	hand	NOUN
afs-135986	189	220	,	,	PUNCT
afs-135986	189	221	the	the	DET
afs-135986	189	222	classification	classification	NOUN
afs-135986	189	223	of	of	ADP
afs-135986	189	224	carrot	carrot	NOUN
afs-135986	189	225	root	root	NOUN
afs-135986	189	226	photographs	photograph	NOUN
afs-135986	189	227	was	be	AUX
afs-135986	189	228	realized	realize	VERB
afs-135986	189	229	at	at	ADP
afs-135986	189	230	the	the	DET
afs-135986	189	231	89.06	89.06	NUM
afs-135986	189	232	%	%	NOUN
afs-135986	189	233	accuracy	accuracy	NOUN
afs-135986	189	234	,	,	PUNCT
afs-135986	189	235	i.e.	i.e.	X
afs-135986	189	236	50	50	NUM
afs-135986	189	237	photographs	photograph	NOUN
afs-135986	189	238	of	of	ADP
afs-135986	189	239	carrot	carrot	NOUN
afs-135986	189	240	root	root	NOUN
afs-135986	189	241	photographs	photograph	NOUN
afs-135986	189	242	were	be	AUX
afs-135986	189	243	erroneously	erroneously	ADV
afs-135986	189	244	classified	classified	ADJ
afs-135986	189	245	.	.	PUNCT
afs-135986	190	1	there	there	PRON
afs-135986	190	2	were	be	VERB
afs-135986	190	3	21	21	NUM
afs-135986	190	4	erroneously	erroneously	ADV
afs-135986	190	5	assigned	assign	VERB
afs-135986	190	6	photographs	photograph	NOUN
afs-135986	190	7	of	of	ADP
afs-135986	190	8	carrot	carrot	NOUN
afs-135986	190	9	root	root	NOUN
afs-135986	190	10	of	of	ADP
afs-135986	190	11	the	the	DET
afs-135986	190	12	extra	extra	ADJ
afs-135986	190	13	class	class	NOUN
afs-135986	190	14	,	,	PUNCT
afs-135986	190	15	15	15	NUM
afs-135986	190	16	of	of	ADP
afs-135986	190	17	the	the	DET
afs-135986	190	18	first	first	ADJ
afs-135986	190	19	class	class	NOUN
afs-135986	190	20	,	,	PUNCT
afs-135986	190	21	8	8	NUM
afs-135986	190	22	of	of	ADP
afs-135986	190	23	the	the	DET
afs-135986	190	24	second	second	ADJ
afs-135986	190	25	class	class	NOUN
afs-135986	190	26	,	,	PUNCT
afs-135986	190	27	and	and	CCONJ
afs-135986	190	28	6	6	NUM
afs-135986	190	29	of	of	ADP
afs-135986	190	30	out	out	ADP
afs-135986	190	31	of	of	ADP
afs-135986	190	32	class	class	NOUN
afs-135986	190	33	(	(	PUNCT
afs-135986	190	34	table	table	NOUN
afs-135986	190	35	5	5	NUM
afs-135986	190	36	)	)	PUNCT
afs-135986	190	37	.	.	PUNCT
afs-135986	191	1	this	this	PRON
afs-135986	191	2	indicates	indicate	VERB
afs-135986	191	3	that	that	SCONJ
afs-135986	191	4	the	the	DET
afs-135986	191	5	problem	problem	NOUN
afs-135986	191	6	is	be	AUX
afs-135986	191	7	not	not	PART
afs-135986	191	8	the	the	DET
afs-135986	191	9	reading	reading	NOUN
afs-135986	191	10	of	of	ADP
afs-135986	191	11	the	the	DET
afs-135986	191	12	geometric	geometric	ADJ
afs-135986	191	13	values	value	NOUN
afs-135986	191	14	from	from	ADP
afs-135986	191	15	a	a	DET
afs-135986	191	16	photograph	photograph	NOUN
afs-135986	191	17	,	,	PUNCT
afs-135986	191	18	e.g.	e.g.	ADV
afs-135986	191	19	diameter	diameter	NOUN
afs-135986	191	20	or	or	CCONJ
afs-135986	191	21	root	root	NOUN
afs-135986	191	22	length	length	NOUN
afs-135986	191	23	,	,	PUNCT
afs-135986	191	24	but	but	CCONJ
afs-135986	191	25	its	its	PRON
afs-135986	191	26	shape	shape	NOUN
afs-135986	191	27	,	,	PUNCT
afs-135986	191	28	bruising	bruising	NOUN
afs-135986	191	29	or	or	CCONJ
afs-135986	191	30	cracks	crack	NOUN
afs-135986	191	31	.	.	PUNCT
afs-135986	192	1	however	however	ADV
afs-135986	192	2	,	,	PUNCT
afs-135986	192	3	assuming	assume	VERB
afs-135986	192	4	the	the	DET
afs-135986	192	5	number	number	NOUN
afs-135986	192	6	of	of	ADP
afs-135986	192	7	refuse	refuse	NOUN
afs-135986	192	8	as	as	ADP
afs-135986	192	9	the	the	DET
afs-135986	192	10	classification	classification	NOUN
afs-135986	192	11	basis	basis	NOUN
afs-135986	192	12	,	,	PUNCT
afs-135986	192	13	the	the	DET
afs-135986	192	14	model	model	NOUN
afs-135986	192	15	accuracy	accuracy	NOUN
afs-135986	192	16	greatly	greatly	ADV
afs-135986	192	17	increases	increase	VERB
afs-135986	192	18	to	to	ADP
afs-135986	192	19	98.69	98.69	NUM
afs-135986	192	20	%	%	NOUN
afs-135986	192	21	.	.	PUNCT
afs-135986	193	1	figure	figure	NOUN
afs-135986	193	2	8	8	NUM
afs-135986	193	3	presents	present	VERB
afs-135986	193	4	the	the	DET
afs-135986	193	5	performance	performance	NOUN
afs-135986	193	6	of	of	ADP
afs-135986	193	7	the	the	DET
afs-135986	193	8	proposed	propose	VERB
afs-135986	193	9	cr	cr	PROPN
afs-135986	193	10	-	-	PUNCT
afs-135986	193	11	net	net	NOUN
afs-135986	193	12	model	model	NOUN
afs-135986	193	13	on	on	ADP
afs-135986	193	14	the	the	DET
afs-135986	193	15	validation	validation	NOUN
afs-135986	193	16	data	datum	NOUN
afs-135986	193	17	set	set	VERB
afs-135986	193	18	using	use	VERB
afs-135986	193	19	the	the	DET
afs-135986	193	20	confusion	confusion	NOUN
afs-135986	193	21	matrix	matrix	NOUN
afs-135986	193	22	.	.	PUNCT
afs-135986	194	1	according	accord	VERB
afs-135986	194	2	to	to	ADP
afs-135986	194	3	the	the	DET
afs-135986	194	4	table	table	NOUN
afs-135986	194	5	6	6	NUM
afs-135986	194	6	,	,	PUNCT
afs-135986	194	7	comparing	compare	VERB
afs-135986	194	8	the	the	DET
afs-135986	194	9	model	model	NOUN
afs-135986	194	10	proposed	propose	VERB
afs-135986	194	11	in	in	ADP
afs-135986	194	12	this	this	DET
afs-135986	194	13	work	work	NOUN
afs-135986	194	14	with	with	ADP
afs-135986	194	15	randomly	randomly	ADV
afs-135986	194	16	selected	select	VERB
afs-135986	194	17	models	model	NOUN
afs-135986	194	18	i.e.	i.e.	X
afs-135986	194	19	resnet	resnet	PROPN
afs-135986	194	20	(	(	PUNCT
afs-135986	194	21	liang	liang	PROPN
afs-135986	194	22	2020	2020	NUM
afs-135986	194	23	)	)	PUNCT
afs-135986	194	24	,	,	PUNCT
afs-135986	194	25	mobilenet	mobilenet	NOUN
afs-135986	194	26	(	(	PUNCT
afs-135986	194	27	howard	howard	PROPN
afs-135986	194	28	et	et	PROPN
afs-135986	194	29	al	al	PROPN
afs-135986	194	30	.	.	PROPN
afs-135986	194	31	2017	2017	NUM
afs-135986	194	32	)	)	PUNCT
afs-135986	194	33	and	and	CCONJ
afs-135986	194	34	shufflenet	shufflenet	PROPN
afs-135986	194	35	(	(	PUNCT
afs-135986	194	36	zhang	zhang	PROPN
afs-135986	194	37	et	et	PROPN
afs-135986	194	38	al	al	PROPN
afs-135986	194	39	.	.	PROPN
afs-135986	194	40	2018	2018	NUM
afs-135986	194	41	)	)	PUNCT
afs-135986	194	42	,	,	PUNCT
afs-135986	194	43	it	it	PRON
afs-135986	194	44	can	can	AUX
afs-135986	194	45	be	be	AUX
afs-135986	194	46	concluded	conclude	VERB
afs-135986	194	47	that	that	SCONJ
afs-135986	194	48	it	it	PRON
afs-135986	194	49	is	be	AUX
afs-135986	194	50	characterized	characterize	VERB
afs-135986	194	51	by	by	ADP
afs-135986	194	52	higher	high	ADJ
afs-135986	194	53	positive	positive	ADJ
afs-135986	194	54	predictive	predictive	ADJ
afs-135986	194	55	value	value	NOUN
afs-135986	194	56	(	(	PUNCT
afs-135986	194	57	ppv	ppv	NOUN
afs-135986	194	58	)	)	PUNCT
afs-135986	194	59	,	,	PUNCT
afs-135986	194	60	true	true	ADJ
afs-135986	194	61	positive	positive	ADJ
afs-135986	194	62	rate	rate	NOUN
afs-135986	194	63	(	(	PUNCT
afs-135986	194	64	tpr	tpr	NOUN
afs-135986	194	65	)	)	PUNCT
afs-135986	194	66	as	as	ADV
afs-135986	194	67	well	well	ADV
afs-135986	194	68	as	as	ADP
afs-135986	194	69	the	the	DET
afs-135986	194	70	result	result	NOUN
afs-135986	194	71	correction	correction	NOUN
afs-135986	194	72	factor	factor	NOUN
afs-135986	194	73	(	(	PUNCT
afs-135986	194	74	f	f	NOUN
afs-135986	194	75	)	)	PUNCT
afs-135986	194	76	,	,	PUNCT
afs-135986	194	77	and	and	CCONJ
afs-135986	194	78	its	its	PRON
afs-135986	194	79	accuracy	accuracy	NOUN
afs-135986	194	80	(	(	PUNCT
afs-135986	194	81	acc	acc	PROPN
afs-135986	194	82	)	)	PUNCT
afs-135986	194	83	.	.	PUNCT
afs-135986	195	1	however	however	ADV
afs-135986	195	2	,	,	PUNCT
afs-135986	195	3	the	the	DET
afs-135986	195	4	main	main	ADJ
afs-135986	195	5	advantage	advantage	NOUN
afs-135986	195	6	of	of	ADP
afs-135986	195	7	proposed	propose	VERB
afs-135986	195	8	model	model	NOUN
afs-135986	195	9	cr	cr	PROPN
afs-135986	195	10	-	-	PUNCT
afs-135986	195	11	net	net	NOUN
afs-135986	195	12	is	be	AUX
afs-135986	195	13	to	to	PART
afs-135986	195	14	enable	enable	VERB
afs-135986	195	15	assessement	assessement	NOUN
afs-135986	195	16	of	of	ADP
afs-135986	195	17	geometric	geometric	ADJ
afs-135986	195	18	carrots	carrot	NOUN
afs-135986	195	19	parameters	parameter	NOUN
afs-135986	195	20	.	.	PUNCT
afs-135986	196	1	this	this	PRON
afs-135986	196	2	allows	allow	VERB
afs-135986	196	3	not	not	PART
afs-135986	196	4	only	only	ADV
afs-135986	196	5	for	for	ADP
afs-135986	196	6	classification	classification	NOUN
afs-135986	196	7	but	but	CCONJ
afs-135986	196	8	also	also	ADV
afs-135986	196	9	for	for	ADP
afs-135986	196	10	distinction	distinction	NOUN
afs-135986	196	11	in	in	ADP
afs-135986	196	12	terms	term	NOUN
afs-135986	196	13	of	of	ADP
afs-135986	196	14	roots	root	NOUN
afs-135986	196	15	size	size	NOUN
afs-135986	196	16	.	.	PUNCT
afs-135986	197	1	this	this	PRON
afs-135986	197	2	increases	increase	VERB
afs-135986	197	3	the	the	DET
afs-135986	197	4	average	average	ADJ
afs-135986	197	5	classification	classification	NOUN
afs-135986	197	6	time	time	NOUN
afs-135986	197	7	compared	compare	VERB
afs-135986	197	8	to	to	ADP
afs-135986	197	9	the	the	DET
afs-135986	197	10	fastest	fast	ADJ
afs-135986	197	11	model	model	NOUN
afs-135986	197	12	by	by	ADP
afs-135986	197	13	2.40	2.40	NUM
afs-135986	197	14	ms	ms	NOUN
afs-135986	197	15	/	/	SYM
afs-135986	197	16	image	image	NOUN
afs-135986	197	17	.	.	PUNCT
afs-135986	198	1	table	table	NOUN
afs-135986	198	2	5	5	NUM
afs-135986	198	3	.	.	PUNCT
afs-135986	199	1	summary	summary	NOUN
afs-135986	199	2	of	of	ADP
afs-135986	199	3	misattributed	misattribute	VERB
afs-135986	199	4	labels	label	NOUN
afs-135986	199	5	in	in	ADP
afs-135986	199	6	the	the	DET
afs-135986	199	7	carrot	carrot	NOUN
afs-135986	199	8	root	root	NOUN
afs-135986	199	9	photo	photo	NOUN
afs-135986	199	10	grading	grading	NOUN
afs-135986	199	11	process	process	NOUN
afs-135986	199	12	type	type	NOUN
afs-135986	199	13	of	of	ADP
afs-135986	199	14	class	class	NOUN
afs-135986	199	15	number	number	NOUN
afs-135986	199	16	of	of	ADP
afs-135986	199	17	roots	root	NOUN
afs-135986	199	18	in	in	ADP
afs-135986	199	19	a	a	DET
afs-135986	199	20	class	class	NOUN
afs-135986	199	21	correctly	correctly	ADV
afs-135986	199	22	classified	classify	VERB
afs-135986	199	23	total	total	ADJ
afs-135986	199	24	number	number	NOUN
afs-135986	199	25	of	of	ADP
afs-135986	199	26	errors	error	NOUN
afs-135986	199	27	percentage	percentage	NOUN
afs-135986	199	28	share	share	NOUN
afs-135986	199	29	extra	extra	ADJ
afs-135986	199	30	class	class	NOUN
afs-135986	199	31	210	210	NUM
afs-135986	199	32	189	189	NUM
afs-135986	199	33	21	21	NUM
afs-135986	199	34	10.00	10.00	NUM
afs-135986	199	35	first	first	ADJ
afs-135986	199	36	class	class	NOUN
afs-135986	199	37	151	151	NUM
afs-135986	199	38	136	136	NUM
afs-135986	199	39	15	15	NUM
afs-135986	199	40	9.93	9.93	NUM
afs-135986	199	41	second	second	ADJ
afs-135986	199	42	class	class	NOUN
afs-135986	199	43	74	74	NUM
afs-135986	199	44	66	66	NUM
afs-135986	199	45	8	8	NUM
afs-135986	199	46	10.81	10.81	NUM
afs-135986	199	47	not	not	PART
afs-135986	199	48	classified	classify	VERB
afs-135986	199	49	22	22	NUM
afs-135986	199	50	16	16	NUM
afs-135986	199	51	6	6	NUM
afs-135986	199	52	27.27	27.27	NUM
afs-135986	199	53	total	total	NOUN
afs-135986	199	54	457	457	NUM
afs-135986	199	55	407	407	NUM
afs-135986	199	56	50	50	NUM
afs-135986	199	57	10.94	10.94	NUM
afs-135986	199	58	fig	fig	NOUN
afs-135986	199	59	.	.	PUNCT
afs-135986	200	1	8	8	NUM
afs-135986	200	2	.	.	PUNCT
afs-135986	200	3	confusion	confusion	NOUN
afs-135986	200	4	matrix	matrix	NOUN
afs-135986	200	5	of	of	ADP
afs-135986	200	6	carrot	carrot	NOUN
afs-135986	200	7	roots	root	NOUN
afs-135986	200	8	variety	variety	NOUN
afs-135986	200	9	classification	classification	NOUN
afs-135986	200	10	model	model	NOUN
afs-135986	200	11	cr	cr	PROPN
afs-135986	200	12	-	-	PUNCT
afs-135986	200	13	net	net	NOUN
afs-135986	200	14	table	table	NOUN
afs-135986	200	15	6	6	NUM
afs-135986	200	16	.	.	PUNCT
afs-135986	200	17	comparison	comparison	NOUN
afs-135986	200	18	of	of	ADP
afs-135986	200	19	cr	cr	NOUN
afs-135986	200	20	-	-	PUNCT
afs-135986	200	21	net	net	NOUN
afs-135986	200	22	,	,	PUNCT
afs-135986	200	23	resnet	resnet	NOUN
afs-135986	200	24	,	,	PUNCT
afs-135986	200	25	mobilenet	mobilenet	NOUN
afs-135986	200	26	and	and	CCONJ
afs-135986	200	27	shufflenet	shufflenet	NOUN
afs-135986	200	28	classification	classification	NOUN
afs-135986	200	29	performance	performance	NOUN
afs-135986	200	30	and	and	CCONJ
afs-135986	200	31	time	time	NOUN
afs-135986	200	32	classification	classification	NOUN
afs-135986	200	33	type	type	NOUN
afs-135986	200	34	acc	acc	PROPN
afs-135986	200	35	(	(	PUNCT
afs-135986	200	36	%	%	NOUN
afs-135986	200	37	)	)	PUNCT
afs-135986	200	38	ppv	ppv	NOUN
afs-135986	200	39	(	(	PUNCT
afs-135986	200	40	%	%	INTJ
afs-135986	200	41	)	)	PUNCT
afs-135986	200	42	tpr	tpr	NOUN
afs-135986	200	43	(	(	PUNCT
afs-135986	200	44	%	%	NOUN
afs-135986	200	45	)	)	PUNCT
afs-135986	201	1	fscore	fscore	NOUN
afs-135986	201	2	(	(	PUNCT
afs-135986	201	3	%	%	INTJ
afs-135986	201	4	)	)	PUNCT
afs-135986	201	5	mse	mse	PROPN
afs-135986	201	6	rmse	rmse	PROPN
afs-135986	201	7	average	average	ADJ
afs-135986	201	8	classification	classification	NOUN
afs-135986	201	9	time	time	NOUN
afs-135986	201	10	gpu	gpu	PROPN
afs-135986	201	11	*	*	PROPN
afs-135986	202	1	[	[	X
afs-135986	202	2	ms	ms	ADJ
afs-135986	202	3	/	/	SYM
afs-135986	202	4	image	image	NOUN
afs-135986	202	5	]	]	PUNCT
afs-135986	202	6	cr	cr	PROPN
afs-135986	202	7	-	-	PUNCT
afs-135986	202	8	net	net	NOUN
afs-135986	202	9	89.06	89.06	NUM
afs-135986	202	10	87.12	87.12	NUM
afs-135986	202	11	85.50	85.50	NUM
afs-135986	202	12	86.17	86.17	NUM
afs-135986	202	13	20.857	20.857	NUM
afs-135986	202	14	4.567	4.567	NUM
afs-135986	202	15	24.84	24.84	NUM
afs-135986	202	16	resnet	resnet	NOUN
afs-135986	202	17	87.22	87.22	NUM
afs-135986	202	18	86.26	86.26	NUM
afs-135986	202	19	84.23	84.23	NUM
afs-135986	202	20	85.05	85.05	NUM
afs-135986	202	21	18.870	18.870	NUM
afs-135986	202	22	4.344	4.344	NUM
afs-135986	202	23	23.77	23.77	NUM
afs-135986	202	24	mobilenet	mobilenet	NOUN
afs-135986	202	25	86.96	86.96	NUM
afs-135986	202	26	83.24	83.24	NUM
afs-135986	202	27	85.57	85.57	NUM
afs-135986	202	28	86.22	86.22	NUM
afs-135986	202	29	26.225	26.225	NUM
afs-135986	202	30	5.121	5.121	NUM
afs-135986	202	31	22.44	22.44	NUM
afs-135986	202	32	shufflenet	shufflenet	NOUN
afs-135986	202	33	86.43	86.43	NUM
afs-135986	202	34	86.62	86.62	NUM
afs-135986	202	35	83.46	83.46	NUM
afs-135986	202	36	85.74	85.74	NUM
afs-135986	202	37	17.927	17.927	NUM
afs-135986	202	38	4.234	4.234	NUM
afs-135986	202	39	22.64	22.64	NUM
afs-135986	202	40	*	*	PUNCT
afs-135986	202	41	gpu	gpu	PROPN
afs-135986	202	42	:	:	PUNCT
afs-135986	202	43	nvidia	nvidia	PROPN
afs-135986	202	44	geforce	geforce	PROPN
afs-135986	202	45	rtx	rtx	PROPN
afs-135986	202	46	studio	studio	PROPN
afs-135986	202	47	2060	2060	NUM
afs-135986	202	48	,	,	PUNCT
afs-135986	202	49	32	32	NUM
afs-135986	202	50	gb	gb	ADP
afs-135986	203	1	p.	p.	NOUN
afs-135986	203	2	rybacki	rybacki	NOUN
afs-135986	203	3	et	et	PROPN
afs-135986	204	1	al	al	PROPN
afs-135986	204	2	.	.	PROPN
afs-135986	204	3	51	51	NUM
afs-135986	204	4	results	result	NOUN
afs-135986	204	5	of	of	ADP
afs-135986	204	6	correlation	correlation	NOUN
afs-135986	204	7	analysis	analysis	NOUN
afs-135986	204	8	presented	present	VERB
afs-135986	204	9	in	in	ADP
afs-135986	204	10	figure	figure	NOUN
afs-135986	204	11	9	9	NUM
afs-135986	204	12	clearly	clearly	ADV
afs-135986	204	13	show	show	VERB
afs-135986	204	14	that	that	SCONJ
afs-135986	204	15	the	the	DET
afs-135986	204	16	main	main	ADJ
afs-135986	204	17	parameter	parameter	NOUN
afs-135986	204	18	affecting	affect	VERB
afs-135986	204	19	the	the	DET
afs-135986	204	20	carrot	carrot	NOUN
afs-135986	204	21	root	root	NOUN
afs-135986	204	22	classification	classification	NOUN
afs-135986	204	23	accuracy	accuracy	NOUN
afs-135986	204	24	in	in	ADP
afs-135986	204	25	the	the	DET
afs-135986	204	26	proposed	propose	VERB
afs-135986	204	27	model	model	NOUN
afs-135986	204	28	is	be	AUX
afs-135986	204	29	the	the	DET
afs-135986	204	30	eccentricity	eccentricity	NOUN
afs-135986	204	31	value	value	NOUN
afs-135986	204	32	,	,	PUNCT
afs-135986	204	33	that	that	PRON
afs-135986	204	34	is	be	AUX
afs-135986	204	35	the	the	DET
afs-135986	204	36	ratio	ratio	NOUN
afs-135986	204	37	of	of	ADP
afs-135986	204	38	the	the	DET
afs-135986	204	39	length	length	NOUN
afs-135986	204	40	of	of	ADP
afs-135986	204	41	the	the	DET
afs-135986	204	42	cross	cross	NOUN
afs-135986	204	43	section	section	NOUN
afs-135986	204	44	radii	radii	VERB
afs-135986	204	45	in	in	ADP
afs-135986	204	46	relation	relation	NOUN
afs-135986	204	47	to	to	ADP
afs-135986	204	48	the	the	DET
afs-135986	204	49	geometric	geometric	ADJ
afs-135986	204	50	centre	centre	NOUN
afs-135986	204	51	of	of	ADP
afs-135986	204	52	the	the	DET
afs-135986	204	53	root	root	NOUN
afs-135986	204	54	.	.	PUNCT
afs-135986	205	1	correlation	correlation	NOUN
afs-135986	205	2	of	of	ADP
afs-135986	205	3	the	the	DET
afs-135986	205	4	correction	correction	NOUN
afs-135986	205	5	and	and	CCONJ
afs-135986	205	6	the	the	DET
afs-135986	205	7	eccentricity	eccentricity	NOUN
afs-135986	205	8	remained	remain	VERB
afs-135986	205	9	at	at	ADP
afs-135986	205	10	the	the	DET
afs-135986	205	11	level	level	NOUN
afs-135986	205	12	of	of	ADP
afs-135986	205	13	0.77	0.77	NUM
afs-135986	205	14	.	.	PUNCT
afs-135986	206	1	analysis	analysis	NOUN
afs-135986	206	2	did	do	AUX
afs-135986	206	3	not	not	PART
afs-135986	206	4	show	show	VERB
afs-135986	206	5	any	any	DET
afs-135986	206	6	correlation	correlation	NOUN
afs-135986	206	7	between	between	ADP
afs-135986	206	8	the	the	DET
afs-135986	206	9	eccentricity	eccentricity	NOUN
afs-135986	206	10	value	value	NOUN
afs-135986	206	11	and	and	CCONJ
afs-135986	206	12	the	the	DET
afs-135986	206	13	surface	surface	NOUN
afs-135986	206	14	of	of	ADP
afs-135986	206	15	the	the	DET
afs-135986	206	16	analysed	analyse	VERB
afs-135986	206	17	carrot	carrot	NOUN
afs-135986	206	18	root	root	NOUN
afs-135986	206	19	.	.	PUNCT
afs-135986	207	1	value	value	NOUN
afs-135986	207	2	–	–	PUNCT
afs-135986	207	3	0.16	0.16	NUM
afs-135986	207	4	confirms	confirm	VERB
afs-135986	207	5	that	that	SCONJ
afs-135986	207	6	the	the	DET
afs-135986	207	7	root	root	NOUN
afs-135986	207	8	shape	shape	NOUN
afs-135986	207	9	,	,	PUNCT
afs-135986	207	10	its	its	PRON
afs-135986	207	11	diameter	diameter	NOUN
afs-135986	207	12	and	and	CCONJ
afs-135986	207	13	length	length	NOUN
afs-135986	207	14	do	do	AUX
afs-135986	207	15	not	not	PART
afs-135986	207	16	affect	affect	VERB
afs-135986	207	17	the	the	DET
afs-135986	207	18	image	image	NOUN
afs-135986	207	19	surface	surface	NOUN
afs-135986	207	20	.	.	PUNCT
afs-135986	208	1	discussion	discussion	NOUN
afs-135986	208	2	classification	classification	NOUN
afs-135986	208	3	of	of	ADP
afs-135986	208	4	carrot	carrot	NOUN
afs-135986	208	5	roots	root	NOUN
afs-135986	208	6	has	have	AUX
afs-135986	208	7	become	become	VERB
afs-135986	208	8	an	an	DET
afs-135986	208	9	important	important	ADJ
afs-135986	208	10	part	part	NOUN
afs-135986	208	11	of	of	ADP
afs-135986	208	12	their	their	PRON
afs-135986	208	13	processing	processing	NOUN
afs-135986	208	14	,	,	PUNCT
afs-135986	208	15	storage	storage	NOUN
afs-135986	208	16	and	and	CCONJ
afs-135986	208	17	further	further	ADJ
afs-135986	208	18	treatment	treatment	NOUN
afs-135986	208	19	and	and	CCONJ
afs-135986	208	20	it	it	PRON
afs-135986	208	21	plays	play	VERB
afs-135986	208	22	a	a	DET
afs-135986	208	23	key	key	ADJ
afs-135986	208	24	role	role	NOUN
afs-135986	208	25	in	in	ADP
afs-135986	208	26	the	the	DET
afs-135986	208	27	manufacture	manufacture	NOUN
afs-135986	208	28	of	of	ADP
afs-135986	208	29	high	high	ADJ
afs-135986	208	30	-	-	PUNCT
afs-135986	208	31	quality	quality	NOUN
afs-135986	208	32	products	product	NOUN
afs-135986	208	33	.	.	PUNCT
afs-135986	209	1	however	however	ADV
afs-135986	209	2	,	,	PUNCT
afs-135986	209	3	qualitative	qualitative	ADJ
afs-135986	209	4	quantification	quantification	NOUN
afs-135986	209	5	of	of	ADP
afs-135986	209	6	carrot	carrot	NOUN
afs-135986	209	7	roots	root	NOUN
afs-135986	209	8	is	be	AUX
afs-135986	209	9	highly	highly	ADV
afs-135986	209	10	labour	labour	NOUN
afs-135986	209	11	-	-	PUNCT
afs-135986	209	12	intensive	intensive	ADJ
afs-135986	209	13	,	,	PUNCT
afs-135986	209	14	has	have	VERB
afs-135986	209	15	low	low	ADJ
afs-135986	209	16	efficiency	efficiency	NOUN
afs-135986	209	17	and	and	CCONJ
afs-135986	209	18	accuracy	accuracy	NOUN
afs-135986	209	19	,	,	PUNCT
afs-135986	209	20	as	as	SCONJ
afs-135986	209	21	it	it	PRON
afs-135986	209	22	mainly	mainly	ADV
afs-135986	209	23	depends	depend	VERB
afs-135986	209	24	on	on	ADP
afs-135986	209	25	manual	manual	ADJ
afs-135986	209	26	work	work	NOUN
afs-135986	209	27	.	.	PUNCT
afs-135986	210	1	thus	thus	ADV
afs-135986	210	2	,	,	PUNCT
afs-135986	210	3	methods	method	NOUN
afs-135986	210	4	enabling	enable	VERB
afs-135986	210	5	automation	automation	NOUN
afs-135986	210	6	of	of	ADP
afs-135986	210	7	the	the	DET
afs-135986	210	8	process	process	NOUN
afs-135986	210	9	are	be	AUX
afs-135986	210	10	searched	search	VERB
afs-135986	210	11	,	,	PUNCT
afs-135986	210	12	with	with	ADP
afs-135986	210	13	the	the	DET
afs-135986	210	14	concomitant	concomitant	ADJ
afs-135986	210	15	increase	increase	NOUN
afs-135986	210	16	of	of	ADP
afs-135986	210	17	its	its	PRON
afs-135986	210	18	accuracy	accuracy	NOUN
afs-135986	210	19	and	and	CCONJ
afs-135986	210	20	efficiency	efficiency	NOUN
afs-135986	210	21	.	.	PUNCT
afs-135986	211	1	computer	computer	NOUN
afs-135986	211	2	vision	vision	NOUN
afs-135986	211	3	and	and	CCONJ
afs-135986	211	4	image	image	NOUN
afs-135986	211	5	analysis	analysis	NOUN
afs-135986	211	6	with	with	ADP
afs-135986	211	7	the	the	DET
afs-135986	211	8	use	use	NOUN
afs-135986	211	9	of	of	ADP
afs-135986	211	10	cnns	cnn	NOUN
afs-135986	211	11	can	can	AUX
afs-135986	211	12	prove	prove	VERB
afs-135986	211	13	helpful	helpful	ADJ
afs-135986	211	14	in	in	ADP
afs-135986	211	15	this	this	DET
afs-135986	211	16	area	area	NOUN
afs-135986	211	17	.	.	PUNCT
afs-135986	212	1	the	the	DET
afs-135986	212	2	method	method	NOUN
afs-135986	212	3	and	and	CCONJ
afs-135986	212	4	cnn	cnn	NOUN
afs-135986	212	5	architecture	architecture	NOUN
afs-135986	212	6	developed	develop	VERB
afs-135986	212	7	as	as	ADP
afs-135986	212	8	part	part	NOUN
afs-135986	212	9	of	of	ADP
afs-135986	212	10	the	the	DET
afs-135986	212	11	study	study	NOUN
afs-135986	212	12	enabled	enable	VERB
afs-135986	212	13	analysis	analysis	NOUN
afs-135986	212	14	of	of	ADP
afs-135986	212	15	carrot	carrot	NOUN
afs-135986	212	16	root	root	NOUN
afs-135986	212	17	images	image	NOUN
afs-135986	212	18	and	and	CCONJ
afs-135986	212	19	reading	reading	NOUN
afs-135986	212	20	of	of	ADP
afs-135986	212	21	geometric	geometric	ADJ
afs-135986	212	22	dimensions	dimension	NOUN
afs-135986	212	23	,	,	PUNCT
afs-135986	212	24	on	on	ADP
afs-135986	212	25	the	the	DET
afs-135986	212	26	basis	basis	NOUN
afs-135986	212	27	of	of	ADP
afs-135986	212	28	which	which	PRON
afs-135986	212	29	and	and	CCONJ
afs-135986	212	30	the	the	DET
afs-135986	212	31	assumed	assume	VERB
afs-135986	212	32	criteria	criterion	NOUN
afs-135986	212	33	,	,	PUNCT
afs-135986	212	34	qualitative	qualitative	ADJ
afs-135986	212	35	classification	classification	NOUN
afs-135986	212	36	could	could	AUX
afs-135986	212	37	be	be	AUX
afs-135986	212	38	performed	perform	VERB
afs-135986	212	39	.	.	PUNCT
afs-135986	213	1	the	the	DET
afs-135986	213	2	cnn	cnn	PROPN
afs-135986	213	3	architecture	architecture	NOUN
afs-135986	213	4	proposed	propose	VERB
afs-135986	213	5	in	in	ADP
afs-135986	213	6	the	the	DET
afs-135986	213	7	study	study	NOUN
afs-135986	213	8	enables	enable	VERB
afs-135986	213	9	classification	classification	NOUN
afs-135986	213	10	accuracy	accuracy	NOUN
afs-135986	213	11	of	of	ADP
afs-135986	213	12	87.14	87.14	NUM
afs-135986	213	13	%	%	NOUN
afs-135986	213	14	.	.	PUNCT
afs-135986	214	1	deng	deng	PROPN
afs-135986	214	2	et	et	PROPN
afs-135986	214	3	al	al	PROPN
afs-135986	214	4	.	.	PROPN
afs-135986	214	5	(	(	PUNCT
afs-135986	214	6	2021	2021	NUM
afs-135986	214	7	)	)	PUNCT
afs-135986	214	8	proposed	propose	VERB
afs-135986	214	9	,	,	PUNCT
afs-135986	214	10	a	a	DET
afs-135986	214	11	carrot	carrot	NOUN
afs-135986	214	12	classification	classification	NOUN
afs-135986	214	13	system	system	NOUN
afs-135986	214	14	similar	similar	ADJ
afs-135986	214	15	to	to	ADP
afs-135986	214	16	the	the	DET
afs-135986	214	17	present	present	ADJ
afs-135986	214	18	study	study	NOUN
afs-135986	214	19	,	,	PUNCT
afs-135986	214	20	which	which	PRON
afs-135986	214	21	was	be	AUX
afs-135986	214	22	based	base	VERB
afs-135986	214	23	on	on	ADP
afs-135986	214	24	computer	computer	NOUN
afs-135986	214	25	vision	vision	NOUN
afs-135986	214	26	and	and	CCONJ
afs-135986	214	27	deep	deep	ADJ
afs-135986	214	28	learning	learning	NOUN
afs-135986	214	29	,	,	PUNCT
afs-135986	214	30	enabling	enable	VERB
afs-135986	214	31	automatic	automatic	ADJ
afs-135986	214	32	assessment	assessment	NOUN
afs-135986	214	33	of	of	ADP
afs-135986	214	34	carrot	carrot	NOUN
afs-135986	214	35	surface	surface	NOUN
afs-135986	214	36	quality	quality	NOUN
afs-135986	214	37	.	.	PUNCT
afs-135986	215	1	these	these	DET
afs-135986	215	2	authors	author	NOUN
afs-135986	215	3	,	,	PUNCT
afs-135986	215	4	based	base	VERB
afs-135986	215	5	on	on	ADP
afs-135986	215	6	shufflenet	shufflenet	NOUN
afs-135986	215	7	and	and	CCONJ
afs-135986	215	8	transfer	transfer	NOUN
afs-135986	215	9	learning	learning	NOUN
afs-135986	215	10	,	,	PUNCT
afs-135986	215	11	constructed	construct	VERB
afs-135986	215	12	a	a	DET
afs-135986	215	13	deep	deep	ADJ
afs-135986	215	14	learning	learning	NOUN
afs-135986	215	15	model	model	NOUN
afs-135986	215	16	(	(	PUNCT
afs-135986	215	17	cddnet	cddnet	NOUN
afs-135986	215	18	)	)	PUNCT
afs-135986	215	19	to	to	PART
afs-135986	215	20	detect	detect	VERB
afs-135986	215	21	surface	surface	NOUN
afs-135986	215	22	defects	defect	NOUN
afs-135986	215	23	of	of	ADP
afs-135986	215	24	carrot	carrot	NOUN
afs-135986	215	25	.	.	PUNCT
afs-135986	216	1	experimental	experimental	ADJ
afs-135986	216	2	results	result	NOUN
afs-135986	216	3	demonstrated	demonstrate	VERB
afs-135986	216	4	the	the	DET
afs-135986	216	5	detection	detection	NOUN
afs-135986	216	6	accuracy	accuracy	NOUN
afs-135986	216	7	of	of	ADP
afs-135986	216	8	the	the	DET
afs-135986	216	9	proposed	propose	VERB
afs-135986	216	10	cddnet	cddnet	NOUN
afs-135986	216	11	was	be	AUX
afs-135986	216	12	99.82	99.82	NUM
afs-135986	216	13	%	%	NOUN
afs-135986	216	14	for	for	ADP
afs-135986	216	15	binary	binary	ADJ
afs-135986	216	16	classification	classification	NOUN
afs-135986	216	17	and	and	CCONJ
afs-135986	216	18	93.01	93.01	NUM
afs-135986	216	19	%	%	NOUN
afs-135986	216	20	multi	multi	ADJ
afs-135986	216	21	-	-	ADJ
afs-135986	216	22	class	class	ADJ
afs-135986	216	23	classification	classification	NOUN
afs-135986	216	24	and	and	CCONJ
afs-135986	216	25	it	it	PRON
afs-135986	216	26	exhibited	exhibit	VERB
afs-135986	216	27	good	good	ADJ
afs-135986	216	28	efficiency	efficiency	NOUN
afs-135986	216	29	.	.	PUNCT
afs-135986	217	1	the	the	DET
afs-135986	217	2	accuracy	accuracy	NOUN
afs-135986	217	3	of	of	ADP
afs-135986	217	4	matching	match	VERB
afs-135986	217	5	classification	classification	NOUN
afs-135986	217	6	and	and	CCONJ
afs-135986	217	7	convex	convex	ADJ
afs-135986	217	8	polygon	polygon	NOUN
afs-135986	217	9	approximation	approximation	NOUN
afs-135986	217	10	amounted	amount	VERB
afs-135986	217	11	to	to	ADP
afs-135986	217	12	92.8	92.8	NUM
afs-135986	217	13	%	%	NOUN
afs-135986	217	14	and	and	CCONJ
afs-135986	217	15	95.1	95.1	NUM
afs-135986	217	16	%	%	NOUN
afs-135986	217	17	,	,	PUNCT
afs-135986	217	18	respectively	respectively	ADV
afs-135986	217	19	.	.	PUNCT
afs-135986	218	1	carrot	carrot	NOUN
afs-135986	218	2	classification	classification	NOUN
afs-135986	218	3	based	base	VERB
afs-135986	218	4	on	on	ADP
afs-135986	218	5	geometric	geometric	ADJ
afs-135986	218	6	shapes	shape	NOUN
afs-135986	218	7	was	be	AUX
afs-135986	218	8	also	also	ADV
afs-135986	218	9	used	use	VERB
afs-135986	218	10	by	by	ADP
afs-135986	218	11	xie	xie	PROPN
afs-135986	218	12	et	et	PROPN
afs-135986	218	13	al	al	PROPN
afs-135986	218	14	.	.	PROPN
afs-135986	218	15	(	(	PUNCT
afs-135986	218	16	2019a	2019a	NUM
afs-135986	218	17	)	)	PUNCT
afs-135986	218	18	,	,	PUNCT
afs-135986	218	19	distinguished	distinguish	VERB
afs-135986	218	20	six	six	NUM
afs-135986	218	21	carrot	carrot	NOUN
afs-135986	218	22	shape	shape	NOUN
afs-135986	218	23	parameters	parameter	NOUN
afs-135986	218	24	,	,	PUNCT
afs-135986	218	25	including	include	VERB
afs-135986	218	26	length	length	NOUN
afs-135986	218	27	,	,	PUNCT
afs-135986	218	28	diameter	diameter	NOUN
afs-135986	218	29	,	,	PUNCT
afs-135986	218	30	mean	mean	ADJ
afs-135986	218	31	diameter	diameter	NOUN
afs-135986	218	32	,	,	PUNCT
afs-135986	218	33	surface	surface	NOUN
afs-135986	218	34	,	,	PUNCT
afs-135986	218	35	circumference	circumference	NOUN
afs-135986	218	36	,	,	PUNCT
afs-135986	218	37	shape	shape	NOUN
afs-135986	218	38	coefficient	coefficient	NOUN
afs-135986	218	39	and	and	CCONJ
afs-135986	218	40	six	six	NUM
afs-135986	218	41	colour	colour	NOUN
afs-135986	218	42	parameters	parameter	NOUN
afs-135986	218	43	.	.	PUNCT
afs-135986	219	1	taking	take	VERB
afs-135986	219	2	these	these	DET
afs-135986	219	3	12	12	NUM
afs-135986	219	4	parameters	parameter	NOUN
afs-135986	219	5	as	as	ADP
afs-135986	219	6	input	input	NOUN
afs-135986	219	7	function	function	NOUN
afs-135986	219	8	parameters	parameter	NOUN
afs-135986	219	9	,	,	PUNCT
afs-135986	219	10	the	the	DET
afs-135986	219	11	authors	author	NOUN
afs-135986	219	12	proposed	propose	VERB
afs-135986	219	13	root	root	NOUN
afs-135986	219	14	identification	identification	NOUN
afs-135986	219	15	and	and	CCONJ
afs-135986	219	16	classification	classification	NOUN
afs-135986	219	17	models	model	NOUN
afs-135986	219	18	based	base	VERB
afs-135986	219	19	on	on	ADP
afs-135986	219	20	the	the	DET
afs-135986	219	21	back	back	ADJ
afs-135986	219	22	propagation	propagation	NOUN
afs-135986	219	23	in	in	ADP
afs-135986	219	24	neural	neural	ADJ
afs-135986	219	25	network	network	NOUN
afs-135986	219	26	(	(	PUNCT
afs-135986	219	27	bpnn	bpnn	NOUN
afs-135986	219	28	)	)	PUNCT
afs-135986	219	29	,	,	PUNCT
afs-135986	219	30	support	support	VERB
afs-135986	219	31	vector	vector	NOUN
afs-135986	219	32	machines	machine	NOUN
afs-135986	219	33	(	(	PUNCT
afs-135986	219	34	svm	svm	PROPN
afs-135986	219	35	)	)	PUNCT
afs-135986	219	36	and	and	CCONJ
afs-135986	219	37	extreme	extreme	ADJ
afs-135986	219	38	learning	learning	NOUN
afs-135986	219	39	machines	machine	NOUN
afs-135986	219	40	(	(	PUNCT
afs-135986	219	41	elm	elm	PROPN
afs-135986	219	42	)	)	PUNCT
afs-135986	219	43	.	.	PUNCT
afs-135986	220	1	results	result	NOUN
afs-135986	220	2	show	show	VERB
afs-135986	220	3	that	that	SCONJ
afs-135986	220	4	the	the	DET
afs-135986	220	5	proposed	propose	VERB
afs-135986	220	6	image	image	NOUN
afs-135986	220	7	acquisition	acquisition	NOUN
afs-135986	220	8	system	system	NOUN
afs-135986	220	9	can	can	AUX
afs-135986	220	10	distinguish	distinguish	VERB
afs-135986	220	11	carrot	carrot	NOUN
afs-135986	220	12	feature	feature	NOUN
afs-135986	220	13	parameters	parameter	NOUN
afs-135986	220	14	at	at	ADP
afs-135986	220	15	a	a	DET
afs-135986	220	16	relatively	relatively	ADV
afs-135986	220	17	high	high	ADJ
afs-135986	220	18	accuracy	accuracy	NOUN
afs-135986	220	19	(	(	PUNCT
afs-135986	220	20	96.67	96.67	NUM
afs-135986	220	21	%	%	NOUN
afs-135986	220	22	)	)	PUNCT
afs-135986	220	23	.	.	PUNCT
afs-135986	221	1	in	in	ADP
afs-135986	221	2	a	a	DET
afs-135986	221	3	different	different	ADJ
afs-135986	221	4	study	study	NOUN
afs-135986	221	5	xie	xie	PROPN
afs-135986	221	6	et	et	PROPN
afs-135986	221	7	al	al	PROPN
afs-135986	221	8	.	.	PROPN
afs-135986	222	1	(	(	PUNCT
afs-135986	222	2	2019b	2019b	NUM
afs-135986	222	3	)	)	PUNCT
afs-135986	222	4	proposed	propose	VERB
afs-135986	222	5	five	five	NUM
afs-135986	222	6	quantitative	quantitative	ADJ
afs-135986	222	7	indices	index	NOUN
afs-135986	222	8	defining	define	VERB
afs-135986	222	9	the	the	DET
afs-135986	222	10	quality	quality	NOUN
afs-135986	222	11	of	of	ADP
afs-135986	222	12	carrot	carrot	NOUN
afs-135986	222	13	roots	root	NOUN
afs-135986	222	14	,	,	PUNCT
afs-135986	222	15	i.e.	i.e.	X
afs-135986	222	16	greening	greening	NOUN
afs-135986	222	17	,	,	PUNCT
afs-135986	222	18	bending	bend	VERB
afs-135986	222	19	degree	degree	NOUN
afs-135986	222	20	,	,	PUNCT
afs-135986	222	21	number	number	NOUN
afs-135986	222	22	of	of	ADP
afs-135986	222	23	fibrous	fibrous	ADJ
afs-135986	222	24	roots	root	NOUN
afs-135986	222	25	,	,	PUNCT
afs-135986	222	26	surface	surface	NOUN
afs-135986	222	27	cracking	cracking	NOUN
afs-135986	222	28	degree	degree	NOUN
afs-135986	222	29	and	and	CCONJ
afs-135986	222	30	breaking	breaking	NOUN
afs-135986	222	31	degree	degree	NOUN
afs-135986	222	32	.	.	PUNCT
afs-135986	223	1	a	a	DET
afs-135986	223	2	total	total	NOUN
afs-135986	223	3	of	of	ADP
afs-135986	223	4	720	720	NUM
afs-135986	223	5	randomly	randomly	ADV
afs-135986	223	6	selected	select	VERB
afs-135986	223	7	carrot	carrot	NOUN
afs-135986	223	8	images	image	NOUN
afs-135986	223	9	were	be	AUX
afs-135986	223	10	analysed	analyse	VERB
afs-135986	223	11	.	.	PUNCT
afs-135986	224	1	experimental	experimental	ADJ
afs-135986	224	2	results	result	NOUN
afs-135986	224	3	show	show	VERB
afs-135986	224	4	that	that	SCONJ
afs-135986	224	5	the	the	DET
afs-135986	224	6	index	index	NOUN
afs-135986	224	7	accuracy	accuracy	NOUN
afs-135986	224	8	amounted	amount	VERB
afs-135986	224	9	to	to	ADP
afs-135986	224	10	97.4	97.4	NUM
afs-135986	224	11	%	%	NOUN
afs-135986	224	12	,	,	PUNCT
afs-135986	224	13	85.4	85.4	NUM
afs-135986	224	14	%	%	NOUN
afs-135986	224	15	,	,	PUNCT
afs-135986	224	16	92.6	92.6	NUM
afs-135986	224	17	%	%	NOUN
afs-135986	224	18	,	,	PUNCT
afs-135986	224	19	80.8	80.8	NUM
afs-135986	224	20	%	%	NOUN
afs-135986	224	21	and	and	CCONJ
afs-135986	224	22	93.2	93.2	NUM
afs-135986	224	23	%	%	NOUN
afs-135986	224	24	,	,	PUNCT
afs-135986	224	25	respectively	respectively	ADV
afs-135986	224	26	,	,	PUNCT
afs-135986	224	27	and	and	CCONJ
afs-135986	224	28	the	the	DET
afs-135986	224	29	overall	overall	ADJ
afs-135986	224	30	fig	fig	NOUN
afs-135986	224	31	.	.	PUNCT
afs-135986	225	1	9	9	X
afs-135986	225	2	.	.	X
afs-135986	225	3	correlation	correlation	NOUN
afs-135986	225	4	analysis	analysis	NOUN
afs-135986	225	5	of	of	ADP
afs-135986	225	6	quality	quality	NOUN
afs-135986	225	7	classes	class	NOUN
afs-135986	225	8	and	and	CCONJ
afs-135986	225	9	geometric	geometric	ADJ
afs-135986	225	10	parameters	parameter	NOUN
afs-135986	225	11	of	of	ADP
afs-135986	225	12	analyzed	analyze	VERB
afs-135986	225	13	carrot	carrot	NOUN
afs-135986	225	14	root	root	NOUN
afs-135986	225	15	images	image	NOUN
afs-135986	225	16	agricultural	agricultural	ADJ
afs-135986	225	17	and	and	CCONJ
afs-135986	225	18	food	food	NOUN
afs-135986	225	19	science	science	NOUN
afs-135986	225	20	(	(	PUNCT
afs-135986	225	21	2024	2024	NUM
afs-135986	225	22	)	)	PUNCT
afs-135986	225	23	33	33	NUM
afs-135986	225	24	:	:	SYM
afs-135986	225	25	40–54	40–54	NUM
afs-135986	225	26	52	52	NUM
afs-135986	225	27	index	index	NOUN
afs-135986	225	28	of	of	ADP
afs-135986	225	29	geometric	geometric	ADJ
afs-135986	225	30	shape	shape	NOUN
afs-135986	225	31	identification	identification	NOUN
afs-135986	225	32	amounted	amount	VERB
afs-135986	225	33	to	to	ADP
afs-135986	225	34	90.9	90.9	NUM
afs-135986	225	35	%	%	NOUN
afs-135986	225	36	,	,	PUNCT
afs-135986	225	37	i.e.	i.e.	X
afs-135986	225	38	similar	similar	ADJ
afs-135986	225	39	to	to	ADP
afs-135986	225	40	the	the	DET
afs-135986	225	41	present	present	ADJ
afs-135986	225	42	study	study	NOUN
afs-135986	225	43	.	.	PUNCT
afs-135986	226	1	deng	deng	PROPN
afs-135986	226	2	et	et	PROPN
afs-135986	226	3	al	al	PROPN
afs-135986	226	4	.	.	PROPN
afs-135986	227	1	(	(	PUNCT
afs-135986	227	2	2017	2017	NUM
afs-135986	227	3	)	)	PUNCT
afs-135986	227	4	developed	develop	VERB
afs-135986	227	5	a	a	DET
afs-135986	227	6	system	system	NOUN
afs-135986	227	7	comprising	comprising	NOUN
afs-135986	227	8	of	of	ADP
afs-135986	227	9	subsystems	subsystem	NOUN
afs-135986	227	10	:	:	PUNCT
afs-135986	227	11	image	image	NOUN
afs-135986	227	12	processing	processing	NOUN
afs-135986	227	13	,	,	PUNCT
afs-135986	227	14	image	image	NOUN
afs-135986	227	15	acquisition	acquisition	NOUN
afs-135986	227	16	,	,	PUNCT
afs-135986	227	17	carrot	carrot	NOUN
afs-135986	227	18	root	root	NOUN
afs-135986	227	19	transport	transport	NOUN
afs-135986	227	20	and	and	CCONJ
afs-135986	227	21	control	control	NOUN
afs-135986	227	22	.	.	PUNCT
afs-135986	228	1	the	the	DET
afs-135986	228	2	authors	author	NOUN
afs-135986	228	3	proposed	propose	VERB
afs-135986	228	4	a	a	DET
afs-135986	228	5	method	method	NOUN
afs-135986	228	6	for	for	ADP
afs-135986	228	7	detecting	detect	VERB
afs-135986	228	8	geometric	geometric	ADJ
afs-135986	228	9	defects	defect	NOUN
afs-135986	228	10	of	of	ADP
afs-135986	228	11	carrot	carrot	NOUN
afs-135986	228	12	roots	root	NOUN
afs-135986	228	13	that	that	PRON
afs-135986	228	14	are	be	AUX
afs-135986	228	15	deformed	deform	VERB
afs-135986	228	16	,	,	PUNCT
afs-135986	228	17	fibrous	fibrous	ADJ
afs-135986	228	18	or	or	CCONJ
afs-135986	228	19	with	with	ADP
afs-135986	228	20	surface	surface	NOUN
afs-135986	228	21	cracks	crack	NOUN
afs-135986	228	22	.	.	PUNCT
afs-135986	229	1	experimental	experimental	ADJ
afs-135986	229	2	results	result	NOUN
afs-135986	229	3	demonstrated	demonstrate	VERB
afs-135986	229	4	that	that	SCONJ
afs-135986	229	5	the	the	DET
afs-135986	229	6	accuracy	accuracy	NOUN
afs-135986	229	7	of	of	ADP
afs-135986	229	8	roots	root	NOUN
afs-135986	229	9	with	with	ADP
afs-135986	229	10	curvature	curvature	NOUN
afs-135986	229	11	,	,	PUNCT
afs-135986	229	12	fibrous	fibrous	ADJ
afs-135986	229	13	and	and	CCONJ
afs-135986	229	14	with	with	ADP
afs-135986	229	15	surface	surface	NOUN
afs-135986	229	16	cracks	crack	NOUN
afs-135986	229	17	amounted	amount	VERB
afs-135986	229	18	to	to	ADP
afs-135986	229	19	95.5	95.5	NUM
afs-135986	229	20	%	%	NOUN
afs-135986	229	21	,	,	PUNCT
afs-135986	229	22	98	98	NUM
afs-135986	229	23	%	%	NOUN
afs-135986	229	24	and	and	CCONJ
afs-135986	229	25	88.3	88.3	NUM
afs-135986	229	26	%	%	NOUN
afs-135986	229	27	.	.	PUNCT
afs-135986	230	1	xie	xie	PROPN
afs-135986	230	2	et	et	PROPN
afs-135986	230	3	al	al	PROPN
afs-135986	230	4	.	.	PROPN
afs-135986	231	1	(	(	PUNCT
afs-135986	231	2	2021	2021	NUM
afs-135986	231	3	)	)	PUNCT
afs-135986	231	4	proposed	propose	VERB
afs-135986	231	5	a	a	DET
afs-135986	231	6	carrotnet	carrotnet	NOUN
afs-135986	231	7	model	model	NOUN
afs-135986	231	8	based	base	VERB
afs-135986	231	9	on	on	ADP
afs-135986	231	10	computer	computer	NOUN
afs-135986	231	11	vision	vision	NOUN
afs-135986	231	12	utilizing	utilize	VERB
afs-135986	231	13	dcnns	dcnn	NOUN
afs-135986	231	14	and	and	CCONJ
afs-135986	231	15	elements	element	NOUN
afs-135986	231	16	of	of	ADP
afs-135986	231	17	several	several	ADJ
afs-135986	231	18	traditional	traditional	ADJ
afs-135986	231	19	cnns	cnn	NOUN
afs-135986	231	20	.	.	PUNCT
afs-135986	232	1	in	in	ADP
afs-135986	232	2	that	that	DET
afs-135986	232	3	study	study	NOUN
afs-135986	232	4	,	,	PUNCT
afs-135986	232	5	optimisation	optimisation	NOUN
afs-135986	232	6	was	be	AUX
afs-135986	232	7	conducted	conduct	VERB
afs-135986	232	8	for	for	ADP
afs-135986	232	9	the	the	DET
afs-135986	232	10	key	key	ADJ
afs-135986	232	11	parameters	parameter	NOUN
afs-135986	232	12	by	by	ADP
afs-135986	232	13	means	mean	NOUN
afs-135986	232	14	of	of	ADP
afs-135986	232	15	comparative	comparative	ADJ
afs-135986	232	16	analysis	analysis	NOUN
afs-135986	232	17	.	.	PUNCT
afs-135986	233	1	such	such	DET
afs-135986	233	2	a	a	DET
afs-135986	233	3	high	high	ADJ
afs-135986	233	4	model	model	NOUN
afs-135986	233	5	accuracy	accuracy	NOUN
afs-135986	233	6	may	may	AUX
afs-135986	233	7	result	result	VERB
afs-135986	233	8	from	from	ADP
afs-135986	233	9	the	the	DET
afs-135986	233	10	removal	removal	NOUN
afs-135986	233	11	of	of	ADP
afs-135986	233	12	partial	partial	ADJ
afs-135986	233	13	network	network	NOUN
afs-135986	233	14	layers	layer	NOUN
afs-135986	233	15	and	and	CCONJ
afs-135986	233	16	the	the	DET
afs-135986	233	17	use	use	NOUN
afs-135986	233	18	of	of	ADP
afs-135986	233	19	team	team	NOUN
afs-135986	233	20	learning	learn	VERB
afs-135986	233	21	.	.	PUNCT
afs-135986	234	1	the	the	DET
afs-135986	234	2	authors	author	NOUN
afs-135986	234	3	believe	believe	VERB
afs-135986	234	4	that	that	SCONJ
afs-135986	234	5	efficient	efficient	ADJ
afs-135986	234	6	carrotnet	carrotnet	NOUN
afs-135986	234	7	can	can	AUX
afs-135986	234	8	be	be	AUX
afs-135986	234	9	used	use	VERB
afs-135986	234	10	on	on	ADP
afs-135986	234	11	-	-	PUNCT
afs-135986	234	12	line	line	NOUN
afs-135986	234	13	.	.	PUNCT
afs-135986	235	1	xie	xie	PROPN
afs-135986	235	2	et	et	PROPN
afs-135986	235	3	al	al	PROPN
afs-135986	235	4	.	.	PROPN
afs-135986	236	1	(	(	PUNCT
afs-135986	236	2	2023	2023	NUM
afs-135986	236	3	)	)	PUNCT
afs-135986	236	4	developed	develop	VERB
afs-135986	236	5	a	a	DET
afs-135986	236	6	root	root	NOUN
afs-135986	236	7	measurement	measurement	NOUN
afs-135986	236	8	method	method	NOUN
afs-135986	236	9	based	base	VERB
afs-135986	236	10	on	on	ADP
afs-135986	236	11	3d	3d	PROPN
afs-135986	236	12	reconstruction	reconstruction	NOUN
afs-135986	236	13	.	.	PUNCT
afs-135986	237	1	the	the	DET
afs-135986	237	2	rgb	rgb	PROPN
afs-135986	237	3	-	-	PROPN
afs-135986	237	4	d	d	PROPN
afs-135986	237	5	acquisition	acquisition	NOUN
afs-135986	237	6	system	system	NOUN
afs-135986	237	7	utilised	utilise	VERB
afs-135986	237	8	by	by	ADP
afs-135986	237	9	the	the	DET
afs-135986	237	10	authors	author	NOUN
afs-135986	237	11	comprised	comprise	VERB
afs-135986	237	12	of	of	ADP
afs-135986	237	13	a	a	DET
afs-135986	237	14	time	time	NOUN
afs-135986	237	15	-	-	PUNCT
afs-135986	237	16	of	of	ADP
afs-135986	237	17	-	-	PUNCT
afs-135986	237	18	flight	flight	NOUN
afs-135986	237	19	(	(	PUNCT
afs-135986	237	20	tof	tof	NOUN
afs-135986	237	21	)	)	PUNCT
afs-135986	237	22	sensor	sensor	NOUN
afs-135986	237	23	and	and	CCONJ
afs-135986	237	24	a	a	DET
afs-135986	237	25	disc	disc	NOUN
afs-135986	237	26	filled	fill	VERB
afs-135986	237	27	with	with	ADP
afs-135986	237	28	round	round	ADJ
afs-135986	237	29	markers	marker	NOUN
afs-135986	237	30	.	.	PUNCT
afs-135986	238	1	kinect	kinect	ADJ
afs-135986	238	2	sensor	sensor	NOUN
afs-135986	238	3	captures	capture	VERB
afs-135986	238	4	16	16	NUM
afs-135986	238	5	rgb	rgb	PROPN
afs-135986	238	6	images	image	NOUN
afs-135986	238	7	and	and	CCONJ
afs-135986	238	8	16	16	NUM
afs-135986	238	9	depths	depth	NOUN
afs-135986	238	10	from	from	ADP
afs-135986	238	11	different	different	ADJ
afs-135986	238	12	views	view	NOUN
afs-135986	238	13	,	,	PUNCT
afs-135986	238	14	to	to	PART
afs-135986	238	15	cover	cover	VERB
afs-135986	238	16	the	the	DET
afs-135986	238	17	entire	entire	ADJ
afs-135986	238	18	carrot	carrot	NOUN
afs-135986	238	19	surface	surface	NOUN
afs-135986	238	20	.	.	PUNCT
afs-135986	239	1	errors	error	NOUN
afs-135986	239	2	in	in	ADP
afs-135986	239	3	recording	recording	NOUN
afs-135986	239	4	points	point	NOUN
afs-135986	239	5	from	from	ADP
afs-135986	239	6	different	different	ADJ
afs-135986	239	7	sites	site	NOUN
afs-135986	239	8	did	do	AUX
afs-135986	239	9	not	not	PART
afs-135986	239	10	exceed	exceed	VERB
afs-135986	239	11	the	the	DET
afs-135986	239	12	value	value	NOUN
afs-135986	239	13	of	of	ADP
afs-135986	239	14	2.4	2.4	NUM
afs-135986	239	15	mm	mm	NOUN
afs-135986	239	16	,	,	PUNCT
afs-135986	239	17	with	with	ADP
afs-135986	239	18	the	the	DET
afs-135986	239	19	majority	majority	NOUN
afs-135986	239	20	remaining	remain	VERB
afs-135986	239	21	within	within	ADP
afs-135986	239	22	1	1	NUM
afs-135986	239	23	mm	mm	NOUN
afs-135986	239	24	range	range	NOUN
afs-135986	239	25	.	.	PUNCT
afs-135986	240	1	the	the	DET
afs-135986	240	2	morphological	morphological	ADJ
afs-135986	240	3	variables	variable	NOUN
afs-135986	240	4	(	(	PUNCT
afs-135986	240	5	volume	volume	NOUN
afs-135986	240	6	,	,	PUNCT
afs-135986	240	7	length	length	NOUN
afs-135986	240	8	and	and	CCONJ
afs-135986	240	9	maximum	maximum	ADJ
afs-135986	240	10	diameter	diameter	NOUN
afs-135986	240	11	)	)	PUNCT
afs-135986	240	12	of	of	ADP
afs-135986	240	13	136	136	NUM
afs-135986	240	14	carrots	carrot	NOUN
afs-135986	240	15	were	be	AUX
afs-135986	240	16	obtained	obtain	VERB
afs-135986	240	17	from	from	ADP
afs-135986	240	18	a	a	DET
afs-135986	240	19	3d	3d	NUM
afs-135986	240	20	model	model	NOUN
afs-135986	240	21	generated	generate	VERB
afs-135986	240	22	using	use	VERB
afs-135986	240	23	poisson	poisson	PROPN
afs-135986	240	24	reconstruction	reconstruction	NOUN
afs-135986	240	25	method	method	NOUN
afs-135986	240	26	.	.	PUNCT
afs-135986	241	1	the	the	DET
afs-135986	241	2	mean	mean	ADJ
afs-135986	241	3	absolute	absolute	ADJ
afs-135986	241	4	percentage	percentage	NOUN
afs-135986	241	5	error	error	NOUN
afs-135986	241	6	(	(	PUNCT
afs-135986	241	7	mape	mape	NOUN
afs-135986	241	8	)	)	PUNCT
afs-135986	241	9	between	between	ADP
afs-135986	241	10	the	the	DET
afs-135986	241	11	actual	actual	ADJ
afs-135986	241	12	morphological	morphological	ADJ
afs-135986	241	13	variables	variable	NOUN
afs-135986	241	14	and	and	CCONJ
afs-135986	241	15	those	those	PRON
afs-135986	241	16	obtained	obtain	VERB
afs-135986	241	17	from	from	ADP
afs-135986	241	18	3d	3d	PROPN
afs-135986	241	19	model	model	NOUN
afs-135986	241	20	were	be	AUX
afs-135986	241	21	below	below	ADP
afs-135986	241	22	3	3	NUM
afs-135986	241	23	%	%	NOUN
afs-135986	241	24	.	.	PUNCT
afs-135986	242	1	conclusions	conclusion	NOUN
afs-135986	242	2	the	the	DET
afs-135986	242	3	study	study	NOUN
afs-135986	242	4	proposes	propose	VERB
afs-135986	242	5	a	a	DET
afs-135986	242	6	model	model	NOUN
afs-135986	242	7	of	of	ADP
afs-135986	242	8	automatic	automatic	ADJ
afs-135986	242	9	carrot	carrot	NOUN
afs-135986	242	10	roots	root	NOUN
afs-135986	242	11	classification	classification	NOUN
afs-135986	242	12	based	base	VERB
afs-135986	242	13	on	on	ADP
afs-135986	242	14	colour	colour	ADJ
afs-135986	242	15	contrast	contrast	NOUN
afs-135986	242	16	and	and	CCONJ
afs-135986	242	17	their	their	PRON
afs-135986	242	18	geometric	geometric	ADJ
afs-135986	242	19	shape	shape	NOUN
afs-135986	242	20	utilizing	utilize	VERB
afs-135986	242	21	cnn	cnn	PROPN
afs-135986	242	22	.	.	PUNCT
afs-135986	243	1	the	the	DET
afs-135986	243	2	carrot	carrot	NOUN
afs-135986	243	3	root	root	NOUN
afs-135986	243	4	outline	outline	NOUN
afs-135986	243	5	analysis	analysis	NOUN
afs-135986	243	6	model	model	NOUN
afs-135986	243	7	proposed	propose	VERB
afs-135986	243	8	in	in	ADP
afs-135986	243	9	this	this	DET
afs-135986	243	10	study	study	NOUN
afs-135986	243	11	offers	offer	VERB
afs-135986	243	12	a	a	DET
afs-135986	243	13	dynamic	dynamic	ADJ
afs-135986	243	14	approach	approach	NOUN
afs-135986	243	15	to	to	ADP
afs-135986	243	16	image	image	NOUN
afs-135986	243	17	segmentation	segmentation	NOUN
afs-135986	243	18	and	and	CCONJ
afs-135986	243	19	creates	create	VERB
afs-135986	243	20	an	an	DET
afs-135986	243	21	edge	edge	NOUN
afs-135986	243	22	or	or	CCONJ
afs-135986	243	23	curvature	curvature	NOUN
afs-135986	243	24	of	of	ADP
afs-135986	243	25	each	each	DET
afs-135986	243	26	object	object	NOUN
afs-135986	243	27	section	section	NOUN
afs-135986	243	28	.	.	PUNCT
afs-135986	244	1	a	a	DET
afs-135986	244	2	cnn	cnn	PROPN
afs-135986	244	3	network	network	NOUN
afs-135986	244	4	with	with	ADP
afs-135986	244	5	a	a	DET
afs-135986	244	6	fixed	fix	VERB
afs-135986	244	7	architecture	architecture	NOUN
afs-135986	244	8	consisting	consist	VERB
afs-135986	244	9	of	of	ADP
afs-135986	244	10	an	an	DET
afs-135986	244	11	alternating	alternate	VERB
afs-135986	244	12	system	system	NOUN
afs-135986	244	13	of	of	ADP
afs-135986	244	14	five	five	NUM
afs-135986	244	15	classes	class	NOUN
afs-135986	244	16	conv2d	conv2d	PROPN
afs-135986	244	17	,	,	PUNCT
afs-135986	244	18	maxpooling2d	maxpooling2d	NOUN
afs-135986	244	19	and	and	CCONJ
afs-135986	244	20	dropout	dropout	NOUN
afs-135986	244	21	was	be	AUX
afs-135986	244	22	built	build	VERB
afs-135986	244	23	,	,	PUNCT
afs-135986	244	24	for	for	ADP
afs-135986	244	25	which	which	PRON
afs-135986	244	26	a	a	DET
afs-135986	244	27	computational	computational	ADJ
afs-135986	244	28	algorithm	algorithm	NOUN
afs-135986	244	29	was	be	AUX
afs-135986	244	30	developed	develop	VERB
afs-135986	244	31	in	in	ADP
afs-135986	244	32	the	the	DET
afs-135986	244	33	python	python	NOUN
afs-135986	244	34	3.9	3.9	NUM
afs-135986	244	35	programming	programming	NOUN
afs-135986	244	36	language	language	NOUN
afs-135986	244	37	.	.	PUNCT
afs-135986	245	1	the	the	DET
afs-135986	245	2	algorithm	algorithm	NOUN
afs-135986	245	3	proposed	propose	VERB
afs-135986	245	4	in	in	ADP
afs-135986	245	5	the	the	DET
afs-135986	245	6	study	study	NOUN
afs-135986	245	7	explained	explain	VERB
afs-135986	245	8	with	with	ADP
afs-135986	245	9	code	code	NOUN
afs-135986	245	10	,	,	PUNCT
afs-135986	245	11	enables	enable	VERB
afs-135986	245	12	a	a	DET
afs-135986	245	13	smooth	smooth	ADJ
afs-135986	245	14	change	change	NOUN
afs-135986	245	15	of	of	ADP
afs-135986	245	16	class	class	NOUN
afs-135986	245	17	and	and	CCONJ
afs-135986	245	18	smooth	smooth	ADJ
afs-135986	245	19	and	and	CCONJ
afs-135986	245	20	random	random	ADJ
afs-135986	245	21	change	change	NOUN
afs-135986	245	22	of	of	ADP
afs-135986	245	23	the	the	DET
afs-135986	245	24	number	number	NOUN
afs-135986	245	25	of	of	ADP
afs-135986	245	26	images	image	NOUN
afs-135986	245	27	copied	copy	VERB
afs-135986	245	28	to	to	ADP
afs-135986	245	29	training	training	NOUN
afs-135986	245	30	,	,	PUNCT
afs-135986	245	31	validation	validation	NOUN
afs-135986	245	32	and	and	CCONJ
afs-135986	245	33	test	test	NOUN
afs-135986	245	34	catalogues	catalogue	NOUN
afs-135986	245	35	,	,	PUNCT
afs-135986	245	36	which	which	PRON
afs-135986	245	37	greatly	greatly	ADV
afs-135986	245	38	facilitates	facilitate	VERB
afs-135986	245	39	data	datum	NOUN
afs-135986	245	40	analysis	analysis	NOUN
afs-135986	245	41	.	.	PUNCT
afs-135986	246	1	it	it	PRON
afs-135986	246	2	was	be	AUX
afs-135986	246	3	determined	determine	VERB
afs-135986	246	4	that	that	SCONJ
afs-135986	246	5	the	the	DET
afs-135986	246	6	accuracy	accuracy	NOUN
afs-135986	246	7	of	of	ADP
afs-135986	246	8	the	the	DET
afs-135986	246	9	learning	learning	NOUN
afs-135986	246	10	process	process	NOUN
afs-135986	246	11	for	for	ADP
afs-135986	246	12	the	the	DET
afs-135986	246	13	proposed	propose	VERB
afs-135986	246	14	model	model	NOUN
afs-135986	246	15	was	be	AUX
afs-135986	246	16	94.53	94.53	NUM
afs-135986	246	17	%	%	NOUN
afs-135986	246	18	,	,	PUNCT
afs-135986	246	19	validation	validation	NOUN
afs-135986	246	20	accuracy	accuracy	NOUN
afs-135986	246	21	87.14	87.14	NUM
afs-135986	246	22	%	%	NOUN
afs-135986	246	23	,	,	PUNCT
afs-135986	246	24	whereas	whereas	SCONJ
afs-135986	246	25	the	the	DET
afs-135986	246	26	classification	classification	NOUN
afs-135986	246	27	of	of	ADP
afs-135986	246	28	carrot	carrot	NOUN
afs-135986	246	29	root	root	NOUN
afs-135986	246	30	photographs	photograph	NOUN
afs-135986	246	31	was	be	AUX
afs-135986	246	32	realized	realize	VERB
afs-135986	246	33	at	at	ADP
afs-135986	246	34	the	the	DET
afs-135986	246	35	accuracy	accuracy	NOUN
afs-135986	246	36	of	of	ADP
afs-135986	246	37	89.06	89.06	NUM
afs-135986	246	38	%	%	NOUN
afs-135986	246	39	,	,	PUNCT
afs-135986	246	40	meaning	mean	VERB
afs-135986	246	41	that	that	SCONJ
afs-135986	246	42	50	50	NUM
afs-135986	246	43	photographs	photograph	NOUN
afs-135986	246	44	were	be	AUX
afs-135986	246	45	erroneously	erroneously	ADV
afs-135986	246	46	classified	classify	VERB
afs-135986	246	47	.	.	PUNCT
afs-135986	247	1	the	the	DET
afs-135986	247	2	highest	high	ADJ
afs-135986	247	3	number	number	NOUN
afs-135986	247	4	of	of	ADP
afs-135986	247	5	21	21	NUM
afs-135986	247	6	erroneously	erroneously	ADV
afs-135986	247	7	classified	classified	ADJ
afs-135986	247	8	photographs	photograph	NOUN
afs-135986	247	9	were	be	AUX
afs-135986	247	10	from	from	ADP
afs-135986	247	11	the	the	DET
afs-135986	247	12	extra	extra	ADJ
afs-135986	247	13	class	class	NOUN
afs-135986	247	14	,	,	PUNCT
afs-135986	247	15	of	of	ADP
afs-135986	247	16	which	which	PRON
afs-135986	247	17	15	15	NUM
afs-135986	247	18	to	to	ADP
afs-135986	247	19	the	the	DET
afs-135986	247	20	first	first	ADJ
afs-135986	247	21	class	class	NOUN
afs-135986	247	22	,	,	PUNCT
afs-135986	247	23	thus	thus	ADV
afs-135986	247	24	not	not	PART
afs-135986	247	25	resulting	result	VERB
afs-135986	247	26	in	in	ADP
afs-135986	247	27	significant	significant	ADJ
afs-135986	247	28	loss	loss	NOUN
afs-135986	247	29	.	.	PUNCT
afs-135986	248	1	however	however	ADV
afs-135986	248	2	,	,	PUNCT
afs-135986	248	3	assuming	assume	VERB
afs-135986	248	4	the	the	DET
afs-135986	248	5	number	number	NOUN
afs-135986	248	6	of	of	ADP
afs-135986	248	7	refuse	refuse	NOUN
afs-135986	248	8	as	as	ADP
afs-135986	248	9	the	the	DET
afs-135986	248	10	classification	classification	NOUN
afs-135986	248	11	basis	basis	NOUN
afs-135986	248	12	,	,	PUNCT
afs-135986	248	13	the	the	DET
afs-135986	248	14	model	model	NOUN
afs-135986	248	15	accuracy	accuracy	NOUN
afs-135986	248	16	greatly	greatly	ADV
afs-135986	248	17	increases	increase	VERB
afs-135986	248	18	to	to	ADP
afs-135986	248	19	98.69	98.69	NUM
afs-135986	248	20	%	%	NOUN
afs-135986	248	21	,	,	PUNCT
afs-135986	248	22	as	as	SCONJ
afs-135986	248	23	only	only	ADV
afs-135986	248	24	6	6	NUM
afs-135986	248	25	photographs	photograph	NOUN
afs-135986	248	26	were	be	AUX
afs-135986	248	27	erroneously	erroneously	ADV
afs-135986	248	28	assigned	assign	VERB
afs-135986	248	29	.	.	PUNCT
afs-135986	249	1	the	the	DET
afs-135986	249	2	conclusion	conclusion	NOUN
afs-135986	249	3	could	could	AUX
afs-135986	249	4	be	be	AUX
afs-135986	249	5	the	the	DET
afs-135986	249	6	statement	statement	NOUN
afs-135986	249	7	that	that	SCONJ
afs-135986	249	8	classification	classification	NOUN
afs-135986	249	9	of	of	ADP
afs-135986	249	10	such	such	ADJ
afs-135986	249	11	geometrically	geometrically	ADV
afs-135986	249	12	complex	complex	ADJ
afs-135986	249	13	shapes	shape	NOUN
afs-135986	249	14	as	as	ADP
afs-135986	249	15	carrot	carrot	NOUN
afs-135986	249	16	root	root	NOUN
afs-135986	249	17	,	,	PUNCT
afs-135986	249	18	is	be	AUX
afs-135986	249	19	a	a	DET
afs-135986	249	20	complex	complex	ADJ
afs-135986	249	21	process	process	NOUN
afs-135986	249	22	requiring	require	VERB
afs-135986	249	23	the	the	DET
afs-135986	249	24	development	development	NOUN
afs-135986	249	25	of	of	ADP
afs-135986	249	26	3d	3d	PROPN
afs-135986	249	27	models	model	NOUN
afs-135986	249	28	that	that	PRON
afs-135986	249	29	take	take	VERB
afs-135986	249	30	into	into	ADP
afs-135986	249	31	account	account	NOUN
afs-135986	249	32	the	the	DET
afs-135986	249	33	variability	variability	NOUN
afs-135986	249	34	of	of	ADP
afs-135986	249	35	diameters	diameter	NOUN
afs-135986	249	36	along	along	ADP
afs-135986	249	37	the	the	DET
afs-135986	249	38	root	root	NOUN
afs-135986	249	39	’s	’s	PART
afs-135986	249	40	axis	axis	NOUN
afs-135986	249	41	.	.	PUNCT
afs-135986	250	1	a	a	DET
afs-135986	250	2	3d	3d	NUM
afs-135986	250	3	model	model	NOUN
afs-135986	250	4	could	could	AUX
afs-135986	250	5	also	also	ADV
afs-135986	250	6	analyse	analyse	VERB
afs-135986	250	7	cross	cross	NOUN
afs-135986	250	8	sections	section	NOUN
afs-135986	250	9	and	and	CCONJ
afs-135986	250	10	the	the	DET
afs-135986	250	11	shift	shift	NOUN
afs-135986	250	12	in	in	ADP
afs-135986	250	13	the	the	DET
afs-135986	250	14	centre	centre	NOUN
afs-135986	250	15	of	of	ADP
afs-135986	250	16	gravity	gravity	NOUN
afs-135986	250	17	of	of	ADP
afs-135986	250	18	the	the	DET
afs-135986	250	19	cross	cross	NOUN
afs-135986	250	20	section	section	NOUN
afs-135986	250	21	against	against	ADP
afs-135986	250	22	the	the	DET
afs-135986	250	23	axis	axis	NOUN
afs-135986	250	24	,	,	PUNCT
afs-135986	250	25	which	which	PRON
afs-135986	250	26	could	could	AUX
afs-135986	250	27	enable	enable	VERB
afs-135986	250	28	identification	identification	NOUN
afs-135986	250	29	of	of	ADP
afs-135986	250	30	deformed	deform	VERB
afs-135986	250	31	roots	root	NOUN
afs-135986	250	32	with	with	ADP
afs-135986	250	33	morphological	morphological	ADJ
afs-135986	250	34	defects	defect	NOUN
afs-135986	250	35	.	.	PUNCT
afs-135986	251	1	references	reference	NOUN
afs-135986	251	2	abdulridha	abdulridha	PROPN
afs-135986	251	3	.	.	PUNCT
afs-135986	252	1	j.	j.	PROPN
afs-135986	252	2	,	,	PUNCT
afs-135986	252	3	ampatzidis	ampatzidis	PROPN
afs-135986	252	4	,	,	PUNCT
afs-135986	252	5	y.	y.	PROPN
afs-135986	252	6	,	,	PUNCT
afs-135986	252	7	sri	sri	PROPN
afs-135986	252	8	charan	charan	PROPN
afs-135986	252	9	,	,	PUNCT
afs-135986	252	10	k.	k.	PROPN
afs-135986	252	11	&	&	CCONJ
afs-135986	252	12	pamela	pamela	PROPN
afs-135986	252	13	,	,	PUNCT
afs-135986	252	14	r.	r.	PROPN
afs-135986	252	15	2020	2020	NUM
afs-135986	252	16	.	.	PUNCT
afs-135986	253	1	detection	detection	NOUN
afs-135986	253	2	of	of	ADP
afs-135986	253	3	target	target	NOUN
afs-135986	253	4	spot	spot	NOUN
afs-135986	253	5	and	and	CCONJ
afs-135986	253	6	bacterial	bacterial	ADJ
afs-135986	253	7	spot	spot	NOUN
afs-135986	253	8	diseases	disease	NOUN
afs-135986	253	9	in	in	ADP
afs-135986	253	10	tomato	tomato	NOUN
afs-135986	253	11	using	use	VERB
afs-135986	253	12	uav	uav	PROPN
afs-135986	253	13	-	-	PUNCT
afs-135986	253	14	based	base	VERB
afs-135986	253	15	and	and	CCONJ
afs-135986	253	16	benchtop	benchtop	NOUN
afs-135986	253	17	-	-	PUNCT
afs-135986	253	18	based	base	VERB
afs-135986	253	19	hyperspectral	hyperspectral	ADJ
afs-135986	253	20	imaging	imaging	NOUN
afs-135986	253	21	techniques	technique	NOUN
afs-135986	253	22	.	.	PUNCT
afs-135986	254	1	precision	precision	NOUN
afs-135986	254	2	agriculture	agriculture	NOUN
afs-135986	254	3	21	21	NUM
afs-135986	254	4	:	:	PUNCT
afs-135986	254	5	955–978	955–978	NUM
afs-135986	254	6	.	.	PUNCT
afs-135986	255	1	https://doi.org/10.1007/	https://doi.org/10.1007/	PROPN
afs-135986	255	2	s11119	s11119	PROPN
afs-135986	255	3	-	-	PUNCT
afs-135986	255	4	019	019	NUM
afs-135986	255	5	-	-	PUNCT
afs-135986	255	6	09703	09703	NUM
afs-135986	255	7	-	-	SYM
afs-135986	255	8	4	4	NUM
afs-135986	255	9	arunnehru	arunnehru	NOUN
afs-135986	255	10	,	,	PUNCT
afs-135986	255	11	j.	j.	PROPN
afs-135986	255	12	,	,	PUNCT
afs-135986	255	13	chamundeeswari	chamundeeswari	PROPN
afs-135986	255	14	,	,	PUNCT
afs-135986	255	15	g.	g.	PROPN
afs-135986	255	16	&	&	CCONJ
afs-135986	255	17	prasanna	prasanna	PROPN
afs-135986	255	18	bharathi	bharathi	PROPN
afs-135986	255	19	,	,	PUNCT
afs-135986	255	20	s.	s.	PROPN
afs-135986	255	21	2018	2018	NUM
afs-135986	255	22	.	.	PUNCT
afs-135986	256	1	human	human	ADJ
afs-135986	256	2	action	action	NOUN
afs-135986	256	3	recognition	recognition	NOUN
afs-135986	256	4	using	use	VERB
afs-135986	256	5	3d	3d	NUM
afs-135986	256	6	convolutional	convolutional	ADJ
afs-135986	256	7	neural	neural	ADJ
afs-135986	256	8	networks	network	NOUN
afs-135986	256	9	with	with	ADP
afs-135986	256	10	3d	3d	PROPN
afs-135986	256	11	motion	motion	NOUN
afs-135986	256	12	cuboids	cuboid	NOUN
afs-135986	256	13	in	in	ADP
afs-135986	256	14	surveillance	surveillance	NOUN
afs-135986	256	15	videos	video	NOUN
afs-135986	256	16	.	.	PUNCT
afs-135986	257	1	procedia	procedia	PROPN
afs-135986	257	2	computer	computer	NOUN
afs-135986	257	3	science	science	NOUN
afs-135986	257	4	133	133	NUM
afs-135986	257	5	:	:	PUNCT
afs-135986	257	6	471–477	471–477	NUM
afs-135986	257	7	.	.	PUNCT
afs-135986	258	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
afs-135986	258	2	.	.	PUNCT
afs-135986	259	1	procs.2018.07.059	procs.2018.07.059	PROPN
afs-135986	259	2	bachute	bachute	PROPN
afs-135986	259	3	,	,	PUNCT
afs-135986	259	4	m.r	m.r	PROPN
afs-135986	259	5	.	.	PROPN
afs-135986	259	6	&	&	CCONJ
afs-135986	259	7	subhedar	subhedar	PROPN
afs-135986	259	8	,	,	PUNCT
afs-135986	259	9	j.m	j.m	PROPN
afs-135986	259	10	.	.	PROPN
afs-135986	259	11	2021	2021	NUM
afs-135986	259	12	.	.	PUNCT
afs-135986	260	1	autonomous	autonomous	ADJ
afs-135986	260	2	driving	driving	NOUN
afs-135986	260	3	architectures	architecture	NOUN
afs-135986	260	4	:	:	PUNCT
afs-135986	260	5	insights	insight	NOUN
afs-135986	260	6	of	of	ADP
afs-135986	260	7	machine	machine	NOUN
afs-135986	260	8	learning	learning	NOUN
afs-135986	260	9	and	and	CCONJ
afs-135986	260	10	deep	deep	ADJ
afs-135986	260	11	learning	learning	NOUN
afs-135986	260	12	algorithms	algorithm	NOUN
afs-135986	260	13	.	.	PUNCT
afs-135986	261	1	machine	machine	NOUN
afs-135986	261	2	learning	learn	VERB
afs-135986	261	3	with	with	ADP
afs-135986	261	4	applications	application	NOUN
afs-135986	261	5	6	6	NUM
afs-135986	261	6	:	:	SYM
afs-135986	261	7	100164	100164	NUM
afs-135986	261	8	.	.	PUNCT
afs-135986	262	1	https://doi.org/10.1016/j.mlwa.2021.100164	https://doi.org/10.1016/j.mlwa.2021.100164	PROPN
afs-135986	262	2	batchelor	batchelor	PROPN
afs-135986	262	3	,	,	PUNCT
afs-135986	262	4	m.m	m.m	PROPN
afs-135986	262	5	.	.	PROPN
afs-135986	262	6	&	&	CCONJ
afs-135986	262	7	searcy	searcy	PROPN
afs-135986	262	8	,	,	PUNCT
afs-135986	262	9	s.w	s.w	PROPN
afs-135986	262	10	.	.	PROPN
afs-135986	262	11	1989	1989	NUM
afs-135986	262	12	.	.	PUNCT
afs-135986	263	1	computer	computer	NOUN
afs-135986	263	2	vision	vision	NOUN
afs-135986	263	3	determination	determination	NOUN
afs-135986	263	4	of	of	ADP
afs-135986	263	5	the	the	DET
afs-135986	263	6	stem	stem	NOUN
afs-135986	263	7	/	/	SYM
afs-135986	263	8	root	root	NOUN
afs-135986	263	9	joint	joint	NOUN
afs-135986	263	10	on	on	ADP
afs-135986	263	11	processing	process	VERB
afs-135986	263	12	carrots	carrot	NOUN
afs-135986	263	13	.	.	PUNCT
afs-135986	264	1	journal	journal	NOUN
afs-135986	264	2	of	of	ADP
afs-135986	264	3	agricultural	agricultural	ADJ
afs-135986	264	4	engineering	engineering	NOUN
afs-135986	264	5	research	research	NOUN
afs-135986	264	6	43	43	NUM
afs-135986	264	7	:	:	PUNCT
afs-135986	264	8	259–269	259–269	NUM
afs-135986	264	9	.	.	PUNCT
afs-135986	265	1	https://doi.org/10.1016/s0021-8634(89)80023-x	https://doi.org/10.1016/s0021-8634(89)80023-x	PROPN
afs-135986	265	2	brainard	brainard	PROPN
afs-135986	265	3	,	,	PUNCT
afs-135986	265	4	s.h	s.h	PROPN
afs-135986	265	5	.	.	PROPN
afs-135986	265	6	,	,	PUNCT
afs-135986	265	7	bustamante	bustamante	PROPN
afs-135986	265	8	,	,	PUNCT
afs-135986	265	9	j.a	j.a	PROPN
afs-135986	265	10	.	.	PROPN
afs-135986	265	11	,	,	PUNCT
afs-135986	265	12	dawson	dawson	PROPN
afs-135986	265	13	,	,	PUNCT
afs-135986	265	14	j.c	j.c	PROPN
afs-135986	265	15	.	.	PROPN
afs-135986	265	16	,	,	PUNCT
afs-135986	265	17	spalding	spalding	PROPN
afs-135986	265	18	,	,	PUNCT
afs-135986	265	19	e.p	e.p	PROPN
afs-135986	265	20	.	.	PROPN
afs-135986	265	21	&	&	CCONJ
afs-135986	265	22	goldman	goldman	PROPN
afs-135986	265	23	,	,	PUNCT
afs-135986	265	24	i.l	i.l	PROPN
afs-135986	265	25	.	.	PROPN
afs-135986	265	26	2021	2021	NUM
afs-135986	265	27	.	.	PUNCT
afs-135986	266	1	a	a	DET
afs-135986	266	2	digital	digital	ADJ
afs-135986	266	3	image	image	NOUN
afs-135986	266	4	-	-	PUNCT
afs-135986	266	5	based	base	VERB
afs-135986	266	6	phenotyping	phenotyping	ADJ
afs-135986	266	7	platform	platform	NOUN
afs-135986	266	8	for	for	ADP
afs-135986	266	9	analyzing	analyze	VERB
afs-135986	266	10	root	root	NOUN
afs-135986	266	11	shape	shape	NOUN
afs-135986	266	12	attributes	attribute	NOUN
afs-135986	266	13	in	in	ADP
afs-135986	266	14	carrot	carrot	NOUN
afs-135986	266	15	.	.	PUNCT
afs-135986	267	1	frontiers	frontier	NOUN
afs-135986	267	2	plant	plant	VERB
afs-135986	267	3	sciences	science	NOUN
afs-135986	267	4	12	12	NUM
afs-135986	267	5	:	:	SYM
afs-135986	267	6	690031	690031	NUM
afs-135986	267	7	.	.	PUNCT
afs-135986	268	1	https://doi.org/10.3389/fpls.2021.690031	https://doi.org/10.3389/fpls.2021.690031	PROPN
afs-135986	268	2	cappelli	cappelli	PROPN
afs-135986	268	3	,	,	PUNCT
afs-135986	268	4	a.	a.	NOUN
afs-135986	268	5	,	,	PUNCT
afs-135986	268	6	parretti	parretti	PROPN
afs-135986	268	7	,	,	PUNCT
afs-135986	268	8	c.	c.	PROPN
afs-135986	268	9	,	,	PUNCT
afs-135986	268	10	cini	cini	PROPN
afs-135986	268	11	,	,	PUNCT
afs-135986	268	12	e.	e.	PROPN
afs-135986	268	13	&	&	CCONJ
afs-135986	268	14	citti	citti	PROPN
afs-135986	268	15	,	,	PUNCT
afs-135986	268	16	p.	p.	NOUN
afs-135986	268	17	2019	2019	NUM
afs-135986	268	18	.	.	PUNCT
afs-135986	269	1	development	development	NOUN
afs-135986	269	2	of	of	ADP
afs-135986	269	3	a	a	DET
afs-135986	269	4	new	new	ADJ
afs-135986	269	5	washing	washing	NOUN
afs-135986	269	6	machine	machine	NOUN
afs-135986	269	7	in	in	ADP
afs-135986	269	8	olive	olive	ADJ
afs-135986	269	9	oil	oil	NOUN
afs-135986	269	10	extraction	extraction	NOUN
afs-135986	269	11	plant	plant	NOUN
afs-135986	269	12	:	:	PUNCT
afs-135986	269	13	a	a	DET
afs-135986	269	14	first	first	ADJ
afs-135986	269	15	application	application	NOUN
afs-135986	269	16	of	of	ADP
afs-135986	269	17	usability	usability	NOUN
afs-135986	269	18	-	-	PUNCT
afs-135986	269	19	based	base	VERB
afs-135986	269	20	approach	approach	NOUN
afs-135986	269	21	.	.	PUNCT
afs-135986	270	1	journal	journal	NOUN
afs-135986	270	2	of	of	ADP
afs-135986	270	3	agricultural	agricultural	ADJ
afs-135986	270	4	engineering	engineering	NOUN
afs-135986	270	5	50	50	NUM
afs-135986	270	6	:	:	PUNCT
afs-135986	270	7	134–142	134–142	NUM
afs-135986	270	8	.	.	PUNCT
afs-135986	271	1	https://doi.org/10.4081/jae.2019.949	https://doi.org/10.4081/jae.2019.949	PROPN
afs-135986	271	2	coulibaly	coulibaly	PROPN
afs-135986	271	3	,	,	PUNCT
afs-135986	271	4	s.	s.	PROPN
afs-135986	271	5	,	,	PUNCT
afs-135986	271	6	kamsu	kamsu	NOUN
afs-135986	271	7	-	-	PUNCT
afs-135986	271	8	foguem	foguem	ADJ
afs-135986	271	9	,	,	PUNCT
afs-135986	271	10	b.	b.	PROPN
afs-135986	271	11	,	,	PUNCT
afs-135986	271	12	kamissoko	kamissoko	PROPN
afs-135986	271	13	,	,	PUNCT
afs-135986	271	14	d.	d.	PROPN
afs-135986	271	15	&	&	CCONJ
afs-135986	271	16	traore	traore	PROPN
afs-135986	271	17	,	,	PUNCT
afs-135986	271	18	d.	d.	PROPN
afs-135986	271	19	2022	2022	NUM
afs-135986	271	20	.	.	PUNCT
afs-135986	272	1	deep	deep	ADJ
afs-135986	272	2	learning	learning	NOUN
afs-135986	272	3	for	for	ADP
afs-135986	272	4	precision	precision	NOUN
afs-135986	272	5	agriculture	agriculture	NOUN
afs-135986	272	6	:	:	PUNCT
afs-135986	272	7	a	a	DET
afs-135986	272	8	bibliometric	bibliometric	ADJ
afs-135986	272	9	analysis	analysis	NOUN
afs-135986	272	10	.	.	PUNCT
afs-135986	273	1	intelligent	intelligent	ADJ
afs-135986	273	2	systems	system	NOUN
afs-135986	273	3	with	with	ADP
afs-135986	273	4	applications	application	NOUN
afs-135986	273	5	16	16	NUM
afs-135986	273	6	:	:	SYM
afs-135986	273	7	200102	200102	NUM
afs-135986	273	8	.	.	PUNCT
afs-135986	274	1	https://doi.org/10.1016/j.iswa.2022.200102	https://doi.org/10.1016/j.iswa.2022.200102	PROPN
afs-135986	274	2	p.	p.	NOUN
afs-135986	274	3	rybacki	rybacki	NOUN
afs-135986	274	4	et	et	PROPN
afs-135986	274	5	al	al	PROPN
afs-135986	274	6	.	.	PROPN
afs-135986	275	1	53	53	NUM
afs-135986	275	2	deng	deng	PROPN
afs-135986	275	3	,	,	PUNCT
afs-135986	275	4	l.	l.	PROPN
afs-135986	275	5	,	,	PUNCT
afs-135986	275	6	du	du	PROPN
afs-135986	275	7	,	,	PUNCT
afs-135986	275	8	h.	h.	PROPN
afs-135986	275	9	&	&	CCONJ
afs-135986	275	10	han	han	PROPN
afs-135986	275	11	,	,	PUNCT
afs-135986	275	12	z.	z.	PROPN
afs-135986	275	13	2017	2017	NUM
afs-135986	275	14	.	.	PUNCT
afs-135986	276	1	a	a	DET
afs-135986	276	2	carrot	carrot	NOUN
afs-135986	276	3	sorting	sort	VERB
afs-135986	276	4	system	system	NOUN
afs-135986	276	5	using	use	VERB
afs-135986	276	6	machine	machine	NOUN
afs-135986	276	7	vision	vision	NOUN
afs-135986	276	8	technique	technique	NOUN
afs-135986	276	9	.	.	PUNCT
afs-135986	277	1	applied	apply	VERB
afs-135986	277	2	engineering	engineering	NOUN
afs-135986	277	3	in	in	ADP
afs-135986	277	4	agriculture	agriculture	NOUN
afs-135986	277	5	33	33	NUM
afs-135986	277	6	:	:	PUNCT
afs-135986	277	7	149–156	149–156	NUM
afs-135986	277	8	.	.	PUNCT
afs-135986	278	1	https://doi.org/10.13031/aea.11549	https://doi.org/10.13031/aea.11549	PROPN
afs-135986	278	2	deng	deng	PROPN
afs-135986	278	3	,	,	PUNCT
afs-135986	278	4	l.	l.	PROPN
afs-135986	278	5	,	,	PUNCT
afs-135986	278	6	li	li	PROPN
afs-135986	278	7	,	,	PUNCT
afs-135986	278	8	j.	j.	PROPN
afs-135986	278	9	&	&	CCONJ
afs-135986	278	10	han	han	PROPN
afs-135986	278	11	,	,	PUNCT
afs-135986	278	12	z.	z.	PROPN
afs-135986	278	13	2021	2021	NUM
afs-135986	278	14	.	.	PUNCT
afs-135986	279	1	online	online	ADJ
afs-135986	279	2	defect	defect	NOUN
afs-135986	279	3	detection	detection	NOUN
afs-135986	279	4	and	and	CCONJ
afs-135986	279	5	automatic	automatic	ADJ
afs-135986	279	6	grading	grading	NOUN
afs-135986	279	7	of	of	ADP
afs-135986	279	8	carrots	carrot	NOUN
afs-135986	279	9	using	use	VERB
afs-135986	279	10	computer	computer	NOUN
afs-135986	279	11	vision	vision	NOUN
afs-135986	279	12	combined	combine	VERB
afs-135986	279	13	with	with	ADP
afs-135986	279	14	deep	deep	ADJ
afs-135986	279	15	learning	learning	NOUN
afs-135986	279	16	methods	method	NOUN
afs-135986	279	17	.	.	PUNCT
afs-135986	280	1	lwt	lwt	NOUN
afs-135986	280	2	149	149	NUM
afs-135986	280	3	:	:	SYM
afs-135986	280	4	111832	111832	NUM
afs-135986	280	5	.	.	PUNCT
afs-135986	281	1	https://doi.org/10.1016/j.lwt.2021.111832	https://doi.org/10.1016/j.lwt.2021.111832	PROPN
afs-135986	281	2	esteva	esteva	PROPN
afs-135986	281	3	,	,	PUNCT
afs-135986	281	4	a.	a.	PROPN
afs-135986	281	5	,	,	PUNCT
afs-135986	281	6	kuprel	kuprel	PROPN
afs-135986	281	7	,	,	PUNCT
afs-135986	281	8	b.	b.	PROPN
afs-135986	281	9	,	,	PUNCT
afs-135986	281	10	novoa	novoa	NOUN
afs-135986	281	11	,	,	PUNCT
afs-135986	281	12	r.	r.	PROPN
afs-135986	281	13	,	,	PUNCT
afs-135986	281	14	ko	ko	PROPN
afs-135986	281	15	,	,	PUNCT
afs-135986	281	16	j.	j.	PROPN
afs-135986	281	17	,	,	PUNCT
afs-135986	281	18	swetter	swetter	PROPN
afs-135986	281	19	,	,	PUNCT
afs-135986	281	20	s.m	s.m	PROPN
afs-135986	281	21	.	.	PROPN
afs-135986	281	22	,	,	PUNCT
afs-135986	281	23	blau	blau	PROPN
afs-135986	281	24	,	,	PUNCT
afs-135986	281	25	h.m	h.m	PROPN
afs-135986	281	26	.	.	PROPN
afs-135986	281	27	&	&	CCONJ
afs-135986	281	28	thtun	thtun	PROPN
afs-135986	281	29	,	,	PUNCT
afs-135986	281	30	s.	s.	PROPN
afs-135986	281	31	2017	2017	NUM
afs-135986	281	32	.	.	PUNCT
afs-135986	282	1	dermatologist	dermatologist	NOUN
afs-135986	282	2	-	-	PUNCT
afs-135986	282	3	level	level	NOUN
afs-135986	282	4	classification	classification	NOUN
afs-135986	282	5	of	of	ADP
afs-135986	282	6	skin	skin	NOUN
afs-135986	282	7	cancer	cancer	NOUN
afs-135986	282	8	with	with	ADP
afs-135986	282	9	deep	deep	ADJ
afs-135986	282	10	neural	neural	ADJ
afs-135986	282	11	networks	network	NOUN
afs-135986	282	12	.	.	PUNCT
afs-135986	283	1	nature	nature	NOUN
afs-135986	283	2	542	542	NUM
afs-135986	283	3	:	:	PUNCT
afs-135986	283	4	115–118	115–118	NUM
afs-135986	283	5	.	.	PUNCT
afs-135986	284	1	https://doi.org/10.1038/nature21056	https://doi.org/10.1038/nature21056	PROPN
afs-135986	284	2	franco	franco	PROPN
afs-135986	284	3	,	,	PUNCT
afs-135986	284	4	m.o.k	m.o.k	PROPN
afs-135986	284	5	.	.	PROPN
afs-135986	284	6	,	,	PUNCT
afs-135986	284	7	suarez	suarez	PROPN
afs-135986	284	8	,	,	PUNCT
afs-135986	284	9	w.t	w.t	PROPN
afs-135986	284	10	.	.	PROPN
afs-135986	284	11	,	,	PUNCT
afs-135986	284	12	dos	do	VERB
afs-135986	284	13	santos	santos	PROPN
afs-135986	284	14	,	,	PUNCT
afs-135986	284	15	v.b	v.b	PROPN
afs-135986	284	16	.	.	PROPN
afs-135986	284	17	&	&	CCONJ
afs-135986	284	18	resque	resque	NOUN
afs-135986	284	19	,	,	PUNCT
afs-135986	284	20	i.s	i.s	PROPN
afs-135986	284	21	.	.	PROPN
afs-135986	284	22	2021	2021	NUM
afs-135986	284	23	.	.	PUNCT
afs-135986	285	1	a	a	DET
afs-135986	285	2	novel	novel	ADJ
afs-135986	285	3	digital	digital	ADJ
afs-135986	285	4	image	image	NOUN
afs-135986	285	5	method	method	NOUN
afs-135986	285	6	for	for	ADP
afs-135986	285	7	determination	determination	NOUN
afs-135986	285	8	of	of	ADP
afs-135986	285	9	reducing	reduce	VERB
afs-135986	285	10	sugars	sugar	NOUN
afs-135986	285	11	in	in	ADP
afs-135986	285	12	aged	aged	ADJ
afs-135986	285	13	and	and	CCONJ
afs-135986	285	14	non	non	ADJ
afs-135986	285	15	-	-	ADJ
afs-135986	285	16	aged	aged	ADJ
afs-135986	285	17	cachaças	cachaças	NOUN
afs-135986	285	18	employing	employ	VERB
afs-135986	285	19	a	a	DET
afs-135986	285	20	smartphone	smartphone	NOUN
afs-135986	285	21	.	.	PUNCT
afs-135986	286	1	food	food	NOUN
afs-135986	286	2	chemistry	chemistry	NOUN
afs-135986	286	3	338	338	NUM
afs-135986	286	4	:	:	PUNCT
afs-135986	286	5	127800	127800	NUM
afs-135986	286	6	.	.	PUNCT
afs-135986	287	1	https://doi.org/10.1016/j.foodchem.2020.127800	https://doi.org/10.1016/j.foodchem.2020.127800	PROPN
afs-135986	287	2	gkillas	gkilla	NOUN
afs-135986	287	3	,	,	PUNCT
afs-135986	287	4	a.	a.	NOUN
afs-135986	287	5	,	,	PUNCT
afs-135986	287	6	kosmopoulos	kosmopoulo	NOUN
afs-135986	287	7	,	,	PUNCT
afs-135986	287	8	d.	d.	PROPN
afs-135986	287	9	&	&	CCONJ
afs-135986	287	10	berberidis	berberidis	PROPN
afs-135986	287	11	,	,	PUNCT
afs-135986	287	12	k.	k.	PROPN
afs-135986	287	13	2023	2023	NUM
afs-135986	287	14	.	.	PUNCT
afs-135986	288	1	cost	cost	NOUN
afs-135986	288	2	-	-	PUNCT
afs-135986	288	3	efficient	efficient	ADJ
afs-135986	288	4	coupled	couple	VERB
afs-135986	288	5	learning	learning	NOUN
afs-135986	288	6	methods	method	NOUN
afs-135986	288	7	for	for	ADP
afs-135986	288	8	recovering	recover	VERB
afs-135986	288	9	near	near	ADV
afs-135986	288	10	-	-	PUNCT
afs-135986	288	11	infrared	infrared	ADJ
afs-135986	288	12	information	information	NOUN
afs-135986	288	13	from	from	ADP
afs-135986	288	14	rgb	rgb	PROPN
afs-135986	288	15	signals	signal	NOUN
afs-135986	288	16	:	:	PUNCT
afs-135986	288	17	application	application	NOUN
afs-135986	288	18	in	in	ADP
afs-135986	288	19	precision	precision	NOUN
afs-135986	288	20	agriculture	agriculture	NOUN
afs-135986	288	21	.	.	PUNCT
afs-135986	289	1	computers	computer	NOUN
afs-135986	289	2	and	and	CCONJ
afs-135986	289	3	electronics	electronic	NOUN
afs-135986	289	4	in	in	ADP
afs-135986	289	5	agriculture	agriculture	NOUN
afs-135986	289	6	209	209	NUM
afs-135986	289	7	:	:	PUNCT
afs-135986	289	8	107833	107833	NUM
afs-135986	289	9	.	.	PUNCT
afs-135986	290	1	https://doi	https://doi	X
afs-135986	290	2	.	.	PUNCT
afs-135986	290	3	org/10.1016	org/10.1016	PROPN
afs-135986	290	4	/	/	SYM
afs-135986	290	5	j.compag.2023.107833	j.compag.2023.107833	PROPN
afs-135986	290	6	grinblat	grinblat	PROPN
afs-135986	290	7	,	,	PUNCT
afs-135986	290	8	g.l	g.l	PROPN
afs-135986	290	9	.	.	PROPN
afs-135986	290	10	,	,	PUNCT
afs-135986	290	11	uzal	uzal	PROPN
afs-135986	290	12	,	,	PUNCT
afs-135986	290	13	l.c	l.c	PROPN
afs-135986	290	14	.	.	PROPN
afs-135986	290	15	,	,	PUNCT
afs-135986	290	16	larese	larese	PROPN
afs-135986	290	17	,	,	PUNCT
afs-135986	290	18	m.g	m.g	PROPN
afs-135986	290	19	.	.	PROPN
afs-135986	290	20	&	&	CCONJ
afs-135986	290	21	granitto	granitto	PROPN
afs-135986	290	22	,	,	PUNCT
afs-135986	290	23	p.m.	p.m.	NOUN
afs-135986	290	24	2016	2016	NUM
afs-135986	290	25	.	.	PUNCT
afs-135986	291	1	deep	deep	ADJ
afs-135986	291	2	learning	learning	NOUN
afs-135986	291	3	for	for	ADP
afs-135986	291	4	plant	plant	NOUN
afs-135986	291	5	identification	identification	NOUN
afs-135986	291	6	using	use	VERB
afs-135986	291	7	vein	vein	ADJ
afs-135986	291	8	morphological	morphological	ADJ
afs-135986	291	9	patterns	pattern	NOUN
afs-135986	291	10	.	.	PUNCT
afs-135986	292	1	computers	computer	NOUN
afs-135986	292	2	and	and	CCONJ
afs-135986	292	3	electronics	electronic	NOUN
afs-135986	292	4	in	in	ADP
afs-135986	292	5	agriculture	agriculture	NOUN
afs-135986	292	6	127	127	NUM
afs-135986	292	7	:	:	PUNCT
afs-135986	292	8	418–424	418–424	NUM
afs-135986	292	9	.	.	X
afs-135986	292	10	https://doi.org/10.1016/j.compag.2016.07.003	https://doi.org/10.1016/j.compag.2016.07.003	VERB
afs-135986	292	11	hadipour	hadipour	ADJ
afs-135986	292	12	-	-	PUNCT
afs-135986	292	13	rokni	rokni	NOUN
afs-135986	292	14	,	,	PUNCT
afs-135986	292	15	r.	r.	PROPN
afs-135986	292	16	,	,	PUNCT
afs-135986	292	17	asli	asli	PROPN
afs-135986	292	18	-	-	PUNCT
afs-135986	292	19	ardeh	ardeh	PROPN
afs-135986	292	20	,	,	PUNCT
afs-135986	292	21	e.a	e.a	PROPN
afs-135986	292	22	.	.	PROPN
afs-135986	292	23	,	,	PUNCT
afs-135986	292	24	jahanbakhshi	jahanbakhshi	PROPN
afs-135986	292	25	,	,	PUNCT
afs-135986	292	26	a.	a.	NOUN
afs-135986	292	27	,	,	PUNCT
afs-135986	292	28	paeen	paeen	NOUN
afs-135986	292	29	-	-	PUNCT
afs-135986	292	30	afrakoti	afrakoti	PROPN
afs-135986	292	31	,	,	PUNCT
afs-135986	292	32	i.e.	i.e.	X
afs-135986	292	33	&	&	CCONJ
afs-135986	292	34	sabzi	sabzi	PROPN
afs-135986	292	35	,	,	PUNCT
afs-135986	292	36	s.	s.	PROPN
afs-135986	292	37	2023	2023	NUM
afs-135986	292	38	.	.	PUNCT
afs-135986	293	1	intelligent	intelligent	ADJ
afs-135986	293	2	detection	detection	NOUN
afs-135986	293	3	of	of	ADP
afs-135986	293	4	citrus	citrus	NOUN
afs-135986	293	5	fruit	fruit	NOUN
afs-135986	293	6	pests	pest	NOUN
afs-135986	293	7	using	use	VERB
afs-135986	293	8	machine	machine	NOUN
afs-135986	293	9	vision	vision	NOUN
afs-135986	293	10	system	system	NOUN
afs-135986	293	11	and	and	CCONJ
afs-135986	293	12	convolutional	convolutional	ADJ
afs-135986	293	13	neural	neural	ADJ
afs-135986	293	14	network	network	NOUN
afs-135986	293	15	through	through	ADP
afs-135986	293	16	transfer	transfer	NOUN
afs-135986	293	17	learning	learning	NOUN
afs-135986	293	18	technique	technique	NOUN
afs-135986	293	19	.	.	PUNCT
afs-135986	294	1	computers	computer	NOUN
afs-135986	294	2	in	in	ADP
afs-135986	294	3	biology	biology	NOUN
afs-135986	294	4	and	and	CCONJ
afs-135986	294	5	medicine	medicine	NOUN
afs-135986	294	6	155	155	NUM
afs-135986	294	7	:	:	SYM
afs-135986	294	8	106611	106611	NUM
afs-135986	294	9	.	.	PUNCT
afs-135986	295	1	https://doi.org/10.1016/j.compbiomed.2023.106611	https://doi.org/10.1016/j.compbiomed.2023.106611	ADJ
afs-135986	295	2	hahn	hahn	PROPN
afs-135986	295	3	,	,	PUNCT
afs-135986	295	4	f.	f.	PROPN
afs-135986	295	5	&	&	CCONJ
afs-135986	295	6	sanchez	sanchez	PROPN
afs-135986	295	7	,	,	PUNCT
afs-135986	295	8	s.	s.	PROPN
afs-135986	295	9	2000	2000	NUM
afs-135986	295	10	.	.	PUNCT
afs-135986	296	1	carrot	carrot	NOUN
afs-135986	296	2	volume	volume	NOUN
afs-135986	296	3	evaluation	evaluation	NOUN
afs-135986	296	4	using	use	VERB
afs-135986	296	5	imaging	imaging	NOUN
afs-135986	296	6	algorithms	algorithm	NOUN
afs-135986	296	7	.	.	PUNCT
afs-135986	297	1	journal	journal	NOUN
afs-135986	297	2	of	of	ADP
afs-135986	297	3	agricultural	agricultural	ADJ
afs-135986	297	4	engineering	engineering	NOUN
afs-135986	297	5	research	research	NOUN
afs-135986	297	6	75	75	NUM
afs-135986	297	7	:	:	PUNCT
afs-135986	297	8	243e249	243e249	NUM
afs-135986	297	9	.	.	PUNCT
afs-135986	298	1	https://doi.org/10.1006/jaer.1999.0466	https://doi.org/10.1006/jaer.1999.0466	PROPN
afs-135986	298	2	howard	howard	PROPN
afs-135986	298	3	,	,	PUNCT
afs-135986	298	4	a.g	a.g	PROPN
afs-135986	298	5	.	.	PROPN
afs-135986	298	6	,	,	PUNCT
afs-135986	298	7	zhu	zhu	PROPN
afs-135986	298	8	,	,	PUNCT
afs-135986	298	9	m.	m.	NOUN
afs-135986	298	10	,	,	PUNCT
afs-135986	298	11	chen	chen	PROPN
afs-135986	298	12	,	,	PUNCT
afs-135986	298	13	b.	b.	PROPN
afs-135986	298	14	,	,	PUNCT
afs-135986	298	15	kalenichenko	kalenichenko	PROPN
afs-135986	298	16	,	,	PUNCT
afs-135986	298	17	d.	d.	PROPN
afs-135986	298	18	,	,	PUNCT
afs-135986	298	19	wang	wang	PROPN
afs-135986	298	20	,	,	PUNCT
afs-135986	298	21	w.	w.	PROPN
afs-135986	298	22	,	,	PUNCT
afs-135986	298	23	weyand	weyand	PROPN
afs-135986	298	24	,	,	PUNCT
afs-135986	298	25	t.	t.	PROPN
afs-135986	298	26	,	,	PUNCT
afs-135986	298	27	andreetto	andreetto	ADJ
afs-135986	298	28	m.	m.	NOUN
afs-135986	298	29	&	&	CCONJ
afs-135986	298	30	adam	adam	PROPN
afs-135986	298	31	,	,	PUNCT
afs-135986	298	32	h.	h.	PROPN
afs-135986	298	33	2017	2017	NUM
afs-135986	298	34	.	.	PUNCT
afs-135986	299	1	mobilenets	mobilenet	NOUN
afs-135986	299	2	:	:	PUNCT
afs-135986	299	3	efficient	efficient	ADJ
afs-135986	299	4	convolutional	convolutional	ADJ
afs-135986	299	5	neural	neural	ADJ
afs-135986	299	6	networks	network	NOUN
afs-135986	299	7	for	for	ADP
afs-135986	299	8	mobile	mobile	ADJ
afs-135986	299	9	vision	vision	NOUN
afs-135986	299	10	applications	application	NOUN
afs-135986	299	11	.	.	PUNCT
afs-135986	300	1	arxiv	arxiv	PROPN
afs-135986	300	2	preprint	preprint	VERB
afs-135986	300	3	arxiv:1704.04861	arxiv:1704.04861	NOUN
afs-135986	300	4	.	.	PUNCT
afs-135986	301	1	howarth	howarth	PROPN
afs-135986	301	2	,	,	PUNCT
afs-135986	301	3	m.s	m.s	PROPN
afs-135986	301	4	.	.	PROPN
afs-135986	301	5	1990	1990	NUM
afs-135986	301	6	.	.	PUNCT
afs-135986	302	1	reflectance	reflectance	NOUN
afs-135986	302	2	characteristics	characteristic	NOUN
afs-135986	302	3	of	of	ADP
afs-135986	302	4	fresh	fresh	ADJ
afs-135986	302	5	-	-	PUNCT
afs-135986	302	6	market	market	NOUN
afs-135986	302	7	carrots	carrot	NOUN
afs-135986	302	8	.	.	PUNCT
afs-135986	303	1	transactions	transaction	NOUN
afs-135986	303	2	of	of	ADP
afs-135986	303	3	the	the	DET
afs-135986	303	4	asae	asae	PROPN
afs-135986	303	5	33	33	NUM
afs-135986	303	6	:	:	PUNCT
afs-135986	303	7	961e964	961e964	NUM
afs-135986	303	8	.	.	PUNCT
afs-135986	304	1	https://doi	https://doi	X
afs-135986	304	2	.	.	PUNCT
afs-135986	305	1	org/10.13031/2013.31424	org/10.13031/2013.31424	VERB
afs-135986	305	2	howarth	howarth	PROPN
afs-135986	305	3	,	,	PUNCT
afs-135986	305	4	m.s	m.s	PROPN
afs-135986	305	5	.	.	PROPN
afs-135986	305	6	&	&	CCONJ
afs-135986	305	7	searcy	searcy	PROPN
afs-135986	305	8	,	,	PUNCT
afs-135986	305	9	s.w	s.w	PROPN
afs-135986	305	10	.	.	PROPN
afs-135986	305	11	1991	1991	NUM
afs-135986	305	12	.	.	PUNCT
afs-135986	306	1	fresh	fresh	ADJ
afs-135986	306	2	market	market	NOUN
afs-135986	306	3	carrot	carrot	NOUN
afs-135986	306	4	inspection	inspection	NOUN
afs-135986	306	5	by	by	ADP
afs-135986	306	6	machine	machine	NOUN
afs-135986	306	7	vision	vision	NOUN
afs-135986	306	8	.	.	PUNCT
afs-135986	307	1	optics	optic	NOUN
afs-135986	307	2	in	in	ADP
afs-135986	307	3	agriculture	agriculture	NOUN
afs-135986	307	4	141e150	141e150	PROPN
afs-135986	307	5	.	.	PUNCT
afs-135986	308	1	howarth	howarth	PROPN
afs-135986	308	2	,	,	PUNCT
afs-135986	308	3	m.s	m.s	PROPN
afs-135986	308	4	.	.	PROPN
afs-135986	308	5	,	,	PUNCT
afs-135986	308	6	brandon	brandon	PROPN
afs-135986	308	7	,	,	PUNCT
afs-135986	308	8	j.r	j.r	PROPN
afs-135986	308	9	.	.	PROPN
afs-135986	308	10	,	,	PUNCT
afs-135986	308	11	searcy	searcy	PROPN
afs-135986	308	12	,	,	PUNCT
afs-135986	308	13	s.w	s.w	PROPN
afs-135986	308	14	.	.	PROPN
afs-135986	308	15	&	&	CCONJ
afs-135986	308	16	kehtarnavaz	kehtarnavaz	PROPN
afs-135986	308	17	,	,	PUNCT
afs-135986	308	18	n.	n.	PROPN
afs-135986	308	19	1992	1992	NUM
afs-135986	308	20	.	.	PUNCT
afs-135986	309	1	estimation	estimation	NOUN
afs-135986	309	2	of	of	ADP
afs-135986	309	3	tip	tip	NOUN
afs-135986	309	4	shape	shape	NOUN
afs-135986	309	5	for	for	ADP
afs-135986	309	6	carrot	carrot	NOUN
afs-135986	309	7	classification	classification	NOUN
afs-135986	309	8	by	by	ADP
afs-135986	309	9	machine	machine	NOUN
afs-135986	309	10	vision	vision	NOUN
afs-135986	309	11	.	.	PUNCT
afs-135986	310	1	journal	journal	NOUN
afs-135986	310	2	of	of	ADP
afs-135986	310	3	agricultural	agricultural	ADJ
afs-135986	310	4	engineering	engineering	NOUN
afs-135986	310	5	research	research	NOUN
afs-135986	310	6	53	53	NUM
afs-135986	310	7	:	:	SYM
afs-135986	310	8	123e139	123e139	NUM
afs-135986	310	9	.	.	PUNCT
afs-135986	311	1	https://doi.org/10.1016/0021-8634(92)80078-7	https://doi.org/10.1016/0021-8634(92)80078-7	PROPN
afs-135986	311	2	jahanbakhshi	jahanbakhshi	PROPN
afs-135986	311	3	,	,	PUNCT
afs-135986	311	4	a.	a.	PROPN
afs-135986	311	5	&	&	CCONJ
afs-135986	311	6	kheiralipour	kheiralipour	PROPN
afs-135986	311	7	,	,	PUNCT
afs-135986	311	8	k.	k.	PROPN
afs-135986	311	9	2020	2020	NUM
afs-135986	311	10	.	.	PUNCT
afs-135986	312	1	evaluation	evaluation	NOUN
afs-135986	312	2	of	of	ADP
afs-135986	312	3	image	image	NOUN
afs-135986	312	4	processing	processing	NOUN
afs-135986	312	5	technique	technique	NOUN
afs-135986	312	6	and	and	CCONJ
afs-135986	312	7	discriminant	discriminant	ADJ
afs-135986	312	8	analysis	analysis	NOUN
afs-135986	312	9	methods	method	NOUN
afs-135986	312	10	in	in	ADP
afs-135986	312	11	postharvest	postharvest	NOUN
afs-135986	312	12	processing	processing	NOUN
afs-135986	312	13	of	of	ADP
afs-135986	312	14	carrot	carrot	NOUN
afs-135986	312	15	fruit	fruit	NOUN
afs-135986	312	16	.	.	PUNCT
afs-135986	313	1	food	food	NOUN
afs-135986	313	2	sciences	sciences	PROPN
afs-135986	313	3	and	and	CCONJ
afs-135986	313	4	nutrition	nutrition	NOUN
afs-135986	313	5	8	8	NUM
afs-135986	313	6	:	:	SYM
afs-135986	313	7	3346	3346	NUM
afs-135986	313	8	-	-	SYM
afs-135986	313	9	3352	3352	NUM
afs-135986	313	10	.	.	PUNCT
afs-135986	314	1	https://doi.org/10.1002/fsn3.1614	https://doi.org/10.1002/fsn3.1614	PROPN
afs-135986	314	2	jermyn	jermyn	PROPN
afs-135986	314	3	,	,	PUNCT
afs-135986	314	4	m.	m.	NOUN
afs-135986	314	5	,	,	PUNCT
afs-135986	314	6	mok	mok	PROPN
afs-135986	314	7	,	,	PUNCT
afs-135986	314	8	k.	k.	PROPN
afs-135986	314	9	,	,	PUNCT
afs-135986	314	10	mercier	mercier	PROPN
afs-135986	314	11	,	,	PUNCT
afs-135986	314	12	j.	j.	PROPN
afs-135986	314	13	,	,	PUNCT
afs-135986	314	14	desroches	desroche	NOUN
afs-135986	314	15	,	,	PUNCT
afs-135986	314	16	j.	j.	PROPN
afs-135986	314	17	,	,	PUNCT
afs-135986	314	18	pichette	pichette	NOUN
afs-135986	314	19	,	,	PUNCT
afs-135986	314	20	j.	j.	PROPN
afs-135986	314	21	,	,	PUNCT
afs-135986	314	22	saint	saint	PROPN
afs-135986	314	23	-	-	PUNCT
afs-135986	314	24	arnaud	arnaud	PROPN
afs-135986	314	25	,	,	PUNCT
afs-135986	314	26	k.	k.	PROPN
afs-135986	314	27	,	,	PUNCT
afs-135986	314	28	bernstein	bernstein	PROPN
afs-135986	314	29	,	,	PUNCT
afs-135986	314	30	l.	l.	PROPN
afs-135986	314	31	,	,	PUNCT
afs-135986	314	32	guiot	guiot	NOUN
afs-135986	314	33	,	,	PUNCT
afs-135986	314	34	m.c	m.c	PROPN
afs-135986	314	35	.	.	PROPN
afs-135986	314	36	,	,	PUNCT
afs-135986	314	37	petrecca	petrecca	PROPN
afs-135986	314	38	,	,	PUNCT
afs-135986	314	39	k.	k.	PROPN
afs-135986	314	40	&	&	CCONJ
afs-135986	314	41	leblond	leblond	PROPN
afs-135986	314	42	,	,	PUNCT
afs-135986	314	43	f.	f.	PROPN
afs-135986	314	44	2015	2015	NUM
afs-135986	314	45	.	.	PUNCT
afs-135986	315	1	intraoperative	intraoperative	ADJ
afs-135986	315	2	brain	brain	NOUN
afs-135986	315	3	cancer	cancer	NOUN
afs-135986	315	4	detection	detection	NOUN
afs-135986	315	5	with	with	ADP
afs-135986	315	6	raman	raman	NOUN
afs-135986	315	7	spectroscopy	spectroscopy	NOUN
afs-135986	315	8	in	in	ADP
afs-135986	315	9	humans	human	NOUN
afs-135986	315	10	.	.	PUNCT
afs-135986	316	1	science	science	NOUN
afs-135986	316	2	translational	translational	ADJ
afs-135986	316	3	medicine	medicine	NOUN
afs-135986	316	4	7	7	NUM
afs-135986	316	5	:	:	PUNCT
afs-135986	316	6	274ra19	274ra19	NUM
afs-135986	316	7	.	.	PUNCT
afs-135986	317	1	https://doi.org/10.1126/scitranslmed.aaa2384	https://doi.org/10.1126/scitranslmed.aaa2384	PROPN
afs-135986	317	2	kaya	kaya	PROPN
afs-135986	317	3	,	,	PUNCT
afs-135986	317	4	y.	y.	PROPN
afs-135986	317	5	&	&	CCONJ
afs-135986	317	6	gürsoy	gürsoy	PROPN
afs-135986	317	7	,	,	PUNCT
afs-135986	317	8	e.	e.	PROPN
afs-135986	317	9	2023	2023	NUM
afs-135986	317	10	.	.	PUNCT
afs-135986	318	1	a	a	DET
afs-135986	318	2	novel	novel	ADJ
afs-135986	318	3	multi	multi	ADJ
afs-135986	318	4	-	-	ADJ
afs-135986	318	5	head	head	ADJ
afs-135986	318	6	cnn	cnn	PROPN
afs-135986	318	7	design	design	NOUN
afs-135986	318	8	to	to	PART
afs-135986	318	9	identify	identify	VERB
afs-135986	318	10	plant	plant	NOUN
afs-135986	318	11	diseases	disease	NOUN
afs-135986	318	12	using	use	VERB
afs-135986	318	13	the	the	DET
afs-135986	318	14	fusion	fusion	NOUN
afs-135986	318	15	of	of	ADP
afs-135986	318	16	rgb	rgb	PROPN
afs-135986	318	17	images	image	NOUN
afs-135986	318	18	.	.	PUNCT
afs-135986	319	1	ecological	ecological	ADJ
afs-135986	319	2	informatics	informatic	NOUN
afs-135986	319	3	75	75	NUM
afs-135986	319	4	:	:	SYM
afs-135986	319	5	101998	101998	NUM
afs-135986	319	6	.	.	PUNCT
afs-135986	320	1	https://doi.org/10.1016/j.ecoinf.2023.101998	https://doi.org/10.1016/j.ecoinf.2023.101998	PROPN
afs-135986	320	2	lazar	lazar	PROPN
afs-135986	320	3	,	,	PUNCT
afs-135986	320	4	d.a	d.a	PROPN
afs-135986	320	5	.	.	PROPN
afs-135986	320	6	,	,	PUNCT
afs-135986	320	7	bıyık	bıyık	PROPN
afs-135986	320	8	,	,	PUNCT
afs-135986	320	9	e.	e.	PROPN
afs-135986	320	10	,	,	PUNCT
afs-135986	320	11	sadigh	sadigh	ADJ
afs-135986	320	12	,	,	PUNCT
afs-135986	320	13	d.	d.	PROPN
afs-135986	320	14	&	&	CCONJ
afs-135986	320	15	pedarsani	pedarsani	PROPN
afs-135986	320	16	,	,	PUNCT
afs-135986	320	17	r.	r.	PROPN
afs-135986	320	18	2021	2021	NUM
afs-135986	320	19	.	.	PUNCT
afs-135986	321	1	learning	learn	VERB
afs-135986	321	2	how	how	SCONJ
afs-135986	321	3	to	to	PART
afs-135986	321	4	dynamically	dynamically	VERB
afs-135986	321	5	route	route	VERB
afs-135986	321	6	autonomous	autonomous	ADJ
afs-135986	321	7	vehicles	vehicle	NOUN
afs-135986	321	8	on	on	ADP
afs-135986	321	9	shared	shared	ADJ
afs-135986	321	10	roads	road	NOUN
afs-135986	321	11	.	.	PUNCT
afs-135986	322	1	transportation	transportation	NOUN
afs-135986	322	2	research	research	NOUN
afs-135986	322	3	part	part	NOUN
afs-135986	322	4	c	c	NOUN
afs-135986	322	5	:	:	PUNCT
afs-135986	322	6	emerging	emerge	VERB
afs-135986	322	7	technologies	technology	NOUN
afs-135986	322	8	130	130	NUM
afs-135986	322	9	:	:	SYM
afs-135986	322	10	103258	103258	NUM
afs-135986	322	11	.	.	PUNCT
afs-135986	323	1	https://doi.org/10.1016/j.trc.2021.103258	https://doi.org/10.1016/j.trc.2021.103258	PROPN
afs-135986	323	2	lemley	lemley	PROPN
afs-135986	323	3	,	,	PUNCT
afs-135986	323	4	j.	j.	PROPN
afs-135986	323	5	,	,	PUNCT
afs-135986	323	6	bazrafkan	bazrafkan	PROPN
afs-135986	323	7	,	,	PUNCT
afs-135986	323	8	s.	s.	PROPN
afs-135986	323	9	&	&	CCONJ
afs-135986	323	10	corcoran	corcoran	PROPN
afs-135986	323	11	,	,	PUNCT
afs-135986	323	12	p.	p.	NOUN
afs-135986	323	13	2017	2017	NUM
afs-135986	323	14	.	.	PUNCT
afs-135986	324	1	deep	deep	ADJ
afs-135986	324	2	learning	learning	NOUN
afs-135986	324	3	for	for	ADP
afs-135986	324	4	consumer	consumer	NOUN
afs-135986	324	5	devices	device	NOUN
afs-135986	324	6	and	and	CCONJ
afs-135986	324	7	services	service	NOUN
afs-135986	324	8	:	:	PUNCT
afs-135986	324	9	pushing	push	VERB
afs-135986	324	10	the	the	DET
afs-135986	324	11	limits	limit	NOUN
afs-135986	324	12	for	for	ADP
afs-135986	324	13	machine	machine	NOUN
afs-135986	324	14	learning	learning	NOUN
afs-135986	324	15	,	,	PUNCT
afs-135986	324	16	artificial	artificial	ADJ
afs-135986	324	17	intelligence	intelligence	NOUN
afs-135986	324	18	and	and	CCONJ
afs-135986	324	19	computer	computer	NOUN
afs-135986	324	20	vision	vision	NOUN
afs-135986	324	21	.	.	PUNCT
afs-135986	325	1	ieee	ieee	NOUN
afs-135986	325	2	consumer	consumer	NOUN
afs-135986	325	3	electronics	electronic	NOUN
afs-135986	325	4	.	.	PUNCT
afs-135986	326	1	magazine	magazine	NOUN
afs-135986	326	2	6	6	NUM
afs-135986	326	3	:	:	SYM
afs-135986	326	4	48–56	48–56	NUM
afs-135986	326	5	.	.	PUNCT
afs-135986	327	1	https://doi.org/10.1109/	https://doi.org/10.1109/	PROPN
afs-135986	327	2	mce.2016.2640698	mce.2016.2640698	PROPN
afs-135986	327	3	levine	levine	PROPN
afs-135986	327	4	,	,	PUNCT
afs-135986	327	5	s.	s.	PROPN
afs-135986	327	6	,	,	PUNCT
afs-135986	327	7	pastor	pastor	NOUN
afs-135986	327	8	,	,	PUNCT
afs-135986	327	9	p.	p.	PROPN
afs-135986	327	10	,	,	PUNCT
afs-135986	327	11	krizhevsky	krizhevsky	PROPN
afs-135986	327	12	,	,	PUNCT
afs-135986	327	13	a.	a.	NOUN
afs-135986	327	14	,	,	PUNCT
afs-135986	327	15	ibarz	ibarz	PROPN
afs-135986	327	16	,	,	PUNCT
afs-135986	327	17	j.	j.	PROPN
afs-135986	327	18	&	&	CCONJ
afs-135986	327	19	quillen	quillen	PROPN
afs-135986	327	20	,	,	PUNCT
afs-135986	327	21	d.	d.	PROPN
afs-135986	327	22	2016	2016	NUM
afs-135986	327	23	.	.	PUNCT
afs-135986	328	1	learning	learn	VERB
afs-135986	328	2	hand	hand	NOUN
afs-135986	328	3	-	-	PUNCT
afs-135986	328	4	eye	eye	NOUN
afs-135986	328	5	coordination	coordination	NOUN
afs-135986	328	6	for	for	ADP
afs-135986	328	7	robotic	robotic	ADJ
afs-135986	328	8	grasping	grasp	VERB
afs-135986	328	9	with	with	ADP
afs-135986	328	10	deep	deep	ADJ
afs-135986	328	11	learning	learning	NOUN
afs-135986	328	12	and	and	CCONJ
afs-135986	328	13	large	large	ADJ
afs-135986	328	14	-	-	PUNCT
afs-135986	328	15	scale	scale	NOUN
afs-135986	328	16	data	datum	NOUN
afs-135986	328	17	collection	collection	NOUN
afs-135986	328	18	.	.	PUNCT
afs-135986	329	1	the	the	DET
afs-135986	329	2	international	international	ADJ
afs-135986	329	3	journal	journal	NOUN
afs-135986	329	4	of	of	ADP
afs-135986	329	5	robotics	robotic	NOUN
afs-135986	329	6	research	research	NOUN
afs-135986	329	7	37	37	NUM
afs-135986	329	8	:	:	PUNCT
afs-135986	329	9	421–436	421–436	NUM
afs-135986	329	10	.	.	PUNCT
afs-135986	330	1	https://doi	https://doi	PROPN
afs-135986	330	2	.	.	PROPN
afs-135986	330	3	org/10.1177/0278364917710318	org/10.1177/0278364917710318	PROPN
afs-135986	330	4	liang	liang	PROPN
afs-135986	330	5	,	,	PUNCT
afs-135986	330	6	j.	j.	PROPN
afs-135986	330	7	2020	2020	NUM
afs-135986	330	8	.	.	PUNCT
afs-135986	331	1	image	image	NOUN
afs-135986	331	2	classification	classification	NOUN
afs-135986	331	3	based	base	VERB
afs-135986	331	4	on	on	ADP
afs-135986	331	5	resnet	resnet	NOUN
afs-135986	331	6	.	.	PUNCT
afs-135986	332	1	journal	journal	PROPN
afs-135986	332	2	of	of	ADP
afs-135986	332	3	physics	physics	PROPN
afs-135986	332	4	:	:	PUNCT
afs-135986	332	5	conference	conference	NOUN
afs-135986	332	6	series	series	NOUN
afs-135986	332	7	1634	1634	NUM
afs-135986	332	8	:	:	PUNCT
afs-135986	332	9	012110	012110	NUM
afs-135986	332	10	.	.	PUNCT
afs-135986	333	1	https://doi	https://doi	NOUN
afs-135986	333	2	.	.	PUNCT
afs-135986	333	3	org/10.1088/1742	org/10.1088/1742	PROPN
afs-135986	333	4	-	-	PUNCT
afs-135986	333	5	6596/1634/1/012110	6596/1634/1/012110	NUM
afs-135986	333	6	madridano	madridano	NOUN
afs-135986	333	7	,	,	PUNCT
afs-135986	333	8	á	á	PROPN
afs-135986	333	9	.	.	PROPN
afs-135986	333	10	,	,	PUNCT
afs-135986	333	11	al	al	PROPN
afs-135986	333	12	-	-	PUNCT
afs-135986	333	13	kaff	kaff	PROPN
afs-135986	333	14	,	,	PUNCT
afs-135986	333	15	a.	a.	NOUN
afs-135986	333	16	,	,	PUNCT
afs-135986	333	17	martín	martín	PROPN
afs-135986	333	18	,	,	PUNCT
afs-135986	333	19	d.	d.	PROPN
afs-135986	333	20	&	&	CCONJ
afs-135986	333	21	de	de	PROPN
afs-135986	333	22	la	la	PROPN
afs-135986	333	23	escalera	escalera	PROPN
afs-135986	333	24	,	,	PUNCT
afs-135986	333	25	a.	a.	NOUN
afs-135986	333	26	2021	2021	NUM
afs-135986	333	27	.	.	PUNCT
afs-135986	334	1	trajectory	trajectory	NOUN
afs-135986	334	2	planning	planning	NOUN
afs-135986	334	3	for	for	ADP
afs-135986	334	4	multi	multi	ADJ
afs-135986	334	5	-	-	ADJ
afs-135986	334	6	robot	robot	ADJ
afs-135986	334	7	systems	system	NOUN
afs-135986	334	8	:	:	PUNCT
afs-135986	334	9	methods	method	NOUN
afs-135986	334	10	and	and	CCONJ
afs-135986	334	11	applications	application	NOUN
afs-135986	334	12	.	.	PUNCT
afs-135986	335	1	expert	expert	NOUN
afs-135986	335	2	systems	system	NOUN
afs-135986	335	3	with	with	ADP
afs-135986	335	4	applications	application	NOUN
afs-135986	335	5	173	173	NUM
afs-135986	335	6	:	:	SYM
afs-135986	335	7	114660	114660	NUM
afs-135986	335	8	.	.	PUNCT
afs-135986	336	1	https://doi.org/10.1016/j.eswa.2021.114660	https://doi.org/10.1016/j.eswa.2021.114660	PROPN
afs-135986	336	2	momeny	momeny	NOUN
afs-135986	336	3	,	,	PUNCT
afs-135986	336	4	m.	m.	NOUN
afs-135986	336	5	,	,	PUNCT
afs-135986	336	6	neshat	neshat	PROPN
afs-135986	336	7	,	,	PUNCT
afs-135986	336	8	a.a	a.a	PROPN
afs-135986	336	9	.	.	PROPN
afs-135986	336	10	,	,	PUNCT
afs-135986	336	11	jahanbakhshi	jahanbakhshi	PROPN
afs-135986	336	12	,	,	PUNCT
afs-135986	336	13	a.	a.	NOUN
afs-135986	336	14	,	,	PUNCT
afs-135986	336	15	mahmoudi	mahmoudi	NOUN
afs-135986	336	16	,	,	PUNCT
afs-135986	336	17	m.	m.	NOUN
afs-135986	336	18	,	,	PUNCT
afs-135986	336	19	ampatzidis	ampatzidis	PROPN
afs-135986	336	20	,	,	PUNCT
afs-135986	336	21	y.	y.	PROPN
afs-135986	336	22	&	&	CCONJ
afs-135986	336	23	radeva	radeva	PROPN
afs-135986	336	24	,	,	PUNCT
afs-135986	336	25	p.	p.	NOUN
afs-135986	336	26	2023	2023	NUM
afs-135986	336	27	.	.	PUNCT
afs-135986	337	1	grading	grade	VERB
afs-135986	337	2	and	and	CCONJ
afs-135986	337	3	fraud	fraud	NOUN
afs-135986	337	4	detection	detection	NOUN
afs-135986	337	5	of	of	ADP
afs-135986	337	6	saffron	saffron	NOUN
afs-135986	337	7	via	via	ADP
afs-135986	337	8	learning	learn	VERB
afs-135986	337	9	-	-	PUNCT
afs-135986	337	10	to	to	ADP
afs-135986	337	11	-	-	PUNCT
afs-135986	337	12	augment	augment	NOUN
afs-135986	337	13	incorporated	incorporate	VERB
afs-135986	337	14	inception	inception	NOUN
afs-135986	337	15	-	-	PUNCT
afs-135986	337	16	v4	v4	NOUN
afs-135986	337	17	cnn	cnn	PROPN
afs-135986	337	18	.	.	PUNCT
afs-135986	338	1	food	food	NOUN
afs-135986	338	2	control	control	NOUN
afs-135986	338	3	147	147	NUM
afs-135986	338	4	:	:	SYM
afs-135986	338	5	109554	109554	NUM
afs-135986	338	6	.	.	PUNCT
afs-135986	339	1	https://doi.org/10.1016/j.foodcont.2022.109554	https://doi.org/10.1016/j.foodcont.2022.109554	PROPN
afs-135986	339	2	ni	ni	PROPN
afs-135986	339	3	,	,	PUNCT
afs-135986	339	4	j.	j.	PROPN
afs-135986	339	5	,	,	PUNCT
afs-135986	339	6	li	li	PROPN
afs-135986	339	7	,	,	PUNCT
afs-135986	339	8	j.	j.	PROPN
afs-135986	339	9	,	,	PUNCT
afs-135986	339	10	deng	deng	PROPN
afs-135986	339	11	,	,	PUNCT
afs-135986	339	12	l.	l.	PROPN
afs-135986	339	13	&	&	CCONJ
afs-135986	339	14	han	han	PROPN
afs-135986	339	15	,	,	PUNCT
afs-135986	339	16	z.	z.	PROPN
afs-135986	339	17	2020	2020	NUM
afs-135986	339	18	.	.	PUNCT
afs-135986	340	1	intelligent	intelligent	ADJ
afs-135986	340	2	detection	detection	NOUN
afs-135986	340	3	of	of	ADP
afs-135986	340	4	appearance	appearance	NOUN
afs-135986	340	5	quality	quality	NOUN
afs-135986	340	6	of	of	ADP
afs-135986	340	7	carrot	carrot	NOUN
afs-135986	340	8	grade	grade	NOUN
afs-135986	340	9	using	use	VERB
afs-135986	340	10	knowledge	knowledge	NOUN
afs-135986	340	11	distillation	distillation	NOUN
afs-135986	340	12	.	.	PUNCT
afs-135986	341	1	transactions	transaction	NOUN
afs-135986	341	2	of	of	ADP
afs-135986	341	3	the	the	DET
afs-135986	341	4	csae	csae	NOUN
afs-135986	341	5	36	36	NUM
afs-135986	341	6	:	:	SYM
afs-135986	341	7	181e187	181e187	NUM
afs-135986	341	8	.	.	PUNCT
afs-135986	342	1	osuch	osuch	ADJ
afs-135986	342	2	,	,	PUNCT
afs-135986	342	3	a.	a.	NOUN
afs-135986	342	4	,	,	PUNCT
afs-135986	342	5	przygodziński	przygodziński	PROPN
afs-135986	342	6	,	,	PUNCT
afs-135986	342	7	p.	p.	PROPN
afs-135986	342	8	,	,	PUNCT
afs-135986	342	9	rybacki	rybacki	PROPN
afs-135986	342	10	,	,	PUNCT
afs-135986	342	11	p.	p.	NOUN
afs-135986	342	12	,	,	PUNCT
afs-135986	342	13	osuch	osuch	PROPN
afs-135986	342	14	,	,	PUNCT
afs-135986	342	15	e.	e.	PROPN
afs-135986	342	16	,	,	PUNCT
afs-135986	342	17	kowalik	kowalik	PROPN
afs-135986	342	18	,	,	PUNCT
afs-135986	342	19	i.	i.	PROPN
afs-135986	342	20	,	,	PUNCT
afs-135986	342	21	piechnik	piechnik	PROPN
afs-135986	342	22	,	,	PUNCT
afs-135986	342	23	l.	l.	PROPN
afs-135986	342	24	,	,	PUNCT
afs-135986	342	25	przygodziński	przygodziński	PROPN
afs-135986	342	26	,	,	PUNCT
afs-135986	342	27	a.	a.	PROPN
afs-135986	342	28	&	&	CCONJ
afs-135986	342	29	herkowiak	herkowiak	PROPN
afs-135986	342	30	,	,	PUNCT
afs-135986	342	31	m.	m.	NOUN
afs-135986	342	32	2020	2020	NUM
afs-135986	342	33	.	.	PUNCT
afs-135986	343	1	analysis	analysis	NOUN
afs-135986	343	2	of	of	ADP
afs-135986	343	3	the	the	DET
afs-135986	343	4	effectiveness	effectiveness	NOUN
afs-135986	343	5	of	of	ADP
afs-135986	343	6	shielded	shielded	ADJ
afs-135986	343	7	band	band	NOUN
afs-135986	343	8	spraying	spray	VERB
afs-135986	343	9	in	in	ADP
afs-135986	343	10	weed	weed	NOUN
afs-135986	343	11	control	control	NOUN
afs-135986	343	12	in	in	ADP
afs-135986	343	13	field	field	NOUN
afs-135986	343	14	crops	crop	NOUN
afs-135986	343	15	.	.	PUNCT
afs-135986	344	1	special	special	ADJ
afs-135986	344	2	issue	issue	NOUN
afs-135986	344	3	:	:	PUNCT
afs-135986	344	4	integrated	integrate	VERB
afs-135986	344	5	weed	weed	NOUN
afs-135986	344	6	management	management	NOUN
afs-135986	344	7	approaches	approach	NOUN
afs-135986	344	8	and	and	CCONJ
afs-135986	344	9	decision	decision	NOUN
afs-135986	344	10	support	support	NOUN
afs-135986	344	11	systems	system	NOUN
afs-135986	344	12	,	,	PUNCT
afs-135986	344	13	agronomy	agronomy	NOUN
afs-135986	344	14	10	10	NUM
afs-135986	344	15	:	:	SYM
afs-135986	344	16	475	475	NUM
afs-135986	344	17	.	.	PUNCT
afs-135986	345	1	https://doi.org/10.3390/agronomy10040475	https://doi.org/10.3390/agronomy10040475	PROPN
afs-135986	345	2	raghu	raghu	PROPN
afs-135986	345	3	,	,	PUNCT
afs-135986	345	4	s.	s.	PROPN
afs-135986	345	5	&	&	CCONJ
afs-135986	345	6	sriraam	sriraam	PROPN
afs-135986	345	7	,	,	PUNCT
afs-135986	345	8	n.	n.	PROPN
afs-135986	345	9	2018	2018	NUM
afs-135986	345	10	.	.	PUNCT
afs-135986	346	1	classification	classification	NOUN
afs-135986	346	2	of	of	ADP
afs-135986	346	3	focal	focal	ADJ
afs-135986	346	4	and	and	CCONJ
afs-135986	346	5	non	non	ADJ
afs-135986	346	6	-	-	ADJ
afs-135986	346	7	focal	focal	ADJ
afs-135986	346	8	eeg	eeg	NOUN
afs-135986	346	9	signals	signal	NOUN
afs-135986	346	10	using	use	VERB
afs-135986	346	11	neighborhood	neighborhood	NOUN
afs-135986	346	12	component	component	NOUN
afs-135986	346	13	analysis	analysis	NOUN
afs-135986	346	14	and	and	CCONJ
afs-135986	346	15	machine	machine	NOUN
afs-135986	346	16	learning	learn	VERB
afs-135986	346	17	algorithms	algorithm	NOUN
afs-135986	346	18	.	.	PUNCT
afs-135986	347	1	expert	expert	NOUN
afs-135986	347	2	systems	system	NOUN
afs-135986	347	3	with	with	ADP
afs-135986	347	4	applications	application	NOUN
afs-135986	347	5	113	113	NUM
afs-135986	347	6	:	:	PUNCT
afs-135986	347	7	18–32	18–32	NUM
afs-135986	347	8	.	.	PUNCT
afs-135986	348	1	https://doi.org/10.1016/j.eswa.2018.06.031	https://doi.org/10.1016/j.eswa.2018.06.031	PROPN
afs-135986	348	2	raptis	raptis	NOUN
afs-135986	348	3	,	,	PUNCT
afs-135986	348	4	e.k	e.k	PROPN
afs-135986	348	5	.	.	PROPN
afs-135986	348	6	,	,	PUNCT
afs-135986	348	7	englezos	englezos	PROPN
afs-135986	348	8	,	,	PUNCT
afs-135986	348	9	k.	k.	PROPN
afs-135986	348	10	,	,	PUNCT
afs-135986	348	11	kypris	kypris	PROPN
afs-135986	348	12	,	,	PUNCT
afs-135986	348	13	o.	o.	PROPN
afs-135986	348	14	,	,	PUNCT
afs-135986	348	15	krestenitis	krestenitis	PROPN
afs-135986	348	16	,	,	PUNCT
afs-135986	348	17	m.	m.	NOUN
afs-135986	348	18	,	,	PUNCT
afs-135986	348	19	kapoutsis	kapoutsis	NOUN
afs-135986	348	20	,	,	PUNCT
afs-135986	348	21	a.c	a.c	PROPN
afs-135986	348	22	.	.	PROPN
afs-135986	348	23	,	,	PUNCT
afs-135986	348	24	ioannidis	ioannidis	PROPN
afs-135986	348	25	,	,	PUNCT
afs-135986	348	26	k.	k.	PROPN
afs-135986	348	27	,	,	PUNCT
afs-135986	348	28	vrochidis	vrochidis	PROPN
afs-135986	348	29	,	,	PUNCT
afs-135986	348	30	s.	s.	PROPN
afs-135986	348	31	&	&	CCONJ
afs-135986	348	32	kosmatopoulos	kosmatopoulos	PROPN
afs-135986	348	33	,	,	PUNCT
afs-135986	348	34	e.b	e.b	PROPN
afs-135986	348	35	.	.	PROPN
afs-135986	348	36	2023	2023	NUM
afs-135986	348	37	.	.	PUNCT
afs-135986	349	1	cofly	cofly	VERB
afs-135986	349	2	:	:	PUNCT
afs-135986	349	3	an	an	DET
afs-135986	349	4	automated	automate	VERB
afs-135986	349	5	,	,	PUNCT
afs-135986	349	6	ai	ai	NOUN
afs-135986	349	7	-	-	PUNCT
afs-135986	349	8	based	base	VERB
afs-135986	349	9	open	open	ADJ
afs-135986	349	10	-	-	PUNCT
afs-135986	349	11	source	source	NOUN
afs-135986	349	12	platform	platform	NOUN
afs-135986	349	13	for	for	ADP
afs-135986	349	14	uav	uav	PROPN
afs-135986	349	15	precision	precision	PROPN
afs-135986	349	16	agriculture	agriculture	NOUN
afs-135986	349	17	applications	application	NOUN
afs-135986	349	18	.	.	PUNCT
afs-135986	350	1	softwarex	softwarex	PROPN
afs-135986	350	2	23	23	NUM
afs-135986	350	3	:	:	SYM
afs-135986	350	4	101414	101414	NUM
afs-135986	350	5	.	.	PUNCT
afs-135986	351	1	https://doi	https://doi	X
afs-135986	351	2	.	.	PUNCT
afs-135986	352	1	org/10.1016	org/10.1016	PROPN
afs-135986	352	2	/	/	SYM
afs-135986	352	3	j.softx.2023.101414	j.softx.2023.101414	NOUN
afs-135986	352	4	rinne	rinne	PROPN
afs-135986	352	5	,	,	PUNCT
afs-135986	352	6	m.	m.	NOUN
afs-135986	352	7	,	,	PUNCT
afs-135986	352	8	franco	franco	PROPN
afs-135986	352	9	,	,	PUNCT
afs-135986	352	10	m.	m.	NOUN
afs-135986	352	11	,	,	PUNCT
afs-135986	352	12	jalava	jalava	NOUN
afs-135986	352	13	,	,	PUNCT
afs-135986	352	14	t.	t.	PROPN
afs-135986	352	15	,	,	PUNCT
afs-135986	352	16	järvenpää	järvenpää	PROPN
afs-135986	352	17	,	,	PUNCT
afs-135986	352	18	e.	e.	PROPN
afs-135986	352	19	,	,	PUNCT
afs-135986	352	20	kahala	kahala	PROPN
afs-135986	352	21	,	,	PUNCT
afs-135986	352	22	m.	m.	NOUN
afs-135986	352	23	,	,	PUNCT
afs-135986	352	24	blasco	blasco	PROPN
afs-135986	352	25	,	,	PUNCT
afs-135986	352	26	l.	l.	PROPN
afs-135986	352	27	,	,	PUNCT
afs-135986	352	28	siljander	siljander	NOUN
afs-135986	352	29	-	-	PUNCT
afs-135986	352	30	rasi	rasi	NOUN
afs-135986	352	31	,	,	PUNCT
afs-135986	352	32	h.	h.	PROPN
afs-135986	352	33	&	&	CCONJ
afs-135986	352	34	kuoppala	kuoppala	PROPN
afs-135986	352	35	,	,	PUNCT
afs-135986	352	36	k.	k.	PROPN
afs-135986	352	37	2019	2019	NUM
afs-135986	352	38	.	.	PUNCT
afs-135986	353	1	carrot	carrot	NOUN
afs-135986	353	2	by	by	ADP
afs-135986	353	3	-	-	PUNCT
afs-135986	353	4	product	product	NOUN
afs-135986	353	5	fermentation	fermentation	NOUN
afs-135986	353	6	quality	quality	NOUN
afs-135986	353	7	and	and	CCONJ
afs-135986	353	8	aerobic	aerobic	ADJ
afs-135986	353	9	spoilage	spoilage	NOUN
afs-135986	353	10	could	could	AUX
afs-135986	353	11	be	be	AUX
afs-135986	353	12	modified	modify	VERB
afs-135986	353	13	with	with	ADP
afs-135986	353	14	silage	silage	NOUN
afs-135986	353	15	additives	additive	NOUN
afs-135986	353	16	.	.	PUNCT
afs-135986	354	1	agricultural	agricultural	ADJ
afs-135986	354	2	and	and	CCONJ
afs-135986	354	3	food	food	NOUN
afs-135986	354	4	science	science	NOUN
afs-135986	354	5	28	28	NUM
afs-135986	354	6	:	:	PUNCT
afs-135986	354	7	59	59	NUM
afs-135986	354	8	-	-	SYM
afs-135986	354	9	69	69	NUM
afs-135986	354	10	.	.	PUNCT
afs-135986	355	1	https://doi.org/10.23986/afsci.79829	https://doi.org/10.23986/afsci.79829	NOUN
afs-135986	355	2	agricultural	agricultural	ADJ
afs-135986	355	3	and	and	CCONJ
afs-135986	355	4	food	food	NOUN
afs-135986	355	5	science	science	NOUN
afs-135986	355	6	(	(	PUNCT
afs-135986	355	7	2024	2024	NUM
afs-135986	355	8	)	)	PUNCT
afs-135986	355	9	33	33	NUM
afs-135986	355	10	:	:	SYM
afs-135986	355	11	40–54	40–54	NUM
afs-135986	355	12	54	54	NUM
afs-135986	355	13	rybacki	rybacki	NOUN
afs-135986	355	14	,	,	PUNCT
afs-135986	355	15	p.	p.	PROPN
afs-135986	355	16	,	,	PUNCT
afs-135986	355	17	niemann	niemann	PROPN
afs-135986	355	18	,	,	PUNCT
afs-135986	355	19	j.	j.	PROPN
afs-135986	355	20	,	,	PUNCT
afs-135986	355	21	bahcevandziev	bahcevandziev	PROPN
afs-135986	355	22	,	,	PUNCT
afs-135986	355	23	k.	k.	PROPN
afs-135986	355	24	&	&	CCONJ
afs-135986	355	25	durczak	durczak	PROPN
afs-135986	355	26	,	,	PUNCT
afs-135986	355	27	k.	k.	PROPN
afs-135986	355	28	2023	2023	NUM
afs-135986	355	29	.	.	PUNCT
afs-135986	356	1	convolutional	convolutional	ADJ
afs-135986	356	2	neural	neural	ADJ
afs-135986	356	3	network	network	NOUN
afs-135986	356	4	model	model	NOUN
afs-135986	356	5	for	for	ADP
afs-135986	356	6	variety	variety	NOUN
afs-135986	356	7	classification	classification	NOUN
afs-135986	356	8	and	and	CCONJ
afs-135986	356	9	seed	seed	NOUN
afs-135986	356	10	quality	quality	NOUN
afs-135986	356	11	assessment	assessment	NOUN
afs-135986	356	12	of	of	ADP
afs-135986	356	13	winter	winter	NOUN
afs-135986	356	14	rapeseed	rapeseed	NOUN
afs-135986	356	15	.	.	PUNCT
afs-135986	357	1	sensors	sensor	NOUN
afs-135986	357	2	23	23	NUM
afs-135986	357	3	:	:	SYM
afs-135986	357	4	2486	2486	NUM
afs-135986	357	5	.	.	PUNCT
afs-135986	358	1	https://doi.org/10.3390/s23052486	https://doi.org/10.3390/s23052486	NUM
afs-135986	358	2	rybacki	rybacki	NOUN
afs-135986	358	3	,	,	PUNCT
afs-135986	358	4	p.	p.	NOUN
afs-135986	358	5	,	,	PUNCT
afs-135986	358	6	przygodziński	przygodziński	PROPN
afs-135986	358	7	,	,	PUNCT
afs-135986	358	8	p.	p.	PROPN
afs-135986	358	9	,	,	PUNCT
afs-135986	358	10	blecharczyk	blecharczyk	VERB
afs-135986	358	11	,	,	PUNCT
afs-135986	358	12	a.	a.	PROPN
afs-135986	358	13	,	,	PUNCT
afs-135986	358	14	kowalik	kowalik	PROPN
afs-135986	358	15	,	,	PUNCT
afs-135986	358	16	i.	i.	PROPN
afs-135986	358	17	,	,	PUNCT
afs-135986	358	18	osuch	osuch	ADJ
afs-135986	358	19	,	,	PUNCT
afs-135986	358	20	a.	a.	NOUN
afs-135986	358	21	&	&	CCONJ
afs-135986	358	22	osuch	osuch	PROPN
afs-135986	358	23	,	,	PUNCT
afs-135986	358	24	e.	e.	PROPN
afs-135986	358	25	2022	2022	PROPN
afs-135986	358	26	.	.	PUNCT
afs-135986	359	1	strip	strip	NOUN
afs-135986	359	2	spraying	spray	VERB
afs-135986	359	3	technology	technology	NOUN
afs-135986	359	4	for	for	ADP
afs-135986	359	5	precise	precise	ADJ
afs-135986	359	6	herbicide	herbicide	NOUN
afs-135986	359	7	application	application	NOUN
afs-135986	359	8	in	in	ADP
afs-135986	359	9	carrot	carrot	NOUN
afs-135986	359	10	fields	field	NOUN
afs-135986	359	11	.	.	PUNCT
afs-135986	360	1	open	open	ADJ
afs-135986	360	2	chemistry	chemistry	NOUN
afs-135986	360	3	20	20	NUM
afs-135986	360	4	:	:	PUNCT
afs-135986	360	5	287–296	287–296	NUM
afs-135986	360	6	.	.	PUNCT
afs-135986	361	1	https://doi.org/10.1515/chem-2022-0135	https://doi.org/10.1515/chem-2022-0135	PROPN
afs-135986	361	2	rybacki	rybacki	PROPN
afs-135986	361	3	,	,	PUNCT
afs-135986	361	4	p.	p.	NOUN
afs-135986	361	5	,	,	PUNCT
afs-135986	361	6	przygodziński	przygodziński	PROPN
afs-135986	361	7	,	,	PUNCT
afs-135986	361	8	p.	p.	NOUN
afs-135986	361	9	,	,	PUNCT
afs-135986	361	10	osuch	osuch	ADJ
afs-135986	361	11	,	,	PUNCT
afs-135986	361	12	a.	a.	NOUN
afs-135986	361	13	,	,	PUNCT
afs-135986	361	14	blecharczyk	blecharczyk	VERB
afs-135986	361	15	,	,	PUNCT
afs-135986	361	16	a.	a.	NOUN
afs-135986	361	17	,	,	PUNCT
afs-135986	361	18	walkowiak	walkowiak	PROPN
afs-135986	361	19	,	,	PUNCT
afs-135986	361	20	r.	r.	PROPN
afs-135986	361	21	,	,	PUNCT
afs-135986	361	22	osuch	osuch	PROPN
afs-135986	361	23	,	,	PUNCT
afs-135986	361	24	e.	e.	PROPN
afs-135986	361	25	&	&	CCONJ
afs-135986	361	26	kowalik	kowalik	PROPN
afs-135986	361	27	,	,	PUNCT
afs-135986	361	28	i.	i.	PROPN
afs-135986	361	29	2021	2021	NUM
afs-135986	361	30	.	.	PUNCT
afs-135986	362	1	the	the	DET
afs-135986	362	2	technology	technology	NOUN
afs-135986	362	3	of	of	ADP
afs-135986	362	4	precise	precise	ADJ
afs-135986	362	5	application	application	NOUN
afs-135986	362	6	of	of	ADP
afs-135986	362	7	herbicides	herbicide	NOUN
afs-135986	362	8	in	in	ADP
afs-135986	362	9	onion	onion	NOUN
afs-135986	362	10	field	field	NOUN
afs-135986	362	11	cultivation	cultivation	NOUN
afs-135986	362	12	.	.	PUNCT
afs-135986	363	1	agriculture	agriculture	NOUN
afs-135986	363	2	11	11	NUM
afs-135986	363	3	:	:	SYM
afs-135986	363	4	577	577	NUM
afs-135986	363	5	.	.	PUNCT
afs-135986	364	1	https://doi.org/10.3390/agriculture11070577	https://doi.org/10.3390/agriculture11070577	PROPN
afs-135986	364	2	standards	standard	NOUN
afs-135986	364	3	for	for	ADP
afs-135986	364	4	fresh	fresh	ADJ
afs-135986	364	5	fruit	fruit	NOUN
afs-135986	364	6	and	and	CCONJ
afs-135986	364	7	vegetables	vegetable	NOUN
afs-135986	364	8	.	.	PUNCT
afs-135986	365	1	commission	commission	NOUN
afs-135986	365	2	regulation	regulation	NOUN
afs-135986	365	3	(	(	PUNCT
afs-135986	365	4	ec	ec	PROPN
afs-135986	365	5	)	)	PUNCT
afs-135986	365	6	no	no	DET
afs-135986	365	7	46/2003	46/2003	NOUN
afs-135986	365	8	of	of	ADP
afs-135986	365	9	10	10	NUM
afs-135986	365	10	january	january	NOUN
afs-135986	365	11	2003	2003	NUM
afs-135986	365	12	amending	amend	VERB
afs-135986	365	13	the	the	DET
afs-135986	365	14	marketing	marketing	NOUN
afs-135986	365	15	standards	standard	NOUN
afs-135986	365	16	for	for	ADP
afs-135986	365	17	fresh	fresh	ADJ
afs-135986	365	18	fruit	fruit	NOUN
afs-135986	365	19	and	and	CCONJ
afs-135986	365	20	vegetables	vegetable	NOUN
afs-135986	365	21	as	as	SCONJ
afs-135986	365	22	regards	regard	NOUN
afs-135986	365	23	mixes	mix	NOUN
afs-135986	365	24	of	of	ADP
afs-135986	365	25	different	different	ADJ
afs-135986	365	26	types	type	NOUN
afs-135986	365	27	of	of	ADP
afs-135986	365	28	fresh	fresh	ADJ
afs-135986	365	29	fruit	fruit	NOUN
afs-135986	365	30	and	and	CCONJ
afs-135986	365	31	vegetables	vegetable	NOUN
afs-135986	365	32	in	in	ADP
afs-135986	365	33	the	the	DET
afs-135986	365	34	same	same	ADJ
afs-135986	365	35	sales	sale	NOUN
afs-135986	365	36	package	package	NOUN
afs-135986	365	37	,	,	PUNCT
afs-135986	365	38	https://lexparency.org/eu/32003r0046	https://lexparency.org/eu/32003r0046	PROPN
afs-135986	365	39	(	(	PUNCT
afs-135986	365	40	accessed	access	VERB
afs-135986	365	41	10	10	NUM
afs-135986	365	42	july	july	PROPN
afs-135986	365	43	2023	2023	NUM
afs-135986	365	44	)	)	PUNCT
afs-135986	365	45	sanaeifar	sanaeifar	NOUN
afs-135986	365	46	,	,	PUNCT
afs-135986	365	47	a.	a.	NOUN
afs-135986	365	48	,	,	PUNCT
afs-135986	365	49	guindo	guindo	PROPN
afs-135986	365	50	,	,	PUNCT
afs-135986	365	51	m.l	m.l	PROPN
afs-135986	365	52	.	.	PROPN
afs-135986	365	53	,	,	PUNCT
afs-135986	365	54	bakhshipour	bakhshipour	PROPN
afs-135986	365	55	,	,	PUNCT
afs-135986	365	56	a.	a.	NOUN
afs-135986	365	57	,	,	PUNCT
afs-135986	365	58	fazayeli	fazayeli	PROPN
afs-135986	365	59	,	,	PUNCT
afs-135986	365	60	h.	h.	PROPN
afs-135986	365	61	,	,	PUNCT
afs-135986	365	62	li	li	PROPN
afs-135986	365	63	,	,	PUNCT
afs-135986	365	64	x.	x.	PROPN
afs-135986	365	65	&	&	CCONJ
afs-135986	365	66	yang	yang	PROPN
afs-135986	365	67	,	,	PUNCT
afs-135986	365	68	c.	c.	PROPN
afs-135986	365	69	2023	2023	NUM
afs-135986	365	70	.	.	PUNCT
afs-135986	366	1	advancing	advance	VERB
afs-135986	366	2	precision	precision	NOUN
afs-135986	366	3	agriculture	agriculture	NOUN
afs-135986	366	4	:	:	PUNCT
afs-135986	366	5	the	the	DET
afs-135986	366	6	potential	potential	NOUN
afs-135986	366	7	of	of	ADP
afs-135986	366	8	deep	deep	ADJ
afs-135986	366	9	learning	learning	NOUN
afs-135986	366	10	for	for	ADP
afs-135986	366	11	cereal	cereal	NOUN
afs-135986	366	12	plant	plant	NOUN
afs-135986	366	13	head	head	NOUN
afs-135986	366	14	detection	detection	NOUN
afs-135986	366	15	.	.	PUNCT
afs-135986	367	1	computers	computer	NOUN
afs-135986	367	2	and	and	CCONJ
afs-135986	367	3	electronics	electronic	NOUN
afs-135986	367	4	in	in	ADP
afs-135986	367	5	agriculture	agriculture	NOUN
afs-135986	367	6	209	209	NUM
afs-135986	367	7	:	:	PUNCT
afs-135986	367	8	107875	107875	NUM
afs-135986	367	9	.	.	PUNCT
afs-135986	368	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
afs-135986	368	2	.	.	PUNCT
afs-135986	369	1	compag.2023.107875	compag.2023.107875	PROPN
afs-135986	369	2	singh	singh	ADJ
afs-135986	369	3	,	,	PUNCT
afs-135986	369	4	v.	v.	ADV
afs-135986	369	5	,	,	PUNCT
afs-135986	369	6	chug	chug	VERB
afs-135986	369	7	,	,	PUNCT
afs-135986	369	8	a.	a.	PROPN
afs-135986	369	9	&	&	CCONJ
afs-135986	369	10	singh	singh	PROPN
afs-135986	369	11	,	,	PUNCT
afs-135986	369	12	a.p	a.p	PROPN
afs-135986	369	13	.	.	PROPN
afs-135986	369	14	2023	2023	NUM
afs-135986	369	15	.	.	PUNCT
afs-135986	370	1	classification	classification	NOUN
afs-135986	370	2	of	of	ADP
afs-135986	370	3	beans	bean	NOUN
afs-135986	370	4	leaf	leaf	NOUN
afs-135986	370	5	diseases	disease	NOUN
afs-135986	370	6	using	use	VERB
afs-135986	370	7	fine	fine	ADJ
afs-135986	370	8	tuned	tune	VERB
afs-135986	370	9	cnn	cnn	PROPN
afs-135986	370	10	model	model	NOUN
afs-135986	370	11	.	.	PUNCT
afs-135986	371	1	procedia	procedia	PROPN
afs-135986	371	2	computer	computer	NOUN
afs-135986	371	3	science	science	NOUN
afs-135986	371	4	218	218	NUM
afs-135986	371	5	:	:	PUNCT
afs-135986	371	6	348–356	348–356	NUM
afs-135986	371	7	.	.	PUNCT
afs-135986	372	1	https://doi.org/10.1016/j.procs.2023.01.017	https://doi.org/10.1016/j.procs.2023.01.017	NOUN
afs-135986	372	2	sun	sun	NOUN
afs-135986	372	3	,	,	PUNCT
afs-135986	372	4	d.	d.	PROPN
afs-135986	372	5	,	,	PUNCT
afs-135986	372	6	robbins	robbins	PROPN
afs-135986	372	7	,	,	PUNCT
afs-135986	372	8	k.	k.	PROPN
afs-135986	372	9	,	,	PUNCT
afs-135986	372	10	morales	morale	NOUN
afs-135986	372	11	,	,	PUNCT
afs-135986	372	12	n.	n.	PROPN
afs-135986	372	13	,	,	PUNCT
afs-135986	372	14	shu	shu	PROPN
afs-135986	372	15	,	,	PUNCT
afs-135986	372	16	q.	q.	PROPN
afs-135986	372	17	&	&	CCONJ
afs-135986	372	18	cen	cen	PROPN
afs-135986	372	19	,	,	PUNCT
afs-135986	372	20	h.	h.	PROPN
afs-135986	372	21	2022	2022	NUM
afs-135986	372	22	.	.	PUNCT
afs-135986	373	1	advances	advance	NOUN
afs-135986	373	2	in	in	ADP
afs-135986	373	3	optical	optical	ADJ
afs-135986	373	4	phenotyping	phenotyping	NOUN
afs-135986	373	5	of	of	ADP
afs-135986	373	6	cereal	cereal	NOUN
afs-135986	373	7	crops	crop	NOUN
afs-135986	373	8	.	.	PUNCT
afs-135986	374	1	trends	trend	NOUN
afs-135986	374	2	in	in	ADP
afs-135986	374	3	plant	plant	NOUN
afs-135986	374	4	science	science	NOUN
afs-135986	374	5	27	27	NUM
afs-135986	374	6	:	:	PUNCT
afs-135986	374	7	191	191	NUM
afs-135986	374	8	-	-	SYM
afs-135986	374	9	208	208	NUM
afs-135986	374	10	.	.	PUNCT
afs-135986	375	1	https://doi.org/10.1016/j.tplants.2021.07.015	https://doi.org/10.1016/j.tplants.2021.07.015	NOUN
afs-135986	375	2	szczepańska	szczepańska	PROPN
afs-135986	375	3	,	,	PUNCT
afs-135986	375	4	j.	j.	PROPN
afs-135986	375	5	,	,	PUNCT
afs-135986	375	6	barba	barba	PROPN
afs-135986	375	7	,	,	PUNCT
afs-135986	375	8	f.j	f.j	PROPN
afs-135986	375	9	.	.	PROPN
afs-135986	375	10	,	,	PUNCT
afs-135986	375	11	skąpska	skąpska	PROPN
afs-135986	375	12	,	,	PUNCT
afs-135986	375	13	s.	s.	PROPN
afs-135986	375	14	&	&	CCONJ
afs-135986	375	15	marszałek	marszałek	PROPN
afs-135986	375	16	,	,	PUNCT
afs-135986	375	17	k.	k.	PROPN
afs-135986	375	18	2020	2020	NUM
afs-135986	375	19	.	.	PUNCT
afs-135986	376	1	high	high	ADJ
afs-135986	376	2	pressure	pressure	NOUN
afs-135986	376	3	processing	processing	NOUN
afs-135986	376	4	of	of	ADP
afs-135986	376	5	carrot	carrot	NOUN
afs-135986	376	6	juice	juice	NOUN
afs-135986	376	7	:	:	PUNCT
afs-135986	376	8	effect	effect	NOUN
afs-135986	376	9	of	of	ADP
afs-135986	376	10	static	static	ADJ
afs-135986	376	11	and	and	CCONJ
afs-135986	376	12	multi	multi	ADJ
afs-135986	376	13	-	-	ADJ
afs-135986	376	14	pulsed	pulsed	ADJ
afs-135986	376	15	pressure	pressure	NOUN
afs-135986	376	16	on	on	ADP
afs-135986	376	17	the	the	DET
afs-135986	376	18	polyphenolic	polyphenolic	ADJ
afs-135986	376	19	profile	profile	NOUN
afs-135986	376	20	,	,	PUNCT
afs-135986	376	21	oxidoreductases	oxidoreductase	NOUN
afs-135986	376	22	activity	activity	NOUN
afs-135986	376	23	and	and	CCONJ
afs-135986	376	24	color	color	NOUN
afs-135986	376	25	.	.	PUNCT
afs-135986	377	1	food	food	NOUN
afs-135986	377	2	chemistry	chemistry	NOUN
afs-135986	377	3	307	307	NUM
afs-135986	377	4	:	:	PUNCT
afs-135986	377	5	125549	125549	NUM
afs-135986	377	6	.	.	PUNCT
afs-135986	378	1	https://doi	https://doi	X
afs-135986	378	2	.	.	PUNCT
afs-135986	378	3	org/10.1016	org/10.1016	PROPN
afs-135986	378	4	/	/	SYM
afs-135986	378	5	j.foodchem.2019.125549	j.foodchem.2019.125549	PROPN
afs-135986	378	6	torres	torres	PROPN
afs-135986	378	7	,	,	PUNCT
afs-135986	378	8	j.m.m	j.m.m	NOUN
afs-135986	378	9	.	.	PROPN
afs-135986	378	10	,	,	PUNCT
afs-135986	378	11	medina	medina	PROPN
afs-135986	378	12	-	-	PUNCT
afs-135986	378	13	devilliers	devillier	NOUN
afs-135986	378	14	,	,	PUNCT
afs-135986	378	15	s.	s.	PROPN
afs-135986	378	16	,	,	PUNCT
afs-135986	378	17	clarkson	clarkson	PROPN
afs-135986	378	18	,	,	PUNCT
afs-135986	378	19	t.	t.	PROPN
afs-135986	378	20	,	,	PUNCT
afs-135986	378	21	lerner	lerner	PROPN
afs-135986	378	22	,	,	PUNCT
afs-135986	378	23	m.d	m.d	PROPN
afs-135986	378	24	.	.	PROPN
afs-135986	378	25	&	&	CCONJ
afs-135986	378	26	riccardi	riccardi	PROPN
afs-135986	378	27	,	,	PUNCT
afs-135986	378	28	g.	g.	PROPN
afs-135986	378	29	2023	2023	NUM
afs-135986	378	30	.	.	PUNCT
afs-135986	379	1	evaluation	evaluation	NOUN
afs-135986	379	2	of	of	ADP
afs-135986	379	3	interpretability	interpretability	NOUN
afs-135986	379	4	for	for	ADP
afs-135986	379	5	deep	deep	ADJ
afs-135986	379	6	learning	learning	NOUN
afs-135986	379	7	algorithms	algorithm	NOUN
afs-135986	379	8	in	in	ADP
afs-135986	379	9	eeg	eeg	PROPN
afs-135986	379	10	emotion	emotion	NOUN
afs-135986	379	11	recognition	recognition	NOUN
afs-135986	379	12	:	:	PUNCT
afs-135986	379	13	a	a	DET
afs-135986	379	14	case	case	NOUN
afs-135986	379	15	study	study	NOUN
afs-135986	379	16	in	in	ADP
afs-135986	379	17	autism	autism	NOUN
afs-135986	379	18	.	.	PUNCT
afs-135986	380	1	artificial	artificial	ADJ
afs-135986	380	2	intelligence	intelligence	NOUN
afs-135986	380	3	in	in	ADP
afs-135986	380	4	medicine	medicine	NOUN
afs-135986	380	5	143	143	NUM
afs-135986	380	6	:	:	SYM
afs-135986	380	7	102545	102545	NUM
afs-135986	380	8	.	.	PUNCT
afs-135986	381	1	https://doi	https://doi	X
afs-135986	381	2	.	.	PUNCT
afs-135986	381	3	org/10.1016	org/10.1016	PROPN
afs-135986	381	4	/	/	SYM
afs-135986	381	5	j.artmed.2023.102545	j.artmed.2023.102545	PROPN
afs-135986	381	6	xie	xie	PROPN
afs-135986	381	7	,	,	PUNCT
afs-135986	381	8	w.	w.	PROPN
afs-135986	381	9	,	,	PUNCT
afs-135986	381	10	wang	wang	PROPN
afs-135986	381	11	,	,	PUNCT
afs-135986	381	12	f.	f.	PROPN
afs-135986	381	13	&	&	CCONJ
afs-135986	381	14	yang	yang	PROPN
afs-135986	381	15	,	,	PUNCT
afs-135986	381	16	d.	d.	PROPN
afs-135986	381	17	2019a	2019a	PROPN
afs-135986	381	18	.	.	PUNCT
afs-135986	382	1	research	research	NOUN
afs-135986	382	2	on	on	ADP
afs-135986	382	3	carrot	carrot	NOUN
afs-135986	382	4	grading	grading	NOUN
afs-135986	382	5	based	base	VERB
afs-135986	382	6	on	on	ADP
afs-135986	382	7	machine	machine	NOUN
afs-135986	382	8	vision	vision	NOUN
afs-135986	382	9	feature	feature	NOUN
afs-135986	382	10	parameters	parameter	NOUN
afs-135986	382	11	.	.	PUNCT
afs-135986	383	1	ifac	ifac	NOUN
afs-135986	383	2	papersonline	papersonline	NOUN
afs-135986	383	3	52	52	NUM
afs-135986	383	4	:	:	SYM
afs-135986	383	5	30–35	30–35	NUM
afs-135986	383	6	.	.	PUNCT
afs-135986	384	1	https://doi.org/10.1016/j.ifacol.2019.12.485	https://doi.org/10.1016/j.ifacol.2019.12.485	PROPN
afs-135986	384	2	xie	xie	PROPN
afs-135986	384	3	,	,	PUNCT
afs-135986	384	4	w.	w.	PROPN
afs-135986	384	5	,	,	PUNCT
afs-135986	384	6	wang	wang	PROPN
afs-135986	384	7	,	,	PUNCT
afs-135986	384	8	f.	f.	PROPN
afs-135986	384	9	&	&	CCONJ
afs-135986	384	10	yang	yang	PROPN
afs-135986	384	11	,	,	PUNCT
afs-135986	384	12	d.	d.	PROPN
afs-135986	384	13	2019b	2019b	NUM
afs-135986	384	14	.	.	PUNCT
afs-135986	385	1	research	research	NOUN
afs-135986	385	2	on	on	ADP
afs-135986	385	3	carrot	carrot	NOUN
afs-135986	385	4	surface	surface	NOUN
afs-135986	385	5	defect	defect	NOUN
afs-135986	385	6	detection	detection	NOUN
afs-135986	385	7	methods	method	NOUN
afs-135986	385	8	based	base	VERB
afs-135986	385	9	on	on	ADP
afs-135986	385	10	machine	machine	NOUN
afs-135986	385	11	vision	vision	NOUN
afs-135986	385	12	.	.	PUNCT
afs-135986	386	1	ifac	ifac	NOUN
afs-135986	386	2	papersonline	papersonline	NOUN
afs-135986	386	3	52	52	NUM
afs-135986	386	4	:	:	SYM
afs-135986	386	5	24–29	24–29	NUM
afs-135986	386	6	.	.	PUNCT
afs-135986	387	1	https://doi.org/10.1016/j.ifacol.2019.12.484	https://doi.org/10.1016/j.ifacol.2019.12.484	PROPN
afs-135986	387	2	xie	xie	PROPN
afs-135986	387	3	,	,	PUNCT
afs-135986	387	4	w.	w.	PROPN
afs-135986	387	5	,	,	PUNCT
afs-135986	387	6	wei	wei	PROPN
afs-135986	387	7	,	,	PUNCT
afs-135986	387	8	s.	s.	PROPN
afs-135986	387	9	,	,	PUNCT
afs-135986	387	10	zheng	zheng	PROPN
afs-135986	387	11	,	,	PUNCT
afs-135986	387	12	z.	z.	PROPN
afs-135986	387	13	&	&	CCONJ
afs-135986	387	14	yang	yang	PROPN
afs-135986	387	15	,	,	PUNCT
afs-135986	387	16	d.	d.	PROPN
afs-135986	387	17	2021	2021	NUM
afs-135986	387	18	.	.	PUNCT
afs-135986	388	1	a	a	DET
afs-135986	388	2	cnn	cnn	PROPN
afs-135986	388	3	-	-	PUNCT
afs-135986	388	4	based	base	VERB
afs-135986	388	5	lightweight	lightweight	ADJ
afs-135986	388	6	ensemble	ensemble	ADJ
afs-135986	388	7	model	model	NOUN
afs-135986	388	8	for	for	ADP
afs-135986	388	9	detecting	detect	VERB
afs-135986	388	10	defective	defective	ADJ
afs-135986	388	11	carrots	carrot	NOUN
afs-135986	388	12	.	.	PUNCT
afs-135986	389	1	biosystems	biosystem	NOUN
afs-135986	389	2	engineering	engineer	VERB
afs-135986	389	3	208	208	NUM
afs-135986	389	4	:	:	PUNCT
afs-135986	389	5	287–299	287–299	NUM
afs-135986	389	6	.	.	PUNCT
afs-135986	390	1	https://doi.org/10.1016/j.biosystemseng.2021.06.008	https://doi.org/10.1016/j.biosystemseng.2021.06.008	PROPN
afs-135986	390	2	xie	xie	PROPN
afs-135986	390	3	,	,	PUNCT
afs-135986	390	4	w.	w.	PROPN
afs-135986	390	5	,	,	PUNCT
afs-135986	390	6	wei	wei	PROPN
afs-135986	390	7	,	,	PUNCT
afs-135986	390	8	s.	s.	PROPN
afs-135986	390	9	&	&	CCONJ
afs-135986	390	10	yang	yang	PROPN
afs-135986	390	11	,	,	PUNCT
afs-135986	390	12	d.	d.	PROPN
afs-135986	390	13	2023	2023	NUM
afs-135986	390	14	.	.	PUNCT
afs-135986	391	1	morphological	morphological	ADJ
afs-135986	391	2	measurement	measurement	NOUN
afs-135986	391	3	for	for	ADP
afs-135986	391	4	carrot	carrot	NOUN
afs-135986	391	5	based	base	VERB
afs-135986	391	6	on	on	ADP
afs-135986	391	7	three	three	NUM
afs-135986	391	8	-	-	PUNCT
afs-135986	391	9	dimensional	dimensional	ADJ
afs-135986	391	10	reconstruction	reconstruction	NOUN
afs-135986	391	11	with	with	ADP
afs-135986	391	12	a	a	DET
afs-135986	391	13	tof	tof	PROPN
afs-135986	391	14	sensor	sensor	NOUN
afs-135986	391	15	.	.	PUNCT
afs-135986	392	1	postharvest	postharv	ADJ
afs-135986	392	2	biology	biology	NOUN
afs-135986	392	3	and	and	CCONJ
afs-135986	392	4	technology	technology	NOUN
afs-135986	392	5	197	197	NUM
afs-135986	392	6	:	:	SYM
afs-135986	392	7	112216	112216	NUM
afs-135986	392	8	.	.	PUNCT
afs-135986	393	1	https://doi.org/10.1016/j.postharvbio.2022.112216	https://doi.org/10.1016/j.postharvbio.2022.112216	VERB
afs-135986	393	2	yu	yu	PROPN
afs-135986	393	3	,	,	PUNCT
afs-135986	393	4	m.	m.	NOUN
afs-135986	393	5	,	,	PUNCT
afs-135986	393	6	ma	ma	PROPN
afs-135986	393	7	,	,	PUNCT
afs-135986	393	8	x.	x.	PROPN
afs-135986	393	9	&	&	CCONJ
afs-135986	393	10	guan	guan	PROPN
afs-135986	393	11	,	,	PUNCT
afs-135986	393	12	h.	h.	PROPN
afs-135986	393	13	2023	2023	NUM
afs-135986	393	14	.	.	PUNCT
afs-135986	394	1	recognition	recognition	NOUN
afs-135986	394	2	method	method	NOUN
afs-135986	394	3	of	of	ADP
afs-135986	394	4	soybean	soybean	NOUN
afs-135986	394	5	leaf	leaf	NOUN
afs-135986	394	6	diseases	disease	NOUN
afs-135986	394	7	using	use	VERB
afs-135986	394	8	residual	residual	ADJ
afs-135986	394	9	neural	neural	ADJ
afs-135986	394	10	network	network	NOUN
afs-135986	394	11	based	base	VERB
afs-135986	394	12	on	on	ADP
afs-135986	394	13	transfer	transfer	NOUN
afs-135986	394	14	learning	learning	NOUN
afs-135986	394	15	.	.	PUNCT
afs-135986	395	1	ecological	ecological	ADJ
afs-135986	395	2	informatics	informatic	NOUN
afs-135986	395	3	76	76	NUM
afs-135986	395	4	:	:	PUNCT
afs-135986	395	5	102096	102096	NUM
afs-135986	395	6	.	.	PUNCT
afs-135986	396	1	https://doi.org/10.1016/j.ecoinf.2023.102096	https://doi.org/10.1016/j.ecoinf.2023.102096	PROPN
afs-135986	396	2	zhang	zhang	PROPN
afs-135986	396	3	,	,	PUNCT
afs-135986	396	4	x.	x.	PROPN
afs-135986	396	5	,	,	PUNCT
afs-135986	396	6	zhou	zhou	PROPN
afs-135986	396	7	,	,	PUNCT
afs-135986	396	8	x.	x.	PROPN
afs-135986	396	9	,	,	PUNCT
afs-135986	396	10	lin	lin	PROPN
afs-135986	396	11	,	,	PUNCT
afs-135986	396	12	m.	m.	NOUN
afs-135986	396	13	&	&	CCONJ
afs-135986	396	14	sun	sun	PROPN
afs-135986	396	15	,	,	PUNCT
afs-135986	396	16	j.	j.	PROPN
afs-135986	396	17	2018	2018	NUM
afs-135986	396	18	.	.	PUNCT
afs-135986	397	1	shufflenet	shufflenet	NOUN
afs-135986	397	2	:	:	PUNCT
afs-135986	397	3	an	an	DET
afs-135986	397	4	extremely	extremely	ADV
afs-135986	397	5	efficient	efficient	ADJ
afs-135986	397	6	convolutional	convolutional	ADJ
afs-135986	397	7	neural	neural	ADJ
afs-135986	397	8	network	network	NOUN
afs-135986	397	9	for	for	ADP
afs-135986	397	10	mobile	mobile	ADJ
afs-135986	397	11	devices	device	NOUN
afs-135986	397	12	.	.	PUNCT
afs-135986	398	1	in	in	ADP
afs-135986	398	2	:	:	PUNCT
afs-135986	398	3	proceedings	proceeding	NOUN
afs-135986	398	4	of	of	ADP
afs-135986	398	5	the	the	DET
afs-135986	398	6	ieee	ieee	NOUN
afs-135986	398	7	conference	conference	NOUN
afs-135986	398	8	on	on	ADP
afs-135986	398	9	computer	computer	NOUN
afs-135986	398	10	vision	vision	NOUN
afs-135986	398	11	and	and	CCONJ
afs-135986	398	12	pattern	pattern	NOUN
afs-135986	398	13	recognition	recognition	NOUN
afs-135986	398	14	,	,	PUNCT
afs-135986	398	15	salt	salt	NOUN
afs-135986	398	16	lake	lake	PROPN
afs-135986	398	17	city	city	PROPN
afs-135986	398	18	,	,	PUNCT
afs-135986	398	19	ut	ut	PROPN
afs-135986	398	20	,	,	PUNCT
afs-135986	398	21	usa	usa	PROPN
afs-135986	398	22	,	,	PUNCT
afs-135986	398	23	2018	2018	NUM
afs-135986	398	24	.	.	PUNCT
afs-135986	399	1	p.	p.	NOUN
afs-135986	399	2	6848	6848	NUM
afs-135986	399	3	-	-	SYM
afs-135986	399	4	6856	6856	NUM
afs-135986	399	5	:	:	PUNCT
afs-135986	399	6	01083	01083	NUM
afs-135986	399	7	.	.	PUNCT
afs-135986	400	1	https://doi.org/10.1109/cvpr.2018.00716	https://doi.org/10.1109/cvpr.2018.00716	PRON
afs-135986	400	2	zheng	zheng	PROPN
afs-135986	400	3	,	,	PUNCT
afs-135986	400	4	n.	n.	PROPN
afs-135986	400	5	,	,	PUNCT
afs-135986	400	6	yao	yao	PROPN
afs-135986	400	7	,	,	PUNCT
afs-135986	400	8	z.	z.	PROPN
afs-135986	400	9	,	,	PUNCT
afs-135986	400	10	tao	tao	PROPN
afs-135986	400	11	,	,	PUNCT
afs-135986	400	12	s.	s.	PROPN
afs-135986	400	13	,	,	PUNCT
afs-135986	400	14	almadhor	almadhor	PROPN
afs-135986	400	15	,	,	PUNCT
afs-135986	400	16	a.	a.	NOUN
afs-135986	400	17	,	,	PUNCT
afs-135986	400	18	alqahtani	alqahtani	PROPN
afs-135986	400	19	,	,	PUNCT
afs-135986	400	20	m.s	m.s	PROPN
afs-135986	400	21	.	.	PROPN
afs-135986	400	22	,	,	PUNCT
afs-135986	400	23	ghoniem	ghoniem	PROPN
afs-135986	400	24	,	,	PUNCT
afs-135986	400	25	r.m	r.m	PROPN
afs-135986	400	26	.	.	PROPN
afs-135986	400	27	,	,	PUNCT
afs-135986	400	28	zhao	zhao	PROPN
afs-135986	400	29	,	,	PUNCT
afs-135986	400	30	h.	h.	PROPN
afs-135986	400	31	&	&	CCONJ
afs-135986	400	32	li	li	PROPN
afs-135986	400	33	,	,	PUNCT
afs-135986	400	34	s.	s.	PROPN
afs-135986	400	35	2023	2023	NUM
afs-135986	400	36	.	.	PUNCT
afs-135986	401	1	application	application	NOUN
afs-135986	401	2	of	of	ADP
afs-135986	401	3	nanotechnology	nanotechnology	NOUN
afs-135986	401	4	in	in	ADP
afs-135986	401	5	breast	breast	NOUN
afs-135986	401	6	cancer	cancer	NOUN
afs-135986	401	7	screening	screen	VERB
afs-135986	401	8	under	under	ADP
afs-135986	401	9	obstetrics	obstetric	NOUN
afs-135986	401	10	and	and	CCONJ
afs-135986	401	11	gynecology	gynecology	NOUN
afs-135986	401	12	through	through	ADP
afs-135986	401	13	the	the	DET
afs-135986	401	14	use	use	NOUN
afs-135986	401	15	of	of	ADP
afs-135986	401	16	cnn	cnn	PROPN
afs-135986	401	17	and	and	CCONJ
afs-135986	401	18	anfis	anfis	PROPN
afs-135986	401	19	.	.	PUNCT
afs-135986	402	1	environmental	environmental	ADJ
afs-135986	402	2	research	research	NOUN
afs-135986	402	3	234	234	NUM
afs-135986	402	4	:	:	SYM
afs-135986	402	5	116414	116414	NUM
afs-135986	402	6	.	.	PUNCT
afs-135986	403	1	https://doi.org/10.1016/j.envres.2023.116414	https://doi.org/10.1016/j.envres.2023.116414	PROPN
afs-135986	403	2	zhu	zhu	PROPN
afs-135986	403	3	,	,	PUNCT
afs-135986	403	4	h.	h.	PROPN
afs-135986	403	5	,	,	PUNCT
afs-135986	403	6	deng	deng	PROPN
afs-135986	403	7	,	,	PUNCT
afs-135986	403	8	l.	l.	PROPN
afs-135986	403	9	,	,	PUNCT
afs-135986	403	10	wang	wang	PROPN
afs-135986	403	11	,	,	PUNCT
afs-135986	403	12	d.	d.	PROPN
afs-135986	403	13	,	,	PUNCT
afs-135986	403	14	gao	gao	PROPN
afs-135986	403	15	,	,	PUNCT
afs-135986	403	16	j.	j.	PROPN
afs-135986	403	17	,	,	PUNCT
afs-135986	403	18	ni	ni	PROPN
afs-135986	403	19	,	,	PUNCT
afs-135986	403	20	j.	j.	PROPN
afs-135986	403	21	&	&	CCONJ
afs-135986	403	22	han	han	PROPN
afs-135986	403	23	,	,	PUNCT
afs-135986	403	24	z.	z.	PROPN
afs-135986	403	25	2019	2019	NUM
afs-135986	403	26	.	.	PUNCT
afs-135986	404	1	identifying	identify	VERB
afs-135986	404	2	carrot	carrot	NOUN
afs-135986	404	3	appearance	appearance	NOUN
afs-135986	404	4	quality	quality	NOUN
afs-135986	404	5	by	by	ADP
afs-135986	404	6	transfer	transfer	NOUN
afs-135986	404	7	learning	learning	NOUN
afs-135986	404	8	.	.	PUNCT
afs-135986	405	1	journal	journal	PROPN
afs-135986	405	2	of	of	ADP
afs-135986	405	3	food	food	NOUN
afs-135986	405	4	process	process	NOUN
afs-135986	405	5	engineering	engineer	VERB
afs-135986	405	6	42	42	NUM
afs-135986	405	7	:	:	PUNCT
afs-135986	405	8	e13187	e13187	PROPN
afs-135986	405	9	.	.	PROPN
afs-135986	405	10	https://doi.org/10.1111/jfpe.13187	https://doi.org/10.1111/jfpe.13187	PROPN
afs-135986	406	1	zhu	zhu	PROPN
afs-135986	406	2	,	,	PUNCT
afs-135986	406	3	h.	h.	PROPN
afs-135986	406	4	,	,	PUNCT
afs-135986	406	5	yang	yang	PROPN
afs-135986	406	6	,	,	PUNCT
afs-135986	406	7	l.	l.	PROPN
afs-135986	406	8	,	,	PUNCT
afs-135986	406	9	sun	sun	PROPN
afs-135986	406	10	,	,	PUNCT
afs-135986	406	11	y.	y.	PROPN
afs-135986	406	12	&	&	CCONJ
afs-135986	406	13	han	han	PROPN
afs-135986	406	14	,	,	PUNCT
afs-135986	406	15	z.	z.	PROPN
afs-135986	406	16	2021a	2021a	NUM
afs-135986	406	17	.	.	PUNCT
afs-135986	407	1	identifying	identify	VERB
afs-135986	407	2	carrot	carrot	NOUN
afs-135986	407	3	appearance	appearance	NOUN
afs-135986	407	4	quality	quality	NOUN
afs-135986	407	5	by	by	ADP
afs-135986	407	6	an	an	DET
afs-135986	407	7	improved	improve	VERB
afs-135986	407	8	dense	dense	ADJ
afs-135986	407	9	capnet	capnet	NOUN
afs-135986	407	10	.	.	PUNCT
afs-135986	408	1	journal	journal	PROPN
afs-135986	408	2	of	of	ADP
afs-135986	408	3	food	food	NOUN
afs-135986	408	4	process	process	NOUN
afs-135986	408	5	engineering	engineer	VERB
afs-135986	408	6	44	44	NUM
afs-135986	408	7	:	:	PUNCT
afs-135986	408	8	e13586	e13586	NOUN
afs-135986	408	9	.	.	NOUN
afs-135986	408	10	https://doi.org/10.1111/jfpe.13586	https://doi.org/10.1111/jfpe.13586	PROPN
afs-135986	408	11	zhu	zhu	PROPN
afs-135986	408	12	,	,	PUNCT
afs-135986	408	13	h.	h.	PROPN
afs-135986	408	14	,	,	PUNCT
afs-135986	408	15	yang	yang	PROPN
afs-135986	408	16	,	,	PUNCT
afs-135986	408	17	l.	l.	PROPN
afs-135986	408	18	,	,	PUNCT
afs-135986	408	19	fei	fei	PROPN
afs-135986	408	20	,	,	PUNCT
afs-135986	408	21	j.	j.	PROPN
afs-135986	408	22	,	,	PUNCT
afs-135986	408	23	zhao	zhao	PROPN
afs-135986	408	24	,	,	PUNCT
afs-135986	408	25	l.	l.	PROPN
afs-135986	408	26	&	&	CCONJ
afs-135986	408	27	han	han	PROPN
afs-135986	408	28	,	,	PUNCT
afs-135986	408	29	z.	z.	PROPN
afs-135986	408	30	2021b	2021b	NUM
afs-135986	408	31	.	.	PUNCT
afs-135986	409	1	recognition	recognition	NOUN
afs-135986	409	2	of	of	ADP
afs-135986	409	3	carrot	carrot	NOUN
afs-135986	409	4	appearance	appearance	NOUN
afs-135986	409	5	quality	quality	NOUN
afs-135986	409	6	based	base	VERB
afs-135986	409	7	on	on	ADP
afs-135986	409	8	deep	deep	ADJ
afs-135986	409	9	feature	feature	NOUN
afs-135986	409	10	and	and	CCONJ
afs-135986	409	11	support	support	VERB
afs-135986	409	12	vector	vector	NOUN
afs-135986	409	13	machine	machine	NOUN
afs-135986	409	14	.	.	PUNCT
afs-135986	410	1	computers	computer	NOUN
afs-135986	410	2	and	and	CCONJ
afs-135986	410	3	electronics	electronic	NOUN
afs-135986	410	4	in	in	ADP
afs-135986	410	5	agriculture	agriculture	NOUN
afs-135986	410	6	186	186	NUM
afs-135986	410	7	:	:	SYM
afs-135986	410	8	106185	106185	NUM
afs-135986	410	9	.	.	PUNCT
afs-135986	411	1	https://doi.org/10.1016/j.compag.2021.106185	https://doi.org/10.1016/j.compag.2021.106185	VERB
afs-135986	411	2	convolutional	convolutional	ADJ
afs-135986	411	3	neural	neural	ADJ
afs-135986	411	4	network	network	NOUN
afs-135986	411	5	model	model	NOUN
afs-135986	411	6	for	for	ADP
afs-135986	411	7	the	the	DET
afs-135986	411	8	qualitativeevaluation	qualitativeevaluation	NOUN
afs-135986	411	9	of	of	ADP
afs-135986	411	10	geometric	geometric	ADJ
afs-135986	411	11	shape	shape	NOUN
afs-135986	411	12	of	of	ADP
afs-135986	411	13	carrot	carrot	NOUN
afs-135986	411	14	root	root	NOUN
afs-135986	411	15	introduction	introduction	NOUN
afs-135986	411	16	purpose	purpose	NOUN
afs-135986	411	17	,	,	PUNCT
afs-135986	411	18	material	material	NOUN
afs-135986	411	19	and	and	CCONJ
afs-135986	411	20	study	study	NOUN
afs-135986	411	21	methodology	methodology	NOUN
afs-135986	411	22	definition	definition	NOUN
afs-135986	411	23	of	of	ADP
afs-135986	411	24	carrot	carrot	NOUN
afs-135986	411	25	root	root	NOUN
afs-135986	411	26	classification	classification	NOUN
afs-135986	411	27	criteria	criterion	NOUN
afs-135986	411	28	preparation	preparation	NOUN
afs-135986	411	29	of	of	ADP
afs-135986	411	30	the	the	DET
afs-135986	411	31	data	datum	NOUN
afs-135986	411	32	set	set	VERB
afs-135986	411	33	image	image	NOUN
afs-135986	411	34	preprocessing	preprocessing	NOUN
afs-135986	411	35	software	software	NOUN
afs-135986	411	36	loading	loading	NOUN
afs-135986	411	37	and	and	CCONJ
afs-135986	411	38	preliminary	preliminary	ADJ
afs-135986	411	39	processing	processing	NOUN
afs-135986	411	40	of	of	ADP
afs-135986	411	41	the	the	DET
afs-135986	411	42	data	datum	NOUN
afs-135986	411	43	set	set	VERB
afs-135986	411	44	architecture	architecture	NOUN
afs-135986	411	45	of	of	ADP
afs-135986	411	46	the	the	DET
afs-135986	411	47	multi	multi	ADJ
afs-135986	411	48	-	-	ADJ
afs-135986	411	49	layer	layer	ADJ
afs-135986	411	50	cnn	cnn	PROPN
afs-135986	411	51	analysis	analysis	NOUN
afs-135986	411	52	results	result	VERB
afs-135986	411	53	discussion	discussion	NOUN
afs-135986	411	54	conclusions	conclusion	NOUN
afs-135986	411	55	references	reference	NOUN