id	sid	tid	token	lemma	pos
ap-868	1	1	ap06_5.vp	ap06_5.vp	NOUN
ap-868	1	2	1	1	NUM
ap-868	1	3	introduction	introduction	NOUN
ap-868	1	4	the	the	DET
ap-868	1	5	vision	vision	NOUN
ap-868	1	6	and	and	CCONJ
ap-868	1	7	image	image	NOUN
ap-868	1	8	processing	processing	NOUN
ap-868	1	9	systems	system	NOUN
ap-868	1	10	are	be	AUX
ap-868	1	11	widely	widely	ADV
ap-868	1	12	employed	employ	VERB
ap-868	1	13	in	in	ADP
ap-868	1	14	current	current	ADJ
ap-868	1	15	manufacturing	manufacturing	NOUN
ap-868	1	16	processes	process	NOUN
ap-868	1	17	.	.	PUNCT
ap-868	2	1	these	these	DET
ap-868	2	2	kinds	kind	NOUN
ap-868	2	3	of	of	ADP
ap-868	2	4	systems	system	NOUN
ap-868	2	5	provide	provide	VERB
ap-868	2	6	measures	measure	NOUN
ap-868	2	7	to	to	PART
ap-868	2	8	inspect	inspect	VERB
ap-868	2	9	and	and	CCONJ
ap-868	2	10	control	control	VERB
ap-868	2	11	the	the	DET
ap-868	2	12	manufacturing	manufacturing	NOUN
ap-868	2	13	process	process	NOUN
ap-868	2	14	of	of	ADP
ap-868	2	15	the	the	DET
ap-868	2	16	producing	produce	VERB
ap-868	2	17	location	location	NOUN
ap-868	2	18	.	.	PUNCT
ap-868	3	1	in	in	ADP
ap-868	3	2	addition	addition	NOUN
ap-868	3	3	,	,	PUNCT
ap-868	3	4	the	the	DET
ap-868	3	5	vision	vision	NOUN
ap-868	3	6	systems	system	NOUN
ap-868	3	7	make	make	VERB
ap-868	3	8	automatic	automatic	ADJ
ap-868	3	9	inspection	inspection	NOUN
ap-868	3	10	and	and	CCONJ
ap-868	3	11	process	process	NOUN
ap-868	3	12	examination	examination	NOUN
ap-868	3	13	possible	possible	ADJ
ap-868	3	14	with	with	ADP
ap-868	3	15	the	the	DET
ap-868	3	16	help	help	NOUN
ap-868	3	17	of	of	ADP
ap-868	3	18	“	"	PUNCT
ap-868	3	19	intelligent	intelligent	ADJ
ap-868	3	20	”	"	PUNCT
ap-868	3	21	software	software	NOUN
ap-868	3	22	components	component	NOUN
ap-868	3	23	.	.	PUNCT
ap-868	4	1	the	the	DET
ap-868	4	2	project	project	NOUN
ap-868	4	3	,	,	PUNCT
ap-868	4	4	on	on	ADP
ap-868	4	5	which	which	PRON
ap-868	4	6	this	this	DET
ap-868	4	7	paper	paper	NOUN
ap-868	4	8	is	be	AUX
ap-868	4	9	based	base	VERB
ap-868	4	10	,	,	PUNCT
ap-868	4	11	is	be	AUX
ap-868	4	12	initiated	initiate	VERB
ap-868	4	13	in	in	ADP
ap-868	4	14	such	such	DET
ap-868	4	15	a	a	DET
ap-868	4	16	circumstance	circumstance	NOUN
ap-868	4	17	in	in	ADP
ap-868	4	18	order	order	NOUN
ap-868	4	19	to	to	PART
ap-868	4	20	associate	associate	VERB
ap-868	4	21	and	and	CCONJ
ap-868	4	22	simplify	simplify	VERB
ap-868	4	23	the	the	DET
ap-868	4	24	qualtiy	qualtiy	PROPN
ap-868	4	25	control	control	NOUN
ap-868	4	26	of	of	ADP
ap-868	4	27	free	free	ADJ
ap-868	4	28	-	-	PUNCT
ap-868	4	29	form	form	NOUN
ap-868	4	30	surface	surface	NOUN
ap-868	4	31	manufacturing	manufacturing	NOUN
ap-868	4	32	,	,	PUNCT
ap-868	4	33	specially	specially	ADV
ap-868	4	34	shining	shine	VERB
ap-868	4	35	water	water	NOUN
ap-868	4	36	taps	tap	NOUN
ap-868	4	37	in	in	ADP
ap-868	4	38	sanitary	sanitary	NOUN
ap-868	4	39	industries	industry	NOUN
ap-868	4	40	.	.	PUNCT
ap-868	5	1	the	the	DET
ap-868	5	2	first	first	ADJ
ap-868	5	3	stage	stage	NOUN
ap-868	5	4	in	in	ADP
ap-868	5	5	the	the	DET
ap-868	5	6	fabrication	fabrication	NOUN
ap-868	5	7	of	of	ADP
ap-868	5	8	water	water	NOUN
ap-868	5	9	taps	tap	NOUN
ap-868	5	10	is	be	AUX
ap-868	5	11	the	the	DET
ap-868	5	12	casting	casting	NOUN
ap-868	5	13	of	of	ADP
ap-868	5	14	the	the	DET
ap-868	5	15	rough	rough	ADJ
ap-868	5	16	part	part	NOUN
ap-868	5	17	.	.	PUNCT
ap-868	6	1	the	the	DET
ap-868	6	2	material	material	NOUN
ap-868	6	3	that	that	PRON
ap-868	6	4	is	be	AUX
ap-868	6	5	mainly	mainly	ADV
ap-868	6	6	used	use	VERB
ap-868	6	7	is	be	AUX
ap-868	6	8	brass	brass	NOUN
ap-868	6	9	.	.	PUNCT
ap-868	7	1	after	after	ADP
ap-868	7	2	the	the	DET
ap-868	7	3	casting	casting	NOUN
ap-868	7	4	process	process	NOUN
ap-868	7	5	some	some	DET
ap-868	7	6	other	other	ADJ
ap-868	7	7	machining	machining	NOUN
ap-868	7	8	processes	process	NOUN
ap-868	7	9	,	,	PUNCT
ap-868	7	10	like	like	ADP
ap-868	7	11	drilling	drilling	NOUN
ap-868	7	12	,	,	PUNCT
ap-868	7	13	milling	milling	NOUN
ap-868	7	14	and	and	CCONJ
ap-868	7	15	threading	threading	NOUN
ap-868	7	16	are	be	AUX
ap-868	7	17	carried	carry	VERB
ap-868	7	18	out	out	ADP
ap-868	7	19	.	.	PUNCT
ap-868	8	1	then	then	ADV
ap-868	8	2	the	the	DET
ap-868	8	3	water	water	NOUN
ap-868	8	4	tap	tap	NOUN
ap-868	8	5	is	be	AUX
ap-868	8	6	ground	ground	NOUN
ap-868	8	7	and	and	CCONJ
ap-868	8	8	polished	polish	VERB
ap-868	8	9	sequentially	sequentially	ADV
ap-868	8	10	in	in	ADP
ap-868	8	11	order	order	NOUN
ap-868	8	12	to	to	PART
ap-868	8	13	obtain	obtain	VERB
ap-868	8	14	high	high	ADJ
ap-868	8	15	surface	surface	NOUN
ap-868	8	16	quality	quality	NOUN
ap-868	8	17	.	.	PUNCT
ap-868	9	1	finally	finally	ADV
ap-868	9	2	,	,	PUNCT
ap-868	9	3	the	the	DET
ap-868	9	4	end	end	NOUN
ap-868	9	5	product	product	NOUN
ap-868	9	6	is	be	AUX
ap-868	9	7	finished	finish	VERB
ap-868	9	8	by	by	ADP
ap-868	9	9	electroplating	electroplate	VERB
ap-868	9	10	.	.	PUNCT
ap-868	10	1	it	it	PRON
ap-868	10	2	is	be	AUX
ap-868	10	3	crucial	crucial	ADJ
ap-868	10	4	to	to	PART
ap-868	10	5	find	find	VERB
ap-868	10	6	out	out	ADP
ap-868	10	7	the	the	DET
ap-868	10	8	potential	potential	ADJ
ap-868	10	9	defects	defect	NOUN
ap-868	10	10	existing	exist	VERB
ap-868	10	11	on	on	ADP
ap-868	10	12	the	the	DET
ap-868	10	13	workpiece	workpiece	NOUN
ap-868	10	14	surface	surface	NOUN
ap-868	10	15	after	after	ADP
ap-868	10	16	grinding	grind	VERB
ap-868	10	17	and	and	CCONJ
ap-868	10	18	polishing	polishing	NOUN
ap-868	10	19	before	before	ADP
ap-868	10	20	the	the	DET
ap-868	10	21	final	final	ADJ
ap-868	10	22	electroplating	electroplating	NOUN
ap-868	10	23	.	.	PUNCT
ap-868	11	1	if	if	SCONJ
ap-868	11	2	a	a	DET
ap-868	11	3	defect	defect	NOUN
ap-868	11	4	is	be	AUX
ap-868	11	5	found	find	VERB
ap-868	11	6	on	on	ADP
ap-868	11	7	a	a	DET
ap-868	11	8	part	part	NOUN
ap-868	11	9	after	after	ADP
ap-868	11	10	electroplating	electroplate	VERB
ap-868	11	11	,	,	PUNCT
ap-868	11	12	manufacturer	manufacturer	NOUN
ap-868	11	13	has	have	VERB
ap-868	11	14	to	to	PART
ap-868	11	15	painfully	painfully	ADV
ap-868	11	16	discard	discard	VERB
ap-868	11	17	this	this	DET
ap-868	11	18	part	part	NOUN
ap-868	11	19	or	or	CCONJ
ap-868	11	20	remove	remove	VERB
ap-868	11	21	the	the	DET
ap-868	11	22	electroplated	electroplate	VERB
ap-868	11	23	coating	coating	NOUN
ap-868	11	24	.	.	PUNCT
ap-868	12	1	in	in	ADP
ap-868	12	2	this	this	DET
ap-868	12	3	case	case	NOUN
ap-868	12	4	removing	remove	VERB
ap-868	12	5	the	the	DET
ap-868	12	6	coating	coating	NOUN
ap-868	12	7	is	be	AUX
ap-868	12	8	a	a	DET
ap-868	12	9	very	very	ADV
ap-868	12	10	expensive	expensive	ADJ
ap-868	12	11	process	process	NOUN
ap-868	12	12	because	because	SCONJ
ap-868	12	13	its	its	PRON
ap-868	12	14	harmful	harmful	ADJ
ap-868	12	15	to	to	ADP
ap-868	12	16	the	the	DET
ap-868	12	17	evironment	evironment	NOUN
ap-868	12	18	.	.	PUNCT
ap-868	13	1	therefore	therefore	ADV
ap-868	13	2	cost	cost	NOUN
ap-868	13	3	will	will	AUX
ap-868	13	4	be	be	AUX
ap-868	13	5	saved	save	VERB
ap-868	13	6	if	if	SCONJ
ap-868	13	7	the	the	DET
ap-868	13	8	defects	defect	NOUN
ap-868	13	9	can	can	AUX
ap-868	13	10	be	be	AUX
ap-868	13	11	detected	detect	VERB
ap-868	13	12	at	at	ADP
ap-868	13	13	an	an	DET
ap-868	13	14	early	early	ADJ
ap-868	13	15	stage	stage	NOUN
ap-868	13	16	.	.	PUNCT
ap-868	14	1	in	in	ADP
ap-868	14	2	addition	addition	NOUN
ap-868	14	3	,	,	PUNCT
ap-868	14	4	it	it	PRON
ap-868	14	5	is	be	AUX
ap-868	14	6	always	always	ADV
ap-868	14	7	useful	useful	ADJ
ap-868	14	8	to	to	PART
ap-868	14	9	find	find	VERB
ap-868	14	10	out	out	ADP
ap-868	14	11	which	which	DET
ap-868	14	12	type	type	NOUN
ap-868	14	13	of	of	ADP
ap-868	14	14	a	a	DET
ap-868	14	15	defect	defect	NOUN
ap-868	14	16	has	have	AUX
ap-868	14	17	been	be	AUX
ap-868	14	18	identified	identify	VERB
ap-868	14	19	.	.	PUNCT
ap-868	15	1	once	once	SCONJ
ap-868	15	2	the	the	DET
ap-868	15	3	type	type	NOUN
ap-868	15	4	of	of	ADP
ap-868	15	5	a	a	DET
ap-868	15	6	defect	defect	NOUN
ap-868	15	7	is	be	AUX
ap-868	15	8	known	know	VERB
ap-868	15	9	,	,	PUNCT
ap-868	15	10	the	the	DET
ap-868	15	11	decision	decision	NOUN
ap-868	15	12	can	can	AUX
ap-868	15	13	be	be	AUX
ap-868	15	14	made	make	VERB
ap-868	15	15	whether	whether	SCONJ
ap-868	15	16	the	the	DET
ap-868	15	17	part	part	NOUN
ap-868	15	18	is	be	AUX
ap-868	15	19	discarded	discard	VERB
ap-868	15	20	or	or	CCONJ
ap-868	15	21	can	can	AUX
ap-868	15	22	be	be	AUX
ap-868	15	23	retouched	retouch	VERB
ap-868	15	24	with	with	ADP
ap-868	15	25	proper	proper	ADJ
ap-868	15	26	compensatory	compensatory	ADJ
ap-868	15	27	engineering	engineering	NOUN
ap-868	15	28	processes	process	NOUN
ap-868	15	29	and	and	CCONJ
ap-868	15	30	if	if	SCONJ
ap-868	15	31	an	an	DET
ap-868	15	32	adjustment	adjustment	NOUN
ap-868	15	33	of	of	ADP
ap-868	15	34	a	a	DET
ap-868	15	35	previous	previous	ADJ
ap-868	15	36	machining	machining	NOUN
ap-868	15	37	process	process	NOUN
ap-868	15	38	is	be	AUX
ap-868	15	39	necessary	necessary	ADJ
ap-868	15	40	.	.	PUNCT
ap-868	16	1	so	so	ADV
ap-868	16	2	far	far	ADV
ap-868	16	3	the	the	DET
ap-868	16	4	tasks	task	NOUN
ap-868	16	5	of	of	ADP
ap-868	16	6	defect	defect	NOUN
ap-868	16	7	inspection	inspection	NOUN
ap-868	16	8	and	and	CCONJ
ap-868	16	9	categorization	categorization	NOUN
ap-868	16	10	are	be	AUX
ap-868	16	11	performed	perform	VERB
ap-868	16	12	by	by	ADP
ap-868	16	13	human	human	ADJ
ap-868	16	14	operators	operator	NOUN
ap-868	16	15	in	in	ADP
ap-868	16	16	a	a	DET
ap-868	16	17	traditional	traditional	ADJ
ap-868	16	18	“	"	PUNCT
ap-868	16	19	see	see	NOUN
ap-868	16	20	and	and	CCONJ
ap-868	16	21	evaluation	evaluation	NOUN
ap-868	16	22	”	"	PUNCT
ap-868	16	23	way	way	NOUN
ap-868	16	24	.	.	PUNCT
ap-868	17	1	it	it	PRON
ap-868	17	2	is	be	AUX
ap-868	17	3	a	a	DET
ap-868	17	4	labour	labour	NOUN
ap-868	17	5	-	-	PUNCT
ap-868	17	6	intensive	intensive	ADJ
ap-868	17	7	and	and	CCONJ
ap-868	17	8	therefore	therefore	ADV
ap-868	17	9	also	also	ADV
ap-868	17	10	cost	cost	NOUN
ap-868	17	11	-	-	PUNCT
ap-868	17	12	intensive	intensive	ADJ
ap-868	17	13	job	job	NOUN
ap-868	17	14	.	.	PUNCT
ap-868	18	1	this	this	DET
ap-868	18	2	process	process	NOUN
ap-868	18	3	is	be	AUX
ap-868	18	4	necessarily	necessarily	ADV
ap-868	18	5	automated	automate	VERB
ap-868	18	6	to	to	PART
ap-868	18	7	improve	improve	VERB
ap-868	18	8	the	the	DET
ap-868	18	9	efficiency	efficiency	NOUN
ap-868	18	10	of	of	ADP
ap-868	18	11	defects	defect	NOUN
ap-868	18	12	inspection	inspection	NOUN
ap-868	18	13	,	,	PUNCT
ap-868	18	14	releasing	release	VERB
ap-868	18	15	worker	worker	NOUN
ap-868	18	16	from	from	ADP
ap-868	18	17	unpleasant	unpleasant	ADJ
ap-868	18	18	working	work	VERB
ap-868	18	19	environments	environment	NOUN
ap-868	18	20	,	,	PUNCT
ap-868	18	21	and	and	CCONJ
ap-868	18	22	finally	finally	ADV
ap-868	18	23	reducing	reduce	VERB
ap-868	18	24	the	the	DET
ap-868	18	25	overall	overall	ADJ
ap-868	18	26	manufacture	manufacture	NOUN
ap-868	18	27	cost	cost	NOUN
ap-868	18	28	,	,	PUNCT
ap-868	18	29	specially	specially	ADV
ap-868	18	30	in	in	ADP
ap-868	18	31	the	the	DET
ap-868	18	32	countries	country	NOUN
ap-868	18	33	where	where	SCONJ
ap-868	18	34	wages	wage	NOUN
ap-868	18	35	are	be	AUX
ap-868	18	36	high	high	ADJ
ap-868	18	37	.	.	PUNCT
ap-868	19	1	to	to	PART
ap-868	19	2	automate	automate	VERB
ap-868	19	3	the	the	DET
ap-868	19	4	defects	defect	NOUN
ap-868	19	5	inspection	inspection	NOUN
ap-868	19	6	and	and	CCONJ
ap-868	19	7	classification	classification	NOUN
ap-868	19	8	,	,	PUNCT
ap-868	19	9	a	a	DET
ap-868	19	10	vision	vision	NOUN
ap-868	19	11	system	system	NOUN
ap-868	19	12	is	be	AUX
ap-868	19	13	installed	instal	VERB
ap-868	19	14	and	and	CCONJ
ap-868	19	15	integrated	integrate	VERB
ap-868	19	16	into	into	ADP
ap-868	19	17	the	the	DET
ap-868	19	18	manufacturing	manufacturing	NOUN
ap-868	19	19	chain	chain	NOUN
ap-868	19	20	.	.	PUNCT
ap-868	20	1	in	in	ADP
ap-868	20	2	our	our	PRON
ap-868	20	3	project	project	NOUN
ap-868	20	4	,	,	PUNCT
ap-868	20	5	the	the	DET
ap-868	20	6	inspection	inspection	NOUN
ap-868	20	7	process	process	NOUN
ap-868	20	8	takes	take	VERB
ap-868	20	9	place	place	NOUN
ap-868	20	10	after	after	ADP
ap-868	20	11	the	the	DET
ap-868	20	12	end	end	NOUN
ap-868	20	13	of	of	ADP
ap-868	20	14	the	the	DET
ap-868	20	15	grinding	grinding	NOUN
ap-868	20	16	and	and	CCONJ
ap-868	20	17	polishing	polishing	NOUN
ap-868	20	18	processes	process	NOUN
ap-868	20	19	.	.	PUNCT
ap-868	21	1	if	if	SCONJ
ap-868	21	2	no	no	DET
ap-868	21	3	defects	defect	NOUN
ap-868	21	4	are	be	AUX
ap-868	21	5	found	find	VERB
ap-868	21	6	on	on	ADP
ap-868	21	7	the	the	DET
ap-868	21	8	surface	surface	NOUN
ap-868	21	9	,	,	PUNCT
ap-868	21	10	the	the	DET
ap-868	21	11	workpiece	workpiece	NOUN
ap-868	21	12	is	be	AUX
ap-868	21	13	accepted	accept	VERB
ap-868	21	14	for	for	ADP
ap-868	21	15	the	the	DET
ap-868	21	16	next	next	ADJ
ap-868	21	17	processing	processing	NOUN
ap-868	21	18	step	step	NOUN
ap-868	21	19	.	.	PUNCT
ap-868	22	1	otherwise	otherwise	ADV
ap-868	22	2	,	,	PUNCT
ap-868	22	3	it	it	PRON
ap-868	22	4	is	be	AUX
ap-868	22	5	classified	classify	VERB
ap-868	22	6	automatically	automatically	ADV
ap-868	22	7	in	in	ADP
ap-868	22	8	order	order	NOUN
ap-868	22	9	to	to	PART
ap-868	22	10	determine	determine	VERB
ap-868	22	11	if	if	SCONJ
ap-868	22	12	a	a	DET
ap-868	22	13	removal	removal	NOUN
ap-868	22	14	of	of	ADP
ap-868	22	15	the	the	DET
ap-868	22	16	defect	defect	NOUN
ap-868	22	17	is	be	AUX
ap-868	22	18	possible	possible	ADJ
ap-868	22	19	or	or	CCONJ
ap-868	22	20	the	the	DET
ap-868	22	21	workpiece	workpiece	NOUN
ap-868	22	22	should	should	AUX
ap-868	22	23	be	be	AUX
ap-868	22	24	rejected	reject	VERB
ap-868	22	25	directly	directly	ADV
ap-868	22	26	.	.	PUNCT
ap-868	23	1	the	the	DET
ap-868	23	2	vision	vision	NOUN
ap-868	23	3	system	system	NOUN
ap-868	23	4	consists	consist	VERB
ap-868	23	5	of	of	ADP
ap-868	23	6	a	a	DET
ap-868	23	7	carrier	carrier	NOUN
ap-868	23	8	,	,	PUNCT
ap-868	23	9	a	a	DET
ap-868	23	10	camera	camera	NOUN
ap-868	23	11	system	system	NOUN
ap-868	23	12	,	,	PUNCT
ap-868	23	13	a	a	DET
ap-868	23	14	lighting	lighting	NOUN
ap-868	23	15	system	system	NOUN
ap-868	23	16	,	,	PUNCT
ap-868	23	17	other	other	ADJ
ap-868	23	18	accessories	accessory	NOUN
ap-868	23	19	and	and	CCONJ
ap-868	23	20	the	the	DET
ap-868	23	21	software	software	NOUN
ap-868	23	22	.	.	PUNCT
ap-868	24	1	the	the	DET
ap-868	24	2	system	system	NOUN
ap-868	24	3	hardware	hardware	NOUN
ap-868	24	4	is	be	AUX
ap-868	24	5	responsible	responsible	ADJ
ap-868	24	6	to	to	PART
ap-868	24	7	provide	provide	VERB
ap-868	24	8	a	a	DET
ap-868	24	9	constant	constant	ADJ
ap-868	24	10	lighting	lighting	NOUN
ap-868	24	11	enviroment	enviroment	NOUN
ap-868	24	12	and	and	CCONJ
ap-868	24	13	obtain	obtain	VERB
ap-868	24	14	the	the	DET
ap-868	24	15	digital	digital	ADJ
ap-868	24	16	images	image	NOUN
ap-868	24	17	under	under	ADP
ap-868	24	18	this	this	DET
ap-868	24	19	constant	constant	ADJ
ap-868	24	20	circumstance	circumstance	NOUN
ap-868	24	21	.	.	PUNCT
ap-868	25	1	the	the	DET
ap-868	25	2	software	software	NOUN
ap-868	25	3	provides	provide	VERB
ap-868	25	4	the	the	DET
ap-868	25	5	solution	solution	NOUN
ap-868	25	6	to	to	PART
ap-868	25	7	examine	examine	VERB
ap-868	25	8	the	the	DET
ap-868	25	9	images	image	NOUN
ap-868	25	10	from	from	ADP
ap-868	25	11	the	the	DET
ap-868	25	12	camera	camera	NOUN
ap-868	25	13	system	system	NOUN
ap-868	25	14	,	,	PUNCT
ap-868	25	15	locating	locate	VERB
ap-868	25	16	and	and	CCONJ
ap-868	25	17	classifing	classife	VERB
ap-868	25	18	the	the	DET
ap-868	25	19	defects	defect	NOUN
ap-868	25	20	on	on	ADP
ap-868	25	21	workpiece	workpiece	NOUN
ap-868	25	22	surfaces	surface	NOUN
ap-868	25	23	.	.	PUNCT
ap-868	26	1	the	the	DET
ap-868	26	2	challenge	challenge	NOUN
ap-868	26	3	in	in	ADP
ap-868	26	4	our	our	PRON
ap-868	26	5	project	project	NOUN
ap-868	26	6	now	now	ADV
ap-868	26	7	is	be	AUX
ap-868	26	8	to	to	PART
ap-868	26	9	characterise	characterise	VERB
ap-868	26	10	and	and	CCONJ
ap-868	26	11	determine	determine	VERB
ap-868	26	12	the	the	DET
ap-868	26	13	type	type	NOUN
ap-868	26	14	of	of	ADP
ap-868	26	15	defects	defect	NOUN
ap-868	26	16	from	from	ADP
ap-868	26	17	predefined	predefine	VERB
ap-868	26	18	categories	category	NOUN
ap-868	26	19	and	and	CCONJ
ap-868	26	20	additional	additional	ADJ
ap-868	26	21	foulings	fouling	NOUN
ap-868	26	22	(	(	PUNCT
ap-868	26	23	which	which	PRON
ap-868	26	24	are	be	AUX
ap-868	26	25	called	call	VERB
ap-868	26	26	pseudo	pseudo	NOUN
ap-868	26	27	-	-	NOUN
ap-868	26	28	defects	defect	NOUN
ap-868	26	29	in	in	ADP
ap-868	26	30	our	our	PRON
ap-868	26	31	project	project	NOUN
ap-868	26	32	)	)	PUNCT
ap-868	26	33	on	on	ADP
ap-868	26	34	the	the	DET
ap-868	26	35	surface	surface	NOUN
ap-868	26	36	.	.	PUNCT
ap-868	27	1	to	to	ADP
ap-868	27	2	this	this	DET
ap-868	27	3	end	end	NOUN
ap-868	27	4	,	,	PUNCT
ap-868	27	5	this	this	DET
ap-868	27	6	paper	paper	NOUN
ap-868	27	7	presents	present	VERB
ap-868	27	8	measures	measure	NOUN
ap-868	27	9	and	and	CCONJ
ap-868	27	10	considerations	consideration	NOUN
ap-868	27	11	regarding	regard	VERB
ap-868	27	12	both	both	CCONJ
ap-868	27	13	theoretical	theoretical	ADJ
ap-868	27	14	and	and	CCONJ
ap-868	27	15	practical	practical	ADJ
ap-868	27	16	aspects	aspect	NOUN
ap-868	27	17	,	,	PUNCT
ap-868	27	18	to	to	PART
ap-868	27	19	efficiently	efficiently	ADV
ap-868	27	20	classify	classify	VERB
ap-868	27	21	all	all	DET
ap-868	27	22	defects	defect	NOUN
ap-868	27	23	as	as	ADV
ap-868	27	24	well	well	ADV
ap-868	27	25	as	as	ADP
ap-868	27	26	a	a	DET
ap-868	27	27	separation	separation	NOUN
ap-868	27	28	of	of	ADP
ap-868	27	29	real	real	ADJ
ap-868	27	30	-	-	PUNCT
ap-868	27	31	defects	defect	NOUN
ap-868	27	32	from	from	ADP
ap-868	27	33	pseudo	pseudo	NOUN
ap-868	27	34	defects	defect	NOUN
ap-868	27	35	.	.	PUNCT
ap-868	28	1	2	2	NUM
ap-868	28	2	automatic	automatic	ADJ
ap-868	28	3	classification	classification	NOUN
ap-868	28	4	system	system	NOUN
ap-868	28	5	2.1	2.1	NUM
ap-868	28	6	defects	defect	NOUN
ap-868	28	7	definition	definition	NOUN
ap-868	28	8	the	the	DET
ap-868	28	9	defects	defect	NOUN
ap-868	28	10	have	have	AUX
ap-868	28	11	been	be	AUX
ap-868	28	12	generally	generally	ADV
ap-868	28	13	divided	divide	VERB
ap-868	28	14	into	into	ADP
ap-868	28	15	15	15	NUM
ap-868	28	16	classes	class	NOUN
ap-868	28	17	according	accord	VERB
ap-868	28	18	to	to	ADP
ap-868	28	19	their	their	PRON
ap-868	28	20	physical	physical	ADJ
ap-868	28	21	attributes	attribute	NOUN
ap-868	28	22	and	and	CCONJ
ap-868	28	23	the	the	DET
ap-868	28	24	consequent	consequent	ADJ
ap-868	28	25	handling	handling	NOUN
ap-868	28	26	operations	operation	NOUN
ap-868	28	27	.	.	PUNCT
ap-868	29	1	fig	fig	NOUN
ap-868	29	2	.	.	PUNCT
ap-868	30	1	1	1	X
ap-868	30	2	.	.	PUNCT
ap-868	30	3	gives	give	VERB
ap-868	30	4	samples	sample	NOUN
ap-868	30	5	for	for	ADP
ap-868	30	6	all	all	DET
ap-868	30	7	defect	defect	ADJ
ap-868	30	8	categories	category	NOUN
ap-868	30	9	.	.	PUNCT
ap-868	31	1	all	all	DET
ap-868	31	2	defects	defect	NOUN
ap-868	31	3	mainly	mainly	ADV
ap-868	31	4	can	can	AUX
ap-868	31	5	be	be	AUX
ap-868	31	6	split	split	VERB
ap-868	31	7	up	up	ADP
ap-868	31	8	into	into	ADP
ap-868	31	9	two	two	NUM
ap-868	31	10	major	major	ADJ
ap-868	31	11	categories	category	NOUN
ap-868	31	12	,	,	PUNCT
ap-868	31	13	real	real	ADJ
ap-868	31	14	-	-	PUNCT
ap-868	31	15	defects	defect	NOUN
ap-868	31	16	and	and	CCONJ
ap-868	31	17	pseudo	pseudo	NOUN
ap-868	31	18	-	-	NOUN
ap-868	31	19	defects	defect	NOUN
ap-868	31	20	that	that	PRON
ap-868	31	21	are	be	AUX
ap-868	31	22	actually	actually	ADV
ap-868	31	23	foulings	fouling	NOUN
ap-868	31	24	,	,	PUNCT
ap-868	31	25	like	like	ADP
ap-868	31	26	dust	dust	NOUN
ap-868	31	27	or	or	CCONJ
ap-868	31	28	oil	oil	NOUN
ap-868	31	29	,	,	PUNCT
ap-868	31	30	on	on	ADP
ap-868	31	31	the	the	DET
ap-868	31	32	surface	surface	NOUN
ap-868	31	33	or	or	CCONJ
ap-868	31	34	shades	shade	NOUN
ap-868	31	35	caused	cause	VERB
ap-868	31	36	by	by	ADP
ap-868	31	37	uneven	uneven	ADJ
ap-868	31	38	lighting	lighting	NOUN
ap-868	31	39	on	on	ADP
ap-868	31	40	the	the	DET
ap-868	31	41	free	free	ADJ
ap-868	31	42	-	-	PUNCT
ap-868	31	43	form	form	NOUN
ap-868	31	44	surfaces	surface	NOUN
ap-868	31	45	.	.	PUNCT
ap-868	32	1	the	the	DET
ap-868	32	2	first	first	ADJ
ap-868	32	3	ten	ten	NUM
ap-868	32	4	defects	defect	NOUN
ap-868	32	5	in	in	ADP
ap-868	32	6	fig	fig	NOUN
ap-868	32	7	.	.	PUNCT
ap-868	33	1	1	1	NUM
ap-868	33	2	.	.	X
ap-868	33	3	are	be	AUX
ap-868	33	4	real	real	ADJ
ap-868	33	5	-	-	PUNCT
ap-868	33	6	defects	defect	NOUN
ap-868	33	7	and	and	CCONJ
ap-868	33	8	the	the	DET
ap-868	33	9	last	last	ADJ
ap-868	33	10	five	five	NUM
ap-868	33	11	are	be	AUX
ap-868	33	12	pseudo	pseudo	NOUN
ap-868	33	13	-	-	NOUN
ap-868	33	14	defects	defect	NOUN
ap-868	33	15	.	.	PUNCT
ap-868	34	1	the	the	DET
ap-868	34	2	pseudo	pseudo	NOUN
ap-868	34	3	-	-	NOUN
ap-868	34	4	defects	defect	NOUN
ap-868	34	5	are	be	AUX
ap-868	34	6	causing	cause	VERB
ap-868	34	7	no	no	DET
ap-868	34	8	quality	quality	NOUN
ap-868	34	9	problem	problem	NOUN
ap-868	34	10	;	;	PUNCT
ap-868	34	11	while	while	SCONJ
ap-868	34	12	the	the	DET
ap-868	34	13	real	real	ADJ
ap-868	34	14	-	-	PUNCT
ap-868	34	15	defects	defect	NOUN
ap-868	34	16	should	should	AUX
ap-868	34	17	be	be	AUX
ap-868	34	18	critically	critically	ADV
ap-868	34	19	picked	pick	VERB
ap-868	34	20	out	out	ADP
ap-868	34	21	because	because	SCONJ
ap-868	34	22	they	they	PRON
ap-868	34	23	not	not	PART
ap-868	34	24	only	only	ADV
ap-868	34	25	spoil	spoil	VERB
ap-868	34	26	the	the	DET
ap-868	34	27	aesthetic	aesthetic	ADJ
ap-868	34	28	aspect	aspect	NOUN
ap-868	34	29	but	but	CCONJ
ap-868	34	30	sometimes	sometimes	ADV
ap-868	34	31	also	also	ADV
ap-868	34	32	result	result	VERB
ap-868	34	33	in	in	ADP
ap-868	34	34	malfunction	malfunction	NOUN
ap-868	34	35	of	of	ADP
ap-868	34	36	final	final	ADJ
ap-868	34	37	products	product	NOUN
ap-868	34	38	.	.	PUNCT
ap-868	35	1	the	the	DET
ap-868	35	2	vision	vision	NOUN
ap-868	35	3	system	system	NOUN
ap-868	35	4	considers	consider	VERB
ap-868	35	5	both	both	DET
ap-868	35	6	kinds	kind	NOUN
ap-868	35	7	as	as	ADP
ap-868	35	8	failures	failure	NOUN
ap-868	35	9	at	at	ADP
ap-868	35	10	first	first	ADV
ap-868	35	11	and	and	CCONJ
ap-868	35	12	distinguish	distinguish	VERB
ap-868	35	13	them	they	PRON
ap-868	35	14	in	in	ADP
ap-868	35	15	the	the	DET
ap-868	35	16	classification	classification	NOUN
ap-868	35	17	phase	phase	NOUN
ap-868	35	18	.	.	PUNCT
ap-868	36	1	therefore	therefore	ADV
ap-868	36	2	,	,	PUNCT
ap-868	36	3	two	two	NUM
ap-868	36	4	indice	indice	NOUN
ap-868	36	5	have	have	VERB
ap-868	36	6	to	to	PART
ap-868	36	7	be	be	AUX
ap-868	36	8	taken	take	VERB
ap-868	36	9	into	into	ADP
ap-868	36	10	account	account	NOUN
ap-868	36	11	,	,	PUNCT
ap-868	36	12	the	the	DET
ap-868	36	13	overall	overall	ADJ
ap-868	36	14	right	right	ADJ
ap-868	36	15	classficaition	classficaition	NOUN
ap-868	36	16	ratio	ratio	NOUN
ap-868	36	17	and	and	CCONJ
ap-868	36	18	wrong	wrong	ADJ
ap-868	36	19	classification	classification	NOUN
ap-868	36	20	ratio	ratio	NOUN
ap-868	36	21	between	between	ADP
ap-868	36	22	the	the	DET
ap-868	36	23	real	real	ADJ
ap-868	36	24	-	-	PUNCT
ap-868	36	25	defects	defect	NOUN
ap-868	36	26	and	and	CCONJ
ap-868	36	27	pseudo	pseudo	NOUN
ap-868	36	28	-	-	NOUN
ap-868	36	29	defect	defect	NOUN
ap-868	36	30	.	.	PUNCT
ap-868	37	1	in	in	ADP
ap-868	37	2	addition	addition	NOUN
ap-868	37	3	,	,	PUNCT
ap-868	37	4	the	the	DET
ap-868	37	5	wrong	wrong	ADJ
ap-868	37	6	classification	classification	NOUN
ap-868	37	7	ratio	ratio	NOUN
ap-868	37	8	from	from	ADP
ap-868	37	9	realto	realto	NOUN
ap-868	37	10	pseudo	pseudo	NOUN
ap-868	37	11	-	-	NOUN
ap-868	37	12	defects	defect	NOUN
ap-868	37	13	is	be	AUX
ap-868	37	14	more	more	ADV
ap-868	37	15	crucial	crucial	ADJ
ap-868	37	16	than	than	ADP
ap-868	37	17	that	that	PRON
ap-868	37	18	from	from	ADP
ap-868	37	19	pseudoto	pseudoto	ADJ
ap-868	37	20	real	real	ADJ
ap-868	37	21	-	-	PUNCT
ap-868	37	22	defects	defect	NOUN
ap-868	37	23	.	.	PUNCT
ap-868	38	1	in	in	ADP
ap-868	38	2	the	the	DET
ap-868	38	3	previous	previous	ADJ
ap-868	38	4	case	case	NOUN
ap-868	38	5	,	,	PUNCT
ap-868	38	6	a	a	DET
ap-868	38	7	product	product	NOUN
ap-868	38	8	with	with	ADP
ap-868	38	9	real8	real8	NOUN
ap-868	38	10	©	©	PROPN
ap-868	38	11	czech	czech	PROPN
ap-868	38	12	technical	technical	PROPN
ap-868	38	13	university	university	PROPN
ap-868	38	14	publishing	publishing	NOUN
ap-868	38	15	house	house	NOUN
ap-868	38	16	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-868	38	17	acta	acta	PROPN
ap-868	38	18	polytechnica	polytechnica	PROPN
ap-868	38	19	vol	vol	NOUN
ap-868	38	20	.	.	PUNCT
ap-868	39	1	46	46	NUM
ap-868	39	2	no	no	INTJ
ap-868	39	3	.	.	PUNCT
ap-868	40	1	5/2006	5/2006	NUM
ap-868	40	2	quality	quality	NOUN
ap-868	40	3	control	control	NOUN
ap-868	40	4	in	in	ADP
ap-868	40	5	automated	automate	VERB
ap-868	40	6	manufacturing	manufacturing	NOUN
ap-868	40	7	processes	process	NOUN
ap-868	40	8	–	–	PUNCT
ap-868	40	9	combined	combine	VERB
ap-868	40	10	features	feature	NOUN
ap-868	40	11	for	for	ADP
ap-868	40	12	image	image	NOUN
ap-868	40	13	processing	process	VERB
ap-868	40	14	b.	b.	PROPN
ap-868	40	15	kuhlenkötter	kuhlenkötter	PROPN
ap-868	40	16	,	,	PUNCT
ap-868	40	17	x.	x.	PROPN
ap-868	40	18	zhang	zhang	PROPN
ap-868	40	19	,	,	PUNCT
ap-868	40	20	c.krewet	c.krewet	NOUN
ap-868	40	21	in	in	ADP
ap-868	40	22	production	production	NOUN
ap-868	40	23	processes	process	VERB
ap-868	40	24	the	the	DET
ap-868	40	25	use	use	NOUN
ap-868	40	26	of	of	ADP
ap-868	40	27	image	image	NOUN
ap-868	40	28	processing	processing	NOUN
ap-868	40	29	systems	system	NOUN
ap-868	40	30	is	be	AUX
ap-868	40	31	widespread	widespread	ADJ
ap-868	40	32	.	.	PUNCT
ap-868	41	1	hardware	hardware	NOUN
ap-868	41	2	solutions	solution	NOUN
ap-868	41	3	and	and	CCONJ
ap-868	41	4	cameras	camera	NOUN
ap-868	41	5	respectively	respectively	ADV
ap-868	41	6	are	be	AUX
ap-868	41	7	available	available	ADJ
ap-868	41	8	for	for	ADP
ap-868	41	9	nearly	nearly	ADV
ap-868	41	10	every	every	PRON
ap-868	41	11	application	application	NOUN
ap-868	41	12	.	.	PUNCT
ap-868	42	1	one	one	NUM
ap-868	42	2	important	important	ADJ
ap-868	42	3	challenge	challenge	NOUN
ap-868	42	4	of	of	ADP
ap-868	42	5	image	image	NOUN
ap-868	42	6	processing	processing	NOUN
ap-868	42	7	systems	system	NOUN
ap-868	42	8	is	be	AUX
ap-868	42	9	the	the	DET
ap-868	42	10	development	development	NOUN
ap-868	42	11	and	and	CCONJ
ap-868	42	12	selection	selection	NOUN
ap-868	42	13	of	of	ADP
ap-868	42	14	appropriate	appropriate	ADJ
ap-868	42	15	algorithms	algorithm	NOUN
ap-868	42	16	and	and	CCONJ
ap-868	42	17	software	software	NOUN
ap-868	42	18	solutions	solution	NOUN
ap-868	42	19	in	in	ADP
ap-868	42	20	order	order	NOUN
ap-868	42	21	to	to	PART
ap-868	42	22	realise	realise	VERB
ap-868	42	23	ambitious	ambitious	ADJ
ap-868	42	24	quality	quality	NOUN
ap-868	42	25	control	control	NOUN
ap-868	42	26	for	for	ADP
ap-868	42	27	production	production	NOUN
ap-868	42	28	processes	process	NOUN
ap-868	42	29	.	.	PUNCT
ap-868	43	1	this	this	DET
ap-868	43	2	article	article	NOUN
ap-868	43	3	characterises	characterise	VERB
ap-868	43	4	the	the	DET
ap-868	43	5	development	development	NOUN
ap-868	43	6	of	of	ADP
ap-868	43	7	innovative	innovative	ADJ
ap-868	43	8	software	software	NOUN
ap-868	43	9	by	by	ADP
ap-868	43	10	combining	combine	VERB
ap-868	43	11	features	feature	NOUN
ap-868	43	12	for	for	ADP
ap-868	43	13	an	an	DET
ap-868	43	14	automatic	automatic	ADJ
ap-868	43	15	defect	defect	NOUN
ap-868	43	16	classification	classification	NOUN
ap-868	43	17	on	on	ADP
ap-868	43	18	product	product	NOUN
ap-868	43	19	surfaces	surface	NOUN
ap-868	43	20	.	.	PUNCT
ap-868	44	1	the	the	DET
ap-868	44	2	artificial	artificial	ADJ
ap-868	44	3	intelligent	intelligent	ADJ
ap-868	44	4	method	method	NOUN
ap-868	44	5	support	support	NOUN
ap-868	44	6	vector	vector	NOUN
ap-868	44	7	machine	machine	NOUN
ap-868	44	8	(	(	PUNCT
ap-868	44	9	svm	svm	PROPN
ap-868	44	10	)	)	PUNCT
ap-868	44	11	is	be	AUX
ap-868	44	12	used	use	VERB
ap-868	44	13	to	to	PART
ap-868	44	14	execute	execute	VERB
ap-868	44	15	the	the	DET
ap-868	44	16	classification	classification	NOUN
ap-868	44	17	task	task	NOUN
ap-868	44	18	according	accord	VERB
ap-868	44	19	to	to	ADP
ap-868	44	20	the	the	DET
ap-868	44	21	combined	combine	VERB
ap-868	44	22	features	feature	NOUN
ap-868	44	23	.	.	PUNCT
ap-868	45	1	this	this	DET
ap-868	45	2	software	software	NOUN
ap-868	45	3	is	be	AUX
ap-868	45	4	one	one	NUM
ap-868	45	5	crucial	crucial	ADJ
ap-868	45	6	element	element	NOUN
ap-868	45	7	for	for	ADP
ap-868	45	8	the	the	DET
ap-868	45	9	automation	automation	NOUN
ap-868	45	10	of	of	ADP
ap-868	45	11	a	a	DET
ap-868	45	12	manually	manually	ADV
ap-868	45	13	operated	operate	VERB
ap-868	45	14	production	production	NOUN
ap-868	45	15	process	process	NOUN
ap-868	45	16	.	.	PUNCT
ap-868	46	1	keywords	keyword	NOUN
ap-868	46	2	:	:	PUNCT
ap-868	46	3	quality	quality	NOUN
ap-868	46	4	control	control	NOUN
ap-868	46	5	,	,	PUNCT
ap-868	46	6	image	image	NOUN
ap-868	46	7	processing	processing	NOUN
ap-868	46	8	,	,	PUNCT
ap-868	46	9	defect	defect	VERB
ap-868	46	10	classification	classification	NOUN
ap-868	46	11	,	,	PUNCT
ap-868	46	12	support	support	NOUN
ap-868	46	13	vector	vector	NOUN
ap-868	46	14	machine	machine	NOUN
ap-868	46	15	.	.	PUNCT
ap-868	47	1	-defects	-defect	NOUN
ap-868	47	2	will	will	AUX
ap-868	47	3	be	be	AUX
ap-868	47	4	accepted	accept	VERB
ap-868	47	5	as	as	ADP
ap-868	47	6	qualified	qualified	ADJ
ap-868	47	7	and	and	CCONJ
ap-868	47	8	put	put	VERB
ap-868	47	9	to	to	ADP
ap-868	47	10	the	the	DET
ap-868	47	11	next	next	ADJ
ap-868	47	12	processing	processing	NOUN
ap-868	47	13	step	step	NOUN
ap-868	47	14	,	,	PUNCT
ap-868	47	15	electroplating	electroplate	VERB
ap-868	47	16	.	.	PUNCT
ap-868	48	1	this	this	DET
ap-868	48	2	product	product	NOUN
ap-868	48	3	can	can	AUX
ap-868	48	4	not	not	PART
ap-868	48	5	be	be	AUX
ap-868	48	6	sold	sell	VERB
ap-868	48	7	to	to	ADP
ap-868	48	8	the	the	DET
ap-868	48	9	customer	customer	NOUN
ap-868	48	10	after	after	ADP
ap-868	48	11	electroplating	electroplate	VERB
ap-868	48	12	.	.	PUNCT
ap-868	49	1	all	all	DET
ap-868	49	2	manufacturing	manufacturing	NOUN
ap-868	49	3	costs	cost	NOUN
ap-868	49	4	,	,	PUNCT
ap-868	49	5	including	include	VERB
ap-868	49	6	the	the	DET
ap-868	49	7	expensive	expensive	ADJ
ap-868	49	8	electroplating	electroplating	NOUN
ap-868	49	9	,	,	PUNCT
ap-868	49	10	are	be	AUX
ap-868	49	11	wasted	waste	VERB
ap-868	49	12	.	.	PUNCT
ap-868	50	1	even	even	ADV
ap-868	50	2	if	if	SCONJ
ap-868	50	3	it	it	PRON
ap-868	50	4	is	be	AUX
ap-868	50	5	remediable	remediable	ADJ
ap-868	50	6	,	,	PUNCT
ap-868	50	7	the	the	DET
ap-868	50	8	electroplated	electroplate	VERB
ap-868	50	9	coating	coating	NOUN
ap-868	50	10	has	have	VERB
ap-868	50	11	to	to	PART
ap-868	50	12	be	be	AUX
ap-868	50	13	removed	remove	VERB
ap-868	50	14	at	at	ADP
ap-868	50	15	first	first	ADV
ap-868	50	16	.	.	PUNCT
ap-868	51	1	this	this	DET
ap-868	51	2	coating	coating	NOUN
ap-868	51	3	remove	remove	NOUN
ap-868	51	4	process	process	NOUN
ap-868	51	5	is	be	AUX
ap-868	51	6	also	also	ADV
ap-868	51	7	expensive	expensive	ADJ
ap-868	51	8	.	.	PUNCT
ap-868	52	1	in	in	ADP
ap-868	52	2	the	the	DET
ap-868	52	3	second	second	ADJ
ap-868	52	4	case	case	NOUN
ap-868	52	5	,	,	PUNCT
ap-868	52	6	the	the	DET
ap-868	52	7	product	product	NOUN
ap-868	52	8	just	just	ADV
ap-868	52	9	run	run	VERB
ap-868	52	10	through	through	ADP
ap-868	52	11	one	one	NUM
ap-868	52	12	additional	additional	ADJ
ap-868	52	13	round	round	NOUN
ap-868	52	14	of	of	ADP
ap-868	52	15	grinding	grinding	NOUN
ap-868	52	16	or	or	CCONJ
ap-868	52	17	polishing	polishing	NOUN
ap-868	52	18	,	,	PUNCT
ap-868	52	19	although	although	SCONJ
ap-868	52	20	this	this	PRON
ap-868	52	21	would	would	AUX
ap-868	52	22	not	not	PART
ap-868	52	23	be	be	AUX
ap-868	52	24	necessary	necessary	ADJ
ap-868	52	25	.	.	PUNCT
ap-868	53	1	2.2	2.2	NUM
ap-868	53	2	classification	classification	NOUN
ap-868	53	3	framework	framework	NOUN
ap-868	53	4	four	four	NUM
ap-868	53	5	basic	basic	ADJ
ap-868	53	6	steps	step	NOUN
ap-868	53	7	are	be	AUX
ap-868	53	8	necessary	necessary	ADJ
ap-868	53	9	for	for	SCONJ
ap-868	53	10	the	the	DET
ap-868	53	11	classification	classification	NOUN
ap-868	53	12	to	to	PART
ap-868	53	13	work	work	VERB
ap-868	53	14	:	:	PUNCT
ap-868	53	15	defects	defect	NOUN
ap-868	53	16	location	location	NOUN
ap-868	53	17	,	,	PUNCT
ap-868	53	18	defects	defect	NOUN
ap-868	53	19	segmentation	segmentation	NOUN
ap-868	53	20	,	,	PUNCT
ap-868	53	21	feature	feature	NOUN
ap-868	53	22	extraction	extraction	NOUN
ap-868	53	23	and	and	CCONJ
ap-868	53	24	classification	classification	NOUN
ap-868	53	25	.	.	PUNCT
ap-868	54	1	these	these	DET
ap-868	54	2	four	four	NUM
ap-868	54	3	steps	step	NOUN
ap-868	54	4	are	be	AUX
ap-868	54	5	executed	execute	VERB
ap-868	54	6	sequentially	sequentially	ADV
ap-868	54	7	in	in	ADP
ap-868	54	8	the	the	DET
ap-868	54	9	system	system	NOUN
ap-868	54	10	.	.	PUNCT
ap-868	55	1	fig	fig	NOUN
ap-868	55	2	.	.	PUNCT
ap-868	56	1	2	2	X
ap-868	56	2	.	.	X
ap-868	56	3	shows	show	VERB
ap-868	56	4	the	the	DET
ap-868	56	5	framework	framework	NOUN
ap-868	56	6	of	of	ADP
ap-868	56	7	the	the	DET
ap-868	56	8	whole	whole	ADJ
ap-868	56	9	system	system	NOUN
ap-868	56	10	.	.	PUNCT
ap-868	57	1	at	at	ADP
ap-868	57	2	the	the	DET
ap-868	57	3	beginning	beginning	NOUN
ap-868	57	4	,	,	PUNCT
ap-868	57	5	the	the	DET
ap-868	57	6	system	system	NOUN
ap-868	57	7	detects	detect	NOUN
ap-868	57	8	and	and	CCONJ
ap-868	57	9	locates	locate	VERB
ap-868	57	10	the	the	DET
ap-868	57	11	flaw	flaw	NOUN
ap-868	57	12	in	in	ADP
ap-868	57	13	the	the	DET
ap-868	57	14	greyscale	greyscale	NOUN
ap-868	57	15	image	image	NOUN
ap-868	57	16	obtained	obtain	VERB
ap-868	57	17	from	from	ADP
ap-868	57	18	the	the	DET
ap-868	57	19	camera	camera	NOUN
ap-868	57	20	system	system	NOUN
ap-868	57	21	.	.	PUNCT
ap-868	58	1	before	before	ADP
ap-868	58	2	encoding	encode	VERB
ap-868	58	3	the	the	DET
ap-868	58	4	bitmap	bitmap	NOUN
ap-868	58	5	into	into	ADP
ap-868	58	6	some	some	DET
ap-868	58	7	meaningful	meaningful	ADJ
ap-868	58	8	feature	feature	NOUN
ap-868	58	9	values	value	NOUN
ap-868	58	10	,	,	PUNCT
ap-868	58	11	the	the	DET
ap-868	58	12	area	area	NOUN
ap-868	58	13	of	of	ADP
ap-868	58	14	the	the	DET
ap-868	58	15	defect	defect	NOUN
ap-868	58	16	in	in	ADP
ap-868	58	17	the	the	DET
ap-868	58	18	image	image	NOUN
ap-868	58	19	should	should	AUX
ap-868	58	20	be	be	AUX
ap-868	58	21	pre	pre	VERB
ap-868	58	22	-	-	VERB
ap-868	58	23	processed	processed	ADJ
ap-868	58	24	and	and	CCONJ
ap-868	58	25	segmented	segment	VERB
ap-868	58	26	.	.	PUNCT
ap-868	59	1	in	in	ADP
ap-868	59	2	this	this	DET
ap-868	59	3	phase	phase	NOUN
ap-868	59	4	we	we	PRON
ap-868	59	5	get	get	VERB
ap-868	59	6	defect	defect	ADJ
ap-868	59	7	image	image	NOUN
ap-868	59	8	units	unit	NOUN
ap-868	59	9	that	that	PRON
ap-868	59	10	are	be	AUX
ap-868	59	11	ready	ready	ADJ
ap-868	59	12	for	for	ADP
ap-868	59	13	the	the	DET
ap-868	59	14	subsequent	subsequent	ADJ
ap-868	59	15	feature	feature	NOUN
ap-868	59	16	extraction	extraction	NOUN
ap-868	59	17	.	.	PUNCT
ap-868	60	1	this	this	DET
ap-868	60	2	paper	paper	NOUN
ap-868	60	3	will	will	AUX
ap-868	60	4	mainly	mainly	ADV
ap-868	60	5	focus	focus	VERB
ap-868	60	6	on	on	ADP
ap-868	60	7	the	the	DET
ap-868	60	8	later	later	ADJ
ap-868	60	9	two	two	NUM
ap-868	60	10	parts	part	NOUN
ap-868	60	11	:	:	PUNCT
ap-868	60	12	feature	feature	NOUN
ap-868	60	13	extraction	extraction	NOUN
ap-868	60	14	and	and	CCONJ
ap-868	60	15	classification	classification	NOUN
ap-868	60	16	.	.	PUNCT
ap-868	61	1	the	the	DET
ap-868	61	2	feature	feature	NOUN
ap-868	61	3	extraction	extraction	NOUN
ap-868	61	4	is	be	AUX
ap-868	61	5	the	the	DET
ap-868	61	6	most	most	ADV
ap-868	61	7	important	important	ADJ
ap-868	61	8	part	part	NOUN
ap-868	61	9	in	in	ADP
ap-868	61	10	the	the	DET
ap-868	61	11	system	system	NOUN
ap-868	61	12	.	.	PUNCT
ap-868	62	1	it	it	PRON
ap-868	62	2	defines	define	VERB
ap-868	62	3	the	the	DET
ap-868	62	4	rules	rule	NOUN
ap-868	62	5	to	to	PART
ap-868	62	6	describe	describe	VERB
ap-868	62	7	and	and	CCONJ
ap-868	62	8	express	express	VERB
ap-868	62	9	the	the	DET
ap-868	62	10	defects	defect	NOUN
ap-868	62	11	©	©	PROPN
ap-868	62	12	czech	czech	PROPN
ap-868	62	13	technical	technical	PROPN
ap-868	62	14	university	university	PROPN
ap-868	62	15	publishing	publishing	NOUN
ap-868	62	16	house	house	NOUN
ap-868	62	17	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-868	62	18	9	9	NUM
ap-868	62	19	acta	acta	PROPN
ap-868	62	20	polytechnica	polytechnica	PROPN
ap-868	62	21	vol	vol	NOUN
ap-868	62	22	.	.	PUNCT
ap-868	63	1	46	46	NUM
ap-868	63	2	no	no	INTJ
ap-868	63	3	.	.	PUNCT
ap-868	64	1	5/2006	5/2006	NUM
ap-868	64	2	mechanical	mechanical	ADJ
ap-868	64	3	damage	damage	NOUN
ap-868	64	4	casting	cast	VERB
ap-868	64	5	peel	peel	NOUN
ap-868	64	6	pore	pore	ADJ
ap-868	64	7	and	and	CCONJ
ap-868	64	8	embedding	embed	VERB
ap-868	64	9	solids	solid	NOUN
ap-868	64	10	fine	fine	ADV
ap-868	64	11	lined	line	VERB
ap-868	64	12	mark	mark	NOUN
ap-868	64	13	porosity	porosity	NOUN
ap-868	64	14	crack	crack	VERB
ap-868	65	1	swirl	swirl	ADJ
ap-868	65	2	vapour	vapour	NOUN
ap-868	65	3	lock	lock	NOUN
ap-868	65	4	swirl	swirl	ADJ
ap-868	65	5	fragment	fragment	NOUN
ap-868	65	6	turning	turn	VERB
ap-868	65	7	defect	defect	ADJ
ap-868	65	8	fluff	fluff	NOUN
ap-868	65	9	dust	dust	NOUN
ap-868	65	10	burned	burn	VERB
ap-868	65	11	residues	residue	NOUN
ap-868	65	12	grease	grease	NOUN
ap-868	65	13	residues	residue	NOUN
ap-868	65	14	polishing	polish	VERB
ap-868	65	15	shade	shade	NOUN
ap-868	65	16	fig	fig	NOUN
ap-868	65	17	.	.	PUNCT
ap-868	66	1	1	1	NUM
ap-868	66	2	:	:	PUNCT
ap-868	66	3	samples	sample	NOUN
ap-868	66	4	of	of	ADP
ap-868	66	5	15	15	NUM
ap-868	66	6	defect	defect	NOUN
ap-868	66	7	categories	category	NOUN
ap-868	66	8	defects	defect	NOUN
ap-868	66	9	location	location	NOUN
ap-868	66	10	defects	defect	NOUN
ap-868	66	11	segmentation	segmentation	NOUN
ap-868	66	12	feature	feature	NOUN
ap-868	66	13	extraction	extraction	NOUN
ap-868	66	14	feature	feature	NOUN
ap-868	66	15	1	1	NUM
ap-868	66	16	feature	feature	NOUN
ap-868	66	17	2	2	NUM
ap-868	66	18	feature	feature	NOUN
ap-868	66	19	3	3	NUM
ap-868	66	20	feature	feature	NOUN
ap-868	66	21	n	n	PRON
ap-868	66	22	classifier	classifier	NOUN
ap-868	66	23	fig	fig	NOUN
ap-868	66	24	.	.	PUNCT
ap-868	67	1	2	2	NUM
ap-868	67	2	:	:	PUNCT
ap-868	67	3	the	the	DET
ap-868	67	4	framework	framework	NOUN
ap-868	67	5	of	of	ADP
ap-868	67	6	the	the	DET
ap-868	67	7	automatic	automatic	ADJ
ap-868	67	8	identification	identification	NOUN
ap-868	67	9	and	and	CCONJ
ap-868	67	10	classification	classification	NOUN
ap-868	67	11	system	system	NOUN
ap-868	67	12	inside	inside	ADP
ap-868	67	13	an	an	DET
ap-868	67	14	image	image	NOUN
ap-868	67	15	in	in	ADP
ap-868	67	16	a	a	DET
ap-868	67	17	form	form	NOUN
ap-868	67	18	that	that	PRON
ap-868	67	19	the	the	DET
ap-868	67	20	classifier	classifier	NOUN
ap-868	67	21	can	can	AUX
ap-868	67	22	understand	understand	VERB
ap-868	67	23	and	and	CCONJ
ap-868	67	24	utilize	utilize	VERB
ap-868	67	25	to	to	PART
ap-868	67	26	distinguish	distinguish	VERB
ap-868	67	27	one	one	NUM
ap-868	67	28	class	class	NOUN
ap-868	67	29	from	from	ADP
ap-868	67	30	others	other	NOUN
ap-868	67	31	.	.	PUNCT
ap-868	68	1	the	the	DET
ap-868	68	2	features	feature	NOUN
ap-868	68	3	are	be	AUX
ap-868	68	4	not	not	PART
ap-868	68	5	limited	limit	VERB
ap-868	68	6	to	to	ADP
ap-868	68	7	the	the	DET
ap-868	68	8	shape	shape	NOUN
ap-868	68	9	feature	feature	NOUN
ap-868	68	10	,	,	PUNCT
ap-868	68	11	but	but	CCONJ
ap-868	68	12	also	also	ADV
ap-868	68	13	can	can	AUX
ap-868	68	14	be	be	AUX
ap-868	68	15	the	the	DET
ap-868	68	16	texture	texture	NOUN
ap-868	68	17	features	feature	NOUN
ap-868	68	18	and	and	CCONJ
ap-868	68	19	some	some	DET
ap-868	68	20	statistical	statistical	ADJ
ap-868	68	21	features	feature	NOUN
ap-868	68	22	of	of	ADP
ap-868	68	23	the	the	DET
ap-868	68	24	segmented	segment	VERB
ap-868	68	25	images	image	NOUN
ap-868	68	26	.	.	PUNCT
ap-868	69	1	after	after	ADP
ap-868	69	2	that	that	PRON
ap-868	69	3	,	,	PUNCT
ap-868	69	4	the	the	DET
ap-868	69	5	features	feature	NOUN
ap-868	69	6	are	be	AUX
ap-868	69	7	applied	apply	VERB
ap-868	69	8	as	as	ADP
ap-868	69	9	the	the	DET
ap-868	69	10	training	training	NOUN
ap-868	69	11	data	datum	NOUN
ap-868	69	12	to	to	ADP
ap-868	69	13	the	the	DET
ap-868	69	14	classifier	classifier	NOUN
ap-868	69	15	.	.	PUNCT
ap-868	70	1	many	many	ADJ
ap-868	70	2	artificial	artificial	ADJ
ap-868	70	3	intelligent	intelligent	ADJ
ap-868	70	4	techniques	technique	NOUN
ap-868	70	5	have	have	VERB
ap-868	70	6	the	the	DET
ap-868	70	7	capability	capability	NOUN
ap-868	70	8	of	of	ADP
ap-868	70	9	multi	multi	ADJ
ap-868	70	10	-	-	ADJ
ap-868	70	11	class	class	ADJ
ap-868	70	12	classification	classification	NOUN
ap-868	70	13	,	,	PUNCT
ap-868	70	14	e.g.	e.g.	ADV
ap-868	70	15	multi	multi	ADJ
ap-868	70	16	-	-	ADJ
ap-868	70	17	layer	layer	ADJ
ap-868	70	18	perceptron	perceptron	NOUN
ap-868	70	19	(	(	PUNCT
ap-868	70	20	mlp	mlp	NOUN
ap-868	70	21	)	)	PUNCT
ap-868	71	1	[	[	X
ap-868	71	2	1	1	NUM
ap-868	71	3	]	]	PUNCT
ap-868	71	4	,	,	PUNCT
ap-868	71	5	support	support	NOUN
ap-868	71	6	vector	vector	NOUN
ap-868	71	7	machine	machine	NOUN
ap-868	71	8	(	(	PUNCT
ap-868	71	9	svm	svm	PROPN
ap-868	71	10	)	)	PUNCT
ap-868	72	1	[	[	X
ap-868	72	2	2	2	NUM
ap-868	72	3	]	]	PUNCT
ap-868	72	4	,	,	PUNCT
ap-868	72	5	learning	learn	VERB
ap-868	72	6	vector	vector	NOUN
ap-868	72	7	quantization	quantization	NOUN
ap-868	72	8	(	(	PUNCT
ap-868	72	9	lvq	lvq	NOUN
ap-868	72	10	)	)	PUNCT
ap-868	72	11	etc	etc	X
ap-868	72	12	.	.	X
ap-868	73	1	svm	svm	PROPN
ap-868	73	2	is	be	AUX
ap-868	73	3	used	use	VERB
ap-868	73	4	in	in	ADP
ap-868	73	5	this	this	DET
ap-868	73	6	paper	paper	NOUN
ap-868	73	7	.	.	PUNCT
ap-868	74	1	3	3	NUM
ap-868	74	2	feature	feature	NOUN
ap-868	74	3	extraction	extraction	NOUN
ap-868	74	4	and	and	CCONJ
ap-868	74	5	classification	classification	NOUN
ap-868	74	6	3.1	3.1	NUM
ap-868	74	7	review	review	NOUN
ap-868	74	8	of	of	ADP
ap-868	74	9	previous	previous	ADJ
ap-868	74	10	work	work	NOUN
ap-868	74	11	the	the	DET
ap-868	74	12	theoretic	theoretic	ADJ
ap-868	74	13	methodology	methodology	NOUN
ap-868	74	14	and	and	CCONJ
ap-868	74	15	practical	practical	ADJ
ap-868	74	16	considerations	consideration	NOUN
ap-868	74	17	of	of	ADP
ap-868	74	18	this	this	DET
ap-868	74	19	automatic	automatic	ADJ
ap-868	74	20	classification	classification	NOUN
ap-868	74	21	system	system	NOUN
ap-868	74	22	are	be	AUX
ap-868	74	23	presented	present	VERB
ap-868	74	24	in	in	ADP
ap-868	74	25	our	our	PRON
ap-868	74	26	previous	previous	ADJ
ap-868	74	27	article	article	NOUN
ap-868	74	28	[	[	X
ap-868	74	29	3	3	NUM
ap-868	74	30	]	]	PUNCT
ap-868	74	31	.	.	PUNCT
ap-868	75	1	the	the	DET
ap-868	75	2	article	article	NOUN
ap-868	75	3	discussed	discuss	VERB
ap-868	75	4	various	various	ADJ
ap-868	75	5	feature	feature	NOUN
ap-868	75	6	extraction	extraction	NOUN
ap-868	75	7	methods	method	NOUN
ap-868	75	8	and	and	CCONJ
ap-868	75	9	their	their	PRON
ap-868	75	10	mathematical	mathematical	ADJ
ap-868	75	11	bases	basis	NOUN
ap-868	75	12	,	,	PUNCT
ap-868	75	13	including	include	VERB
ap-868	75	14	shape	shape	NOUN
ap-868	75	15	features	feature	NOUN
ap-868	75	16	,	,	PUNCT
ap-868	75	17	features	feature	VERB
ap-868	75	18	through	through	ADP
ap-868	75	19	different	different	ADJ
ap-868	75	20	filter	filter	NOUN
ap-868	75	21	banks	bank	NOUN
ap-868	75	22	,	,	PUNCT
ap-868	75	23	statistical	statistical	ADJ
ap-868	75	24	features	feature	NOUN
ap-868	75	25	based	base	VERB
ap-868	75	26	on	on	ADP
ap-868	75	27	co	co	ADJ
ap-868	75	28	-	-	NOUN
ap-868	75	29	occurrence	occurrence	ADJ
ap-868	75	30	matrix	matrix	NOUN
ap-868	75	31	[	[	X
ap-868	75	32	4	4	NUM
ap-868	75	33	]	]	PUNCT
ap-868	75	34	.	.	PUNCT
ap-868	76	1	in	in	ADP
ap-868	76	2	general	general	ADJ
ap-868	76	3	,	,	PUNCT
ap-868	76	4	feature	feature	NOUN
ap-868	76	5	extraction	extraction	NOUN
ap-868	76	6	digitizes	digitize	VERB
ap-868	76	7	the	the	DET
ap-868	76	8	defect	defect	NOUN
ap-868	76	9	images	image	NOUN
ap-868	76	10	in	in	ADP
ap-868	76	11	a	a	DET
ap-868	76	12	way	way	NOUN
ap-868	76	13	that	that	PRON
ap-868	76	14	enlarges	enlarge	VERB
ap-868	76	15	the	the	DET
ap-868	76	16	distinctions	distinction	NOUN
ap-868	76	17	among	among	ADP
ap-868	76	18	categories	category	NOUN
ap-868	76	19	and	and	CCONJ
ap-868	76	20	discards	discard	VERB
ap-868	76	21	the	the	DET
ap-868	76	22	similarities	similarity	NOUN
ap-868	76	23	at	at	ADP
ap-868	76	24	the	the	DET
ap-868	76	25	same	same	ADJ
ap-868	76	26	time	time	NOUN
ap-868	76	27	.	.	PUNCT
ap-868	77	1	the	the	DET
ap-868	77	2	filter	filter	NOUN
ap-868	77	3	bank	bank	NOUN
ap-868	77	4	technology	technology	NOUN
ap-868	77	5	is	be	AUX
ap-868	77	6	a	a	DET
ap-868	77	7	widely	widely	ADV
ap-868	77	8	used	use	VERB
ap-868	77	9	method	method	NOUN
ap-868	77	10	for	for	ADP
ap-868	77	11	pattern	pattern	NOUN
ap-868	77	12	recognition	recognition	NOUN
ap-868	77	13	.	.	PUNCT
ap-868	78	1	a	a	DET
ap-868	78	2	group	group	NOUN
ap-868	78	3	of	of	ADP
ap-868	78	4	filters	filter	NOUN
ap-868	78	5	,	,	PUNCT
ap-868	78	6	which	which	PRON
ap-868	78	7	is	be	AUX
ap-868	78	8	called	call	VERB
ap-868	78	9	a	a	DET
ap-868	78	10	filter	filter	NOUN
ap-868	78	11	bank	bank	NOUN
ap-868	78	12	,	,	PUNCT
ap-868	78	13	is	be	AUX
ap-868	78	14	employed	employ	VERB
ap-868	78	15	and	and	CCONJ
ap-868	78	16	each	each	DET
ap-868	78	17	filter	filter	NOUN
ap-868	78	18	in	in	ADP
ap-868	78	19	the	the	DET
ap-868	78	20	bank	bank	NOUN
ap-868	78	21	contains	contain	VERB
ap-868	78	22	intensity	intensity	NOUN
ap-868	78	23	variations	variation	NOUN
ap-868	78	24	over	over	ADP
ap-868	78	25	a	a	DET
ap-868	78	26	narrow	narrow	ADJ
ap-868	78	27	range	range	NOUN
ap-868	78	28	of	of	ADP
ap-868	78	29	frequency	frequency	NOUN
ap-868	78	30	or	or	CCONJ
ap-868	78	31	orientation	orientation	NOUN
ap-868	78	32	,	,	PUNCT
ap-868	78	33	specifying	specify	VERB
ap-868	78	34	the	the	DET
ap-868	78	35	regularity	regularity	NOUN
ap-868	78	36	,	,	PUNCT
ap-868	78	37	coarseness	coarseness	NOUN
ap-868	78	38	and	and	CCONJ
ap-868	78	39	directionality	directionality	NOUN
ap-868	78	40	of	of	ADP
ap-868	78	41	the	the	DET
ap-868	78	42	original	original	ADJ
ap-868	78	43	image	image	NOUN
ap-868	79	1	[	[	X
ap-868	79	2	5	5	NUM
ap-868	79	3	]	]	PUNCT
ap-868	79	4	.	.	PUNCT
ap-868	80	1	the	the	DET
ap-868	80	2	energy	energy	NOUN
ap-868	80	3	of	of	ADP
ap-868	80	4	each	each	DET
ap-868	80	5	filtered	filter	VERB
ap-868	80	6	image	image	NOUN
ap-868	80	7	is	be	AUX
ap-868	80	8	used	use	VERB
ap-868	80	9	as	as	ADP
ap-868	80	10	a	a	DET
ap-868	80	11	feature	feature	NOUN
ap-868	80	12	.	.	PUNCT
ap-868	81	1	the	the	DET
ap-868	81	2	statistical	statistical	ADJ
ap-868	81	3	features	feature	NOUN
ap-868	81	4	are	be	AUX
ap-868	81	5	,	,	PUNCT
ap-868	81	6	in	in	ADP
ap-868	81	7	comparison	comparison	NOUN
ap-868	81	8	,	,	PUNCT
ap-868	81	9	extracted	extract	VERB
ap-868	81	10	from	from	ADP
ap-868	81	11	the	the	DET
ap-868	81	12	co	co	NOUN
ap-868	81	13	-	-	NOUN
ap-868	81	14	occurrence	occurrence	ADJ
ap-868	81	15	matrix	matrix	NOUN
ap-868	81	16	of	of	ADP
ap-868	81	17	the	the	DET
ap-868	81	18	original	original	ADJ
ap-868	81	19	image	image	NOUN
ap-868	81	20	.	.	PUNCT
ap-868	82	1	fig	fig	NOUN
ap-868	82	2	.	.	PUNCT
ap-868	83	1	3	3	NUM
ap-868	83	2	and	and	CCONJ
ap-868	83	3	fig	fig	NOUN
ap-868	83	4	.	.	PUNCT
ap-868	84	1	4	4	NUM
ap-868	84	2	illustrate	illustrate	ADJ
ap-868	84	3	filtered	filter	VERB
ap-868	84	4	images	image	NOUN
ap-868	84	5	by	by	ADP
ap-868	84	6	gabor	gabor	PROPN
ap-868	84	7	filter	filter	PROPN
ap-868	84	8	bank	bank	PROPN
ap-868	85	1	[	[	X
ap-868	85	2	6	6	NUM
ap-868	85	3	]	]	PUNCT
ap-868	85	4	and	and	CCONJ
ap-868	85	5	co	co	NOUN
ap-868	85	6	-	-	NOUN
ap-868	85	7	occurrence	occurrence	ADJ
ap-868	85	8	matrices	matrix	NOUN
ap-868	85	9	respectively	respectively	ADV
ap-868	85	10	.	.	PUNCT
ap-868	86	1	in	in	ADP
ap-868	86	2	addition	addition	NOUN
ap-868	86	3	,	,	PUNCT
ap-868	86	4	the	the	DET
ap-868	86	5	classification	classification	NOUN
ap-868	86	6	structure	structure	NOUN
ap-868	86	7	was	be	AUX
ap-868	86	8	also	also	ADV
ap-868	86	9	introduced	introduce	VERB
ap-868	86	10	to	to	PART
ap-868	86	11	combine	combine	VERB
ap-868	86	12	these	these	DET
ap-868	86	13	various	various	ADJ
ap-868	86	14	features	feature	NOUN
ap-868	86	15	as	as	ADP
ap-868	86	16	a	a	DET
ap-868	86	17	complete	complete	ADJ
ap-868	86	18	system	system	NOUN
ap-868	86	19	,	,	PUNCT
ap-868	86	20	see	see	VERB
ap-868	86	21	fig	fig	NOUN
ap-868	86	22	.	.	PUNCT
ap-868	87	1	5	5	NUM
ap-868	87	2	.	.	X
ap-868	87	3	first	first	ADV
ap-868	87	4	,	,	PUNCT
ap-868	87	5	the	the	DET
ap-868	87	6	classification	classification	NOUN
ap-868	87	7	task	task	NOUN
ap-868	87	8	is	be	AUX
ap-868	87	9	conducted	conduct	VERB
ap-868	87	10	by	by	ADP
ap-868	87	11	using	use	VERB
ap-868	87	12	single	single	ADJ
ap-868	87	13	kind	kind	NOUN
ap-868	87	14	of	of	ADP
ap-868	87	15	features	feature	NOUN
ap-868	87	16	,	,	PUNCT
ap-868	87	17	i.e.	i.e.	X
ap-868	87	18	only	only	ADV
ap-868	87	19	one	one	NUM
ap-868	87	20	switch	switch	NOUN
ap-868	87	21	is	be	AUX
ap-868	87	22	closed	close	VERB
ap-868	87	23	in	in	ADP
ap-868	87	24	fig	fig	NOUN
ap-868	87	25	.	.	PUNCT
ap-868	88	1	5	5	X
ap-868	88	2	.	.	PUNCT
ap-868	88	3	the	the	DET
ap-868	88	4	experimental	experimental	ADJ
ap-868	88	5	results	result	NOUN
ap-868	88	6	are	be	AUX
ap-868	88	7	shown	show	VERB
ap-868	88	8	in	in	ADP
ap-868	88	9	table	table	NOUN
ap-868	88	10	1	1	NUM
ap-868	88	11	.	.	PUNCT
ap-868	89	1	it	it	PRON
ap-868	89	2	can	can	AUX
ap-868	89	3	be	be	AUX
ap-868	89	4	concluded	conclude	VERB
ap-868	89	5	from	from	ADP
ap-868	89	6	table	table	NOUN
ap-868	89	7	1	1	NUM
ap-868	89	8	that	that	SCONJ
ap-868	89	9	the	the	DET
ap-868	89	10	shape	shape	NOUN
ap-868	89	11	feature	feature	NOUN
ap-868	89	12	is	be	AUX
ap-868	89	13	not	not	PART
ap-868	89	14	suitable	suitable	ADJ
ap-868	89	15	for	for	ADP
ap-868	89	16	this	this	DET
ap-868	89	17	application	application	NOUN
ap-868	89	18	.	.	PUNCT
ap-868	90	1	there	there	PRON
ap-868	90	2	are	be	VERB
ap-868	90	3	two	two	NUM
ap-868	90	4	reasons	reason	NOUN
ap-868	90	5	for	for	ADP
ap-868	90	6	that	that	PRON
ap-868	90	7	.	.	PUNCT
ap-868	91	1	the	the	DET
ap-868	91	2	first	first	ADJ
ap-868	91	3	one	one	NUM
ap-868	91	4	is	be	AUX
ap-868	91	5	that	that	SCONJ
ap-868	91	6	there	there	PRON
ap-868	91	7	are	be	VERB
ap-868	91	8	no	no	DET
ap-868	91	9	clear	clear	ADJ
ap-868	91	10	differences	difference	NOUN
ap-868	91	11	in	in	ADP
ap-868	91	12	the	the	DET
ap-868	91	13	shape	shape	NOUN
ap-868	91	14	between	between	ADP
ap-868	91	15	some	some	DET
ap-868	91	16	defects	defect	NOUN
ap-868	91	17	,	,	PUNCT
ap-868	91	18	for	for	ADP
ap-868	91	19	example	example	NOUN
ap-868	91	20	,	,	PUNCT
ap-868	91	21	fluff	fluff	ADJ
ap-868	91	22	and	and	CCONJ
ap-868	91	23	pore	pore	ADJ
ap-868	91	24	,	,	PUNCT
ap-868	91	25	fine	fine	ADV
ap-868	91	26	lined	line	VERB
ap-868	91	27	mark	mark	NOUN
ap-868	91	28	and	and	CCONJ
ap-868	91	29	polishing	polish	VERB
ap-868	91	30	shade	shade	NOUN
ap-868	91	31	.	.	PUNCT
ap-868	92	1	the	the	DET
ap-868	92	2	second	second	ADJ
ap-868	92	3	one	one	NOUN
ap-868	92	4	is	be	AUX
ap-868	92	5	that	that	SCONJ
ap-868	92	6	the	the	DET
ap-868	92	7	geometric	geometric	ADJ
ap-868	92	8	information	information	NOUN
ap-868	92	9	of	of	ADP
ap-868	92	10	some	some	DET
ap-868	92	11	kinds	kind	NOUN
ap-868	92	12	of	of	ADP
ap-868	92	13	defects	defect	NOUN
ap-868	92	14	can	can	AUX
ap-868	92	15	not	not	PART
ap-868	92	16	be	be	AUX
ap-868	92	17	exactly	exactly	ADV
ap-868	92	18	defined	define	VERB
ap-868	92	19	.	.	PUNCT
ap-868	93	1	for	for	ADP
ap-868	93	2	example	example	NOUN
ap-868	93	3	,	,	PUNCT
ap-868	93	4	it	it	PRON
ap-868	93	5	is	be	AUX
ap-868	93	6	not	not	PART
ap-868	93	7	easy	easy	ADJ
ap-868	93	8	to	to	PART
ap-868	93	9	describe	describe	VERB
ap-868	93	10	and	and	CCONJ
ap-868	93	11	to	to	PART
ap-868	93	12	differentiate	differentiate	VERB
ap-868	93	13	the	the	DET
ap-868	93	14	shape	shape	NOUN
ap-868	93	15	of	of	ADP
ap-868	93	16	a	a	DET
ap-868	93	17	swirl	swirl	NOUN
ap-868	93	18	and	and	CCONJ
ap-868	93	19	a	a	DET
ap-868	93	20	polishing	polish	VERB
ap-868	93	21	shade	shade	NOUN
ap-868	93	22	.	.	PUNCT
ap-868	94	1	the	the	DET
ap-868	94	2	pattern	pattern	NOUN
ap-868	94	3	information	information	NOUN
ap-868	94	4	is	be	AUX
ap-868	94	5	more	more	ADV
ap-868	94	6	effective	effective	ADJ
ap-868	94	7	than	than	ADP
ap-868	94	8	the	the	DET
ap-868	94	9	simple	simple	ADJ
ap-868	94	10	geometric	geometric	ADJ
ap-868	94	11	information	information	NOUN
ap-868	94	12	in	in	ADP
ap-868	94	13	this	this	DET
ap-868	94	14	sense	sense	NOUN
ap-868	94	15	.	.	PUNCT
ap-868	95	1	the	the	DET
ap-868	95	2	gabor	gabor	PROPN
ap-868	95	3	features	feature	VERB
ap-868	95	4	excel	excel	VERB
ap-868	95	5	all	all	DET
ap-868	95	6	other	other	ADJ
ap-868	95	7	features	feature	NOUN
ap-868	95	8	,	,	PUNCT
ap-868	95	9	obtaining	obtain	VERB
ap-868	95	10	74.4	74.4	NUM
ap-868	95	11	%	%	NOUN
ap-868	95	12	overall	overall	ADJ
ap-868	95	13	classification	classification	NOUN
ap-868	95	14	ratio	ratio	NOUN
ap-868	95	15	.	.	PUNCT
ap-868	96	1	the	the	DET
ap-868	96	2	results	result	NOUN
ap-868	96	3	of	of	ADP
ap-868	96	4	statistical	statistical	ADJ
ap-868	96	5	parameters	parameter	NOUN
ap-868	96	6	and	and	CCONJ
ap-868	96	7	laws	law	NOUN
ap-868	96	8	filter	filter	NOUN
ap-868	96	9	are	be	AUX
ap-868	96	10	also	also	ADV
ap-868	96	11	very	very	ADV
ap-868	96	12	impressive	impressive	ADJ
ap-868	96	13	and	and	CCONJ
ap-868	96	14	competitive	competitive	ADJ
ap-868	96	15	.	.	PUNCT
ap-868	97	1	in	in	ADP
ap-868	97	2	the	the	DET
ap-868	97	3	second	second	ADJ
ap-868	97	4	step	step	NOUN
ap-868	97	5	,	,	PUNCT
ap-868	97	6	we	we	PRON
ap-868	97	7	combined	combine	VERB
ap-868	97	8	features	feature	NOUN
ap-868	97	9	of	of	ADP
ap-868	97	10	different	different	ADJ
ap-868	97	11	technologies	technology	NOUN
ap-868	97	12	together	together	ADV
ap-868	97	13	,	,	PUNCT
ap-868	97	14	i.e.	i.e.	X
ap-868	97	15	more	more	ADJ
ap-868	97	16	than	than	ADP
ap-868	97	17	one	one	NUM
ap-868	97	18	switch	switch	NOUN
ap-868	97	19	in	in	ADP
ap-868	97	20	fig	fig	NOUN
ap-868	97	21	.	.	PUNCT
ap-868	98	1	5	5	NUM
ap-868	98	2	is	be	AUX
ap-868	98	3	closed	closed	ADJ
ap-868	98	4	.	.	PUNCT
ap-868	99	1	through	through	ADP
ap-868	99	2	combining	combine	VERB
ap-868	99	3	gabor	gabor	NOUN
ap-868	99	4	and	and	CCONJ
ap-868	99	5	statistical	statistical	ADJ
ap-868	99	6	features	feature	NOUN
ap-868	99	7	,	,	PUNCT
ap-868	99	8	a	a	DET
ap-868	99	9	82.3	82.3	NUM
ap-868	99	10	%	%	NOUN
ap-868	99	11	classification	classification	NOUN
ap-868	99	12	ratio	ratio	NOUN
ap-868	99	13	can	can	AUX
ap-868	99	14	be	be	AUX
ap-868	99	15	obtained	obtain	VERB
ap-868	99	16	.	.	PUNCT
ap-868	100	1	the	the	DET
ap-868	100	2	real	real	ADJ
ap-868	100	3	-	-	PUNCT
ap-868	100	4	to	to	ADP
ap-868	100	5	-	-	PUNCT
ap-868	100	6	pseudo	pseudo	NOUN
ap-868	100	7	wrong	wrong	ADJ
ap-868	100	8	classification	classification	NOUN
ap-868	100	9	ratio	ratio	NOUN
ap-868	100	10	of	of	ADP
ap-868	100	11	this	this	DET
ap-868	100	12	model	model	NOUN
ap-868	100	13	is	be	AUX
ap-868	100	14	about	about	ADV
ap-868	100	15	2.5	2.5	NUM
ap-868	100	16	%	%	NOUN
ap-868	100	17	.	.	PUNCT
ap-868	101	1	the	the	DET
ap-868	101	2	wrong	wrong	ADJ
ap-868	101	3	classification	classification	NOUN
ap-868	101	4	ratio	ratio	NOUN
ap-868	101	5	of	of	ADP
ap-868	101	6	pseudo	pseudo	NOUN
ap-868	101	7	-	-	PUNCT
ap-868	101	8	to	to	ADP
ap-868	101	9	-	-	PUNCT
ap-868	101	10	real	real	NOUN
ap-868	101	11	is	be	AUX
ap-868	101	12	about	about	ADV
ap-868	101	13	6.6	6.6	NUM
ap-868	101	14	%	%	NOUN
ap-868	101	15	.	.	PUNCT
ap-868	102	1	table	table	NOUN
ap-868	102	2	2	2	NUM
ap-868	102	3	shows	show	VERB
ap-868	102	4	the	the	DET
ap-868	102	5	combined	combine	VERB
ap-868	102	6	matrix	matrix	NOUN
ap-868	102	7	of	of	ADP
ap-868	102	8	defects	defect	NOUN
ap-868	102	9	classification	classification	NOUN
ap-868	102	10	using	use	VERB
ap-868	102	11	gabor	gabor	NOUN
ap-868	102	12	and	and	CCONJ
ap-868	102	13	statistical	statistical	ADJ
ap-868	102	14	features	feature	NOUN
ap-868	102	15	.	.	PUNCT
ap-868	103	1	one	one	NUM
ap-868	103	2	item	item	NOUN
ap-868	103	3	in	in	ADP
ap-868	103	4	the	the	DET
ap-868	103	5	combined	combine	VERB
ap-868	103	6	matrix	matrix	NOUN
ap-868	103	7	denotes	denote	VERB
ap-868	103	8	the	the	DET
ap-868	103	9	number	number	NOUN
ap-868	103	10	of	of	ADP
ap-868	103	11	defects	defect	NOUN
ap-868	103	12	that	that	PRON
ap-868	103	13	are	be	AUX
ap-868	103	14	classified	classify	VERB
ap-868	103	15	from	from	ADP
ap-868	103	16	one	one	NUM
ap-868	103	17	class	class	NOUN
ap-868	103	18	(	(	PUNCT
ap-868	103	19	indicated	indicate	VERB
ap-868	103	20	by	by	ADP
ap-868	103	21	row	row	NOUN
ap-868	103	22	elements	element	NOUN
ap-868	103	23	)	)	PUNCT
ap-868	103	24	to	to	ADP
ap-868	103	25	another	another	DET
ap-868	103	26	class	class	NOUN
ap-868	103	27	(	(	PUNCT
ap-868	103	28	indicated	indicate	VERB
ap-868	103	29	by	by	ADP
ap-868	103	30	column	column	NOUN
ap-868	103	31	elements	element	NOUN
ap-868	103	32	)	)	PUNCT
ap-868	103	33	.	.	PUNCT
ap-868	104	1	for	for	ADP
ap-868	104	2	example	example	NOUN
ap-868	104	3	,	,	PUNCT
ap-868	104	4	we	we	PRON
ap-868	104	5	can	can	AUX
ap-868	104	6	conclude	conclude	VERB
ap-868	104	7	from	from	ADP
ap-868	104	8	the	the	DET
ap-868	104	9	combined	combine	VERB
ap-868	104	10	matrix	matrix	NOUN
ap-868	104	11	in	in	ADP
ap-868	104	12	table	table	NOUN
ap-868	104	13	2	2	NUM
ap-868	104	14	that	that	SCONJ
ap-868	104	15	494	494	NUM
ap-868	104	16	from	from	ADP
ap-868	104	17	573	573	NUM
ap-868	104	18	pores	pore	NOUN
ap-868	104	19	(	(	PUNCT
ap-868	104	20	label	label	NOUN
ap-868	104	21	3	3	NUM
ap-868	104	22	)	)	PUNCT
ap-868	104	23	10	10	NUM
ap-868	104	24	©	©	PROPN
ap-868	104	25	czech	czech	PROPN
ap-868	104	26	technical	technical	PROPN
ap-868	104	27	university	university	PROPN
ap-868	104	28	publishing	publishing	NOUN
ap-868	104	29	house	house	NOUN
ap-868	104	30	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-868	104	31	acta	acta	PROPN
ap-868	104	32	polytechnica	polytechnica	PROPN
ap-868	104	33	vol	vol	NOUN
ap-868	104	34	.	.	PUNCT
ap-868	105	1	46	46	NUM
ap-868	105	2	no	no	INTJ
ap-868	105	3	.	.	PUNCT
ap-868	106	1	5/2006	5/2006	NUM
ap-868	106	2	fig	fig	NOUN
ap-868	106	3	.	.	PUNCT
ap-868	107	1	3	3	NUM
ap-868	107	2	:	:	PUNCT
ap-868	107	3	the	the	DET
ap-868	107	4	gabor	gabor	PROPN
ap-868	107	5	filter	filter	PROPN
ap-868	107	6	bank	bank	PROPN
ap-868	107	7	.	.	PUNCT
ap-868	108	1	the	the	DET
ap-868	108	2	left	left	ADJ
ap-868	108	3	image	image	NOUN
ap-868	108	4	is	be	AUX
ap-868	108	5	the	the	DET
ap-868	108	6	original	original	ADJ
ap-868	108	7	image	image	NOUN
ap-868	108	8	of	of	ADP
ap-868	108	9	a	a	DET
ap-868	108	10	defect	defect	NOUN
ap-868	108	11	“	"	PUNCT
ap-868	108	12	vapour	vapour	NOUN
ap-868	108	13	lock	lock	NOUN
ap-868	108	14	”	"	PUNCT
ap-868	108	15	and	and	CCONJ
ap-868	108	16	the	the	DET
ap-868	108	17	images	image	NOUN
ap-868	108	18	on	on	ADP
ap-868	108	19	the	the	DET
ap-868	108	20	right	right	ADJ
ap-868	108	21	side	side	NOUN
ap-868	108	22	are	be	AUX
ap-868	108	23	the	the	DET
ap-868	108	24	filtered	filter	VERB
ap-868	108	25	images	image	NOUN
ap-868	108	26	at	at	ADP
ap-868	108	27	different	different	ADJ
ap-868	108	28	central	central	ADJ
ap-868	108	29	frequencies	frequency	NOUN
ap-868	108	30	.	.	PUNCT
ap-868	109	1	the	the	DET
ap-868	109	2	orientation	orientation	NOUN
ap-868	109	3	is	be	AUX
ap-868	109	4	0	0	NUM
ap-868	109	5	°	°	NUM
ap-868	109	6	.	.	PUNCT
ap-868	109	7	fig	fig	NOUN
ap-868	109	8	.	.	PUNCT
ap-868	110	1	4	4	NUM
ap-868	110	2	:	:	PUNCT
ap-868	110	3	the	the	DET
ap-868	110	4	co	co	NOUN
ap-868	110	5	-	-	NOUN
ap-868	110	6	occurrence	occurrence	ADJ
ap-868	110	7	matrixes	matrix	NOUN
ap-868	110	8	of	of	ADP
ap-868	110	9	a	a	DET
ap-868	110	10	pore	pore	NOUN
ap-868	110	11	,	,	PUNCT
ap-868	110	12	a	a	DET
ap-868	110	13	vapour	vapour	NOUN
ap-868	110	14	lock	lock	NOUN
ap-868	110	15	,	,	PUNCT
ap-868	110	16	a	a	DET
ap-868	110	17	polishing	polishing	NOUN
ap-868	110	18	shade	shade	NOUN
ap-868	110	19	and	and	CCONJ
ap-868	110	20	a	a	DET
ap-868	110	21	casting	cast	VERB
ap-868	110	22	peel	peel	NOUN
ap-868	110	23	(	(	PUNCT
ap-868	110	24	from	from	ADP
ap-868	110	25	left	leave	VERB
ap-868	110	26	to	to	ADP
ap-868	110	27	right	right	ADJ
ap-868	110	28	)	)	PUNCT
ap-868	110	29	feature	feature	NOUN
ap-868	110	30	feature	feature	NOUN
ap-868	111	1	num	num	ADJ
ap-868	111	2	.	.	PUNCT
ap-868	112	1	training	train	VERB
ap-868	112	2	classification	classification	NOUN
ap-868	112	3	ratio	ratio	NOUN
ap-868	112	4	(	(	PUNCT
ap-868	112	5	%	%	INTJ
ap-868	112	6	)	)	PUNCT
ap-868	112	7	testing	test	VERB
ap-868	112	8	classification	classification	NOUN
ap-868	112	9	ratio	ratio	NOUN
ap-868	112	10	(	(	PUNCT
ap-868	112	11	%	%	NOUN
ap-868	112	12	)	)	PUNCT
ap-868	112	13	shape	shape	NOUN
ap-868	112	14	8	8	NUM
ap-868	112	15	46.6	46.6	NUM
ap-868	112	16	%	%	NOUN
ap-868	112	17	61.8	61.8	NUM
ap-868	112	18	%	%	NOUN
ap-868	112	19	laws	law	NOUN
ap-868	112	20	25	25	NUM
ap-868	112	21	88.7	88.7	NUM
ap-868	112	22	%	%	NOUN
ap-868	112	23	70.1	70.1	NUM
ap-868	112	24	%	%	NOUN
ap-868	112	25	dct	dct	PROPN
ap-868	112	26	3x3	3x3	NUM
ap-868	112	27	9	9	NUM
ap-868	112	28	98.9	98.9	NUM
ap-868	112	29	%	%	NOUN
ap-868	112	30	62.3	62.3	NUM
ap-868	112	31	%	%	NOUN
ap-868	112	32	dct	dct	PROPN
ap-868	112	33	5x5	5x5	NUM
ap-868	112	34	25	25	NUM
ap-868	112	35	97.9	97.9	NUM
ap-868	112	36	%	%	NOUN
ap-868	112	37	64.9	64.9	NUM
ap-868	112	38	%	%	NOUN
ap-868	112	39	gabor	gabor	PROPN
ap-868	112	40	16	16	NUM
ap-868	112	41	98.9	98.9	NUM
ap-868	112	42	%	%	NOUN
ap-868	112	43	74.4	74.4	NUM
ap-868	112	44	%	%	NOUN
ap-868	112	45	statistical	statistical	ADJ
ap-868	112	46	15	15	NUM
ap-868	112	47	76.5	76.5	NUM
ap-868	112	48	%	%	NOUN
ap-868	112	49	72.1	72.1	NUM
ap-868	112	50	%	%	NOUN
ap-868	112	51	table	table	NOUN
ap-868	112	52	1	1	NUM
ap-868	112	53	:	:	PUNCT
ap-868	112	54	training	training	NOUN
ap-868	112	55	and	and	CCONJ
ap-868	112	56	testing	test	VERB
ap-868	112	57	classification	classification	NOUN
ap-868	112	58	ratio	ratio	NOUN
ap-868	112	59	of	of	ADP
ap-868	112	60	varied	varied	ADJ
ap-868	112	61	features	feature	NOUN
ap-868	112	62	are	be	AUX
ap-868	112	63	correctly	correctly	ADV
ap-868	112	64	classified	classified	ADJ
ap-868	112	65	,	,	PUNCT
ap-868	112	66	9	9	NUM
ap-868	112	67	of	of	ADP
ap-868	112	68	them	they	PRON
ap-868	112	69	are	be	AUX
ap-868	112	70	recognized	recognize	VERB
ap-868	112	71	as	as	SCONJ
ap-868	112	72	vapour	vapour	NOUN
ap-868	112	73	lock	lock	NOUN
ap-868	112	74	(	(	PUNCT
ap-868	112	75	label	label	NOUN
ap-868	112	76	8)	8)	NUM
ap-868	112	77	and	and	CCONJ
ap-868	112	78	64	64	NUM
ap-868	112	79	are	be	AUX
ap-868	112	80	identified	identify	VERB
ap-868	112	81	as	as	ADP
ap-868	112	82	polishing	polish	VERB
ap-868	112	83	shade	shade	NOUN
ap-868	112	84	(	(	PUNCT
ap-868	112	85	label	label	NOUN
ap-868	112	86	105	105	NUM
ap-868	112	87	)	)	PUNCT
ap-868	112	88	.	.	PUNCT
ap-868	113	1	in	in	ADP
ap-868	113	2	comparison	comparison	NOUN
ap-868	113	3	,	,	PUNCT
ap-868	113	4	39	39	NUM
ap-868	113	5	defects	defect	NOUN
ap-868	113	6	,	,	PUNCT
ap-868	113	7	which	which	PRON
ap-868	113	8	are	be	AUX
ap-868	113	9	recognized	recognize	VERB
ap-868	113	10	as	as	ADP
ap-868	113	11	the	the	DET
ap-868	113	12	pore	pore	NOUN
ap-868	113	13	(	(	PUNCT
ap-868	113	14	label	label	NOUN
ap-868	113	15	3	3	NUM
ap-868	113	16	)	)	PUNCT
ap-868	113	17	,	,	PUNCT
ap-868	113	18	are	be	AUX
ap-868	113	19	actually	actually	ADV
ap-868	113	20	fluffs	fluff	NOUN
ap-868	113	21	(	(	PUNCT
ap-868	113	22	label	label	NOUN
ap-868	113	23	101	101	NUM
ap-868	113	24	)	)	PUNCT
ap-868	113	25	.	.	PUNCT
ap-868	114	1	the	the	DET
ap-868	114	2	combined	combined	ADJ
ap-868	114	3	matrix	matrix	NOUN
ap-868	114	4	of	of	ADP
ap-868	114	5	an	an	DET
ap-868	114	6	idealistic	idealistic	ADJ
ap-868	114	7	classification	classification	NOUN
ap-868	114	8	system	system	NOUN
ap-868	114	9	has	have	VERB
ap-868	114	10	only	only	ADV
ap-868	114	11	non	non	ADJ
ap-868	114	12	-	-	ADJ
ap-868	114	13	zero	zero	NUM
ap-868	114	14	values	value	NOUN
ap-868	114	15	on	on	ADP
ap-868	114	16	the	the	DET
ap-868	114	17	diagonal	diagonal	ADJ
ap-868	114	18	,	,	PUNCT
ap-868	114	19	meaning	mean	VERB
ap-868	114	20	that	that	SCONJ
ap-868	114	21	none	none	NOUN
ap-868	114	22	defects	defect	NOUN
ap-868	114	23	are	be	AUX
ap-868	114	24	wrongly	wrongly	ADV
ap-868	114	25	classified	classify	VERB
ap-868	114	26	.	.	PUNCT
ap-868	115	1	the	the	DET
ap-868	115	2	last	last	ADJ
ap-868	115	3	row	row	NOUN
ap-868	115	4	of	of	ADP
ap-868	115	5	table	table	NOUN
ap-868	115	6	2	2	NUM
ap-868	115	7	means	mean	VERB
ap-868	115	8	the	the	DET
ap-868	115	9	reliability	reliability	NOUN
ap-868	115	10	of	of	ADP
ap-868	115	11	the	the	DET
ap-868	115	12	prediction	prediction	NOUN
ap-868	115	13	.	.	PUNCT
ap-868	116	1	for	for	ADP
ap-868	116	2	instance	instance	NOUN
ap-868	116	3	,	,	PUNCT
ap-868	116	4	if	if	SCONJ
ap-868	116	5	the	the	DET
ap-868	116	6	reliability	reliability	NOUN
ap-868	116	7	of	of	ADP
ap-868	116	8	prediction	prediction	NOUN
ap-868	116	9	of	of	ADP
ap-868	116	10	pore	pore	ADJ
ap-868	116	11	(	(	PUNCT
ap-868	116	12	label	label	NOUN
ap-868	116	13	3	3	NUM
ap-868	116	14	)	)	PUNCT
ap-868	116	15	is	be	AUX
ap-868	116	16	73.0	73.0	NUM
ap-868	116	17	%	%	NOUN
ap-868	116	18	,	,	PUNCT
ap-868	116	19	it	it	PRON
ap-868	116	20	is	be	AUX
ap-868	116	21	73.0	73.0	NUM
ap-868	116	22	%	%	NOUN
ap-868	116	23	probably	probably	ADV
ap-868	116	24	correct	correct	ADJ
ap-868	116	25	when	when	SCONJ
ap-868	116	26	the	the	DET
ap-868	116	27	system	system	NOUN
ap-868	116	28	predicts	predict	VERB
ap-868	116	29	that	that	SCONJ
ap-868	116	30	it	it	PRON
ap-868	116	31	is	be	AUX
ap-868	116	32	a	a	DET
ap-868	116	33	pore	pore	NOUN
ap-868	116	34	.	.	PUNCT
ap-868	117	1	the	the	DET
ap-868	117	2	last	last	ADJ
ap-868	117	3	column	column	NOUN
ap-868	117	4	is	be	AUX
ap-868	117	5	the	the	DET
ap-868	117	6	right	right	ADJ
ap-868	117	7	classification	classification	NOUN
ap-868	117	8	ratio	ratio	NOUN
ap-868	117	9	of	of	ADP
ap-868	117	10	each	each	DET
ap-868	117	11	class	class	NOUN
ap-868	117	12	.	.	PUNCT
ap-868	118	1	refer	refer	VERB
ap-868	118	2	to	to	ADP
ap-868	118	3	the	the	DET
ap-868	118	4	original	original	ADJ
ap-868	118	5	paper	paper	NOUN
ap-868	119	1	[	[	X
ap-868	119	2	3	3	X
ap-868	119	3	]	]	PUNCT
ap-868	119	4	for	for	ADP
ap-868	119	5	more	more	ADJ
ap-868	119	6	details	detail	NOUN
ap-868	119	7	about	about	ADP
ap-868	119	8	the	the	DET
ap-868	119	9	feature	feature	NOUN
ap-868	119	10	extraction	extraction	NOUN
ap-868	119	11	technologies	technology	NOUN
ap-868	119	12	,	,	PUNCT
ap-868	119	13	classifier	classifier	NOUN
ap-868	119	14	design	design	PROPN
ap-868	119	15	,	,	PUNCT
ap-868	119	16	numerical	numerical	ADJ
ap-868	119	17	results	result	NOUN
ap-868	119	18	and	and	CCONJ
ap-868	119	19	analyses	analysis	NOUN
ap-868	119	20	.	.	PUNCT
ap-868	120	1	©	©	PROPN
ap-868	120	2	czech	czech	PROPN
ap-868	120	3	technical	technical	PROPN
ap-868	120	4	university	university	PROPN
ap-868	120	5	publishing	publishing	NOUN
ap-868	120	6	house	house	NOUN
ap-868	120	7	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-868	120	8	11	11	NUM
ap-868	120	9	acta	acta	PROPN
ap-868	120	10	polytechnica	polytechnica	PROPN
ap-868	120	11	vol	vol	NOUN
ap-868	120	12	.	.	PUNCT
ap-868	121	1	46	46	NUM
ap-868	121	2	no	no	INTJ
ap-868	121	3	.	.	PUNCT
ap-868	122	1	5/2006	5/2006	NUM
ap-868	122	2	56	56	NUM
ap-868	122	3	6	6	NUM
ap-868	122	4	tr	tr	NOUN
ap-868	122	5	ai	ai	PROPN
ap-868	122	6	ni	ni	PROPN
ap-868	122	7	ng	ng	PROPN
ap-868	122	8	pa	pa	PROPN
ap-868	122	9	irs	irs	PROPN
ap-868	122	10	18	18	NUM
ap-868	122	11	20	20	NUM
ap-868	122	12	te	te	PROPN
ap-868	122	13	st	st	PROPN
ap-868	122	14	in	in	ADP
ap-868	122	15	g	g	PROPN
ap-868	122	16	pa	pa	PROPN
ap-868	122	17	irs	irs	PROPN
ap-868	122	18	shape	shape	NOUN
ap-868	122	19	laws	law	NOUN
ap-868	122	20	filters	filter	VERB
ap-868	122	21	3x3	3x3	NUM
ap-868	122	22	dct	dct	PROPN
ap-868	122	23	5x5	5x5	NUM
ap-868	122	24	dct	dct	PROPN
ap-868	122	25	gabor	gabor	PROPN
ap-868	122	26	filters	filter	NOUN
ap-868	122	27	stat	stat	PROPN
ap-868	122	28	.	.	PUNCT
ap-868	123	1	features	feature	VERB
ap-868	123	2	feature	feature	NOUN
ap-868	123	3	selection	selection	NOUN
ap-868	123	4	8	8	NUM
ap-868	123	5	25	25	NUM
ap-868	123	6	9	9	NUM
ap-868	123	7	25	25	NUM
ap-868	123	8	16	16	NUM
ap-868	123	9	15	15	NUM
ap-868	123	10	classification	classification	NOUN
ap-868	123	11	svm1	svm1	NOUN
ap-868	123	12	svm2	svm2	PROPN
ap-868	123	13	svm3	svm3	PROPN
ap-868	123	14	svmm	svmm	VERB
ap-868	123	15	m	m	PROPN
ap-868	123	16	=	=	VERB
ap-868	123	17	k(k-1)/2	k(k-1)/2	PROPN
ap-868	123	18	voting	vote	VERB
ap-868	123	19	c1	c1	PROPN
ap-868	123	20	c2	c2	PROPN
ap-868	123	21	c3	c3	PROPN
ap-868	123	22	c4	c4	PROPN
ap-868	123	23	c14	c14	PROPN
ap-868	123	24	c15	c15	PROPN
ap-868	123	25	feature	feature	NOUN
ap-868	123	26	extraction	extraction	NOUN
ap-868	123	27	fig	fig	NOUN
ap-868	123	28	.	.	PUNCT
ap-868	124	1	5	5	NUM
ap-868	124	2	:	:	PUNCT
ap-868	124	3	the	the	DET
ap-868	124	4	structure	structure	NOUN
ap-868	124	5	of	of	ADP
ap-868	124	6	the	the	DET
ap-868	124	7	classification	classification	NOUN
ap-868	124	8	system	system	NOUN
ap-868	124	9	labels	label	VERB
ap-868	124	10	1	1	NUM
ap-868	124	11	2	2	NUM
ap-868	124	12	3	3	NUM
ap-868	124	13	4	4	NUM
ap-868	124	14	5	5	NUM
ap-868	124	15	6	6	NUM
ap-868	124	16	7	7	NUM
ap-868	124	17	8	8	NUM
ap-868	124	18	9	9	NUM
ap-868	124	19	10	10	NUM
ap-868	124	20	101	101	NUM
ap-868	124	21	102	102	NUM
ap-868	124	22	103	103	NUM
ap-868	124	23	104	104	NUM
ap-868	124	24	105	105	NUM
ap-868	124	25	n	n	DET
ap-868	124	26	class	class	NOUN
ap-868	124	27	.	.	PUNCT
ap-868	125	1	ratio	ratio	NOUN
ap-868	125	2	(	(	PUNCT
ap-868	125	3	%	%	NOUN
ap-868	125	4	)	)	PUNCT
ap-868	125	5	1	1	NUM
ap-868	125	6	19	19	NUM
ap-868	125	7	0	0	NUM
ap-868	125	8	4	4	NUM
ap-868	125	9	0	0	NUM
ap-868	125	10	0	0	NUM
ap-868	125	11	0	0	NUM
ap-868	125	12	0	0	NUM
ap-868	125	13	1	1	NUM
ap-868	125	14	0	0	NUM
ap-868	125	15	0	0	NUM
ap-868	125	16	0	0	NUM
ap-868	125	17	0	0	NUM
ap-868	125	18	0	0	NUM
ap-868	125	19	0	0	NUM
ap-868	125	20	2	2	NUM
ap-868	125	21	26	26	NUM
ap-868	125	22	73.1	73.1	NUM
ap-868	125	23	2	2	NUM
ap-868	125	24	0	0	NUM
ap-868	125	25	21	21	NUM
ap-868	125	26	7	7	NUM
ap-868	125	27	0	0	NUM
ap-868	125	28	0	0	NUM
ap-868	125	29	0	0	NUM
ap-868	125	30	0	0	NUM
ap-868	125	31	0	0	NUM
ap-868	125	32	0	0	NUM
ap-868	125	33	0	0	NUM
ap-868	125	34	0	0	NUM
ap-868	125	35	0	0	NUM
ap-868	125	36	0	0	NUM
ap-868	125	37	0	0	NUM
ap-868	125	38	2	2	NUM
ap-868	125	39	30	30	NUM
ap-868	125	40	70.0	70.0	NUM
ap-868	125	41	3	3	NUM
ap-868	125	42	0	0	NUM
ap-868	125	43	1	1	NUM
ap-868	125	44	545	545	NUM
ap-868	125	45	1	1	NUM
ap-868	125	46	1	1	NUM
ap-868	125	47	0	0	NUM
ap-868	125	48	0	0	NUM
ap-868	125	49	4	4	NUM
ap-868	125	50	0	0	NUM
ap-868	125	51	0	0	NUM
ap-868	125	52	11	11	NUM
ap-868	125	53	4	4	NUM
ap-868	125	54	3	3	NUM
ap-868	125	55	0	0	NUM
ap-868	125	56	3	3	NUM
ap-868	125	57	573	573	NUM
ap-868	125	58	95.1	95.1	NUM
ap-868	125	59	4	4	NUM
ap-868	125	60	0	0	NUM
ap-868	125	61	0	0	NUM
ap-868	125	62	2	2	NUM
ap-868	125	63	40	40	NUM
ap-868	125	64	0	0	NUM
ap-868	125	65	0	0	NUM
ap-868	125	66	0	0	NUM
ap-868	125	67	2	2	NUM
ap-868	125	68	0	0	NUM
ap-868	125	69	1	1	NUM
ap-868	125	70	0	0	NUM
ap-868	125	71	0	0	NUM
ap-868	125	72	0	0	NUM
ap-868	125	73	0	0	NUM
ap-868	125	74	3	3	NUM
ap-868	125	75	48	48	NUM
ap-868	125	76	83.3	83.3	NUM
ap-868	125	77	5	5	NUM
ap-868	125	78	0	0	NUM
ap-868	125	79	0	0	NUM
ap-868	125	80	19	19	NUM
ap-868	125	81	0	0	NUM
ap-868	125	82	37	37	NUM
ap-868	125	83	0	0	NUM
ap-868	125	84	0	0	NUM
ap-868	125	85	1	1	NUM
ap-868	125	86	0	0	NUM
ap-868	125	87	0	0	NUM
ap-868	125	88	0	0	NUM
ap-868	125	89	0	0	NUM
ap-868	125	90	0	0	NUM
ap-868	125	91	0	0	NUM
ap-868	125	92	0	0	NUM
ap-868	125	93	57	57	NUM
ap-868	125	94	64.9	64.9	NUM
ap-868	125	95	6	6	NUM
ap-868	125	96	0	0	NUM
ap-868	125	97	0	0	NUM
ap-868	125	98	8	8	NUM
ap-868	125	99	1	1	NUM
ap-868	125	100	1	1	NUM
ap-868	125	101	17	17	NUM
ap-868	125	102	0	0	NUM
ap-868	125	103	0	0	NUM
ap-868	125	104	0	0	NUM
ap-868	125	105	0	0	NUM
ap-868	125	106	3	3	NUM
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ap-868	125	108	0	0	NUM
ap-868	125	109	0	0	NUM
ap-868	125	110	2	2	NUM
ap-868	125	111	32	32	NUM
ap-868	125	112	53.1	53.1	NUM
ap-868	125	113	7	7	NUM
ap-868	125	114	0	0	NUM
ap-868	125	115	0	0	NUM
ap-868	125	116	20	20	NUM
ap-868	125	117	0	0	NUM
ap-868	125	118	0	0	NUM
ap-868	125	119	0	0	NUM
ap-868	125	120	29	29	NUM
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ap-868	125	122	0	0	NUM
ap-868	125	123	1	1	NUM
ap-868	125	124	3	3	NUM
ap-868	125	125	0	0	NUM
ap-868	125	126	1	1	NUM
ap-868	125	127	0	0	NUM
ap-868	125	128	3	3	NUM
ap-868	125	129	57	57	NUM
ap-868	125	130	50.9	50.9	NUM
ap-868	125	131	8	8	NUM
ap-868	125	132	0	0	NUM
ap-868	125	133	0	0	NUM
ap-868	125	134	26	26	NUM
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ap-868	125	136	0	0	NUM
ap-868	125	137	0	0	NUM
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ap-868	125	139	58	58	NUM
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ap-868	125	144	1	1	NUM
ap-868	125	145	0	0	NUM
ap-868	125	146	2	2	NUM
ap-868	125	147	87	87	NUM
ap-868	125	148	66.7	66.7	NUM
ap-868	125	149	9	9	NUM
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ap-868	125	152	3	3	NUM
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ap-868	125	154	0	0	NUM
ap-868	125	155	0	0	NUM
ap-868	125	156	0	0	NUM
ap-868	125	157	0	0	NUM
ap-868	125	158	8	8	NUM
ap-868	125	159	0	0	NUM
ap-868	125	160	0	0	NUM
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ap-868	125	162	0	0	NUM
ap-868	125	163	0	0	NUM
ap-868	125	164	0	0	NUM
ap-868	125	165	11	11	NUM
ap-868	125	166	72.7	72.7	NUM
ap-868	125	167	10	10	NUM
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ap-868	125	169	0	0	NUM
ap-868	125	170	3	3	NUM
ap-868	125	171	0	0	NUM
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ap-868	125	173	0	0	NUM
ap-868	125	174	0	0	NUM
ap-868	125	175	0	0	NUM
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ap-868	125	177	178	178	NUM
ap-868	125	178	0	0	NUM
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ap-868	125	180	0	0	NUM
ap-868	125	181	0	0	NUM
ap-868	125	182	3	3	NUM
ap-868	125	183	184	184	NUM
ap-868	125	184	96.7	96.7	NUM
ap-868	125	185	101	101	NUM
ap-868	125	186	0	0	NUM
ap-868	125	187	0	0	NUM
ap-868	125	188	26	26	NUM
ap-868	125	189	1	1	NUM
ap-868	125	190	0	0	NUM
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ap-868	125	192	0	0	NUM
ap-868	125	193	0	0	NUM
ap-868	125	194	0	0	NUM
ap-868	125	195	0	0	NUM
ap-868	126	1	62	62	NUM
ap-868	126	2	0	0	NUM
ap-868	126	3	1	1	NUM
ap-868	126	4	0	0	NUM
ap-868	126	5	11	11	NUM
ap-868	126	6	101	101	NUM
ap-868	126	7	61.4	61.4	NUM
ap-868	126	8	102	102	NUM
ap-868	126	9	0	0	NUM
ap-868	126	10	0	0	NUM
ap-868	126	11	18	18	NUM
ap-868	126	12	0	0	NUM
ap-868	126	13	0	0	NUM
ap-868	126	14	0	0	NUM
ap-868	126	15	0	0	NUM
ap-868	126	16	0	0	NUM
ap-868	126	17	0	0	NUM
ap-868	126	18	0	0	NUM
ap-868	126	19	0	0	NUM
ap-868	126	20	24	24	NUM
ap-868	126	21	0	0	NUM
ap-868	126	22	0	0	NUM
ap-868	126	23	7	7	NUM
ap-868	126	24	49	49	NUM
ap-868	126	25	49.0	49.0	NUM
ap-868	126	26	103	103	NUM
ap-868	126	27	0	0	NUM
ap-868	126	28	0	0	NUM
ap-868	126	29	29	29	NUM
ap-868	126	30	0	0	NUM
ap-868	126	31	0	0	NUM
ap-868	126	32	0	0	NUM
ap-868	126	33	0	0	NUM
ap-868	126	34	4	4	NUM
ap-868	126	35	0	0	NUM
ap-868	126	36	1	1	NUM
ap-868	126	37	1	1	NUM
ap-868	126	38	0	0	NUM
ap-868	126	39	38	38	NUM
ap-868	126	40	0	0	NUM
ap-868	126	41	6	6	NUM
ap-868	126	42	79	79	NUM
ap-868	126	43	48.1	48.1	NUM
ap-868	126	44	104	104	NUM
ap-868	126	45	0	0	NUM
ap-868	126	46	0	0	NUM
ap-868	126	47	6	6	NUM
ap-868	126	48	0	0	NUM
ap-868	126	49	0	0	NUM
ap-868	126	50	0	0	NUM
ap-868	126	51	0	0	NUM
ap-868	126	52	0	0	NUM
ap-868	126	53	0	0	NUM
ap-868	126	54	0	0	NUM
ap-868	126	55	0	0	NUM
ap-868	126	56	0	0	NUM
ap-868	126	57	1	1	NUM
ap-868	126	58	29	29	NUM
ap-868	126	59	5	5	NUM
ap-868	126	60	41	41	NUM
ap-868	126	61	70.7	70.7	NUM
ap-868	126	62	105	105	NUM
ap-868	126	63	0	0	NUM
ap-868	126	64	0	0	NUM
ap-868	126	65	31	31	NUM
ap-868	126	66	4	4	NUM
ap-868	126	67	0	0	NUM
ap-868	126	68	0	0	NUM
ap-868	126	69	0	0	NUM
ap-868	126	70	0	0	NUM
ap-868	126	71	0	0	NUM
ap-868	126	72	1	1	NUM
ap-868	126	73	5	5	NUM
ap-868	126	74	0	0	NUM
ap-868	126	75	7	7	NUM
ap-868	126	76	4	4	NUM
ap-868	126	77	393	393	NUM
ap-868	126	78	445	445	NUM
ap-868	126	79	88.3	88.3	NUM
ap-868	126	80	reliability	reliability	NOUN
ap-868	126	81	(	(	PUNCT
ap-868	126	82	%	%	INTJ
ap-868	126	83	)	)	PUNCT
ap-868	126	84	100	100	NUM
ap-868	126	85	95.5	95.5	NUM
ap-868	126	86	73.0	73.0	NUM
ap-868	126	87	85.1	85.1	NUM
ap-868	126	88	94.9	94.9	NUM
ap-868	126	89	100	100	NUM
ap-868	126	90	100	100	NUM
ap-868	126	91	82.9	82.9	NUM
ap-868	126	92	100	100	NUM
ap-868	126	93	97.8	97.8	NUM
ap-868	126	94	72.9	72.9	NUM
ap-868	126	95	85.7	85.7	NUM
ap-868	126	96	73.1	73.1	NUM
ap-868	126	97	87.9	87.9	NUM
ap-868	126	98	88.9	88.9	NUM
ap-868	126	99	–	–	PUNCT
ap-868	126	100	82.3	82.3	NUM
ap-868	126	101	table	table	NOUN
ap-868	126	102	2	2	NUM
ap-868	126	103	:	:	PUNCT
ap-868	126	104	classification	classification	NOUN
ap-868	126	105	result	result	NOUN
ap-868	126	106	obtained	obtain	VERB
ap-868	126	107	by	by	ADP
ap-868	126	108	combining	combine	VERB
ap-868	126	109	gabor	gabor	PROPN
ap-868	126	110	features	feature	NOUN
ap-868	126	111	and	and	CCONJ
ap-868	126	112	statistical	statistical	ADJ
ap-868	126	113	features	feature	NOUN
ap-868	126	114	3.2	3.2	NUM
ap-868	126	115	further	further	ADJ
ap-868	126	116	work	work	NOUN
ap-868	126	117	from	from	ADP
ap-868	126	118	table	table	NOUN
ap-868	126	119	2	2	NUM
ap-868	126	120	,	,	PUNCT
ap-868	126	121	we	we	PRON
ap-868	126	122	can	can	AUX
ap-868	126	123	see	see	VERB
ap-868	126	124	that	that	SCONJ
ap-868	126	125	the	the	DET
ap-868	126	126	four	four	NUM
ap-868	126	127	most	most	ADV
ap-868	126	128	common	common	ADJ
ap-868	126	129	defects	defect	NOUN
ap-868	126	130	are	be	AUX
ap-868	126	131	pore	pore	ADJ
ap-868	126	132	(	(	PUNCT
ap-868	126	133	label	label	NOUN
ap-868	126	134	3	3	NUM
ap-868	126	135	)	)	PUNCT
ap-868	126	136	,	,	PUNCT
ap-868	126	137	polishing	polish	VERB
ap-868	126	138	phade	phade	PROPN
ap-868	126	139	(	(	PUNCT
ap-868	126	140	label	label	NOUN
ap-868	126	141	105	105	NUM
ap-868	126	142	)	)	PUNCT
ap-868	126	143	,	,	PUNCT
ap-868	126	144	turning	turn	VERB
ap-868	126	145	defect	defect	NOUN
ap-868	126	146	(	(	PUNCT
ap-868	126	147	label	label	NOUN
ap-868	126	148	10	10	NUM
ap-868	126	149	)	)	PUNCT
ap-868	126	150	and	and	CCONJ
ap-868	126	151	fluff	fluff	NOUN
ap-868	126	152	(	(	PUNCT
ap-868	126	153	label	label	NOUN
ap-868	126	154	101	101	NUM
ap-868	126	155	)	)	PUNCT
ap-868	126	156	.	.	PUNCT
ap-868	127	1	the	the	DET
ap-868	127	2	pore	pore	ADJ
ap-868	127	3	and	and	CCONJ
ap-868	127	4	polishing	polish	VERB
ap-868	127	5	phade	phade	PROPN
ap-868	127	6	constitute	constitute	VERB
ap-868	127	7	majority	majority	NOUN
ap-868	127	8	of	of	ADP
ap-868	127	9	all	all	DET
ap-868	127	10	defects	defect	NOUN
ap-868	127	11	.	.	PUNCT
ap-868	128	1	some	some	DET
ap-868	128	2	defects	defect	NOUN
ap-868	128	3	,	,	PUNCT
ap-868	128	4	e.g.	e.g.	ADV
ap-868	128	5	crack	crack	VERB
ap-868	128	6	and	and	CCONJ
ap-868	128	7	casting	casting	NOUN
ap-868	128	8	peel	peel	NOUN
ap-868	128	9	,	,	PUNCT
ap-868	128	10	have	have	VERB
ap-868	128	11	only	only	ADV
ap-868	128	12	few	few	ADJ
ap-868	128	13	samples	sample	NOUN
ap-868	128	14	in	in	ADP
ap-868	128	15	the	the	DET
ap-868	128	16	defect	defect	NOUN
ap-868	128	17	database	database	NOUN
ap-868	128	18	.	.	PUNCT
ap-868	129	1	based	base	VERB
ap-868	129	2	on	on	ADP
ap-868	129	3	this	this	DET
ap-868	129	4	database	database	NOUN
ap-868	129	5	,	,	PUNCT
ap-868	129	6	the	the	DET
ap-868	129	7	classifier	classifier	NOUN
ap-868	129	8	was	be	AUX
ap-868	129	9	inclined	incline	VERB
ap-868	129	10	to	to	PART
ap-868	129	11	classify	classify	VERB
ap-868	129	12	the	the	DET
ap-868	129	13	major	major	ADJ
ap-868	129	14	categories	category	NOUN
ap-868	129	15	correctly	correctly	ADV
ap-868	129	16	and	and	CCONJ
ap-868	129	17	neglected	neglect	VERB
ap-868	129	18	the	the	DET
ap-868	129	19	wrong	wrong	ADJ
ap-868	129	20	classification	classification	NOUN
ap-868	129	21	of	of	ADP
ap-868	129	22	minor	minor	ADJ
ap-868	129	23	categories	category	NOUN
ap-868	129	24	because	because	SCONJ
ap-868	129	25	the	the	DET
ap-868	129	26	right	right	ADJ
ap-868	129	27	classification	classification	NOUN
ap-868	129	28	of	of	ADP
ap-868	129	29	major	major	ADJ
ap-868	129	30	categories	category	NOUN
ap-868	129	31	contributes	contribute	VERB
ap-868	129	32	much	much	ADV
ap-868	129	33	more	more	ADJ
ap-868	129	34	to	to	ADP
ap-868	129	35	the	the	DET
ap-868	129	36	overall	overall	ADJ
ap-868	129	37	classification	classification	NOUN
ap-868	129	38	ratio	ratio	NOUN
ap-868	129	39	than	than	ADP
ap-868	129	40	the	the	DET
ap-868	129	41	minor	minor	ADJ
ap-868	129	42	categories	category	NOUN
ap-868	129	43	.	.	PUNCT
ap-868	130	1	the	the	DET
ap-868	130	2	samples	sample	NOUN
ap-868	130	3	of	of	ADP
ap-868	130	4	the	the	DET
ap-868	130	5	database	database	NOUN
ap-868	130	6	should	should	AUX
ap-868	130	7	be	be	AUX
ap-868	130	8	enriched	enrich	VERB
ap-868	130	9	in	in	ADP
ap-868	130	10	order	order	NOUN
ap-868	130	11	to	to	PART
ap-868	130	12	make	make	VERB
ap-868	130	13	the	the	DET
ap-868	130	14	classifier	classifier	NOUN
ap-868	130	15	to	to	PART
ap-868	130	16	identify	identify	VERB
ap-868	130	17	also	also	ADV
ap-868	130	18	defects	defect	NOUN
ap-868	130	19	in	in	ADP
ap-868	130	20	minority	minority	NOUN
ap-868	130	21	.	.	PUNCT
ap-868	131	1	another	another	DET
ap-868	131	2	fact	fact	NOUN
ap-868	131	3	is	be	AUX
ap-868	131	4	that	that	SCONJ
ap-868	131	5	some	some	DET
ap-868	131	6	kinds	kind	NOUN
ap-868	131	7	of	of	ADP
ap-868	131	8	defects	defect	NOUN
ap-868	131	9	are	be	AUX
ap-868	131	10	not	not	PART
ap-868	131	11	part	part	NOUN
ap-868	131	12	of	of	ADP
ap-868	131	13	the	the	DET
ap-868	131	14	new	new	ADJ
ap-868	131	15	database	database	NOUN
ap-868	131	16	due	due	ADP
ap-868	131	17	to	to	ADP
ap-868	131	18	improvements	improvement	NOUN
ap-868	131	19	of	of	ADP
ap-868	131	20	both	both	CCONJ
ap-868	131	21	the	the	DET
ap-868	131	22	manufacturing	manufacturing	NOUN
ap-868	131	23	process	process	NOUN
ap-868	131	24	and	and	CCONJ
ap-868	131	25	the	the	DET
ap-868	131	26	vision	vision	NOUN
ap-868	131	27	system	system	NOUN
ap-868	131	28	.	.	PUNCT
ap-868	132	1	for	for	ADP
ap-868	132	2	example	example	NOUN
ap-868	132	3	,	,	PUNCT
ap-868	132	4	the	the	DET
ap-868	132	5	mechanical	mechanical	ADJ
ap-868	132	6	damage	damage	NOUN
ap-868	132	7	occurs	occur	VERB
ap-868	132	8	rarely	rarely	ADV
ap-868	132	9	in	in	ADP
ap-868	132	10	the	the	DET
ap-868	132	11	new	new	ADJ
ap-868	132	12	manufacturing	manufacturing	NOUN
ap-868	132	13	process	process	NOUN
ap-868	132	14	in	in	ADP
ap-868	132	15	our	our	PRON
ap-868	132	16	project	project	NOUN
ap-868	132	17	and	and	CCONJ
ap-868	132	18	fluffs	fluff	NOUN
ap-868	132	19	are	be	AUX
ap-868	132	20	nearly	nearly	ADV
ap-868	132	21	eliminated	eliminate	VERB
ap-868	132	22	if	if	SCONJ
ap-868	132	23	the	the	DET
ap-868	132	24	workpieces	workpiece	NOUN
ap-868	132	25	are	be	AUX
ap-868	132	26	blowed	blow	VERB
ap-868	132	27	by	by	ADP
ap-868	132	28	high	high	ADJ
ap-868	132	29	pressure	pressure	NOUN
ap-868	132	30	air	air	NOUN
ap-868	132	31	before	before	SCONJ
ap-868	132	32	they	they	PRON
ap-868	132	33	are	be	AUX
ap-868	132	34	fed	feed	VERB
ap-868	132	35	to	to	ADP
ap-868	132	36	the	the	DET
ap-868	132	37	vision	vision	NOUN
ap-868	132	38	system	system	NOUN
ap-868	132	39	.	.	PUNCT
ap-868	133	1	therefore	therefore	ADV
ap-868	133	2	,	,	PUNCT
ap-868	133	3	the	the	DET
ap-868	133	4	number	number	NOUN
ap-868	133	5	of	of	ADP
ap-868	133	6	classification	classification	NOUN
ap-868	133	7	target	target	NOUN
ap-868	133	8	categories	category	NOUN
ap-868	133	9	is	be	AUX
ap-868	133	10	reduced	reduce	VERB
ap-868	133	11	.	.	PUNCT
ap-868	134	1	a	a	DET
ap-868	134	2	new	new	ADJ
ap-868	134	3	database	database	NOUN
ap-868	134	4	of	of	ADP
ap-868	134	5	defects	defect	NOUN
ap-868	134	6	was	be	AUX
ap-868	134	7	built	build	VERB
ap-868	134	8	by	by	ADP
ap-868	134	9	collecting	collect	VERB
ap-868	134	10	the	the	DET
ap-868	134	11	samples	sample	NOUN
ap-868	134	12	on	on	ADP
ap-868	134	13	the	the	DET
ap-868	134	14	current	current	ADJ
ap-868	134	15	manufacturing	manufacturing	NOUN
ap-868	134	16	process	process	NOUN
ap-868	134	17	.	.	PUNCT
ap-868	135	1	in	in	ADP
ap-868	135	2	this	this	DET
ap-868	135	3	new	new	ADJ
ap-868	135	4	database	database	NOUN
ap-868	135	5	,	,	PUNCT
ap-868	135	6	the	the	DET
ap-868	135	7	manual	manual	ADJ
ap-868	135	8	classification	classification	NOUN
ap-868	135	9	of	of	ADP
ap-868	135	10	pseudo	pseudo	NOUN
ap-868	135	11	-	-	NOUN
ap-868	135	12	defects	defect	NOUN
ap-868	135	13	was	be	AUX
ap-868	135	14	reorganized	reorganize	VERB
ap-868	135	15	with	with	ADP
ap-868	135	16	more	more	ADJ
ap-868	135	17	consideration	consideration	NOUN
ap-868	135	18	of	of	ADP
ap-868	135	19	their	their	PRON
ap-868	135	20	appearance	appearance	NOUN
ap-868	135	21	.	.	PUNCT
ap-868	136	1	besides	besides	SCONJ
ap-868	136	2	the	the	DET
ap-868	136	3	features	feature	NOUN
ap-868	136	4	shown	show	VERB
ap-868	136	5	in	in	ADP
ap-868	136	6	table	table	NOUN
ap-868	136	7	1	1	NUM
ap-868	136	8	,	,	PUNCT
ap-868	136	9	we	we	PRON
ap-868	136	10	use	use	VERB
ap-868	136	11	additionally	additionally	ADV
ap-868	136	12	the	the	DET
ap-868	136	13	average	average	ADJ
ap-868	136	14	and	and	CCONJ
ap-868	136	15	standard	standard	ADJ
ap-868	136	16	deviation	deviation	NOUN
ap-868	136	17	of	of	ADP
ap-868	136	18	greyscale	greyscale	ADJ
ap-868	136	19	value	value	NOUN
ap-868	136	20	of	of	ADP
ap-868	136	21	the	the	DET
ap-868	136	22	defect	defect	NOUN
ap-868	136	23	image	image	NOUN
ap-868	136	24	as	as	ADP
ap-868	136	25	greyscale	greyscale	NOUN
ap-868	136	26	features	feature	NOUN
ap-868	136	27	.	.	PUNCT
ap-868	137	1	the	the	DET
ap-868	137	2	greyscale	greyscale	NOUN
ap-868	137	3	features	feature	NOUN
ap-868	137	4	should	should	AUX
ap-868	137	5	be	be	AUX
ap-868	137	6	localized	localize	VERB
ap-868	137	7	considering	consider	VERB
ap-868	137	8	different	different	ADJ
ap-868	137	9	size	size	NOUN
ap-868	137	10	of	of	ADP
ap-868	137	11	the	the	DET
ap-868	137	12	various	various	ADJ
ap-868	137	13	defects	defect	NOUN
ap-868	137	14	.	.	PUNCT
ap-868	138	1	the	the	DET
ap-868	138	2	greyscale	greyscale	ADJ
ap-868	138	3	information	information	NOUN
ap-868	138	4	are	be	AUX
ap-868	138	5	obtained	obtain	VERB
ap-868	138	6	in	in	ADP
ap-868	138	7	four	four	NUM
ap-868	138	8	areas	area	NOUN
ap-868	138	9	in	in	ADP
ap-868	138	10	the	the	DET
ap-868	138	11	defect	defect	NOUN
ap-868	138	12	image	image	NOUN
ap-868	138	13	respectively	respectively	ADV
ap-868	138	14	,	,	PUNCT
ap-868	138	15	see	see	VERB
ap-868	138	16	fig	fig	NOUN
ap-868	138	17	.	.	PUNCT
ap-868	139	1	6	6	NUM
ap-868	139	2	.	.	X
ap-868	139	3	in	in	ADP
ap-868	139	4	this	this	DET
ap-868	139	5	case	case	NOUN
ap-868	139	6	,	,	PUNCT
ap-868	139	7	the	the	DET
ap-868	139	8	number	number	NOUN
ap-868	139	9	of	of	ADP
ap-868	139	10	greyscale	greyscale	NOUN
ap-868	139	11	features	feature	NOUN
ap-868	139	12	is	be	AUX
ap-868	139	13	eight	eight	NUM
ap-868	139	14	,	,	PUNCT
ap-868	139	15	two	two	NUM
ap-868	139	16	of	of	ADP
ap-868	139	17	each	each	DET
ap-868	139	18	area	area	NOUN
ap-868	139	19	.	.	PUNCT
ap-868	140	1	table	table	NOUN
ap-868	140	2	3	3	NUM
ap-868	140	3	shows	show	VERB
ap-868	140	4	the	the	DET
ap-868	140	5	classification	classification	NOUN
ap-868	140	6	results	result	NOUN
ap-868	140	7	by	by	ADP
ap-868	140	8	combining	combine	VERB
ap-868	140	9	gabor	gabor	NOUN
ap-868	140	10	features	feature	NOUN
ap-868	140	11	,	,	PUNCT
ap-868	140	12	statistical	statistical	ADJ
ap-868	140	13	features	feature	NOUN
ap-868	140	14	and	and	CCONJ
ap-868	140	15	additional	additional	ADJ
ap-868	140	16	greyscale	greyscale	NOUN
ap-868	140	17	features	feature	NOUN
ap-868	140	18	.	.	PUNCT
ap-868	141	1	the	the	DET
ap-868	141	2	overall	overall	ADJ
ap-868	141	3	classification	classification	NOUN
ap-868	141	4	ratio	ratio	NOUN
ap-868	141	5	is	be	AUX
ap-868	141	6	81.1	81.1	NUM
ap-868	141	7	%	%	NOUN
ap-868	141	8	even	even	ADV
ap-868	141	9	that	that	SCONJ
ap-868	141	10	all	all	DET
ap-868	141	11	defect	defect	ADJ
ap-868	141	12	types	type	NOUN
ap-868	141	13	are	be	AUX
ap-868	141	14	balanced	balance	VERB
ap-868	141	15	in	in	ADP
ap-868	141	16	batch	batch	NOUN
ap-868	141	17	compared	compare	VERB
ap-868	141	18	to	to	ADP
ap-868	141	19	the	the	DET
ap-868	141	20	result	result	NOUN
ap-868	141	21	based	base	VERB
ap-868	141	22	on	on	ADP
ap-868	141	23	the	the	DET
ap-868	141	24	old	old	ADJ
ap-868	141	25	database	database	NOUN
ap-868	141	26	.	.	PUNCT
ap-868	142	1	the	the	DET
ap-868	142	2	real	real	ADJ
ap-868	142	3	-	-	PUNCT
ap-868	142	4	to	to	ADP
ap-868	142	5	-	-	PUNCT
ap-868	142	6	pseudo	pseudo	NOUN
ap-868	142	7	wrong	wrong	ADJ
ap-868	142	8	classification	classification	NOUN
ap-868	142	9	ratio	ratio	NOUN
ap-868	142	10	is	be	AUX
ap-868	142	11	about	about	ADV
ap-868	142	12	2.6	2.6	NUM
ap-868	142	13	%	%	NOUN
ap-868	142	14	while	while	SCONJ
ap-868	142	15	the	the	DET
ap-868	142	16	pseudo	pseudo	NOUN
ap-868	142	17	-	-	PUNCT
ap-868	142	18	to	to	ADP
ap-868	142	19	-	-	PUNCT
ap-868	142	20	real	real	NOUN
ap-868	142	21	is	be	AUX
ap-868	142	22	about	about	ADV
ap-868	142	23	5.1	5.1	NUM
ap-868	142	24	%	%	NOUN
ap-868	142	25	.	.	PUNCT
ap-868	143	1	human	human	ADJ
ap-868	143	2	trained	train	VERB
ap-868	143	3	operators	operator	NOUN
ap-868	143	4	are	be	AUX
ap-868	143	5	achieving	achieve	VERB
ap-868	143	6	a	a	DET
ap-868	143	7	similar	similar	ADJ
ap-868	143	8	rate	rate	NOUN
ap-868	143	9	.	.	PUNCT
ap-868	144	1	4	4	NUM
ap-868	144	2	software	software	NOUN
ap-868	144	3	implementation	implementation	NOUN
ap-868	144	4	fig	fig	NOUN
ap-868	144	5	.	.	PUNCT
ap-868	145	1	7	7	NUM
ap-868	145	2	shows	show	VERB
ap-868	145	3	the	the	DET
ap-868	145	4	architecture	architecture	NOUN
ap-868	145	5	of	of	ADP
ap-868	145	6	the	the	DET
ap-868	145	7	implemented	implement	VERB
ap-868	145	8	software	software	NOUN
ap-868	145	9	system	system	NOUN
ap-868	145	10	.	.	PUNCT
ap-868	146	1	this	this	DET
ap-868	146	2	software	software	NOUN
ap-868	146	3	system	system	NOUN
ap-868	146	4	provides	provide	VERB
ap-868	146	5	a	a	DET
ap-868	146	6	platform	platform	NOUN
ap-868	146	7	to	to	PART
ap-868	146	8	manage	manage	VERB
ap-868	146	9	defects	defect	NOUN
ap-868	146	10	data	datum	NOUN
ap-868	146	11	and	and	CCONJ
ap-868	146	12	evaluate	evaluate	VERB
ap-868	146	13	the	the	DET
ap-868	146	14	feature	feature	NOUN
ap-868	146	15	extraction	extraction	NOUN
ap-868	146	16	technologies	technology	NOUN
ap-868	146	17	and	and	CCONJ
ap-868	146	18	classifier	classifier	NOUN
ap-868	146	19	design	design	NOUN
ap-868	146	20	.	.	PUNCT
ap-868	147	1	the	the	DET
ap-868	147	2	defect	defect	NOUN
ap-868	147	3	database	database	NOUN
ap-868	147	4	contains	contain	VERB
ap-868	147	5	information	information	NOUN
ap-868	147	6	for	for	ADP
ap-868	147	7	all	all	DET
ap-868	147	8	collected	collect	VERB
ap-868	147	9	defects	defect	NOUN
ap-868	147	10	,	,	PUNCT
ap-868	147	11	including	include	VERB
ap-868	147	12	manual	manual	ADJ
ap-868	147	13	classification	classification	NOUN
ap-868	147	14	results	result	NOUN
ap-868	147	15	,	,	PUNCT
ap-868	147	16	defect	defect	VERB
ap-868	147	17	images	image	NOUN
ap-868	147	18	and	and	CCONJ
ap-868	147	19	other	other	ADJ
ap-868	147	20	necessary	necessary	ADJ
ap-868	147	21	entries	entry	NOUN
ap-868	147	22	.	.	PUNCT
ap-868	148	1	each	each	DET
ap-868	148	2	defect	defect	NOUN
ap-868	148	3	corresponds	correspond	VERB
ap-868	148	4	to	to	ADP
ap-868	148	5	a	a	DET
ap-868	148	6	record	record	NOUN
ap-868	148	7	in	in	ADP
ap-868	148	8	the	the	DET
ap-868	148	9	database	database	NOUN
ap-868	148	10	.	.	PUNCT
ap-868	149	1	the	the	DET
ap-868	149	2	feature	feature	NOUN
ap-868	149	3	extraction	extraction	NOUN
ap-868	149	4	reads	read	VERB
ap-868	149	5	out	out	ADP
ap-868	149	6	the	the	DET
ap-868	149	7	information	information	NOUN
ap-868	149	8	from	from	ADP
ap-868	149	9	the	the	DET
ap-868	149	10	database	database	NOUN
ap-868	149	11	and	and	CCONJ
ap-868	149	12	calculates	calculate	VERB
ap-868	149	13	the	the	DET
ap-868	149	14	features	feature	NOUN
ap-868	149	15	of	of	ADP
ap-868	149	16	the	the	DET
ap-868	149	17	defect	defect	NOUN
ap-868	149	18	.	.	PUNCT
ap-868	150	1	the	the	DET
ap-868	150	2	features	feature	NOUN
ap-868	150	3	and	and	CCONJ
ap-868	150	4	the	the	DET
ap-868	150	5	12	12	NUM
ap-868	150	6	©	©	PROPN
ap-868	150	7	czech	czech	PROPN
ap-868	150	8	technical	technical	PROPN
ap-868	150	9	university	university	PROPN
ap-868	150	10	publishing	publishing	NOUN
ap-868	150	11	house	house	NOUN
ap-868	150	12	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-868	150	13	acta	acta	PROPN
ap-868	150	14	polytechnica	polytechnica	PROPN
ap-868	150	15	vol	vol	NOUN
ap-868	150	16	.	.	PUNCT
ap-868	151	1	46	46	NUM
ap-868	151	2	no	no	INTJ
ap-868	151	3	.	.	PUNCT
ap-868	152	1	5/2006	5/2006	NUM
ap-868	152	2	fig	fig	NOUN
ap-868	152	3	.	.	PUNCT
ap-868	153	1	6	6	NUM
ap-868	153	2	:	:	PUNCT
ap-868	153	3	greyscale	greyscale	ADJ
ap-868	153	4	information	information	NOUN
ap-868	153	5	in	in	ADP
ap-868	153	6	four	four	NUM
ap-868	153	7	areas	area	NOUN
ap-868	153	8	labels	label	VERB
ap-868	153	9	2	2	NUM
ap-868	153	10	3	3	NUM
ap-868	153	11	4	4	NUM
ap-868	153	12	6	6	NUM
ap-868	153	13	7	7	NUM
ap-868	153	14	8	8	NUM
ap-868	153	15	10	10	NUM
ap-868	153	16	101	101	NUM
ap-868	153	17	102	102	NUM
ap-868	153	18	103	103	NUM
ap-868	153	19	104	104	NUM
ap-868	153	20	105	105	NUM
ap-868	153	21	n	n	DET
ap-868	153	22	class	class	NOUN
ap-868	153	23	.	.	PUNCT
ap-868	154	1	ratio	ratio	NOUN
ap-868	154	2	(	(	PUNCT
ap-868	154	3	%	%	NOUN
ap-868	154	4	)	)	PUNCT
ap-868	154	5	2	2	NUM
ap-868	154	6	95	95	NUM
ap-868	154	7	4	4	NUM
ap-868	154	8	0	0	NUM
ap-868	154	9	0	0	NUM
ap-868	154	10	4	4	NUM
ap-868	154	11	0	0	NUM
ap-868	154	12	0	0	NUM
ap-868	154	13	0	0	NUM
ap-868	154	14	1	1	NUM
ap-868	154	15	0	0	NUM
ap-868	154	16	0	0	NUM
ap-868	154	17	4	4	NUM
ap-868	154	18	108	108	NUM
ap-868	154	19	88.0	88.0	NUM
ap-868	154	20	3	3	NUM
ap-868	154	21	0	0	NUM
ap-868	154	22	453	453	NUM
ap-868	154	23	8	8	NUM
ap-868	154	24	0	0	NUM
ap-868	154	25	0	0	NUM
ap-868	154	26	20	20	NUM
ap-868	154	27	0	0	NUM
ap-868	154	28	42	42	NUM
ap-868	154	29	10	10	NUM
ap-868	154	30	1	1	NUM
ap-868	154	31	2	2	NUM
ap-868	154	32	4	4	NUM
ap-868	154	33	540	540	NUM
ap-868	154	34	83.9	83.9	NUM
ap-868	154	35	4	4	NUM
ap-868	154	36	0	0	NUM
ap-868	154	37	20	20	NUM
ap-868	154	38	217	217	NUM
ap-868	154	39	4	4	NUM
ap-868	154	40	4	4	NUM
ap-868	154	41	8	8	NUM
ap-868	154	42	0	0	NUM
ap-868	154	43	0	0	NUM
ap-868	154	44	2	2	NUM
ap-868	154	45	1	1	NUM
ap-868	154	46	0	0	NUM
ap-868	154	47	0	0	NUM
ap-868	154	48	256	256	NUM
ap-868	154	49	84.8	84.8	NUM
ap-868	154	50	6	6	NUM
ap-868	154	51	0	0	NUM
ap-868	154	52	0	0	NUM
ap-868	154	53	2	2	NUM
ap-868	154	54	87	87	NUM
ap-868	154	55	2	2	NUM
ap-868	154	56	3	3	NUM
ap-868	154	57	2	2	NUM
ap-868	154	58	0	0	NUM
ap-868	154	59	0	0	NUM
ap-868	154	60	3	3	NUM
ap-868	154	61	1	1	NUM
ap-868	154	62	0	0	NUM
ap-868	154	63	100	100	NUM
ap-868	154	64	87.0	87.0	NUM
ap-868	154	65	7	7	NUM
ap-868	154	66	4	4	NUM
ap-868	154	67	7	7	NUM
ap-868	154	68	6	6	NUM
ap-868	154	69	0	0	NUM
ap-868	154	70	137	137	NUM
ap-868	154	71	0	0	NUM
ap-868	154	72	0	0	NUM
ap-868	154	73	1	1	NUM
ap-868	154	74	4	4	NUM
ap-868	154	75	1	1	NUM
ap-868	154	76	0	0	NUM
ap-868	154	77	0	0	NUM
ap-868	154	78	160	160	NUM
ap-868	154	79	85.6	85.6	NUM
ap-868	154	80	8	8	NUM
ap-868	154	81	0	0	NUM
ap-868	154	82	1	1	NUM
ap-868	154	83	7	7	NUM
ap-868	154	84	0	0	NUM
ap-868	154	85	11	11	NUM
ap-868	154	86	197	197	NUM
ap-868	154	87	0	0	NUM
ap-868	154	88	0	0	NUM
ap-868	154	89	8	8	NUM
ap-868	154	90	0	0	NUM
ap-868	154	91	8	8	NUM
ap-868	154	92	0	0	NUM
ap-868	154	93	232	232	NUM
ap-868	154	94	84.9	84.9	NUM
ap-868	154	95	10	10	NUM
ap-868	154	96	0	0	NUM
ap-868	154	97	0	0	NUM
ap-868	154	98	0	0	NUM
ap-868	154	99	0	0	NUM
ap-868	154	100	0	0	NUM
ap-868	154	101	0	0	NUM
ap-868	154	102	568	568	NUM
ap-868	154	103	0	0	NUM
ap-868	154	104	0	0	NUM
ap-868	154	105	0	0	NUM
ap-868	154	106	0	0	NUM
ap-868	154	107	8	8	NUM
ap-868	154	108	576	576	NUM
ap-868	154	109	98.6	98.6	NUM
ap-868	154	110	101	101	NUM
ap-868	154	111	2	2	NUM
ap-868	154	112	23	23	NUM
ap-868	154	113	0	0	NUM
ap-868	154	114	0	0	NUM
ap-868	154	115	0	0	NUM
ap-868	154	116	0	0	NUM
ap-868	154	117	0	0	NUM
ap-868	154	118	129	129	NUM
ap-868	154	119	10	10	NUM
ap-868	154	120	0	0	NUM
ap-868	154	121	0	0	NUM
ap-868	154	122	0	0	NUM
ap-868	154	123	164	164	NUM
ap-868	154	124	78.7	78.7	NUM
ap-868	154	125	102	102	NUM
ap-868	154	126	7	7	NUM
ap-868	154	127	57	57	NUM
ap-868	154	128	9	9	NUM
ap-868	154	129	15	15	NUM
ap-868	154	130	23	23	NUM
ap-868	154	131	9	9	NUM
ap-868	154	132	3	3	NUM
ap-868	154	133	14	14	NUM
ap-868	154	134	460	460	NUM
ap-868	154	135	63	63	NUM
ap-868	154	136	26	26	NUM
ap-868	154	137	70	70	NUM
ap-868	154	138	756	756	NUM
ap-868	154	139	60.8	60.8	NUM
ap-868	154	140	103	103	NUM
ap-868	154	141	0	0	NUM
ap-868	154	142	2	2	NUM
ap-868	154	143	1	1	NUM
ap-868	154	144	2	2	NUM
ap-868	154	145	0	0	NUM
ap-868	154	146	0	0	NUM
ap-868	154	147	10	10	NUM
ap-868	154	148	0	0	NUM
ap-868	154	149	16	16	NUM
ap-868	154	150	268	268	NUM
ap-868	154	151	0	0	NUM
ap-868	154	152	1	1	NUM
ap-868	154	153	300	300	NUM
ap-868	154	154	89.3	89.3	NUM
ap-868	154	155	104	104	NUM
ap-868	154	156	4	4	NUM
ap-868	154	157	0	0	NUM
ap-868	154	158	0	0	NUM
ap-868	154	159	0	0	NUM
ap-868	154	160	3	3	NUM
ap-868	154	161	8	8	NUM
ap-868	154	162	0	0	NUM
ap-868	154	163	0	0	NUM
ap-868	154	164	7	7	NUM
ap-868	154	165	5	5	NUM
ap-868	154	166	254	254	NUM
ap-868	154	167	19	19	NUM
ap-868	154	168	300	300	NUM
ap-868	154	169	84.7	84.7	NUM
ap-868	154	170	105	105	NUM
ap-868	154	171	1	1	NUM
ap-868	154	172	3	3	NUM
ap-868	154	173	4	4	NUM
ap-868	154	174	0	0	NUM
ap-868	154	175	7	7	NUM
ap-868	154	176	0	0	NUM
ap-868	154	177	3	3	NUM
ap-868	154	178	6	6	NUM
ap-868	154	179	61	61	NUM
ap-868	154	180	5	5	NUM
ap-868	154	181	13	13	NUM
ap-868	154	182	273	273	NUM
ap-868	154	183	376	376	NUM
ap-868	154	184	72.6	72.6	NUM
ap-868	154	185	reliability	reliability	NOUN
ap-868	154	186	(	(	PUNCT
ap-868	154	187	%	%	INTJ
ap-868	154	188	)	)	PUNCT
ap-868	154	189	84.1	84.1	NUM
ap-868	154	190	79.5	79.5	NUM
ap-868	154	191	85.4	85.4	NUM
ap-868	154	192	80.6	80.6	NUM
ap-868	154	193	71.7	71.7	NUM
ap-868	154	194	80.4	80.4	NUM
ap-868	154	195	96.9	96.9	NUM
ap-868	154	196	67.2	67.2	NUM
ap-868	154	197	79.4	79.4	NUM
ap-868	154	198	77.2	77.2	NUM
ap-868	154	199	83.6	83.6	NUM
ap-868	154	200	72.0	72.0	NUM
ap-868	154	201	–	–	PUNCT
ap-868	154	202	81.1	81.1	NUM
ap-868	154	203	table	table	NOUN
ap-868	154	204	3	3	NUM
ap-868	154	205	:	:	PUNCT
ap-868	154	206	classification	classification	NOUN
ap-868	154	207	result	result	NOUN
ap-868	154	208	by	by	ADP
ap-868	154	209	combining	combine	VERB
ap-868	154	210	gabor	gabor	PROPN
ap-868	154	211	features	feature	NOUN
ap-868	154	212	,	,	PUNCT
ap-868	154	213	statistical	statistical	ADJ
ap-868	154	214	features	feature	NOUN
ap-868	154	215	and	and	CCONJ
ap-868	154	216	greyscale	greyscale	NOUN
ap-868	154	217	information	information	NOUN
ap-868	154	218	.	.	PUNCT
ap-868	155	1	1572	1572	NUM
ap-868	155	2	defects	defect	NOUN
ap-868	155	3	for	for	ADP
ap-868	155	4	training	training	NOUN
ap-868	155	5	,	,	PUNCT
ap-868	155	6	3868	3868	NUM
ap-868	155	7	for	for	ADP
ap-868	155	8	testing	testing	NOUN
ap-868	155	9	in	in	ADP
ap-868	155	10	which	which	PRON
ap-868	155	11	3138	3138	NUM
ap-868	155	12	are	be	AUX
ap-868	155	13	classified	classify	VERB
ap-868	155	14	in	in	ADP
ap-868	155	15	the	the	DET
ap-868	155	16	right	right	ADJ
ap-868	155	17	way	way	NOUN
ap-868	155	18	.	.	PUNCT
ap-868	156	1	manual	manual	ADJ
ap-868	156	2	classification	classification	NOUN
ap-868	156	3	results	result	NOUN
ap-868	156	4	are	be	AUX
ap-868	156	5	used	use	VERB
ap-868	156	6	for	for	ADP
ap-868	156	7	training	training	NOUN
ap-868	156	8	and	and	CCONJ
ap-868	156	9	testing	test	VERB
ap-868	156	10	the	the	DET
ap-868	156	11	svm	svm	ADJ
ap-868	156	12	models	model	NOUN
ap-868	156	13	.	.	PUNCT
ap-868	157	1	the	the	DET
ap-868	157	2	models	model	NOUN
ap-868	157	3	can	can	AUX
ap-868	157	4	be	be	AUX
ap-868	157	5	used	use	VERB
ap-868	157	6	then	then	ADV
ap-868	157	7	by	by	ADP
ap-868	157	8	the	the	DET
ap-868	157	9	classifier	classifier	NOUN
ap-868	157	10	to	to	PART
ap-868	157	11	perform	perform	VERB
ap-868	157	12	identification	identification	NOUN
ap-868	157	13	task	task	NOUN
ap-868	157	14	.	.	PUNCT
ap-868	158	1	the	the	DET
ap-868	158	2	feature	feature	NOUN
ap-868	158	3	extraction	extraction	NOUN
ap-868	158	4	and	and	CCONJ
ap-868	158	5	classifier	classifier	NOUN
ap-868	158	6	design	design	NOUN
ap-868	158	7	comprise	comprise	VERB
ap-868	158	8	the	the	DET
ap-868	158	9	core	core	NOUN
ap-868	158	10	component	component	NOUN
ap-868	158	11	,	,	PUNCT
ap-868	158	12	which	which	PRON
ap-868	158	13	is	be	AUX
ap-868	158	14	called	call	VERB
ap-868	158	15	opticlass	opticlass	PROPN
ap-868	158	16	,	,	PUNCT
ap-868	158	17	of	of	ADP
ap-868	158	18	the	the	DET
ap-868	158	19	software	software	NOUN
ap-868	158	20	.	.	PUNCT
ap-868	159	1	the	the	DET
ap-868	159	2	software	software	NOUN
ap-868	159	3	system	system	NOUN
ap-868	159	4	has	have	VERB
ap-868	159	5	the	the	DET
ap-868	159	6	capability	capability	NOUN
ap-868	159	7	of	of	ADP
ap-868	159	8	self	self	NOUN
ap-868	159	9	-	-	PUNCT
ap-868	159	10	learning	learning	NOUN
ap-868	159	11	.	.	PUNCT
ap-868	160	1	if	if	SCONJ
ap-868	160	2	the	the	DET
ap-868	160	3	manufacturing	manufacturing	NOUN
ap-868	160	4	process	process	NOUN
ap-868	160	5	or	or	CCONJ
ap-868	160	6	the	the	DET
ap-868	160	7	vision	vision	NOUN
ap-868	160	8	system	system	NOUN
ap-868	160	9	is	be	AUX
ap-868	160	10	altered	alter	VERB
ap-868	160	11	,	,	PUNCT
ap-868	160	12	the	the	DET
ap-868	160	13	only	only	ADJ
ap-868	160	14	part	part	NOUN
ap-868	160	15	we	we	PRON
ap-868	160	16	should	should	AUX
ap-868	160	17	change	change	VERB
ap-868	160	18	is	be	AUX
ap-868	160	19	the	the	DET
ap-868	160	20	classification	classification	NOUN
ap-868	160	21	model	model	NOUN
ap-868	160	22	.	.	PUNCT
ap-868	161	1	we	we	PRON
ap-868	161	2	need	need	VERB
ap-868	161	3	no	no	DET
ap-868	161	4	modification	modification	NOUN
ap-868	161	5	of	of	ADP
ap-868	161	6	the	the	DET
ap-868	161	7	software	software	NOUN
ap-868	161	8	code	code	NOUN
ap-868	161	9	,	,	PUNCT
ap-868	161	10	it	it	PRON
ap-868	161	11	is	be	AUX
ap-868	161	12	only	only	ADV
ap-868	161	13	necessary	necessary	ADJ
ap-868	161	14	to	to	PART
ap-868	161	15	build	build	VERB
ap-868	161	16	new	new	ADJ
ap-868	161	17	models	model	NOUN
ap-868	161	18	using	use	VERB
ap-868	161	19	the	the	DET
ap-868	161	20	new	new	ADJ
ap-868	161	21	collected	collect	VERB
ap-868	161	22	defects	defect	NOUN
ap-868	161	23	database	database	NOUN
ap-868	161	24	.	.	PUNCT
ap-868	162	1	first	first	ADV
ap-868	162	2	,	,	PUNCT
ap-868	162	3	the	the	DET
ap-868	162	4	training	training	NOUN
ap-868	162	5	and	and	CCONJ
ap-868	162	6	testing	testing	NOUN
ap-868	162	7	files	file	NOUN
ap-868	162	8	are	be	AUX
ap-868	162	9	generated	generate	VERB
ap-868	162	10	by	by	ADP
ap-868	162	11	the	the	DET
ap-868	162	12	software	software	NOUN
ap-868	162	13	system	system	NOUN
ap-868	162	14	based	base	VERB
ap-868	162	15	on	on	ADP
ap-868	162	16	the	the	DET
ap-868	162	17	new	new	ADJ
ap-868	162	18	database	database	NOUN
ap-868	162	19	.	.	PUNCT
ap-868	163	1	after	after	ADP
ap-868	163	2	that	that	PRON
ap-868	163	3	,	,	PUNCT
ap-868	163	4	the	the	DET
ap-868	163	5	svm	svm	ADJ
ap-868	163	6	models	model	NOUN
ap-868	163	7	are	be	AUX
ap-868	163	8	produced	produce	VERB
ap-868	163	9	by	by	ADP
ap-868	163	10	the	the	DET
ap-868	163	11	training	training	NOUN
ap-868	163	12	and	and	CCONJ
ap-868	163	13	testing	testing	NOUN
ap-868	163	14	files	file	NOUN
ap-868	163	15	.	.	PUNCT
ap-868	164	1	finally	finally	ADV
ap-868	164	2	,	,	PUNCT
ap-868	164	3	the	the	DET
ap-868	164	4	new	new	ADJ
ap-868	164	5	created	create	VERB
ap-868	164	6	models	model	NOUN
ap-868	164	7	replace	replace	VERB
ap-868	164	8	the	the	DET
ap-868	164	9	old	old	ADJ
ap-868	164	10	models	model	NOUN
ap-868	164	11	in	in	ADP
ap-868	164	12	use	use	NOUN
ap-868	164	13	.	.	PUNCT
ap-868	165	1	opticlass	opticlass	PROPN
ap-868	165	2	is	be	AUX
ap-868	165	3	a	a	DET
ap-868	165	4	relatively	relatively	ADV
ap-868	165	5	independent	independent	ADJ
ap-868	165	6	software	software	NOUN
ap-868	165	7	component	component	NOUN
ap-868	165	8	.	.	PUNCT
ap-868	166	1	it	it	PRON
ap-868	166	2	can	can	AUX
ap-868	166	3	be	be	AUX
ap-868	166	4	one	one	NUM
ap-868	166	5	part	part	NOUN
ap-868	166	6	of	of	ADP
ap-868	166	7	the	the	DET
ap-868	166	8	off	off	ADP
ap-868	166	9	-	-	PUNCT
ap-868	166	10	line	line	NOUN
ap-868	166	11	program	program	NOUN
ap-868	166	12	and	and	CCONJ
ap-868	166	13	can	can	AUX
ap-868	166	14	also	also	ADV
ap-868	166	15	be	be	AUX
ap-868	166	16	©	©	PROPN
ap-868	166	17	czech	czech	PROPN
ap-868	166	18	technical	technical	PROPN
ap-868	166	19	university	university	PROPN
ap-868	166	20	publishing	publishing	NOUN
ap-868	166	21	house	house	NOUN
ap-868	166	22	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-868	166	23	13	13	NUM
ap-868	166	24	acta	acta	PROPN
ap-868	166	25	polytechnica	polytechnica	PROPN
ap-868	166	26	vol	vol	NOUN
ap-868	166	27	.	.	PUNCT
ap-868	167	1	46	46	NUM
ap-868	167	2	no	no	INTJ
ap-868	167	3	.	.	PUNCT
ap-868	168	1	5/2006	5/2006	NUM
ap-868	168	2	defect	defect	NOUN
ap-868	168	3	database	database	NOUN
ap-868	168	4	management	management	NOUN
ap-868	168	5	graphic	graphic	PROPN
ap-868	168	6	user	user	NOUN
ap-868	168	7	interface	interface	PROPN
ap-868	168	8	(	(	PUNCT
ap-868	168	9	gui	gui	NOUN
ap-868	168	10	)	)	PUNCT
ap-868	168	11	classifier	classifier	NOUN
ap-868	168	12	opticlass	opticlass	PROPN
ap-868	168	13	feature	feature	NOUN
ap-868	168	14	extraction	extraction	NOUN
ap-868	168	15	models	model	NOUN
ap-868	168	16	t	t	PROPN
ap-868	168	17	ra	ra	PROPN
ap-868	168	18	in	in	ADV
ap-868	168	19	in	in	ADP
ap-868	168	20	g	g	PROPN
ap-868	168	21	figure	figure	NOUN
ap-868	168	22	7	7	NUM
ap-868	168	23	:	:	PUNCT
ap-868	168	24	software	software	NOUN
ap-868	168	25	architecture	architecture	NOUN
ap-868	168	26	fig	fig	NOUN
ap-868	168	27	.	.	PUNCT
ap-868	169	1	8	8	NUM
ap-868	169	2	:	:	PUNCT
ap-868	169	3	user	user	NOUN
ap-868	169	4	interface	interface	NOUN
ap-868	169	5	of	of	ADP
ap-868	169	6	the	the	DET
ap-868	169	7	software	software	NOUN
ap-868	169	8	system	system	NOUN
ap-868	169	9	directly	directly	ADV
ap-868	169	10	integrated	integrate	VERB
ap-868	169	11	into	into	ADP
ap-868	169	12	the	the	DET
ap-868	169	13	software	software	NOUN
ap-868	169	14	of	of	ADP
ap-868	169	15	the	the	DET
ap-868	169	16	vision	vision	NOUN
ap-868	169	17	system	system	NOUN
ap-868	169	18	to	to	PART
ap-868	169	19	online	online	ADV
ap-868	169	20	classify	classify	VERB
ap-868	169	21	the	the	DET
ap-868	169	22	occurred	occurred	ADJ
ap-868	169	23	defects	defect	NOUN
ap-868	169	24	.	.	PUNCT
ap-868	170	1	moreover	moreover	ADV
ap-868	170	2	,	,	PUNCT
ap-868	170	3	opticlass	opticlass	PROPN
ap-868	170	4	is	be	AUX
ap-868	170	5	extendable	extendable	ADJ
ap-868	170	6	.	.	PUNCT
ap-868	171	1	with	with	ADP
ap-868	171	2	enrichment	enrichment	NOUN
ap-868	171	3	of	of	ADP
ap-868	171	4	feature	feature	NOUN
ap-868	171	5	extraction	extraction	NOUN
ap-868	171	6	methods	method	NOUN
ap-868	171	7	and	and	CCONJ
ap-868	171	8	various	various	ADJ
ap-868	171	9	implementations	implementation	NOUN
ap-868	171	10	of	of	ADP
ap-868	171	11	classifiers	classifier	NOUN
ap-868	171	12	,	,	PUNCT
ap-868	171	13	opticlass	opticlass	PROPN
ap-868	171	14	is	be	AUX
ap-868	171	15	not	not	PART
ap-868	171	16	strictly	strictly	ADV
ap-868	171	17	limited	limit	VERB
ap-868	171	18	to	to	ADP
ap-868	171	19	our	our	PRON
ap-868	171	20	project	project	NOUN
ap-868	171	21	to	to	PART
ap-868	171	22	classify	classify	VERB
ap-868	171	23	defects	defect	NOUN
ap-868	171	24	on	on	ADP
ap-868	171	25	water	water	NOUN
ap-868	171	26	taps	tap	NOUN
ap-868	171	27	in	in	ADP
ap-868	171	28	sanitary	sanitary	NOUN
ap-868	171	29	industries	industry	NOUN
ap-868	171	30	but	but	CCONJ
ap-868	171	31	also	also	ADV
ap-868	171	32	applicable	applicable	ADJ
ap-868	171	33	to	to	ADP
ap-868	171	34	other	other	ADJ
ap-868	171	35	digital	digital	ADJ
ap-868	171	36	image	image	NOUN
ap-868	171	37	based	base	VERB
ap-868	171	38	classification	classification	NOUN
ap-868	171	39	tasks	task	NOUN
ap-868	171	40	.	.	PUNCT
ap-868	172	1	fig	fig	NOUN
ap-868	172	2	.	.	PUNCT
ap-868	173	1	8	8	NUM
ap-868	173	2	shows	show	VERB
ap-868	173	3	the	the	DET
ap-868	173	4	user	user	NOUN
ap-868	173	5	interface	interface	NOUN
ap-868	173	6	of	of	ADP
ap-868	173	7	the	the	DET
ap-868	173	8	software	software	NOUN
ap-868	173	9	system	system	NOUN
ap-868	173	10	.	.	PUNCT
ap-868	174	1	5	5	NUM
ap-868	174	2	summary	summary	NOUN
ap-868	174	3	this	this	DET
ap-868	174	4	article	article	NOUN
ap-868	174	5	introduces	introduce	VERB
ap-868	174	6	a	a	DET
ap-868	174	7	vision	vision	NOUN
ap-868	174	8	system	system	NOUN
ap-868	174	9	that	that	PRON
ap-868	174	10	inspects	inspect	VERB
ap-868	174	11	and	and	CCONJ
ap-868	174	12	identifies	identify	VERB
ap-868	174	13	the	the	DET
ap-868	174	14	defects	defect	NOUN
ap-868	174	15	on	on	ADP
ap-868	174	16	water	water	NOUN
ap-868	174	17	taps	tap	NOUN
ap-868	174	18	in	in	ADP
ap-868	174	19	sanitary	sanitary	NOUN
ap-868	174	20	industrie	industrie	NOUN
ap-868	174	21	.	.	PUNCT
ap-868	175	1	with	with	ADP
ap-868	175	2	this	this	DET
ap-868	175	3	vision	vision	NOUN
ap-868	175	4	system	system	NOUN
ap-868	175	5	the	the	DET
ap-868	175	6	quality	quality	NOUN
ap-868	175	7	control	control	NOUN
ap-868	175	8	process	process	NOUN
ap-868	175	9	is	be	AUX
ap-868	175	10	fully	fully	ADV
ap-868	175	11	automated	automate	VERB
ap-868	175	12	without	without	ADP
ap-868	175	13	intervention	intervention	NOUN
ap-868	175	14	of	of	ADP
ap-868	175	15	human	human	ADJ
ap-868	175	16	operators	operator	NOUN
ap-868	175	17	.	.	PUNCT
ap-868	176	1	the	the	DET
ap-868	176	2	vision	vision	NOUN
ap-868	176	3	system	system	NOUN
ap-868	176	4	is	be	AUX
ap-868	176	5	divided	divide	VERB
ap-868	176	6	into	into	ADP
ap-868	176	7	two	two	NUM
ap-868	176	8	parts	part	NOUN
ap-868	176	9	,	,	PUNCT
ap-868	176	10	the	the	DET
ap-868	176	11	hardware	hardware	NOUN
ap-868	176	12	part	part	NOUN
ap-868	176	13	and	and	CCONJ
ap-868	176	14	the	the	DET
ap-868	176	15	software	software	NOUN
ap-868	176	16	part	part	NOUN
ap-868	176	17	.	.	PUNCT
ap-868	177	1	the	the	DET
ap-868	177	2	hardware	hardware	NOUN
ap-868	177	3	part	part	NOUN
ap-868	177	4	cleans	clean	VERB
ap-868	177	5	up	up	ADP
ap-868	177	6	product	product	NOUN
ap-868	177	7	surfaces	surface	NOUN
ap-868	177	8	and	and	CCONJ
ap-868	177	9	then	then	ADV
ap-868	177	10	takes	take	VERB
ap-868	177	11	photos	photo	NOUN
ap-868	177	12	under	under	ADP
ap-868	177	13	a	a	DET
ap-868	177	14	constant	constant	ADJ
ap-868	177	15	illuminating	illuminate	VERB
ap-868	177	16	condition	condition	NOUN
ap-868	177	17	.	.	PUNCT
ap-868	178	1	the	the	DET
ap-868	178	2	software	software	NOUN
ap-868	178	3	part	part	NOUN
ap-868	178	4	does	do	VERB
ap-868	178	5	the	the	DET
ap-868	178	6	image	image	NOUN
ap-868	178	7	processing	processing	NOUN
ap-868	178	8	and	and	CCONJ
ap-868	178	9	realizes	realize	VERB
ap-868	178	10	the	the	DET
ap-868	178	11	automatic	automatic	ADJ
ap-868	178	12	identification	identification	NOUN
ap-868	178	13	.	.	PUNCT
ap-868	179	1	this	this	DET
ap-868	179	2	paper	paper	NOUN
ap-868	179	3	presents	present	VERB
ap-868	179	4	the	the	DET
ap-868	179	5	two	two	NUM
ap-868	179	6	major	major	ADJ
ap-868	179	7	software	software	NOUN
ap-868	179	8	components	component	NOUN
ap-868	179	9	,	,	PUNCT
ap-868	179	10	features	feature	VERB
ap-868	179	11	extraction	extraction	NOUN
ap-868	179	12	and	and	CCONJ
ap-868	179	13	classifier	classifier	NOUN
ap-868	179	14	design	design	NOUN
ap-868	179	15	.	.	PUNCT
ap-868	180	1	a	a	DET
ap-868	180	2	large	large	ADJ
ap-868	180	3	range	range	NOUN
ap-868	180	4	of	of	ADP
ap-868	180	5	methods	method	NOUN
ap-868	180	6	is	be	AUX
ap-868	180	7	introduced	introduce	VERB
ap-868	180	8	to	to	PART
ap-868	180	9	present	present	VERB
ap-868	180	10	defect	defect	NOUN
ap-868	180	11	images	image	NOUN
ap-868	180	12	.	.	PUNCT
ap-868	181	1	it	it	PRON
ap-868	181	2	is	be	AUX
ap-868	181	3	possible	possible	ADJ
ap-868	181	4	to	to	PART
ap-868	181	5	obtain	obtain	VERB
ap-868	181	6	about	about	ADV
ap-868	181	7	81.1	81.1	NUM
ap-868	181	8	%	%	NOUN
ap-868	181	9	overall	overall	ADJ
ap-868	181	10	classification	classification	NOUN
ap-868	181	11	ratio	ratio	NOUN
ap-868	181	12	for	for	ADP
ap-868	181	13	13	13	NUM
ap-868	181	14	predefined	predefine	VERB
ap-868	181	15	defects	defect	NOUN
ap-868	181	16	by	by	ADP
ap-868	181	17	combining	combine	VERB
ap-868	181	18	the	the	DET
ap-868	181	19	gabor	gabor	PROPN
ap-868	181	20	filter	filter	NOUN
ap-868	181	21	features	feature	NOUN
ap-868	181	22	,	,	PUNCT
ap-868	181	23	statistical	statistical	ADJ
ap-868	181	24	features	feature	NOUN
ap-868	181	25	and	and	CCONJ
ap-868	181	26	grayscale	grayscale	NOUN
ap-868	181	27	features	feature	NOUN
ap-868	181	28	.	.	PUNCT
ap-868	182	1	the	the	DET
ap-868	182	2	software	software	NOUN
ap-868	182	3	structure	structure	NOUN
ap-868	182	4	and	and	CCONJ
ap-868	182	5	implementation	implementation	NOUN
ap-868	182	6	is	be	AUX
ap-868	182	7	also	also	ADV
ap-868	182	8	described	describe	VERB
ap-868	182	9	.	.	PUNCT
ap-868	183	1	the	the	DET
ap-868	183	2	collected	collect	VERB
ap-868	183	3	defects	defect	NOUN
ap-868	183	4	are	be	AUX
ap-868	183	5	stored	store	VERB
ap-868	183	6	in	in	ADP
ap-868	183	7	a	a	DET
ap-868	183	8	uniform	uniform	ADJ
ap-868	183	9	database	database	NOUN
ap-868	183	10	.	.	PUNCT
ap-868	184	1	therefore	therefore	ADV
ap-868	184	2	,	,	PUNCT
ap-868	184	3	the	the	DET
ap-868	184	4	data	datum	NOUN
ap-868	184	5	of	of	ADP
ap-868	184	6	defects	defect	NOUN
ap-868	184	7	can	can	AUX
ap-868	184	8	be	be	AUX
ap-868	184	9	easily	easily	ADV
ap-868	184	10	handled	handle	VERB
ap-868	184	11	by	by	ADP
ap-868	184	12	the	the	DET
ap-868	184	13	software	software	NOUN
ap-868	184	14	.	.	PUNCT
ap-868	185	1	the	the	DET
ap-868	185	2	core	core	NOUN
ap-868	185	3	components	component	NOUN
ap-868	185	4	,	,	PUNCT
ap-868	185	5	feature	feature	NOUN
ap-868	185	6	extraction	extraction	NOUN
ap-868	185	7	and	and	CCONJ
ap-868	185	8	classifier	classifier	NOUN
ap-868	185	9	design	design	NOUN
ap-868	185	10	,	,	PUNCT
ap-868	185	11	are	be	AUX
ap-868	185	12	implemented	implement	VERB
ap-868	185	13	independently	independently	ADV
ap-868	185	14	.	.	PUNCT
ap-868	186	1	they	they	PRON
ap-868	186	2	service	service	VERB
ap-868	186	3	not	not	PART
ap-868	186	4	only	only	ADV
ap-868	186	5	our	our	PRON
ap-868	186	6	simulation	simulation	NOUN
ap-868	186	7	software	software	NOUN
ap-868	186	8	platform	platform	NOUN
ap-868	186	9	offline	offline	NOUN
ap-868	186	10	but	but	CCONJ
ap-868	186	11	also	also	ADV
ap-868	186	12	can	can	AUX
ap-868	186	13	be	be	AUX
ap-868	186	14	integrated	integrate	VERB
ap-868	186	15	into	into	ADP
ap-868	186	16	the	the	DET
ap-868	186	17	vision	vision	NOUN
ap-868	186	18	system	system	NOUN
ap-868	186	19	and	and	CCONJ
ap-868	186	20	work	work	VERB
ap-868	186	21	online	online	ADV
ap-868	186	22	.	.	PUNCT
ap-868	187	1	the	the	DET
ap-868	187	2	modularity	modularity	NOUN
ap-868	187	3	of	of	ADP
ap-868	187	4	the	the	DET
ap-868	187	5	software	software	NOUN
ap-868	187	6	ensures	ensure	VERB
ap-868	187	7	that	that	SCONJ
ap-868	187	8	the	the	DET
ap-868	187	9	vision	vision	NOUN
ap-868	187	10	system	system	NOUN
ap-868	187	11	has	have	VERB
ap-868	187	12	the	the	DET
ap-868	187	13	capability	capability	NOUN
ap-868	187	14	of	of	ADP
ap-868	187	15	self	self	NOUN
ap-868	187	16	-	-	PUNCT
ap-868	187	17	learning	learning	NOUN
ap-868	187	18	and	and	CCONJ
ap-868	187	19	extendibility	extendibility	NOUN
ap-868	187	20	to	to	ADP
ap-868	187	21	other	other	ADJ
ap-868	187	22	applications	application	NOUN
ap-868	187	23	.	.	PUNCT
ap-868	188	1	acknowledgment	acknowledgment	NOUN
ap-868	188	2	this	this	DET
ap-868	188	3	research	research	NOUN
ap-868	188	4	and	and	CCONJ
ap-868	188	5	development	development	NOUN
ap-868	188	6	project	project	NOUN
ap-868	188	7	is	be	AUX
ap-868	188	8	funded	fund	VERB
ap-868	188	9	by	by	ADP
ap-868	188	10	the	the	DET
ap-868	188	11	“	"	PUNCT
ap-868	188	12	bundesministerium	bundesministerium	NOUN
ap-868	188	13	für	für	NOUN
ap-868	188	14	bildung	bildung	PROPN
ap-868	188	15	und	und	PROPN
ap-868	188	16	forschung	forschung	PROPN
ap-868	188	17	”	"	PUNCT
ap-868	188	18	(	(	PUNCT
ap-868	188	19	bmbf	bmbf	NOUN
ap-868	188	20	)	)	PUNCT
ap-868	188	21	within	within	ADP
ap-868	188	22	the	the	DET
ap-868	188	23	framework	framework	NOUN
ap-868	188	24	of	of	ADP
ap-868	188	25	“	"	PUNCT
ap-868	188	26	research	research	NOUN
ap-868	188	27	for	for	ADP
ap-868	188	28	the	the	DET
ap-868	188	29	production	production	NOUN
ap-868	188	30	of	of	ADP
ap-868	188	31	tomorrow	tomorrow	NOUN
ap-868	188	32	”	"	PUNCT
ap-868	188	33	and	and	CCONJ
ap-868	188	34	supervised	supervise	VERB
ap-868	188	35	by	by	ADP
ap-868	188	36	the	the	DET
ap-868	188	37	project	project	NOUN
ap-868	188	38	supporter	supporter	NOUN
ap-868	188	39	of	of	ADP
ap-868	188	40	the	the	DET
ap-868	188	41	bmbf	bmbf	NOUN
ap-868	188	42	for	for	ADP
ap-868	188	43	production	production	NOUN
ap-868	188	44	and	and	CCONJ
ap-868	188	45	manufacturing	manufacturing	NOUN
ap-868	188	46	technologies	technology	NOUN
ap-868	188	47	(	(	PUNCT
ap-868	188	48	pft	pft	PROPN
ap-868	188	49	)	)	PUNCT
ap-868	188	50	,	,	PUNCT
ap-868	188	51	research	research	NOUN
ap-868	188	52	centre	centre	NOUN
ap-868	188	53	in	in	ADP
ap-868	188	54	karlsruhe	karlsruhe	PROPN
ap-868	188	55	.	.	PUNCT
ap-868	189	1	references	reference	NOUN
ap-868	189	2	[	[	X
ap-868	189	3	1	1	NUM
ap-868	189	4	]	]	X
ap-868	189	5	haykin	haykin	PROPN
ap-868	189	6	,	,	PUNCT
ap-868	189	7	s.	s.	PROPN
ap-868	189	8	:	:	PUNCT
ap-868	189	9	neural	neural	ADJ
ap-868	189	10	networks	network	NOUN
ap-868	189	11	–	–	PUNCT
ap-868	189	12	a	a	DET
ap-868	189	13	comprehensive	comprehensive	ADJ
ap-868	189	14	foundation	foundation	NOUN
ap-868	189	15	.	.	PUNCT
ap-868	190	1	macmillan	macmillan	PROPN
ap-868	190	2	college	college	PROPN
ap-868	190	3	publ	publ	PROPN
ap-868	190	4	.	.	PUNCT
ap-868	191	1	co.	co.	PROPN
ap-868	191	2	,	,	PUNCT
ap-868	191	3	1995	1995	NUM
ap-868	191	4	.	.	PUNCT
ap-868	192	1	[	[	X
ap-868	192	2	2	2	NUM
ap-868	192	3	]	]	X
ap-868	192	4	vapnik	vapnik	X
ap-868	192	5	,	,	PUNCT
ap-868	192	6	v.	v.	ADV
ap-868	192	7	:	:	PUNCT
ap-868	192	8	the	the	DET
ap-868	192	9	nature	nature	NOUN
ap-868	192	10	of	of	ADP
ap-868	192	11	statistical	statistical	ADJ
ap-868	192	12	learning	learning	NOUN
ap-868	192	13	theory	theory	NOUN
ap-868	192	14	.	.	PUNCT
ap-868	193	1	new	new	PROPN
ap-868	193	2	york	york	PROPN
ap-868	193	3	:	:	PUNCT
ap-868	193	4	springer	springer	NOUN
ap-868	193	5	,	,	PUNCT
ap-868	193	6	2000	2000	NUM
ap-868	193	7	.	.	PUNCT
ap-868	194	1	[	[	X
ap-868	194	2	3	3	NUM
ap-868	194	3	]	]	X
ap-868	194	4	zhang	zhang	PROPN
ap-868	194	5	,	,	PUNCT
ap-868	194	6	x.	x.	PROPN
ap-868	194	7	,	,	PUNCT
ap-868	194	8	krewet	krewet	PROPN
ap-868	194	9	,	,	PUNCT
ap-868	194	10	c.	c.	PROPN
ap-868	194	11	;	;	PUNCT
ap-868	194	12	kuhlenkötter	kuhlenkötter	PROPN
ap-868	194	13	,	,	PUNCT
ap-868	194	14	b.	b.	PROPN
ap-868	194	15	:	:	PUNCT
ap-868	194	16	automatic	automatic	ADJ
ap-868	194	17	classification	classification	NOUN
ap-868	194	18	of	of	ADP
ap-868	194	19	defects	defect	NOUN
ap-868	194	20	on	on	ADP
ap-868	194	21	the	the	DET
ap-868	194	22	product	product	NOUN
ap-868	194	23	surface	surface	NOUN
ap-868	194	24	in	in	ADP
ap-868	194	25	grinding	grind	VERB
ap-868	194	26	and	and	CCONJ
ap-868	194	27	polishing	polishing	NOUN
ap-868	194	28	.	.	PUNCT
ap-868	195	1	international	international	ADJ
ap-868	195	2	journal	journal	PROPN
ap-868	195	3	of	of	ADP
ap-868	195	4	machine	machine	NOUN
ap-868	195	5	tools	tool	NOUN
ap-868	195	6	and	and	CCONJ
ap-868	195	7	manufacture	manufacture	NOUN
ap-868	195	8	.	.	PUNCT
ap-868	196	1	vol	vol	NOUN
ap-868	196	2	.	.	PUNCT
ap-868	197	1	46	46	NUM
ap-868	197	2	(	(	PUNCT
ap-868	197	3	2006	2006	NUM
ap-868	197	4	)	)	PUNCT
ap-868	197	5	,	,	PUNCT
ap-868	197	6	no	no	INTJ
ap-868	197	7	.	.	NOUN
ap-868	197	8	1	1	NUM
ap-868	197	9	,	,	PUNCT
ap-868	197	10	p.	p.	NOUN
ap-868	197	11	59–69	59–69	NUM
ap-868	197	12	.	.	PUNCT
ap-868	198	1	[	[	X
ap-868	198	2	4	4	NUM
ap-868	198	3	]	]	X
ap-868	198	4	haralick	haralick	NOUN
ap-868	198	5	,	,	PUNCT
ap-868	198	6	r.	r.	PROPN
ap-868	198	7	m.	m.	PROPN
ap-868	198	8	:	:	PUNCT
ap-868	198	9	statistical	statistical	ADJ
ap-868	198	10	and	and	CCONJ
ap-868	198	11	structural	structural	ADJ
ap-868	198	12	approaches	approach	NOUN
ap-868	198	13	to	to	ADP
ap-868	198	14	texture	texture	NOUN
ap-868	198	15	.	.	PUNCT
ap-868	199	1	in	in	ADP
ap-868	199	2	:	:	PUNCT
ap-868	199	3	“	"	PUNCT
ap-868	199	4	proceeding	proceeding	NOUN
ap-868	199	5	of	of	ADP
ap-868	199	6	ieee	ieee	PROPN
ap-868	199	7	bd	bd	PROPN
ap-868	199	8	.	.	PROPN
ap-868	199	9	67	67	NUM
ap-868	199	10	”	"	PUNCT
ap-868	199	11	,	,	PUNCT
ap-868	199	12	1979	1979	NUM
ap-868	199	13	,	,	PUNCT
ap-868	199	14	p.	p.	NOUN
ap-868	199	15	786–804	786–804	NUM
ap-868	199	16	.	.	PUNCT
ap-868	200	1	[	[	X
ap-868	200	2	5	5	NUM
ap-868	200	3	]	]	PUNCT
ap-868	200	4	laws	law	NOUN
ap-868	200	5	,	,	PUNCT
ap-868	200	6	k.	k.	PROPN
ap-868	200	7	:	:	PUNCT
ap-868	200	8	textured	texture	VERB
ap-868	200	9	image	image	NOUN
ap-868	200	10	segmentation	segmentation	NOUN
ap-868	200	11	.	.	PUNCT
ap-868	201	1	phd	phd	NOUN
ap-868	201	2	dissertation	dissertation	NOUN
ap-868	201	3	,	,	PUNCT
ap-868	201	4	university	university	NOUN
ap-868	201	5	of	of	ADP
ap-868	201	6	southern	southern	PROPN
ap-868	201	7	california	california	PROPN
ap-868	201	8	,	,	PUNCT
ap-868	201	9	1980	1980	NUM
ap-868	201	10	.	.	PUNCT
ap-868	202	1	[	[	X
ap-868	202	2	6	6	NUM
ap-868	202	3	]	]	X
ap-868	202	4	daugman	daugman	PROPN
ap-868	202	5	,	,	PUNCT
ap-868	202	6	j.	j.	PROPN
ap-868	202	7	g.	g.	PROPN
ap-868	202	8	:	:	PUNCT
ap-868	202	9	complete	complete	VERB
ap-868	202	10	discrete	discrete	ADJ
ap-868	202	11	2d	2d	NUM
ap-868	202	12	gabor	gabor	NOUN
ap-868	202	13	transformation	transformation	NOUN
ap-868	202	14	by	by	ADP
ap-868	202	15	neural	neural	ADJ
ap-868	202	16	networks	network	NOUN
ap-868	202	17	for	for	ADP
ap-868	202	18	image	image	NOUN
ap-868	202	19	analysis	analysis	NOUN
ap-868	202	20	and	and	CCONJ
ap-868	202	21	compression	compression	NOUN
ap-868	202	22	.	.	PUNCT
ap-868	203	1	ieee	ieee	NOUN
ap-868	203	2	transactions	transaction	NOUN
ap-868	203	3	on	on	ADP
ap-868	203	4	acoustics	acoustic	NOUN
ap-868	203	5	,	,	PUNCT
ap-868	203	6	speech	speech	NOUN
ap-868	203	7	and	and	CCONJ
ap-868	203	8	signal	signal	NOUN
ap-868	203	9	processing	processing	NOUN
ap-868	203	10	.	.	PUNCT
ap-868	204	1	vol	vol	NOUN
ap-868	204	2	.	.	PROPN
ap-868	205	1	36	36	NUM
ap-868	205	2	(	(	PUNCT
ap-868	205	3	1988	1988	NUM
ap-868	205	4	)	)	PUNCT
ap-868	205	5	,	,	PUNCT
ap-868	205	6	no	no	INTJ
ap-868	205	7	.	.	NOUN
ap-868	205	8	7	7	NUM
ap-868	205	9	,	,	PUNCT
ap-868	205	10	p.	p.	NOUN
ap-868	205	11	1169–1179	1169–1179	NUM
ap-868	205	12	.	.	PUNCT
ap-868	206	1	dr.-ing	dr.-e	VERB
ap-868	206	2	.	.	PUNCT
ap-868	207	1	bernd	bernd	PROPN
ap-868	207	2	kuhlenkötter	kuhlenkötter	PROPN
ap-868	207	3	phone	phone	PROPN
ap-868	207	4	:	:	PUNCT
ap-868	207	5	+490	+490	NUM
ap-868	207	6	231	231	NUM
ap-868	207	7	755	755	NUM
ap-868	207	8	5615	5615	NUM
ap-868	207	9	e	e	NOUN
ap-868	207	10	-	-	NOUN
ap-868	207	11	mail	mail	NOUN
ap-868	207	12	:	:	PUNCT
ap-868	207	13	bernd.kuhlenkoetter@udo.edu	bernd.kuhlenkoetter@udo.edu	PROPN
ap-868	207	14	m.-eng	m.-eng	PROPN
ap-868	207	15	.	.	PUNCT
ap-868	208	1	xiang	xiang	PROPN
ap-868	208	2	zhang	zhang	PROPN
ap-868	208	3	dipl.-ing	dipl.-ing	PROPN
ap-868	208	4	.	.	PUNCT
ap-868	209	1	carsten	carsten	PROPN
ap-868	209	2	krewet	krewet	PROPN
ap-868	209	3	industrial	industrial	PROPN
ap-868	209	4	robotics	robotic	NOUN
ap-868	209	5	and	and	CCONJ
ap-868	209	6	handling	handle	VERB
ap-868	209	7	systems	system	NOUN
ap-868	209	8	robotics	robotic	NOUN
ap-868	209	9	research	research	PROPN
ap-868	209	10	institute	institute	PROPN
ap-868	209	11	dortmund	dortmund	PROPN
ap-868	209	12	university	university	PROPN
ap-868	209	13	otto	otto	PROPN
ap-868	209	14	hahn	hahn	PROPN
ap-868	209	15	-	-	PUNCT
ap-868	209	16	strasse	strasse	PROPN
ap-868	209	17	8	8	NUM
ap-868	209	18	44221	44221	NUM
ap-868	209	19	dortmund	dortmund	NOUN
ap-868	209	20	,	,	PUNCT
ap-868	209	21	germany	germany	PROPN
ap-868	209	22	14	14	NUM
ap-868	209	23	©	©	PROPN
ap-868	209	24	czech	czech	PROPN
ap-868	209	25	technical	technical	PROPN
ap-868	209	26	university	university	PROPN
ap-868	209	27	publishing	publishing	NOUN
ap-868	209	28	house	house	NOUN
ap-868	209	29	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-868	209	30	acta	acta	PROPN
ap-868	209	31	polytechnica	polytechnica	PROPN
ap-868	209	32	vol	vol	NOUN
ap-868	209	33	.	.	PUNCT
ap-868	210	1	46	46	NUM
ap-868	210	2	no	no	INTJ
ap-868	210	3	.	.	PUNCT
ap-868	211	1	5/2006	5/2006	NUM