id	sid	tid	token	lemma	pos
gi-3874	1	1	object	object	NOUN
gi-3874	1	2	based	base	VERB
gi-3874	1	3	and	and	CCONJ
gi-3874	1	4	pixel	pixel	NOUN
gi-3874	1	5	based	base	VERB
gi-3874	1	6	classification	classification	NOUN
gi-3874	1	7	using	use	VERB
gi-3874	1	8	rapideye	rapideye	NOUN
gi-3874	1	9	satellite	satellite	NOUN
gi-3874	1	10	imagery	imagery	NOUN
gi-3874	1	11	of	of	ADP
gi-3874	1	12	eti	eti	PROPN
gi-3874	1	13	-	-	ADJ
gi-3874	1	14	osa	osa	ADJ
gi-3874	1	15	,	,	PUNCT
gi-3874	1	16	lagos	lago	NOUN
gi-3874	1	17	,	,	PUNCT
gi-3874	1	18	nigeria	nigeria	PROPN
gi-3874	1	19	object	object	VERB
gi-3874	1	20	based	base	VERB
gi-3874	1	21	and	and	CCONJ
gi-3874	1	22	pixel	pixel	NOUN
gi-3874	1	23	based	base	VERB
gi-3874	1	24	classification	classification	NOUN
gi-3874	1	25	using	use	VERB
gi-3874	1	26	rapideye	rapideye	NOUN
gi-3874	1	27	satellite	satellite	NOUN
gi-3874	1	28	imagery	imagery	NOUN
gi-3874	1	29	of	of	ADP
gi-3874	1	30	eti	eti	PROPN
gi-3874	1	31	-	-	ADJ
gi-3874	1	32	osa	osa	ADJ
gi-3874	1	33	,	,	PUNCT
gi-3874	1	34	lagos	lagos	PROPN
gi-3874	1	35	,	,	PUNCT
gi-3874	1	36	nigeria	nigeria	PROPN
gi-3874	1	37	e.	e.	PROPN
gi-3874	1	38	o.	o.	PROPN
gi-3874	1	39	makindea	makindea	PROPN
gi-3874	1	40	,	,	PUNCT
gi-3874	1	41	a.	a.	PROPN
gi-3874	1	42	t.	t.	PROPN
gi-3874	1	43	salamib	salamib	PROPN
gi-3874	1	44	,	,	PUNCT
gi-3874	1	45	j.	j.	PROPN
gi-3874	1	46	b.	b.	PROPN
gi-3874	1	47	olaleyea	olaleyea	PROPN
gi-3874	1	48	,	,	PUNCT
gi-3874	1	49	o.	o.	PROPN
gi-3874	1	50	c.	c.	PROPN
gi-3874	1	51	okewusia	okewusia	PROPN
gi-3874	1	52	adepartment	adepartment	NOUN
gi-3874	1	53	of	of	ADP
gi-3874	1	54	surveying	surveying	NOUN
gi-3874	1	55	and	and	CCONJ
gi-3874	1	56	geoinformatics	geoinformatic	NOUN
gi-3874	1	57	,	,	PUNCT
gi-3874	1	58	faculty	faculty	NOUN
gi-3874	1	59	of	of	ADP
gi-3874	1	60	engineering	engineering	NOUN
gi-3874	1	61	,	,	PUNCT
gi-3874	1	62	university	university	NOUN
gi-3874	1	63	of	of	ADP
gi-3874	1	64	lagos	lagos	PROPN
gi-3874	1	65	,	,	PUNCT
gi-3874	1	66	akoka	akoka	NOUN
gi-3874	1	67	,	,	PUNCT
gi-3874	1	68	lagos	lago	NOUN
gi-3874	1	69	,	,	PUNCT
gi-3874	1	70	nigeria	nigeria	PROPN
gi-3874	1	71	b	b	PROPN
gi-3874	1	72	space	space	NOUN
gi-3874	1	73	applications	application	NOUN
gi-3874	1	74	and	and	CCONJ
gi-3874	1	75	environmental	environmental	ADJ
gi-3874	1	76	science	science	NOUN
gi-3874	1	77	laboratory	laboratory	NOUN
gi-3874	1	78	,	,	PUNCT
gi-3874	1	79	institute	institute	NOUN
gi-3874	1	80	of	of	ADP
gi-3874	1	81	ecology	ecology	NOUN
gi-3874	1	82	and	and	CCONJ
gi-3874	1	83	environmental	environmental	ADJ
gi-3874	1	84	studies	study	NOUN
gi-3874	1	85	,	,	PUNCT
gi-3874	1	86	faculty	faculty	NOUN
gi-3874	1	87	of	of	ADP
gi-3874	1	88	science	science	NOUN
gi-3874	1	89	,	,	PUNCT
gi-3874	1	90	obafemi	obafemi	PROPN
gi-3874	1	91	awolowo	awolowo	PROPN
gi-3874	1	92	university	university	PROPN
gi-3874	1	93	,	,	PUNCT
gi-3874	1	94	ile	ile	PROPN
gi-3874	1	95	-	-	PUNCT
gi-3874	1	96	ife	ife	PROPN
gi-3874	1	97	,	,	PUNCT
gi-3874	1	98	osun	osun	PROPN
gi-3874	1	99	,	,	PUNCT
gi-3874	1	100	nigeria	nigeria	PROPN
gi-3874	1	101	estherdanisi@gmail.com	estherdanisi@gmail.com	X
gi-3874	1	102	,	,	PUNCT
gi-3874	1	103	ayobasalami@yahoo.com	ayobasalami@yahoo.com	PROPN
gi-3874	1	104	,	,	PUNCT
gi-3874	1	105	jbolaleye@yahoo.com	jbolaleye@yahoo.com	PROPN
gi-3874	1	106	,	,	PUNCT
gi-3874	1	107	pelcool55@yahoo.com	pelcool55@yahoo.com	NOUN
gi-3874	1	108	abstract	abstract	ADJ
gi-3874	1	109	several	several	ADJ
gi-3874	1	110	studies	study	NOUN
gi-3874	1	111	have	have	AUX
gi-3874	1	112	been	be	AUX
gi-3874	1	113	carried	carry	VERB
gi-3874	1	114	out	out	ADP
gi-3874	1	115	to	to	PART
gi-3874	1	116	find	find	VERB
gi-3874	1	117	an	an	DET
gi-3874	1	118	appropriate	appropriate	ADJ
gi-3874	1	119	method	method	NOUN
gi-3874	1	120	to	to	PART
gi-3874	1	121	classify	classify	VERB
gi-3874	1	122	the	the	DET
gi-3874	1	123	remote	remote	ADJ
gi-3874	1	124	sensing	sense	VERB
gi-3874	1	125	data	datum	NOUN
gi-3874	1	126	.	.	PUNCT
gi-3874	2	1	traditional	traditional	ADJ
gi-3874	2	2	classification	classification	NOUN
gi-3874	2	3	approaches	approach	NOUN
gi-3874	2	4	are	be	AUX
gi-3874	2	5	all	all	PRON
gi-3874	2	6	pixel	pixel	NOUN
gi-3874	2	7	-	-	PUNCT
gi-3874	2	8	based	base	VERB
gi-3874	2	9	,	,	PUNCT
gi-3874	2	10	and	and	CCONJ
gi-3874	2	11	do	do	AUX
gi-3874	2	12	not	not	PART
gi-3874	2	13	utilize	utilize	VERB
gi-3874	2	14	the	the	DET
gi-3874	2	15	spatial	spatial	ADJ
gi-3874	2	16	information	information	NOUN
gi-3874	2	17	within	within	ADP
gi-3874	2	18	an	an	DET
gi-3874	2	19	object	object	NOUN
gi-3874	2	20	which	which	PRON
gi-3874	2	21	is	be	AUX
gi-3874	2	22	an	an	DET
gi-3874	2	23	important	important	ADJ
gi-3874	2	24	source	source	NOUN
gi-3874	2	25	of	of	ADP
gi-3874	2	26	information	information	NOUN
gi-3874	2	27	to	to	PART
gi-3874	2	28	image	image	VERB
gi-3874	2	29	classification	classification	NOUN
gi-3874	2	30	.	.	PUNCT
gi-3874	3	1	thus	thus	ADV
gi-3874	3	2	,	,	PUNCT
gi-3874	3	3	this	this	DET
gi-3874	3	4	study	study	NOUN
gi-3874	3	5	compared	compare	VERB
gi-3874	3	6	the	the	DET
gi-3874	3	7	pixelbased	pixelbase	VERB
gi-3874	3	8	and	and	CCONJ
gi-3874	3	9	object	object	NOUN
gi-3874	3	10	-	-	PUNCT
gi-3874	3	11	based	base	VERB
gi-3874	3	12	classification	classification	NOUN
gi-3874	3	13	algorithms	algorithm	NOUN
gi-3874	3	14	using	use	VERB
gi-3874	3	15	rapideye	rapideye	NOUN
gi-3874	3	16	satellite	satellite	NOUN
gi-3874	3	17	image	image	NOUN
gi-3874	3	18	of	of	ADP
gi-3874	3	19	eti	eti	PROPN
gi-3874	3	20	-	-	ADJ
gi-3874	3	21	osa	osa	ADJ
gi-3874	3	22	lga	lga	NOUN
gi-3874	3	23	,	,	PUNCT
gi-3874	3	24	lagos	lago	NOUN
gi-3874	3	25	.	.	PUNCT
gi-3874	4	1	in	in	ADP
gi-3874	4	2	the	the	DET
gi-3874	4	3	object	object	NOUN
gi-3874	4	4	-	-	PUNCT
gi-3874	4	5	oriented	orient	VERB
gi-3874	4	6	approach	approach	NOUN
gi-3874	4	7	,	,	PUNCT
gi-3874	4	8	the	the	DET
gi-3874	4	9	image	image	NOUN
gi-3874	4	10	was	be	AUX
gi-3874	4	11	segmented	segment	VERB
gi-3874	4	12	to	to	ADP
gi-3874	4	13	homogenous	homogenous	ADJ
gi-3874	4	14	areas	area	NOUN
gi-3874	4	15	by	by	ADP
gi-3874	4	16	suitable	suitable	ADJ
gi-3874	4	17	parameters	parameter	NOUN
gi-3874	4	18	such	such	ADJ
gi-3874	4	19	as	as	ADP
gi-3874	4	20	a	a	DET
gi-3874	4	21	scale	scale	NOUN
gi-3874	4	22	parameter	parameter	NOUN
gi-3874	4	23	,	,	PUNCT
gi-3874	4	24	compactness	compactness	NOUN
gi-3874	4	25	,	,	PUNCT
gi-3874	4	26	shape	shape	NOUN
gi-3874	4	27	etc	etc	X
gi-3874	4	28	.	.	PUNCT
gi-3874	5	1	classification	classification	NOUN
gi-3874	5	2	based	base	VERB
gi-3874	5	3	on	on	ADP
gi-3874	5	4	segments	segment	NOUN
gi-3874	5	5	was	be	AUX
gi-3874	5	6	done	do	VERB
gi-3874	5	7	by	by	ADP
gi-3874	5	8	a	a	DET
gi-3874	5	9	nearest	near	ADJ
gi-3874	5	10	neighbour	neighbour	NOUN
gi-3874	5	11	classifier	classifier	NOUN
gi-3874	5	12	.	.	PUNCT
gi-3874	6	1	in	in	ADP
gi-3874	6	2	the	the	DET
gi-3874	6	3	pixel	pixel	PROPN
gi-3874	6	4	-	-	PUNCT
gi-3874	6	5	based	base	VERB
gi-3874	6	6	classification	classification	NOUN
gi-3874	6	7	,	,	PUNCT
gi-3874	6	8	the	the	DET
gi-3874	6	9	spectral	spectral	ADJ
gi-3874	6	10	angle	angle	PROPN
gi-3874	6	11	mapper	mapper	PROPN
gi-3874	6	12	was	be	AUX
gi-3874	6	13	used	use	VERB
gi-3874	6	14	to	to	PART
gi-3874	6	15	classify	classify	VERB
gi-3874	6	16	the	the	DET
gi-3874	6	17	images	image	NOUN
gi-3874	6	18	.	.	PUNCT
gi-3874	7	1	the	the	DET
gi-3874	7	2	user	user	NOUN
gi-3874	7	3	accuracy	accuracy	NOUN
gi-3874	7	4	for	for	ADP
gi-3874	7	5	each	each	DET
gi-3874	7	6	class	class	NOUN
gi-3874	7	7	using	use	VERB
gi-3874	7	8	object	object	NOUN
gi-3874	7	9	-	-	PUNCT
gi-3874	7	10	based	base	VERB
gi-3874	7	11	classification	classification	NOUN
gi-3874	7	12	were	be	AUX
gi-3874	7	13	98.31	98.31	NUM
gi-3874	7	14	%	%	NOUN
gi-3874	7	15	for	for	ADP
gi-3874	7	16	water	water	NOUN
gi-3874	7	17	body	body	NOUN
gi-3874	7	18	,	,	PUNCT
gi-3874	7	19	92.31	92.31	NUM
gi-3874	7	20	%	%	NOUN
gi-3874	7	21	for	for	ADP
gi-3874	7	22	vegetation	vegetation	NOUN
gi-3874	7	23	,	,	PUNCT
gi-3874	7	24	86.67	86.67	NUM
gi-3874	7	25	%	%	NOUN
gi-3874	7	26	for	for	ADP
gi-3874	7	27	bare	bare	ADJ
gi-3874	7	28	soil	soil	NOUN
gi-3874	7	29	and	and	CCONJ
gi-3874	7	30	90.57	90.57	NUM
gi-3874	7	31	%	%	NOUN
gi-3874	7	32	for	for	ADP
gi-3874	7	33	built	build	VERB
gi-3874	7	34	up	up	ADP
gi-3874	7	35	areas	area	NOUN
gi-3874	7	36	while	while	SCONJ
gi-3874	7	37	the	the	DET
gi-3874	7	38	user	user	NOUN
gi-3874	7	39	accuracy	accuracy	NOUN
gi-3874	7	40	for	for	ADP
gi-3874	7	41	the	the	DET
gi-3874	7	42	pixel	pixel	PROPN
gi-3874	7	43	-	-	PUNCT
gi-3874	7	44	based	base	VERB
gi-3874	7	45	classification	classification	NOUN
gi-3874	7	46	were	be	AUX
gi-3874	7	47	98.28	98.28	NUM
gi-3874	7	48	%	%	NOUN
gi-3874	7	49	for	for	ADP
gi-3874	7	50	water	water	NOUN
gi-3874	7	51	body	body	NOUN
gi-3874	7	52	,	,	PUNCT
gi-3874	7	53	84.06	84.06	NUM
gi-3874	7	54	%	%	NOUN
gi-3874	7	55	for	for	ADP
gi-3874	7	56	vegetation	vegetation	NOUN
gi-3874	7	57	86.36	86.36	NUM
gi-3874	7	58	%	%	NOUN
gi-3874	7	59	and	and	CCONJ
gi-3874	7	60	79.41	79.41	NUM
gi-3874	7	61	%	%	NOUN
gi-3874	7	62	for	for	ADP
gi-3874	7	63	built	build	VERB
gi-3874	7	64	up	up	ADP
gi-3874	7	65	areas	area	NOUN
gi-3874	7	66	.	.	PUNCT
gi-3874	8	1	these	these	DET
gi-3874	8	2	classification	classification	NOUN
gi-3874	8	3	techniques	technique	NOUN
gi-3874	8	4	were	be	AUX
gi-3874	8	5	subjected	subject	VERB
gi-3874	8	6	to	to	ADP
gi-3874	8	7	accuracy	accuracy	NOUN
gi-3874	8	8	assessment	assessment	NOUN
gi-3874	8	9	and	and	CCONJ
gi-3874	8	10	the	the	DET
gi-3874	8	11	overall	overall	ADJ
gi-3874	8	12	accuracy	accuracy	NOUN
gi-3874	8	13	of	of	ADP
gi-3874	8	14	the	the	DET
gi-3874	8	15	object	object	NOUN
gi-3874	8	16	-	-	PUNCT
gi-3874	8	17	based	base	VERB
gi-3874	8	18	classification	classification	NOUN
gi-3874	8	19	was	be	AUX
gi-3874	8	20	94.47	94.47	NUM
gi-3874	8	21	%	%	NOUN
gi-3874	8	22	,	,	PUNCT
gi-3874	8	23	while	while	SCONJ
gi-3874	8	24	that	that	PRON
gi-3874	8	25	of	of	ADP
gi-3874	8	26	pixel	pixel	NOUN
gi-3874	8	27	-	-	PUNCT
gi-3874	8	28	based	base	VERB
gi-3874	8	29	classification	classification	NOUN
gi-3874	8	30	yielded	yield	VERB
gi-3874	8	31	86.64	86.64	NUM
gi-3874	8	32	%	%	NOUN
gi-3874	8	33	.	.	PUNCT
gi-3874	9	1	the	the	DET
gi-3874	9	2	results	result	NOUN
gi-3874	9	3	of	of	ADP
gi-3874	9	4	classification	classification	NOUN
gi-3874	9	5	and	and	CCONJ
gi-3874	9	6	its	its	PRON
gi-3874	9	7	accuracy	accuracy	NOUN
gi-3874	9	8	assessment	assessment	NOUN
gi-3874	9	9	show	show	VERB
gi-3874	9	10	that	that	SCONJ
gi-3874	9	11	the	the	DET
gi-3874	9	12	object	object	NOUN
gi-3874	9	13	-	-	PUNCT
gi-3874	9	14	based	base	VERB
gi-3874	9	15	approach	approach	NOUN
gi-3874	9	16	gave	give	VERB
gi-3874	9	17	more	more	ADV
gi-3874	9	18	accurate	accurate	ADJ
gi-3874	9	19	and	and	CCONJ
gi-3874	9	20	satisfying	satisfying	ADJ
gi-3874	9	21	results	result	NOUN
gi-3874	9	22	.	.	PUNCT
gi-3874	10	1	keywords	keyword	NOUN
gi-3874	10	2	:	:	PUNCT
gi-3874	10	3	rapideye	rapideye	NOUN
gi-3874	10	4	satellite	satellite	NOUN
gi-3874	10	5	image	image	NOUN
gi-3874	10	6	;	;	PUNCT
gi-3874	10	7	pixel	pixel	PROPN
gi-3874	10	8	-	-	PUNCT
gi-3874	10	9	based	base	VERB
gi-3874	10	10	classification	classification	NOUN
gi-3874	10	11	;	;	PUNCT
gi-3874	10	12	object	object	NOUN
gi-3874	10	13	-	-	PUNCT
gi-3874	10	14	based	base	VERB
gi-3874	10	15	classification	classification	NOUN
gi-3874	10	16	.	.	PUNCT
gi-3874	11	1	introduction	introduction	NOUN
gi-3874	11	2	according	accord	VERB
gi-3874	11	3	to	to	ADP
gi-3874	11	4	the	the	DET
gi-3874	11	5	findings	finding	NOUN
gi-3874	11	6	of	of	ADP
gi-3874	11	7	[	[	X
gi-3874	11	8	2	2	NUM
gi-3874	11	9	]	]	PUNCT
gi-3874	11	10	,	,	PUNCT
gi-3874	11	11	geospatial	geospatial	ADJ
gi-3874	11	12	specialists	specialist	NOUN
gi-3874	11	13	have	have	AUX
gi-3874	11	14	theorized	theorize	VERB
gi-3874	11	15	the	the	DET
gi-3874	11	16	possibility	possibility	NOUN
gi-3874	11	17	of	of	ADP
gi-3874	11	18	developing	develop	VERB
gi-3874	11	19	a	a	DET
gi-3874	11	20	fully	fully	ADV
gi-3874	11	21	automated	automate	VERB
gi-3874	11	22	classification	classification	NOUN
gi-3874	11	23	procedure	procedure	NOUN
gi-3874	11	24	that	that	PRON
gi-3874	11	25	would	would	AUX
gi-3874	11	26	be	be	AUX
gi-3874	11	27	an	an	DET
gi-3874	11	28	improvement	improvement	NOUN
gi-3874	11	29	over	over	ADP
gi-3874	11	30	pixel	pixel	NOUN
gi-3874	11	31	-	-	PUNCT
gi-3874	11	32	based	base	VERB
gi-3874	11	33	procedures	procedure	NOUN
gi-3874	11	34	.	.	PUNCT
gi-3874	12	1	pixel	pixel	NOUN
gi-3874	12	2	-	-	PUNCT
gi-3874	12	3	based	base	VERB
gi-3874	12	4	procedures	procedure	NOUN
gi-3874	12	5	analyse	analyse	VERB
gi-3874	12	6	the	the	DET
gi-3874	12	7	spectral	spectral	ADJ
gi-3874	12	8	properties	property	NOUN
gi-3874	12	9	of	of	ADP
gi-3874	12	10	every	every	DET
gi-3874	12	11	pixel	pixel	NOUN
gi-3874	12	12	within	within	ADP
gi-3874	12	13	an	an	DET
gi-3874	12	14	area	area	NOUN
gi-3874	12	15	of	of	ADP
gi-3874	12	16	interest	interest	NOUN
gi-3874	12	17	,	,	PUNCT
gi-3874	12	18	without	without	ADP
gi-3874	12	19	taking	take	VERB
gi-3874	12	20	into	into	ADP
gi-3874	12	21	account	account	NOUN
gi-3874	12	22	the	the	DET
gi-3874	12	23	spatial	spatial	ADJ
gi-3874	12	24	or	or	CCONJ
gi-3874	12	25	contextual	contextual	ADJ
gi-3874	12	26	information	information	NOUN
gi-3874	12	27	related	relate	VERB
gi-3874	12	28	to	to	ADP
gi-3874	12	29	geoinformatics	geoinformatic	NOUN
gi-3874	12	30	fce	fce	VERB
gi-3874	12	31	ctu	ctu	ADJ
gi-3874	12	32	15(2	15(2	NOUN
gi-3874	12	33	)	)	PUNCT
gi-3874	12	34	,	,	PUNCT
gi-3874	12	35	2016	2016	NUM
gi-3874	12	36	,	,	PUNCT
gi-3874	12	37	doi:10.14311	doi:10.14311	NOUN
gi-3874	12	38	/	/	SYM
gi-3874	12	39	gi.15.2.5	gi.15.2.5	PROPN
gi-3874	12	40	59	59	NUM
gi-3874	12	41	https://doi.org/10.14311/gi.15.2.5	https://doi.org/10.14311/gi.15.2.5	PROPN
gi-3874	13	1	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
gi-3874	13	2	e.	e.	PROPN
gi-3874	13	3	o.	o.	PROPN
gi-3874	13	4	makinde	makinde	PROPN
gi-3874	13	5	et	et	PROPN
gi-3874	13	6	al	al	PROPN
gi-3874	13	7	.	.	PUNCT
gi-3874	13	8	:	:	PUNCT
gi-3874	14	1	object	object	NOUN
gi-3874	14	2	based	base	VERB
gi-3874	14	3	and	and	CCONJ
gi-3874	14	4	pixel	pixel	NOUN
gi-3874	14	5	based	base	VERB
gi-3874	14	6	classification	classification	NOUN
gi-3874	14	7	the	the	DET
gi-3874	14	8	pixel	pixel	NOUN
gi-3874	14	9	of	of	ADP
gi-3874	14	10	interest	interest	NOUN
gi-3874	14	11	.	.	PUNCT
gi-3874	15	1	since	since	SCONJ
gi-3874	15	2	higher	high	ADJ
gi-3874	15	3	resolution	resolution	NOUN
gi-3874	15	4	satellite	satellite	NOUN
gi-3874	15	5	imagery	imagery	NOUN
gi-3874	15	6	is	be	AUX
gi-3874	15	7	available	available	ADJ
gi-3874	15	8	,	,	PUNCT
gi-3874	15	9	it	it	PRON
gi-3874	15	10	could	could	AUX
gi-3874	15	11	be	be	AUX
gi-3874	15	12	used	use	VERB
gi-3874	15	13	to	to	PART
gi-3874	15	14	produce	produce	VERB
gi-3874	15	15	very	very	ADV
gi-3874	15	16	accurate	accurate	ADJ
gi-3874	15	17	classifications	classification	NOUN
gi-3874	15	18	[	[	X
gi-3874	15	19	13	13	NUM
gi-3874	15	20	]	]	PUNCT
gi-3874	15	21	.	.	PUNCT
gi-3874	16	1	researchers	researcher	NOUN
gi-3874	16	2	have	have	AUX
gi-3874	16	3	generally	generally	ADV
gi-3874	16	4	observed	observe	VERB
gi-3874	16	5	that	that	SCONJ
gi-3874	16	6	when	when	SCONJ
gi-3874	16	7	pixel	pixel	NOUN
gi-3874	16	8	-	-	PUNCT
gi-3874	16	9	based	base	VERB
gi-3874	16	10	methods	method	NOUN
gi-3874	16	11	are	be	AUX
gi-3874	16	12	applied	apply	VERB
gi-3874	16	13	to	to	ADP
gi-3874	16	14	high	high	ADJ
gi-3874	16	15	-	-	PUNCT
gi-3874	16	16	resolution	resolution	NOUN
gi-3874	16	17	satellite	satellite	NOUN
gi-3874	16	18	images	image	NOUN
gi-3874	16	19	a	a	DET
gi-3874	16	20	“	"	PUNCT
gi-3874	16	21	salt	salt	NOUN
gi-3874	16	22	and	and	CCONJ
gi-3874	16	23	pepper	pepper	NOUN
gi-3874	16	24	”	"	PUNCT
gi-3874	16	25	effect	effect	NOUN
gi-3874	16	26	was	be	AUX
gi-3874	16	27	produced	produce	VERB
gi-3874	16	28	that	that	PRON
gi-3874	16	29	contributed	contribute	VERB
gi-3874	16	30	to	to	ADP
gi-3874	16	31	the	the	DET
gi-3874	16	32	inaccuracy	inaccuracy	NOUN
gi-3874	16	33	of	of	ADP
gi-3874	16	34	the	the	DET
gi-3874	16	35	classification	classification	NOUN
gi-3874	16	36	[	[	X
gi-3874	16	37	4	4	NUM
gi-3874	16	38	]	]	PUNCT
gi-3874	16	39	.	.	PUNCT
gi-3874	17	1	thus	thus	ADV
gi-3874	17	2	object	object	NOUN
gi-3874	17	3	-	-	PUNCT
gi-3874	17	4	based	base	VERB
gi-3874	17	5	classification	classification	NOUN
gi-3874	17	6	seems	seem	VERB
gi-3874	17	7	to	to	PART
gi-3874	17	8	produce	produce	VERB
gi-3874	17	9	better	well	ADJ
gi-3874	17	10	results	result	NOUN
gi-3874	17	11	when	when	SCONJ
gi-3874	17	12	applied	apply	VERB
gi-3874	17	13	to	to	ADP
gi-3874	17	14	higher	high	ADJ
gi-3874	17	15	resolutions	resolution	NOUN
gi-3874	17	16	.	.	PUNCT
gi-3874	18	1	there	there	PRON
gi-3874	18	2	exist	exist	VERB
gi-3874	18	3	computer	computer	NOUN
gi-3874	18	4	software	software	NOUN
gi-3874	18	5	packages	package	NOUN
gi-3874	18	6	such	such	ADJ
gi-3874	18	7	as	as	ADP
gi-3874	18	8	ecognition	ecognition	NOUN
gi-3874	18	9	and	and	CCONJ
gi-3874	18	10	feature	feature	NOUN
gi-3874	18	11	analyst	analyst	NOUN
gi-3874	18	12	that	that	PRON
gi-3874	18	13	have	have	AUX
gi-3874	18	14	been	be	AUX
gi-3874	18	15	developed	develop	VERB
gi-3874	18	16	to	to	PART
gi-3874	18	17	utilize	utilize	VERB
gi-3874	18	18	object	object	NOUN
gi-3874	18	19	-	-	PUNCT
gi-3874	18	20	based	base	VERB
gi-3874	18	21	classification	classification	NOUN
gi-3874	18	22	procedures	procedure	NOUN
gi-3874	18	23	.	.	PUNCT
gi-3874	19	1	these	these	DET
gi-3874	19	2	packages	package	NOUN
gi-3874	19	3	analyse	analyse	VERB
gi-3874	19	4	both	both	CCONJ
gi-3874	19	5	the	the	DET
gi-3874	19	6	spectral	spectral	ADJ
gi-3874	19	7	and	and	CCONJ
gi-3874	19	8	spatial	spatial	ADJ
gi-3874	19	9	/	/	SYM
gi-3874	19	10	contextual	contextual	ADJ
gi-3874	19	11	properties	property	NOUN
gi-3874	19	12	of	of	ADP
gi-3874	19	13	pixels	pixel	NOUN
gi-3874	19	14	and	and	CCONJ
gi-3874	19	15	use	use	VERB
gi-3874	19	16	a	a	DET
gi-3874	19	17	segmentation	segmentation	NOUN
gi-3874	19	18	process	process	NOUN
gi-3874	19	19	and	and	CCONJ
gi-3874	19	20	iterative	iterative	NOUN
gi-3874	19	21	learning	learn	VERB
gi-3874	19	22	algorithms	algorithm	NOUN
gi-3874	19	23	to	to	PART
gi-3874	19	24	achieve	achieve	VERB
gi-3874	19	25	a	a	DET
gi-3874	19	26	semi	semi	ADJ
gi-3874	19	27	-	-	ADJ
gi-3874	19	28	automatic	automatic	ADJ
gi-3874	19	29	classification	classification	NOUN
gi-3874	19	30	procedure	procedure	NOUN
gi-3874	19	31	that	that	PRON
gi-3874	19	32	promises	promise	VERB
gi-3874	19	33	to	to	PART
gi-3874	19	34	be	be	AUX
gi-3874	19	35	more	more	ADV
gi-3874	19	36	accurate	accurate	ADJ
gi-3874	19	37	than	than	ADP
gi-3874	19	38	traditional	traditional	ADJ
gi-3874	19	39	pixel	pixel	NOUN
gi-3874	19	40	-	-	PUNCT
gi-3874	19	41	based	base	VERB
gi-3874	19	42	methods	method	NOUN
gi-3874	19	43	[	[	X
gi-3874	19	44	3	3	NUM
gi-3874	19	45	]	]	PUNCT
gi-3874	19	46	.	.	PUNCT
gi-3874	20	1	the	the	DET
gi-3874	20	2	concept	concept	NOUN
gi-3874	20	3	of	of	ADP
gi-3874	20	4	object	object	NOUN
gi-3874	20	5	-	-	PUNCT
gi-3874	20	6	based	base	VERB
gi-3874	20	7	image	image	NOUN
gi-3874	20	8	analysis	analysis	NOUN
gi-3874	20	9	as	as	ADP
gi-3874	20	10	an	an	DET
gi-3874	20	11	alternative	alternative	NOUN
gi-3874	20	12	to	to	ADP
gi-3874	20	13	pixel	pixel	VERB
gi-3874	20	14	-	-	PUNCT
gi-3874	20	15	based	base	VERB
gi-3874	20	16	analysis	analysis	NOUN
gi-3874	20	17	was	be	AUX
gi-3874	20	18	introduced	introduce	VERB
gi-3874	20	19	in	in	ADP
gi-3874	20	20	1970s	1970	NOUN
gi-3874	20	21	[	[	X
gi-3874	20	22	11	11	NUM
gi-3874	20	23	]	]	PUNCT
gi-3874	20	24	.	.	PUNCT
gi-3874	21	1	the	the	DET
gi-3874	21	2	initial	initial	ADJ
gi-3874	21	3	practical	practical	ADJ
gi-3874	21	4	application	application	NOUN
gi-3874	21	5	was	be	AUX
gi-3874	21	6	towards	towards	ADP
gi-3874	21	7	automation	automation	NOUN
gi-3874	21	8	of	of	ADP
gi-3874	21	9	linear	linear	ADJ
gi-3874	21	10	feature	feature	NOUN
gi-3874	21	11	extraction	extraction	NOUN
gi-3874	21	12	.	.	PUNCT
gi-3874	22	1	in	in	ADP
gi-3874	22	2	addition	addition	NOUN
gi-3874	22	3	to	to	ADP
gi-3874	22	4	the	the	DET
gi-3874	22	5	limitation	limitation	NOUN
gi-3874	22	6	from	from	ADP
gi-3874	22	7	hardware	hardware	NOUN
gi-3874	22	8	,	,	PUNCT
gi-3874	22	9	software	software	NOUN
gi-3874	22	10	,	,	PUNCT
gi-3874	22	11	poor	poor	ADJ
gi-3874	22	12	resolution	resolution	NOUN
gi-3874	22	13	of	of	ADP
gi-3874	22	14	images	image	NOUN
gi-3874	22	15	and	and	CCONJ
gi-3874	22	16	interpretation	interpretation	NOUN
gi-3874	22	17	theories	theory	NOUN
gi-3874	22	18	,	,	PUNCT
gi-3874	22	19	the	the	DET
gi-3874	22	20	early	early	ADJ
gi-3874	22	21	application	application	NOUN
gi-3874	22	22	of	of	ADP
gi-3874	22	23	object	object	NOUN
gi-3874	22	24	-	-	PUNCT
gi-3874	22	25	based	base	VERB
gi-3874	22	26	image	image	NOUN
gi-3874	22	27	analysis	analysis	NOUN
gi-3874	22	28	faced	face	VERB
gi-3874	22	29	obstacles	obstacle	NOUN
gi-3874	22	30	in	in	ADP
gi-3874	22	31	information	information	NOUN
gi-3874	22	32	fusing	fuse	VERB
gi-3874	22	33	,	,	PUNCT
gi-3874	22	34	classification	classification	NOUN
gi-3874	22	35	validation	validation	NOUN
gi-3874	22	36	,	,	PUNCT
gi-3874	22	37	reasonable	reasonable	ADJ
gi-3874	22	38	efficiency	efficiency	NOUN
gi-3874	22	39	attaining	attain	VERB
gi-3874	22	40	,	,	PUNCT
gi-3874	22	41	and	and	CCONJ
gi-3874	22	42	analysis	analysis	NOUN
gi-3874	22	43	automation	automation	NOUN
gi-3874	23	1	[	[	X
gi-3874	23	2	9	9	NUM
gi-3874	23	3	]	]	PUNCT
gi-3874	23	4	.	.	PUNCT
gi-3874	24	1	since	since	SCONJ
gi-3874	24	2	the	the	DET
gi-3874	24	3	mid-1990s	mid-1990	NOUN
gi-3874	24	4	,	,	PUNCT
gi-3874	24	5	hardware	hardware	NOUN
gi-3874	24	6	capability	capability	NOUN
gi-3874	24	7	has	have	AUX
gi-3874	24	8	increased	increase	VERB
gi-3874	24	9	dramatically	dramatically	ADV
gi-3874	24	10	and	and	CCONJ
gi-3874	24	11	high	high	ADJ
gi-3874	24	12	spatial	spatial	ADJ
gi-3874	24	13	resolution	resolution	NOUN
gi-3874	24	14	images	image	NOUN
gi-3874	24	15	[	[	X
gi-3874	24	16	9	9	NUM
gi-3874	24	17	]	]	PUNCT
gi-3874	24	18	with	with	ADP
gi-3874	24	19	increased	increase	VERB
gi-3874	24	20	spectral	spectral	ADJ
gi-3874	24	21	variability	variability	NOUN
gi-3874	24	22	became	become	VERB
gi-3874	24	23	available	available	ADJ
gi-3874	24	24	.	.	PUNCT
gi-3874	25	1	pixel	pixel	NOUN
gi-3874	25	2	-	-	PUNCT
gi-3874	25	3	based	base	VERB
gi-3874	25	4	image	image	NOUN
gi-3874	25	5	classification	classification	NOUN
gi-3874	25	6	encountered	encounter	VERB
gi-3874	25	7	serious	serious	ADJ
gi-3874	25	8	problems	problem	NOUN
gi-3874	25	9	in	in	ADP
gi-3874	25	10	dealing	deal	VERB
gi-3874	25	11	with	with	ADP
gi-3874	25	12	high	high	ADJ
gi-3874	25	13	spatial	spatial	ADJ
gi-3874	25	14	resolution	resolution	NOUN
gi-3874	25	15	images	image	NOUN
gi-3874	25	16	and	and	CCONJ
gi-3874	25	17	thus	thus	ADV
gi-3874	25	18	the	the	DET
gi-3874	25	19	demand	demand	NOUN
gi-3874	25	20	for	for	ADP
gi-3874	25	21	object	object	NOUN
gi-3874	25	22	-	-	PUNCT
gi-3874	25	23	based	base	VERB
gi-3874	25	24	image	image	NOUN
gi-3874	25	25	analysis	analysis	NOUN
gi-3874	25	26	has	have	AUX
gi-3874	25	27	increased	increase	VERB
gi-3874	25	28	[	[	PUNCT
gi-3874	25	29	11	11	NUM
gi-3874	25	30	]	]	PUNCT
gi-3874	25	31	.	.	PUNCT
gi-3874	26	1	object	object	NOUN
gi-3874	26	2	-	-	PUNCT
gi-3874	26	3	based	base	VERB
gi-3874	26	4	image	image	NOUN
gi-3874	26	5	analysis	analysis	NOUN
gi-3874	26	6	works	work	VERB
gi-3874	26	7	on	on	ADP
gi-3874	26	8	objects	object	NOUN
gi-3874	26	9	instead	instead	ADV
gi-3874	26	10	of	of	ADP
gi-3874	26	11	single	single	ADJ
gi-3874	26	12	pixels	pixel	NOUN
gi-3874	26	13	.	.	PUNCT
gi-3874	27	1	the	the	DET
gi-3874	27	2	idea	idea	NOUN
gi-3874	27	3	to	to	PART
gi-3874	27	4	classify	classify	VERB
gi-3874	27	5	objects	object	NOUN
gi-3874	27	6	stems	stem	NOUN
gi-3874	27	7	from	from	ADP
gi-3874	27	8	the	the	DET
gi-3874	27	9	fact	fact	NOUN
gi-3874	27	10	that	that	SCONJ
gi-3874	27	11	most	most	ADJ
gi-3874	27	12	image	image	NOUN
gi-3874	27	13	data	datum	NOUN
gi-3874	27	14	exhibit	exhibit	VERB
gi-3874	27	15	characteristic	characteristic	ADJ
gi-3874	27	16	texture	texture	NOUN
gi-3874	27	17	features	feature	NOUN
gi-3874	27	18	which	which	PRON
gi-3874	27	19	are	be	AUX
gi-3874	27	20	neglected	neglect	VERB
gi-3874	27	21	in	in	ADP
gi-3874	27	22	conventional	conventional	ADJ
gi-3874	27	23	classifications	classification	NOUN
gi-3874	27	24	.	.	PUNCT
gi-3874	28	1	in	in	ADP
gi-3874	28	2	the	the	DET
gi-3874	28	3	early	early	ADJ
gi-3874	28	4	development	development	NOUN
gi-3874	28	5	stage	stage	NOUN
gi-3874	28	6	of	of	ADP
gi-3874	28	7	object	object	NOUN
gi-3874	28	8	-	-	PUNCT
gi-3874	28	9	based	base	VERB
gi-3874	28	10	image	image	NOUN
gi-3874	28	11	analysis	analysis	NOUN
gi-3874	28	12	,	,	PUNCT
gi-3874	28	13	objects	object	NOUN
gi-3874	28	14	were	be	AUX
gi-3874	28	15	extracted	extract	VERB
gi-3874	28	16	from	from	ADP
gi-3874	28	17	pre	pre	ADJ
gi-3874	28	18	-	-	ADJ
gi-3874	28	19	defined	define	VERB
gi-3874	28	20	boundaries	boundary	NOUN
gi-3874	28	21	,	,	PUNCT
gi-3874	28	22	and	and	CCONJ
gi-3874	28	23	the	the	DET
gi-3874	28	24	following	follow	VERB
gi-3874	28	25	classifications	classification	NOUN
gi-3874	28	26	based	base	VERB
gi-3874	28	27	on	on	ADP
gi-3874	28	28	those	those	DET
gi-3874	28	29	extracted	extract	VERB
gi-3874	28	30	objects	object	NOUN
gi-3874	28	31	exhibited	exhibit	VERB
gi-3874	28	32	results	result	NOUN
gi-3874	28	33	with	with	ADP
gi-3874	28	34	higher	high	ADJ
gi-3874	28	35	accuracy	accuracy	NOUN
gi-3874	28	36	,	,	PUNCT
gi-3874	28	37	comparing	compare	VERB
gi-3874	28	38	with	with	ADP
gi-3874	28	39	those	those	PRON
gi-3874	28	40	by	by	ADP
gi-3874	28	41	pixel	pixel	PROPN
gi-3874	28	42	-	-	PUNCT
gi-3874	28	43	based	base	VERB
gi-3874	28	44	methods	method	NOUN
gi-3874	28	45	[	[	X
gi-3874	28	46	7	7	NUM
gi-3874	28	47	]	]	PUNCT
gi-3874	28	48	.	.	PUNCT
gi-3874	29	1	this	this	DET
gi-3874	29	2	technique	technique	NOUN
gi-3874	29	3	classifying	classify	VERB
gi-3874	29	4	objects	object	NOUN
gi-3874	29	5	extracted	extract	VERB
gi-3874	29	6	from	from	ADP
gi-3874	29	7	predefined	predefine	VERB
gi-3874	29	8	boundaries	boundary	NOUN
gi-3874	29	9	is	be	AUX
gi-3874	29	10	applicable	applicable	ADJ
gi-3874	29	11	for	for	ADP
gi-3874	29	12	agriculture	agriculture	NOUN
gi-3874	29	13	plots	plot	NOUN
gi-3874	29	14	or	or	CCONJ
gi-3874	29	15	other	other	ADJ
gi-3874	29	16	land	land	NOUN
gi-3874	29	17	cover	cover	NOUN
gi-3874	29	18	classes	class	NOUN
gi-3874	29	19	with	with	ADP
gi-3874	29	20	clear	clear	ADJ
gi-3874	29	21	boundaries	boundary	NOUN
gi-3874	29	22	,	,	PUNCT
gi-3874	29	23	while	while	SCONJ
gi-3874	29	24	it	it	PRON
gi-3874	29	25	is	be	AUX
gi-3874	29	26	not	not	PART
gi-3874	29	27	suitable	suitable	ADJ
gi-3874	29	28	to	to	ADP
gi-3874	29	29	the	the	DET
gi-3874	29	30	areas	area	NOUN
gi-3874	29	31	with	with	ADP
gi-3874	29	32	no	no	DET
gi-3874	29	33	boundaries	boundary	NOUN
gi-3874	29	34	readily	readily	ADV
gi-3874	29	35	available	available	ADJ
gi-3874	29	36	,	,	PUNCT
gi-3874	29	37	such	such	ADJ
gi-3874	29	38	as	as	ADP
gi-3874	29	39	semi	semi	ADJ
gi-3874	29	40	-	-	ADJ
gi-3874	29	41	natural	natural	ADJ
gi-3874	29	42	areas	area	NOUN
gi-3874	29	43	.	.	PUNCT
gi-3874	30	1	image	image	NOUN
gi-3874	30	2	segmentation	segmentation	NOUN
gi-3874	30	3	is	be	AUX
gi-3874	30	4	the	the	DET
gi-3874	30	5	solution	solution	NOUN
gi-3874	30	6	for	for	ADP
gi-3874	30	7	obtaining	obtain	VERB
gi-3874	30	8	objects	object	NOUN
gi-3874	30	9	in	in	ADP
gi-3874	30	10	areas	area	NOUN
gi-3874	30	11	without	without	ADP
gi-3874	30	12	pre	pre	ADJ
gi-3874	30	13	-	-	ADJ
gi-3874	30	14	defined	define	VERB
gi-3874	30	15	boundaries	boundary	NOUN
gi-3874	30	16	.	.	PUNCT
gi-3874	31	1	it	it	PRON
gi-3874	31	2	is	be	AUX
gi-3874	31	3	a	a	DET
gi-3874	31	4	preliminary	preliminary	ADJ
gi-3874	31	5	step	step	NOUN
gi-3874	31	6	in	in	ADP
gi-3874	31	7	object	object	NOUN
gi-3874	31	8	-	-	PUNCT
gi-3874	31	9	based	base	VERB
gi-3874	31	10	image	image	NOUN
gi-3874	31	11	analysis	analysis	NOUN
gi-3874	31	12	.	.	PUNCT
gi-3874	32	1	since	since	SCONJ
gi-3874	32	2	image	image	NOUN
gi-3874	32	3	classification	classification	NOUN
gi-3874	32	4	results	result	NOUN
gi-3874	32	5	are	be	AUX
gi-3874	32	6	essential	essential	ADJ
gi-3874	32	7	for	for	ADP
gi-3874	32	8	decision	decision	NOUN
gi-3874	32	9	making	making	NOUN
gi-3874	32	10	,	,	PUNCT
gi-3874	32	11	the	the	DET
gi-3874	32	12	methods	method	NOUN
gi-3874	32	13	employed	employ	VERB
gi-3874	32	14	in	in	ADP
gi-3874	32	15	deriving	derive	VERB
gi-3874	32	16	this	this	DET
gi-3874	32	17	results	result	NOUN
gi-3874	32	18	needs	need	VERB
gi-3874	32	19	to	to	PART
gi-3874	32	20	be	be	AUX
gi-3874	32	21	investigated	investigate	VERB
gi-3874	32	22	.	.	PUNCT
gi-3874	33	1	in	in	ADP
gi-3874	33	2	nigeria	nigeria	PROPN
gi-3874	33	3	,	,	PUNCT
gi-3874	33	4	the	the	DET
gi-3874	33	5	image	image	NOUN
gi-3874	33	6	classification	classification	NOUN
gi-3874	33	7	technique	technique	NOUN
gi-3874	33	8	being	being	AUX
gi-3874	33	9	used	use	VERB
gi-3874	33	10	is	be	AUX
gi-3874	33	11	the	the	DET
gi-3874	33	12	pixel	pixel	PROPN
gi-3874	33	13	-	-	PUNCT
gi-3874	33	14	based	base	VERB
gi-3874	33	15	.	.	PUNCT
gi-3874	33	16	object	object	NOUN
gi-3874	33	17	-	-	PUNCT
gi-3874	33	18	based	base	VERB
gi-3874	33	19	method	method	NOUN
gi-3874	33	20	of	of	ADP
gi-3874	33	21	image	image	NOUN
gi-3874	33	22	classification	classification	NOUN
gi-3874	33	23	has	have	AUX
gi-3874	33	24	not	not	PART
gi-3874	33	25	been	be	AUX
gi-3874	33	26	explored	explore	VERB
gi-3874	33	27	in	in	ADP
gi-3874	33	28	nigeria	nigeria	PROPN
gi-3874	33	29	before	before	ADP
gi-3874	33	30	now	now	ADV
gi-3874	33	31	.	.	PUNCT
gi-3874	34	1	probably	probably	ADV
gi-3874	34	2	because	because	SCONJ
gi-3874	34	3	of	of	ADP
gi-3874	34	4	its	its	PRON
gi-3874	34	5	cost	cost	NOUN
gi-3874	34	6	which	which	PRON
gi-3874	34	7	makes	make	VERB
gi-3874	34	8	it	it	PRON
gi-3874	34	9	difficult	difficult	ADJ
gi-3874	34	10	for	for	ADP
gi-3874	34	11	an	an	DET
gi-3874	34	12	individual	individual	NOUN
gi-3874	34	13	and	and	CCONJ
gi-3874	34	14	sometimes	sometimes	ADV
gi-3874	34	15	even	even	ADV
gi-3874	34	16	for	for	ADP
gi-3874	34	17	a	a	DET
gi-3874	34	18	cooperate	cooperate	ADJ
gi-3874	34	19	entities	entity	NOUN
gi-3874	34	20	to	to	PART
gi-3874	34	21	purchase	purchase	VERB
gi-3874	34	22	the	the	DET
gi-3874	34	23	necessary	necessary	ADJ
gi-3874	34	24	data	datum	NOUN
gi-3874	34	25	and	and	CCONJ
gi-3874	34	26	software	software	NOUN
gi-3874	34	27	tools	tool	NOUN
gi-3874	34	28	.	.	PUNCT
gi-3874	35	1	however	however	ADV
gi-3874	35	2	,	,	PUNCT
gi-3874	35	3	within	within	ADP
gi-3874	35	4	this	this	DET
gi-3874	35	5	study	study	NOUN
gi-3874	35	6	high	high	ADJ
gi-3874	35	7	resolution	resolution	NOUN
gi-3874	35	8	satellite	satellite	NOUN
gi-3874	35	9	imagery	imagery	NOUN
gi-3874	35	10	(	(	PUNCT
gi-3874	35	11	rapideye	rapideye	NOUN
gi-3874	35	12	,	,	PUNCT
gi-3874	35	13	5	5	NUM
gi-3874	35	14	m	m	NOUN
gi-3874	35	15	resolution	resolution	NOUN
gi-3874	35	16	)	)	PUNCT
gi-3874	35	17	was	be	AUX
gi-3874	35	18	acquired	acquire	VERB
gi-3874	35	19	.	.	PUNCT
gi-3874	36	1	the	the	DET
gi-3874	36	2	object	object	NOUN
gi-3874	36	3	-	-	PUNCT
gi-3874	36	4	based	base	VERB
gi-3874	36	5	and	and	CCONJ
gi-3874	36	6	the	the	DET
gi-3874	36	7	pixel	pixel	PROPN
gi-3874	36	8	-	-	PUNCT
gi-3874	36	9	based	base	VERB
gi-3874	36	10	classification	classification	NOUN
gi-3874	36	11	were	be	AUX
gi-3874	36	12	performed	perform	VERB
gi-3874	36	13	and	and	CCONJ
gi-3874	36	14	they	they	PRON
gi-3874	36	15	results	result	VERB
gi-3874	36	16	compared	compare	VERB
gi-3874	36	17	.	.	PUNCT
gi-3874	37	1	material	material	NOUN
gi-3874	37	2	and	and	CCONJ
gi-3874	37	3	methods	method	NOUN
gi-3874	37	4	the	the	DET
gi-3874	37	5	study	study	NOUN
gi-3874	37	6	area	area	NOUN
gi-3874	37	7	eti	eti	PROPN
gi-3874	37	8	-	-	ADJ
gi-3874	37	9	osa	osa	PROPN
gi-3874	37	10	is	be	AUX
gi-3874	37	11	a	a	DET
gi-3874	37	12	local	local	ADJ
gi-3874	37	13	government	government	NOUN
gi-3874	37	14	area	area	NOUN
gi-3874	37	15	(	(	PUNCT
gi-3874	37	16	lga	lga	NOUN
gi-3874	37	17	)	)	PUNCT
gi-3874	37	18	in	in	ADP
gi-3874	37	19	the	the	DET
gi-3874	37	20	lagos	lagos	NOUN
gi-3874	37	21	division	division	NOUN
gi-3874	37	22	of	of	ADP
gi-3874	37	23	lagos	lagos	PROPN
gi-3874	37	24	state	state	NOUN
gi-3874	37	25	,	,	PUNCT
gi-3874	37	26	nigeria	nigeria	PROPN
gi-3874	37	27	located	locate	VERB
gi-3874	37	28	within	within	ADP
gi-3874	37	29	6	6	NUM
gi-3874	37	30	°	°	NUM
gi-3874	37	31	26′n	26′n	NUM
gi-3874	37	32	,	,	PUNCT
gi-3874	37	33	6	6	NUM
gi-3874	37	34	°	°	NUM
gi-3874	37	35	28′n	28′n	NUM
gi-3874	37	36	and	and	CCONJ
gi-3874	37	37	3	3	NUM
gi-3874	38	1	°	°	NUM
gi-3874	38	2	26′e	26′e	NUM
gi-3874	38	3	,	,	PUNCT
gi-3874	38	4	3	3	NUM
gi-3874	38	5	°	°	NUM
gi-3874	38	6	32′e	32′e	NUM
gi-3874	38	7	.	.	PUNCT
gi-3874	39	1	eti	eti	PROPN
gi-3874	39	2	-	-	ADJ
gi-3874	39	3	osa	osa	ADJ
gi-3874	39	4	lga	lga	PROPN
gi-3874	39	5	maintains	maintain	VERB
gi-3874	39	6	its	its	PRON
gi-3874	39	7	eastern	eastern	ADJ
gi-3874	39	8	boundary	boundary	NOUN
gi-3874	39	9	with	with	ADP
gi-3874	39	10	ibeju	ibeju	NOUN
gi-3874	39	11	-	-	PUNCT
gi-3874	39	12	lekki	lekki	ADJ
gi-3874	39	13	lga	lga	NOUN
gi-3874	39	14	and	and	CCONJ
gi-3874	39	15	its	its	PRON
gi-3874	39	16	western	western	ADJ
gi-3874	39	17	boundary	boundary	NOUN
gi-3874	39	18	with	with	ADP
gi-3874	39	19	lagos	lagos	NOUN
gi-3874	39	20	island	island	NOUN
gi-3874	39	21	lga	lga	NOUN
gi-3874	39	22	where	where	SCONJ
gi-3874	39	23	the	the	DET
gi-3874	39	24	eti	eti	PROPN
gi-3874	39	25	-	-	ADJ
gi-3874	39	26	osa	osa	ADJ
gi-3874	39	27	geoinformatics	geoinformatic	NOUN
gi-3874	39	28	fce	fce	VERB
gi-3874	39	29	ctu	ctu	NOUN
gi-3874	39	30	15(2	15(2	NOUN
gi-3874	39	31	)	)	PUNCT
gi-3874	39	32	,	,	PUNCT
gi-3874	39	33	2016	2016	NUM
gi-3874	39	34	60	60	NUM
gi-3874	39	35	e.	e.	PROPN
gi-3874	39	36	o.	o.	PROPN
gi-3874	39	37	makinde	makinde	PROPN
gi-3874	39	38	et	et	PROPN
gi-3874	39	39	al	al	PROPN
gi-3874	39	40	.	.	PUNCT
gi-3874	39	41	:	:	PUNCT
gi-3874	40	1	object	object	NOUN
gi-3874	40	2	based	base	VERB
gi-3874	40	3	and	and	CCONJ
gi-3874	40	4	pixel	pixel	NOUN
gi-3874	40	5	based	base	VERB
gi-3874	40	6	classification	classification	NOUN
gi-3874	40	7	lga	lga	NOUN
gi-3874	40	8	was	be	AUX
gi-3874	40	9	created	create	VERB
gi-3874	40	10	from	from	ADP
gi-3874	40	11	and	and	CCONJ
gi-3874	40	12	was	be	AUX
gi-3874	40	13	known	know	VERB
gi-3874	40	14	then	then	ADV
gi-3874	40	15	as	as	ADP
gi-3874	40	16	the	the	DET
gi-3874	40	17	lagos	lagos	PROPN
gi-3874	40	18	city	city	PROPN
gi-3874	40	19	council	council	PROPN
gi-3874	40	20	.	.	PUNCT
gi-3874	41	1	it	it	PRON
gi-3874	41	2	also	also	ADV
gi-3874	41	3	has	have	VERB
gi-3874	41	4	its	its	PRON
gi-3874	41	5	northern	northern	ADJ
gi-3874	41	6	boundary	boundary	NOUN
gi-3874	41	7	with	with	ADP
gi-3874	41	8	the	the	DET
gi-3874	41	9	lagoon	lagoon	NOUN
gi-3874	41	10	and	and	CCONJ
gi-3874	41	11	its	its	PRON
gi-3874	41	12	southern	southern	ADJ
gi-3874	41	13	boundary	boundary	NOUN
gi-3874	41	14	with	with	ADP
gi-3874	41	15	the	the	DET
gi-3874	41	16	atlantic	atlantic	PROPN
gi-3874	41	17	ocean	ocean	PROPN
gi-3874	41	18	.	.	PUNCT
gi-3874	42	1	eti	eti	PROPN
gi-3874	42	2	-	-	ADJ
gi-3874	42	3	osa	osa	ADJ
gi-3874	42	4	lga	lga	PROPN
gi-3874	42	5	has	have	VERB
gi-3874	42	6	a	a	DET
gi-3874	42	7	population	population	NOUN
gi-3874	42	8	of	of	ADP
gi-3874	42	9	283,791	283,791	NUM
gi-3874	42	10	,	,	PUNCT
gi-3874	42	11	which	which	PRON
gi-3874	42	12	represents	represent	VERB
gi-3874	42	13	3.11	3.11	NUM
gi-3874	42	14	%	%	NOUN
gi-3874	42	15	of	of	ADP
gi-3874	42	16	the	the	DET
gi-3874	42	17	state	state	NOUN
gi-3874	42	18	’s	’s	PART
gi-3874	42	19	population	population	NOUN
gi-3874	42	20	.	.	PUNCT
gi-3874	43	1	158,858	158,858	NUM
gi-3874	43	2	of	of	ADP
gi-3874	43	3	the	the	DET
gi-3874	43	4	total	total	ADJ
gi-3874	43	5	population	population	NOUN
gi-3874	43	6	are	be	AUX
gi-3874	43	7	male	male	ADJ
gi-3874	43	8	while	while	SCONJ
gi-3874	43	9	the	the	DET
gi-3874	43	10	remaining	remain	VERB
gi-3874	43	11	124,933	124,933	NUM
gi-3874	43	12	are	be	AUX
gi-3874	43	13	female	female	ADJ
gi-3874	43	14	.	.	PUNCT
gi-3874	44	1	image	image	NOUN
gi-3874	44	2	data	datum	NOUN
gi-3874	44	3	rapideye	rapideye	NOUN
gi-3874	44	4	satellite	satellite	PROPN
gi-3874	44	5	imagery	imagery	NOUN
gi-3874	44	6	data	datum	NOUN
gi-3874	44	7	acquired	acquire	VERB
gi-3874	44	8	in	in	ADP
gi-3874	44	9	2009	2009	NUM
gi-3874	44	10	covering	cover	VERB
gi-3874	44	11	part	part	NOUN
gi-3874	44	12	of	of	ADP
gi-3874	44	13	eti	eti	PROPN
gi-3874	44	14	-	-	ADJ
gi-3874	44	15	osa	osa	ADJ
gi-3874	44	16	lga	lga	NOUN
gi-3874	44	17	,	,	PUNCT
gi-3874	44	18	lagos	lagos	NOUN
gi-3874	44	19	state	state	NOUN
gi-3874	44	20	,	,	PUNCT
gi-3874	44	21	nigeria	nigeria	PROPN
gi-3874	44	22	was	be	AUX
gi-3874	44	23	procured	procure	VERB
gi-3874	44	24	.	.	PUNCT
gi-3874	45	1	the	the	DET
gi-3874	45	2	sensor	sensor	NOUN
gi-3874	45	3	type	type	NOUN
gi-3874	45	4	used	use	VERB
gi-3874	45	5	in	in	ADP
gi-3874	45	6	acquiring	acquire	VERB
gi-3874	45	7	this	this	DET
gi-3874	45	8	imagery	imagery	NOUN
gi-3874	45	9	is	be	AUX
gi-3874	45	10	the	the	DET
gi-3874	45	11	multi	multi	ADJ
gi-3874	45	12	-	-	ADJ
gi-3874	45	13	spectral	spectral	ADJ
gi-3874	45	14	push	push	NOUN
gi-3874	45	15	broom	broom	NOUN
gi-3874	45	16	imager	imager	NOUN
gi-3874	45	17	and	and	CCONJ
gi-3874	45	18	is	be	AUX
gi-3874	45	19	captures	capture	VERB
gi-3874	45	20	five	five	NUM
gi-3874	45	21	spectral	spectral	ADJ
gi-3874	45	22	bands	band	NOUN
gi-3874	45	23	.	.	PUNCT
gi-3874	46	1	these	these	PRON
gi-3874	46	2	are	be	AUX
gi-3874	46	3	:	:	PUNCT
gi-3874	46	4	blue	blue	ADJ
gi-3874	46	5	(	(	PUNCT
gi-3874	46	6	440	440	NUM
gi-3874	46	7	–	–	PUNCT
gi-3874	46	8	510	510	NUM
gi-3874	46	9	nm	nm	NOUN
gi-3874	46	10	)	)	PUNCT
gi-3874	46	11	,	,	PUNCT
gi-3874	46	12	green	green	X
gi-3874	46	13	(	(	PUNCT
gi-3874	46	14	520	520	NUM
gi-3874	46	15	–	–	PUNCT
gi-3874	46	16	590	590	NUM
gi-3874	46	17	nm	nm	NOUN
gi-3874	46	18	)	)	PUNCT
gi-3874	46	19	,	,	PUNCT
gi-3874	46	20	red	red	NOUN
gi-3874	46	21	(	(	PUNCT
gi-3874	46	22	600	600	NUM
gi-3874	46	23	–	–	SYM
gi-3874	46	24	700	700	NUM
gi-3874	46	25	nm	nm	NOUN
gi-3874	46	26	)	)	PUNCT
gi-3874	46	27	,	,	PUNCT
gi-3874	46	28	red	red	ADJ
gi-3874	46	29	-	-	PUNCT
gi-3874	46	30	edge	edge	NOUN
gi-3874	46	31	(	(	PUNCT
gi-3874	46	32	690	690	NUM
gi-3874	46	33	-	-	SYM
gi-3874	46	34	730	730	NUM
gi-3874	46	35	nm	nm	NOUN
gi-3874	46	36	)	)	PUNCT
gi-3874	46	37	and	and	CCONJ
gi-3874	46	38	near	near	ADV
gi-3874	46	39	-	-	PUNCT
gi-3874	46	40	infrared	infrare	VERB
gi-3874	46	41	bands	band	NOUN
gi-3874	46	42	(	(	PUNCT
gi-3874	46	43	760	760	NUM
gi-3874	46	44	–	–	SYM
gi-3874	46	45	850	850	NUM
gi-3874	46	46	nm	nm	NOUN
gi-3874	46	47	)	)	PUNCT
gi-3874	46	48	.	.	PUNCT
gi-3874	47	1	it	it	PRON
gi-3874	47	2	also	also	ADV
gi-3874	47	3	has	have	VERB
gi-3874	47	4	a	a	DET
gi-3874	47	5	panchromatic	panchromatic	ADJ
gi-3874	47	6	band	band	NOUN
gi-3874	47	7	of	of	ADP
gi-3874	47	8	1	1	NUM
gi-3874	47	9	m.	m.	NOUN
gi-3874	47	10	the	the	DET
gi-3874	47	11	ground	ground	NOUN
gi-3874	47	12	sampling	sample	VERB
gi-3874	47	13	distance	distance	NOUN
gi-3874	47	14	at	at	ADP
gi-3874	47	15	nadir	nadir	NOUN
gi-3874	47	16	is	be	AUX
gi-3874	47	17	6.5	6.5	NUM
gi-3874	47	18	m	m	NOUN
gi-3874	47	19	and	and	CCONJ
gi-3874	47	20	the	the	DET
gi-3874	47	21	orthorectified	orthorectified	ADJ
gi-3874	47	22	pixel	pixel	PROPN
gi-3874	47	23	size	size	NOUN
gi-3874	47	24	is	be	AUX
gi-3874	47	25	5	5	NUM
gi-3874	47	26	m	m	NOUN
gi-3874	47	27	with	with	ADP
gi-3874	47	28	a	a	DET
gi-3874	47	29	swath	swath	NOUN
gi-3874	47	30	width	width	NOUN
gi-3874	47	31	of	of	ADP
gi-3874	47	32	77	77	NUM
gi-3874	47	33	km	km	NOUN
gi-3874	48	1	[	[	X
gi-3874	48	2	6	6	NUM
gi-3874	48	3	]	]	PUNCT
gi-3874	48	4	.	.	PUNCT
gi-3874	49	1	ground	ground	PROPN
gi-3874	49	2	co	co	NOUN
gi-3874	49	3	-	-	NOUN
gi-3874	49	4	ordinates	ordinate	NOUN
gi-3874	49	5	of	of	ADP
gi-3874	49	6	points	point	NOUN
gi-3874	49	7	within	within	ADP
gi-3874	49	8	the	the	DET
gi-3874	49	9	study	study	NOUN
gi-3874	49	10	area	area	NOUN
gi-3874	49	11	were	be	AUX
gi-3874	49	12	obtained	obtain	VERB
gi-3874	49	13	using	use	VERB
gi-3874	49	14	handheld	handheld	ADJ
gi-3874	49	15	gps	gps	NOUN
gi-3874	49	16	receiver	receiver	NOUN
gi-3874	49	17	,	,	PUNCT
gi-3874	49	18	and	and	CCONJ
gi-3874	49	19	were	be	AUX
gi-3874	49	20	used	use	VERB
gi-3874	49	21	to	to	ADP
gi-3874	49	22	both	both	PRON
gi-3874	49	23	facilitate	facilitate	VERB
gi-3874	49	24	classification	classification	NOUN
gi-3874	49	25	and	and	CCONJ
gi-3874	49	26	carry	carry	VERB
gi-3874	49	27	out	out	ADP
gi-3874	49	28	accuracy	accuracy	NOUN
gi-3874	49	29	assessment	assessment	NOUN
gi-3874	49	30	.	.	PUNCT
gi-3874	50	1	data	datum	NOUN
gi-3874	50	2	processing	processing	NOUN
gi-3874	50	3	erdas	erda	NOUN
gi-3874	50	4	imagine	imagine	VERB
gi-3874	50	5	2014	2014	NUM
gi-3874	50	6	software	software	NOUN
gi-3874	50	7	was	be	AUX
gi-3874	50	8	used	use	VERB
gi-3874	50	9	in	in	ADP
gi-3874	50	10	the	the	DET
gi-3874	50	11	pre	pre	NOUN
gi-3874	50	12	-	-	ADJ
gi-3874	50	13	processing	processing	ADJ
gi-3874	50	14	,	,	PUNCT
gi-3874	50	15	pixel	pixel	NOUN
gi-3874	50	16	-	-	PUNCT
gi-3874	50	17	based	base	VERB
gi-3874	50	18	classification	classification	NOUN
gi-3874	50	19	,	,	PUNCT
gi-3874	50	20	and	and	CCONJ
gi-3874	50	21	post	post	NOUN
gi-3874	50	22	processing	processing	NOUN
gi-3874	50	23	of	of	ADP
gi-3874	50	24	the	the	DET
gi-3874	50	25	rapideye	rapideye	NOUN
gi-3874	50	26	satellite	satellite	NOUN
gi-3874	50	27	imagery	imagery	NOUN
gi-3874	50	28	covering	cover	VERB
gi-3874	50	29	the	the	DET
gi-3874	50	30	study	study	NOUN
gi-3874	50	31	area	area	NOUN
gi-3874	50	32	.	.	PUNCT
gi-3874	51	1	for	for	ADP
gi-3874	51	2	the	the	DET
gi-3874	51	3	pixel	pixel	PROPN
gi-3874	51	4	-	-	PUNCT
gi-3874	51	5	based	base	VERB
gi-3874	51	6	classification	classification	NOUN
gi-3874	51	7	,	,	PUNCT
gi-3874	51	8	the	the	DET
gi-3874	51	9	satellite	satellite	NOUN
gi-3874	51	10	imagery	imagery	NOUN
gi-3874	51	11	was	be	AUX
gi-3874	51	12	classified	classify	VERB
gi-3874	51	13	by	by	ADP
gi-3874	51	14	pixel	pixel	PROPN
gi-3874	51	15	-	-	PUNCT
gi-3874	51	16	based	base	VERB
gi-3874	51	17	spectral	spectral	ADJ
gi-3874	51	18	angle	angle	PROPN
gi-3874	51	19	mapper	mapper	PROPN
gi-3874	51	20	(	(	PUNCT
gi-3874	51	21	sam	sam	PROPN
gi-3874	51	22	)	)	PUNCT
gi-3874	51	23	classifier	classifier	NOUN
gi-3874	51	24	.	.	PUNCT
gi-3874	52	1	the	the	DET
gi-3874	52	2	signature	signature	NOUN
gi-3874	52	3	file	file	NOUN
gi-3874	52	4	was	be	AUX
gi-3874	52	5	generated	generate	VERB
gi-3874	52	6	and	and	CCONJ
gi-3874	52	7	this	this	PRON
gi-3874	52	8	involves	involve	VERB
gi-3874	52	9	the	the	DET
gi-3874	52	10	training	training	NOUN
gi-3874	52	11	of	of	ADP
gi-3874	52	12	classes	class	NOUN
gi-3874	52	13	.	.	PUNCT
gi-3874	53	1	aoi	aoi	PROPN
gi-3874	53	2	(	(	PUNCT
gi-3874	53	3	areas	area	NOUN
gi-3874	53	4	of	of	ADP
gi-3874	53	5	interest	interest	NOUN
gi-3874	53	6	)	)	PUNCT
gi-3874	53	7	was	be	AUX
gi-3874	53	8	created	create	VERB
gi-3874	53	9	and	and	CCONJ
gi-3874	53	10	used	use	VERB
gi-3874	53	11	to	to	PART
gi-3874	53	12	train	train	VERB
gi-3874	53	13	the	the	DET
gi-3874	53	14	land	land	NOUN
gi-3874	53	15	cover	cover	NOUN
gi-3874	53	16	classes	class	NOUN
gi-3874	53	17	(	(	PUNCT
gi-3874	53	18	waterbody	waterbody	NOUN
gi-3874	53	19	,	,	PUNCT
gi-3874	53	20	bare	bare	NOUN
gi-3874	53	21	-	-	PUNCT
gi-3874	53	22	soil	soil	NOUN
gi-3874	53	23	,	,	PUNCT
gi-3874	53	24	vegetation	vegetation	NOUN
gi-3874	53	25	and	and	CCONJ
gi-3874	53	26	built	build	VERB
gi-3874	53	27	-	-	PUNCT
gi-3874	53	28	up	up	NOUN
gi-3874	53	29	)	)	PUNCT
gi-3874	53	30	for	for	ADP
gi-3874	53	31	every	every	DET
gi-3874	53	32	class	class	NOUN
gi-3874	53	33	,	,	PUNCT
gi-3874	53	34	random	random	ADJ
gi-3874	53	35	samples	sample	NOUN
gi-3874	53	36	were	be	AUX
gi-3874	53	37	taken	take	VERB
gi-3874	53	38	across	across	ADP
gi-3874	53	39	the	the	DET
gi-3874	53	40	study	study	NOUN
gi-3874	53	41	area	area	NOUN
gi-3874	53	42	based	base	VERB
gi-3874	53	43	on	on	ADP
gi-3874	53	44	pixel	pixel	PROPN
gi-3874	53	45	spectra	spectra	PROPN
gi-3874	53	46	.	.	PUNCT
gi-3874	54	1	the	the	DET
gi-3874	54	2	sam	sam	PROPN
gi-3874	54	3	algorithm	algorithm	PROPN
gi-3874	54	4	which	which	PRON
gi-3874	54	5	is	be	AUX
gi-3874	54	6	a	a	DET
gi-3874	54	7	supervised	supervised	ADJ
gi-3874	54	8	approach	approach	NOUN
gi-3874	54	9	was	be	AUX
gi-3874	54	10	then	then	ADV
gi-3874	54	11	applied	apply	VERB
gi-3874	54	12	.	.	PUNCT
gi-3874	55	1	the	the	DET
gi-3874	55	2	spectral	spectral	PROPN
gi-3874	55	3	angle	angle	PROPN
gi-3874	55	4	mapper	mapper	PROPN
gi-3874	55	5	(	(	PUNCT
gi-3874	55	6	sam	sam	PROPN
gi-3874	55	7	)	)	PUNCT
gi-3874	55	8	algorithm	algorithm	NOUN
gi-3874	55	9	is	be	AUX
gi-3874	55	10	based	base	VERB
gi-3874	55	11	on	on	ADP
gi-3874	55	12	the	the	DET
gi-3874	55	13	assumption	assumption	NOUN
gi-3874	55	14	that	that	SCONJ
gi-3874	55	15	a	a	DET
gi-3874	55	16	single	single	ADJ
gi-3874	55	17	pixel	pixel	NOUN
gi-3874	55	18	of	of	ADP
gi-3874	55	19	remote	remote	ADJ
gi-3874	55	20	sensing	sensing	NOUN
gi-3874	55	21	images	image	NOUN
gi-3874	55	22	represents	represent	VERB
gi-3874	55	23	one	one	NUM
gi-3874	55	24	certain	certain	ADJ
gi-3874	55	25	ground	ground	NOUN
gi-3874	55	26	cover	cover	NOUN
gi-3874	55	27	material	material	NOUN
gi-3874	55	28	,	,	PUNCT
gi-3874	55	29	which	which	PRON
gi-3874	55	30	can	can	AUX
gi-3874	55	31	be	be	AUX
gi-3874	55	32	uniquely	uniquely	ADV
gi-3874	55	33	assigned	assign	VERB
gi-3874	55	34	to	to	ADP
gi-3874	55	35	only	only	ADV
gi-3874	55	36	one	one	NUM
gi-3874	55	37	ground	ground	NOUN
gi-3874	55	38	cover	cover	NOUN
gi-3874	55	39	class	class	NOUN
gi-3874	55	40	.	.	PUNCT
gi-3874	56	1	this	this	DET
gi-3874	56	2	algorithm	algorithm	NOUN
gi-3874	56	3	is	be	AUX
gi-3874	56	4	based	base	VERB
gi-3874	56	5	on	on	ADP
gi-3874	56	6	the	the	DET
gi-3874	56	7	measurement	measurement	NOUN
gi-3874	56	8	of	of	ADP
gi-3874	56	9	the	the	DET
gi-3874	56	10	spectral	spectral	ADJ
gi-3874	56	11	similarity	similarity	NOUN
gi-3874	56	12	between	between	ADP
gi-3874	56	13	two	two	NUM
gi-3874	56	14	spectra	spectra	NOUN
gi-3874	56	15	.	.	PUNCT
gi-3874	57	1	the	the	DET
gi-3874	57	2	spectral	spectral	ADJ
gi-3874	57	3	similarity	similarity	NOUN
gi-3874	57	4	can	can	AUX
gi-3874	57	5	be	be	AUX
gi-3874	57	6	obtained	obtain	VERB
gi-3874	57	7	by	by	ADP
gi-3874	57	8	considering	consider	VERB
gi-3874	57	9	each	each	DET
gi-3874	57	10	spectrum	spectrum	NOUN
gi-3874	57	11	as	as	ADP
gi-3874	57	12	a	a	DET
gi-3874	57	13	vector	vector	NOUN
gi-3874	57	14	in	in	ADP
gi-3874	57	15	q	q	NOUN
gi-3874	57	16	-dimensional	-dimensional	ADJ
gi-3874	57	17	space	space	NOUN
gi-3874	57	18	,	,	PUNCT
gi-3874	57	19	where	where	SCONJ
gi-3874	57	20	q	q	NOUN
gi-3874	57	21	is	be	AUX
gi-3874	57	22	the	the	DET
gi-3874	57	23	number	number	NOUN
gi-3874	57	24	of	of	ADP
gi-3874	57	25	bands	band	NOUN
gi-3874	57	26	[	[	X
gi-3874	57	27	15	15	NUM
gi-3874	57	28	,	,	PUNCT
gi-3874	57	29	16	16	NUM
gi-3874	57	30	]	]	PUNCT
gi-3874	57	31	.	.	PUNCT
gi-3874	58	1	the	the	DET
gi-3874	58	2	ecognition	ecognition	NOUN
gi-3874	58	3	developer	developer	NOUN
gi-3874	58	4	was	be	AUX
gi-3874	58	5	used	use	VERB
gi-3874	58	6	for	for	ADP
gi-3874	58	7	the	the	DET
gi-3874	58	8	object	object	NOUN
gi-3874	58	9	-	-	PUNCT
gi-3874	58	10	based	base	VERB
gi-3874	58	11	classification	classification	NOUN
gi-3874	58	12	of	of	ADP
gi-3874	58	13	the	the	DET
gi-3874	58	14	rapideye	rapideye	NOUN
gi-3874	58	15	satellite	satellite	NOUN
gi-3874	58	16	imagery	imagery	NOUN
gi-3874	58	17	.	.	PUNCT
gi-3874	59	1	the	the	DET
gi-3874	59	2	extracted	extract	VERB
gi-3874	59	3	individual	individual	ADJ
gi-3874	59	4	bands	band	NOUN
gi-3874	59	5	of	of	ADP
gi-3874	59	6	the	the	DET
gi-3874	59	7	rapideye	rapideye	NOUN
gi-3874	59	8	scene	scene	NOUN
gi-3874	59	9	acquired	acquire	VERB
gi-3874	59	10	were	be	AUX
gi-3874	59	11	stacked	stack	VERB
gi-3874	59	12	together	together	ADV
gi-3874	59	13	into	into	ADP
gi-3874	59	14	a	a	DET
gi-3874	59	15	single	single	ADJ
gi-3874	59	16	multispectral	multispectral	ADJ
gi-3874	59	17	image	image	NOUN
gi-3874	59	18	using	use	VERB
gi-3874	59	19	erdas	erda	NOUN
gi-3874	59	20	imagine	imagine	VERB
gi-3874	59	21	.	.	PUNCT
gi-3874	60	1	arcgis	arcgis	PROPN
gi-3874	60	2	10.1	10.1	NUM
gi-3874	60	3	was	be	AUX
gi-3874	60	4	used	use	VERB
gi-3874	60	5	to	to	PART
gi-3874	60	6	extract	extract	VERB
gi-3874	60	7	the	the	DET
gi-3874	60	8	shapefile	shapefile	NOUN
gi-3874	60	9	of	of	ADP
gi-3874	60	10	the	the	DET
gi-3874	60	11	study	study	NOUN
gi-3874	60	12	area	area	NOUN
gi-3874	60	13	from	from	ADP
gi-3874	60	14	the	the	DET
gi-3874	60	15	digitized	digitize	VERB
gi-3874	60	16	administrative	administrative	ADJ
gi-3874	60	17	map	map	NOUN
gi-3874	60	18	of	of	ADP
gi-3874	60	19	lagos	lagos	NOUN
gi-3874	60	20	state	state	NOUN
gi-3874	60	21	and	and	CCONJ
gi-3874	60	22	to	to	PART
gi-3874	60	23	produce	produce	VERB
gi-3874	60	24	the	the	DET
gi-3874	60	25	land	land	NOUN
gi-3874	60	26	cover	cover	NOUN
gi-3874	60	27	map	map	NOUN
gi-3874	60	28	of	of	ADP
gi-3874	60	29	the	the	DET
gi-3874	60	30	study	study	NOUN
gi-3874	60	31	area	area	NOUN
gi-3874	60	32	.	.	PUNCT
gi-3874	61	1	the	the	DET
gi-3874	61	2	boundary	boundary	ADJ
gi-3874	61	3	shape	shape	NOUN
gi-3874	61	4	file	file	NOUN
gi-3874	61	5	(	(	PUNCT
gi-3874	61	6	.shp	.shp	NOUN
gi-3874	61	7	)	)	PUNCT
gi-3874	61	8	of	of	ADP
gi-3874	61	9	eti	eti	PROPN
gi-3874	61	10	-	-	ADJ
gi-3874	61	11	osa	osa	ADJ
gi-3874	61	12	lga	lga	NOUN
gi-3874	61	13	was	be	AUX
gi-3874	61	14	converted	convert	VERB
gi-3874	61	15	to	to	ADP
gi-3874	61	16	an	an	DET
gi-3874	61	17	area	area	NOUN
gi-3874	61	18	of	of	ADP
gi-3874	61	19	interest	interest	NOUN
gi-3874	61	20	file	file	NOUN
gi-3874	61	21	(	(	PUNCT
gi-3874	61	22	.aoi	.aoi	NOUN
gi-3874	61	23	)	)	PUNCT
gi-3874	61	24	which	which	PRON
gi-3874	61	25	was	be	AUX
gi-3874	61	26	used	use	VERB
gi-3874	61	27	in	in	ADP
gi-3874	61	28	sub	sub	ADJ
gi-3874	61	29	-	-	ADJ
gi-3874	61	30	setting	set	VERB
gi-3874	61	31	or	or	CCONJ
gi-3874	61	32	clipping	clip	VERB
gi-3874	61	33	the	the	DET
gi-3874	61	34	stacked	stacked	ADJ
gi-3874	61	35	multispectral	multispectral	ADJ
gi-3874	61	36	rapideye	rapideye	NOUN
gi-3874	61	37	imageries	imagery	NOUN
gi-3874	61	38	.	.	PUNCT
gi-3874	62	1	for	for	ADP
gi-3874	62	2	the	the	DET
gi-3874	62	3	object	object	NOUN
gi-3874	62	4	-	-	PUNCT
gi-3874	62	5	based	base	VERB
gi-3874	62	6	image	image	NOUN
gi-3874	62	7	classification	classification	NOUN
gi-3874	62	8	,	,	PUNCT
gi-3874	62	9	the	the	DET
gi-3874	62	10	image	image	NOUN
gi-3874	62	11	was	be	AUX
gi-3874	62	12	divided	divide	VERB
gi-3874	62	13	into	into	ADP
gi-3874	62	14	objects	object	NOUN
gi-3874	62	15	serving	serve	VERB
gi-3874	62	16	as	as	ADP
gi-3874	62	17	building	build	VERB
gi-3874	62	18	blocks	block	NOUN
gi-3874	62	19	for	for	ADP
gi-3874	62	20	further	further	ADJ
gi-3874	62	21	analysis	analysis	NOUN
gi-3874	62	22	using	use	VERB
gi-3874	62	23	the	the	DET
gi-3874	62	24	multi	multi	ADJ
gi-3874	62	25	resolution	resolution	NOUN
gi-3874	62	26	segmentation	segmentation	NOUN
gi-3874	62	27	algorithm	algorithm	NOUN
gi-3874	62	28	in	in	ADP
gi-3874	62	29	ecognition	ecognition	NOUN
gi-3874	62	30	software	software	NOUN
gi-3874	62	31	[	[	X
gi-3874	62	32	1	1	NUM
gi-3874	62	33	]	]	PUNCT
gi-3874	62	34	.	.	PUNCT
gi-3874	63	1	the	the	DET
gi-3874	63	2	segmentation	segmentation	NOUN
gi-3874	63	3	was	be	AUX
gi-3874	63	4	performed	perform	VERB
gi-3874	63	5	to	to	PART
gi-3874	63	6	group	group	VERB
gi-3874	63	7	contiguous	contiguous	ADJ
gi-3874	63	8	pixels	pixel	NOUN
gi-3874	63	9	into	into	ADP
gi-3874	63	10	areas	area	NOUN
gi-3874	63	11	or	or	CCONJ
gi-3874	63	12	segments	segment	NOUN
gi-3874	63	13	that	that	PRON
gi-3874	63	14	are	be	AUX
gi-3874	63	15	homogenous	homogenous	ADJ
gi-3874	63	16	and	and	CCONJ
gi-3874	63	17	the	the	DET
gi-3874	63	18	following	follow	VERB
gi-3874	63	19	criteria	criterion	NOUN
gi-3874	63	20	were	be	AUX
gi-3874	63	21	used	use	VERB
gi-3874	63	22	:	:	PUNCT
gi-3874	63	23	scale	scale	NOUN
gi-3874	63	24	:	:	PUNCT
gi-3874	63	25	450	450	NUM
gi-3874	63	26	shape	shape	NOUN
gi-3874	63	27	:	:	PUNCT
gi-3874	63	28	0.3	0.3	NUM
gi-3874	63	29	and	and	CCONJ
gi-3874	63	30	compactness	compactness	NOUN
gi-3874	63	31	:	:	PUNCT
gi-3874	63	32	0.5	0.5	NUM
gi-3874	63	33	.	.	PUNCT
gi-3874	64	1	a	a	DET
gi-3874	64	2	pair	pair	NOUN
gi-3874	64	3	of	of	ADP
gi-3874	64	4	neighbouring	neighbouring	ADJ
gi-3874	64	5	image	image	NOUN
gi-3874	64	6	objects	object	NOUN
gi-3874	64	7	was	be	AUX
gi-3874	64	8	merged	merge	VERB
gi-3874	64	9	into	into	ADP
gi-3874	64	10	one	one	NUM
gi-3874	64	11	large	large	ADJ
gi-3874	64	12	object	object	NOUN
gi-3874	64	13	.	.	PUNCT
gi-3874	65	1	this	this	DET
gi-3874	65	2	decision	decision	NOUN
gi-3874	65	3	is	be	AUX
gi-3874	65	4	made	make	VERB
gi-3874	65	5	with	with	ADP
gi-3874	65	6	local	local	ADJ
gi-3874	65	7	homogeneity	homogeneity	NOUN
gi-3874	65	8	attributes	attribute	NOUN
gi-3874	65	9	and	and	CCONJ
gi-3874	65	10	can	can	AUX
gi-3874	65	11	be	be	AUX
gi-3874	65	12	defined	define	VERB
gi-3874	65	13	by	by	ADP
gi-3874	65	14	equation	equation	NOUN
gi-3874	65	15	1	1	NUM
gi-3874	66	1	[	[	X
gi-3874	66	2	18	18	NUM
gi-3874	66	3	]	]	PUNCT
gi-3874	66	4	.	.	PUNCT
gi-3874	67	1	geoinformatics	geoinformatic	NOUN
gi-3874	67	2	fce	fce	VERB
gi-3874	67	3	ctu	ctu	ADJ
gi-3874	67	4	15(2	15(2	NOUN
gi-3874	67	5	)	)	PUNCT
gi-3874	67	6	,	,	PUNCT
gi-3874	67	7	2016	2016	NUM
gi-3874	67	8	61	61	NUM
gi-3874	67	9	e.	e.	PROPN
gi-3874	67	10	o.	o.	PROPN
gi-3874	67	11	makinde	makinde	PROPN
gi-3874	67	12	et	et	PROPN
gi-3874	67	13	al	al	PROPN
gi-3874	67	14	.	.	PUNCT
gi-3874	67	15	:	:	PUNCT
gi-3874	68	1	object	object	NOUN
gi-3874	68	2	based	base	VERB
gi-3874	68	3	and	and	CCONJ
gi-3874	68	4	pixel	pixel	NOUN
gi-3874	68	5	based	base	VERB
gi-3874	68	6	classification	classification	NOUN
gi-3874	68	7	f	f	NOUN
gi-3874	68	8	=	=	SYM
gi-3874	68	9	i∑	i∑	PROPN
gi-3874	68	10	i=1	i=1	PROPN
gi-3874	68	11	wi(nmerge	wi(nmerge	PROPN
gi-3874	68	12	σmerge	σmerge	NOUN
gi-3874	68	13	−	−	PROPN
gi-3874	68	14	(	(	PUNCT
gi-3874	68	15	nobj1	nobj1	X
gi-3874	68	16	σobj1	σobj1	X
gi-3874	69	1	+	+	X
gi-3874	69	2	nobj2	nobj2	ADJ
gi-3874	69	3	σobj2	σobj2	X
gi-3874	69	4	)	)	PUNCT
gi-3874	69	5	)	)	PUNCT
gi-3874	70	1	(	(	PUNCT
gi-3874	70	2	1	1	X
gi-3874	70	3	)	)	PUNCT
gi-3874	70	4	where	where	SCONJ
gi-3874	70	5	n	n	PRON
gi-3874	70	6	is	be	AUX
gi-3874	70	7	the	the	DET
gi-3874	70	8	number	number	NOUN
gi-3874	70	9	of	of	ADP
gi-3874	70	10	bands	band	NOUN
gi-3874	70	11	and	and	CCONJ
gi-3874	70	12	wi	wi	PROPN
gi-3874	70	13	is	be	AUX
gi-3874	70	14	the	the	DET
gi-3874	70	15	weight	weight	NOUN
gi-3874	70	16	for	for	ADP
gi-3874	70	17	the	the	DET
gi-3874	70	18	current	current	ADJ
gi-3874	70	19	band	band	NOUN
gi-3874	70	20	,	,	PUNCT
gi-3874	70	21	nmerge	nmerge	VERB
gi-3874	70	22	,	,	PUNCT
gi-3874	70	23	nobj1	nobj1	NOUN
gi-3874	70	24	and	and	CCONJ
gi-3874	70	25	nobj2	nobj2	NOUN
gi-3874	70	26	are	be	AUX
gi-3874	70	27	respectively	respectively	ADV
gi-3874	70	28	the	the	DET
gi-3874	70	29	number	number	NOUN
gi-3874	70	30	of	of	ADP
gi-3874	70	31	pixels	pixel	NOUN
gi-3874	70	32	within	within	ADP
gi-3874	70	33	merged	merged	ADJ
gi-3874	70	34	object	object	NOUN
gi-3874	70	35	,	,	PUNCT
gi-3874	70	36	initial	initial	ADJ
gi-3874	70	37	object	object	NOUN
gi-3874	70	38	1	1	NUM
gi-3874	70	39	,	,	PUNCT
gi-3874	70	40	and	and	CCONJ
gi-3874	70	41	initial	initial	ADJ
gi-3874	70	42	object	object	NOUN
gi-3874	70	43	2	2	NUM
gi-3874	70	44	.	.	PUNCT
gi-3874	71	1	symbols	symbol	NOUN
gi-3874	71	2	σmerge	σmerge	VERB
gi-3874	71	3	,	,	PUNCT
gi-3874	71	4	σobj1	σobj1	ADV
gi-3874	71	5	,	,	PUNCT
gi-3874	71	6	σobj2	σobj2	X
gi-3874	71	7	are	be	AUX
gi-3874	71	8	the	the	DET
gi-3874	71	9	variances	variance	NOUN
gi-3874	71	10	of	of	ADP
gi-3874	71	11	merged	merged	ADJ
gi-3874	71	12	object	object	NOUN
gi-3874	71	13	,	,	PUNCT
gi-3874	71	14	initial	initial	ADJ
gi-3874	71	15	object	object	NOUN
gi-3874	71	16	1	1	NUM
gi-3874	71	17	,	,	PUNCT
gi-3874	71	18	and	and	CCONJ
gi-3874	71	19	initial	initial	ADJ
gi-3874	71	20	object	object	NOUN
gi-3874	71	21	2	2	NUM
gi-3874	71	22	is	be	AUX
gi-3874	71	23	the	the	DET
gi-3874	71	24	derived	derive	VERB
gi-3874	71	25	local	local	ADJ
gi-3874	71	26	tone	tone	NOUN
gi-3874	71	27	heterogeneity	heterogeneity	NOUN
gi-3874	71	28	weighted	weight	VERB
gi-3874	71	29	by	by	ADP
gi-3874	71	30	the	the	DET
gi-3874	71	31	size	size	NOUN
gi-3874	71	32	of	of	ADP
gi-3874	71	33	image	image	NOUN
gi-3874	71	34	objects	object	NOUN
gi-3874	71	35	and	and	CCONJ
gi-3874	71	36	summed	sum	VERB
gi-3874	71	37	over	over	ADP
gi-3874	71	38	n	n	PRON
gi-3874	71	39	image	image	NOUN
gi-3874	71	40	bands	band	NOUN
gi-3874	71	41	.	.	PUNCT
gi-3874	72	1	once	once	ADV
gi-3874	72	2	an	an	DET
gi-3874	72	3	image	image	NOUN
gi-3874	72	4	had	have	AUX
gi-3874	72	5	been	be	AUX
gi-3874	72	6	segmented	segment	VERB
gi-3874	72	7	,	,	PUNCT
gi-3874	72	8	it	it	PRON
gi-3874	72	9	was	be	AUX
gi-3874	72	10	then	then	ADV
gi-3874	72	11	classified	classify	VERB
gi-3874	72	12	at	at	ADP
gi-3874	72	13	the	the	DET
gi-3874	72	14	segment	segment	NOUN
gi-3874	72	15	level	level	NOUN
gi-3874	72	16	which	which	PRON
gi-3874	72	17	is	be	AUX
gi-3874	72	18	termed	term	VERB
gi-3874	72	19	object	object	NOUN
gi-3874	72	20	-	-	PUNCT
gi-3874	72	21	based	base	VERB
gi-3874	72	22	classification	classification	NOUN
gi-3874	72	23	.	.	PUNCT
gi-3874	73	1	the	the	DET
gi-3874	73	2	criteria	criterion	NOUN
gi-3874	73	3	or	or	CCONJ
gi-3874	73	4	attributes	attribute	NOUN
gi-3874	73	5	mentioned	mention	VERB
gi-3874	73	6	above	above	ADV
gi-3874	73	7	were	be	AUX
gi-3874	73	8	used	use	VERB
gi-3874	73	9	to	to	PART
gi-3874	73	10	label	label	VERB
gi-3874	73	11	the	the	DET
gi-3874	73	12	objects	object	NOUN
gi-3874	73	13	and	and	CCONJ
gi-3874	73	14	were	be	AUX
gi-3874	73	15	used	use	VERB
gi-3874	73	16	further	far	ADV
gi-3874	73	17	in	in	ADP
gi-3874	73	18	the	the	DET
gi-3874	73	19	object	object	NOUN
gi-3874	73	20	-	-	PUNCT
gi-3874	73	21	based	base	VERB
gi-3874	73	22	nearest	near	ADJ
gi-3874	73	23	neighbour	neighbour	ADJ
gi-3874	73	24	(	(	PUNCT
gi-3874	73	25	nn	nn	ADJ
gi-3874	73	26	)	)	PUNCT
gi-3874	73	27	classification	classification	NOUN
gi-3874	73	28	.	.	PUNCT
gi-3874	74	1	it	it	PRON
gi-3874	74	2	is	be	AUX
gi-3874	74	3	a	a	DET
gi-3874	74	4	supervised	supervised	ADJ
gi-3874	74	5	classification	classification	NOUN
gi-3874	74	6	technique	technique	NOUN
gi-3874	74	7	that	that	PRON
gi-3874	74	8	classified	classify	VERB
gi-3874	74	9	all	all	DET
gi-3874	74	10	objects	object	NOUN
gi-3874	74	11	in	in	ADP
gi-3874	74	12	the	the	DET
gi-3874	74	13	entire	entire	ADJ
gi-3874	74	14	image	image	NOUN
gi-3874	74	15	based	base	VERB
gi-3874	74	16	on	on	ADP
gi-3874	74	17	the	the	DET
gi-3874	74	18	selected	select	VERB
gi-3874	74	19	samples	sample	NOUN
gi-3874	74	20	and	and	CCONJ
gi-3874	74	21	the	the	DET
gi-3874	74	22	defined	define	VERB
gi-3874	74	23	statistics	statistic	NOUN
gi-3874	74	24	.	.	PUNCT
gi-3874	75	1	accuracy	accuracy	NOUN
gi-3874	75	2	assessment	assessment	NOUN
gi-3874	75	3	the	the	DET
gi-3874	75	4	results	result	NOUN
gi-3874	75	5	of	of	ADP
gi-3874	75	6	the	the	DET
gi-3874	75	7	pixel	pixel	NOUN
gi-3874	75	8	-	-	PUNCT
gi-3874	75	9	based	base	VERB
gi-3874	75	10	and	and	CCONJ
gi-3874	75	11	the	the	DET
gi-3874	75	12	object	object	NOUN
gi-3874	75	13	-	-	PUNCT
gi-3874	75	14	based	base	VERB
gi-3874	75	15	classification	classification	NOUN
gi-3874	75	16	of	of	ADP
gi-3874	75	17	the	the	DET
gi-3874	75	18	rapideye	rapideye	NOUN
gi-3874	75	19	image	image	NOUN
gi-3874	75	20	were	be	AUX
gi-3874	75	21	compared	compare	VERB
gi-3874	75	22	and	and	CCONJ
gi-3874	75	23	their	their	PRON
gi-3874	75	24	accuracy	accuracy	NOUN
gi-3874	75	25	was	be	AUX
gi-3874	75	26	assessed	assess	VERB
gi-3874	75	27	using	use	VERB
gi-3874	75	28	250	250	NUM
gi-3874	75	29	randomly	randomly	ADV
gi-3874	75	30	generated	generate	VERB
gi-3874	75	31	reference	reference	NOUN
gi-3874	75	32	points	point	NOUN
gi-3874	75	33	for	for	ADP
gi-3874	75	34	the	the	DET
gi-3874	75	35	image	image	NOUN
gi-3874	75	36	.	.	PUNCT
gi-3874	76	1	the	the	DET
gi-3874	76	2	reference	reference	NOUN
gi-3874	76	3	data	datum	NOUN
gi-3874	76	4	were	be	AUX
gi-3874	76	5	derived	derive	VERB
gi-3874	76	6	from	from	ADP
gi-3874	76	7	the	the	DET
gi-3874	76	8	panchromatic	panchromatic	ADJ
gi-3874	76	9	band	band	NOUN
gi-3874	76	10	of	of	ADP
gi-3874	76	11	the	the	DET
gi-3874	76	12	rapideye	rapideye	NOUN
gi-3874	76	13	image	image	NOUN
gi-3874	76	14	for	for	ADP
gi-3874	76	15	the	the	DET
gi-3874	76	16	study	study	NOUN
gi-3874	76	17	area	area	NOUN
gi-3874	76	18	.	.	PUNCT
gi-3874	77	1	then	then	ADV
gi-3874	77	2	error	error	NOUN
gi-3874	77	3	matrices	matrix	NOUN
gi-3874	77	4	were	be	AUX
gi-3874	77	5	generated	generate	VERB
gi-3874	77	6	and	and	CCONJ
gi-3874	77	7	the	the	DET
gi-3874	77	8	assessment	assessment	NOUN
gi-3874	77	9	indices	index	NOUN
gi-3874	77	10	are	be	AUX
gi-3874	77	11	derived	derive	VERB
gi-3874	77	12	,	,	PUNCT
gi-3874	77	13	including	include	VERB
gi-3874	77	14	the	the	DET
gi-3874	77	15	producer	producer	NOUN
gi-3874	77	16	’s	’s	PART
gi-3874	77	17	accuracy	accuracy	NOUN
gi-3874	77	18	,	,	PUNCT
gi-3874	77	19	the	the	DET
gi-3874	77	20	user	user	NOUN
gi-3874	77	21	’s	’s	PART
gi-3874	77	22	accuracy	accuracy	NOUN
gi-3874	77	23	,	,	PUNCT
gi-3874	77	24	and	and	CCONJ
gi-3874	77	25	the	the	DET
gi-3874	77	26	kappa	kappa	PROPN
gi-3874	77	27	statistics	statistics	PROPN
gi-3874	77	28	.	.	PUNCT
gi-3874	78	1	to	to	PART
gi-3874	78	2	determine	determine	VERB
gi-3874	78	3	if	if	SCONJ
gi-3874	78	4	the	the	DET
gi-3874	78	5	two	two	NUM
gi-3874	78	6	classifications	classification	NOUN
gi-3874	78	7	were	be	AUX
gi-3874	78	8	significantly	significantly	ADV
gi-3874	78	9	different	different	ADJ
gi-3874	78	10	at	at	ADP
gi-3874	78	11	(	(	PUNCT
gi-3874	78	12	α	α	NOUN
gi-3874	78	13	=	=	NOUN
gi-3874	78	14	0.05	0.05	NUM
gi-3874	78	15	)	)	PUNCT
gi-3874	78	16	,	,	PUNCT
gi-3874	78	17	a	a	DET
gi-3874	78	18	kappa	kappa	ADJ
gi-3874	78	19	analysis	analysis	NOUN
gi-3874	78	20	and	and	CCONJ
gi-3874	78	21	pair	pair	NOUN
gi-3874	78	22	-	-	PUNCT
gi-3874	78	23	wise	wise	ADJ
gi-3874	78	24	z	z	NOUN
gi-3874	78	25	-	-	PUNCT
gi-3874	78	26	test	test	NOUN
gi-3874	78	27	were	be	AUX
gi-3874	78	28	computed	compute	VERB
gi-3874	78	29	[	[	X
gi-3874	78	30	5	5	NUM
gi-3874	78	31	,	,	PUNCT
gi-3874	78	32	19	19	NUM
gi-3874	78	33	]	]	PUNCT
gi-3874	78	34	.	.	PUNCT
gi-3874	79	1	k̂	k̂	X
gi-3874	80	1	=	=	PUNCT
gi-3874	80	2	p0	p0	NOUN
gi-3874	80	3	−	−	PROPN
gi-3874	80	4	pc	pc	NOUN
gi-3874	80	5	1−	1−	NUM
gi-3874	80	6	pc	pc	NOUN
gi-3874	80	7	(	(	PUNCT
gi-3874	80	8	2	2	NUM
gi-3874	80	9	)	)	PUNCT
gi-3874	80	10	z	z	NOUN
gi-3874	80	11	=	=	PUNCT
gi-3874	81	1	|k̂1	|k̂1	NOUN
gi-3874	81	2	−	−	NOUN
gi-3874	81	3	k̂2|√	k̂2|√	PROPN
gi-3874	81	4	var(k̂1	var(k̂1	NOUN
gi-3874	81	5	)	)	PUNCT
gi-3874	81	6	+	+	CCONJ
gi-3874	81	7	var(k̂2	var(k̂2	NUM
gi-3874	81	8	)	)	PUNCT
gi-3874	81	9	(	(	PUNCT
gi-3874	81	10	3	3	X
gi-3874	81	11	)	)	PUNCT
gi-3874	81	12	where	where	SCONJ
gi-3874	81	13	po	po	NOUN
gi-3874	81	14	represents	represent	VERB
gi-3874	81	15	actual	actual	ADJ
gi-3874	81	16	agreement	agreement	NOUN
gi-3874	81	17	which	which	PRON
gi-3874	81	18	is	be	AUX
gi-3874	81	19	simply	simply	ADV
gi-3874	81	20	the	the	DET
gi-3874	81	21	number	number	NOUN
gi-3874	81	22	of	of	ADP
gi-3874	81	23	instances	instance	NOUN
gi-3874	81	24	that	that	PRON
gi-3874	81	25	were	be	AUX
gi-3874	81	26	classified	classify	VERB
gi-3874	81	27	correctly	correctly	ADV
gi-3874	81	28	throughout	throughout	ADP
gi-3874	81	29	the	the	DET
gi-3874	81	30	entire	entire	ADJ
gi-3874	81	31	error	error	NOUN
gi-3874	81	32	matrix	matrix	NOUN
gi-3874	81	33	,	,	PUNCT
gi-3874	81	34	pc	pc	NOUN
gi-3874	81	35	represents	represent	VERB
gi-3874	81	36	“	"	PUNCT
gi-3874	81	37	chance	chance	NOUN
gi-3874	81	38	agreement	agreement	NOUN
gi-3874	81	39	”	"	PUNCT
gi-3874	81	40	,	,	PUNCT
gi-3874	81	41	which	which	PRON
gi-3874	81	42	is	be	AUX
gi-3874	81	43	the	the	DET
gi-3874	81	44	accuracy	accuracy	NOUN
gi-3874	81	45	the	the	DET
gi-3874	81	46	classifier	classifier	NOUN
gi-3874	81	47	would	would	AUX
gi-3874	81	48	be	be	AUX
gi-3874	81	49	expected	expect	VERB
gi-3874	81	50	to	to	PART
gi-3874	81	51	achieve	achieve	VERB
gi-3874	81	52	based	base	VERB
gi-3874	81	53	on	on	ADP
gi-3874	81	54	the	the	DET
gi-3874	81	55	error	error	NOUN
gi-3874	81	56	matrix	matrix	NOUN
gi-3874	81	57	.	.	PUNCT
gi-3874	82	1	pc	pc	NOUN
gi-3874	82	2	is	be	AUX
gi-3874	82	3	directly	directly	ADV
gi-3874	82	4	related	relate	VERB
gi-3874	82	5	to	to	ADP
gi-3874	82	6	the	the	DET
gi-3874	82	7	number	number	NOUN
gi-3874	82	8	of	of	ADP
gi-3874	82	9	each	each	DET
gi-3874	82	10	class	class	NOUN
gi-3874	82	11	,	,	PUNCT
gi-3874	82	12	along	along	ADP
gi-3874	82	13	with	with	ADP
gi-3874	82	14	the	the	DET
gi-3874	82	15	number	number	NOUN
gi-3874	82	16	of	of	ADP
gi-3874	82	17	instances	instance	NOUN
gi-3874	82	18	that	that	PRON
gi-3874	82	19	the	the	DET
gi-3874	82	20	classifier	classifier	NOUN
gi-3874	82	21	agreed	agree	VERB
gi-3874	82	22	with	with	ADP
gi-3874	82	23	the	the	DET
gi-3874	82	24	ground	ground	NOUN
gi-3874	82	25	truth	truth	NOUN
gi-3874	82	26	class	class	NOUN
gi-3874	82	27	and	and	CCONJ
gi-3874	82	28	k̂1	k̂1	NOUN
gi-3874	82	29	,	,	PUNCT
gi-3874	82	30	k̂2	k̂2	PROPN
gi-3874	82	31	represents	represent	VERB
gi-3874	82	32	the	the	DET
gi-3874	82	33	kappa	kappa	ADJ
gi-3874	82	34	coefficients	coefficient	NOUN
gi-3874	82	35	for	for	ADP
gi-3874	82	36	the	the	DET
gi-3874	82	37	two	two	NUM
gi-3874	82	38	classifications	classification	NOUN
gi-3874	82	39	,	,	PUNCT
gi-3874	82	40	respectively	respectively	ADV
gi-3874	82	41	.	.	PUNCT
gi-3874	83	1	the	the	DET
gi-3874	83	2	kappa	kappa	PROPN
gi-3874	83	3	coefficient	coefficient	NOUN
gi-3874	83	4	is	be	AUX
gi-3874	83	5	a	a	DET
gi-3874	83	6	measure	measure	NOUN
gi-3874	83	7	of	of	ADP
gi-3874	83	8	the	the	DET
gi-3874	83	9	agreement	agreement	NOUN
gi-3874	83	10	between	between	ADP
gi-3874	83	11	observed	observed	ADJ
gi-3874	83	12	and	and	CCONJ
gi-3874	83	13	predicted	predict	VERB
gi-3874	83	14	values	value	NOUN
gi-3874	83	15	and	and	CCONJ
gi-3874	83	16	whether	whether	SCONJ
gi-3874	83	17	that	that	DET
gi-3874	83	18	agreement	agreement	NOUN
gi-3874	83	19	is	be	AUX
gi-3874	83	20	by	by	ADP
gi-3874	83	21	chance	chance	NOUN
gi-3874	83	22	[	[	X
gi-3874	83	23	19	19	NUM
gi-3874	83	24	]	]	PUNCT
gi-3874	83	25	.	.	PUNCT
gi-3874	84	1	results	result	NOUN
gi-3874	84	2	and	and	CCONJ
gi-3874	84	3	analysis	analysis	NOUN
gi-3874	84	4	a.	a.	NOUN
gi-3874	84	5	rapideye	rapideye	NOUN
gi-3874	84	6	colour	colour	NOUN
gi-3874	84	7	composite	composite	ADJ
gi-3874	84	8	imageries	imagery	NOUN
gi-3874	84	9	figure	figure	VERB
gi-3874	84	10	1	1	NUM
gi-3874	84	11	shows	show	VERB
gi-3874	84	12	the	the	DET
gi-3874	84	13	clipped	clip	VERB
gi-3874	84	14	rapideye	rapideye	NOUN
gi-3874	84	15	imagery	imagery	NOUN
gi-3874	84	16	of	of	ADP
gi-3874	84	17	eti	eti	PROPN
gi-3874	84	18	-	-	ADJ
gi-3874	84	19	osa	osa	ADJ
gi-3874	84	20	lga	lga	NOUN
gi-3874	84	21	using	use	VERB
gi-3874	84	22	the	the	DET
gi-3874	84	23	standard	standard	ADJ
gi-3874	84	24	“	"	PUNCT
gi-3874	84	25	true	true	ADJ
gi-3874	84	26	colour	colour	NOUN
gi-3874	84	27	”	"	PUNCT
gi-3874	84	28	composite	composite	ADJ
gi-3874	84	29	–	–	PUNCT
gi-3874	84	30	bands	band	NOUN
gi-3874	84	31	3	3	NUM
gi-3874	84	32	,	,	PUNCT
gi-3874	84	33	2	2	NUM
gi-3874	84	34	and	and	CCONJ
gi-3874	84	35	1	1	NUM
gi-3874	84	36	.	.	PUNCT
gi-3874	84	37	because	because	SCONJ
gi-3874	84	38	the	the	DET
gi-3874	84	39	visible	visible	ADJ
gi-3874	84	40	bands	band	NOUN
gi-3874	84	41	are	be	AUX
gi-3874	84	42	used	use	VERB
gi-3874	84	43	in	in	ADP
gi-3874	84	44	this	this	DET
gi-3874	84	45	combination	combination	NOUN
gi-3874	84	46	,	,	PUNCT
gi-3874	84	47	ground	ground	NOUN
gi-3874	84	48	features	feature	NOUN
gi-3874	84	49	appear	appear	VERB
gi-3874	84	50	in	in	ADP
gi-3874	84	51	colours	colour	NOUN
gi-3874	84	52	similar	similar	ADJ
gi-3874	84	53	to	to	ADP
gi-3874	84	54	their	their	PRON
gi-3874	84	55	appearance	appearance	NOUN
gi-3874	84	56	to	to	ADP
gi-3874	84	57	the	the	DET
gi-3874	84	58	human	human	ADJ
gi-3874	84	59	visual	visual	ADJ
gi-3874	84	60	system	system	NOUN
gi-3874	84	61	,	,	PUNCT
gi-3874	84	62	healthy	healthy	ADJ
gi-3874	84	63	vegetation	vegetation	NOUN
gi-3874	84	64	is	be	AUX
gi-3874	84	65	green	green	ADJ
gi-3874	84	66	,	,	PUNCT
gi-3874	84	67	roads	road	NOUN
gi-3874	84	68	are	be	AUX
gi-3874	84	69	grey	grey	ADJ
gi-3874	84	70	,	,	PUNCT
gi-3874	84	71	and	and	CCONJ
gi-3874	84	72	shorelines	shoreline	NOUN
gi-3874	84	73	are	be	AUX
gi-3874	84	74	white	white	ADJ
gi-3874	84	75	.	.	PUNCT
gi-3874	85	1	geoinformatics	geoinformatic	NOUN
gi-3874	85	2	fce	fce	VERB
gi-3874	85	3	ctu	ctu	NOUN
gi-3874	85	4	15(2	15(2	NOUN
gi-3874	85	5	)	)	PUNCT
gi-3874	85	6	,	,	PUNCT
gi-3874	85	7	2016	2016	NUM
gi-3874	85	8	62	62	NUM
gi-3874	85	9	e.	e.	PROPN
gi-3874	85	10	o.	o.	PROPN
gi-3874	85	11	makinde	makinde	PROPN
gi-3874	85	12	et	et	PROPN
gi-3874	85	13	al	al	PROPN
gi-3874	85	14	.	.	PUNCT
gi-3874	85	15	:	:	PUNCT
gi-3874	85	16	object	object	NOUN
gi-3874	85	17	based	base	VERB
gi-3874	85	18	and	and	CCONJ
gi-3874	85	19	pixel	pixel	NOUN
gi-3874	85	20	based	base	VERB
gi-3874	85	21	classification	classification	NOUN
gi-3874	85	22	figure	figure	NOUN
gi-3874	85	23	1	1	NUM
gi-3874	85	24	:	:	PUNCT
gi-3874	85	25	composite	composite	NOUN
gi-3874	85	26	of	of	ADP
gi-3874	85	27	2009	2009	NUM
gi-3874	85	28	rapideye	rapideye	NOUN
gi-3874	85	29	satellite	satellite	PROPN
gi-3874	85	30	imagery	imagery	PROPN
gi-3874	85	31	b.	b.	PROPN
gi-3874	85	32	land	land	PROPN
gi-3874	85	33	cover	cover	NOUN
gi-3874	85	34	maps	map	VERB
gi-3874	85	35	the	the	DET
gi-3874	85	36	land	land	NOUN
gi-3874	85	37	cover	cover	NOUN
gi-3874	85	38	maps	map	NOUN
gi-3874	85	39	of	of	ADP
gi-3874	85	40	the	the	DET
gi-3874	85	41	study	study	NOUN
gi-3874	85	42	area	area	NOUN
gi-3874	85	43	produced	produce	VERB
gi-3874	85	44	for	for	ADP
gi-3874	85	45	the	the	DET
gi-3874	85	46	different	different	ADJ
gi-3874	85	47	classification	classification	NOUN
gi-3874	85	48	types	type	NOUN
gi-3874	85	49	are	be	AUX
gi-3874	85	50	shown	show	VERB
gi-3874	85	51	in	in	ADP
gi-3874	85	52	figures	figure	NOUN
gi-3874	85	53	2	2	NUM
gi-3874	85	54	and	and	CCONJ
gi-3874	85	55	3	3	NUM
gi-3874	85	56	.	.	X
gi-3874	86	1	water	water	NOUN
gi-3874	86	2	bodies	body	NOUN
gi-3874	86	3	within	within	ADP
gi-3874	86	4	the	the	DET
gi-3874	86	5	study	study	NOUN
gi-3874	86	6	area	area	NOUN
gi-3874	86	7	were	be	AUX
gi-3874	86	8	depicted	depict	VERB
gi-3874	86	9	in	in	ADP
gi-3874	86	10	colour	colour	NOUN
gi-3874	86	11	blue	blue	NOUN
gi-3874	86	12	while	while	SCONJ
gi-3874	86	13	vegetation	vegetation	NOUN
gi-3874	86	14	cover	cover	NOUN
gi-3874	86	15	within	within	ADP
gi-3874	86	16	the	the	DET
gi-3874	86	17	study	study	NOUN
gi-3874	86	18	area	area	NOUN
gi-3874	86	19	was	be	AUX
gi-3874	86	20	depicted	depict	VERB
gi-3874	86	21	with	with	ADP
gi-3874	86	22	green	green	PROPN
gi-3874	86	23	.	.	PUNCT
gi-3874	87	1	the	the	DET
gi-3874	87	2	classes	class	NOUN
gi-3874	87	3	which	which	PRON
gi-3874	87	4	are	be	AUX
gi-3874	87	5	depicted	depict	VERB
gi-3874	87	6	in	in	ADP
gi-3874	87	7	colour	colour	NOUN
gi-3874	87	8	red	red	NOUN
gi-3874	87	9	represent	represent	VERB
gi-3874	87	10	built	build	VERB
gi-3874	87	11	-	-	PUNCT
gi-3874	87	12	up	up	NOUN
gi-3874	87	13	and	and	CCONJ
gi-3874	87	14	bare	bare	ADJ
gi-3874	87	15	soil	soil	NOUN
gi-3874	87	16	is	be	AUX
gi-3874	87	17	depicted	depict	VERB
gi-3874	87	18	with	with	ADP
gi-3874	87	19	grey	grey	PROPN
gi-3874	87	20	within	within	ADP
gi-3874	87	21	eti	eti	PROPN
gi-3874	87	22	-	-	ADJ
gi-3874	87	23	osa	osa	ADJ
gi-3874	87	24	,	,	PUNCT
gi-3874	87	25	lagos	lago	NOUN
gi-3874	87	26	.	.	PUNCT
gi-3874	88	1	c.	c.	PROPN
gi-3874	88	2	accuracy	accuracy	PROPN
gi-3874	88	3	assessment	assessment	NOUN
gi-3874	88	4	the	the	DET
gi-3874	88	5	diagonal	diagonal	ADJ
gi-3874	88	6	elements	element	NOUN
gi-3874	88	7	of	of	ADP
gi-3874	88	8	the	the	DET
gi-3874	88	9	error	error	NOUN
gi-3874	88	10	matrix	matrix	NOUN
gi-3874	88	11	indicate	indicate	VERB
gi-3874	88	12	the	the	DET
gi-3874	88	13	correctly	correctly	ADV
gi-3874	88	14	classified	classify	VERB
gi-3874	88	15	pixels	pixel	NOUN
gi-3874	88	16	,	,	PUNCT
gi-3874	88	17	while	while	SCONJ
gi-3874	88	18	the	the	DET
gi-3874	88	19	off	off	ADJ
gi-3874	88	20	diagonal	diagonal	ADJ
gi-3874	88	21	elements	element	NOUN
gi-3874	88	22	of	of	ADP
gi-3874	88	23	the	the	DET
gi-3874	88	24	matrix	matrix	NOUN
gi-3874	88	25	indicate	indicate	VERB
gi-3874	88	26	the	the	DET
gi-3874	88	27	wrongly	wrongly	ADV
gi-3874	88	28	classified	classify	VERB
gi-3874	88	29	pixels	pixel	NOUN
gi-3874	88	30	based	base	VERB
gi-3874	88	31	on	on	ADP
gi-3874	88	32	the	the	DET
gi-3874	88	33	comparison	comparison	NOUN
gi-3874	88	34	of	of	ADP
gi-3874	88	35	the	the	DET
gi-3874	88	36	panchromatic	panchromatic	ADJ
gi-3874	88	37	band	band	NOUN
gi-3874	88	38	of	of	ADP
gi-3874	88	39	the	the	DET
gi-3874	88	40	image	image	NOUN
gi-3874	88	41	,	,	PUNCT
gi-3874	88	42	data	datum	NOUN
gi-3874	88	43	derived	derive	VERB
gi-3874	88	44	from	from	ADP
gi-3874	88	45	the	the	DET
gi-3874	88	46	field	field	NOUN
gi-3874	88	47	and	and	CCONJ
gi-3874	88	48	the	the	DET
gi-3874	88	49	classified	classified	ADJ
gi-3874	88	50	image	image	NOUN
gi-3874	88	51	.	.	PUNCT
gi-3874	89	1	table	table	NOUN
gi-3874	89	2	1	1	NUM
gi-3874	89	3	,	,	PUNCT
gi-3874	89	4	gives	give	VERB
gi-3874	89	5	the	the	DET
gi-3874	89	6	meaning	meaning	NOUN
gi-3874	89	7	of	of	ADP
gi-3874	89	8	the	the	DET
gi-3874	89	9	code	code	NOUN
gi-3874	89	10	used	use	VERB
gi-3874	89	11	in	in	ADP
gi-3874	89	12	the	the	DET
gi-3874	89	13	subsequent	subsequent	ADJ
gi-3874	89	14	tables	table	NOUN
gi-3874	89	15	.	.	PUNCT
gi-3874	90	1	table	table	NOUN
gi-3874	90	2	1	1	NUM
gi-3874	90	3	:	:	PUNCT
gi-3874	90	4	code	code	NOUN
gi-3874	90	5	used	use	VERB
gi-3874	90	6	in	in	ADP
gi-3874	90	7	accuracy	accuracy	NOUN
gi-3874	90	8	report	report	NOUN
gi-3874	90	9	tables	table	VERB
gi-3874	90	10	code	code	NOUN
gi-3874	90	11	meaning	mean	VERB
gi-3874	90	12	wb	wb	PROPN
gi-3874	90	13	water	water	NOUN
gi-3874	90	14	body	body	NOUN
gi-3874	90	15	vg	vg	ADP
gi-3874	90	16	vegetation	vegetation	NOUN
gi-3874	90	17	bs	bs	NOUN
gi-3874	90	18	bare	bare	ADJ
gi-3874	90	19	soil	soil	NOUN
gi-3874	90	20	bu	bu	ADP
gi-3874	90	21	built	build	VERB
gi-3874	90	22	-	-	PUNCT
gi-3874	90	23	up	up	ADP
gi-3874	90	24	geoinformatics	geoinformatic	NOUN
gi-3874	90	25	fce	fce	VERB
gi-3874	90	26	ctu	ctu	NOUN
gi-3874	90	27	15(2	15(2	NOUN
gi-3874	90	28	)	)	PUNCT
gi-3874	90	29	,	,	PUNCT
gi-3874	90	30	2016	2016	NUM
gi-3874	90	31	63	63	NUM
gi-3874	90	32	e.	e.	PROPN
gi-3874	90	33	o.	o.	PROPN
gi-3874	90	34	makinde	makinde	PROPN
gi-3874	90	35	et	et	PROPN
gi-3874	90	36	al	al	PROPN
gi-3874	90	37	.	.	PUNCT
gi-3874	90	38	:	:	PUNCT
gi-3874	91	1	object	object	NOUN
gi-3874	91	2	based	base	VERB
gi-3874	91	3	and	and	CCONJ
gi-3874	91	4	pixel	pixel	NOUN
gi-3874	91	5	based	base	VERB
gi-3874	91	6	classification	classification	NOUN
gi-3874	91	7	figure	figure	NOUN
gi-3874	91	8	2	2	NUM
gi-3874	91	9	:	:	PUNCT
gi-3874	91	10	land	land	NOUN
gi-3874	91	11	cover	cover	NOUN
gi-3874	91	12	map	map	NOUN
gi-3874	91	13	of	of	ADP
gi-3874	91	14	the	the	DET
gi-3874	91	15	study	study	NOUN
gi-3874	91	16	area	area	NOUN
gi-3874	91	17	(	(	PUNCT
gi-3874	91	18	pixel	pixel	NOUN
gi-3874	91	19	-	-	PUNCT
gi-3874	91	20	based	base	VERB
gi-3874	91	21	classification	classification	NOUN
gi-3874	91	22	)	)	PUNCT
gi-3874	91	23	figure	figure	NOUN
gi-3874	91	24	3	3	NUM
gi-3874	91	25	:	:	PUNCT
gi-3874	91	26	land	land	NOUN
gi-3874	91	27	cover	cover	NOUN
gi-3874	91	28	map	map	NOUN
gi-3874	91	29	of	of	ADP
gi-3874	91	30	the	the	DET
gi-3874	91	31	study	study	NOUN
gi-3874	91	32	area	area	NOUN
gi-3874	91	33	(	(	PUNCT
gi-3874	91	34	object	object	NOUN
gi-3874	91	35	-	-	PUNCT
gi-3874	91	36	based	base	VERB
gi-3874	91	37	classification	classification	NOUN
gi-3874	91	38	)	)	PUNCT
gi-3874	91	39	geoinformatics	geoinformatic	NOUN
gi-3874	91	40	fce	fce	VERB
gi-3874	91	41	ctu	ctu	NOUN
gi-3874	91	42	15(2	15(2	NOUN
gi-3874	91	43	)	)	PUNCT
gi-3874	91	44	,	,	PUNCT
gi-3874	91	45	2016	2016	NUM
gi-3874	91	46	64	64	NUM
gi-3874	91	47	e.	e.	PROPN
gi-3874	91	48	o.	o.	PROPN
gi-3874	91	49	makinde	makinde	PROPN
gi-3874	91	50	et	et	PROPN
gi-3874	91	51	al	al	PROPN
gi-3874	91	52	.	.	PUNCT
gi-3874	91	53	:	:	PUNCT
gi-3874	92	1	object	object	NOUN
gi-3874	92	2	based	base	VERB
gi-3874	92	3	and	and	CCONJ
gi-3874	92	4	pixel	pixel	NOUN
gi-3874	92	5	based	base	VERB
gi-3874	92	6	classification	classification	PROPN
gi-3874	92	7	d.	d.	PROPN
gi-3874	92	8	accuracy	accuracy	PROPN
gi-3874	92	9	report	report	VERB
gi-3874	92	10	the	the	DET
gi-3874	92	11	results	result	NOUN
gi-3874	92	12	of	of	ADP
gi-3874	92	13	the	the	DET
gi-3874	92	14	pixel	pixel	NOUN
gi-3874	92	15	-	-	PUNCT
gi-3874	92	16	based	base	VERB
gi-3874	92	17	and	and	CCONJ
gi-3874	92	18	the	the	DET
gi-3874	92	19	object	object	NOUN
gi-3874	92	20	-	-	PUNCT
gi-3874	92	21	oriented	orient	VERB
gi-3874	92	22	classification	classification	NOUN
gi-3874	92	23	of	of	ADP
gi-3874	92	24	the	the	DET
gi-3874	92	25	rapideye	rapideye	NOUN
gi-3874	92	26	image	image	NOUN
gi-3874	92	27	are	be	AUX
gi-3874	92	28	compared	compare	VERB
gi-3874	92	29	by	by	ADP
gi-3874	92	30	accuracy	accuracy	NOUN
gi-3874	92	31	assessment	assessment	NOUN
gi-3874	92	32	.	.	PUNCT
gi-3874	93	1	a	a	DET
gi-3874	93	2	total	total	NOUN
gi-3874	93	3	of	of	ADP
gi-3874	93	4	the	the	DET
gi-3874	93	5	217	217	NUM
gi-3874	93	6	samples	sample	NOUN
gi-3874	93	7	were	be	AUX
gi-3874	93	8	selected	select	VERB
gi-3874	93	9	randomly	randomly	ADV
gi-3874	93	10	for	for	ADP
gi-3874	93	11	assessment	assessment	NOUN
gi-3874	93	12	.	.	PUNCT
gi-3874	94	1	“	"	PUNCT
gi-3874	94	2	known	know	VERB
gi-3874	94	3	”	"	PUNCT
gi-3874	94	4	pixels	pixel	NOUN
gi-3874	94	5	from	from	ADP
gi-3874	94	6	ground	ground	NOUN
gi-3874	94	7	trothing	trothe	VERB
gi-3874	94	8	were	be	AUX
gi-3874	94	9	identified	identify	VERB
gi-3874	94	10	on	on	ADP
gi-3874	94	11	the	the	DET
gi-3874	94	12	panchromatic	panchromatic	ADJ
gi-3874	94	13	band	band	NOUN
gi-3874	94	14	used	use	VERB
gi-3874	94	15	as	as	ADP
gi-3874	94	16	the	the	DET
gi-3874	94	17	reference	reference	NOUN
gi-3874	94	18	data	datum	NOUN
gi-3874	94	19	.	.	PUNCT
gi-3874	95	1	then	then	ADV
gi-3874	95	2	an	an	DET
gi-3874	95	3	error	error	NOUN
gi-3874	95	4	matrix	matrix	NOUN
gi-3874	95	5	was	be	AUX
gi-3874	95	6	generated	generate	VERB
gi-3874	95	7	and	and	CCONJ
gi-3874	95	8	the	the	DET
gi-3874	95	9	assessment	assessment	NOUN
gi-3874	95	10	indices	index	NOUN
gi-3874	95	11	are	be	AUX
gi-3874	95	12	given	give	VERB
gi-3874	95	13	on	on	ADP
gi-3874	95	14	tables	table	NOUN
gi-3874	95	15	2	2	NUM
gi-3874	95	16	-	-	SYM
gi-3874	95	17	3	3	NUM
gi-3874	95	18	,	,	PUNCT
gi-3874	95	19	including	include	VERB
gi-3874	95	20	the	the	DET
gi-3874	95	21	producer	producer	NOUN
gi-3874	95	22	’s	’s	PART
gi-3874	95	23	accuracy	accuracy	NOUN
gi-3874	95	24	,	,	PUNCT
gi-3874	95	25	the	the	DET
gi-3874	95	26	user	user	NOUN
gi-3874	95	27	’s	’s	PART
gi-3874	95	28	accuracy	accuracy	NOUN
gi-3874	95	29	,	,	PUNCT
gi-3874	95	30	and	and	CCONJ
gi-3874	95	31	the	the	DET
gi-3874	95	32	kappa	kappa	PROPN
gi-3874	95	33	statistics	statistics	PROPN
gi-3874	95	34	.	.	PUNCT
gi-3874	96	1	an	an	DET
gi-3874	96	2	accuracy	accuracy	NOUN
gi-3874	96	3	assessment	assessment	NOUN
gi-3874	96	4	was	be	AUX
gi-3874	96	5	also	also	ADV
gi-3874	96	6	performed	perform	VERB
gi-3874	96	7	on	on	ADP
gi-3874	96	8	the	the	DET
gi-3874	96	9	object	object	NOUN
gi-3874	96	10	-	-	PUNCT
gi-3874	96	11	based	base	VERB
gi-3874	96	12	classification	classification	NOUN
gi-3874	96	13	results	result	NOUN
gi-3874	96	14	.	.	PUNCT
gi-3874	97	1	the	the	DET
gi-3874	97	2	best	good	ADJ
gi-3874	97	3	classification	classification	NOUN
gi-3874	97	4	result	result	NOUN
gi-3874	97	5	shows	show	VERB
gi-3874	97	6	statistics	statistic	NOUN
gi-3874	97	7	of	of	ADP
gi-3874	97	8	the	the	DET
gi-3874	97	9	training	training	NOUN
gi-3874	97	10	these	these	DET
gi-3874	97	11	statistics	statistic	NOUN
gi-3874	97	12	allow	allow	VERB
gi-3874	97	13	one	one	PRON
gi-3874	97	14	to	to	PART
gi-3874	97	15	compare	compare	VERB
gi-3874	97	16	which	which	DET
gi-3874	97	17	classes	class	NOUN
gi-3874	97	18	have	have	AUX
gi-3874	97	19	been	be	AUX
gi-3874	97	20	best	well	ADV
gi-3874	97	21	classified	classify	VERB
gi-3874	97	22	.	.	PUNCT
gi-3874	98	1	the	the	DET
gi-3874	98	2	result	result	NOUN
gi-3874	98	3	showed	show	VERB
gi-3874	98	4	that	that	SCONJ
gi-3874	98	5	water	water	NOUN
gi-3874	98	6	bodies	body	NOUN
gi-3874	98	7	had	have	VERB
gi-3874	98	8	the	the	DET
gi-3874	98	9	highest	high	ADJ
gi-3874	98	10	accuracy	accuracy	NOUN
gi-3874	98	11	for	for	ADP
gi-3874	98	12	object	object	NOUN
gi-3874	98	13	-	-	PUNCT
gi-3874	98	14	based	base	VERB
gi-3874	98	15	and	and	CCONJ
gi-3874	98	16	pixel	pixel	NOUN
gi-3874	98	17	-	-	PUNCT
gi-3874	98	18	based	base	VERB
gi-3874	98	19	classification	classification	NOUN
gi-3874	98	20	.	.	PUNCT
gi-3874	99	1	table	table	NOUN
gi-3874	99	2	2	2	NUM
gi-3874	99	3	:	:	PUNCT
gi-3874	99	4	error	error	NOUN
gi-3874	99	5	matrix	matrix	NOUN
gi-3874	99	6	and	and	CCONJ
gi-3874	99	7	accuracy	accuracy	NOUN
gi-3874	99	8	report	report	NOUN
gi-3874	99	9	(	(	PUNCT
gi-3874	99	10	pixel	pixel	NOUN
gi-3874	99	11	-	-	PUNCT
gi-3874	99	12	based	base	VERB
gi-3874	99	13	classification	classification	NOUN
gi-3874	99	14	)	)	PUNCT
gi-3874	99	15	reference	reference	NOUN
gi-3874	99	16	data	datum	NOUN
gi-3874	99	17	classified	classify	VERB
gi-3874	99	18	wb	wb	PROPN
gi-3874	99	19	vg	vg	ADV
gi-3874	100	1	bs	bs	PROPN
gi-3874	100	2	bu	bu	PROPN
gi-3874	100	3	total	total	ADJ
gi-3874	100	4	producer	producer	NOUN
gi-3874	100	5	users	user	NOUN
gi-3874	100	6	data	data	NOUN
gi-3874	100	7	accuracy	accuracy	NOUN
gi-3874	100	8	accuracy	accuracy	NOUN
gi-3874	100	9	wb	wb	PROPN
gi-3874	100	10	57	57	NUM
gi-3874	100	11	0	0	NUM
gi-3874	100	12	1	1	NUM
gi-3874	100	13	0	0	NUM
gi-3874	100	14	58	58	NUM
gi-3874	100	15	100	100	NUM
gi-3874	100	16	%	%	NOUN
gi-3874	100	17	98.28	98.28	NUM
gi-3874	100	18	%	%	NOUN
gi-3874	100	19	vg	vg	NOUN
gi-3874	100	20	0	0	NUM
gi-3874	100	21	58	58	NUM
gi-3874	100	22	0	0	NUM
gi-3874	100	23	11	11	NUM
gi-3874	100	24	69	69	NUM
gi-3874	100	25	89.23	89.23	NUM
gi-3874	100	26	%	%	NOUN
gi-3874	100	27	84.06	84.06	NUM
gi-3874	100	28	%	%	NOUN
gi-3874	100	29	bs	bs	NOUN
gi-3874	100	30	0	0	NUM
gi-3874	100	31	0	0	NUM
gi-3874	100	32	19	19	NUM
gi-3874	100	33	3	3	NUM
gi-3874	100	34	22	22	NUM
gi-3874	100	35	70.37	70.37	NUM
gi-3874	100	36	%	%	NOUN
gi-3874	100	37	86.36	86.36	NUM
gi-3874	100	38	%	%	NOUN
gi-3874	100	39	bu	bu	NOUN
gi-3874	100	40	0	0	NUM
gi-3874	100	41	7	7	NUM
gi-3874	100	42	7	7	NUM
gi-3874	100	43	54	54	NUM
gi-3874	100	44	68	68	NUM
gi-3874	100	45	79.41	79.41	NUM
gi-3874	100	46	%	%	NOUN
gi-3874	100	47	79.41	79.41	NUM
gi-3874	100	48	%	%	NOUN
gi-3874	100	49	total	total	NOUN
gi-3874	100	50	57	57	NUM
gi-3874	100	51	65	65	NUM
gi-3874	100	52	27	27	NUM
gi-3874	100	53	68	68	NUM
gi-3874	100	54	217	217	NUM
gi-3874	100	55	overall	overall	ADJ
gi-3874	100	56	classifcation	classifcation	NOUN
gi-3874	100	57	accuracy	accuracy	NOUN
gi-3874	100	58	=	=	NOUN
gi-3874	100	59	86.64	86.64	NUM
gi-3874	100	60	%	%	NOUN
gi-3874	100	61	table	table	NOUN
gi-3874	100	62	3	3	NUM
gi-3874	100	63	:	:	PUNCT
gi-3874	100	64	error	error	NOUN
gi-3874	100	65	matrix	matrix	NOUN
gi-3874	100	66	and	and	CCONJ
gi-3874	100	67	accuracy	accuracy	NOUN
gi-3874	100	68	report	report	NOUN
gi-3874	100	69	(	(	PUNCT
gi-3874	100	70	object	object	NOUN
gi-3874	100	71	-	-	PUNCT
gi-3874	100	72	based	base	VERB
gi-3874	100	73	classification	classification	NOUN
gi-3874	100	74	)	)	PUNCT
gi-3874	100	75	reference	reference	NOUN
gi-3874	100	76	data	datum	NOUN
gi-3874	100	77	classified	classify	VERB
gi-3874	100	78	wb	wb	PROPN
gi-3874	100	79	vg	vg	ADV
gi-3874	101	1	bs	bs	PROPN
gi-3874	101	2	bu	bu	PROPN
gi-3874	101	3	total	total	ADJ
gi-3874	101	4	producer	producer	NOUN
gi-3874	101	5	users	user	NOUN
gi-3874	101	6	data	datum	NOUN
gi-3874	101	7	accuracy	accuracy	NOUN
gi-3874	101	8	accuracy	accuracy	NOUN
gi-3874	101	9	wb	wb	PROPN
gi-3874	101	10	58	58	NUM
gi-3874	101	11	1	1	NUM
gi-3874	101	12	0	0	NUM
gi-3874	101	13	0	0	NUM
gi-3874	101	14	59	59	NUM
gi-3874	101	15	100	100	NUM
gi-3874	101	16	%	%	NOUN
gi-3874	101	17	98.31	98.31	NUM
gi-3874	101	18	%	%	NOUN
gi-3874	101	19	vg	vg	NOUN
gi-3874	101	20	1	1	NUM
gi-3874	101	21	60	60	NUM
gi-3874	101	22	3	3	NUM
gi-3874	101	23	1	1	NUM
gi-3874	101	24	65	65	NUM
gi-3874	101	25	95.24	95.24	NUM
gi-3874	101	26	%	%	NOUN
gi-3874	101	27	92.31	92.31	NUM
gi-3874	101	28	%	%	NOUN
gi-3874	101	29	bs	bs	NOUN
gi-3874	101	30	0	0	NUM
gi-3874	101	31	0	0	NUM
gi-3874	101	32	39	39	NUM
gi-3874	101	33	1	1	NUM
gi-3874	101	34	40	40	NUM
gi-3874	101	35	97.50	97.50	NUM
gi-3874	101	36	%	%	NOUN
gi-3874	101	37	86.67	86.67	NUM
gi-3874	101	38	%	%	NOUN
gi-3874	101	39	bu	bu	NOUN
gi-3874	101	40	0	0	NUM
gi-3874	101	41	2	2	NUM
gi-3874	101	42	3	3	NUM
gi-3874	101	43	48	48	NUM
gi-3874	101	44	53	53	NUM
gi-3874	101	45	96.00	96.00	NUM
gi-3874	101	46	%	%	NOUN
gi-3874	101	47	90.57	90.57	NUM
gi-3874	101	48	%	%	NOUN
gi-3874	101	49	total	total	NOUN
gi-3874	101	50	59	59	NUM
gi-3874	101	51	63	63	NUM
gi-3874	101	52	45	45	NUM
gi-3874	101	53	50	50	NUM
gi-3874	101	54	217	217	NUM
gi-3874	101	55	overall	overall	ADJ
gi-3874	101	56	classifcation	classifcation	NOUN
gi-3874	101	57	accuracy	accuracy	NOUN
gi-3874	101	58	=	=	NOUN
gi-3874	101	59	94.47	94.47	NUM
gi-3874	101	60	%	%	NOUN
gi-3874	101	61	kappa	kappa	NOUN
gi-3874	101	62	is	be	AUX
gi-3874	101	63	a	a	DET
gi-3874	101	64	discrete	discrete	ADJ
gi-3874	101	65	multivariate	multivariate	NOUN
gi-3874	101	66	technique	technique	NOUN
gi-3874	101	67	that	that	PRON
gi-3874	101	68	tests	test	VERB
gi-3874	101	69	whether	whether	SCONJ
gi-3874	101	70	one	one	NUM
gi-3874	101	71	data	datum	NOUN
gi-3874	101	72	set	set	VERB
gi-3874	101	73	is	be	AUX
gi-3874	101	74	significantly	significantly	ADV
gi-3874	101	75	different	different	ADJ
gi-3874	101	76	from	from	ADP
gi-3874	101	77	another	another	PRON
gi-3874	101	78	.	.	PUNCT
gi-3874	102	1	it	it	PRON
gi-3874	102	2	is	be	AUX
gi-3874	102	3	used	use	VERB
gi-3874	102	4	to	to	PART
gi-3874	102	5	test	test	VERB
gi-3874	102	6	whether	whether	SCONJ
gi-3874	102	7	two	two	NUM
gi-3874	102	8	error	error	NOUN
gi-3874	102	9	matrices	matrix	NOUN
gi-3874	102	10	are	be	AUX
gi-3874	102	11	significantly	significantly	ADV
gi-3874	102	12	different	different	ADJ
gi-3874	103	1	[	[	X
gi-3874	103	2	5	5	NUM
gi-3874	103	3	]	]	PUNCT
gi-3874	103	4	.	.	PUNCT
gi-3874	104	1	the	the	DET
gi-3874	104	2	two	two	NUM
gi-3874	104	3	error	error	NOUN
gi-3874	104	4	matrices	matrix	NOUN
gi-3874	104	5	can	can	AUX
gi-3874	104	6	be	be	AUX
gi-3874	104	7	from	from	ADP
gi-3874	104	8	different	different	ADJ
gi-3874	104	9	classifications	classification	NOUN
gi-3874	104	10	,	,	PUNCT
gi-3874	104	11	as	as	SCONJ
gi-3874	104	12	might	might	AUX
gi-3874	104	13	be	be	AUX
gi-3874	104	14	the	the	DET
gi-3874	104	15	case	case	NOUN
gi-3874	104	16	when	when	SCONJ
gi-3874	104	17	conducting	conduct	VERB
gi-3874	104	18	change	change	NOUN
gi-3874	104	19	detection	detection	NOUN
gi-3874	104	20	,	,	PUNCT
gi-3874	104	21	or	or	CCONJ
gi-3874	104	22	kappa	kappa	NOUN
gi-3874	104	23	may	may	AUX
gi-3874	104	24	be	be	AUX
gi-3874	104	25	used	use	VERB
gi-3874	104	26	on	on	ADP
gi-3874	104	27	only	only	ADV
gi-3874	104	28	one	one	NUM
gi-3874	104	29	error	error	NOUN
gi-3874	104	30	matrix	matrix	NOUN
gi-3874	104	31	by	by	ADP
gi-3874	104	32	comparing	compare	VERB
gi-3874	104	33	that	that	DET
gi-3874	104	34	error	error	NOUN
gi-3874	104	35	matrix	matrix	NOUN
gi-3874	104	36	to	to	ADP
gi-3874	104	37	a	a	DET
gi-3874	104	38	hypothetical	hypothetical	ADJ
gi-3874	104	39	completely	completely	ADV
gi-3874	104	40	random	random	ADJ
gi-3874	104	41	error	error	NOUN
gi-3874	104	42	matrix	matrix	NOUN
gi-3874	104	43	.	.	PUNCT
gi-3874	105	1	in	in	ADP
gi-3874	105	2	other	other	ADJ
gi-3874	105	3	words	word	NOUN
gi-3874	105	4	,	,	PUNCT
gi-3874	105	5	kappa	kappa	PROPN
gi-3874	105	6	’s	’s	PART
gi-3874	105	7	associated	associated	ADJ
gi-3874	105	8	test	test	NOUN
gi-3874	105	9	statistic	statistic	PROPN
gi-3874	105	10	khat	khat	PROPN
gi-3874	105	11	tests	test	VERB
gi-3874	105	12	how	how	SCONJ
gi-3874	105	13	a	a	DET
gi-3874	105	14	classification	classification	NOUN
gi-3874	105	15	performed	perform	VERB
gi-3874	105	16	relative	relative	ADV
gi-3874	105	17	to	to	ADP
gi-3874	105	18	a	a	DET
gi-3874	105	19	hypothetical	hypothetical	ADJ
gi-3874	105	20	completely	completely	ADV
gi-3874	105	21	randomly	randomly	ADV
gi-3874	105	22	determined	determine	VERB
gi-3874	105	23	classification	classification	NOUN
gi-3874	105	24	.	.	PUNCT
gi-3874	106	1	an	an	DET
gi-3874	106	2	important	important	ADJ
gi-3874	106	3	property	property	NOUN
gi-3874	106	4	of	of	ADP
gi-3874	106	5	kappa	kappa	PROPN
gi-3874	106	6	is	be	AUX
gi-3874	106	7	that	that	SCONJ
gi-3874	106	8	it	it	PRON
gi-3874	106	9	uses	use	VERB
gi-3874	106	10	the	the	DET
gi-3874	106	11	information	information	NOUN
gi-3874	106	12	contained	contain	VERB
gi-3874	106	13	in	in	ADP
gi-3874	106	14	all	all	PRON
gi-3874	106	15	of	of	ADP
gi-3874	106	16	the	the	DET
gi-3874	106	17	cells	cell	NOUN
gi-3874	106	18	of	of	ADP
gi-3874	106	19	the	the	DET
gi-3874	106	20	error	error	NOUN
gi-3874	106	21	matrix	matrix	NOUN
gi-3874	106	22	,	,	PUNCT
gi-3874	106	23	rather	rather	ADV
gi-3874	106	24	than	than	ADP
gi-3874	106	25	only	only	ADV
gi-3874	106	26	the	the	DET
gi-3874	106	27	diagonal	diagonal	ADJ
gi-3874	106	28	elements	element	NOUN
gi-3874	106	29	,	,	PUNCT
gi-3874	106	30	to	to	PART
gi-3874	106	31	estimate	estimate	VERB
gi-3874	106	32	the	the	DET
gi-3874	106	33	accuracy	accuracy	NOUN
gi-3874	106	34	of	of	ADP
gi-3874	106	35	the	the	DET
gi-3874	106	36	classification	classification	NOUN
gi-3874	106	37	[	[	X
gi-3874	106	38	10	10	NUM
gi-3874	106	39	]	]	PUNCT
gi-3874	106	40	.	.	PUNCT
gi-3874	107	1	the	the	DET
gi-3874	107	2	khat	khat	PROPN
gi-3874	107	3	statistic	statistic	PROPN
gi-3874	107	4	ranges	range	VERB
gi-3874	107	5	from	from	ADP
gi-3874	107	6	0	0	NUM
gi-3874	107	7	to	to	ADP
gi-3874	107	8	1	1	NUM
gi-3874	107	9	.	.	PUNCT
gi-3874	108	1	a	a	DET
gi-3874	108	2	khat	khat	PROPN
gi-3874	108	3	value	value	NOUN
gi-3874	108	4	of	of	ADP
gi-3874	108	5	0.75	0.75	NUM
gi-3874	108	6	means	mean	VERB
gi-3874	108	7	that	that	SCONJ
gi-3874	108	8	the	the	DET
gi-3874	108	9	classification	classification	NOUN
gi-3874	108	10	accounts	account	VERB
gi-3874	108	11	for	for	ADP
gi-3874	108	12	75	75	NUM
gi-3874	108	13	%	%	NOUN
gi-3874	108	14	more	more	ADJ
gi-3874	108	15	of	of	ADP
gi-3874	108	16	the	the	DET
gi-3874	108	17	variation	variation	NOUN
gi-3874	108	18	in	in	ADP
gi-3874	108	19	the	the	DET
gi-3874	108	20	data	datum	NOUN
gi-3874	108	21	than	than	SCONJ
gi-3874	108	22	would	would	AUX
gi-3874	108	23	a	a	DET
gi-3874	108	24	hypothetical	hypothetical	ADJ
gi-3874	108	25	completely	completely	ADV
gi-3874	108	26	random	random	ADJ
gi-3874	108	27	classification	classification	NOUN
gi-3874	108	28	.	.	PUNCT
gi-3874	109	1	geoinformatics	geoinformatic	NOUN
gi-3874	109	2	fce	fce	VERB
gi-3874	109	3	ctu	ctu	ADJ
gi-3874	109	4	15(2	15(2	NOUN
gi-3874	109	5	)	)	PUNCT
gi-3874	109	6	,	,	PUNCT
gi-3874	109	7	2016	2016	NUM
gi-3874	109	8	65	65	NUM
gi-3874	109	9	e.	e.	PROPN
gi-3874	109	10	o.	o.	PROPN
gi-3874	109	11	makinde	makinde	PROPN
gi-3874	109	12	et	et	PROPN
gi-3874	109	13	al	al	PROPN
gi-3874	109	14	.	.	PUNCT
gi-3874	109	15	:	:	PUNCT
gi-3874	110	1	object	object	NOUN
gi-3874	110	2	based	base	VERB
gi-3874	110	3	and	and	CCONJ
gi-3874	110	4	pixel	pixel	NOUN
gi-3874	110	5	based	base	VERB
gi-3874	110	6	classification	classification	NOUN
gi-3874	110	7	a	a	DET
gi-3874	110	8	general	general	ADJ
gi-3874	110	9	framework	framework	NOUN
gi-3874	110	10	for	for	ADP
gi-3874	110	11	interpreting	interpret	VERB
gi-3874	110	12	khat	khat	PROPN
gi-3874	110	13	values	value	NOUN
gi-3874	110	14	was	be	AUX
gi-3874	110	15	introduced	introduce	VERB
gi-3874	110	16	by	by	ADP
gi-3874	110	17	[	[	X
gi-3874	110	18	10	10	NUM
gi-3874	110	19	,	,	PUNCT
gi-3874	110	20	14	14	NUM
gi-3874	110	21	]	]	PUNCT
gi-3874	110	22	.	.	PUNCT
gi-3874	111	1	they	they	PRON
gi-3874	111	2	recommended	recommend	VERB
gi-3874	111	3	that	that	SCONJ
gi-3874	111	4	khat	khat	PROPN
gi-3874	111	5	values	value	VERB
gi-3874	111	6	greater	great	ADJ
gi-3874	111	7	than	than	ADP
gi-3874	111	8	0.8	0.8	NUM
gi-3874	111	9	represent	represent	VERB
gi-3874	111	10	strong	strong	ADJ
gi-3874	111	11	agreement	agreement	NOUN
gi-3874	111	12	,	,	PUNCT
gi-3874	111	13	values	value	NOUN
gi-3874	111	14	between	between	ADP
gi-3874	111	15	0.4	0.4	NUM
gi-3874	111	16	and	and	CCONJ
gi-3874	111	17	0.8	0.8	NUM
gi-3874	111	18	represent	represent	VERB
gi-3874	111	19	moderate	moderate	ADJ
gi-3874	111	20	agreement	agreement	NOUN
gi-3874	111	21	,	,	PUNCT
gi-3874	111	22	and	and	CCONJ
gi-3874	111	23	values	value	NOUN
gi-3874	111	24	below	below	ADP
gi-3874	111	25	0.4	0.4	NUM
gi-3874	111	26	represent	represent	VERB
gi-3874	111	27	poor	poor	ADJ
gi-3874	111	28	agreement	agreement	NOUN
gi-3874	111	29	[	[	X
gi-3874	111	30	10	10	NUM
gi-3874	111	31	]	]	PUNCT
gi-3874	111	32	.	.	PUNCT
gi-3874	112	1	the	the	DET
gi-3874	112	2	tables	table	NOUN
gi-3874	112	3	below	below	ADV
gi-3874	112	4	show	show	VERB
gi-3874	112	5	the	the	DET
gi-3874	112	6	kappa	kappa	PROPN
gi-3874	112	7	statistics	statistic	NOUN
gi-3874	112	8	for	for	ADP
gi-3874	112	9	the	the	DET
gi-3874	112	10	two	two	NUM
gi-3874	112	11	methods	method	NOUN
gi-3874	112	12	of	of	ADP
gi-3874	112	13	classification	classification	NOUN
gi-3874	112	14	employed	employ	VERB
gi-3874	112	15	.	.	PUNCT
gi-3874	112	16	table	table	NOUN
gi-3874	112	17	4	4	NUM
gi-3874	112	18	:	:	PUNCT
gi-3874	112	19	kappa	kappa	PROPN
gi-3874	112	20	statistics	statistics	PROPN
gi-3874	112	21	(	(	PUNCT
gi-3874	112	22	pixel	pixel	NOUN
gi-3874	112	23	-	-	PUNCT
gi-3874	112	24	based	base	VERB
gi-3874	112	25	classification	classification	NOUN
gi-3874	112	26	)	)	PUNCT
gi-3874	112	27	class	class	NOUN
gi-3874	112	28	name	name	NOUN
gi-3874	112	29	kappa	kappa	PROPN
gi-3874	112	30	waterbody	waterbody	NOUN
gi-3874	112	31	0.9766	0.9766	NUM
gi-3874	112	32	vegetation	vegetation	NOUN
gi-3874	112	33	0.7724	0.7724	NUM
gi-3874	112	34	bare	bare	ADJ
gi-3874	112	35	soil	soil	NOUN
gi-3874	112	36	0.8443	0.8443	NUM
gi-3874	112	37	built	build	VERB
gi-3874	112	38	-	-	PUNCT
gi-3874	112	39	up	up	ADP
gi-3874	112	40	0.8443	0.8443	NUM
gi-3874	112	41	overall	overall	ADJ
gi-3874	112	42	kappa	kappa	ADJ
gi-3874	112	43	statistics	statistic	NOUN
gi-3874	112	44	=	=	SYM
gi-3874	113	1	0.8153	0.8153	NUM
gi-3874	113	2	table	table	NOUN
gi-3874	113	3	5	5	NUM
gi-3874	113	4	:	:	PUNCT
gi-3874	113	5	kappa	kappa	PROPN
gi-3874	113	6	statistics	statistic	NOUN
gi-3874	113	7	(	(	PUNCT
gi-3874	113	8	object	object	NOUN
gi-3874	113	9	-	-	PUNCT
gi-3874	113	10	based	base	VERB
gi-3874	113	11	classification	classification	NOUN
gi-3874	113	12	)	)	PUNCT
gi-3874	113	13	class	class	NOUN
gi-3874	113	14	name	name	NOUN
gi-3874	113	15	kappa	kappa	NOUN
gi-3874	113	16	waterbody	waterbody	NOUN
gi-3874	113	17	0.9842	0.9842	NUM
gi-3874	113	18	vegetation	vegetation	NOUN
gi-3874	113	19	0.8200	0.8200	NUM
gi-3874	113	20	bare	bare	ADJ
gi-3874	113	21	soil	soil	NOUN
gi-3874	113	22	0.8962	0.8962	NUM
gi-3874	113	23	built	build	VERB
gi-3874	113	24	-	-	PUNCT
gi-3874	113	25	up	up	ADP
gi-3874	113	26	0.9235	0.9235	NUM
gi-3874	113	27	overall	overall	ADJ
gi-3874	113	28	kappa	kappa	ADJ
gi-3874	113	29	statistics	statistic	NOUN
gi-3874	113	30	=	=	PUNCT
gi-3874	114	1	0.8674	0.8674	NUM
gi-3874	114	2	comparison	comparison	NOUN
gi-3874	114	3	of	of	ADP
gi-3874	114	4	pixel	pixel	NOUN
gi-3874	114	5	-	-	PUNCT
gi-3874	114	6	based	base	VERB
gi-3874	114	7	and	and	CCONJ
gi-3874	114	8	object	object	NOUN
gi-3874	114	9	-	-	PUNCT
gi-3874	114	10	based	base	VERB
gi-3874	114	11	classification	classification	NOUN
gi-3874	114	12	from	from	ADP
gi-3874	114	13	the	the	DET
gi-3874	114	14	tables	table	NOUN
gi-3874	114	15	,	,	PUNCT
gi-3874	114	16	it	it	PRON
gi-3874	114	17	can	can	AUX
gi-3874	114	18	be	be	AUX
gi-3874	114	19	seen	see	VERB
gi-3874	114	20	that	that	SCONJ
gi-3874	114	21	the	the	DET
gi-3874	114	22	object	object	NOUN
gi-3874	114	23	-	-	PUNCT
gi-3874	114	24	oriented	orient	VERB
gi-3874	114	25	classification	classification	NOUN
gi-3874	114	26	produced	produce	VERB
gi-3874	114	27	more	more	ADV
gi-3874	114	28	accurate	accurate	ADJ
gi-3874	114	29	results	result	NOUN
gi-3874	114	30	,	,	PUNCT
gi-3874	114	31	the	the	DET
gi-3874	114	32	overall	overall	ADJ
gi-3874	114	33	accuracy	accuracy	NOUN
gi-3874	114	34	are	be	AUX
gi-3874	114	35	7.83	7.83	NUM
gi-3874	114	36	%	%	NOUN
gi-3874	114	37	more	more	ADJ
gi-3874	114	38	than	than	ADP
gi-3874	114	39	the	the	DET
gi-3874	114	40	pixel	pixel	NOUN
gi-3874	114	41	-	-	PUNCT
gi-3874	114	42	based	base	VERB
gi-3874	114	43	classification	classification	NOUN
gi-3874	114	44	.	.	PUNCT
gi-3874	115	1	moreover	moreover	ADV
gi-3874	115	2	,	,	PUNCT
gi-3874	115	3	in	in	ADP
gi-3874	115	4	the	the	DET
gi-3874	115	5	case	case	NOUN
gi-3874	115	6	of	of	ADP
gi-3874	115	7	the	the	DET
gi-3874	115	8	pixel	pixel	PROPN
gi-3874	115	9	-	-	PUNCT
gi-3874	115	10	based	base	VERB
gi-3874	115	11	classification	classification	NOUN
gi-3874	115	12	due	due	ADP
gi-3874	115	13	to	to	ADP
gi-3874	115	14	utilization	utilization	NOUN
gi-3874	115	15	of	of	ADP
gi-3874	115	16	only	only	ADJ
gi-3874	115	17	spectral	spectral	ADJ
gi-3874	115	18	information	information	NOUN
gi-3874	115	19	of	of	ADP
gi-3874	115	20	pixels	pixel	NOUN
gi-3874	115	21	in	in	ADP
gi-3874	115	22	image	image	NOUN
gi-3874	115	23	data	datum	NOUN
gi-3874	115	24	,	,	PUNCT
gi-3874	115	25	the	the	DET
gi-3874	115	26	results	result	NOUN
gi-3874	115	27	looks	look	VERB
gi-3874	115	28	like	like	ADP
gi-3874	115	29	pepper	pepper	NOUN
gi-3874	115	30	-	-	PUNCT
gi-3874	115	31	and	and	CCONJ
gi-3874	115	32	-	-	PUNCT
gi-3874	115	33	salt	salt	NOUN
gi-3874	115	34	picture	picture	NOUN
gi-3874	115	35	.	.	PUNCT
gi-3874	116	1	i.	i.	PROPN
gi-3874	116	2	representation	representation	PROPN
gi-3874	116	3	of	of	ADP
gi-3874	116	4	land	land	NOUN
gi-3874	116	5	cover	cover	NOUN
gi-3874	116	6	classes	class	NOUN
gi-3874	116	7	by	by	ADP
gi-3874	116	8	pixels	pixel	NOUN
gi-3874	116	9	the	the	DET
gi-3874	116	10	table	table	NOUN
gi-3874	116	11	6	6	NUM
gi-3874	116	12	is	be	AUX
gi-3874	116	13	a	a	DET
gi-3874	116	14	matrix	matrix	NOUN
gi-3874	116	15	of	of	ADP
gi-3874	116	16	the	the	DET
gi-3874	116	17	number	number	NOUN
gi-3874	116	18	of	of	ADP
gi-3874	116	19	pixels	pixel	NOUN
gi-3874	116	20	that	that	PRON
gi-3874	116	21	were	be	AUX
gi-3874	116	22	classified	classify	VERB
gi-3874	116	23	per	per	ADP
gi-3874	116	24	land	land	NOUN
gi-3874	116	25	cover	cover	NOUN
gi-3874	116	26	class	class	NOUN
gi-3874	116	27	for	for	ADP
gi-3874	116	28	each	each	PRON
gi-3874	116	29	of	of	ADP
gi-3874	116	30	the	the	DET
gi-3874	116	31	two	two	NUM
gi-3874	116	32	methods	method	NOUN
gi-3874	116	33	.	.	PUNCT
gi-3874	117	1	in	in	ADP
gi-3874	117	2	this	this	DET
gi-3874	117	3	table	table	NOUN
gi-3874	117	4	,	,	PUNCT
gi-3874	117	5	the	the	DET
gi-3874	117	6	numbers	number	NOUN
gi-3874	117	7	of	of	ADP
gi-3874	117	8	pixel	pixel	NOUN
gi-3874	117	9	belonging	belong	VERB
gi-3874	117	10	to	to	ADP
gi-3874	117	11	the	the	DET
gi-3874	117	12	same	same	ADJ
gi-3874	117	13	class	class	NOUN
gi-3874	117	14	of	of	ADP
gi-3874	117	15	classified	classified	ADJ
gi-3874	117	16	were	be	AUX
gi-3874	117	17	compared	compare	VERB
gi-3874	117	18	.	.	PUNCT
gi-3874	118	1	table	table	NOUN
gi-3874	118	2	6	6	NUM
gi-3874	118	3	:	:	PUNCT
gi-3874	118	4	matrix	matrix	NOUN
gi-3874	118	5	of	of	ADP
gi-3874	118	6	classified	classify	VERB
gi-3874	118	7	pixels	pixel	NOUN
gi-3874	118	8	number	number	NOUN
gi-3874	118	9	of	of	ADP
gi-3874	118	10	pixels	pixel	NOUN
gi-3874	118	11	land	land	NOUN
gi-3874	118	12	cover	cover	NOUN
gi-3874	118	13	class	class	NOUN
gi-3874	118	14	pixel	pixel	NOUN
gi-3874	118	15	-	-	PUNCT
gi-3874	118	16	based	base	VERB
gi-3874	118	17	object	object	NOUN
gi-3874	118	18	-	-	PUNCT
gi-3874	118	19	based	base	VERB
gi-3874	118	20	bare	bare	ADJ
gi-3874	118	21	soil	soil	NOUN
gi-3874	118	22	7007	7007	NUM
gi-3874	118	23	1290	1290	NUM
gi-3874	118	24	built	build	VERB
gi-3874	118	25	-	-	PUNCT
gi-3874	118	26	up	up	ADP
gi-3874	118	27	24984	24984	NUM
gi-3874	118	28	6260	6260	NUM
gi-3874	118	29	vegetation	vegetation	NOUN
gi-3874	118	30	25534	25534	NUM
gi-3874	118	31	3910	3910	NUM
gi-3874	118	32	water	water	NOUN
gi-3874	118	33	body	body	NOUN
gi-3874	118	34	17936	17936	NUM
gi-3874	118	35	1380	1380	NUM
gi-3874	118	36	geoinformatics	geoinformatic	NOUN
gi-3874	118	37	fce	fce	VERB
gi-3874	118	38	ctu	ctu	NOUN
gi-3874	118	39	15(2	15(2	NOUN
gi-3874	118	40	)	)	PUNCT
gi-3874	118	41	,	,	PUNCT
gi-3874	118	42	2016	2016	NUM
gi-3874	118	43	66	66	NUM
gi-3874	118	44	e.	e.	PROPN
gi-3874	118	45	o.	o.	PROPN
gi-3874	118	46	makinde	makinde	PROPN
gi-3874	118	47	et	et	PROPN
gi-3874	118	48	al	al	PROPN
gi-3874	118	49	.	.	PUNCT
gi-3874	118	50	:	:	PUNCT
gi-3874	119	1	object	object	NOUN
gi-3874	119	2	based	base	VERB
gi-3874	119	3	and	and	CCONJ
gi-3874	119	4	pixel	pixel	PROPN
gi-3874	119	5	based	base	VERB
gi-3874	119	6	classification	classification	PROPN
gi-3874	119	7	ii	ii	PROPN
gi-3874	119	8	.	.	PROPN
gi-3874	119	9	similarities	similarity	NOUN
gi-3874	119	10	and	and	CCONJ
gi-3874	119	11	differences	difference	NOUN
gi-3874	119	12	based	base	VERB
gi-3874	119	13	on	on	ADP
gi-3874	119	14	the	the	DET
gi-3874	119	15	classified	classified	ADJ
gi-3874	119	16	pixels	pixel	NOUN
gi-3874	119	17	table	table	NOUN
gi-3874	119	18	6	6	NUM
gi-3874	119	19	shows	show	VERB
gi-3874	119	20	that	that	SCONJ
gi-3874	119	21	the	the	DET
gi-3874	119	22	comparison	comparison	NOUN
gi-3874	119	23	between	between	ADP
gi-3874	119	24	pixel	pixel	PROPN
gi-3874	119	25	-	-	PUNCT
gi-3874	119	26	based	base	VERB
gi-3874	119	27	and	and	CCONJ
gi-3874	119	28	object	object	NOUN
gi-3874	119	29	-	-	PUNCT
gi-3874	119	30	based	base	VERB
gi-3874	119	31	classification	classification	NOUN
gi-3874	119	32	is	be	AUX
gi-3874	119	33	possible	possible	ADJ
gi-3874	119	34	and	and	CCONJ
gi-3874	119	35	that	that	SCONJ
gi-3874	119	36	the	the	DET
gi-3874	119	37	results	result	NOUN
gi-3874	119	38	of	of	ADP
gi-3874	119	39	the	the	DET
gi-3874	119	40	two	two	NUM
gi-3874	119	41	classifiers	classifier	NOUN
gi-3874	119	42	follow	follow	VERB
gi-3874	119	43	a	a	DET
gi-3874	119	44	general	general	ADJ
gi-3874	119	45	trend	trend	NOUN
gi-3874	119	46	.	.	PUNCT
gi-3874	120	1	however	however	ADV
gi-3874	120	2	,	,	PUNCT
gi-3874	120	3	the	the	DET
gi-3874	120	4	results	result	NOUN
gi-3874	120	5	from	from	ADP
gi-3874	120	6	the	the	DET
gi-3874	120	7	object	object	NOUN
gi-3874	120	8	-	-	PUNCT
gi-3874	120	9	based	base	VERB
gi-3874	120	10	classification	classification	NOUN
gi-3874	120	11	show	show	NOUN
gi-3874	120	12	rather	rather	ADV
gi-3874	120	13	low	low	ADJ
gi-3874	120	14	number	number	NOUN
gi-3874	120	15	of	of	ADP
gi-3874	120	16	classified	classified	ADJ
gi-3874	120	17	pixels	pixel	NOUN
gi-3874	120	18	;	;	PUNCT
gi-3874	120	19	this	this	PRON
gi-3874	120	20	is	be	AUX
gi-3874	120	21	because	because	SCONJ
gi-3874	120	22	in	in	ADP
gi-3874	120	23	the	the	DET
gi-3874	120	24	case	case	NOUN
gi-3874	120	25	of	of	ADP
gi-3874	120	26	the	the	DET
gi-3874	120	27	object	object	NOUN
gi-3874	120	28	-	-	PUNCT
gi-3874	120	29	based	base	VERB
gi-3874	120	30	classification	classification	NOUN
gi-3874	120	31	,	,	PUNCT
gi-3874	120	32	pixels	pixel	NOUN
gi-3874	120	33	have	have	AUX
gi-3874	120	34	been	be	AUX
gi-3874	120	35	grouped	group	VERB
gi-3874	120	36	in	in	ADP
gi-3874	120	37	the	the	DET
gi-3874	120	38	process	process	NOUN
gi-3874	120	39	of	of	ADP
gi-3874	120	40	segmentation	segmentation	NOUN
gi-3874	120	41	into	into	ADP
gi-3874	120	42	objects	object	NOUN
gi-3874	120	43	.	.	PUNCT
gi-3874	121	1	table	table	NOUN
gi-3874	121	2	6	6	NUM
gi-3874	121	3	indicates	indicate	VERB
gi-3874	121	4	that	that	SCONJ
gi-3874	121	5	dominant	dominant	ADJ
gi-3874	121	6	land	land	NOUN
gi-3874	121	7	cover	cover	NOUN
gi-3874	121	8	within	within	ADP
gi-3874	121	9	the	the	DET
gi-3874	121	10	study	study	NOUN
gi-3874	121	11	area	area	NOUN
gi-3874	121	12	is	be	AUX
gi-3874	121	13	the	the	DET
gi-3874	121	14	vegetation	vegetation	NOUN
gi-3874	121	15	land	land	NOUN
gi-3874	121	16	cover	cover	NOUN
gi-3874	121	17	.	.	PUNCT
gi-3874	122	1	this	this	PRON
gi-3874	122	2	is	be	AUX
gi-3874	122	3	followed	follow	VERB
gi-3874	122	4	by	by	ADP
gi-3874	122	5	built	build	VERB
gi-3874	122	6	-	-	PUNCT
gi-3874	122	7	up	up	ADP
gi-3874	122	8	land	land	NOUN
gi-3874	122	9	cover	cover	NOUN
gi-3874	122	10	class	class	NOUN
gi-3874	122	11	.	.	PUNCT
gi-3874	123	1	these	these	DET
gi-3874	123	2	results	result	NOUN
gi-3874	123	3	are	be	AUX
gi-3874	123	4	clearly	clearly	ADV
gi-3874	123	5	displayed	display	VERB
gi-3874	123	6	by	by	ADP
gi-3874	123	7	both	both	CCONJ
gi-3874	123	8	the	the	DET
gi-3874	123	9	object	object	NOUN
gi-3874	123	10	-	-	PUNCT
gi-3874	123	11	based	base	VERB
gi-3874	123	12	and	and	CCONJ
gi-3874	123	13	the	the	DET
gi-3874	123	14	pixel	pixel	PROPN
gi-3874	123	15	-	-	PUNCT
gi-3874	123	16	based	base	VERB
gi-3874	123	17	classification	classification	NOUN
gi-3874	123	18	;	;	PUNCT
gi-3874	123	19	however	however	ADV
gi-3874	123	20	,	,	PUNCT
gi-3874	123	21	in	in	ADP
gi-3874	123	22	all	all	DET
gi-3874	123	23	cases	case	NOUN
gi-3874	123	24	the	the	DET
gi-3874	123	25	pixel	pixel	NOUN
gi-3874	123	26	-	-	PUNCT
gi-3874	123	27	based	base	VERB
gi-3874	123	28	classification	classification	NOUN
gi-3874	123	29	identified	identify	VERB
gi-3874	123	30	more	more	ADJ
gi-3874	123	31	pixels	pixel	NOUN
gi-3874	123	32	than	than	ADP
gi-3874	123	33	the	the	DET
gi-3874	123	34	object	object	NOUN
gi-3874	123	35	-	-	PUNCT
gi-3874	123	36	based	base	VERB
gi-3874	123	37	classification	classification	NOUN
gi-3874	123	38	.	.	PUNCT
gi-3874	124	1	discussion	discussion	NOUN
gi-3874	124	2	pixel	pixel	PROPN
gi-3874	124	3	-	-	PUNCT
gi-3874	124	4	based	base	VERB
gi-3874	124	5	and	and	CCONJ
gi-3874	124	6	object	object	NOUN
gi-3874	124	7	-	-	PUNCT
gi-3874	124	8	based	base	VERB
gi-3874	124	9	image	image	NOUN
gi-3874	124	10	classification	classification	NOUN
gi-3874	124	11	methods	method	NOUN
gi-3874	124	12	have	have	VERB
gi-3874	124	13	their	their	PRON
gi-3874	124	14	own	own	ADJ
gi-3874	124	15	advantages	advantage	NOUN
gi-3874	124	16	and	and	CCONJ
gi-3874	124	17	disadvantages	disadvantage	NOUN
gi-3874	124	18	depending	depend	VERB
gi-3874	124	19	upon	upon	SCONJ
gi-3874	124	20	their	their	PRON
gi-3874	124	21	area	area	NOUN
gi-3874	124	22	of	of	ADP
gi-3874	124	23	application	application	NOUN
gi-3874	124	24	and	and	CCONJ
gi-3874	124	25	most	most	ADV
gi-3874	124	26	importantly	importantly	ADV
gi-3874	124	27	the	the	DET
gi-3874	124	28	remote	remote	ADJ
gi-3874	124	29	sensing	sense	VERB
gi-3874	124	30	datasets	dataset	NOUN
gi-3874	124	31	that	that	PRON
gi-3874	124	32	are	be	AUX
gi-3874	124	33	used	use	VERB
gi-3874	124	34	for	for	ADP
gi-3874	124	35	information	information	NOUN
gi-3874	124	36	extraction	extraction	NOUN
gi-3874	124	37	[	[	X
gi-3874	124	38	9	9	NUM
gi-3874	124	39	]	]	PUNCT
gi-3874	124	40	.	.	PUNCT
gi-3874	125	1	traditional	traditional	ADJ
gi-3874	125	2	pixel	pixel	PROPN
gi-3874	125	3	-	-	PUNCT
gi-3874	125	4	based	base	VERB
gi-3874	125	5	classification	classification	NOUN
gi-3874	125	6	makes	make	VERB
gi-3874	125	7	use	use	NOUN
gi-3874	125	8	of	of	ADP
gi-3874	125	9	combined	combined	ADJ
gi-3874	125	10	spectral	spectral	ADJ
gi-3874	125	11	responses	response	NOUN
gi-3874	125	12	from	from	ADP
gi-3874	125	13	all	all	DET
gi-3874	125	14	training	training	NOUN
gi-3874	125	15	pixels	pixel	NOUN
gi-3874	125	16	for	for	ADP
gi-3874	125	17	a	a	DET
gi-3874	125	18	given	give	VERB
gi-3874	125	19	class	class	NOUN
gi-3874	125	20	.	.	PUNCT
gi-3874	126	1	hence	hence	ADV
gi-3874	126	2	,	,	PUNCT
gi-3874	126	3	the	the	DET
gi-3874	126	4	resulting	result	VERB
gi-3874	126	5	signature	signature	NOUN
gi-3874	126	6	comprises	comprise	VERB
gi-3874	126	7	responses	response	NOUN
gi-3874	126	8	from	from	ADP
gi-3874	126	9	a	a	DET
gi-3874	126	10	group	group	NOUN
gi-3874	126	11	of	of	ADP
gi-3874	126	12	different	different	ADJ
gi-3874	126	13	land	land	NOUN
gi-3874	126	14	covers	cover	NOUN
gi-3874	126	15	in	in	ADP
gi-3874	126	16	the	the	DET
gi-3874	126	17	training	training	NOUN
gi-3874	126	18	samples	sample	NOUN
gi-3874	126	19	.	.	PUNCT
gi-3874	127	1	thus	thus	ADV
gi-3874	127	2	,	,	PUNCT
gi-3874	127	3	the	the	DET
gi-3874	127	4	classification	classification	NOUN
gi-3874	127	5	system	system	NOUN
gi-3874	127	6	for	for	ADP
gi-3874	127	7	pixel	pixel	NOUN
gi-3874	127	8	-	-	PUNCT
gi-3874	127	9	based	base	VERB
gi-3874	127	10	ignores	ignore	VERB
gi-3874	127	11	the	the	DET
gi-3874	127	12	effect	effect	NOUN
gi-3874	127	13	of	of	ADP
gi-3874	127	14	mixed	mixed	ADJ
gi-3874	127	15	pixels	pixel	NOUN
gi-3874	127	16	[	[	X
gi-3874	127	17	12	12	NUM
gi-3874	127	18	]	]	PUNCT
gi-3874	127	19	.	.	PUNCT
gi-3874	128	1	however	however	ADV
gi-3874	128	2	,	,	PUNCT
gi-3874	128	3	the	the	DET
gi-3874	128	4	object	object	NOUN
gi-3874	128	5	-	-	PUNCT
gi-3874	128	6	based	base	VERB
gi-3874	128	7	classification	classification	NOUN
gi-3874	128	8	uses	use	VERB
gi-3874	128	9	the	the	DET
gi-3874	128	10	nearest	near	ADJ
gi-3874	128	11	neighbour	neighbour	ADJ
gi-3874	128	12	classification	classification	NOUN
gi-3874	128	13	(	(	PUNCT
gi-3874	128	14	nn	nn	X
gi-3874	128	15	classification	classification	NOUN
gi-3874	128	16	)	)	PUNCT
gi-3874	128	17	technique	technique	NOUN
gi-3874	128	18	because	because	SCONJ
gi-3874	128	19	intelligent	intelligent	ADJ
gi-3874	128	20	image	image	NOUN
gi-3874	128	21	objects	object	NOUN
gi-3874	128	22	are	be	AUX
gi-3874	128	23	used	use	VERB
gi-3874	128	24	with	with	ADP
gi-3874	128	25	multi	multi	ADJ
gi-3874	128	26	-	-	ADJ
gi-3874	128	27	resolution	resolution	ADJ
gi-3874	128	28	segmentation	segmentation	NOUN
gi-3874	128	29	in	in	ADP
gi-3874	128	30	combination	combination	NOUN
gi-3874	128	31	with	with	ADP
gi-3874	128	32	supervised	supervised	ADJ
gi-3874	128	33	classification	classification	NOUN
gi-3874	128	34	.	.	PUNCT
gi-3874	129	1	pixel	pixel	PROPN
gi-3874	129	2	-	-	PUNCT
gi-3874	129	3	based	base	VERB
gi-3874	129	4	classification	classification	NOUN
gi-3874	129	5	approach	approach	NOUN
gi-3874	129	6	has	have	VERB
gi-3874	129	7	many	many	ADJ
gi-3874	129	8	disadvantages	disadvantage	NOUN
gi-3874	129	9	when	when	SCONJ
gi-3874	129	10	compared	compare	VERB
gi-3874	129	11	to	to	ADP
gi-3874	129	12	object	object	VERB
gi-3874	129	13	-	-	PUNCT
gi-3874	129	14	based	base	VERB
gi-3874	129	15	classification	classification	NOUN
gi-3874	129	16	,	,	PUNCT
gi-3874	129	17	especially	especially	ADV
gi-3874	129	18	in	in	ADP
gi-3874	129	19	high	high	ADJ
gi-3874	129	20	resolution	resolution	NOUN
gi-3874	129	21	satellite	satellite	NOUN
gi-3874	129	22	data	datum	NOUN
gi-3874	129	23	processing	processing	NOUN
gi-3874	129	24	.	.	PUNCT
gi-3874	130	1	though	though	SCONJ
gi-3874	130	2	proved	prove	VERB
gi-3874	130	3	to	to	PART
gi-3874	130	4	be	be	AUX
gi-3874	130	5	highly	highly	ADV
gi-3874	130	6	successful	successful	ADJ
gi-3874	130	7	with	with	ADP
gi-3874	130	8	low	low	ADJ
gi-3874	130	9	to	to	AUX
gi-3874	130	10	moderate	moderate	ADJ
gi-3874	130	11	spatial	spatial	ADJ
gi-3874	130	12	resolution	resolution	NOUN
gi-3874	130	13	data	datum	NOUN
gi-3874	130	14	,	,	PUNCT
gi-3874	130	15	pixel	pixel	PROPN
gi-3874	130	16	-	-	PUNCT
gi-3874	130	17	based	base	VERB
gi-3874	130	18	classification	classification	NOUN
gi-3874	130	19	produces	produce	VERB
gi-3874	130	20	quite	quite	DET
gi-3874	130	21	a	a	DET
gi-3874	130	22	lot	lot	NOUN
gi-3874	130	23	unsatisfactory	unsatisfactory	ADJ
gi-3874	130	24	classification	classification	NOUN
gi-3874	130	25	accuracy	accuracy	NOUN
gi-3874	130	26	results	result	NOUN
gi-3874	130	27	with	with	ADP
gi-3874	130	28	high	high	ADJ
gi-3874	130	29	resolution	resolution	NOUN
gi-3874	130	30	images	image	NOUN
gi-3874	130	31	.	.	PUNCT
gi-3874	131	1	the	the	DET
gi-3874	131	2	use	use	NOUN
gi-3874	131	3	of	of	ADP
gi-3874	131	4	spatial	spatial	ADJ
gi-3874	131	5	information	information	NOUN
gi-3874	131	6	from	from	ADP
gi-3874	131	7	neighborhood	neighborhood	NOUN
gi-3874	131	8	or	or	CCONJ
gi-3874	131	9	adjacent	adjacent	ADJ
gi-3874	131	10	pixels	pixel	NOUN
gi-3874	131	11	remains	remain	VERB
gi-3874	131	12	a	a	DET
gi-3874	131	13	critical	critical	ADJ
gi-3874	131	14	drawback	drawback	NOUN
gi-3874	131	15	to	to	ADP
gi-3874	131	16	pixel	pixel	VERB
gi-3874	131	17	-	-	PUNCT
gi-3874	131	18	based	base	VERB
gi-3874	131	19	image	image	NOUN
gi-3874	131	20	classification	classification	NOUN
gi-3874	131	21	.	.	PUNCT
gi-3874	132	1	object	object	NOUN
gi-3874	132	2	-	-	PUNCT
gi-3874	132	3	based	base	VERB
gi-3874	132	4	classification	classification	NOUN
gi-3874	132	5	approach	approach	NOUN
gi-3874	132	6	covers	cover	VERB
gi-3874	132	7	the	the	DET
gi-3874	132	8	drawbacks	drawback	NOUN
gi-3874	132	9	of	of	ADP
gi-3874	132	10	pixel	pixel	NOUN
gi-3874	132	11	-	-	PUNCT
gi-3874	132	12	based	base	VERB
gi-3874	132	13	classification	classification	NOUN
gi-3874	132	14	approach	approach	NOUN
gi-3874	132	15	and	and	CCONJ
gi-3874	132	16	results	result	NOUN
gi-3874	132	17	in	in	ADP
gi-3874	132	18	outstanding	outstanding	ADJ
gi-3874	132	19	classification	classification	NOUN
gi-3874	132	20	accuracies	accuracy	NOUN
gi-3874	132	21	(	(	PUNCT
gi-3874	132	22	7.83	7.83	NUM
gi-3874	132	23	%	%	NOUN
gi-3874	132	24	higher	high	ADJ
gi-3874	132	25	overall	overall	ADJ
gi-3874	132	26	accuracy	accuracy	NOUN
gi-3874	132	27	than	than	ADP
gi-3874	132	28	the	the	DET
gi-3874	132	29	pixel	pixel	NOUN
gi-3874	132	30	-	-	PUNCT
gi-3874	132	31	based	base	VERB
gi-3874	132	32	approach	approach	NOUN
gi-3874	132	33	in	in	ADP
gi-3874	132	34	our	our	PRON
gi-3874	132	35	test	test	NOUN
gi-3874	132	36	)	)	PUNCT
gi-3874	132	37	.	.	PUNCT
gi-3874	133	1	this	this	PRON
gi-3874	133	2	is	be	AUX
gi-3874	133	3	consistent	consistent	ADJ
gi-3874	133	4	with	with	ADP
gi-3874	133	5	other	other	ADJ
gi-3874	133	6	studies	study	NOUN
gi-3874	133	7	that	that	PRON
gi-3874	133	8	have	have	AUX
gi-3874	133	9	shown	show	VERB
gi-3874	133	10	object	object	NOUN
gi-3874	133	11	-	-	PUNCT
gi-3874	133	12	based	base	VERB
gi-3874	133	13	methods	method	NOUN
gi-3874	133	14	performs	perform	VERB
gi-3874	133	15	better	well	ADJ
gi-3874	133	16	than	than	ADP
gi-3874	133	17	the	the	DET
gi-3874	133	18	pixel	pixel	NOUN
gi-3874	133	19	-	-	PUNCT
gi-3874	133	20	based	base	VERB
gi-3874	133	21	methods	method	NOUN
gi-3874	133	22	when	when	SCONJ
gi-3874	133	23	applied	apply	VERB
gi-3874	133	24	to	to	ADP
gi-3874	133	25	high	high	ADJ
gi-3874	133	26	resolution	resolution	NOUN
gi-3874	133	27	satellite	satellite	NOUN
gi-3874	133	28	images	image	NOUN
gi-3874	133	29	[	[	X
gi-3874	133	30	8	8	NUM
gi-3874	133	31	,	,	PUNCT
gi-3874	133	32	17	17	NUM
gi-3874	133	33	]	]	PUNCT
gi-3874	133	34	.	.	PUNCT
gi-3874	134	1	the	the	DET
gi-3874	134	2	object	object	NOUN
gi-3874	134	3	-	-	PUNCT
gi-3874	134	4	based	base	VERB
gi-3874	134	5	approach	approach	NOUN
gi-3874	134	6	provided	provide	VERB
gi-3874	134	7	a	a	DET
gi-3874	134	8	significantly	significantly	ADV
gi-3874	134	9	higher	high	ADJ
gi-3874	134	10	user	user	NOUN
gi-3874	134	11	’s	’s	PART
gi-3874	134	12	accuracy	accuracy	NOUN
gi-3874	134	13	in	in	ADP
gi-3874	134	14	the	the	DET
gi-3874	134	15	built	build	VERB
gi-3874	134	16	up	up	ADP
gi-3874	134	17	land	land	NOUN
gi-3874	134	18	cover	cover	NOUN
gi-3874	134	19	category	category	NOUN
gi-3874	134	20	with	with	ADP
gi-3874	134	21	an	an	DET
gi-3874	134	22	increase	increase	NOUN
gi-3874	134	23	of	of	ADP
gi-3874	134	24	11.16	11.16	NUM
gi-3874	134	25	%	%	NOUN
gi-3874	134	26	.	.	PUNCT
gi-3874	135	1	this	this	PRON
gi-3874	135	2	was	be	AUX
gi-3874	135	3	largely	largely	ADV
gi-3874	135	4	due	due	ADJ
gi-3874	135	5	to	to	ADP
gi-3874	135	6	the	the	DET
gi-3874	135	7	better	well	ADJ
gi-3874	135	8	differentiation	differentiation	NOUN
gi-3874	135	9	between	between	ADP
gi-3874	135	10	the	the	DET
gi-3874	135	11	built	build	VERB
gi-3874	135	12	up	up	ADP
gi-3874	135	13	class	class	NOUN
gi-3874	135	14	and	and	CCONJ
gi-3874	135	15	vegetation	vegetation	NOUN
gi-3874	135	16	class	class	NOUN
gi-3874	135	17	using	use	VERB
gi-3874	135	18	the	the	DET
gi-3874	135	19	object	object	NOUN
gi-3874	135	20	-	-	PUNCT
gi-3874	135	21	based	base	VERB
gi-3874	135	22	approach	approach	NOUN
gi-3874	135	23	[	[	X
gi-3874	135	24	13	13	NUM
gi-3874	135	25	]	]	PUNCT
gi-3874	135	26	.	.	PUNCT
gi-3874	136	1	the	the	DET
gi-3874	136	2	bare	bare	ADJ
gi-3874	136	3	soil	soil	NOUN
gi-3874	136	4	land	land	NOUN
gi-3874	136	5	cover	cover	NOUN
gi-3874	136	6	class	class	NOUN
gi-3874	136	7	yielded	yield	VERB
gi-3874	136	8	similar	similar	ADJ
gi-3874	136	9	accuracies	accuracy	NOUN
gi-3874	136	10	using	use	VERB
gi-3874	136	11	both	both	CCONJ
gi-3874	136	12	the	the	DET
gi-3874	136	13	pixel	pixel	PROPN
gi-3874	136	14	-	-	PUNCT
gi-3874	136	15	based	base	VERB
gi-3874	136	16	and	and	CCONJ
gi-3874	136	17	object	object	NOUN
gi-3874	136	18	-	-	PUNCT
gi-3874	136	19	based	base	VERB
gi-3874	136	20	approaches	approach	NOUN
gi-3874	136	21	,	,	PUNCT
gi-3874	136	22	demonstrating	demonstrate	VERB
gi-3874	136	23	that	that	SCONJ
gi-3874	136	24	both	both	DET
gi-3874	136	25	types	type	NOUN
gi-3874	136	26	of	of	ADP
gi-3874	136	27	classification	classification	NOUN
gi-3874	136	28	methods	method	NOUN
gi-3874	136	29	may	may	AUX
gi-3874	136	30	be	be	AUX
gi-3874	136	31	beneficial	beneficial	ADJ
gi-3874	136	32	to	to	ADP
gi-3874	136	33	land	land	NOUN
gi-3874	136	34	managers	manager	NOUN
gi-3874	136	35	and	and	CCONJ
gi-3874	136	36	researchers	researcher	NOUN
gi-3874	136	37	interested	interested	ADJ
gi-3874	136	38	in	in	ADP
gi-3874	136	39	studying	study	VERB
gi-3874	136	40	them	they	PRON
gi-3874	136	41	.	.	PUNCT
gi-3874	137	1	object	object	NOUN
gi-3874	137	2	-	-	PUNCT
gi-3874	137	3	based	base	VERB
gi-3874	137	4	classification	classification	NOUN
gi-3874	137	5	can	can	AUX
gi-3874	137	6	use	use	VERB
gi-3874	137	7	not	not	PART
gi-3874	137	8	only	only	ADV
gi-3874	137	9	spectral	spectral	ADJ
gi-3874	137	10	information	information	NOUN
gi-3874	137	11	of	of	ADP
gi-3874	137	12	land	land	NOUN
gi-3874	137	13	types	type	NOUN
gi-3874	137	14	,	,	PUNCT
gi-3874	137	15	but	but	CCONJ
gi-3874	137	16	also	also	ADV
gi-3874	137	17	use	use	VERB
gi-3874	137	18	pixels	pixel	NOUN
gi-3874	137	19	’	'	PUNCT
gi-3874	137	20	spatial	spatial	ADJ
gi-3874	137	21	position	position	NOUN
gi-3874	137	22	,	,	PUNCT
gi-3874	137	23	shape	shape	NOUN
gi-3874	137	24	characteristics	characteristic	NOUN
gi-3874	137	25	,	,	PUNCT
gi-3874	137	26	texture	texture	ADJ
gi-3874	137	27	parameters	parameter	NOUN
gi-3874	137	28	and	and	CCONJ
gi-3874	137	29	the	the	DET
gi-3874	137	30	relationship	relationship	NOUN
gi-3874	137	31	between	between	ADP
gi-3874	137	32	contexts	context	NOUN
gi-3874	137	33	,	,	PUNCT
gi-3874	137	34	which	which	PRON
gi-3874	137	35	effectively	effectively	ADV
gi-3874	137	36	avoid	avoid	VERB
gi-3874	137	37	the	the	DET
gi-3874	137	38	“	"	PUNCT
gi-3874	137	39	salt	salt	NOUN
gi-3874	137	40	&	&	CCONJ
gi-3874	137	41	pepper	pepper	NOUN
gi-3874	137	42	phenomenon	phenomenon	NOUN
gi-3874	137	43	”	"	PUNCT
gi-3874	137	44	and	and	CCONJ
gi-3874	137	45	greatly	greatly	ADV
gi-3874	137	46	improve	improve	VERB
gi-3874	137	47	the	the	DET
gi-3874	137	48	accuracy	accuracy	NOUN
gi-3874	137	49	of	of	ADP
gi-3874	137	50	classification	classification	NOUN
gi-3874	137	51	.	.	PUNCT
gi-3874	138	1	after	after	ADP
gi-3874	138	2	undertaking	undertake	VERB
gi-3874	138	3	adequate	adequate	ADJ
gi-3874	138	4	literature	literature	NOUN
gi-3874	138	5	survey	survey	NOUN
gi-3874	138	6	,	,	PUNCT
gi-3874	138	7	it	it	PRON
gi-3874	138	8	can	can	AUX
gi-3874	138	9	be	be	AUX
gi-3874	138	10	observed	observe	VERB
gi-3874	138	11	that	that	SCONJ
gi-3874	138	12	for	for	ADP
gi-3874	138	13	high	high	ADJ
gi-3874	138	14	resolution	resolution	NOUN
gi-3874	138	15	satellite	satellite	NOUN
gi-3874	138	16	image	image	NOUN
gi-3874	138	17	classification	classification	NOUN
gi-3874	138	18	,	,	PUNCT
gi-3874	138	19	object	object	NOUN
gi-3874	138	20	-	-	PUNCT
gi-3874	138	21	based	base	VERB
gi-3874	138	22	classification	classification	NOUN
gi-3874	138	23	approach	approach	NOUN
gi-3874	138	24	is	be	AUX
gi-3874	138	25	considered	consider	VERB
gi-3874	138	26	the	the	DET
gi-3874	138	27	most	most	ADV
gi-3874	138	28	suitable	suitable	ADJ
gi-3874	138	29	approach	approach	NOUN
gi-3874	138	30	by	by	ADP
gi-3874	138	31	most	most	ADJ
gi-3874	138	32	of	of	ADP
gi-3874	138	33	the	the	DET
gi-3874	138	34	researchers	researcher	NOUN
gi-3874	138	35	as	as	ADP
gi-3874	138	36	compared	compare	VERB
gi-3874	138	37	to	to	ADP
gi-3874	138	38	pixel	pixel	NOUN
gi-3874	138	39	-	-	PUNCT
gi-3874	138	40	based	base	VERB
gi-3874	138	41	classification	classification	NOUN
gi-3874	138	42	.	.	PUNCT
gi-3874	139	1	the	the	DET
gi-3874	139	2	traditional	traditional	ADJ
gi-3874	139	3	pixel	pixel	NOUN
gi-3874	139	4	-	-	PUNCT
gi-3874	139	5	based	base	VERB
gi-3874	139	6	classification	classification	NOUN
gi-3874	139	7	can	can	AUX
gi-3874	139	8	not	not	PART
gi-3874	139	9	make	make	VERB
gi-3874	139	10	the	the	DET
gi-3874	139	11	best	good	ADJ
gi-3874	139	12	use	use	NOUN
gi-3874	139	13	of	of	ADP
gi-3874	139	14	the	the	DET
gi-3874	139	15	relationship	relationship	NOUN
gi-3874	139	16	between	between	ADP
gi-3874	139	17	pixel	pixel	PROPN
gi-3874	139	18	geoinformatics	geoinformatic	NOUN
gi-3874	139	19	fce	fce	VERB
gi-3874	139	20	ctu	ctu	NOUN
gi-3874	139	21	15(2	15(2	NOUN
gi-3874	139	22	)	)	PUNCT
gi-3874	139	23	,	,	PUNCT
gi-3874	139	24	2016	2016	NUM
gi-3874	139	25	67	67	NUM
gi-3874	139	26	e.	e.	PROPN
gi-3874	139	27	o.	o.	PROPN
gi-3874	139	28	makinde	makinde	PROPN
gi-3874	139	29	et	et	PROPN
gi-3874	139	30	al	al	PROPN
gi-3874	139	31	.	.	PUNCT
gi-3874	139	32	:	:	PUNCT
gi-3874	139	33	object	object	NOUN
gi-3874	139	34	based	base	VERB
gi-3874	139	35	and	and	CCONJ
gi-3874	139	36	pixel	pixel	NOUN
gi-3874	139	37	based	base	VERB
gi-3874	139	38	classification	classification	NOUN
gi-3874	139	39	and	and	CCONJ
gi-3874	139	40	pixels	pixel	NOUN
gi-3874	139	41	around	around	ADP
gi-3874	139	42	it	it	PRON
gi-3874	139	43	,	,	PUNCT
gi-3874	139	44	which	which	PRON
gi-3874	139	45	makes	make	VERB
gi-3874	139	46	the	the	DET
gi-3874	139	47	classification	classification	NOUN
gi-3874	139	48	results	result	NOUN
gi-3874	139	49	,	,	PUNCT
gi-3874	139	50	become	become	VERB
gi-3874	139	51	incoherent	incoherent	ADJ
gi-3874	139	52	.	.	PUNCT
gi-3874	140	1	in	in	ADP
gi-3874	140	2	almost	almost	ADV
gi-3874	140	3	all	all	DET
gi-3874	140	4	the	the	DET
gi-3874	140	5	case	case	NOUN
gi-3874	140	6	studies	study	NOUN
gi-3874	140	7	,	,	PUNCT
gi-3874	140	8	object	object	NOUN
gi-3874	140	9	-	-	PUNCT
gi-3874	140	10	based	base	VERB
gi-3874	140	11	classification	classification	NOUN
gi-3874	140	12	approach	approach	NOUN
gi-3874	140	13	resulted	result	VERB
gi-3874	140	14	in	in	ADP
gi-3874	140	15	greater	great	ADJ
gi-3874	140	16	accuracy	accuracy	NOUN
gi-3874	140	17	ranging	range	VERB
gi-3874	140	18	from	from	ADP
gi-3874	140	19	84	84	NUM
gi-3874	140	20	%	%	NOUN
gi-3874	140	21	to	to	PART
gi-3874	140	22	89	89	NUM
gi-3874	140	23	%	%	NOUN
gi-3874	140	24	(	(	PUNCT
gi-3874	140	25	approximately	approximately	ADV
gi-3874	140	26	)	)	PUNCT
gi-3874	140	27	.	.	PUNCT
gi-3874	141	1	conclusion	conclusion	NOUN
gi-3874	141	2	in	in	ADP
gi-3874	141	3	this	this	DET
gi-3874	141	4	research	research	NOUN
gi-3874	141	5	,	,	PUNCT
gi-3874	141	6	pixel	pixel	PROPN
gi-3874	141	7	-	-	PUNCT
gi-3874	141	8	based	base	VERB
gi-3874	141	9	and	and	CCONJ
gi-3874	141	10	object	object	NOUN
gi-3874	141	11	-	-	PUNCT
gi-3874	141	12	based	base	VERB
gi-3874	141	13	image	image	NOUN
gi-3874	141	14	classification	classification	NOUN
gi-3874	141	15	was	be	AUX
gi-3874	141	16	performed	perform	VERB
gi-3874	141	17	on	on	ADP
gi-3874	141	18	rapideye	rapideye	NOUN
gi-3874	141	19	satellite	satellite	NOUN
gi-3874	141	20	imagery	imagery	NOUN
gi-3874	141	21	with	with	ADP
gi-3874	141	22	a	a	DET
gi-3874	141	23	6.5	6.5	NUM
gi-3874	141	24	m	m	PROPN
gi-3874	141	25	spatial	spatial	ADJ
gi-3874	141	26	resolution	resolution	NOUN
gi-3874	141	27	.	.	PUNCT
gi-3874	142	1	the	the	DET
gi-3874	142	2	image	image	NOUN
gi-3874	142	3	was	be	AUX
gi-3874	142	4	classified	classify	VERB
gi-3874	142	5	by	by	ADP
gi-3874	142	6	pixel	pixel	PROPN
gi-3874	142	7	-	-	PUNCT
gi-3874	142	8	based	base	VERB
gi-3874	142	9	spectral	spectral	ADJ
gi-3874	142	10	angle	angle	NOUN
gi-3874	142	11	mapper	mapper	PROPN
gi-3874	142	12	classifier	classifier	NOUN
gi-3874	142	13	,	,	PUNCT
gi-3874	142	14	and	and	CCONJ
gi-3874	142	15	object	object	NOUN
gi-3874	142	16	-	-	PUNCT
gi-3874	142	17	based	base	VERB
gi-3874	142	18	nearest	near	ADJ
gi-3874	142	19	neighbour	neighbour	NOUN
gi-3874	142	20	classifier	classifier	NOUN
gi-3874	142	21	,	,	PUNCT
gi-3874	142	22	respectively	respectively	ADV
gi-3874	142	23	.	.	PUNCT
gi-3874	143	1	accuracy	accuracy	NOUN
gi-3874	143	2	assessment	assessment	NOUN
gi-3874	143	3	results	result	NOUN
gi-3874	143	4	showed	show	VERB
gi-3874	143	5	that	that	SCONJ
gi-3874	143	6	object	object	NOUN
gi-3874	143	7	-	-	PUNCT
gi-3874	143	8	based	base	VERB
gi-3874	143	9	image	image	NOUN
gi-3874	143	10	classification	classification	NOUN
gi-3874	143	11	obtained	obtain	VERB
gi-3874	143	12	higher	high	ADJ
gi-3874	143	13	accuracy	accuracy	NOUN
gi-3874	143	14	than	than	ADP
gi-3874	143	15	pixel	pixel	NOUN
gi-3874	143	16	-	-	PUNCT
gi-3874	143	17	based	base	VERB
gi-3874	143	18	classification	classification	NOUN
gi-3874	143	19	.	.	PUNCT
gi-3874	144	1	this	this	DET
gi-3874	144	2	study	study	NOUN
gi-3874	144	3	showed	show	VERB
gi-3874	144	4	that	that	SCONJ
gi-3874	144	5	the	the	DET
gi-3874	144	6	object	object	NOUN
gi-3874	144	7	-	-	PUNCT
gi-3874	144	8	based	base	VERB
gi-3874	144	9	image	image	NOUN
gi-3874	144	10	classification	classification	NOUN
gi-3874	144	11	has	have	VERB
gi-3874	144	12	advantage	advantage	NOUN
gi-3874	144	13	over	over	ADP
gi-3874	144	14	the	the	DET
gi-3874	144	15	pixel	pixel	PROPN
gi-3874	144	16	-	-	PUNCT
gi-3874	144	17	based	base	VERB
gi-3874	144	18	classification	classification	NOUN
gi-3874	144	19	for	for	ADP
gi-3874	144	20	high	high	ADJ
gi-3874	144	21	spatial	spatial	ADJ
gi-3874	144	22	resolution	resolution	NOUN
gi-3874	144	23	images	image	NOUN
gi-3874	144	24	.	.	PUNCT
gi-3874	145	1	the	the	DET
gi-3874	145	2	object	object	NOUN
gi-3874	145	3	-	-	PUNCT
gi-3874	145	4	based	base	VERB
gi-3874	145	5	method	method	NOUN
gi-3874	145	6	is	be	AUX
gi-3874	145	7	recommended	recommend	VERB
gi-3874	145	8	as	as	ADP
gi-3874	145	9	an	an	DET
gi-3874	145	10	image	image	NOUN
gi-3874	145	11	classification	classification	NOUN
gi-3874	145	12	method	method	NOUN
gi-3874	145	13	for	for	ADP
gi-3874	145	14	high	high	ADJ
gi-3874	145	15	resolution	resolution	NOUN
gi-3874	145	16	images	image	NOUN
gi-3874	145	17	given	give	VERB
gi-3874	145	18	its	its	PRON
gi-3874	145	19	superiority	superiority	NOUN
gi-3874	145	20	in	in	ADP
gi-3874	145	21	terms	term	NOUN
gi-3874	145	22	of	of	ADP
gi-3874	145	23	appearance	appearance	NOUN
gi-3874	145	24	and	and	CCONJ
gi-3874	145	25	statistical	statistical	ADJ
gi-3874	145	26	accuracy	accuracy	NOUN
gi-3874	145	27	as	as	ADP
gi-3874	145	28	compared	compare	VERB
gi-3874	145	29	to	to	ADP
gi-3874	145	30	the	the	DET
gi-3874	145	31	pixel	pixel	PROPN
gi-3874	145	32	-	-	PUNCT
gi-3874	145	33	based	base	VERB
gi-3874	145	34	method	method	NOUN
gi-3874	145	35	.	.	PUNCT
gi-3874	146	1	this	this	DET
gi-3874	146	2	report	report	NOUN
gi-3874	146	3	has	have	AUX
gi-3874	146	4	only	only	ADV
gi-3874	146	5	investigated	investigate	VERB
gi-3874	146	6	the	the	DET
gi-3874	146	7	object	object	NOUN
gi-3874	146	8	-	-	PUNCT
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gi-3874	146	10	method	method	NOUN
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gi-3874	146	12	image	image	NOUN
gi-3874	146	13	classification	classification	NOUN
gi-3874	146	14	on	on	ADP
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gi-3874	146	16	satellite	satellite	NOUN
gi-3874	146	17	image	image	NOUN
gi-3874	146	18	;	;	PUNCT
gi-3874	146	19	it	it	PRON
gi-3874	146	20	has	have	AUX
gi-3874	146	21	not	not	PART
gi-3874	146	22	made	make	VERB
gi-3874	146	23	an	an	DET
gi-3874	146	24	assessment	assessment	NOUN
gi-3874	146	25	on	on	ADP
gi-3874	146	26	other	other	ADJ
gi-3874	146	27	high	high	ADJ
gi-3874	146	28	resolution	resolution	NOUN
gi-3874	146	29	images	image	NOUN
gi-3874	146	30	.	.	PUNCT
gi-3874	147	1	it	it	PRON
gi-3874	147	2	is	be	AUX
gi-3874	147	3	therefore	therefore	ADV
gi-3874	147	4	recommended	recommend	VERB
gi-3874	147	5	that	that	SCONJ
gi-3874	147	6	other	other	ADJ
gi-3874	147	7	high	high	ADJ
gi-3874	147	8	resolution	resolution	NOUN
gi-3874	147	9	imageries	imagery	NOUN
gi-3874	147	10	should	should	AUX
gi-3874	147	11	be	be	AUX
gi-3874	147	12	assessed	assess	VERB
gi-3874	147	13	.	.	PUNCT
gi-3874	148	1	acknowledgements	acknowledgement	NOUN
gi-3874	148	2	we	we	PRON
gi-3874	148	3	appreciate	appreciate	VERB
gi-3874	148	4	prof	prof	PROPN
gi-3874	148	5	.	.	PROPN
gi-3874	148	6	ayobami	ayobami	PROPN
gi-3874	148	7	t.	t.	PROPN
gi-3874	148	8	salami	salami	PROPN
gi-3874	148	9	,	,	PUNCT
gi-3874	148	10	the	the	DET
gi-3874	148	11	head	head	NOUN
gi-3874	148	12	of	of	ADP
gi-3874	148	13	space	space	NOUN
gi-3874	148	14	applications	application	NOUN
gi-3874	148	15	and	and	CCONJ
gi-3874	148	16	environmental	environmental	ADJ
gi-3874	148	17	science	science	NOUN
gi-3874	148	18	laboratory	laboratory	NOUN
gi-3874	148	19	(	(	PUNCT
gi-3874	148	20	spael	spael	PROPN
gi-3874	148	21	)	)	PUNCT
gi-3874	148	22	,	,	PUNCT
gi-3874	148	23	obafemi	obafemi	PROPN
gi-3874	148	24	awolowo	awolowo	PROPN
gi-3874	148	25	university	university	PROPN
gi-3874	148	26	,	,	PUNCT
gi-3874	148	27	ile	ile	PROPN
gi-3874	148	28	-	-	PUNCT
gi-3874	148	29	ife	ife	PROPN
gi-3874	148	30	,	,	PUNCT
gi-3874	148	31	osun	osun	PROPN
gi-3874	148	32	state	state	PROPN
gi-3874	148	33	,	,	PUNCT
gi-3874	148	34	nigeria	nigeria	PROPN
gi-3874	148	35	for	for	ADP
gi-3874	148	36	the	the	DET
gi-3874	148	37	imagery	imagery	NOUN
gi-3874	148	38	.	.	PUNCT
gi-3874	149	1	references	reference	NOUN
gi-3874	149	2	[	[	X
gi-3874	149	3	1	1	NUM
gi-3874	149	4	]	]	X
gi-3874	149	5	martin	martin	PROPN
gi-3874	149	6	baatz	baatz	PROPN
gi-3874	149	7	and	and	CCONJ
gi-3874	149	8	arno	arno	PROPN
gi-3874	149	9	schäpe	schäpe	NOUN
gi-3874	149	10	.	.	PUNCT
gi-3874	150	1	“	"	PUNCT
gi-3874	150	2	object	object	NOUN
gi-3874	150	3	-	-	PUNCT
gi-3874	150	4	oriented	orient	VERB
gi-3874	150	5	and	and	CCONJ
gi-3874	150	6	multi	multi	ADJ
gi-3874	150	7	-	-	ADJ
gi-3874	150	8	scale	scale	ADJ
gi-3874	150	9	image	image	NOUN
gi-3874	150	10	analysis	analysis	NOUN
gi-3874	150	11	in	in	ADP
gi-3874	150	12	semantic	semantic	ADJ
gi-3874	150	13	networks	network	NOUN
gi-3874	150	14	”	"	PUNCT
gi-3874	150	15	.	.	PUNCT
gi-3874	151	1	in	in	ADP
gi-3874	151	2	:	:	PUNCT
gi-3874	151	3	2nd	2nd	ADJ
gi-3874	151	4	international	international	ADJ
gi-3874	151	5	symposium	symposium	NOUN
gi-3874	151	6	:	:	PUNCT
gi-3874	151	7	operationalization	operationalization	NOUN
gi-3874	151	8	of	of	ADP
gi-3874	151	9	remote	remote	ADJ
gi-3874	151	10	sensing	sensing	NOUN
gi-3874	151	11	.	.	PUNCT
gi-3874	152	1	vol	vol	NOUN
gi-3874	152	2	.	.	PUNCT
gi-3874	153	1	16	16	NUM
gi-3874	153	2	.	.	NOUN
gi-3874	154	1	20	20	NUM
gi-3874	154	2	.	.	PUNCT
gi-3874	155	1	1999	1999	NUM
gi-3874	155	2	,	,	PUNCT
gi-3874	155	3	pp	pp	ADP
gi-3874	155	4	.	.	PUNCT
gi-3874	156	1	7–13	7–13	NOUN
gi-3874	156	2	.	.	PUNCT
gi-3874	157	1	[	[	X
gi-3874	157	2	2	2	X
gi-3874	157	3	]	]	PUNCT
gi-3874	157	4	thomas	thomas	PROPN
gi-3874	157	5	blaschke	blaschke	PROPN
gi-3874	157	6	et	et	PROPN
gi-3874	157	7	al	al	PROPN
gi-3874	157	8	.	.	PUNCT
gi-3874	158	1	“	"	PUNCT
gi-3874	158	2	object	object	NOUN
gi-3874	158	3	-	-	PUNCT
gi-3874	158	4	oriented	orient	VERB
gi-3874	158	5	image	image	NOUN
gi-3874	158	6	processing	processing	NOUN
gi-3874	158	7	in	in	ADP
gi-3874	158	8	an	an	DET
gi-3874	158	9	integrated	integrated	ADJ
gi-3874	158	10	gis	gis	NOUN
gi-3874	158	11	/	/	SYM
gi-3874	158	12	remote	remote	ADJ
gi-3874	158	13	sensing	sense	VERB
gi-3874	158	14	environment	environment	NOUN
gi-3874	158	15	and	and	CCONJ
gi-3874	158	16	perspectives	perspective	NOUN
gi-3874	158	17	for	for	ADP
gi-3874	158	18	environmental	environmental	ADJ
gi-3874	158	19	applications	application	NOUN
gi-3874	158	20	”	"	PUNCT
gi-3874	158	21	.	.	PUNCT
gi-3874	159	1	in	in	ADP
gi-3874	159	2	:	:	PUNCT
gi-3874	159	3	environmental	environmental	ADJ
gi-3874	159	4	information	information	NOUN
gi-3874	159	5	for	for	ADP
gi-3874	159	6	planning	planning	NOUN
gi-3874	159	7	,	,	PUNCT
gi-3874	159	8	politics	politic	NOUN
gi-3874	159	9	and	and	CCONJ
gi-3874	159	10	the	the	DET
gi-3874	159	11	public	public	ADJ
gi-3874	159	12	2	2	NUM
gi-3874	159	13	(	(	PUNCT
gi-3874	159	14	2000	2000	NUM
gi-3874	159	15	)	)	PUNCT
gi-3874	159	16	,	,	PUNCT
gi-3874	159	17	pp	pp	ADP
gi-3874	159	18	.	.	PUNCT
gi-3874	160	1	555–570	555–570	NUM
gi-3874	160	2	.	.	PUNCT
gi-3874	161	1	[	[	X
gi-3874	161	2	3	3	X
gi-3874	161	3	]	]	PUNCT
gi-3874	161	4	j.	j.	PROPN
gi-3874	161	5	s.	s.	PROPN
gi-3874	161	6	blundell	blundell	PROPN
gi-3874	161	7	and	and	CCONJ
gi-3874	161	8	d.	d.	PROPN
gi-3874	161	9	w.	w.	PROPN
gi-3874	161	10	opitz	opitz	PROPN
gi-3874	161	11	.	.	PUNCT
gi-3874	162	1	“	"	PUNCT
gi-3874	162	2	object	object	VERB
gi-3874	162	3	recognition	recognition	NOUN
gi-3874	162	4	and	and	CCONJ
gi-3874	162	5	feature	feature	NOUN
gi-3874	162	6	extraction	extraction	NOUN
gi-3874	162	7	from	from	ADP
gi-3874	162	8	imagery	imagery	NOUN
gi-3874	162	9	:	:	PUNCT
gi-3874	162	10	the	the	DET
gi-3874	162	11	feature	feature	NOUN
gi-3874	162	12	analyst	analyst	NOUN
gi-3874	162	13	®	®	NOUN
gi-3874	162	14	approach	approach	NOUN
gi-3874	162	15	”	"	PUNCT
gi-3874	162	16	.	.	PUNCT
gi-3874	163	1	in	in	ADP
gi-3874	163	2	:	:	PUNCT
gi-3874	163	3	international	international	ADJ
gi-3874	163	4	archives	archive	NOUN
gi-3874	163	5	of	of	ADP
gi-3874	163	6	photogrammetry	photogrammetry	NOUN
gi-3874	163	7	,	,	PUNCT
gi-3874	163	8	remote	remote	ADJ
gi-3874	163	9	sensing	sensing	NOUN
gi-3874	163	10	and	and	CCONJ
gi-3874	163	11	spatial	spatial	ADJ
gi-3874	163	12	information	information	NOUN
gi-3874	163	13	sciences	science	NOUN
gi-3874	163	14	36.4	36.4	NUM
gi-3874	163	15	(	(	PUNCT
gi-3874	163	16	2006	2006	NUM
gi-3874	163	17	)	)	PUNCT
gi-3874	163	18	,	,	PUNCT
gi-3874	163	19	p.	p.	PROPN
gi-3874	163	20	c42	c42	PROPN
gi-3874	163	21	.	.	PUNCT
gi-3874	164	1	[	[	X
gi-3874	164	2	4	4	NUM
gi-3874	164	3	]	]	X
gi-3874	164	4	manuel	manuel	PROPN
gi-3874	164	5	lameiras	lameiras	PROPN
gi-3874	164	6	campagnolo	campagnolo	PROPN
gi-3874	164	7	and	and	CCONJ
gi-3874	164	8	j.	j.	PROPN
gi-3874	164	9	orestes	orestes	PROPN
gi-3874	164	10	cerdeira	cerdeira	PROPN
gi-3874	164	11	.	.	PUNCT
gi-3874	165	1	“	"	PUNCT
gi-3874	165	2	contextual	contextual	ADJ
gi-3874	165	3	classification	classification	NOUN
gi-3874	165	4	of	of	ADP
gi-3874	165	5	remotely	remotely	ADV
gi-3874	165	6	sensed	sense	VERB
gi-3874	165	7	images	image	NOUN
gi-3874	165	8	with	with	ADP
gi-3874	165	9	integer	integer	PROPN
gi-3874	165	10	linear	linear	PROPN
gi-3874	165	11	programming	programming	NOUN
gi-3874	165	12	”	"	PUNCT
gi-3874	165	13	.	.	PUNCT
gi-3874	166	1	in	in	ADP
gi-3874	166	2	:	:	PUNCT
gi-3874	166	3	compimage	compimage	NOUN
gi-3874	166	4	.	.	PUNCT
gi-3874	167	1	2006	2006	NUM
gi-3874	167	2	,	,	PUNCT
gi-3874	167	3	pp	pp	ADJ
gi-3874	167	4	.	.	PUNCT
gi-3874	168	1	123–128	123–128	NUM
gi-3874	168	2	.	.	PUNCT
gi-3874	169	1	[	[	X
gi-3874	169	2	5	5	X
gi-3874	169	3	]	]	X
gi-3874	169	4	russell	russell	PROPN
gi-3874	169	5	g.	g.	PROPN
gi-3874	169	6	congalton	congalton	PROPN
gi-3874	169	7	and	and	CCONJ
gi-3874	169	8	kass	kass	PROPN
gi-3874	169	9	green	green	PROPN
gi-3874	169	10	.	.	PUNCT
gi-3874	170	1	assessing	assess	VERB
gi-3874	170	2	the	the	DET
gi-3874	170	3	accuracy	accuracy	NOUN
gi-3874	170	4	of	of	ADP
gi-3874	170	5	remotely	remotely	ADV
gi-3874	170	6	sensed	sense	VERB
gi-3874	170	7	data	datum	NOUN
gi-3874	170	8	:	:	PUNCT
gi-3874	170	9	principles	principle	NOUN
gi-3874	170	10	and	and	CCONJ
gi-3874	170	11	practices	practice	NOUN
gi-3874	170	12	.	.	PUNCT
gi-3874	171	1	boca	boca	PROPN
gi-3874	171	2	raton	raton	PROPN
gi-3874	171	3	,	,	PUNCT
gi-3874	171	4	florida	florida	PROPN
gi-3874	171	5	:	:	PUNCT
gi-3874	171	6	crc	crc	PROPN
gi-3874	171	7	press	press	PROPN
gi-3874	171	8	,	,	PUNCT
gi-3874	171	9	1999	1999	NUM
gi-3874	171	10	,	,	PUNCT
gi-3874	171	11	p.	p.	NOUN
gi-3874	171	12	137	137	NUM
gi-3874	171	13	.	.	PUNCT
gi-3874	172	1	[	[	X
gi-3874	172	2	6	6	NUM
gi-3874	172	3	]	]	X
gi-3874	172	4	satellite	satellite	NOUN
gi-3874	172	5	imaging	imaging	NOUN
gi-3874	172	6	corporation	corporation	NOUN
gi-3874	172	7	.	.	PUNCT
gi-3874	173	1	rapideye	rapideye	PROPN
gi-3874	173	2	satellite	satellite	PROPN
gi-3874	173	3	sensor	sensor	NOUN
gi-3874	173	4	.	.	PUNCT
gi-3874	174	1	2015	2015	NUM
gi-3874	174	2	.	.	PUNCT
gi-3874	175	1	url	url	PROPN
gi-3874	175	2	:	:	PUNCT
gi-3874	176	1	http://www	http://www	PROPN
gi-3874	176	2	.	.	PROPN
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gi-3874	177	1	[	[	X
gi-3874	177	2	7	7	X
gi-3874	177	3	]	]	PUNCT
gi-3874	177	4	a.	a.	NOUN
gi-3874	177	5	m	m	PROPN
gi-3874	177	6	dean	dean	PROPN
gi-3874	177	7	and	and	CCONJ
gi-3874	177	8	g.	g.	PROPN
gi-3874	177	9	m.	m.	PROPN
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gi-3874	177	11	.	.	PUNCT
gi-3874	178	1	“	"	PUNCT
gi-3874	178	2	an	an	DET
gi-3874	178	3	evaluation	evaluation	NOUN
gi-3874	178	4	of	of	ADP
gi-3874	178	5	per	per	ADP
gi-3874	178	6	-	-	PUNCT
gi-3874	178	7	parcel	parcel	NOUN
gi-3874	178	8	land	land	NOUN
gi-3874	178	9	cover	cover	NOUN
gi-3874	178	10	mapping	mapping	NOUN
gi-3874	178	11	using	use	VERB
gi-3874	178	12	maximum	maximum	ADJ
gi-3874	178	13	likelihood	likelihood	NOUN
gi-3874	178	14	class	class	NOUN
gi-3874	178	15	probabilities	probability	NOUN
gi-3874	178	16	”	"	PUNCT
gi-3874	178	17	.	.	PUNCT
gi-3874	179	1	in	in	ADP
gi-3874	179	2	:	:	PUNCT
gi-3874	179	3	international	international	ADJ
gi-3874	179	4	journal	journal	NOUN
gi-3874	179	5	of	of	ADP
gi-3874	179	6	remote	remote	ADJ
gi-3874	179	7	sensing	sense	VERB
gi-3874	179	8	24.14	24.14	NUM
gi-3874	179	9	(	(	PUNCT
gi-3874	179	10	2003	2003	NUM
gi-3874	179	11	)	)	PUNCT
gi-3874	179	12	,	,	PUNCT
gi-3874	179	13	pp	pp	ADP
gi-3874	179	14	.	.	PUNCT
gi-3874	180	1	2905–2920	2905–2920	X
gi-3874	180	2	.	.	X
gi-3874	180	3	doi	doi	NOUN
gi-3874	180	4	:	:	PUNCT
gi-3874	180	5	10.1080/01431160210155910	10.1080/01431160210155910	NUM
gi-3874	180	6	.	.	PUNCT
gi-3874	181	1	geoinformatics	geoinformatic	NOUN
gi-3874	181	2	fce	fce	VERB
gi-3874	181	3	ctu	ctu	NOUN
gi-3874	181	4	15(2	15(2	NOUN
gi-3874	181	5	)	)	PUNCT
gi-3874	181	6	,	,	PUNCT
gi-3874	181	7	2016	2016	NUM
gi-3874	181	8	68	68	NUM
gi-3874	181	9	http://www.satimagingcorp.com/satellite-sensors/other-satellite-sensors/rapideye/	http://www.satimagingcorp.com/satellite-sensors/other-satellite-sensors/rapideye/	NOUN
gi-3874	181	10	http://www.satimagingcorp.com/satellite-sensors/other-satellite-sensors/rapideye/	http://www.satimagingcorp.com/satellite-sensors/other-satellite-sensors/rapideye/	NOUN
gi-3874	181	11	https://doi.org/10.1080/01431160210155910	https://doi.org/10.1080/01431160210155910	NOUN
gi-3874	181	12	e.	e.	PROPN
gi-3874	181	13	o.	o.	PROPN
gi-3874	181	14	makinde	makinde	PROPN
gi-3874	181	15	et	et	PROPN
gi-3874	181	16	al	al	PROPN
gi-3874	181	17	.	.	PUNCT
gi-3874	181	18	:	:	PUNCT
gi-3874	182	1	object	object	NOUN
gi-3874	182	2	based	base	VERB
gi-3874	182	3	and	and	CCONJ
gi-3874	182	4	pixel	pixel	NOUN
gi-3874	182	5	based	base	VERB
gi-3874	182	6	classification	classification	NOUN
gi-3874	182	7	[	[	X
gi-3874	182	8	8	8	NUM
gi-3874	182	9	]	]	X
gi-3874	182	10	donald	donald	PROPN
gi-3874	182	11	i.	i.	PROPN
gi-3874	182	12	m.	m.	PROPN
gi-3874	182	13	enderle	enderle	PROPN
gi-3874	182	14	and	and	CCONJ
gi-3874	182	15	robert	robert	PROPN
gi-3874	182	16	c.	c.	PROPN
gi-3874	182	17	weih	weih	PROPN
gi-3874	182	18	jr	jr	PROPN
gi-3874	182	19	.	.	PUNCT
gi-3874	183	1	“	"	PUNCT
gi-3874	183	2	integrating	integrate	VERB
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gi-3874	183	4	and	and	CCONJ
gi-3874	183	5	unsupervised	unsupervised	ADJ
gi-3874	183	6	classification	classification	NOUN
gi-3874	183	7	methods	method	NOUN
gi-3874	183	8	to	to	PART
gi-3874	183	9	develop	develop	VERB
gi-3874	183	10	a	a	DET
gi-3874	183	11	more	more	ADV
gi-3874	183	12	accurate	accurate	ADJ
gi-3874	183	13	land	land	NOUN
gi-3874	183	14	cover	cover	NOUN
gi-3874	183	15	classification	classification	NOUN
gi-3874	183	16	”	"	PUNCT
gi-3874	183	17	.	.	PUNCT
gi-3874	184	1	in	in	ADP
gi-3874	184	2	:	:	PUNCT
gi-3874	184	3	journal	journal	NOUN
gi-3874	184	4	of	of	ADP
gi-3874	184	5	the	the	DET
gi-3874	184	6	arkansas	arkansas	PROPN
gi-3874	184	7	academy	academy	PROPN
gi-3874	184	8	of	of	ADP
gi-3874	184	9	science	science	PROPN
gi-3874	184	10	59	59	NUM
gi-3874	184	11	(	(	PUNCT
gi-3874	184	12	2005	2005	NUM
gi-3874	184	13	)	)	PUNCT
gi-3874	184	14	,	,	PUNCT
gi-3874	184	15	pp	pp	PROPN
gi-3874	184	16	.	.	PUNCT
gi-3874	185	1	65–73	65–73	NUM
gi-3874	185	2	.	.	PUNCT
gi-3874	186	1	[	[	X
gi-3874	186	2	9	9	NUM
gi-3874	186	3	]	]	X
gi-3874	186	4	david	david	PROPN
gi-3874	186	5	flanders	flanders	PROPN
gi-3874	186	6	,	,	PUNCT
gi-3874	186	7	mryka	mryka	ADJ
gi-3874	186	8	hall	hall	PROPN
gi-3874	186	9	-	-	PUNCT
gi-3874	186	10	beyer	beyer	PROPN
gi-3874	186	11	,	,	PUNCT
gi-3874	186	12	and	and	CCONJ
gi-3874	186	13	joan	joan	PROPN
gi-3874	186	14	pereverzoff	pereverzoff	NOUN
gi-3874	186	15	.	.	PUNCT
gi-3874	187	1	“	"	PUNCT
gi-3874	187	2	preliminary	preliminary	ADJ
gi-3874	187	3	evaluation	evaluation	NOUN
gi-3874	187	4	of	of	ADP
gi-3874	187	5	ecognition	ecognition	NOUN
gi-3874	187	6	object	object	NOUN
gi-3874	187	7	-	-	PUNCT
gi-3874	187	8	based	base	VERB
gi-3874	187	9	software	software	NOUN
gi-3874	187	10	for	for	ADP
gi-3874	187	11	cut	cut	VERB
gi-3874	187	12	block	block	NOUN
gi-3874	187	13	delineation	delineation	NOUN
gi-3874	187	14	and	and	CCONJ
gi-3874	187	15	feature	feature	NOUN
gi-3874	187	16	extraction	extraction	NOUN
gi-3874	187	17	”	"	PUNCT
gi-3874	187	18	.	.	PUNCT
gi-3874	188	1	in	in	ADP
gi-3874	188	2	:	:	PUNCT
gi-3874	188	3	canadian	canadian	ADJ
gi-3874	188	4	journal	journal	NOUN
gi-3874	188	5	of	of	ADP
gi-3874	188	6	remote	remote	ADJ
gi-3874	188	7	sensing	sense	VERB
gi-3874	188	8	29.4	29.4	NUM
gi-3874	188	9	(	(	PUNCT
gi-3874	188	10	2003	2003	NUM
gi-3874	188	11	)	)	PUNCT
gi-3874	188	12	,	,	PUNCT
gi-3874	188	13	pp	pp	ADP
gi-3874	188	14	.	.	PUNCT
gi-3874	189	1	441–452	441–452	NUM
gi-3874	189	2	.	.	PUNCT
gi-3874	190	1	doi	doi	NOUN
gi-3874	190	2	:	:	PUNCT
gi-3874	190	3	10.5589	10.5589	NUM
gi-3874	190	4	/	/	SYM
gi-3874	190	5	m03	m03	NOUN
gi-3874	190	6	-	-	PUNCT
gi-3874	190	7	006	006	NUM
gi-3874	190	8	.	.	PUNCT
gi-3874	191	1	[	[	X
gi-3874	191	2	10	10	NUM
gi-3874	191	3	]	]	X
gi-3874	191	4	giles	giles	PROPN
gi-3874	191	5	m.	m.	PROPN
gi-3874	191	6	foody	foody	PROPN
gi-3874	191	7	.	.	PUNCT
gi-3874	192	1	“	"	PUNCT
gi-3874	192	2	status	status	NOUN
gi-3874	192	3	of	of	ADP
gi-3874	192	4	land	land	NOUN
gi-3874	192	5	cover	cover	NOUN
gi-3874	192	6	classification	classification	NOUN
gi-3874	192	7	accuracy	accuracy	NOUN
gi-3874	192	8	assessment	assessment	NOUN
gi-3874	192	9	”	"	PUNCT
gi-3874	192	10	.	.	PUNCT
gi-3874	193	1	in	in	ADP
gi-3874	193	2	:	:	PUNCT
gi-3874	193	3	remote	remote	ADJ
gi-3874	193	4	sensing	sensing	NOUN
gi-3874	193	5	of	of	ADP
gi-3874	193	6	environment	environment	NOUN
gi-3874	193	7	80.1	80.1	NUM
gi-3874	193	8	(	(	PUNCT
gi-3874	193	9	2002	2002	NUM
gi-3874	193	10	)	)	PUNCT
gi-3874	193	11	,	,	PUNCT
gi-3874	193	12	pp	pp	ADP
gi-3874	193	13	.	.	PUNCT
gi-3874	194	1	185–201	185–201	NUM
gi-3874	194	2	.	.	PUNCT
gi-3874	195	1	[	[	X
gi-3874	195	2	11	11	NUM
gi-3874	195	3	]	]	X
gi-3874	195	4	yan	yan	PROPN
gi-3874	195	5	gao	gao	PROPN
gi-3874	195	6	and	and	CCONJ
gi-3874	195	7	jean	jean	PROPN
gi-3874	195	8	francois	francois	PROPN
gi-3874	195	9	mas	mas	PROPN
gi-3874	195	10	.	.	PUNCT
gi-3874	196	1	“	"	PUNCT
gi-3874	196	2	a	a	DET
gi-3874	196	3	comparison	comparison	NOUN
gi-3874	196	4	of	of	ADP
gi-3874	196	5	the	the	DET
gi-3874	196	6	performance	performance	NOUN
gi-3874	196	7	of	of	ADP
gi-3874	196	8	pixel	pixel	NOUN
gi-3874	196	9	-	-	PUNCT
gi-3874	196	10	based	base	VERB
gi-3874	196	11	and	and	CCONJ
gi-3874	196	12	object	object	NOUN
gi-3874	196	13	-	-	PUNCT
gi-3874	196	14	based	base	VERB
gi-3874	196	15	classifications	classification	NOUN
gi-3874	196	16	over	over	ADP
gi-3874	196	17	images	image	NOUN
gi-3874	196	18	with	with	ADP
gi-3874	196	19	various	various	ADJ
gi-3874	196	20	spatial	spatial	ADJ
gi-3874	196	21	resolutions	resolution	NOUN
gi-3874	196	22	”	"	PUNCT
gi-3874	196	23	.	.	PUNCT
gi-3874	197	1	in	in	ADP
gi-3874	197	2	:	:	PUNCT
gi-3874	197	3	online	online	ADJ
gi-3874	197	4	journal	journal	PROPN
gi-3874	197	5	of	of	ADP
gi-3874	197	6	earth	earth	NOUN
gi-3874	197	7	sciences	science	NOUN
gi-3874	197	8	2.1	2.1	NUM
gi-3874	197	9	(	(	PUNCT
gi-3874	197	10	2008	2008	NUM
gi-3874	197	11	)	)	PUNCT
gi-3874	197	12	,	,	PUNCT
gi-3874	197	13	pp	pp	ADP
gi-3874	197	14	.	.	PUNCT
gi-3874	198	1	27–35	27–35	NUM
gi-3874	198	2	.	.	X
gi-3874	198	3	url	url	PROPN
gi-3874	198	4	:	:	PUNCT
gi-3874	198	5	http://docsdrive.com/pdfs/	http://docsdrive.com/pdfs/	VERB
gi-3874	198	6	medwelljournals	medwelljournal	NOUN
gi-3874	198	7	/	/	SYM
gi-3874	198	8	ojesci/2008/27	ojesci/2008/27	PROPN
gi-3874	198	9	-	-	PUNCT
gi-3874	198	10	35.pdf	35.pdf	PROPN
gi-3874	198	11	.	.	PUNCT
gi-3874	199	1	[	[	X
gi-3874	199	2	12	12	NUM
gi-3874	199	3	]	]	X
gi-3874	199	4	yan	yan	PROPN
gi-3874	199	5	gao	gao	PROPN
gi-3874	199	6	and	and	CCONJ
gi-3874	199	7	jean	jean	PROPN
gi-3874	199	8	francois	francois	PROPN
gi-3874	199	9	mas	mas	PROPN
gi-3874	199	10	.	.	PUNCT
gi-3874	200	1	“	"	PUNCT
gi-3874	200	2	a	a	DET
gi-3874	200	3	comparison	comparison	NOUN
gi-3874	200	4	of	of	ADP
gi-3874	200	5	the	the	DET
gi-3874	200	6	performance	performance	NOUN
gi-3874	200	7	of	of	ADP
gi-3874	200	8	pixel	pixel	NOUN
gi-3874	200	9	-	-	PUNCT
gi-3874	200	10	based	base	VERB
gi-3874	200	11	and	and	CCONJ
gi-3874	200	12	object	object	NOUN
gi-3874	200	13	-	-	PUNCT
gi-3874	200	14	based	base	VERB
gi-3874	200	15	classifications	classification	NOUN
gi-3874	200	16	over	over	ADP
gi-3874	200	17	images	image	NOUN
gi-3874	200	18	with	with	ADP
gi-3874	200	19	various	various	ADJ
gi-3874	200	20	spatial	spatial	ADJ
gi-3874	200	21	resolutions	resolution	NOUN
gi-3874	200	22	”	"	PUNCT
gi-3874	200	23	.	.	PUNCT
gi-3874	201	1	in	in	ADP
gi-3874	201	2	:	:	PUNCT
gi-3874	201	3	international	international	ADJ
gi-3874	201	4	archives	archive	NOUN
gi-3874	201	5	of	of	ADP
gi-3874	201	6	photogrammetry	photogrammetry	NOUN
gi-3874	201	7	,	,	PUNCT
gi-3874	201	8	remote	remote	ADJ
gi-3874	201	9	sensing	sensing	NOUN
gi-3874	201	10	and	and	CCONJ
gi-3874	201	11	spatial	spatial	ADJ
gi-3874	201	12	information	information	NOUN
gi-3874	201	13	sciences	science	NOUN
gi-3874	201	14	xxxviii-4	xxxviii-4	PROPN
gi-3874	201	15	/	/	SYM
gi-3874	201	16	c1	c1	PROPN
gi-3874	201	17	(	(	PUNCT
gi-3874	201	18	2008	2008	NUM
gi-3874	201	19	)	)	PUNCT
gi-3874	201	20	.	.	PUNCT
gi-3874	202	1	[	[	X
gi-3874	202	2	13	13	NUM
gi-3874	202	3	]	]	X
gi-3874	202	4	steven	steven	PROPN
gi-3874	202	5	m.	m.	PROPN
gi-3874	202	6	de	de	PROPN
gi-3874	202	7	jong	jong	PROPN
gi-3874	202	8	,	,	PUNCT
gi-3874	202	9	tom	tom	PROPN
gi-3874	202	10	hornstra	hornstra	PROPN
gi-3874	202	11	,	,	PUNCT
gi-3874	202	12	and	and	CCONJ
gi-3874	202	13	hans	han	NOUN
gi-3874	202	14	-	-	PUNCT
gi-3874	202	15	gerd	gerd	NOUN
gi-3874	202	16	maas	maas	PROPN
gi-3874	202	17	.	.	PUNCT
gi-3874	203	1	“	"	PUNCT
gi-3874	203	2	an	an	DET
gi-3874	203	3	integrated	integrated	ADJ
gi-3874	203	4	spatial	spatial	ADJ
gi-3874	203	5	and	and	CCONJ
gi-3874	203	6	spectral	spectral	ADJ
gi-3874	203	7	approach	approach	NOUN
gi-3874	203	8	to	to	ADP
gi-3874	203	9	the	the	DET
gi-3874	203	10	classification	classification	NOUN
gi-3874	203	11	of	of	ADP
gi-3874	203	12	mediterranean	mediterranean	ADJ
gi-3874	203	13	land	land	NOUN
gi-3874	203	14	cover	cover	NOUN
gi-3874	203	15	types	type	NOUN
gi-3874	203	16	:	:	PUNCT
gi-3874	203	17	the	the	DET
gi-3874	203	18	ssc	ssc	NOUN
gi-3874	203	19	method	method	NOUN
gi-3874	203	20	”	"	PUNCT
gi-3874	203	21	.	.	PUNCT
gi-3874	204	1	in	in	ADP
gi-3874	204	2	:	:	PUNCT
gi-3874	204	3	international	international	ADJ
gi-3874	204	4	journal	journal	NOUN
gi-3874	204	5	of	of	ADP
gi-3874	204	6	applied	apply	VERB
gi-3874	204	7	earth	earth	NOUN
gi-3874	204	8	observation	observation	NOUN
gi-3874	204	9	and	and	CCONJ
gi-3874	204	10	geoinformation	geoinformation	NOUN
gi-3874	204	11	3.2	3.2	NUM
gi-3874	204	12	(	(	PUNCT
gi-3874	204	13	2001	2001	NUM
gi-3874	204	14	)	)	PUNCT
gi-3874	204	15	,	,	PUNCT
gi-3874	204	16	pp	pp	ADP
gi-3874	204	17	.	.	PUNCT
gi-3874	205	1	176–183	176–183	NUM
gi-3874	205	2	.	.	PUNCT
gi-3874	206	1	[	[	X
gi-3874	206	2	14	14	NUM
gi-3874	206	3	]	]	PUNCT
gi-3874	206	4	j.	j.	PROPN
gi-3874	206	5	richard	richard	PROPN
gi-3874	206	6	landis	landis	PROPN
gi-3874	206	7	and	and	CCONJ
gi-3874	206	8	gary	gary	PROPN
gi-3874	206	9	g.	g.	PROPN
gi-3874	206	10	koch	koch	PROPN
gi-3874	206	11	.	.	PUNCT
gi-3874	207	1	“	"	PUNCT
gi-3874	207	2	the	the	DET
gi-3874	207	3	measurement	measurement	NOUN
gi-3874	207	4	of	of	ADP
gi-3874	207	5	observer	observer	NOUN
gi-3874	207	6	agreement	agreement	NOUN
gi-3874	207	7	for	for	ADP
gi-3874	207	8	categorical	categorical	ADJ
gi-3874	207	9	data	datum	NOUN
gi-3874	207	10	”	"	PUNCT
gi-3874	207	11	.	.	PUNCT
gi-3874	208	1	in	in	ADP
gi-3874	208	2	:	:	PUNCT
gi-3874	208	3	biometrics	biometric	NOUN
gi-3874	208	4	(	(	PUNCT
gi-3874	208	5	1977	1977	NUM
gi-3874	208	6	)	)	PUNCT
gi-3874	208	7	,	,	PUNCT
gi-3874	208	8	pp	pp	ADP
gi-3874	208	9	.	.	PUNCT
gi-3874	209	1	159–174	159–174	NUM
gi-3874	209	2	.	.	PUNCT
gi-3874	210	1	[	[	X
gi-3874	210	2	15	15	NUM
gi-3874	210	3	]	]	PUNCT
gi-3874	210	4	xiaofang	xiaofang	PROPN
gi-3874	210	5	liu	liu	PROPN
gi-3874	210	6	and	and	CCONJ
gi-3874	210	7	chun	chun	PROPN
gi-3874	210	8	yang	yang	PROPN
gi-3874	210	9	.	.	PUNCT
gi-3874	211	1	“	"	PUNCT
gi-3874	211	2	a	a	DET
gi-3874	211	3	kernel	kernel	PROPN
gi-3874	211	4	spectral	spectral	PROPN
gi-3874	211	5	angle	angle	PROPN
gi-3874	211	6	mapper	mapper	PROPN
gi-3874	211	7	algorithm	algorithm	NOUN
gi-3874	211	8	for	for	ADP
gi-3874	211	9	remote	remote	ADJ
gi-3874	211	10	sensing	sense	VERB
gi-3874	211	11	image	image	NOUN
gi-3874	211	12	classification	classification	NOUN
gi-3874	211	13	”	"	PUNCT
gi-3874	211	14	.	.	PUNCT
gi-3874	212	1	in	in	ADP
gi-3874	212	2	:	:	PUNCT
gi-3874	212	3	image	image	NOUN
gi-3874	212	4	and	and	CCONJ
gi-3874	212	5	signal	signal	NOUN
gi-3874	212	6	processing	processing	NOUN
gi-3874	212	7	(	(	PUNCT
gi-3874	212	8	cisp	cisp	ADJ
gi-3874	212	9	)	)	PUNCT
gi-3874	212	10	,	,	PUNCT
gi-3874	212	11	2013	2013	NUM
gi-3874	212	12	6th	6th	ADJ
gi-3874	212	13	international	international	ADJ
gi-3874	212	14	congress	congress	PROPN
gi-3874	212	15	on	on	ADP
gi-3874	212	16	.	.	PUNCT
gi-3874	212	17	vol	vol	NOUN
gi-3874	212	18	.	.	PROPN
gi-3874	212	19	2	2	NUM
gi-3874	212	20	.	.	X
gi-3874	212	21	ieee	ieee	PROPN
gi-3874	212	22	.	.	PUNCT
gi-3874	212	23	2013	2013	NUM
gi-3874	212	24	,	,	PUNCT
gi-3874	212	25	pp	pp	ADP
gi-3874	212	26	.	.	PUNCT
gi-3874	213	1	814–818	814–818	NUM
gi-3874	213	2	.	.	PUNCT
gi-3874	214	1	[	[	X
gi-3874	214	2	16	16	NUM
gi-3874	214	3	]	]	X
gi-3874	214	4	s.	s.	PROPN
gi-3874	214	5	rashmi	rashmi	PROPN
gi-3874	214	6	,	,	PUNCT
gi-3874	214	7	s.	s.	PROPN
gi-3874	214	8	addamani	addamani	PROPN
gi-3874	214	9	,	,	PUNCT
gi-3874	214	10	and	and	CCONJ
gi-3874	214	11	s.	s.	PROPN
gi-3874	214	12	ravikiran	ravikiran	PROPN
gi-3874	214	13	.	.	PUNCT
gi-3874	215	1	“	"	PUNCT
gi-3874	215	2	spectral	spectral	ADJ
gi-3874	215	3	angle	angle	NOUN
gi-3874	215	4	mapper	mapper	PROPN
gi-3874	215	5	algorithm	algorithm	NOUN
gi-3874	215	6	for	for	ADP
gi-3874	215	7	remote	remote	ADJ
gi-3874	215	8	sensing	sense	VERB
gi-3874	215	9	image	image	NOUN
gi-3874	215	10	classification	classification	NOUN
gi-3874	215	11	”	"	PUNCT
gi-3874	215	12	.	.	PUNCT
gi-3874	216	1	in	in	ADP
gi-3874	216	2	:	:	PUNCT
gi-3874	216	3	ijiset	ijiset	NOUN
gi-3874	216	4	–	–	PUNCT
gi-3874	216	5	international	international	ADJ
gi-3874	216	6	journal	journal	NOUN
gi-3874	216	7	of	of	ADP
gi-3874	216	8	innovative	innovative	ADJ
gi-3874	216	9	science	science	NOUN
gi-3874	216	10	,	,	PUNCT
gi-3874	216	11	engineering	engineering	NOUN
gi-3874	216	12	&	&	CCONJ
gi-3874	216	13	technology	technology	PROPN
gi-3874	216	14	50.4	50.4	NUM
gi-3874	216	15	(	(	PUNCT
gi-3874	216	16	2014	2014	NUM
gi-3874	216	17	)	)	PUNCT
gi-3874	216	18	,	,	PUNCT
gi-3874	216	19	pp	pp	ADJ
gi-3874	216	20	.	.	PUNCT
gi-3874	217	1	201–205	201–205	NUM
gi-3874	217	2	.	.	PUNCT
gi-3874	218	1	[	[	X
gi-3874	218	2	17	17	NUM
gi-3874	218	3	]	]	X
gi-3874	218	4	n.	n.	PROPN
gi-3874	218	5	d.	d.	PROPN
gi-3874	218	6	riggan	riggan	PROPN
gi-3874	218	7	jr	jr	PROPN
gi-3874	218	8	.	.	PROPN
gi-3874	218	9	and	and	CCONJ
gi-3874	218	10	r.	r.	PROPN
gi-3874	218	11	c.	c.	PROPN
gi-3874	218	12	weih	weih	PROPN
gi-3874	218	13	jr	jr	PROPN
gi-3874	218	14	.	.	PUNCT
gi-3874	219	1	“	"	PUNCT
gi-3874	219	2	a	a	DET
gi-3874	219	3	comparison	comparison	NOUN
gi-3874	219	4	of	of	ADP
gi-3874	219	5	pixel	pixel	NOUN
gi-3874	219	6	-	-	PUNCT
gi-3874	219	7	based	base	VERB
gi-3874	219	8	versus	versus	ADP
gi-3874	219	9	object	object	NOUN
gi-3874	219	10	-	-	PUNCT
gi-3874	219	11	based	base	VERB
gi-3874	219	12	land	land	NOUN
gi-3874	219	13	use	use	NOUN
gi-3874	219	14	/	/	SYM
gi-3874	219	15	land	land	NOUN
gi-3874	219	16	cover	cover	NOUN
gi-3874	219	17	classification	classification	NOUN
gi-3874	219	18	methodologies	methodology	NOUN
gi-3874	219	19	”	"	PUNCT
gi-3874	219	20	.	.	PUNCT
gi-3874	220	1	in	in	ADP
gi-3874	220	2	:	:	PUNCT
gi-3874	220	3	journal	journal	NOUN
gi-3874	220	4	of	of	ADP
gi-3874	220	5	the	the	DET
gi-3874	220	6	arkansas	arkansas	PROPN
gi-3874	220	7	academy	academy	PROPN
gi-3874	220	8	of	of	ADP
gi-3874	220	9	science	science	PROPN
gi-3874	220	10	63	63	NUM
gi-3874	220	11	(	(	PUNCT
gi-3874	220	12	2009	2009	NUM
gi-3874	220	13	)	)	PUNCT
gi-3874	220	14	,	,	PUNCT
gi-3874	220	15	pp	pp	ADP
gi-3874	220	16	.	.	PUNCT
gi-3874	221	1	145–152	145–152	NUM
gi-3874	221	2	.	.	PUNCT
gi-3874	222	1	[	[	X
gi-3874	222	2	18	18	NUM
gi-3874	222	3	]	]	PUNCT
gi-3874	222	4	l.	l.	PROPN
gi-3874	222	5	wang	wang	PROPN
gi-3874	222	6	,	,	PUNCT
gi-3874	222	7	w.	w.	PROPN
gi-3874	222	8	p.	p.	PROPN
gi-3874	222	9	sousa	sousa	PROPN
gi-3874	222	10	,	,	PUNCT
gi-3874	222	11	and	and	CCONJ
gi-3874	222	12	p.	p.	PROPN
gi-3874	222	13	gong	gong	PROPN
gi-3874	222	14	.	.	PUNCT
gi-3874	223	1	“	"	PUNCT
gi-3874	223	2	integration	integration	NOUN
gi-3874	223	3	of	of	ADP
gi-3874	223	4	object	object	NOUN
gi-3874	223	5	-	-	PUNCT
gi-3874	223	6	based	base	VERB
gi-3874	223	7	and	and	CCONJ
gi-3874	223	8	pixel	pixel	NOUN
gi-3874	223	9	-	-	PUNCT
gi-3874	223	10	based	base	VERB
gi-3874	223	11	classification	classification	NOUN
gi-3874	223	12	for	for	ADP
gi-3874	223	13	mapping	mapping	NOUN
gi-3874	223	14	mangroves	mangrove	NOUN
gi-3874	223	15	with	with	ADP
gi-3874	223	16	ikonos	ikono	NOUN
gi-3874	223	17	imagery	imagery	NOUN
gi-3874	223	18	”	"	PUNCT
gi-3874	223	19	.	.	PUNCT
gi-3874	224	1	in	in	ADP
gi-3874	224	2	:	:	PUNCT
gi-3874	224	3	international	international	ADJ
gi-3874	224	4	journal	journal	NOUN
gi-3874	224	5	of	of	ADP
gi-3874	224	6	remote	remote	ADJ
gi-3874	224	7	sensing	sense	VERB
gi-3874	224	8	25.24	25.24	NUM
gi-3874	224	9	(	(	PUNCT
gi-3874	224	10	2004	2004	NUM
gi-3874	224	11	)	)	PUNCT
gi-3874	224	12	,	,	PUNCT
gi-3874	224	13	pp	pp	ADJ
gi-3874	224	14	.	.	PUNCT
gi-3874	224	15	5655–5668	5655–5668	X
gi-3874	224	16	.	.	PUNCT
gi-3874	225	1	[	[	X
gi-3874	225	2	19	19	NUM
gi-3874	225	3	]	]	X
gi-3874	225	4	jerrold	jerrold	PROPN
gi-3874	225	5	b.	b.	PROPN
gi-3874	225	6	zar	zar	PROPN
gi-3874	225	7	.	.	PUNCT
gi-3874	225	8	biostatistical	biostatistical	ADJ
gi-3874	225	9	analysis	analysis	NOUN
gi-3874	225	10	.	.	PUNCT
gi-3874	226	1	4th	4th	ADJ
gi-3874	226	2	.	.	PUNCT
gi-3874	227	1	upper	upper	ADJ
gi-3874	227	2	saddle	saddle	PROPN
gi-3874	227	3	river	river	NOUN
gi-3874	227	4	,	,	PUNCT
gi-3874	227	5	new	new	PROPN
gi-3874	227	6	jersey	jersey	PROPN
gi-3874	227	7	:	:	PUNCT
gi-3874	227	8	prentice	prentice	PROPN
gi-3874	227	9	hall	hall	PROPN
gi-3874	227	10	,	,	PUNCT
gi-3874	227	11	2007	2007	NUM
gi-3874	227	12	,	,	PUNCT
gi-3874	227	13	p.	p.	NOUN
gi-3874	227	14	663	663	NUM
gi-3874	227	15	.	.	PUNCT
gi-3874	228	1	geoinformatics	geoinformatic	NOUN
gi-3874	228	2	fce	fce	VERB
gi-3874	228	3	ctu	ctu	NOUN
gi-3874	228	4	15(2	15(2	NOUN
gi-3874	228	5	)	)	PUNCT
gi-3874	228	6	,	,	PUNCT
gi-3874	228	7	2016	2016	NUM
gi-3874	228	8	69	69	NUM
gi-3874	228	9	https://doi.org/10.5589/m03-006	https://doi.org/10.5589/m03-006	NOUN
gi-3874	228	10	http://docsdrive.com/pdfs/medwelljournals/ojesci/2008/27-35.pdf	http://docsdrive.com/pdfs/medwelljournals/ojesci/2008/27-35.pdf	NOUN
gi-3874	228	11	http://docsdrive.com/pdfs/medwelljournals/ojesci/2008/27-35.pdf	http://docsdrive.com/pdfs/medwelljournals/ojesci/2008/27-35.pdf	NOUN
gi-3874	228	12	geoinformatics	geoinformatic	NOUN
gi-3874	228	13	fce	fce	VERB
gi-3874	228	14	ctu	ctu	NOUN
gi-3874	228	15	15(2	15(2	NOUN
gi-3874	228	16	)	)	PUNCT
gi-3874	228	17	,	,	PUNCT
gi-3874	228	18	2016	2016	NUM
gi-3874	228	19	70	70	NUM
gi-3874	228	20	e.	e.	PROPN
gi-3874	228	21	o.	o.	PROPN
gi-3874	228	22	makinde	makinde	PROPN
gi-3874	228	23	et	et	PROPN
gi-3874	228	24	al	al	PROPN
gi-3874	228	25	.	.	PUNCT
gi-3874	228	26	:	:	PUNCT
gi-3874	229	1	object	object	NOUN
gi-3874	229	2	based	base	VERB
gi-3874	229	3	and	and	CCONJ
gi-3874	229	4	pixel	pixel	NOUN
gi-3874	229	5	based	base	VERB
gi-3874	229	6	classification	classification	NOUN