id	sid	eid	entity	type
esrj-89750	2	1	palabras clave	ORG
esrj-89750	2	2	aprendizaje profundo	PERSON
esrj-89750	2	3	imagen de teledetección del suelo	ORG
esrj-89750	2	4	estimación de máxima	PERSON
esrj-89750	2	5	método de clasificación	ORG
esrj-89750	3	1	liang	PERSON
esrj-89750	3	2	s.	PERSON
esrj-89750	3	3	cheng	GPE
esrj-89750	3	4	j., & zhang	ORG
esrj-89750	3	5	2020	DATE
esrj-89750	5	1	earth sciences research journal	ORG
esrj-89750	5	2	24(3	CARDINAL
esrj-89750	5	3	357	CARDINAL
esrj-89750	10	1	four	CARDINAL
esrj-89750	11	1	firstly	ORDINAL
esrj-89750	11	2	three	CARDINAL
esrj-89750	11	3	secondly	ORDINAL
esrj-89750	11	4	thirdly	ORDINAL
esrj-89750	13	1	clasificación de verosimilitud máxima de imágenes en teledetección del suelo	PERSON
esrj-89750	13	2	en aprendizaje profundo automático issn 1794-6190	ORG
esrj-89750	13	3	2339-3459	CARDINAL
esrj-89750	13	4	la clasificación de imágenes de detección remota de suelos es la más difícil en el trabajo del censo nacional de suelos en china	ORG
esrj-89750	14	1	los métodos	ORG
esrj-89750	14	2	de clasificación de imágenes de teledetección del suelo basados en el aprendizaje	ORG
esrj-89750	15	1	por lo tanto	ORG
esrj-89750	15	2	este documento combina el aprendizaje	PERSON
esrj-89750	15	3	método de clasificación para estas imágenes de teledetección	ORG
esrj-89750	16	1	se lleva	PERSON
esrj-89750	16	2	del suelo	PERSON
esrj-89750	16	3	lo que incluye tres	PERSON
esrj-89750	16	4	imagen gris	ORG
esrj-89750	16	5	eliminación de ruido	PERSON
esrj-89750	16	6	y corrección de imagen	PERSON
esrj-89750	16	7	en segundo lugar	ORG
esrj-89750	16	8	el objetivo de la	PERSON
esrj-89750	16	9	del suelo se	PERSON
esrj-89750	16	10	detecta mediante un algoritmo de aprendizaje	ORG
esrj-89750	16	11	el algoritmo de máxima verosimilitud se usa para clasificar la imagen de detección	ORG
esrj-89750	16	12	remota del suelo	ORG
esrj-89750	16	13	el rendimiento de la clasificación se prueba	ORG
esrj-89750	16	14	un	ORG
esrj-89750	16	15	ejemplo	ORG
esrj-89750	17	1	los resultados	GPE
esrj-89750	17	2	muestran que este método puede segmentar efectivamente la imagen de detección	ORG
esrj-89750	17	3	remota del suelo	ORG
esrj-89750	17	4	y la precisión de la segmentación es alta	PERSON
esrj-89750	17	5	lo que demuestra la	PERSON
esrj-89750	18	1	earth sciences research journal	ORG
esrj-89750	18	2	sci.	ORG
esrj-89750	20	1	j. vol.	PERSON
esrj-89750	21	1	24	CARDINAL
esrj-89750	21	2	3	CARDINAL
esrj-89750	21	3	september	DATE
esrj-89750	21	4	2020	DATE
esrj-89750	21	5	357	CARDINAL
esrj-89750	23	1	zhengzhou university	ORG
esrj-89750	23	2	zhengzhou 450002	GPE
esrj-89750	23	3	china 2engineering	ORG
esrj-89750	23	4	zhengzhou university	ORG
esrj-89750	23	5	zhengzhou 450002	GPE
esrj-89750	23	6	china	GPE
esrj-89750	23	7	o te	PERSON
esrj-89750	23	8	358	CARDINAL
esrj-89750	23	9	zhang1	FAC
esrj-89750	23	10	china	GPE
esrj-89750	24	1	about 9.6 million square kilometers	QUANTITY
esrj-89750	24	2	second	ORDINAL
esrj-89750	24	3	russia	GPE
esrj-89750	24	4	canada	GPE
esrj-89750	24	5	third	ORDINAL
esrj-89750	25	1	two	CARDINAL
esrj-89750	25	2	1958 to 1960 and 1979 to 1985	DATE
esrj-89750	25	3	china	GPE
esrj-89750	27	1	two	CARDINAL
esrj-89750	29	1	chen et al.	PERSON
esrj-89750	29	2	2019	DATE
esrj-89750	38	1	cheng et al.	PERSON
esrj-89750	38	2	2018	DATE
esrj-89750	40	1	two	CARDINAL
esrj-89750	41	1	first	ORDINAL
esrj-89750	42	1	second	ORDINAL
esrj-89750	42	2	first	ORDINAL
esrj-89750	42	3	demattê et al.	PERSON
esrj-89750	42	4	2017	DATE
esrj-89750	44	1	roc	GPE
esrj-89750	45	1	china	GPE
esrj-89750	47	1	1	CARDINAL
esrj-89750	47	2	2	CARDINAL
esrj-89750	49	1	fitak & johnsen	ORG
esrj-89750	49	2	2017	DATE
esrj-89750	50	1	four	CARDINAL
esrj-89750	50	2	first	ORDINAL
esrj-89750	50	3	second	ORDINAL
esrj-89750	50	4	third	ORDINAL
esrj-89750	51	1	fourth	ORDINAL
esrj-89750	51	2	handelman & chor	ORG
esrj-89750	51	3	2017	DATE
esrj-89750	52	1	1	CARDINAL
esrj-89750	52	2	2	CARDINAL
esrj-89750	52	3	359maximum	CARDINAL
esrj-89750	53	1	li et al.	PERSON
esrj-89750	53	2	2017	DATE
esrj-89750	55	1	4	CARDINAL
esrj-89750	55	2	4	CARDINAL
esrj-89750	55	3	3	CARDINAL
esrj-89750	56	1	ma et al.	PERSON
esrj-89750	56	2	2018	DATE
esrj-89750	57	1	two	CARDINAL
esrj-89750	58	1	1	CARDINAL
esrj-89750	59	1	three	CARDINAL
esrj-89750	60	1	three	CARDINAL
esrj-89750	60	2	2	CARDINAL
esrj-89750	61	1	2018	DATE
esrj-89750	62	1	1	CARDINAL
esrj-89750	62	2	255	CARDINAL
esrj-89750	65	1	four	CARDINAL
esrj-89750	65	2	1	CARDINAL
esrj-89750	66	1	2	CARDINAL
esrj-89750	68	1	3	CARDINAL
esrj-89750	68	2	3	CARDINAL
esrj-89750	69	1	1	CARDINAL
esrj-89750	70	1	four	CARDINAL
esrj-89750	70	2	three	CARDINAL
esrj-89750	70	3	three	CARDINAL
esrj-89750	78	1	1	CARDINAL
esrj-89750	79	1	j kk	PERSON
esrj-89750	79	2	1 2 3	CARDINAL
esrj-89750	79	3	0	CARDINAL
esrj-89750	79	4	255	CARDINAL
esrj-89750	79	5	three	CARDINAL
esrj-89750	86	1	max	PERSON
esrj-89750	86	2	2	CARDINAL
esrj-89750	86	3	three	CARDINAL
esrj-89750	93	1	3	CARDINAL
esrj-89750	93	2	3	CARDINAL
esrj-89750	94	1	three	CARDINAL
esrj-89750	104	1	59	CARDINAL
esrj-89750	104	2	0 11	CARDINAL
esrj-89750	104	3	4	CARDINAL
esrj-89750	104	4	360	CARDINAL
esrj-89750	105	1	zhang1	PRODUCT
esrj-89750	105	2	6	CARDINAL
esrj-89750	109	1	mccord et al	LOC
esrj-89750	109	2	2017	DATE
esrj-89750	113	1	2	CARDINAL
esrj-89750	114	1	three	CARDINAL
esrj-89750	114	2	pritikin et al.	PERSON
esrj-89750	114	3	2018	DATE
esrj-89750	115	1	firstly	ORDINAL
esrj-89750	115	2	two	CARDINAL
esrj-89750	115	3	5	CARDINAL
esrj-89750	116	1	two	CARDINAL
esrj-89750	117	1	two	CARDINAL
esrj-89750	117	2	less than 5	CARDINAL
esrj-89750	118	1	5	CARDINAL
esrj-89750	119	1	two	CARDINAL
esrj-89750	120	1	6	CARDINAL
esrj-89750	121	1	6	CARDINAL
esrj-89750	125	1	7	CARDINAL
esrj-89750	126	1	7	CARDINAL
esrj-89750	126	2	2017	DATE
esrj-89750	129	1	three	CARDINAL
esrj-89750	129	2	2	CARDINAL
esrj-89750	132	1	wang et al.	PERSON
esrj-89750	132	2	2017	DATE
esrj-89750	134	1	8	CARDINAL
esrj-89750	135	1	8	CARDINAL
esrj-89750	135	2	sgn	ORG
esrj-89750	138	1	xu et al.	PERSON
esrj-89750	138	2	2017	DATE
esrj-89750	139	1	9	CARDINAL
esrj-89750	141	1	zhao et al.	PERSON
esrj-89750	141	2	2018	DATE
esrj-89750	143	1	10	CARDINAL
esrj-89750	144	1	three	CARDINAL
esrj-89750	145	1	three	CARDINAL
esrj-89750	146	1	four	CARDINAL
esrj-89750	146	2	three	CARDINAL
esrj-89750	147	1	361maximum	CARDINAL
esrj-89750	149	1	2019	DATE
esrj-89750	151	1	1	CARDINAL
esrj-89750	151	2	1	CARDINAL
esrj-89750	152	1	2	CARDINAL
esrj-89750	152	2	0	CARDINAL
esrj-89750	153	1	3	CARDINAL
esrj-89750	153	2	4	CARDINAL
esrj-89750	154	1	5	CARDINAL
esrj-89750	155	1	2	CARDINAL
esrj-89750	155	2	knn	ORG
esrj-89750	155	3	four	CARDINAL
esrj-89750	157	1	four	CARDINAL
esrj-89750	157	2	two	CARDINAL
esrj-89750	164	1	362	CARDINAL
esrj-89750	165	1	jianwei zhang1	PRODUCT
esrj-89750	165	2	6	CARDINAL
esrj-89750	166	1	7	CARDINAL
esrj-89750	167	1	8	CARDINAL
esrj-89750	168	1	9	CARDINAL
esrj-89750	168	2	1	CARDINAL
esrj-89750	169	1	3	CARDINAL
esrj-89750	170	1	10	CARDINAL
esrj-89750	174	1	2	CARDINAL
esrj-89750	174	2	1	CARDINAL
esrj-89750	175	1	2	CARDINAL
esrj-89750	175	2	3	CARDINAL
esrj-89750	177	1	4	CARDINAL
esrj-89750	178	1	8	CARDINAL
esrj-89750	179	1	9	CARDINAL
esrj-89750	180	1	10	CARDINAL
esrj-89750	181	1	363maximum	CARDINAL
esrj-89750	181	2	mlc	ORG
esrj-89750	188	1	1	CARDINAL
esrj-89750	189	1	2	CARDINAL
esrj-89750	190	1	3	CARDINAL
esrj-89750	192	1	4	CARDINAL
esrj-89750	193	1	one	CARDINAL
esrj-89750	196	1	5	CARDINAL
esrj-89750	197	1	10	CARDINAL
esrj-89750	197	2	1	CARDINAL
esrj-89750	197	3	2	DATE
esrj-89750	197	4	10	CARDINAL
esrj-89750	201	1	6	CARDINAL
esrj-89750	202	1	1	CARDINAL
esrj-89750	202	2	2	CARDINAL
esrj-89750	202	3	3	CARDINAL
esrj-89750	203	1	4	CARDINAL
esrj-89750	203	2	5	CARDINAL
esrj-89750	204	1	6	CARDINAL
esrj-89750	205	1	7	CARDINAL
esrj-89750	206	1	lindian county	GPE
esrj-89750	206	2	about 3 500	CARDINAL
esrj-89750	209	1	summer	DATE
esrj-89750	209	2	winter	DATE
esrj-89750	210	1	paleo-asian	NORP
esrj-89750	211	1	shuangyang river	ORG
esrj-89750	213	1	second	ORDINAL
esrj-89750	213	2	lindian county	GPE
esrj-89750	213	3	palagan & geetha	ORG
esrj-89750	213	4	2016	DATE
esrj-89750	214	1	four	CARDINAL
esrj-89750	214	2	second	ORDINAL
esrj-89750	216	1	more than 60%	PERCENT
esrj-89750	219	1	8	CARDINAL
esrj-89750	219	2	lindian	NORP
esrj-89750	219	3	may 3, 2014	DATE
esrj-89750	223	1	11	CARDINAL
esrj-89750	224	1	11	CARDINAL
esrj-89750	227	1	m40 upu	PERSON
esrj-89750	227	2	12	CARDINAL
esrj-89750	228	1	three	CARDINAL
esrj-89750	229	1	first	ORDINAL
esrj-89750	229	2	second	ORDINAL
esrj-89750	229	3	third	ORDINAL
esrj-89750	230	1	four	CARDINAL
esrj-89750	231	1	10	CARDINAL
esrj-89750	231	2	80	CARDINAL
esrj-89750	232	1	40	CARDINAL
esrj-89750	232	2	40	CARDINAL
esrj-89750	233	1	3	CARDINAL
esrj-89750	236	1	2012	DATE
esrj-89750	236	2	zhu	ORG
esrj-89750	236	3	2016	DATE
esrj-89750	239	1	40	CARDINAL
esrj-89750	239	2	four	CARDINAL
esrj-89750	239	3	20	CARDINAL
esrj-89750	240	1	three	CARDINAL
esrj-89750	240	2	4	CARDINAL
esrj-89750	240	3	5	DATE
esrj-89750	240	4	6	CARDINAL
esrj-89750	240	5	364	CARDINAL
esrj-89750	241	1	jianwei zhang1	PRODUCT
esrj-89750	241	2	4	CARDINAL
esrj-89750	241	3	20	CARDINAL
esrj-89750	241	4	0	CARDINAL
esrj-89750	241	5	0 20	CARDINAL
esrj-89750	241	6	1	CARDINAL
esrj-89750	241	7	0	CARDINAL
esrj-89750	241	8	20	CARDINAL
esrj-89750	241	9	0	CARDINAL
esrj-89750	241	10	19	CARDINAL
esrj-89750	241	11	5	CARDINAL
esrj-89750	241	12	17	CARDINAL
esrj-89750	241	13	0	CARDINAL
esrj-89750	241	14	15 1 1	QUANTITY
esrj-89750	241	15	2	CARDINAL
esrj-89750	241	16	3	CARDINAL
esrj-89750	241	17	1 1 2 14	CARDINAL
esrj-89750	241	18	6	CARDINAL
esrj-89750	241	19	18	CARDINAL
esrj-89750	241	20	0	CARDINAL
esrj-89750	241	21	14 1 1	QUANTITY
esrj-89750	242	1	1 3	CARDINAL
esrj-89750	242	2	3	CARDINAL
esrj-89750	242	3	1 1	CARDINAL
esrj-89750	242	4	15	CARDINAL
esrj-89750	242	5	4	CARDINAL
esrj-89750	242	6	5	DATE
esrj-89750	242	7	6	DATE
esrj-89750	242	8	20	CARDINAL
esrj-89750	242	9	first	ORDINAL
esrj-89750	242	10	second	ORDINAL
esrj-89750	242	11	third	ORDINAL
esrj-89750	242	12	first	ORDINAL
esrj-89750	242	13	second	ORDINAL
esrj-89750	242	14	third	ORDINAL
esrj-89750	242	15	only one	CARDINAL
esrj-89750	242	16	fourth	ORDINAL
esrj-89750	242	17	the fourth row	DATE
esrj-89750	242	18	second	ORDINAL
esrj-89750	243	1	two	CARDINAL
esrj-89750	245	1	firstly	ORDINAL
esrj-89750	247	1	two	CARDINAL
esrj-89750	248	1	henan province	GPE
esrj-89750	248	2	china	GPE
esrj-89750	249	1	cheng l. y.	PERSON
esrj-89750	249	2	meng x. y.	PERSON
esrj-89750	249	3	2018	DATE
esrj-89750	251	1	35(02):425-428	CARDINAL
esrj-89750	252	1	chen	PERSON
esrj-89750	252	2	w.	PERSON
esrj-89750	252	3	xie	GPE
esrj-89750	252	4	z.	PERSON
esrj-89750	252	5	liu	PERSON
esrj-89750	252	6	j., & liang	ORG
esrj-89750	252	7	x.	GPE
esrj-89750	252	8	2019	DATE
esrj-89750	254	1	23(3):454-457	CARDINAL
esrj-89750	255	1	demattê	PERSON
esrj-89750	255	2	j. a. m.	PERSON
esrj-89750	255	3	v. m., rizzo	PERSON
esrj-89750	255	4	r., & fongaro	PERSON
esrj-89750	255	5	c. t.	PERSON
esrj-89750	255	6	2017	CARDINAL
esrj-89750	257	1	geoderma	PERSON
esrj-89750	257	2	302:39-51	DATE
esrj-89750	258	1	fitak	ORG
esrj-89750	258	2	r. r.	PERSON
esrj-89750	258	3	s.	PERSON
esrj-89750	258	4	2017	CARDINAL
esrj-89750	260	1	220(21):jeb.167056	CARDINAL
esrj-89750	260	2	handelman	GPE
esrj-89750	260	3	t., & chor	ORG
esrj-89750	260	4	2017	CARDINAL
esrj-89750	262	1	420:318	CARDINAL
esrj-89750	263	1	j., liu	PERSON
esrj-89750	263	2	li	PERSON
esrj-89750	263	3	w.	PERSON
esrj-89750	263	4	j. (	PERSON
esrj-89750	263	5	2018	DATE
esrj-89750	265	1	32(25):1850283	CARDINAL
esrj-89750	266	1	li w	PERSON
esrj-89750	266	2	hu x	PERSON
esrj-89750	266	3	du j	PERSON
esrj-89750	266	4	2017	CARDINAL
esrj-89750	267	1	38(23):7316-7332	DATE
esrj-89750	268	1	ma	PERSON
esrj-89750	268	2	x.	GPE
esrj-89750	268	3	liu	PERSON
esrj-89750	268	4	w.	PERSON
esrj-89750	268	5	li	PERSON
esrj-89750	268	6	s., & zhou	ORG
esrj-89750	268	7	2018	DATE
esrj-89750	270	1	1-11	CARDINAL
esrj-89750	271	1	mccord	ORG
esrj-89750	271	2	s. e.	PERSON
esrj-89750	271	3	m., karl	PERSON
esrj-89750	271	4	j. w.	PERSON
esrj-89750	271	5	d. m.	PERSON
esrj-89750	271	6	b. c.	PERSON
esrj-89750	271	7	2017	CARDINAL
esrj-89750	273	1	70(5):s1550742417300222	DATE
esrj-89750	273	2	palagan	GPE
esrj-89750	273	3	c. a.	GPE
esrj-89750	274	1	2016	CARDINAL
esrj-89750	275	1	27(4):1216-1222	CARDINAL
esrj-89750	276	1	pritikin	ORG
esrj-89750	276	2	j. n.	PERSON
esrj-89750	276	3	t. r., & neale	GPE
esrj-89750	276	4	m. c.	PERSON
esrj-89750	276	5	2018	DATE
esrj-89750	278	1	50(2):490-500	CARDINAL
esrj-89750	279	1	sato,	ORG
esrj-89750	279	2	a.	PERSON
esrj-89750	279	3	2012	DATE
esrj-89750	280	1	japanese	NORP
esrj-89750	281	1	2011	DATE
esrj-89750	281	2	2011	DATE
esrj-89750	281	3	december 8, 2011	DATE
esrj-89750	281	4	10, 2011	DATE
esrj-89750	281	5	zhengzhou	GPE
esrj-89750	281	6	china	GPE
esrj-89750	281	7	3	CARDINAL
esrj-89750	282	1	1 16 32	CARDINAL
esrj-89750	282	2	2 19 290	CARDINAL
esrj-89750	282	3	3 15	CARDINAL
esrj-89750	282	4	272	CARDINAL
esrj-89750	282	5	4 7 89	DATE
esrj-89750	282	6	m., thalmann	PERSON
esrj-89750	282	7	j. k.	PERSON
esrj-89750	282	8	k.	PERSON
esrj-89750	282	9	a. m.	PERSON
esrj-89750	282	10	tschernitz	PERSON
esrj-89750	282	11	j.	PERSON
esrj-89750	282	12	j., & rodriguez	ORG
esrj-89750	282	13	2017	CARDINAL
esrj-89750	285	1	wang	PERSON
esrj-89750	285	2	t.	GPE
esrj-89750	285	3	e. c.	PERSON
esrj-89750	285	4	2017	CARDINAL
esrj-89750	287	1	83(1):132	CARDINAL
esrj-89750	288	1	xu	PERSON
esrj-89750	288	2	s. e.	PERSON
esrj-89750	288	3	grunwald	GPE
esrj-89750	288	4	s.	GPE
esrj-89750	288	5	abd-elrahman	PERSON
esrj-89750	288	6	a., & wani	ORG
esrj-89750	289	1	s. p.	PERSON
esrj-89750	289	2	2017	CARDINAL
esrj-89750	291	1	journal of environmental management	ORG
esrj-89750	291	2	200:423	CARDINAL
esrj-89750	292	1	zhao	PERSON
esrj-89750	292	2	zeng	PERSON
esrj-89750	292	3	x.	GPE
esrj-89750	292	4	qiang	GPE
esrj-89750	292	5	& xu	PERSON
esrj-89750	292	6	2018	DATE
esrj-89750	295	1	2016	CARDINAL
esrj-89750	295	2	two	CARDINAL
esrj-89750	296	1	19(2):311319	CARDINAL
esrj-89750	297	1	zhu, h.	PERSON
esrj-89750	297	2	jiao	PERSON
esrj-89750	297	3	ma	PERSON
esrj-89750	297	4	w.	PERSON
esrj-89750	297	5	liu, f., & zhao	PERSON
esrj-89750	297	6	w.	PERSON
esrj-89750	297	7	2019	DATE
esrj-89750	299	1	13	CARDINAL