id	sid	tid	token	lemma	pos
ap-506	1	1	ap04_1.vp	ap04_1.vp	NOUN
ap-506	1	2	1	1	NUM
ap-506	1	3	introduction	introduction	NOUN
ap-506	1	4	not	not	PART
ap-506	1	5	only	only	ADV
ap-506	1	6	is	be	AUX
ap-506	1	7	stellar	stellar	ADJ
ap-506	1	8	astronomy	astronomy	NOUN
ap-506	1	9	the	the	DET
ap-506	1	10	oldest	old	ADJ
ap-506	1	11	topic	topic	NOUN
ap-506	1	12	in	in	ADP
ap-506	1	13	astronomical	astronomical	ADJ
ap-506	1	14	studies	study	NOUN
ap-506	1	15	,	,	PUNCT
ap-506	1	16	but	but	CCONJ
ap-506	1	17	it	it	PRON
ap-506	1	18	continues	continue	VERB
ap-506	1	19	to	to	PART
ap-506	1	20	be	be	AUX
ap-506	1	21	of	of	ADP
ap-506	1	22	importance	importance	NOUN
ap-506	1	23	in	in	ADP
ap-506	1	24	astronomical	astronomical	ADJ
ap-506	1	25	research	research	NOUN
ap-506	1	26	.	.	PUNCT
ap-506	2	1	this	this	PRON
ap-506	2	2	is	be	AUX
ap-506	2	3	because	because	SCONJ
ap-506	2	4	stars	star	NOUN
ap-506	2	5	are	be	AUX
ap-506	2	6	the	the	DET
ap-506	2	7	principle	principle	ADJ
ap-506	2	8	objects	object	NOUN
ap-506	2	9	from	from	ADP
ap-506	2	10	which	which	PRON
ap-506	2	11	others	other	NOUN
ap-506	2	12	are	be	AUX
ap-506	2	13	formed	form	VERB
ap-506	2	14	(	(	PUNCT
ap-506	2	15	binary	binary	ADJ
ap-506	2	16	and	and	CCONJ
ap-506	2	17	multiple	multiple	ADJ
ap-506	2	18	star	star	NOUN
ap-506	2	19	systems	system	NOUN
ap-506	2	20	,	,	PUNCT
ap-506	2	21	star	star	NOUN
ap-506	2	22	clusters	cluster	NOUN
ap-506	2	23	and	and	CCONJ
ap-506	2	24	galaxies	galaxy	NOUN
ap-506	2	25	)	)	PUNCT
ap-506	2	26	.	.	PUNCT
ap-506	3	1	stellar	stellar	ADJ
ap-506	3	2	imaging	imaging	NOUN
ap-506	3	3	has	have	AUX
ap-506	3	4	become	become	VERB
ap-506	3	5	an	an	DET
ap-506	3	6	essential	essential	ADJ
ap-506	3	7	and	and	CCONJ
ap-506	3	8	effective	effective	ADJ
ap-506	3	9	technique	technique	NOUN
ap-506	3	10	in	in	ADP
ap-506	3	11	astronomy	astronomy	NOUN
ap-506	3	12	since	since	SCONJ
ap-506	3	13	the	the	DET
ap-506	3	14	invention	invention	NOUN
ap-506	3	15	of	of	ADP
ap-506	3	16	photographic	photographic	ADJ
ap-506	3	17	plates	plate	NOUN
ap-506	3	18	.	.	PUNCT
ap-506	4	1	its	its	PRON
ap-506	4	2	importance	importance	NOUN
ap-506	4	3	increased	increase	VERB
ap-506	4	4	with	with	ADP
ap-506	4	5	the	the	DET
ap-506	4	6	advent	advent	NOUN
ap-506	4	7	of	of	ADP
ap-506	4	8	sophisticated	sophisticated	ADJ
ap-506	4	9	low	low	ADJ
ap-506	4	10	light	light	ADJ
ap-506	4	11	level	level	NOUN
ap-506	4	12	two	two	NUM
ap-506	4	13	dimension	dimension	NOUN
ap-506	4	14	detectors	detector	NOUN
ap-506	4	15	such	such	ADJ
ap-506	4	16	as	as	ADP
ap-506	4	17	image	image	NOUN
ap-506	4	18	intensifier	intensifier	NOUN
ap-506	4	19	tubes	tube	NOUN
ap-506	4	20	(	(	PUNCT
ap-506	4	21	iits	iit	NOUN
ap-506	4	22	)	)	PUNCT
ap-506	4	23	and	and	CCONJ
ap-506	4	24	charge	charge	NOUN
ap-506	4	25	coupled	couple	VERB
ap-506	4	26	devices	device	NOUN
ap-506	4	27	(	(	PUNCT
ap-506	4	28	ccds	ccds	PROPN
ap-506	4	29	)	)	PUNCT
ap-506	4	30	.	.	PUNCT
ap-506	5	1	by	by	ADP
ap-506	5	2	the	the	DET
ap-506	5	3	end	end	NOUN
ap-506	5	4	of	of	ADP
ap-506	5	5	the	the	DET
ap-506	5	6	1970	1970	NUM
ap-506	5	7	’s	’s	NOUN
ap-506	5	8	,	,	PUNCT
ap-506	5	9	astronomical	astronomical	ADJ
ap-506	5	10	optical	optical	ADJ
ap-506	5	11	observations	observation	NOUN
ap-506	5	12	had	have	AUX
ap-506	5	13	made	make	VERB
ap-506	5	14	a	a	DET
ap-506	5	15	great	great	ADJ
ap-506	5	16	leap	leap	NOUN
ap-506	5	17	with	with	ADP
ap-506	5	18	the	the	DET
ap-506	5	19	use	use	NOUN
ap-506	5	20	of	of	ADP
ap-506	5	21	cameras	camera	NOUN
ap-506	5	22	equipped	equip	VERB
ap-506	5	23	with	with	ADP
ap-506	5	24	ccd	ccd	NOUN
ap-506	5	25	chips	chip	NOUN
ap-506	5	26	after	after	ADP
ap-506	5	27	their	their	PRON
ap-506	5	28	invention	invention	NOUN
ap-506	5	29	at	at	ADP
ap-506	5	30	the	the	DET
ap-506	5	31	bell	bell	NOUN
ap-506	5	32	lab	lab	NOUN
ap-506	5	33	.	.	PUNCT
ap-506	6	1	by	by	ADP
ap-506	6	2	w.	w.	PROPN
ap-506	6	3	boyle	boyle	PROPN
ap-506	6	4	and	and	CCONJ
ap-506	6	5	g.	g.	PROPN
ap-506	6	6	smith	smith	PROPN
ap-506	7	1	[	[	X
ap-506	7	2	1	1	NUM
ap-506	7	3	]	]	PUNCT
ap-506	7	4	.	.	PUNCT
ap-506	8	1	this	this	PRON
ap-506	8	2	may	may	AUX
ap-506	8	3	be	be	AUX
ap-506	8	4	attributed	attribute	VERB
ap-506	8	5	to	to	ADP
ap-506	8	6	reasons	reason	NOUN
ap-506	8	7	such	such	ADJ
ap-506	8	8	as	as	ADP
ap-506	8	9	superior	superior	ADJ
ap-506	8	10	quantum	quantum	NOUN
ap-506	8	11	efficiency	efficiency	NOUN
ap-506	8	12	,	,	PUNCT
ap-506	8	13	large	large	ADJ
ap-506	8	14	dynamic	dynamic	ADJ
ap-506	8	15	and	and	CCONJ
ap-506	8	16	spectral	spectral	ADJ
ap-506	8	17	sensitivity	sensitivity	NOUN
ap-506	8	18	ranges	range	NOUN
ap-506	8	19	,	,	PUNCT
ap-506	8	20	fairly	fairly	ADV
ap-506	8	21	uniform	uniform	ADJ
ap-506	8	22	response	response	NOUN
ap-506	8	23	,	,	PUNCT
ap-506	8	24	high	high	ADJ
ap-506	8	25	linearity	linearity	NOUN
ap-506	8	26	and	and	CCONJ
ap-506	8	27	relatively	relatively	ADV
ap-506	8	28	low	low	ADJ
ap-506	8	29	noise	noise	NOUN
ap-506	8	30	in	in	ADP
ap-506	8	31	comparison	comparison	NOUN
ap-506	8	32	with	with	ADP
ap-506	8	33	other	other	ADJ
ap-506	8	34	detectors	detector	NOUN
ap-506	8	35	,	,	PUNCT
ap-506	8	36	particularly	particularly	ADV
ap-506	8	37	photographic	photographic	ADJ
ap-506	8	38	plates	plate	NOUN
ap-506	8	39	.	.	PUNCT
ap-506	9	1	in	in	ADP
ap-506	9	2	addition	addition	NOUN
ap-506	9	3	,	,	PUNCT
ap-506	9	4	digital	digital	ADJ
ap-506	9	5	image	image	NOUN
ap-506	9	6	data	datum	NOUN
ap-506	9	7	is	be	AUX
ap-506	9	8	directly	directly	ADV
ap-506	9	9	accessible	accessible	ADJ
ap-506	9	10	with	with	ADP
ap-506	9	11	no	no	DET
ap-506	9	12	need	need	NOUN
ap-506	9	13	for	for	ADP
ap-506	9	14	measurement	measurement	NOUN
ap-506	9	15	or	or	CCONJ
ap-506	9	16	for	for	ADP
ap-506	9	17	cumbersome	cumbersome	ADJ
ap-506	9	18	and	and	CCONJ
ap-506	9	19	imprecise	imprecise	ADJ
ap-506	9	20	calibration	calibration	NOUN
ap-506	9	21	.	.	PUNCT
ap-506	10	1	the	the	DET
ap-506	10	2	invention	invention	NOUN
ap-506	10	3	of	of	ADP
ap-506	10	4	ccd	ccd	NOUN
ap-506	10	5	chips	chip	NOUN
ap-506	10	6	and	and	CCONJ
ap-506	10	7	their	their	PRON
ap-506	10	8	use	use	NOUN
ap-506	10	9	coincided	coincide	VERB
ap-506	10	10	with	with	ADP
ap-506	10	11	great	great	ADJ
ap-506	10	12	advances	advance	NOUN
ap-506	10	13	in	in	ADP
ap-506	10	14	of	of	ADP
ap-506	10	15	electronic	electronic	ADJ
ap-506	10	16	computing	computing	NOUN
ap-506	10	17	machines	machine	NOUN
ap-506	10	18	.	.	PUNCT
ap-506	11	1	as	as	ADP
ap-506	11	2	a	a	DET
ap-506	11	3	consequence	consequence	NOUN
ap-506	11	4	of	of	ADP
ap-506	11	5	these	these	DET
ap-506	11	6	advances	advance	NOUN
ap-506	11	7	,	,	PUNCT
ap-506	11	8	tremendous	tremendous	ADJ
ap-506	11	9	astronomical	astronomical	ADJ
ap-506	11	10	images	image	NOUN
ap-506	11	11	have	have	AUX
ap-506	11	12	been	be	AUX
ap-506	11	13	acquired	acquire	VERB
ap-506	11	14	that	that	PRON
ap-506	11	15	need	need	VERB
ap-506	11	16	reliable	reliable	ADJ
ap-506	11	17	,	,	PUNCT
ap-506	11	18	precise	precise	ADJ
ap-506	11	19	and	and	CCONJ
ap-506	11	20	fast	fast	ADJ
ap-506	11	21	reduction	reduction	NOUN
ap-506	11	22	techniques	technique	NOUN
ap-506	11	23	and	and	CCONJ
ap-506	11	24	approaches	approach	NOUN
ap-506	11	25	.	.	PUNCT
ap-506	12	1	in	in	ADP
ap-506	12	2	the	the	DET
ap-506	12	3	astronomical	astronomical	ADJ
ap-506	12	4	community	community	NOUN
ap-506	12	5	various	various	ADJ
ap-506	12	6	methods	method	NOUN
ap-506	12	7	have	have	AUX
ap-506	12	8	been	be	AUX
ap-506	12	9	designed	design	VERB
ap-506	12	10	,	,	PUNCT
ap-506	12	11	developed	develop	VERB
ap-506	12	12	,	,	PUNCT
ap-506	12	13	coded	code	VERB
ap-506	12	14	and	and	CCONJ
ap-506	12	15	applied	apply	VERB
ap-506	12	16	.	.	PUNCT
ap-506	13	1	these	these	PRON
ap-506	13	2	are	be	AUX
ap-506	13	3	based	base	VERB
ap-506	13	4	on	on	ADP
ap-506	13	5	viewing	view	VERB
ap-506	13	6	the	the	DET
ap-506	13	7	star	star	NOUN
ap-506	13	8	image	image	NOUN
ap-506	13	9	through	through	ADP
ap-506	13	10	a	a	DET
ap-506	13	11	mathematical	mathematical	ADJ
ap-506	13	12	model	model	NOUN
ap-506	14	1	[	[	X
ap-506	14	2	2	2	NUM
ap-506	14	3	,	,	PUNCT
ap-506	14	4	3	3	NUM
ap-506	14	5	,	,	PUNCT
ap-506	14	6	4	4	NUM
ap-506	14	7	]	]	PUNCT
ap-506	14	8	,	,	PUNCT
ap-506	14	9	an	an	DET
ap-506	14	10	empirical	empirical	ADJ
ap-506	14	11	model	model	NOUN
ap-506	14	12	[	[	X
ap-506	14	13	5	5	NUM
ap-506	14	14	,	,	PUNCT
ap-506	14	15	6	6	NUM
ap-506	14	16	,	,	PUNCT
ap-506	14	17	7	7	NUM
ap-506	14	18	]	]	PUNCT
ap-506	14	19	or	or	CCONJ
ap-506	14	20	a	a	DET
ap-506	14	21	semi	semi	ADJ
ap-506	14	22	-	-	ADJ
ap-506	14	23	empirical	empirical	ADJ
ap-506	14	24	model	model	NOUN
ap-506	14	25	[	[	X
ap-506	14	26	8	8	NUM
ap-506	14	27	,	,	PUNCT
ap-506	14	28	9	9	NUM
ap-506	14	29	]	]	PUNCT
ap-506	14	30	.	.	PUNCT
ap-506	15	1	the	the	DET
ap-506	15	2	codes	code	NOUN
ap-506	15	3	based	base	VERB
ap-506	15	4	on	on	ADP
ap-506	15	5	these	these	DET
ap-506	15	6	models	model	NOUN
ap-506	15	7	,	,	PUNCT
ap-506	15	8	usually	usually	ADV
ap-506	15	9	a	a	DET
ap-506	15	10	bi	bi	ADJ
ap-506	15	11	-	-	ADJ
ap-506	15	12	variant	variant	ADJ
ap-506	15	13	gaussian	gaussian	ADJ
ap-506	15	14	function	function	NOUN
ap-506	15	15	,	,	PUNCT
ap-506	15	16	require	require	VERB
ap-506	15	17	a	a	DET
ap-506	15	18	user	user	NOUN
ap-506	15	19	-	-	PUNCT
ap-506	15	20	computer	computer	NOUN
ap-506	15	21	interface	interface	NOUN
ap-506	15	22	facility	facility	NOUN
ap-506	15	23	for	for	ADP
ap-506	15	24	providing	provide	VERB
ap-506	15	25	the	the	DET
ap-506	15	26	form	form	NOUN
ap-506	15	27	of	of	ADP
ap-506	15	28	the	the	DET
ap-506	15	29	model	model	NOUN
ap-506	15	30	adopted	adopt	VERB
ap-506	15	31	and	and	CCONJ
ap-506	15	32	also	also	ADV
ap-506	15	33	for	for	ADP
ap-506	15	34	setting	set	VERB
ap-506	15	35	the	the	DET
ap-506	15	36	initial	initial	ADJ
ap-506	15	37	values	value	NOUN
ap-506	15	38	of	of	ADP
ap-506	15	39	the	the	DET
ap-506	15	40	model	model	NOUN
ap-506	15	41	parameters	parameter	NOUN
ap-506	15	42	.	.	PUNCT
ap-506	16	1	several	several	ADJ
ap-506	16	2	runs	run	NOUN
ap-506	16	3	of	of	ADP
ap-506	16	4	such	such	ADJ
ap-506	16	5	codes	code	NOUN
ap-506	16	6	are	be	AUX
ap-506	16	7	necessary	necessary	ADJ
ap-506	16	8	to	to	PART
ap-506	16	9	optimise	optimise	VERB
ap-506	16	10	and	and	CCONJ
ap-506	16	11	derive	derive	VERB
ap-506	16	12	the	the	DET
ap-506	16	13	final	final	ADJ
ap-506	16	14	set	set	NOUN
ap-506	16	15	of	of	ADP
ap-506	16	16	parameters	parameter	NOUN
ap-506	16	17	,	,	PUNCT
ap-506	16	18	through	through	ADP
ap-506	16	19	some	some	DET
ap-506	16	20	non	non	ADJ
ap-506	16	21	-	-	ADJ
ap-506	16	22	linear	linear	ADJ
ap-506	16	23	fitting	fitting	ADJ
ap-506	16	24	process	process	NOUN
ap-506	16	25	,	,	PUNCT
ap-506	16	26	to	to	PART
ap-506	16	27	be	be	AUX
ap-506	16	28	applicable	applicable	ADJ
ap-506	16	29	for	for	ADP
ap-506	16	30	ccd	ccd	NOUN
ap-506	16	31	frame	frame	NOUN
ap-506	16	32	reduction	reduction	NOUN
ap-506	16	33	.	.	PUNCT
ap-506	17	1	such	such	ADJ
ap-506	17	2	circumstances	circumstance	NOUN
ap-506	17	3	require	require	VERB
ap-506	17	4	a	a	DET
ap-506	17	5	fast	fast	ADJ
ap-506	17	6	computing	compute	VERB
ap-506	17	7	machine	machine	NOUN
ap-506	17	8	provided	provide	VERB
ap-506	17	9	with	with	ADP
ap-506	17	10	a	a	DET
ap-506	17	11	large	large	ADJ
ap-506	17	12	memory	memory	NOUN
ap-506	17	13	and	and	CCONJ
ap-506	17	14	working	working	NOUN
ap-506	17	15	space	space	NOUN
ap-506	17	16	area	area	NOUN
ap-506	17	17	as	as	ADV
ap-506	17	18	well	well	ADV
ap-506	17	19	as	as	ADP
ap-506	17	20	an	an	DET
ap-506	17	21	expert	expert	NOUN
ap-506	17	22	user	user	NOUN
ap-506	17	23	.	.	PUNCT
ap-506	18	1	however	however	ADV
ap-506	18	2	,	,	PUNCT
ap-506	18	3	incorrect	incorrect	ADJ
ap-506	18	4	and/or	and/or	CCONJ
ap-506	18	5	false	false	ADJ
ap-506	18	6	results	result	NOUN
ap-506	18	7	are	be	AUX
ap-506	18	8	possible	possible	ADJ
ap-506	18	9	,	,	PUNCT
ap-506	18	10	mainly	mainly	ADV
ap-506	18	11	due	due	ADP
ap-506	18	12	to	to	ADP
ap-506	18	13	imprecise	imprecise	ADJ
ap-506	18	14	parameter	parameter	NOUN
ap-506	18	15	estimates	estimate	NOUN
ap-506	18	16	and/or	and/or	CCONJ
ap-506	18	17	improper	improper	ADJ
ap-506	18	18	user	user	NOUN
ap-506	18	19	intervention	intervention	NOUN
ap-506	18	20	.	.	PUNCT
ap-506	19	1	recently	recently	ADV
ap-506	19	2	,	,	PUNCT
ap-506	19	3	we	we	PRON
ap-506	19	4	have	have	AUX
ap-506	19	5	developed	develop	VERB
ap-506	19	6	two	two	NUM
ap-506	19	7	approaches	approach	NOUN
ap-506	19	8	employing	employ	VERB
ap-506	19	9	artificial	artificial	ADJ
ap-506	19	10	intelligence	intelligence	NOUN
ap-506	19	11	techniques	technique	NOUN
ap-506	19	12	to	to	PART
ap-506	19	13	recognise	recognise	VERB
ap-506	19	14	stellar	stellar	ADJ
ap-506	19	15	images	image	NOUN
ap-506	19	16	[	[	X
ap-506	19	17	10	10	NUM
ap-506	19	18	]	]	PUNCT
ap-506	19	19	besides	besides	SCONJ
ap-506	19	20	deriving	derive	VERB
ap-506	19	21	all	all	DET
ap-506	19	22	relevant	relevant	ADJ
ap-506	19	23	astronomical	astronomical	ADJ
ap-506	19	24	data	datum	NOUN
ap-506	19	25	[	[	X
ap-506	19	26	11	11	NUM
ap-506	19	27	]	]	PUNCT
ap-506	19	28	.	.	PUNCT
ap-506	20	1	in	in	ADP
ap-506	20	2	our	our	PRON
ap-506	20	3	previous	previous	ADJ
ap-506	20	4	communication	communication	NOUN
ap-506	20	5	[	[	X
ap-506	20	6	12	12	NUM
ap-506	20	7	]	]	PUNCT
ap-506	20	8	,	,	PUNCT
ap-506	20	9	hereinafter	hereinafter	NOUN
ap-506	20	10	paper	paper	NOUN
ap-506	20	11	i	i	PRON
ap-506	20	12	,	,	PUNCT
ap-506	20	13	an	an	DET
ap-506	20	14	artificial	artificial	ADJ
ap-506	20	15	neural	neural	ADJ
ap-506	20	16	network	network	NOUN
ap-506	20	17	based	base	VERB
ap-506	20	18	system	system	NOUN
ap-506	20	19	employing	employ	VERB
ap-506	20	20	a	a	DET
ap-506	20	21	unipolar	unipolar	ADJ
ap-506	20	22	function	function	NOUN
ap-506	20	23	was	be	AUX
ap-506	20	24	proposed	propose	VERB
ap-506	20	25	.	.	PUNCT
ap-506	21	1	very	very	ADV
ap-506	21	2	good	good	ADJ
ap-506	21	3	agreement	agreement	NOUN
ap-506	21	4	was	be	AUX
ap-506	21	5	achieved	achieve	VERB
ap-506	21	6	between	between	ADP
ap-506	21	7	the	the	DET
ap-506	21	8	results	result	NOUN
ap-506	21	9	of	of	ADP
ap-506	21	10	our	our	PRON
ap-506	21	11	system	system	NOUN
ap-506	21	12	and	and	CCONJ
ap-506	21	13	those	those	PRON
ap-506	21	14	obtained	obtain	VERB
ap-506	21	15	by	by	ADP
ap-506	21	16	applying	apply	VERB
ap-506	21	17	the	the	DET
ap-506	21	18	most	most	ADV
ap-506	21	19	widely	widely	ADV
ap-506	21	20	used	use	VERB
ap-506	21	21	software	software	NOUN
ap-506	21	22	in	in	ADP
ap-506	21	23	the	the	DET
ap-506	21	24	astronomical	astronomical	ADJ
ap-506	21	25	community	community	NOUN
ap-506	21	26	,	,	PUNCT
ap-506	21	27	daophot	daophot	NOUN
ap-506	21	28	-	-	PUNCT
ap-506	21	29	ii	ii	NOUN
ap-506	22	1	[	[	X
ap-506	22	2	13	13	NUM
ap-506	22	3	]	]	PUNCT
ap-506	22	4	,	,	PUNCT
ap-506	22	5	through	through	ADP
ap-506	22	6	application	application	NOUN
ap-506	22	7	on	on	ADP
ap-506	22	8	a	a	DET
ap-506	22	9	test	test	NOUN
ap-506	22	10	case	case	NOUN
ap-506	22	11	(	(	PUNCT
ap-506	22	12	a	a	DET
ap-506	22	13	ccd	ccd	NOUN
ap-506	22	14	frame	frame	NOUN
ap-506	22	15	of	of	ADP
ap-506	22	16	the	the	DET
ap-506	22	17	star	star	PROPN
ap-506	22	18	cluster	cluster	NOUN
ap-506	22	19	m67	m67	PROPN
ap-506	22	20	)	)	PUNCT
ap-506	22	21	.	.	PUNCT
ap-506	23	1	in	in	ADP
ap-506	23	2	addition	addition	NOUN
ap-506	23	3	,	,	PUNCT
ap-506	23	4	exact	exact	ADJ
ap-506	23	5	coincidence	coincidence	NOUN
ap-506	23	6	was	be	AUX
ap-506	23	7	found	find	VERB
ap-506	23	8	between	between	ADP
ap-506	23	9	the	the	DET
ap-506	23	10	results	result	NOUN
ap-506	23	11	of	of	ADP
ap-506	23	12	paper	paper	NOUN
ap-506	23	13	i	i	PRON
ap-506	23	14	and	and	CCONJ
ap-506	23	15	the	the	DET
ap-506	23	16	cluster	cluster	NOUN
ap-506	23	17	standard	standard	PROPN
ap-506	23	18	data	datum	NOUN
ap-506	23	19	found	find	VERB
ap-506	23	20	in	in	ADP
ap-506	23	21	the	the	DET
ap-506	23	22	astronomical	astronomical	ADJ
ap-506	23	23	literature	literature	NOUN
ap-506	23	24	and	and	CCONJ
ap-506	23	25	databases	database	NOUN
ap-506	23	26	.	.	PUNCT
ap-506	24	1	in	in	ADP
ap-506	24	2	the	the	DET
ap-506	24	3	present	present	ADJ
ap-506	24	4	work	work	NOUN
ap-506	24	5	,	,	PUNCT
ap-506	24	6	a	a	DET
ap-506	24	7	bipolar	bipolar	ADJ
ap-506	24	8	function	function	NOUN
ap-506	24	9	has	have	AUX
ap-506	24	10	been	be	AUX
ap-506	24	11	adopted	adopt	VERB
ap-506	24	12	and	and	CCONJ
ap-506	24	13	applied	apply	VERB
ap-506	24	14	on	on	ADP
ap-506	24	15	the	the	DET
ap-506	24	16	same	same	ADJ
ap-506	24	17	frame	frame	NOUN
ap-506	24	18	,	,	PUNCT
ap-506	24	19	and	and	CCONJ
ap-506	24	20	the	the	DET
ap-506	24	21	outcome	outcome	NOUN
ap-506	24	22	has	have	AUX
ap-506	24	23	been	be	AUX
ap-506	24	24	investigated	investigate	VERB
ap-506	24	25	and	and	CCONJ
ap-506	24	26	compared	compare	VERB
ap-506	24	27	with	with	ADP
ap-506	24	28	the	the	DET
ap-506	24	29	previous	previous	ADJ
ap-506	24	30	ones	one	NOUN
ap-506	24	31	.	.	PUNCT
ap-506	25	1	2	2	NUM
ap-506	25	2	the	the	DET
ap-506	25	3	problem	problem	NOUN
ap-506	25	4	and	and	CCONJ
ap-506	25	5	the	the	DET
ap-506	25	6	present	present	ADJ
ap-506	25	7	method	method	NOUN
ap-506	25	8	2.1	2.1	NUM
ap-506	25	9	the	the	DET
ap-506	25	10	problem	problem	NOUN
ap-506	25	11	as	as	SCONJ
ap-506	25	12	known	know	VERB
ap-506	25	13	and	and	CCONJ
ap-506	25	14	outlined	outline	VERB
ap-506	25	15	in	in	ADP
ap-506	25	16	paper	paper	NOUN
ap-506	25	17	i	i	PRON
ap-506	25	18	,	,	PUNCT
ap-506	25	19	a	a	DET
ap-506	25	20	ccd	ccd	NOUN
ap-506	25	21	frame	frame	NOUN
ap-506	25	22	may	may	AUX
ap-506	25	23	contain	contain	VERB
ap-506	25	24	entities	entity	NOUN
ap-506	25	25	that	that	PRON
ap-506	25	26	are	be	AUX
ap-506	25	27	images	image	NOUN
ap-506	25	28	of	of	ADP
ap-506	25	29	astronomical	astronomical	ADJ
ap-506	25	30	objects	object	NOUN
ap-506	25	31	(	(	PUNCT
ap-506	25	32	star	star	NOUN
ap-506	25	33	,	,	PUNCT
ap-506	25	34	galaxy	galaxy	NOUN
ap-506	25	35	,	,	PUNCT
ap-506	25	36	etc	etc	X
ap-506	25	37	.	.	X
ap-506	25	38	)	)	PUNCT
ap-506	25	39	as	as	ADV
ap-506	25	40	well	well	ADV
ap-506	25	41	as	as	ADP
ap-506	25	42	those	those	PRON
ap-506	25	43	caused	cause	VERB
ap-506	25	44	by	by	ADP
ap-506	25	45	other	other	ADJ
ap-506	25	46	sources	source	NOUN
ap-506	25	47	(	(	PUNCT
ap-506	25	48	cosmic	cosmic	ADJ
ap-506	25	49	rays	ray	NOUN
ap-506	25	50	,	,	PUNCT
ap-506	25	51	noise	noise	NOUN
ap-506	25	52	etc	etc	X
ap-506	25	53	.	.	PUNCT
ap-506	25	54	)	)	PUNCT
ap-506	25	55	.	.	PUNCT
ap-506	26	1	all	all	PRON
ap-506	26	2	of	of	ADP
ap-506	26	3	them	they	PRON
ap-506	26	4	are	be	AUX
ap-506	26	5	gathered	gather	VERB
ap-506	26	6	at	at	ADP
ap-506	26	7	the	the	DET
ap-506	26	8	same	same	ADJ
ap-506	26	9	time	time	NOUN
ap-506	26	10	and	and	CCONJ
ap-506	26	11	under	under	ADP
ap-506	26	12	the	the	DET
ap-506	26	13	same	same	ADJ
ap-506	26	14	atmospheric	atmospheric	ADJ
ap-506	26	15	and	and	CCONJ
ap-506	26	16	instrumental	instrumental	ADJ
ap-506	26	17	conditions	condition	NOUN
ap-506	26	18	.	.	PUNCT
ap-506	27	1	after	after	ADP
ap-506	27	2	acquiring	acquire	VERB
ap-506	27	3	an	an	DET
ap-506	27	4	image	image	NOUN
ap-506	27	5	,	,	PUNCT
ap-506	27	6	the	the	DET
ap-506	27	7	frame	frame	NOUN
ap-506	27	8	needs	need	VERB
ap-506	27	9	to	to	PART
ap-506	27	10	be	be	AUX
ap-506	27	11	reduced	reduce	VERB
ap-506	27	12	,	,	PUNCT
ap-506	27	13	first	first	ADV
ap-506	27	14	by	by	ADP
ap-506	27	15	identifying	identify	VERB
ap-506	27	16	the	the	DET
ap-506	27	17	stellar	stellar	ADJ
ap-506	27	18	images	image	NOUN
ap-506	27	19	among	among	ADP
ap-506	27	20	the	the	DET
ap-506	27	21	others	other	NOUN
ap-506	27	22	and	and	CCONJ
ap-506	27	23	then	then	ADV
ap-506	27	24	by	by	ADP
ap-506	27	25	deriving	derive	VERB
ap-506	27	26	their	their	PRON
ap-506	27	27	positions	position	NOUN
ap-506	27	28	and	and	CCONJ
ap-506	27	29	magnitudes	magnitude	NOUN
ap-506	27	30	.	.	PUNCT
ap-506	28	1	the	the	DET
ap-506	28	2	present	present	ADJ
ap-506	28	3	work	work	NOUN
ap-506	28	4	concerns	concern	VERB
ap-506	28	5	the	the	DET
ap-506	28	6	first	first	ADJ
ap-506	28	7	step	step	NOUN
ap-506	28	8	.	.	PUNCT
ap-506	29	1	this	this	PRON
ap-506	29	2	has	have	AUX
ap-506	29	3	been	be	AUX
ap-506	29	4	realised	realise	VERB
ap-506	29	5	by	by	ADP
ap-506	29	6	a	a	DET
ap-506	29	7	supervised	supervised	ADJ
ap-506	29	8	artificial	artificial	ADJ
ap-506	29	9	neural	neural	ADJ
ap-506	29	10	network	network	NOUN
ap-506	29	11	based	base	VERB
ap-506	29	12	system	system	NOUN
ap-506	29	13	(	(	PUNCT
ap-506	29	14	anns	anns	PROPN
ap-506	29	15	)	)	PUNCT
ap-506	29	16	as	as	ADP
ap-506	29	17	a	a	DET
ap-506	29	18	discriminating	discriminate	VERB
ap-506	29	19	approach	approach	NOUN
ap-506	29	20	.	.	PUNCT
ap-506	30	1	24	24	NUM
ap-506	30	2	©	©	PROPN
ap-506	30	3	czech	czech	PROPN
ap-506	30	4	technical	technical	PROPN
ap-506	30	5	university	university	PROPN
ap-506	30	6	publishing	publishing	NOUN
ap-506	30	7	house	house	NOUN
ap-506	30	8	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-506	30	9	acta	acta	PROPN
ap-506	30	10	polytechnica	polytechnica	PROPN
ap-506	30	11	vol	vol	NOUN
ap-506	30	12	.	.	PROPN
ap-506	31	1	44	44	NUM
ap-506	31	2	no	no	NOUN
ap-506	31	3	.	.	PUNCT
ap-506	32	1	1/2004	1/2004	NUM
ap-506	32	2	czech	czech	PROPN
ap-506	32	3	technical	technical	PROPN
ap-506	32	4	university	university	PROPN
ap-506	32	5	in	in	ADP
ap-506	32	6	prague	prague	NOUN
ap-506	32	7	stellar	stellar	ADJ
ap-506	32	8	image	image	NOUN
ap-506	32	9	interpretation	interpretation	NOUN
ap-506	32	10	system	system	NOUN
ap-506	32	11	using	use	VERB
ap-506	32	12	artificial	artificial	ADJ
ap-506	32	13	neural	neural	ADJ
ap-506	32	14	networks	network	NOUN
ap-506	32	15	:	:	PUNCT
ap-506	32	16	ii	ii	X
ap-506	32	17	–	–	PUNCT
ap-506	32	18	bi	bi	ADJ
ap-506	32	19	-	-	ADJ
ap-506	32	20	polar	polar	ADJ
ap-506	32	21	function	function	NOUN
ap-506	32	22	case	case	NOUN
ap-506	32	23	a.	a.	PROPN
ap-506	32	24	el	el	PROPN
ap-506	32	25	-	-	PROPN
ap-506	32	26	bassuny	bassuny	PROPN
ap-506	32	27	alawy	alawy	PROPN
ap-506	32	28	,	,	PUNCT
ap-506	32	29	f.	f.	PROPN
ap-506	32	30	i.	i.	PROPN
ap-506	32	31	y.	y.	PROPN
ap-506	32	32	elnagahy	elnagahy	PROPN
ap-506	32	33	,	,	PUNCT
ap-506	32	34	a.	a.	NOUN
ap-506	32	35	a.	a.	PROPN
ap-506	32	36	haroon	haroon	PROPN
ap-506	32	37	,	,	PUNCT
ap-506	32	38	y.	y.	PROPN
ap-506	32	39	a.	a.	PROPN
ap-506	32	40	azzam	azzam	PROPN
ap-506	32	41	,	,	PUNCT
ap-506	32	42	b.	b.	PROPN
ap-506	32	43	šimák	šimák	PROPN
ap-506	32	44	a	a	DET
ap-506	32	45	supervised	supervised	ADJ
ap-506	32	46	artificial	artificial	ADJ
ap-506	32	47	neural	neural	ADJ
ap-506	32	48	network	network	NOUN
ap-506	32	49	(	(	PUNCT
ap-506	32	50	ann	ann	PROPN
ap-506	32	51	)	)	PUNCT
ap-506	32	52	based	base	VERB
ap-506	32	53	system	system	NOUN
ap-506	32	54	is	be	AUX
ap-506	32	55	being	be	AUX
ap-506	32	56	developed	develop	VERB
ap-506	32	57	employing	employ	VERB
ap-506	32	58	the	the	DET
ap-506	32	59	bi	bi	ADJ
ap-506	32	60	-	-	ADJ
ap-506	32	61	polar	polar	ADJ
ap-506	32	62	function	function	NOUN
ap-506	32	63	for	for	ADP
ap-506	32	64	identifying	identify	VERB
ap-506	32	65	stellar	stellar	ADJ
ap-506	32	66	images	image	NOUN
ap-506	32	67	in	in	ADP
ap-506	32	68	ccd	ccd	NOUN
ap-506	32	69	frames	frame	NOUN
ap-506	32	70	.	.	PUNCT
ap-506	33	1	it	it	PRON
ap-506	33	2	is	be	AUX
ap-506	33	3	based	base	VERB
ap-506	33	4	on	on	ADP
ap-506	33	5	feed	feed	NOUN
ap-506	33	6	-	-	PUNCT
ap-506	33	7	forward	forward	ADV
ap-506	33	8	artificial	artificial	ADJ
ap-506	33	9	neural	neural	ADJ
ap-506	33	10	networks	network	NOUN
ap-506	33	11	with	with	ADP
ap-506	33	12	error	error	NOUN
ap-506	33	13	back	back	NOUN
ap-506	33	14	-	-	PUNCT
ap-506	33	15	propagation	propagation	NOUN
ap-506	33	16	learning	learning	NOUN
ap-506	33	17	.	.	PUNCT
ap-506	34	1	it	it	PRON
ap-506	34	2	has	have	AUX
ap-506	34	3	been	be	AUX
ap-506	34	4	coded	code	VERB
ap-506	34	5	in	in	ADP
ap-506	34	6	c	c	NOUN
ap-506	34	7	language	language	NOUN
ap-506	34	8	.	.	PUNCT
ap-506	35	1	the	the	DET
ap-506	35	2	learning	learning	NOUN
ap-506	35	3	process	process	NOUN
ap-506	35	4	was	be	AUX
ap-506	35	5	performed	perform	VERB
ap-506	35	6	on	on	ADP
ap-506	35	7	a	a	DET
ap-506	35	8	341	341	NUM
ap-506	35	9	input	input	NOUN
ap-506	35	10	pattern	pattern	NOUN
ap-506	35	11	set	set	VERB
ap-506	35	12	,	,	PUNCT
ap-506	35	13	while	while	SCONJ
ap-506	35	14	a	a	DET
ap-506	35	15	similar	similar	ADJ
ap-506	35	16	set	set	NOUN
ap-506	35	17	was	be	AUX
ap-506	35	18	used	use	VERB
ap-506	35	19	for	for	ADP
ap-506	35	20	testing	testing	NOUN
ap-506	35	21	.	.	PUNCT
ap-506	36	1	the	the	DET
ap-506	36	2	present	present	ADJ
ap-506	36	3	approach	approach	NOUN
ap-506	36	4	has	have	AUX
ap-506	36	5	been	be	AUX
ap-506	36	6	applied	apply	VERB
ap-506	36	7	on	on	ADP
ap-506	36	8	a	a	DET
ap-506	36	9	ccd	ccd	NOUN
ap-506	36	10	frame	frame	NOUN
ap-506	36	11	of	of	ADP
ap-506	36	12	the	the	DET
ap-506	36	13	open	open	PROPN
ap-506	36	14	star	star	PROPN
ap-506	36	15	cluster	cluster	NOUN
ap-506	36	16	m67	m67	NOUN
ap-506	36	17	.	.	PUNCT
ap-506	37	1	the	the	DET
ap-506	37	2	results	result	NOUN
ap-506	37	3	obtained	obtain	VERB
ap-506	37	4	have	have	AUX
ap-506	37	5	been	be	AUX
ap-506	37	6	discussed	discuss	VERB
ap-506	37	7	and	and	CCONJ
ap-506	37	8	compared	compare	VERB
ap-506	37	9	with	with	ADP
ap-506	37	10	those	those	PRON
ap-506	37	11	derived	derive	VERB
ap-506	37	12	in	in	ADP
ap-506	37	13	our	our	PRON
ap-506	37	14	previous	previous	ADJ
ap-506	37	15	work	work	NOUN
ap-506	37	16	employing	employ	VERB
ap-506	37	17	the	the	DET
ap-506	37	18	uni	uni	ADJ
ap-506	37	19	-	-	ADJ
ap-506	37	20	polar	polar	ADJ
ap-506	37	21	function	function	NOUN
ap-506	37	22	and	and	CCONJ
ap-506	37	23	by	by	ADP
ap-506	37	24	a	a	DET
ap-506	37	25	package	package	NOUN
ap-506	37	26	known	know	VERB
ap-506	37	27	in	in	ADP
ap-506	37	28	the	the	DET
ap-506	37	29	astronomical	astronomical	ADJ
ap-506	37	30	community	community	NOUN
ap-506	37	31	(	(	PUNCT
ap-506	37	32	daophot	daophot	PROPN
ap-506	37	33	-	-	PUNCT
ap-506	37	34	ii	ii	NOUN
ap-506	37	35	)	)	PUNCT
ap-506	37	36	.	.	PUNCT
ap-506	38	1	full	full	ADJ
ap-506	38	2	agreement	agreement	NOUN
ap-506	38	3	was	be	AUX
ap-506	38	4	found	find	VERB
ap-506	38	5	between	between	ADP
ap-506	38	6	the	the	DET
ap-506	38	7	present	present	ADJ
ap-506	38	8	approach	approach	NOUN
ap-506	38	9	,	,	PUNCT
ap-506	38	10	that	that	PRON
ap-506	38	11	of	of	ADP
ap-506	38	12	elnagahy	elnagahy	PROPN
ap-506	38	13	et	et	PROPN
ap-506	38	14	al	al	PROPN
ap-506	38	15	,	,	PUNCT
ap-506	38	16	and	and	CCONJ
ap-506	38	17	the	the	DET
ap-506	38	18	standard	standard	ADJ
ap-506	38	19	astronomical	astronomical	ADJ
ap-506	38	20	data	datum	NOUN
ap-506	38	21	for	for	ADP
ap-506	38	22	the	the	DET
ap-506	38	23	cluster	cluster	NOUN
ap-506	38	24	.	.	PUNCT
ap-506	39	1	it	it	PRON
ap-506	39	2	has	have	AUX
ap-506	39	3	been	be	AUX
ap-506	39	4	shown	show	VERB
ap-506	39	5	that	that	SCONJ
ap-506	39	6	the	the	DET
ap-506	39	7	developed	develop	VERB
ap-506	39	8	technique	technique	NOUN
ap-506	39	9	resembles	resemble	VERB
ap-506	39	10	that	that	PRON
ap-506	39	11	of	of	ADP
ap-506	39	12	the	the	DET
ap-506	39	13	uni	uni	ADJ
ap-506	39	14	-	-	ADJ
ap-506	39	15	polar	polar	ADJ
ap-506	39	16	function	function	NOUN
ap-506	39	17	,	,	PUNCT
ap-506	39	18	possessing	possess	VERB
ap-506	39	19	a	a	DET
ap-506	39	20	simple	simple	ADJ
ap-506	39	21	,	,	PUNCT
ap-506	39	22	much	much	ADV
ap-506	39	23	faster	fast	ADV
ap-506	39	24	yet	yet	CCONJ
ap-506	39	25	reliable	reliable	ADJ
ap-506	39	26	approach	approach	NOUN
ap-506	39	27	.	.	PUNCT
ap-506	40	1	moreover	moreover	ADV
ap-506	40	2	,	,	PUNCT
ap-506	40	3	neither	neither	CCONJ
ap-506	40	4	prior	prior	ADJ
ap-506	40	5	knowledge	knowledge	NOUN
ap-506	40	6	on	on	ADP
ap-506	40	7	,	,	PUNCT
ap-506	40	8	nor	nor	CCONJ
ap-506	40	9	initial	initial	ADJ
ap-506	40	10	data	datum	NOUN
ap-506	40	11	from	from	ADP
ap-506	40	12	,	,	PUNCT
ap-506	40	13	the	the	DET
ap-506	40	14	frame	frame	NOUN
ap-506	40	15	to	to	PART
ap-506	40	16	be	be	AUX
ap-506	40	17	analysed	analyse	VERB
ap-506	40	18	is	be	AUX
ap-506	40	19	required	require	VERB
ap-506	40	20	,	,	PUNCT
ap-506	40	21	as	as	SCONJ
ap-506	40	22	it	it	PRON
ap-506	40	23	is	be	AUX
ap-506	40	24	for	for	ADP
ap-506	40	25	daophot	daophot	NOUN
ap-506	40	26	-	-	PUNCT
ap-506	40	27	ii	ii	NOUN
ap-506	40	28	.	.	PUNCT
ap-506	41	1	keywords	keyword	NOUN
ap-506	41	2	:	:	PUNCT
ap-506	41	3	neural	neural	ADJ
ap-506	41	4	networks	network	NOUN
ap-506	41	5	,	,	PUNCT
ap-506	41	6	knowledge	knowledge	NOUN
ap-506	41	7	-	-	PUNCT
ap-506	41	8	based	base	VERB
ap-506	41	9	system	system	NOUN
ap-506	41	10	,	,	PUNCT
ap-506	41	11	stellar	stellar	ADJ
ap-506	41	12	images	image	NOUN
ap-506	41	13	,	,	PUNCT
ap-506	41	14	image	image	NOUN
ap-506	41	15	processing	processing	NOUN
ap-506	41	16	.	.	PUNCT
ap-506	42	1	2.2	2.2	NUM
ap-506	42	2	the	the	DET
ap-506	42	3	architecture	architecture	NOUN
ap-506	42	4	of	of	ADP
ap-506	42	5	the	the	DET
ap-506	42	6	present	present	ADJ
ap-506	42	7	anns	anns	NOUN
ap-506	42	8	the	the	DET
ap-506	42	9	anns	anns	NOUN
ap-506	42	10	used	use	VERB
ap-506	42	11	here	here	ADV
ap-506	42	12	is	be	AUX
ap-506	42	13	similar	similar	ADJ
ap-506	42	14	to	to	ADP
ap-506	42	15	that	that	PRON
ap-506	42	16	adopted	adopt	VERB
ap-506	42	17	in	in	ADP
ap-506	42	18	paper	paper	NOUN
ap-506	42	19	i.	i.	NOUN
ap-506	42	20	it	it	PRON
ap-506	42	21	comprises	comprise	VERB
ap-506	42	22	the	the	DET
ap-506	42	23	two	two	NUM
ap-506	42	24	-	-	PUNCT
ap-506	42	25	layer	layer	NOUN
ap-506	42	26	forward	forward	ADJ
ap-506	42	27	network	network	NOUN
ap-506	42	28	depicted	depict	VERB
ap-506	42	29	in	in	ADP
ap-506	42	30	fig	fig	NOUN
ap-506	42	31	.	.	PUNCT
ap-506	43	1	1	1	X
ap-506	43	2	.	.	X
ap-506	43	3	it	it	PRON
ap-506	43	4	includes	include	VERB
ap-506	43	5	four	four	NUM
ap-506	43	6	and	and	CCONJ
ap-506	43	7	three	three	NUM
ap-506	43	8	neurones	neurone	NOUN
ap-506	43	9	for	for	ADP
ap-506	43	10	the	the	DET
ap-506	43	11	first	first	ADJ
ap-506	43	12	(	(	PUNCT
ap-506	43	13	hidden	hidden	ADJ
ap-506	43	14	)	)	PUNCT
ap-506	43	15	layer	layer	NOUN
ap-506	43	16	and	and	CCONJ
ap-506	43	17	the	the	DET
ap-506	43	18	second	second	ADJ
ap-506	43	19	(	(	PUNCT
ap-506	43	20	output	output	NOUN
ap-506	43	21	)	)	PUNCT
ap-506	43	22	layer	layer	NOUN
ap-506	43	23	,	,	PUNCT
ap-506	43	24	respectively	respectively	ADV
ap-506	43	25	.	.	PUNCT
ap-506	44	1	the	the	DET
ap-506	44	2	input	input	NOUN
ap-506	44	3	is	be	AUX
ap-506	44	4	zi	zi	NOUN
ap-506	44	5	(	(	PUNCT
ap-506	44	6	for	for	ADP
ap-506	44	7	i	i	PRON
ap-506	44	8	�	�	PROPN
ap-506	44	9	1	1	NUM
ap-506	44	10	to	to	ADP
ap-506	44	11	24	24	NUM
ap-506	44	12	)	)	PUNCT
ap-506	44	13	yielding	yield	VERB
ap-506	44	14	the	the	DET
ap-506	44	15	hidden	hide	VERB
ap-506	44	16	layer	layer	NOUN
ap-506	44	17	weight	weight	NOUN
ap-506	44	18	matrix	matrix	NOUN
ap-506	44	19	as	as	ADP
ap-506	44	20	v(4×24	v(4×24	ADV
ap-506	44	21	)	)	PUNCT
ap-506	44	22	and	and	CCONJ
ap-506	44	23	that	that	PRON
ap-506	44	24	of	of	ADP
ap-506	44	25	the	the	DET
ap-506	44	26	output	output	NOUN
ap-506	44	27	as	as	ADP
ap-506	44	28	w(3×4	w(3×4	PROPN
ap-506	44	29	)	)	PUNCT
ap-506	44	30	.	.	PUNCT
ap-506	45	1	these	these	PRON
ap-506	45	2	are	be	AUX
ap-506	45	3	illustrated	illustrate	VERB
ap-506	45	4	in	in	ADP
ap-506	45	5	the	the	DET
ap-506	45	6	figure	figure	NOUN
ap-506	45	7	,	,	PUNCT
ap-506	45	8	which	which	PRON
ap-506	45	9	also	also	ADV
ap-506	45	10	shows	show	VERB
ap-506	45	11	the	the	DET
ap-506	45	12	biases	bias	NOUN
ap-506	45	13	(	(	PUNCT
ap-506	45	14	v1,0	v1,0	PROPN
ap-506	45	15	,	,	PUNCT
ap-506	45	16	v2,0	v2,0	PROPN
ap-506	45	17	,	,	PUNCT
ap-506	45	18	v3,0	v3,0	PROPN
ap-506	45	19	&	&	CCONJ
ap-506	45	20	v4,0	v4,0	PROPN
ap-506	45	21	and	and	CCONJ
ap-506	45	22	w1,0	w1,0	PROPN
ap-506	45	23	,	,	PUNCT
ap-506	45	24	w2,0	w2,0	PROPN
ap-506	45	25	&	&	CCONJ
ap-506	45	26	w3,0	w3,0	PRON
ap-506	45	27	)	)	PUNCT
ap-506	45	28	for	for	ADP
ap-506	45	29	the	the	DET
ap-506	45	30	neurones	neurone	NOUN
ap-506	45	31	of	of	ADP
ap-506	45	32	the	the	DET
ap-506	45	33	layers	layer	NOUN
ap-506	45	34	.	.	PUNCT
ap-506	46	1	the	the	DET
ap-506	46	2	discriminating	discriminate	VERB
ap-506	46	3	function	function	NOUN
ap-506	46	4	adopted	adopt	VERB
ap-506	46	5	is	be	AUX
ap-506	46	6	one	one	NUM
ap-506	46	7	of	of	ADP
ap-506	46	8	the	the	DET
ap-506	46	9	known	know	VERB
ap-506	46	10	bi	bi	ADJ
ap-506	46	11	-	-	ADJ
ap-506	46	12	polar	polar	ADJ
ap-506	46	13	functions	function	NOUN
ap-506	46	14	given	give	VERB
ap-506	46	15	by	by	ADP
ap-506	46	16	the	the	DET
ap-506	46	17	hyperbolic	hyperbolic	ADJ
ap-506	46	18	tangent	tangent	NOUN
ap-506	46	19	function	function	NOUN
ap-506	46	20	as	as	ADP
ap-506	46	21	�	�	PROPN
ap-506	46	22	�	�	PROPN
ap-506	46	23	�	�	PROPN
ap-506	46	24	�	�	PROPN
ap-506	46	25	�	�	PROPN
ap-506	46	26	�	�	PROPN
ap-506	46	27	f	f	PROPN
ap-506	46	28	x	x	PUNCT
ap-506	46	29	e	e	X
ap-506	46	30	e	e	X
ap-506	46	31	x	x	SYM
ap-506	46	32	x	x	SYM
ap-506	46	33	�	�	PROPN
ap-506	46	34	�	�	PROPN
ap-506	46	35	�	�	PROPN
ap-506	46	36	�	�	PROPN
ap-506	46	37	�	�	PROPN
ap-506	46	38	1	1	NUM
ap-506	46	39	1	1	NUM
ap-506	46	40	�	�	PROPN
ap-506	46	41	�	�	PROPN
ap-506	46	42	�	�	PROPN
ap-506	46	43	�	�	PROPN
ap-506	46	44	�	�	PROPN
ap-506	46	45	1	1	NUM
ap-506	46	46	1f	1f	PROPN
ap-506	46	47	x	x	SYM
ap-506	46	48	where	where	SCONJ
ap-506	46	49	�	�	PROPN
ap-506	46	50	(	(	PUNCT
ap-506	46	51	descending	descend	VERB
ap-506	46	52	factor	factor	NOUN
ap-506	46	53	)	)	PUNCT
ap-506	46	54	is	be	AUX
ap-506	46	55	an	an	DET
ap-506	46	56	arbitrarily	arbitrarily	ADV
ap-506	46	57	small	small	ADJ
ap-506	46	58	positive	positive	ADJ
ap-506	46	59	value	value	NOUN
ap-506	46	60	.	.	PUNCT
ap-506	47	1	first	first	ADV
ap-506	47	2	,	,	PUNCT
ap-506	47	3	the	the	DET
ap-506	47	4	weights	weight	NOUN
ap-506	47	5	for	for	ADP
ap-506	47	6	this	this	DET
ap-506	47	7	function	function	NOUN
ap-506	47	8	have	have	VERB
ap-506	47	9	to	to	PART
ap-506	47	10	be	be	AUX
ap-506	47	11	determined	determine	VERB
ap-506	47	12	through	through	ADP
ap-506	47	13	the	the	DET
ap-506	47	14	learning	learning	NOUN
ap-506	47	15	process	process	NOUN
ap-506	47	16	on	on	ADP
ap-506	47	17	the	the	DET
ap-506	47	18	selected	select	VERB
ap-506	47	19	pattern	pattern	NOUN
ap-506	47	20	set	set	VERB
ap-506	47	21	.	.	PUNCT
ap-506	48	1	secondly	secondly	ADV
ap-506	48	2	and	and	CCONJ
ap-506	48	3	before	before	ADP
ap-506	48	4	application	application	NOUN
ap-506	48	5	,	,	PUNCT
ap-506	48	6	both	both	CCONJ
ap-506	48	7	the	the	DET
ap-506	48	8	function	function	NOUN
ap-506	48	9	adopted	adopt	VERB
ap-506	48	10	and	and	CCONJ
ap-506	48	11	the	the	DET
ap-506	48	12	weights	weight	NOUN
ap-506	48	13	derived	derive	VERB
ap-506	48	14	have	have	VERB
ap-506	48	15	to	to	PART
ap-506	48	16	be	be	AUX
ap-506	48	17	verified	verify	VERB
ap-506	48	18	against	against	ADP
ap-506	48	19	a	a	DET
ap-506	48	20	similar	similar	ADJ
ap-506	48	21	known	know	VERB
ap-506	48	22	set	set	NOUN
ap-506	48	23	.	.	PUNCT
ap-506	49	1	finally	finally	ADV
ap-506	49	2	,	,	PUNCT
ap-506	49	3	the	the	DET
ap-506	49	4	function	function	NOUN
ap-506	49	5	and	and	CCONJ
ap-506	49	6	its	its	PRON
ap-506	49	7	weights	weight	NOUN
ap-506	49	8	can	can	AUX
ap-506	49	9	be	be	AUX
ap-506	49	10	applied	apply	VERB
ap-506	49	11	to	to	ADP
ap-506	49	12	an	an	DET
ap-506	49	13	unknown	unknown	ADJ
ap-506	49	14	ccd	ccd	NOUN
ap-506	49	15	frame	frame	NOUN
ap-506	49	16	to	to	PART
ap-506	49	17	be	be	AUX
ap-506	49	18	reduced	reduce	VERB
ap-506	49	19	for	for	ADP
ap-506	49	20	the	the	DET
ap-506	49	21	purposes	purpose	NOUN
ap-506	49	22	of	of	ADP
ap-506	49	23	discrimination	discrimination	NOUN
ap-506	49	24	.	.	PUNCT
ap-506	50	1	2.3	2.3	NUM
ap-506	50	2	learning	learning	NOUN
ap-506	50	3	and	and	CCONJ
ap-506	50	4	test	test	NOUN
ap-506	50	5	input	input	NOUN
ap-506	50	6	patterns	pattern	NOUN
ap-506	50	7	for	for	ADP
ap-506	50	8	the	the	DET
ap-506	50	9	learning	learning	NOUN
ap-506	50	10	and	and	CCONJ
ap-506	50	11	test	test	NOUN
ap-506	50	12	tasks	task	NOUN
ap-506	50	13	,	,	PUNCT
ap-506	50	14	we	we	PRON
ap-506	50	15	adopted	adopt	VERB
ap-506	50	16	the	the	DET
ap-506	50	17	same	same	ADJ
ap-506	50	18	two	two	NUM
ap-506	50	19	pattern	pattern	NOUN
ap-506	50	20	sets	set	NOUN
ap-506	50	21	used	use	VERB
ap-506	50	22	in	in	ADP
ap-506	50	23	paper	paper	NOUN
ap-506	50	24	i.	i.	NOUN
ap-506	50	25	in	in	ADP
ap-506	50	26	each	each	DET
ap-506	50	27	set	set	NOUN
ap-506	50	28	,	,	PUNCT
ap-506	50	29	a	a	DET
ap-506	50	30	total	total	NOUN
ap-506	50	31	of	of	ADP
ap-506	50	32	341	341	NUM
ap-506	50	33	input	input	NOUN
ap-506	50	34	patterns	pattern	NOUN
ap-506	50	35	are	be	AUX
ap-506	50	36	included	include	VERB
ap-506	50	37	(	(	PUNCT
ap-506	50	38	119	119	NUM
ap-506	50	39	stars	star	NOUN
ap-506	50	40	,	,	PUNCT
ap-506	50	41	111	111	NUM
ap-506	50	42	cosmic	cosmic	ADJ
ap-506	50	43	ray	ray	NOUN
ap-506	50	44	events	event	NOUN
ap-506	50	45	and	and	CCONJ
ap-506	50	46	111	111	NUM
ap-506	50	47	noises	noise	NOUN
ap-506	50	48	)	)	PUNCT
ap-506	50	49	.	.	PUNCT
ap-506	51	1	it	it	PRON
ap-506	51	2	is	be	AUX
ap-506	51	3	obvious	obvious	ADJ
ap-506	51	4	that	that	SCONJ
ap-506	51	5	the	the	DET
ap-506	51	6	pattern	pattern	NOUN
ap-506	51	7	sets	set	NOUN
ap-506	51	8	are	be	AUX
ap-506	51	9	of	of	ADP
ap-506	51	10	large	large	ADJ
ap-506	51	11	size	size	NOUN
ap-506	51	12	and	and	CCONJ
ap-506	51	13	equally	equally	ADV
ap-506	51	14	distributed	distribute	VERB
ap-506	51	15	over	over	ADP
ap-506	51	16	the	the	DET
ap-506	51	17	three	three	NUM
ap-506	51	18	entities	entity	NOUN
ap-506	51	19	.	.	PUNCT
ap-506	52	1	this	this	PRON
ap-506	52	2	assures	assure	VERB
ap-506	52	3	proper	proper	ADJ
ap-506	52	4	learning	learning	NOUN
ap-506	52	5	and	and	CCONJ
ap-506	52	6	reliable	reliable	ADJ
ap-506	52	7	weight	weight	NOUN
ap-506	52	8	determination	determination	NOUN
ap-506	52	9	.	.	PUNCT
ap-506	53	1	for	for	ADP
ap-506	53	2	the	the	DET
ap-506	53	3	purpose	purpose	NOUN
ap-506	53	4	of	of	ADP
ap-506	53	5	learning	learning	NOUN
ap-506	53	6	,	,	PUNCT
ap-506	53	7	the	the	DET
ap-506	53	8	set	set	NOUN
ap-506	53	9	patterns	pattern	NOUN
ap-506	53	10	were	be	AUX
ap-506	53	11	randomised	randomise	VERB
ap-506	53	12	and	and	CCONJ
ap-506	53	13	fed	feed	VERB
ap-506	53	14	to	to	ADP
ap-506	53	15	the	the	DET
ap-506	53	16	anns	ann	NOUN
ap-506	53	17	.	.	PUNCT
ap-506	54	1	each	each	DET
ap-506	54	2	pattern	pattern	NOUN
ap-506	54	3	consists	consist	VERB
ap-506	54	4	of	of	ADP
ap-506	54	5	the	the	DET
ap-506	54	6	data	datum	NOUN
ap-506	54	7	of	of	ADP
ap-506	54	8	a	a	DET
ap-506	54	9	5×5	5×5	NUM
ap-506	54	10	pixel	pixel	NOUN
ap-506	54	11	array	array	NOUN
ap-506	54	12	centred	centre	VERB
ap-506	54	13	at	at	ADP
ap-506	54	14	the	the	DET
ap-506	54	15	peaked	peaked	ADJ
ap-506	54	16	pixel	pixel	NOUN
ap-506	54	17	taken	take	VERB
ap-506	54	18	from	from	ADP
ap-506	54	19	some	some	DET
ap-506	54	20	ccd	ccd	NOUN
ap-506	54	21	frames	frame	NOUN
ap-506	54	22	.	.	PUNCT
ap-506	55	1	the	the	DET
ap-506	55	2	pattern	pattern	NOUN
ap-506	55	3	samples	sample	NOUN
ap-506	55	4	were	be	AUX
ap-506	55	5	selected	select	VERB
ap-506	55	6	to	to	PART
ap-506	55	7	represent	represent	VERB
ap-506	55	8	stars	star	NOUN
ap-506	55	9	of	of	ADP
ap-506	55	10	different	different	ADJ
ap-506	55	11	brightness	brightness	NOUN
ap-506	55	12	and	and	CCONJ
ap-506	55	13	events	event	NOUN
ap-506	55	14	of	of	ADP
ap-506	55	15	cosmic	cosmic	ADJ
ap-506	55	16	rays	ray	NOUN
ap-506	55	17	with	with	ADP
ap-506	55	18	different	different	ADJ
ap-506	55	19	energies	energy	NOUN
ap-506	55	20	as	as	ADV
ap-506	55	21	well	well	ADV
ap-506	55	22	as	as	ADP
ap-506	55	23	various	various	ADJ
ap-506	55	24	noise	noise	NOUN
ap-506	55	25	patterns	pattern	NOUN
ap-506	55	26	.	.	PUNCT
ap-506	56	1	in	in	ADP
ap-506	56	2	such	such	DET
ap-506	56	3	a	a	DET
ap-506	56	4	case	case	NOUN
ap-506	56	5	,	,	PUNCT
ap-506	56	6	the	the	DET
ap-506	56	7	data	datum	NOUN
ap-506	56	8	of	of	ADP
ap-506	56	9	the	the	DET
ap-506	56	10	central	central	ADJ
ap-506	56	11	pixels	pixel	NOUN
ap-506	56	12	of	of	ADP
ap-506	56	13	the	the	DET
ap-506	56	14	patterns	pattern	NOUN
ap-506	56	15	differs	differ	VERB
ap-506	56	16	widely	widely	ADV
ap-506	56	17	.	.	PUNCT
ap-506	57	1	in	in	ADP
ap-506	57	2	order	order	NOUN
ap-506	57	3	to	to	PART
ap-506	57	4	perform	perform	VERB
ap-506	57	5	the	the	DET
ap-506	57	6	learning	learning	NOUN
ap-506	57	7	process	process	NOUN
ap-506	57	8	properly	properly	ADV
ap-506	57	9	this	this	DET
ap-506	57	10	data	data	NOUN
ap-506	57	11	has	have	VERB
ap-506	57	12	to	to	PART
ap-506	57	13	be	be	AUX
ap-506	57	14	scaled	scale	VERB
ap-506	57	15	.	.	PUNCT
ap-506	58	1	this	this	PRON
ap-506	58	2	was	be	AUX
ap-506	58	3	achieved	achieve	VERB
ap-506	58	4	,	,	PUNCT
ap-506	58	5	for	for	ADP
ap-506	58	6	each	each	DET
ap-506	58	7	pattern	pattern	NOUN
ap-506	58	8	,	,	PUNCT
ap-506	58	9	by	by	ADP
ap-506	58	10	normalising	normalise	VERB
ap-506	58	11	the	the	DET
ap-506	58	12	data	datum	NOUN
ap-506	58	13	of	of	ADP
ap-506	58	14	all	all	DET
ap-506	58	15	pixels	pixel	NOUN
ap-506	58	16	to	to	ADP
ap-506	58	17	that	that	PRON
ap-506	58	18	of	of	ADP
ap-506	58	19	the	the	DET
ap-506	58	20	central	central	ADJ
ap-506	58	21	pixel	pixel	NOUN
ap-506	58	22	.	.	PUNCT
ap-506	59	1	this	this	PRON
ap-506	59	2	leads	lead	VERB
ap-506	59	3	to	to	ADP
ap-506	59	4	the	the	DET
ap-506	59	5	unity	unity	NOUN
ap-506	59	6	to	to	ADP
ap-506	59	7	all	all	DET
ap-506	59	8	central	central	ADJ
ap-506	59	9	pixels	pixel	NOUN
ap-506	59	10	of	of	ADP
ap-506	59	11	the	the	DET
ap-506	59	12	patterns	pattern	NOUN
ap-506	59	13	.	.	PUNCT
ap-506	60	1	fig	fig	NOUN
ap-506	60	2	.	.	PUNCT
ap-506	61	1	2	2	NUM
ap-506	61	2	demonstrates	demonstrate	VERB
ap-506	61	3	the	the	DET
ap-506	61	4	raw	raw	ADJ
ap-506	61	5	data	datum	NOUN
ap-506	61	6	,	,	PUNCT
ap-506	61	7	the	the	DET
ap-506	61	8	image	image	NOUN
ap-506	61	9	and	and	CCONJ
ap-506	61	10	the	the	DET
ap-506	61	11	3	3	NUM
ap-506	61	12	-	-	PUNCT
ap-506	61	13	d	d	NOUN
ap-506	61	14	view	view	NOUN
ap-506	61	15	of	of	ADP
ap-506	61	16	a	a	DET
ap-506	61	17	sample	sample	NOUN
ap-506	61	18	of	of	ADP
ap-506	61	19	these	these	DET
ap-506	61	20	patterns	pattern	NOUN
ap-506	61	21	.	.	PUNCT
ap-506	62	1	for	for	ADP
ap-506	62	2	the	the	DET
ap-506	62	3	images	image	NOUN
ap-506	62	4	and	and	CCONJ
ap-506	62	5	3	3	NUM
ap-506	62	6	-	-	SYM
ap-506	62	7	d	d	NOUN
ap-506	62	8	views	view	NOUN
ap-506	62	9	,	,	PUNCT
ap-506	62	10	normalised	normalise	VERB
ap-506	62	11	data	datum	NOUN
ap-506	62	12	is	be	AUX
ap-506	62	13	used	use	VERB
ap-506	62	14	.	.	PUNCT
ap-506	63	1	it	it	PRON
ap-506	63	2	is	be	AUX
ap-506	63	3	evident	evident	ADJ
ap-506	63	4	from	from	ADP
ap-506	63	5	the	the	DET
ap-506	63	6	pattern	pattern	NOUN
ap-506	63	7	sets	set	NOUN
ap-506	63	8	,	,	PUNCT
ap-506	63	9	as	as	SCONJ
ap-506	63	10	illustrated	illustrate	VERB
ap-506	63	11	in	in	ADP
ap-506	63	12	the	the	DET
ap-506	63	13	figure	figure	NOUN
ap-506	63	14	,	,	PUNCT
ap-506	63	15	that	that	SCONJ
ap-506	63	16	:	:	PUNCT
ap-506	63	17	a	a	X
ap-506	63	18	)	)	PUNCT
ap-506	63	19	for	for	ADP
ap-506	63	20	a	a	DET
ap-506	63	21	star	star	NOUN
ap-506	63	22	,	,	PUNCT
ap-506	63	23	the	the	DET
ap-506	63	24	data	datum	NOUN
ap-506	63	25	shows	show	VERB
ap-506	63	26	a	a	DET
ap-506	63	27	gradual	gradual	ADJ
ap-506	63	28	decrease	decrease	NOUN
ap-506	63	29	from	from	ADP
ap-506	63	30	the	the	DET
ap-506	63	31	centre	centre	NOUN
ap-506	63	32	outward	outward	ADV
ap-506	63	33	causing	cause	VERB
ap-506	63	34	an	an	DET
ap-506	63	35	extended	extended	ADJ
ap-506	63	36	bright	bright	ADJ
ap-506	63	37	area	area	NOUN
ap-506	63	38	to	to	ADP
ap-506	63	39	the	the	DET
ap-506	63	40	limits	limit	NOUN
ap-506	63	41	of	of	ADP
ap-506	63	42	the	the	DET
ap-506	63	43	image	image	NOUN
ap-506	63	44	and	and	CCONJ
ap-506	63	45	a	a	DET
ap-506	63	46	pronounced	pronounce	VERB
ap-506	63	47	(	(	PUNCT
ap-506	63	48	but	but	CCONJ
ap-506	63	49	not	not	PART
ap-506	63	50	extreme	extreme	ADJ
ap-506	63	51	)	)	PUNCT
ap-506	63	52	sharp	sharp	ADJ
ap-506	63	53	peak	peak	NOUN
ap-506	63	54	in	in	ADP
ap-506	63	55	the	the	DET
ap-506	63	56	3	3	NUM
ap-506	63	57	-	-	PUNCT
ap-506	63	58	d	d	NOUN
ap-506	63	59	view	view	NOUN
ap-506	63	60	.	.	PUNCT
ap-506	64	1	b	b	X
ap-506	64	2	)	)	PUNCT
ap-506	64	3	for	for	ADP
ap-506	64	4	a	a	DET
ap-506	64	5	cosmic	cosmic	ADJ
ap-506	64	6	sample	sample	NOUN
ap-506	64	7	,	,	PUNCT
ap-506	64	8	the	the	DET
ap-506	64	9	central	central	ADJ
ap-506	64	10	pixel	pixel	NOUN
ap-506	64	11	datum	datum	NOUN
ap-506	64	12	is	be	AUX
ap-506	64	13	much	much	ADV
ap-506	64	14	larger	large	ADJ
ap-506	64	15	than	than	ADP
ap-506	64	16	the	the	DET
ap-506	64	17	data	datum	NOUN
ap-506	64	18	of	of	ADP
ap-506	64	19	the	the	DET
ap-506	64	20	other	other	ADJ
ap-506	64	21	24	24	NUM
ap-506	64	22	pixels	pixel	NOUN
ap-506	64	23	,	,	PUNCT
ap-506	64	24	which	which	PRON
ap-506	64	25	is	be	AUX
ap-506	64	26	very	very	ADV
ap-506	64	27	close	close	ADJ
ap-506	64	28	to	to	ADP
ap-506	64	29	each	each	DET
ap-506	64	30	other	other	ADJ
ap-506	64	31	with	with	ADP
ap-506	64	32	values	value	NOUN
ap-506	64	33	much	much	ADV
ap-506	64	34	lower	low	ADJ
ap-506	64	35	than	than	ADP
ap-506	64	36	those	those	PRON
ap-506	64	37	at	at	ADP
ap-506	64	38	the	the	DET
ap-506	64	39	centre	centre	NOUN
ap-506	64	40	.	.	PUNCT
ap-506	65	1	this	this	PRON
ap-506	65	2	provides	provide	VERB
ap-506	65	3	very	very	ADV
ap-506	65	4	sharp	sharp	ADJ
ap-506	65	5	localised	localised	ADJ
ap-506	65	6	peak	peak	NOUN
ap-506	65	7	in	in	ADP
ap-506	65	8	the	the	DET
ap-506	65	9	3	3	NUM
ap-506	65	10	-	-	PUNCT
ap-506	65	11	d	d	NOUN
ap-506	65	12	view	view	NOUN
ap-506	65	13	and	and	CCONJ
ap-506	65	14	highly	highly	ADV
ap-506	65	15	concentrated	concentrated	ADJ
ap-506	65	16	brightness	brightness	NOUN
ap-506	65	17	at	at	ADP
ap-506	65	18	the	the	DET
ap-506	65	19	centre	centre	NOUN
ap-506	65	20	of	of	ADP
ap-506	65	21	the	the	DET
ap-506	65	22	image	image	NOUN
ap-506	65	23	.	.	PUNCT
ap-506	66	1	c	c	X
ap-506	66	2	)	)	PUNCT
ap-506	66	3	for	for	ADP
ap-506	66	4	noise	noise	NOUN
ap-506	66	5	,	,	PUNCT
ap-506	66	6	the	the	DET
ap-506	66	7	data	datum	NOUN
ap-506	66	8	of	of	ADP
ap-506	66	9	the	the	DET
ap-506	66	10	array	array	NOUN
ap-506	66	11	is	be	AUX
ap-506	66	12	more	more	ADV
ap-506	66	13	or	or	CCONJ
ap-506	66	14	less	less	ADV
ap-506	66	15	close	close	ADJ
ap-506	66	16	to	to	ADP
ap-506	66	17	each	each	DET
ap-506	66	18	other	other	ADJ
ap-506	66	19	and	and	CCONJ
ap-506	66	20	distributed	distribute	VERB
ap-506	66	21	randomly	randomly	ADV
ap-506	66	22	,	,	PUNCT
ap-506	66	23	causing	cause	VERB
ap-506	66	24	some	some	DET
ap-506	66	25	peaks	peak	NOUN
ap-506	66	26	of	of	ADP
ap-506	66	27	low	low	ADJ
ap-506	66	28	height	height	NOUN
ap-506	66	29	in	in	ADP
ap-506	66	30	the	the	DET
ap-506	66	31	3	3	NUM
ap-506	66	32	-	-	PUNCT
ap-506	66	33	d	d	NOUN
ap-506	66	34	view	view	NOUN
ap-506	66	35	,	,	PUNCT
ap-506	66	36	and	and	CCONJ
ap-506	66	37	a	a	DET
ap-506	66	38	featureless	featureless	ADJ
ap-506	66	39	image	image	NOUN
ap-506	66	40	.	.	PUNCT
ap-506	67	1	©	©	PROPN
ap-506	67	2	czech	czech	PROPN
ap-506	67	3	technical	technical	PROPN
ap-506	67	4	university	university	PROPN
ap-506	67	5	publishing	publishing	NOUN
ap-506	67	6	house	house	NOUN
ap-506	67	7	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-506	67	8	25	25	NUM
ap-506	67	9	czech	czech	PROPN
ap-506	67	10	technical	technical	PROPN
ap-506	67	11	university	university	PROPN
ap-506	67	12	in	in	ADP
ap-506	67	13	prague	prague	PROPN
ap-506	67	14	acta	acta	PROPN
ap-506	67	15	polytechnica	polytechnica	PROPN
ap-506	67	16	vol	vol	NOUN
ap-506	67	17	.	.	PROPN
ap-506	68	1	44	44	NUM
ap-506	68	2	no	no	NOUN
ap-506	68	3	.	.	PUNCT
ap-506	69	1	1/2004	1/2004	NUM
ap-506	69	2	fig	fig	NOUN
ap-506	69	3	.	.	PUNCT
ap-506	70	1	1	1	NUM
ap-506	70	2	:	:	PUNCT
ap-506	70	3	the	the	DET
ap-506	70	4	architecture	architecture	NOUN
ap-506	70	5	of	of	ADP
ap-506	70	6	the	the	DET
ap-506	70	7	adopted	adopt	VERB
ap-506	70	8	anns	anns	NOUN
ap-506	70	9	these	these	DET
ap-506	70	10	discriminate	discriminate	ADJ
ap-506	70	11	characteristics	characteristic	NOUN
ap-506	70	12	of	of	ADP
ap-506	70	13	the	the	DET
ap-506	70	14	three	three	NUM
ap-506	70	15	identities	identity	NOUN
ap-506	70	16	are	be	AUX
ap-506	70	17	very	very	ADV
ap-506	70	18	helpful	helpful	ADJ
ap-506	70	19	in	in	ADP
ap-506	70	20	applying	apply	VERB
ap-506	70	21	anns	ann	NOUN
ap-506	70	22	.	.	PUNCT
ap-506	71	1	2.4	2.4	NUM
ap-506	71	2	training	training	NOUN
ap-506	71	3	error	error	NOUN
ap-506	71	4	and	and	CCONJ
ap-506	71	5	learning	learn	VERB
ap-506	71	6	factors	factor	VERB
ap-506	71	7	the	the	DET
ap-506	71	8	training	training	NOUN
ap-506	71	9	error	error	NOUN
ap-506	71	10	and	and	CCONJ
ap-506	71	11	the	the	DET
ap-506	71	12	learning	learn	VERB
ap-506	71	13	factors	factor	NOUN
ap-506	71	14	adopted	adopt	VERB
ap-506	71	15	here	here	ADV
ap-506	71	16	are	be	AUX
ap-506	71	17	those	those	PRON
ap-506	71	18	described	describe	VERB
ap-506	71	19	in	in	ADP
ap-506	71	20	detail	detail	NOUN
ap-506	71	21	by	by	ADP
ap-506	71	22	one	one	NUM
ap-506	71	23	of	of	ADP
ap-506	71	24	us	we	PRON
ap-506	71	25	elsewhere	elsewhere	ADV
ap-506	71	26	[	[	X
ap-506	71	27	10	10	NUM
ap-506	71	28	]	]	PUNCT
ap-506	71	29	and	and	CCONJ
ap-506	71	30	summarised	summarise	VERB
ap-506	71	31	in	in	ADP
ap-506	71	32	[	[	X
ap-506	71	33	12	12	NUM
ap-506	71	34	]	]	PUNCT
ap-506	71	35	.	.	PUNCT
ap-506	72	1	among	among	ADP
ap-506	72	2	the	the	DET
ap-506	72	3	different	different	ADJ
ap-506	72	4	types	type	NOUN
ap-506	72	5	of	of	ADP
ap-506	72	6	errors	error	NOUN
ap-506	72	7	workable	workable	ADJ
ap-506	72	8	in	in	ADP
ap-506	72	9	ann	ann	PROPN
ap-506	72	10	,	,	PUNCT
ap-506	72	11	the	the	DET
ap-506	72	12	decision	decision	NOUN
ap-506	72	13	error	error	NOUN
ap-506	72	14	is	be	AUX
ap-506	72	15	invoked	invoke	VERB
ap-506	72	16	to	to	PART
ap-506	72	17	terminate	terminate	VERB
ap-506	72	18	the	the	DET
ap-506	72	19	network	network	NOUN
ap-506	72	20	training	training	NOUN
ap-506	72	21	process	process	NOUN
ap-506	72	22	.	.	PUNCT
ap-506	73	1	it	it	PRON
ap-506	73	2	was	be	AUX
ap-506	73	3	computed	compute	VERB
ap-506	73	4	for	for	ADP
ap-506	73	5	the	the	DET
ap-506	73	6	entire	entire	ADJ
ap-506	73	7	batch	batch	NOUN
ap-506	73	8	of	of	ADP
ap-506	73	9	training	training	NOUN
ap-506	73	10	pattern	pattern	NOUN
ap-506	73	11	samples	sample	NOUN
ap-506	73	12	(	(	PUNCT
ap-506	73	13	p	p	NOUN
ap-506	73	14	)	)	PUNCT
ap-506	73	15	via	via	ADP
ap-506	73	16	,	,	PUNCT
ap-506	73	17	e	e	PROPN
ap-506	73	18	n	n	PRON
ap-506	73	19	pkd	pkd	PROPN
ap-506	73	20	err	err	PROPN
ap-506	73	21	�	�	PROPN
ap-506	73	22	where	where	SCONJ
ap-506	73	23	k	k	PROPN
ap-506	73	24	is	be	AUX
ap-506	73	25	the	the	DET
ap-506	73	26	threshold	threshold	NOUN
ap-506	73	27	output	output	NOUN
ap-506	73	28	over	over	ADP
ap-506	73	29	one	one	NUM
ap-506	73	30	cycle	cycle	NOUN
ap-506	73	31	(	(	PUNCT
ap-506	73	32	set	set	VERB
ap-506	73	33	as	as	ADP
ap-506	73	34	3	3	NUM
ap-506	73	35	)	)	PUNCT
ap-506	73	36	and	and	CCONJ
ap-506	73	37	nerr	nerr	PROPN
ap-506	73	38	is	be	AUX
ap-506	73	39	the	the	DET
ap-506	73	40	total	total	ADJ
ap-506	73	41	number	number	NOUN
ap-506	73	42	of	of	ADP
ap-506	73	43	bit	bit	NOUN
ap-506	73	44	errors	error	NOUN
ap-506	73	45	resulted	result	VERB
ap-506	73	46	.	.	PUNCT
ap-506	74	1	regarding	regard	VERB
ap-506	74	2	the	the	DET
ap-506	74	3	learning	learning	NOUN
ap-506	74	4	mode	mode	NOUN
ap-506	74	5	,	,	PUNCT
ap-506	74	6	some	some	DET
ap-506	74	7	precautions	precaution	NOUN
ap-506	74	8	were	be	AUX
ap-506	74	9	undertaken	undertake	VERB
ap-506	74	10	for	for	ADP
ap-506	74	11	the	the	DET
ap-506	74	12	learning	learning	NOUN
ap-506	74	13	factors	factor	NOUN
ap-506	74	14	in	in	ADP
ap-506	74	15	order	order	NOUN
ap-506	74	16	to	to	PART
ap-506	74	17	avoid	avoid	VERB
ap-506	74	18	the	the	DET
ap-506	74	19	pitfalls	pitfall	NOUN
ap-506	74	20	generally	generally	ADV
ap-506	74	21	associated	associate	VERB
ap-506	74	22	with	with	ADP
ap-506	74	23	error	error	NOUN
ap-506	74	24	minimisation	minimisation	NOUN
ap-506	74	25	techniques	technique	NOUN
ap-506	74	26	,	,	PUNCT
ap-506	74	27	such	such	ADJ
ap-506	74	28	as	as	ADP
ap-506	74	29	instability	instability	NOUN
ap-506	74	30	,	,	PUNCT
ap-506	74	31	oscillation	oscillation	NOUN
ap-506	74	32	,	,	PUNCT
ap-506	74	33	divergence	divergence	NOUN
ap-506	74	34	and	and	CCONJ
ap-506	74	35	shallow	shallow	ADJ
ap-506	74	36	local	local	ADJ
ap-506	74	37	minima	minima	NOUN
ap-506	74	38	.	.	PUNCT
ap-506	75	1	first	first	ADV
ap-506	75	2	,	,	PUNCT
ap-506	75	3	the	the	DET
ap-506	75	4	network	network	NOUN
ap-506	75	5	weights	weight	NOUN
ap-506	75	6	were	be	AUX
ap-506	75	7	initialised	initialise	VERB
ap-506	75	8	randomly	randomly	ADV
ap-506	75	9	to	to	ADP
ap-506	75	10	positive	positive	ADJ
ap-506	75	11	values	value	NOUN
ap-506	75	12	between	between	ADP
ap-506	75	13	0.0	0.0	NUM
ap-506	75	14	and	and	CCONJ
ap-506	75	15	0.1	0.1	NUM
ap-506	75	16	,	,	PUNCT
ap-506	75	17	while	while	SCONJ
ap-506	75	18	negative	negative	ADJ
ap-506	75	19	values	value	NOUN
ap-506	75	20	between	between	ADP
ap-506	75	21	these	these	DET
ap-506	75	22	limits	limit	NOUN
ap-506	75	23	were	be	AUX
ap-506	75	24	assigned	assign	VERB
ap-506	75	25	to	to	ADP
ap-506	75	26	the	the	DET
ap-506	75	27	biases	bias	NOUN
ap-506	75	28	for	for	ADP
ap-506	75	29	the	the	DET
ap-506	75	30	hidden	hide	VERB
ap-506	75	31	and	and	CCONJ
ap-506	75	32	output	output	NOUN
ap-506	75	33	layer	layer	NOUN
ap-506	75	34	neurons	neuron	NOUN
ap-506	75	35	vi,0	vi,0	PROPN
ap-506	75	36	and	and	CCONJ
ap-506	75	37	wi,0	wi,0	PROPN
ap-506	75	38	.	.	PUNCT
ap-506	76	1	secondly	secondly	ADV
ap-506	76	2	,	,	PUNCT
ap-506	76	3	a	a	DET
ap-506	76	4	value	value	NOUN
ap-506	76	5	of	of	ADP
ap-506	76	6	0.01	0.01	NUM
ap-506	76	7	was	be	AUX
ap-506	76	8	set	set	VERB
ap-506	76	9	to	to	ADP
ap-506	76	10	the	the	DET
ap-506	76	11	learning	learning	NOUN
ap-506	76	12	constant	constant	ADJ
ap-506	76	13	that	that	PRON
ap-506	76	14	was	be	AUX
ap-506	76	15	found	find	VERB
ap-506	76	16	to	to	PART
ap-506	76	17	accelerate	accelerate	VERB
ap-506	76	18	the	the	DET
ap-506	76	19	convergence	convergence	NOUN
ap-506	76	20	without	without	ADP
ap-506	76	21	overshooting	overshoot	VERB
ap-506	76	22	the	the	DET
ap-506	76	23	solution	solution	NOUN
ap-506	76	24	.	.	PUNCT
ap-506	77	1	finally	finally	ADV
ap-506	77	2	,	,	PUNCT
ap-506	77	3	the	the	DET
ap-506	77	4	momentum	momentum	NOUN
ap-506	77	5	term	term	NOUN
ap-506	77	6	was	be	AUX
ap-506	77	7	set	set	VERB
ap-506	77	8	as	as	ADP
ap-506	77	9	0.5	0.5	NUM
ap-506	77	10	to	to	PART
ap-506	77	11	speed	speed	VERB
ap-506	77	12	up	up	ADP
ap-506	77	13	the	the	DET
ap-506	77	14	convergence	convergence	NOUN
ap-506	77	15	of	of	ADP
ap-506	77	16	the	the	DET
ap-506	77	17	error	error	NOUN
ap-506	77	18	back	back	NOUN
ap-506	77	19	-	-	PUNCT
ap-506	77	20	propagation	propagation	NOUN
ap-506	77	21	learning	learning	NOUN
ap-506	77	22	algorithm	algorithm	NOUN
ap-506	77	23	.	.	PUNCT
ap-506	78	1	the	the	DET
ap-506	78	2	learning	learning	NOUN
ap-506	78	3	factor	factor	NOUN
ap-506	78	4	and	and	CCONJ
ap-506	78	5	the	the	DET
ap-506	78	6	momentum	momentum	NOUN
ap-506	78	7	term	term	NOUN
ap-506	78	8	values	value	NOUN
ap-506	78	9	are	be	AUX
ap-506	78	10	in	in	ADP
ap-506	78	11	accordance	accordance	NOUN
ap-506	78	12	with	with	ADP
ap-506	78	13	the	the	DET
ap-506	78	14	similar	similar	ADJ
ap-506	78	15	values	value	NOUN
ap-506	78	16	used	use	VERB
ap-506	78	17	in	in	ADP
ap-506	78	18	paper	paper	NOUN
ap-506	78	19	i.	i.	NOUN
ap-506	78	20	2.5	2.5	NUM
ap-506	78	21	training	train	VERB
ap-506	78	22	the	the	DET
ap-506	78	23	present	present	ADJ
ap-506	78	24	anns	anns	NOUN
ap-506	78	25	table	table	NOUN
ap-506	78	26	1	1	NUM
ap-506	78	27	lists	list	VERB
ap-506	78	28	the	the	DET
ap-506	78	29	desired	desire	VERB
ap-506	78	30	three	three	NUM
ap-506	78	31	components	component	NOUN
ap-506	78	32	of	of	ADP
ap-506	78	33	the	the	DET
ap-506	78	34	output	output	NOUN
ap-506	78	35	patterns	pattern	NOUN
ap-506	78	36	,	,	PUNCT
ap-506	78	37	oi	oi	INTJ
ap-506	78	38	,	,	PUNCT
ap-506	78	39	nominated	nominate	VERB
ap-506	78	40	for	for	ADP
ap-506	78	41	star	star	NOUN
ap-506	78	42	,	,	PUNCT
ap-506	78	43	noise	noise	NOUN
ap-506	78	44	and	and	CCONJ
ap-506	78	45	cosmic	cosmic	ADJ
ap-506	78	46	event	event	NOUN
ap-506	78	47	entities	entity	NOUN
ap-506	78	48	.	.	PUNCT
ap-506	79	1	in	in	ADP
ap-506	79	2	the	the	DET
ap-506	79	3	learning	learning	NOUN
ap-506	79	4	mode	mode	NOUN
ap-506	79	5	,	,	PUNCT
ap-506	79	6	many	many	ADJ
ap-506	79	7	cycles	cycle	NOUN
ap-506	79	8	were	be	AUX
ap-506	79	9	performed	perform	VERB
ap-506	79	10	through	through	ADP
ap-506	79	11	the	the	DET
ap-506	79	12	adopted	adopt	VERB
ap-506	79	13	patterns	pattern	NOUN
ap-506	79	14	.	.	PUNCT
ap-506	80	1	at	at	ADP
ap-506	80	2	the	the	DET
ap-506	80	3	beginning	beginning	NOUN
ap-506	80	4	of	of	ADP
ap-506	80	5	any	any	DET
ap-506	80	6	cycle	cycle	NOUN
ap-506	80	7	,	,	PUNCT
ap-506	80	8	nerr	nerr	PROPN
ap-506	80	9	was	be	AUX
ap-506	80	10	set	set	VERB
ap-506	80	11	to	to	ADP
ap-506	80	12	zero	zero	NUM
ap-506	80	13	and	and	CCONJ
ap-506	80	14	all	all	DET
ap-506	80	15	input	input	NOUN
ap-506	80	16	patterns	pattern	NOUN
ap-506	80	17	’	'	PUNCT
ap-506	80	18	data	datum	NOUN
ap-506	80	19	were	be	AUX
ap-506	80	20	mapped	map	VERB
ap-506	80	21	to	to	ADP
ap-506	80	22	the	the	DET
ap-506	80	23	anns	anns	NOUN
ap-506	80	24	sequentially	sequentially	ADV
ap-506	80	25	.	.	PUNCT
ap-506	81	1	for	for	ADP
ap-506	81	2	each	each	DET
ap-506	81	3	cycle	cycle	NOUN
ap-506	81	4	the	the	DET
ap-506	81	5	first	first	ADJ
ap-506	81	6	pattern	pattern	NOUN
ap-506	81	7	data	datum	NOUN
ap-506	81	8	was	be	AUX
ap-506	81	9	fed	feed	VERB
ap-506	81	10	to	to	ADP
ap-506	81	11	the	the	DET
ap-506	81	12	anns	anns	NOUN
ap-506	81	13	and	and	CCONJ
ap-506	81	14	the	the	DET
ap-506	81	15	three	three	NUM
ap-506	81	16	outputs	output	NOUN
ap-506	81	17	(	(	PUNCT
ap-506	81	18	i.e.	i.e.	X
ap-506	81	19	actual	actual	ADJ
ap-506	81	20	output	output	NOUN
ap-506	81	21	)	)	PUNCT
ap-506	81	22	were	be	AUX
ap-506	81	23	computed	compute	VERB
ap-506	81	24	.	.	PUNCT
ap-506	82	1	for	for	ADP
ap-506	82	2	each	each	DET
ap-506	82	3	one	one	NUM
ap-506	82	4	of	of	ADP
ap-506	82	5	these	these	DET
ap-506	82	6	outputs	output	NOUN
ap-506	82	7	the	the	DET
ap-506	82	8	error	error	NOUN
ap-506	82	9	associated	associate	VERB
ap-506	82	10	was	be	AUX
ap-506	82	11	calculated	calculate	VERB
ap-506	82	12	.	.	PUNCT
ap-506	83	1	the	the	DET
ap-506	83	2	total	total	ADJ
ap-506	83	3	number	number	NOUN
ap-506	83	4	of	of	ADP
ap-506	83	5	bit	bit	NOUN
ap-506	83	6	error	error	NOUN
ap-506	83	7	(	(	PUNCT
ap-506	83	8	i.e.	i.e.	X
ap-506	83	9	nerr	nerr	NOUN
ap-506	83	10	)	)	PUNCT
ap-506	83	11	has	have	VERB
ap-506	83	12	to	to	PART
ap-506	83	13	be	be	AUX
ap-506	83	14	increased	increase	VERB
ap-506	83	15	if	if	SCONJ
ap-506	83	16	the	the	DET
ap-506	83	17	difference	difference	NOUN
ap-506	83	18	between	between	ADP
ap-506	83	19	the	the	DET
ap-506	83	20	desired	desire	VERB
ap-506	83	21	output	output	NOUN
ap-506	83	22	(	(	PUNCT
ap-506	83	23	table	table	NOUN
ap-506	83	24	1	1	NUM
ap-506	83	25	)	)	PUNCT
ap-506	83	26	and	and	CCONJ
ap-506	83	27	the	the	DET
ap-506	83	28	actual	actual	ADJ
ap-506	83	29	output	output	NOUN
ap-506	83	30	is	be	AUX
ap-506	83	31	equal	equal	ADJ
ap-506	83	32	to	to	ADP
ap-506	83	33	(	(	PUNCT
ap-506	83	34	or	or	CCONJ
ap-506	83	35	greater	great	ADJ
ap-506	83	36	than	than	ADP
ap-506	83	37	)	)	PUNCT
ap-506	83	38	0.1;	0.1;	PUNCT
ap-506	84	1	then	then	ADV
ap-506	84	2	the	the	DET
ap-506	84	3	weights	weight	NOUN
ap-506	84	4	of	of	ADP
ap-506	84	5	the	the	DET
ap-506	84	6	output	output	NOUN
ap-506	84	7	and	and	CCONJ
ap-506	84	8	the	the	DET
ap-506	84	9	hidden	hidden	ADJ
ap-506	84	10	layers	layer	NOUN
ap-506	84	11	are	be	AUX
ap-506	84	12	adjusted	adjust	VERB
ap-506	84	13	,	,	PUNCT
ap-506	84	14	respectively	respectively	ADV
ap-506	84	15	.	.	PUNCT
ap-506	85	1	then	then	ADV
ap-506	85	2	this	this	DET
ap-506	85	3	process	process	NOUN
ap-506	85	4	is	be	AUX
ap-506	85	5	applied	apply	VERB
ap-506	85	6	for	for	ADP
ap-506	85	7	the	the	DET
ap-506	85	8	next	next	ADJ
ap-506	85	9	pattern	pattern	NOUN
ap-506	85	10	,	,	PUNCT
ap-506	85	11	till	till	SCONJ
ap-506	85	12	the	the	DET
ap-506	85	13	last	last	ADJ
ap-506	85	14	one	one	NOUN
ap-506	85	15	providing	provide	VERB
ap-506	85	16	that	that	SCONJ
ap-506	85	17	the	the	DET
ap-506	85	18	error	error	NOUN
ap-506	85	19	of	of	ADP
ap-506	85	20	each	each	DET
ap-506	85	21	pattern	pattern	NOUN
ap-506	85	22	is	be	AUX
ap-506	85	23	computed	compute	VERB
ap-506	85	24	.	.	PUNCT
ap-506	86	1	at	at	ADP
ap-506	86	2	the	the	DET
ap-506	86	3	end	end	NOUN
ap-506	86	4	of	of	ADP
ap-506	86	5	the	the	DET
ap-506	86	6	cycle	cycle	NOUN
ap-506	86	7	,	,	PUNCT
ap-506	86	8	the	the	DET
ap-506	86	9	decision	decision	NOUN
ap-506	86	10	error	error	NOUN
ap-506	86	11	(	(	PUNCT
ap-506	86	12	ed	ed	NOUN
ap-506	86	13	)	)	PUNCT
ap-506	86	14	is	be	AUX
ap-506	86	15	computed	compute	VERB
ap-506	86	16	.	.	PUNCT
ap-506	87	1	if	if	SCONJ
ap-506	87	2	ed	ed	NOUN
ap-506	87	3	is	be	AUX
ap-506	87	4	not	not	PART
ap-506	87	5	equal	equal	ADJ
ap-506	87	6	to	to	ADP
ap-506	87	7	zero	zero	NUM
ap-506	87	8	,	,	PUNCT
ap-506	87	9	the	the	DET
ap-506	87	10	whole	whole	ADJ
ap-506	87	11	cycle	cycle	NOUN
ap-506	87	12	is	be	AUX
ap-506	87	13	repeated	repeat	VERB
ap-506	87	14	until	until	SCONJ
ap-506	87	15	ed	ed	PROPN
ap-506	87	16	is	be	AUX
ap-506	87	17	zero	zero	NUM
ap-506	87	18	and	and	CCONJ
ap-506	87	19	hence	hence	ADV
ap-506	87	20	the	the	DET
ap-506	87	21	learning	learning	NOUN
ap-506	87	22	task	task	NOUN
ap-506	87	23	is	be	AUX
ap-506	87	24	completed	complete	VERB
ap-506	87	25	.	.	PUNCT
ap-506	88	1	the	the	DET
ap-506	88	2	decision	decision	NOUN
ap-506	88	3	components	component	NOUN
ap-506	88	4	of	of	ADP
ap-506	88	5	the	the	DET
ap-506	88	6	output	output	NOUN
ap-506	88	7	patterns	pattern	NOUN
ap-506	88	8	,	,	PUNCT
ap-506	88	9	oi	oi	INTJ
ap-506	88	10	,	,	PUNCT
ap-506	88	11	are	be	AUX
ap-506	88	12	given	give	VERB
ap-506	88	13	in	in	ADP
ap-506	88	14	table	table	NOUN
ap-506	88	15	2	2	NUM
ap-506	88	16	for	for	ADP
ap-506	88	17	the	the	DET
ap-506	88	18	three	three	NUM
ap-506	88	19	entities	entity	NOUN
ap-506	88	20	(	(	PUNCT
ap-506	88	21	star	star	NOUN
ap-506	88	22	,	,	PUNCT
ap-506	88	23	noise	noise	NOUN
ap-506	88	24	and	and	CCONJ
ap-506	88	25	cosmic	cosmic	ADJ
ap-506	88	26	ray	ray	NOUN
ap-506	88	27	event	event	NOUN
ap-506	88	28	)	)	PUNCT
ap-506	88	29	.	.	PUNCT
ap-506	89	1	these	these	PRON
ap-506	89	2	are	be	AUX
ap-506	89	3	used	use	VERB
ap-506	89	4	together	together	ADV
ap-506	89	5	with	with	ADP
ap-506	89	6	the	the	DET
ap-506	89	7	adopted	adopt	VERB
ap-506	89	8	bi	bi	ADJ
ap-506	89	9	-	-	ADJ
ap-506	89	10	polar	polar	ADJ
ap-506	89	11	function	function	NOUN
ap-506	89	12	and	and	CCONJ
ap-506	89	13	the	the	DET
ap-506	89	14	derived	derive	VERB
ap-506	89	15	weights	weight	NOUN
ap-506	89	16	in	in	ADP
ap-506	89	17	order	order	NOUN
ap-506	89	18	to	to	PART
ap-506	89	19	classify	classify	VERB
ap-506	89	20	the	the	DET
ap-506	89	21	unknown	unknown	ADJ
ap-506	89	22	frame	frame	NOUN
ap-506	89	23	entities	entity	NOUN
ap-506	89	24	.	.	PUNCT
ap-506	90	1	in	in	ADP
ap-506	90	2	such	such	DET
ap-506	90	3	a	a	DET
ap-506	90	4	case	case	NOUN
ap-506	90	5	when	when	SCONJ
ap-506	90	6	local	local	ADJ
ap-506	90	7	central	central	ADJ
ap-506	90	8	peaked	peaked	ADJ
ap-506	90	9	pixel	pixel	NOUN
ap-506	90	10	(	(	PUNCT
ap-506	90	11	lcpp	lcpp	NOUN
ap-506	90	12	)	)	PUNCT
ap-506	90	13	is	be	AUX
ap-506	90	14	found	find	VERB
ap-506	90	15	the	the	DET
ap-506	90	16	5×5	5×5	NUM
ap-506	90	17	pixel	pixel	PROPN
ap-506	90	18	array	array	NOUN
ap-506	90	19	data	datum	NOUN
ap-506	90	20	is	be	AUX
ap-506	90	21	extracted	extract	VERB
ap-506	90	22	and	and	CCONJ
ap-506	90	23	the	the	DET
ap-506	90	24	anns	anns	NOUN
ap-506	90	25	is	be	AUX
ap-506	90	26	employed	employ	VERB
ap-506	90	27	to	to	PART
ap-506	90	28	compute	compute	VERB
ap-506	90	29	the	the	DET
ap-506	90	30	relevant	relevant	ADJ
ap-506	90	31	outputs	output	NOUN
ap-506	90	32	and	and	CCONJ
ap-506	90	33	,	,	PUNCT
ap-506	90	34	applying	apply	VERB
ap-506	90	35	the	the	DET
ap-506	90	36	following	following	NOUN
ap-506	90	37	:	:	PUNCT
ap-506	90	38	�	�	PROPN
ap-506	90	39	if	if	SCONJ
ap-506	90	40	o1	o1	PROPN
ap-506	90	41	>	>	X
ap-506	90	42	0.9	0.9	NUM
ap-506	90	43	,	,	PUNCT
ap-506	90	44	o2	o2	ADJ
ap-506	90	45	<	<	X
ap-506	90	46	0.1	0.1	NUM
ap-506	90	47	and	and	CCONJ
ap-506	90	48	o3	o3	PROPN
ap-506	90	49	<	<	X
ap-506	90	50	0.1	0.1	NUM
ap-506	90	51	then	then	ADV
ap-506	90	52	the	the	DET
ap-506	90	53	object	object	NOUN
ap-506	90	54	is	be	AUX
ap-506	90	55	a	a	DET
ap-506	90	56	star	star	NOUN
ap-506	90	57	image	image	NOUN
ap-506	90	58	.	.	PUNCT
ap-506	91	1	�	�	PROPN
ap-506	92	1	if	if	SCONJ
ap-506	92	2	o1	o1	NOUN
ap-506	92	3	<	<	X
ap-506	92	4	0.1	0.1	NUM
ap-506	92	5	,	,	PUNCT
ap-506	92	6	o2	o2	PROPN
ap-506	92	7	>	>	X
ap-506	92	8	0.9	0.9	NUM
ap-506	92	9	and	and	CCONJ
ap-506	92	10	o3	o3	PROPN
ap-506	93	1	<	<	X
ap-506	93	2	0.1	0.1	NUM
ap-506	93	3	then	then	ADV
ap-506	93	4	the	the	DET
ap-506	93	5	object	object	NOUN
ap-506	93	6	is	be	AUX
ap-506	93	7	a	a	DET
ap-506	93	8	noise	noise	NOUN
ap-506	93	9	.	.	PUNCT
ap-506	94	1	26	26	NUM
ap-506	95	1	©	©	PROPN
ap-506	95	2	czech	czech	PROPN
ap-506	95	3	technical	technical	PROPN
ap-506	95	4	university	university	PROPN
ap-506	95	5	publishing	publishing	NOUN
ap-506	95	6	house	house	NOUN
ap-506	95	7	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-506	95	8	acta	acta	PROPN
ap-506	95	9	polytechnica	polytechnica	PROPN
ap-506	95	10	vol	vol	NOUN
ap-506	95	11	.	.	PROPN
ap-506	96	1	44	44	NUM
ap-506	96	2	no	no	NOUN
ap-506	96	3	.	.	PUNCT
ap-506	97	1	1/2004	1/2004	NUM
ap-506	97	2	czech	czech	PROPN
ap-506	97	3	technical	technical	PROPN
ap-506	97	4	university	university	PROPN
ap-506	97	5	in	in	ADP
ap-506	97	6	prague	prague	PROPN
ap-506	97	7	fig	fig	NOUN
ap-506	97	8	.	.	PUNCT
ap-506	98	1	2	2	NUM
ap-506	98	2	:	:	PUNCT
ap-506	98	3	raw	raw	ADJ
ap-506	98	4	data	datum	NOUN
ap-506	98	5	,	,	PUNCT
ap-506	98	6	image	image	NOUN
ap-506	98	7	and	and	CCONJ
ap-506	98	8	a	a	DET
ap-506	98	9	3	3	NUM
ap-506	98	10	-	-	PUNCT
ap-506	98	11	d	d	NOUN
ap-506	98	12	view	view	NOUN
ap-506	98	13	of	of	ADP
ap-506	98	14	a	a	DET
ap-506	98	15	star	star	NOUN
ap-506	98	16	,	,	PUNCT
ap-506	98	17	cosmic	cosmic	ADJ
ap-506	98	18	and	and	CCONJ
ap-506	98	19	noise	noise	NOUN
ap-506	98	20	samples	sample	NOUN
ap-506	98	21	of	of	ADP
ap-506	98	22	the	the	DET
ap-506	98	23	input	input	NOUN
ap-506	98	24	pattern	pattern	NOUN
ap-506	98	25	�	�	PROPN
ap-506	98	26	if	if	SCONJ
ap-506	98	27	o1	o1	NOUN
ap-506	98	28	<	<	X
ap-506	98	29	0.1	0.1	NUM
ap-506	98	30	,	,	PUNCT
ap-506	98	31	o2	o2	ADJ
ap-506	98	32	<	<	X
ap-506	98	33	0.1	0.1	NUM
ap-506	98	34	and	and	CCONJ
ap-506	98	35	o3	o3	PROPN
ap-506	98	36	>	>	X
ap-506	98	37	0.9	0.9	NUM
ap-506	99	1	then	then	ADV
ap-506	99	2	the	the	DET
ap-506	99	3	object	object	NOUN
ap-506	99	4	is	be	AUX
ap-506	99	5	a	a	DET
ap-506	99	6	cosmic	cosmic	ADJ
ap-506	99	7	event	event	NOUN
ap-506	99	8	.	.	PUNCT
ap-506	100	1	2.6	2.6	NUM
ap-506	100	2	implementation	implementation	NOUN
ap-506	100	3	and	and	CCONJ
ap-506	100	4	test	test	VERB
ap-506	100	5	the	the	DET
ap-506	100	6	present	present	ADJ
ap-506	100	7	approach	approach	NOUN
ap-506	100	8	was	be	AUX
ap-506	100	9	developed	develop	VERB
ap-506	100	10	to	to	PART
ap-506	100	11	scan	scan	VERB
ap-506	100	12	the	the	DET
ap-506	100	13	ccd	ccd	NOUN
ap-506	100	14	frame	frame	NOUN
ap-506	100	15	to	to	PART
ap-506	100	16	reduce	reduce	VERB
ap-506	100	17	the	the	DET
ap-506	100	18	search	search	NOUN
ap-506	100	19	for	for	ADP
ap-506	100	20	any	any	DET
ap-506	100	21	lcpp	lcpp	NOUN
ap-506	100	22	whose	whose	DET
ap-506	100	23	content	content	NOUN
ap-506	100	24	is	be	AUX
ap-506	100	25	larger	large	ADJ
ap-506	100	26	than	than	ADP
ap-506	100	27	those	those	PRON
ap-506	100	28	of	of	ADP
ap-506	100	29	the	the	DET
ap-506	100	30	four	four	NUM
ap-506	100	31	adjacent	adjacent	ADJ
ap-506	100	32	pixels	pixel	NOUN
ap-506	100	33	at	at	ADP
ap-506	100	34	the	the	DET
ap-506	100	35	cardinal	cardinal	ADJ
ap-506	100	36	directions	direction	NOUN
ap-506	100	37	(	(	PUNCT
ap-506	100	38	see	see	VERB
ap-506	100	39	[	[	X
ap-506	100	40	10	10	NUM
ap-506	100	41	,	,	PUNCT
ap-506	100	42	11	11	NUM
ap-506	100	43	]	]	NUM
ap-506	100	44	)	)	PUNCT
ap-506	100	45	.	.	PUNCT
ap-506	101	1	if	if	SCONJ
ap-506	101	2	such	such	DET
ap-506	101	3	a	a	DET
ap-506	101	4	case	case	NOUN
ap-506	101	5	is	be	AUX
ap-506	101	6	found	find	VERB
ap-506	101	7	,	,	PUNCT
ap-506	101	8	the	the	DET
ap-506	101	9	data	datum	NOUN
ap-506	101	10	of	of	ADP
ap-506	101	11	the	the	DET
ap-506	101	12	5×5	5×5	NUM
ap-506	101	13	pixel	pixel	NOUN
ap-506	101	14	array	array	NOUN
ap-506	101	15	is	be	AUX
ap-506	101	16	then	then	ADV
ap-506	101	17	normalised	normalise	VERB
ap-506	101	18	with	with	ADP
ap-506	101	19	respect	respect	NOUN
ap-506	101	20	to	to	ADP
ap-506	101	21	the	the	DET
ap-506	101	22	lcpp	lcpp	NOUN
ap-506	101	23	datum	datum	NOUN
ap-506	101	24	and	and	CCONJ
ap-506	101	25	mapped	map	VERB
ap-506	101	26	to	to	ADP
ap-506	101	27	the	the	DET
ap-506	101	28	ann	ann	PROPN
ap-506	101	29	system	system	NOUN
ap-506	101	30	.	.	PUNCT
ap-506	102	1	the	the	DET
ap-506	102	2	outputs	output	NOUN
ap-506	102	3	obtained	obtain	VERB
ap-506	102	4	are	be	AUX
ap-506	102	5	compared	compare	VERB
ap-506	102	6	to	to	ADP
ap-506	102	7	the	the	DET
ap-506	102	8	decision	decision	NOUN
ap-506	102	9	output	output	NOUN
ap-506	102	10	listed	list	VERB
ap-506	102	11	in	in	ADP
ap-506	102	12	table	table	NOUN
ap-506	102	13	2	2	NUM
ap-506	102	14	to	to	PART
ap-506	102	15	identify	identify	VERB
ap-506	102	16	the	the	DET
ap-506	102	17	image	image	NOUN
ap-506	102	18	identity	identity	NOUN
ap-506	102	19	type	type	NOUN
ap-506	102	20	as	as	ADP
ap-506	102	21	star	star	NOUN
ap-506	102	22	,	,	PUNCT
ap-506	102	23	noise	noise	NOUN
ap-506	102	24	or	or	CCONJ
ap-506	102	25	cosmic	cosmic	ADJ
ap-506	102	26	ray	ray	NOUN
ap-506	102	27	event	event	NOUN
ap-506	102	28	within	within	ADP
ap-506	102	29	a	a	DET
ap-506	102	30	value	value	NOUN
ap-506	102	31	of	of	ADP
ap-506	102	32	0.1	0.1	NUM
ap-506	102	33	,	,	PUNCT
ap-506	102	34	which	which	PRON
ap-506	102	35	has	have	AUX
ap-506	102	36	been	be	AUX
ap-506	102	37	adopted	adopt	VERB
ap-506	102	38	as	as	ADP
ap-506	102	39	the	the	DET
ap-506	102	40	tolerance	tolerance	NOUN
ap-506	102	41	limit	limit	NOUN
ap-506	102	42	for	for	ADP
ap-506	102	43	learning	learn	VERB
ap-506	102	44	(	(	PUNCT
ap-506	102	45	sec	sec	PROPN
ap-506	102	46	.	.	PROPN
ap-506	102	47	2.5	2.5	NUM
ap-506	102	48	)	)	PUNCT
ap-506	102	49	.	.	PUNCT
ap-506	103	1	the	the	DET
ap-506	103	2	present	present	ADJ
ap-506	103	3	ann	ann	PROPN
ap-506	103	4	system	system	NOUN
ap-506	103	5	has	have	AUX
ap-506	103	6	been	be	AUX
ap-506	103	7	coded	code	VERB
ap-506	103	8	in	in	ADP
ap-506	103	9	c	c	NOUN
ap-506	103	10	language	language	NOUN
ap-506	103	11	and	and	CCONJ
ap-506	103	12	has	have	AUX
ap-506	103	13	been	be	AUX
ap-506	103	14	tested	test	VERB
ap-506	103	15	through	through	ADP
ap-506	103	16	application	application	NOUN
ap-506	103	17	to	to	ADP
ap-506	103	18	the	the	DET
ap-506	103	19	test	test	NOUN
ap-506	103	20	pattern	pattern	NOUN
ap-506	103	21	set	set	NOUN
ap-506	103	22	(	(	PUNCT
ap-506	103	23	sec	sec	PROPN
ap-506	103	24	.	.	PROPN
ap-506	103	25	2.3	2.3	NUM
ap-506	103	26	)	)	PUNCT
ap-506	103	27	.	.	PUNCT
ap-506	104	1	exact	exact	ADJ
ap-506	104	2	agreement	agreement	NOUN
ap-506	104	3	was	be	AUX
ap-506	104	4	found	find	VERB
ap-506	104	5	between	between	ADP
ap-506	104	6	the	the	DET
ap-506	104	7	entities	entity	NOUN
ap-506	104	8	recognised	recognise	VERB
ap-506	104	9	and	and	CCONJ
ap-506	104	10	the	the	DET
ap-506	104	11	prior	prior	ADJ
ap-506	104	12	knowledge	knowledge	NOUN
ap-506	104	13	on	on	ADP
ap-506	104	14	the	the	DET
ap-506	104	15	patterns	pattern	NOUN
ap-506	104	16	adopted	adopt	VERB
ap-506	104	17	.	.	PUNCT
ap-506	105	1	3	3	NUM
ap-506	105	2	application	application	NOUN
ap-506	105	3	after	after	ADP
ap-506	105	4	testing	test	VERB
ap-506	105	5	the	the	DET
ap-506	105	6	present	present	ADJ
ap-506	105	7	anns	anns	NOUN
ap-506	105	8	,	,	PUNCT
ap-506	105	9	it	it	PRON
ap-506	105	10	was	be	AUX
ap-506	105	11	applied	apply	VERB
ap-506	105	12	on	on	ADP
ap-506	105	13	a	a	DET
ap-506	105	14	standard	standard	ADJ
ap-506	105	15	ccd	ccd	NOUN
ap-506	105	16	frame	frame	NOUN
ap-506	105	17	previously	previously	ADV
ap-506	105	18	analysed	analyse	VERB
ap-506	105	19	by	by	ADP
ap-506	105	20	different	different	ADJ
ap-506	105	21	methods	method	NOUN
ap-506	105	22	in	in	ADP
ap-506	105	23	order	order	NOUN
ap-506	105	24	to	to	PART
ap-506	105	25	verify	verify	VERB
ap-506	105	26	the	the	DET
ap-506	105	27	capability	capability	NOUN
ap-506	105	28	and	and	CCONJ
ap-506	105	29	limitations	limitation	NOUN
ap-506	105	30	of	of	ADP
ap-506	105	31	the	the	DET
ap-506	105	32	present	present	ADJ
ap-506	105	33	anns	anns	NOUN
ap-506	105	34	in	in	ADP
ap-506	105	35	comparison	comparison	NOUN
ap-506	105	36	with	with	ADP
ap-506	105	37	these	these	DET
ap-506	105	38	methods	method	NOUN
ap-506	105	39	and	and	CCONJ
ap-506	105	40	the	the	DET
ap-506	105	41	known	know	VERB
ap-506	105	42	standard	standard	ADJ
ap-506	105	43	data	datum	NOUN
ap-506	105	44	.	.	PUNCT
ap-506	106	1	3.1	3.1	NUM
ap-506	106	2	the	the	DET
ap-506	106	3	case	case	NOUN
ap-506	106	4	adopted	adopt	VERB
ap-506	106	5	a	a	DET
ap-506	106	6	ccd	ccd	NOUN
ap-506	106	7	frame	frame	NOUN
ap-506	106	8	of	of	ADP
ap-506	106	9	the	the	DET
ap-506	106	10	star	star	NOUN
ap-506	106	11	cluster	cluster	NOUN
ap-506	106	12	m67	m67	NOUN
ap-506	106	13	[	[	X
ap-506	106	14	14	14	NUM
ap-506	106	15	]	]	PUNCT
ap-506	106	16	was	be	AUX
ap-506	106	17	undertaken	undertake	VERB
ap-506	106	18	to	to	PART
ap-506	106	19	apply	apply	VERB
ap-506	106	20	the	the	DET
ap-506	106	21	present	present	ADJ
ap-506	106	22	anns	anns	NOUN
ap-506	106	23	for	for	ADP
ap-506	106	24	the	the	DET
ap-506	106	25	following	follow	VERB
ap-506	106	26	reasons	reason	NOUN
ap-506	106	27	:	:	PUNCT
ap-506	106	28	a	a	X
ap-506	106	29	)	)	PUNCT
ap-506	106	30	the	the	DET
ap-506	106	31	cluster	cluster	NOUN
ap-506	106	32	is	be	AUX
ap-506	106	33	one	one	NUM
ap-506	106	34	of	of	ADP
ap-506	106	35	the	the	DET
ap-506	106	36	standard	standard	ADJ
ap-506	106	37	,	,	PUNCT
ap-506	106	38	well	well	ADV
ap-506	106	39	-	-	PUNCT
ap-506	106	40	known	know	VERB
ap-506	106	41	and	and	CCONJ
ap-506	106	42	well	well	ADV
ap-506	106	43	-	-	PUNCT
ap-506	106	44	studied	study	VERB
ap-506	106	45	star	star	NOUN
ap-506	106	46	clusters	cluster	NOUN
ap-506	106	47	,	,	PUNCT
ap-506	106	48	where	where	SCONJ
ap-506	106	49	precise	precise	ADJ
ap-506	106	50	data	datum	NOUN
ap-506	106	51	on	on	ADP
ap-506	106	52	the	the	DET
ap-506	106	53	stars	star	NOUN
ap-506	106	54	in	in	ADP
ap-506	106	55	its	its	PRON
ap-506	106	56	vicinity	vicinity	NOUN
ap-506	106	57	is	be	AUX
ap-506	106	58	available	available	ADJ
ap-506	106	59	from	from	ADP
ap-506	106	60	several	several	ADJ
ap-506	106	61	publications	publication	NOUN
ap-506	106	62	and	and	CCONJ
ap-506	106	63	from	from	ADP
ap-506	106	64	an	an	DET
ap-506	106	65	accurate	accurate	ADJ
ap-506	106	66	database	database	NOUN
ap-506	106	67	.	.	PUNCT
ap-506	107	1	the	the	DET
ap-506	107	2	region	region	NOUN
ap-506	107	3	of	of	ADP
ap-506	107	4	the	the	DET
ap-506	107	5	cluster	cluster	NOUN
ap-506	107	6	imaged	image	VERB
ap-506	107	7	in	in	ADP
ap-506	107	8	the	the	DET
ap-506	107	9	frame	frame	NOUN
ap-506	107	10	includes	include	VERB
ap-506	107	11	faint	faint	ADJ
ap-506	107	12	,	,	PUNCT
ap-506	107	13	intermediate	intermediate	ADJ
ap-506	107	14	and	and	CCONJ
ap-506	107	15	bright	bright	ADJ
ap-506	107	16	stars	star	NOUN
ap-506	107	17	,	,	PUNCT
ap-506	107	18	while	while	SCONJ
ap-506	107	19	some	some	DET
ap-506	107	20	stars	star	NOUN
ap-506	107	21	are	be	AUX
ap-506	107	22	close	close	ADJ
ap-506	107	23	together	together	ADV
ap-506	107	24	and	and	CCONJ
ap-506	107	25	some	some	PRON
ap-506	107	26	are	be	AUX
ap-506	107	27	far	far	ADV
ap-506	107	28	apart	apart	ADV
ap-506	107	29	.	.	PUNCT
ap-506	108	1	b	b	X
ap-506	108	2	)	)	PUNCT
ap-506	108	3	the	the	DET
ap-506	108	4	frame	frame	NOUN
ap-506	108	5	can	can	AUX
ap-506	108	6	be	be	AUX
ap-506	108	7	considered	consider	VERB
ap-506	108	8	as	as	ADP
ap-506	108	9	an	an	DET
ap-506	108	10	ideal	ideal	ADJ
ap-506	108	11	case	case	NOUN
ap-506	108	12	for	for	ADP
ap-506	108	13	stellar	stellar	ADJ
ap-506	108	14	ccd	ccd	NOUN
ap-506	108	15	imaging	imaging	NOUN
ap-506	108	16	where	where	SCONJ
ap-506	108	17	images	image	NOUN
ap-506	108	18	of	of	ADP
ap-506	108	19	the	the	DET
ap-506	108	20	stars	star	NOUN
ap-506	108	21	are	be	AUX
ap-506	108	22	generally	generally	ADV
ap-506	108	23	circular	circular	ADJ
ap-506	108	24	.	.	PUNCT
ap-506	109	1	it	it	PRON
ap-506	109	2	was	be	AUX
ap-506	109	3	obtained	obtain	VERB
ap-506	109	4	together	together	ADV
ap-506	109	5	with	with	ADP
ap-506	109	6	the	the	DET
ap-506	109	7	widely	widely	ADV
ap-506	109	8	used	use	VERB
ap-506	109	9	software	software	NOUN
ap-506	109	10	daophot	daophot	NOUN
ap-506	109	11	-	-	PUNCT
ap-506	109	12	ii	ii	NOUN
ap-506	110	1	[	[	X
ap-506	110	2	13	13	NUM
ap-506	110	3	]	]	PUNCT
ap-506	110	4	and	and	CCONJ
ap-506	110	5	the	the	DET
ap-506	110	6	relevant	relevant	ADJ
ap-506	110	7	and	and	CCONJ
ap-506	110	8	necessary	necessary	ADJ
ap-506	110	9	auxiliary	auxiliary	ADJ
ap-506	110	10	files	file	NOUN
ap-506	110	11	.	.	PUNCT
ap-506	111	1	hence	hence	ADV
ap-506	111	2	reduction	reduction	NOUN
ap-506	111	3	of	of	ADP
ap-506	111	4	the	the	DET
ap-506	111	5	frame	frame	NOUN
ap-506	111	6	using	use	VERB
ap-506	111	7	this	this	DET
ap-506	111	8	code	code	NOUN
ap-506	111	9	can	can	AUX
ap-506	111	10	be	be	AUX
ap-506	111	11	achieved	achieve	VERB
ap-506	111	12	properly	properly	ADV
ap-506	111	13	.	.	PUNCT
ap-506	112	1	c	c	X
ap-506	112	2	)	)	PUNCT
ap-506	112	3	the	the	DET
ap-506	112	4	frame	frame	NOUN
ap-506	112	5	was	be	AUX
ap-506	112	6	reduced	reduce	VERB
ap-506	112	7	by	by	ADP
ap-506	112	8	two	two	NUM
ap-506	112	9	other	other	ADJ
ap-506	112	10	approaches	approach	NOUN
ap-506	112	11	through	through	ADP
ap-506	112	12	of	of	ADP
ap-506	112	13	knowledge	knowledge	NOUN
ap-506	112	14	based	base	VERB
ap-506	112	15	system	system	NOUN
ap-506	112	16	,	,	PUNCT
ap-506	112	17	kbs	kbs	PROPN
ap-506	112	18	,	,	PUNCT
ap-506	112	19	[	[	X
ap-506	112	20	10	10	NUM
ap-506	112	21	,	,	PUNCT
ap-506	112	22	11	11	NUM
ap-506	112	23	]	]	PUNCT
ap-506	112	24	and	and	CCONJ
ap-506	112	25	anns	anns	NOUN
ap-506	112	26	employing	employ	VERB
ap-506	112	27	the	the	DET
ap-506	112	28	uni	uni	ADJ
ap-506	112	29	-	-	ADJ
ap-506	112	30	polar	polar	ADJ
ap-506	112	31	function	function	NOUN
ap-506	112	32	[	[	X
ap-506	112	33	12	12	NUM
ap-506	112	34	]	]	PUNCT
ap-506	112	35	.	.	PUNCT
ap-506	113	1	these	these	DET
ap-506	113	2	reasons	reason	NOUN
ap-506	113	3	facilitate	facilitate	VERB
ap-506	113	4	an	an	DET
ap-506	113	5	objective	objective	ADJ
ap-506	113	6	comparison	comparison	NOUN
ap-506	113	7	of	of	ADP
ap-506	113	8	these	these	DET
ap-506	113	9	approaches	approach	NOUN
ap-506	113	10	.	.	PUNCT
ap-506	114	1	the	the	DET
ap-506	114	2	frame	frame	NOUN
ap-506	114	3	is	be	AUX
ap-506	114	4	320×350	320×350	NUM
ap-506	114	5	pixels	pixel	NOUN
ap-506	114	6	acquired	acquire	VERB
ap-506	114	7	for	for	ADP
ap-506	114	8	a	a	DET
ap-506	114	9	period	period	NOUN
ap-506	114	10	of	of	ADP
ap-506	114	11	30	30	NUM
ap-506	114	12	seconds	second	NOUN
ap-506	114	13	through	through	ADP
ap-506	114	14	the	the	DET
ap-506	114	15	visual	visual	ADJ
ap-506	114	16	optical	optical	ADJ
ap-506	114	17	band	band	NOUN
ap-506	114	18	where	where	SCONJ
ap-506	114	19	ccd	ccd	NOUN
ap-506	114	20	chips	chip	NOUN
ap-506	114	21	have	have	VERB
ap-506	114	22	maximum	maximum	ADJ
ap-506	114	23	quantum	quantum	ADJ
ap-506	114	24	efficiency	efficiency	NOUN
ap-506	114	25	.	.	PUNCT
ap-506	115	1	the	the	DET
ap-506	115	2	full	full	ADJ
ap-506	115	3	well	well	NOUN
ap-506	115	4	capacity	capacity	NOUN
ap-506	115	5	value	value	NOUN
ap-506	115	6	is	be	AUX
ap-506	115	7	16252	16252	NUM
ap-506	115	8	adu	adu	X
ap-506	115	9	(	(	PUNCT
ap-506	115	10	analog	analog	NOUN
ap-506	115	11	-	-	PUNCT
ap-506	115	12	to	to	ADP
ap-506	115	13	-	-	PUNCT
ap-506	115	14	digital	digital	ADJ
ap-506	115	15	converter	converter	NOUN
ap-506	115	16	unit	unit	NOUN
ap-506	115	17	)	)	PUNCT
ap-506	115	18	.	.	PUNCT
ap-506	116	1	3.2	3.2	NUM
ap-506	116	2	results	result	NOUN
ap-506	116	3	and	and	CCONJ
ap-506	116	4	discussion	discussion	NOUN
ap-506	116	5	the	the	DET
ap-506	116	6	selected	select	VERB
ap-506	116	7	case	case	NOUN
ap-506	116	8	frame	frame	NOUN
ap-506	116	9	was	be	AUX
ap-506	116	10	reduced	reduce	VERB
ap-506	116	11	by	by	ADP
ap-506	116	12	applying	apply	VERB
ap-506	116	13	the	the	DET
ap-506	116	14	present	present	ADJ
ap-506	116	15	anns	anns	NOUN
ap-506	116	16	approach	approach	NOUN
ap-506	116	17	as	as	ADV
ap-506	116	18	well	well	ADV
ap-506	116	19	as	as	ADP
ap-506	116	20	that	that	PRON
ap-506	116	21	of	of	ADP
ap-506	116	22	paper	paper	NOUN
ap-506	116	23	i	i	PRON
ap-506	116	24	and	and	CCONJ
ap-506	116	25	the	the	DET
ap-506	116	26	daophot	daophot	PROPN
ap-506	116	27	-	-	PUNCT
ap-506	116	28	ii	ii	NOUN
ap-506	116	29	code	code	NOUN
ap-506	116	30	.	.	PUNCT
ap-506	117	1	the	the	DET
ap-506	117	2	last	last	ADJ
ap-506	117	3	two	two	NUM
ap-506	117	4	approaches	approach	NOUN
ap-506	117	5	identify	identify	VERB
ap-506	117	6	134	134	NUM
ap-506	117	7	and	and	CCONJ
ap-506	117	8	137	137	NUM
ap-506	117	9	star	star	NOUN
ap-506	117	10	images	image	NOUN
ap-506	117	11	,	,	PUNCT
ap-506	117	12	respectively	respectively	ADV
ap-506	117	13	.	.	PUNCT
ap-506	118	1	a	a	DET
ap-506	118	2	comparison	comparison	NOUN
ap-506	118	3	between	between	ADP
ap-506	118	4	,	,	PUNCT
ap-506	118	5	and	and	CCONJ
ap-506	118	6	a	a	DET
ap-506	118	7	discussion	discussion	NOUN
ap-506	118	8	of	of	ADP
ap-506	118	9	,	,	PUNCT
ap-506	118	10	these	these	DET
ap-506	118	11	findings	finding	NOUN
ap-506	118	12	are	be	AUX
ap-506	118	13	given	give	VERB
ap-506	118	14	in	in	ADP
ap-506	118	15	paper	paper	NOUN
ap-506	118	16	i.	i.	NOUN
ap-506	118	17	the	the	DET
ap-506	118	18	execution	execution	NOUN
ap-506	118	19	of	of	ADP
ap-506	118	20	the	the	DET
ap-506	118	21	present	present	ADJ
ap-506	118	22	technique	technique	NOUN
ap-506	118	23	on	on	ADP
ap-506	118	24	the	the	DET
ap-506	118	25	frame	frame	NOUN
ap-506	118	26	showed	show	VERB
ap-506	118	27	that	that	SCONJ
ap-506	118	28	:	:	PUNCT
ap-506	118	29	a	a	X
ap-506	118	30	)	)	PUNCT
ap-506	118	31	the	the	DET
ap-506	118	32	maximum	maximum	ADJ
ap-506	118	33	pixel	pixel	PROPN
ap-506	118	34	datum	datum	NOUN
ap-506	118	35	is	be	AUX
ap-506	118	36	16252	16252	NUM
ap-506	118	37	adu	adu	NOUN
ap-506	118	38	,	,	PUNCT
ap-506	118	39	where	where	SCONJ
ap-506	118	40	saturation	saturation	NOUN
ap-506	118	41	occurred	occur	VERB
ap-506	118	42	.	.	PUNCT
ap-506	119	1	b	b	X
ap-506	119	2	)	)	PUNCT
ap-506	119	3	the	the	DET
ap-506	119	4	frame	frame	NOUN
ap-506	119	5	background	background	NOUN
ap-506	119	6	level	level	NOUN
ap-506	119	7	is	be	AUX
ap-506	119	8	21.0	21.0	NUM
ap-506	119	9	(	(	PUNCT
ap-506	119	10	p.e	p.e	PROPN
ap-506	119	11	.	.	PROPN
ap-506	119	12	�	�	PROPN
ap-506	119	13	�	�	PROPN
ap-506	119	14	1.0	1.0	NUM
ap-506	119	15	)	)	PUNCT
ap-506	119	16	.	.	PUNCT
ap-506	120	1	c	c	X
ap-506	120	2	)	)	PUNCT
ap-506	120	3	three	three	NUM
ap-506	120	4	cosmic	cosmic	ADJ
ap-506	120	5	events	event	NOUN
ap-506	120	6	have	have	AUX
ap-506	120	7	been	be	AUX
ap-506	120	8	identified	identify	VERB
ap-506	120	9	.	.	PUNCT
ap-506	121	1	d	d	X
ap-506	121	2	)	)	PUNCT
ap-506	121	3	the	the	DET
ap-506	121	4	frame	frame	NOUN
ap-506	121	5	contains	contain	VERB
ap-506	121	6	131	131	NUM
ap-506	121	7	stellar	stellar	ADJ
ap-506	121	8	images	image	NOUN
ap-506	121	9	.	.	PUNCT
ap-506	122	1	the	the	DET
ap-506	122	2	second	second	ADJ
ap-506	122	3	finding	finding	NOUN
ap-506	122	4	(	(	PUNCT
ap-506	122	5	i.e.	i.e.	X
ap-506	122	6	frame	frame	NOUN
ap-506	122	7	background	background	NOUN
ap-506	122	8	level	level	NOUN
ap-506	122	9	)	)	PUNCT
ap-506	122	10	is	be	AUX
ap-506	122	11	in	in	ADP
ap-506	122	12	good	good	ADJ
ap-506	122	13	agreement	agreement	NOUN
ap-506	122	14	with	with	ADP
ap-506	122	15	that	that	PRON
ap-506	122	16	derived	derive	VERB
ap-506	122	17	previously	previously	ADV
ap-506	122	18	as	as	ADP
ap-506	122	19	21.1	21.1	NUM
ap-506	122	20	[	[	PUNCT
ap-506	122	21	see	see	VERB
ap-506	122	22	11	11	NUM
ap-506	122	23	]	]	PUNCT
ap-506	122	24	.	.	PUNCT
ap-506	123	1	the	the	DET
ap-506	123	2	third	third	ADJ
ap-506	123	3	finding	finding	NOUN
ap-506	123	4	is	be	AUX
ap-506	123	5	exactly	exactly	ADV
ap-506	123	6	like	like	ADP
ap-506	123	7	that	that	PRON
ap-506	123	8	identified	identify	VERB
ap-506	123	9	by	by	ADP
ap-506	123	10	[	[	X
ap-506	123	11	10	10	NUM
ap-506	123	12	,	,	PUNCT
ap-506	123	13	11	11	NUM
ap-506	123	14	]	]	PUNCT
ap-506	123	15	.	.	PUNCT
ap-506	124	1	the	the	DET
ap-506	124	2	computing	computing	NOUN
ap-506	124	3	time	time	NOUN
ap-506	124	4	is	be	AUX
ap-506	124	5	similar	similar	ADJ
ap-506	124	6	to	to	ADP
ap-506	124	7	that	that	PRON
ap-506	124	8	needed	need	VERB
ap-506	124	9	for	for	ADP
ap-506	124	10	paper	paper	NOUN
ap-506	124	11	i	i	PRON
ap-506	124	12	,	,	PUNCT
ap-506	124	13	i.e.	i.e.	X
ap-506	124	14	,	,	PUNCT
ap-506	124	15	45	45	NUM
ap-506	124	16	seconds	second	NOUN
ap-506	124	17	employing	employ	VERB
ap-506	124	18	a	a	DET
ap-506	124	19	pentium	pentium	PROPN
ap-506	124	20	ii	ii	PROPN
ap-506	124	21	pc	pc	NOUN
ap-506	124	22	(	(	PUNCT
ap-506	124	23	233	233	NUM
ap-506	124	24	mhz	mhz	NOUN
ap-506	124	25	processor	processor	NOUN
ap-506	124	26	)	)	PUNCT
ap-506	124	27	for	for	ADP
ap-506	124	28	scanning	scan	VERB
ap-506	124	29	the	the	DET
ap-506	124	30	image	image	NOUN
ap-506	124	31	,	,	PUNCT
ap-506	124	32	finding	find	VERB
ap-506	124	33	the	the	DET
ap-506	124	34	data	data	NOUN
ap-506	124	35	limits	limit	NOUN
ap-506	124	36	of	of	ADP
ap-506	124	37	the	the	DET
ap-506	124	38	pixels	pixel	NOUN
ap-506	124	39	,	,	PUNCT
ap-506	124	40	displaying	display	VERB
ap-506	124	41	the	the	DET
ap-506	124	42	frame	frame	NOUN
ap-506	124	43	via	via	ADP
ap-506	124	44	the	the	DET
ap-506	124	45	monitor	monitor	NOUN
ap-506	124	46	,	,	PUNCT
ap-506	124	47	recognising	recognise	VERB
ap-506	124	48	stellar	stellar	ADJ
ap-506	124	49	images	image	NOUN
ap-506	124	50	and	and	CCONJ
ap-506	124	51	cosmic	cosmic	ADJ
ap-506	124	52	events	event	NOUN
ap-506	124	53	and	and	CCONJ
ap-506	124	54	saving	save	VERB
ap-506	124	55	the	the	DET
ap-506	124	56	output	output	NOUN
ap-506	124	57	in	in	ADP
ap-506	124	58	the	the	DET
ap-506	124	59	relevant	relevant	ADJ
ap-506	124	60	files	file	NOUN
ap-506	124	61	.	.	PUNCT
ap-506	125	1	during	during	ADP
ap-506	125	2	the	the	DET
ap-506	125	3	recognition	recognition	NOUN
ap-506	125	4	step	step	NOUN
ap-506	125	5	,	,	PUNCT
ap-506	125	6	each	each	DET
ap-506	125	7	star	star	NOUN
ap-506	125	8	image	image	NOUN
ap-506	125	9	found	find	VERB
ap-506	125	10	was	be	AUX
ap-506	125	11	marked	mark	VERB
ap-506	125	12	by	by	ADP
ap-506	125	13	an	an	DET
ap-506	125	14	open	open	ADJ
ap-506	125	15	circle	circle	NOUN
ap-506	125	16	while	while	SCONJ
ap-506	125	17	an	an	DET
ap-506	125	18	open	open	ADJ
ap-506	125	19	square	square	NOUN
ap-506	125	20	is	be	AUX
ap-506	125	21	displayed	display	VERB
ap-506	125	22	around	around	ADP
ap-506	125	23	each	each	DET
ap-506	125	24	cosmic	cosmic	ADJ
ap-506	125	25	event	event	NOUN
ap-506	125	26	.	.	PUNCT
ap-506	126	1	in	in	ADP
ap-506	126	2	the	the	DET
ap-506	126	3	following	following	NOUN
ap-506	126	4	,	,	PUNCT
ap-506	126	5	the	the	DET
ap-506	126	6	present	present	ADJ
ap-506	126	7	results	result	NOUN
ap-506	126	8	are	be	AUX
ap-506	126	9	discussed	discuss	VERB
ap-506	126	10	and	and	CCONJ
ap-506	126	11	compared	compare	VERB
ap-506	126	12	with	with	ADP
ap-506	126	13	those	those	PRON
ap-506	126	14	obtained	obtain	VERB
ap-506	126	15	by	by	ADP
ap-506	126	16	the	the	DET
ap-506	126	17	other	other	ADJ
ap-506	126	18	two	two	NUM
ap-506	126	19	methods	method	NOUN
ap-506	126	20	.	.	PUNCT
ap-506	127	1	3.2.1	3.2.1	NUM
ap-506	127	2	the	the	DET
ap-506	127	3	bi	bi	NOUN
ap-506	127	4	-	-	ADJ
ap-506	127	5	polar	polar	ADJ
ap-506	127	6	and	and	CCONJ
ap-506	127	7	the	the	DET
ap-506	127	8	uni	uni	ADJ
ap-506	127	9	-	-	ADJ
ap-506	127	10	polar	polar	ADJ
ap-506	127	11	function	function	NOUN
ap-506	127	12	anns	anns	NOUN
ap-506	127	13	approaches	approach	VERB
ap-506	127	14	fig	fig	NOUN
ap-506	127	15	.	.	PUNCT
ap-506	128	1	3	3	NUM
ap-506	128	2	shows	show	VERB
ap-506	128	3	the	the	DET
ap-506	128	4	results	result	NOUN
ap-506	128	5	of	of	ADP
ap-506	128	6	applying	apply	VERB
ap-506	128	7	the	the	DET
ap-506	128	8	two	two	NUM
ap-506	128	9	codes	code	NOUN
ap-506	128	10	.	.	PUNCT
ap-506	129	1	the	the	DET
ap-506	129	2	two	two	NUM
ap-506	129	3	approaches	approach	NOUN
ap-506	129	4	agree	agree	VERB
ap-506	129	5	about	about	ADP
ap-506	129	6	identifying	identify	VERB
ap-506	129	7	the	the	DET
ap-506	129	8	three	three	NUM
ap-506	129	9	cosmic	cosmic	ADJ
ap-506	129	10	events	event	NOUN
ap-506	129	11	.	.	PUNCT
ap-506	130	1	all	all	DET
ap-506	130	2	stellar	stellar	ADJ
ap-506	130	3	images	image	NOUN
ap-506	130	4	recognised	recognise	VERB
ap-506	130	5	in	in	ADP
ap-506	130	6	the	the	DET
ap-506	130	7	present	present	ADJ
ap-506	130	8	work	work	NOUN
ap-506	130	9	were	be	AUX
ap-506	130	10	identified	identify	VERB
ap-506	130	11	when	when	SCONJ
ap-506	130	12	the	the	DET
ap-506	130	13	uni	uni	ADJ
ap-506	130	14	-	-	ADJ
ap-506	130	15	polar	polar	ADJ
ap-506	130	16	function	function	NOUN
ap-506	130	17	was	be	AUX
ap-506	130	18	adopted	adopt	VERB
ap-506	130	19	in	in	ADP
ap-506	130	20	paper	paper	NOUN
ap-506	130	21	i.	i.	NOUN
ap-506	130	22	three	three	NUM
ap-506	130	23	more	more	ADV
ap-506	130	24	stellar	stellar	ADJ
ap-506	130	25	images	image	NOUN
ap-506	130	26	were	be	AUX
ap-506	130	27	found	find	VERB
ap-506	130	28	by	by	ADP
ap-506	130	29	applying	apply	VERB
ap-506	130	30	the	the	DET
ap-506	130	31	latter	latter	ADJ
ap-506	130	32	approach	approach	NOUN
ap-506	130	33	.	.	PUNCT
ap-506	131	1	for	for	ADP
ap-506	131	2	these	these	DET
ap-506	131	3	images	image	NOUN
ap-506	131	4	,	,	PUNCT
ap-506	131	5	it	it	PRON
ap-506	131	6	is	be	AUX
ap-506	131	7	worthwhile	worthwhile	ADJ
ap-506	131	8	to	to	PART
ap-506	131	9	state	state	VERB
ap-506	131	10	that	that	SCONJ
ap-506	131	11	:	:	PUNCT
ap-506	131	12	a	a	X
ap-506	131	13	)	)	PUNCT
ap-506	131	14	the	the	DET
ap-506	131	15	central	central	ADJ
ap-506	131	16	pixel	pixel	PROPN
ap-506	131	17	data	datum	NOUN
ap-506	131	18	are	be	AUX
ap-506	131	19	33	33	NUM
ap-506	131	20	,	,	PUNCT
ap-506	131	21	35	35	NUM
ap-506	131	22	and	and	CCONJ
ap-506	131	23	35	35	NUM
ap-506	131	24	(	(	PUNCT
ap-506	131	25	see	see	VERB
ap-506	131	26	table	table	NOUN
ap-506	131	27	3	3	NUM
ap-506	131	28	)	)	PUNCT
ap-506	131	29	.	.	PUNCT
ap-506	132	1	these	these	DET
ap-506	132	2	values	value	NOUN
ap-506	132	3	are	be	AUX
ap-506	132	4	very	very	ADV
ap-506	132	5	close	close	ADJ
ap-506	132	6	to	to	ADP
ap-506	132	7	the	the	DET
ap-506	132	8	frame	frame	NOUN
ap-506	132	9	background	background	NOUN
ap-506	132	10	level	level	NOUN
ap-506	132	11	(	(	PUNCT
ap-506	132	12	21	21	NUM
ap-506	132	13	)	)	PUNCT
ap-506	132	14	and	and	CCONJ
ap-506	132	15	very	very	ADV
ap-506	132	16	far	far	ADV
ap-506	132	17	from	from	ADP
ap-506	132	18	the	the	DET
ap-506	132	19	saturation	saturation	NOUN
ap-506	132	20	value	value	NOUN
ap-506	132	21	(	(	PUNCT
ap-506	132	22	16252	16252	NUM
ap-506	132	23	)	)	PUNCT
ap-506	132	24	.	.	PUNCT
ap-506	133	1	this	this	PRON
ap-506	133	2	implies	imply	VERB
ap-506	133	3	that	that	SCONJ
ap-506	133	4	these	these	PRON
ap-506	133	5	are	be	AUX
ap-506	133	6	very	very	ADV
ap-506	133	7	faint	faint	ADJ
ap-506	133	8	stars	star	NOUN
ap-506	133	9	having	have	VERB
ap-506	133	10	a	a	DET
ap-506	133	11	very	very	ADV
ap-506	133	12	low	low	ADJ
ap-506	133	13	peak	peak	NOUN
ap-506	133	14	-	-	PUNCT
ap-506	133	15	to	to	ADP
ap-506	133	16	-	-	PUNCT
ap-506	133	17	background	background	NOUN
ap-506	133	18	ratio	ratio	NOUN
ap-506	133	19	(	(	PUNCT
ap-506	133	20	compare	compare	VERB
ap-506	133	21	this	this	DET
ap-506	133	22	data	datum	NOUN
ap-506	133	23	with	with	ADP
ap-506	133	24	the	the	DET
ap-506	133	25	data	datum	NOUN
ap-506	133	26	in	in	ADP
ap-506	133	27	fig	fig	NOUN
ap-506	133	28	.	.	PUNCT
ap-506	134	1	2	2	NUM
ap-506	134	2	)	)	PUNCT
ap-506	134	3	.	.	PUNCT
ap-506	135	1	hence	hence	ADV
ap-506	135	2	they	they	PRON
ap-506	135	3	are	be	AUX
ap-506	135	4	of	of	ADP
ap-506	135	5	much	much	ADV
ap-506	135	6	less	less	ADJ
ap-506	135	7	astronomical	astronomical	ADJ
ap-506	135	8	importance	importance	NOUN
ap-506	135	9	.	.	PUNCT
ap-506	136	1	b	b	X
ap-506	136	2	)	)	PUNCT
ap-506	136	3	the	the	DET
ap-506	136	4	star	star	PROPN
ap-506	136	5	discriminator	discriminator	PROPN
ap-506	136	6	output	output	PROPN
ap-506	136	7	element	element	PROPN
ap-506	136	8	o1	o1	PROPN
ap-506	136	9	has	have	VERB
ap-506	136	10	the	the	DET
ap-506	136	11	values	value	NOUN
ap-506	136	12	0.91	0.91	NUM
ap-506	136	13	,	,	PUNCT
ap-506	136	14	0.92	0.92	NUM
ap-506	136	15	and	and	CCONJ
ap-506	136	16	0.94	0.94	NUM
ap-506	136	17	.	.	PUNCT
ap-506	137	1	these	these	DET
ap-506	137	2	values	value	NOUN
ap-506	137	3	are	be	AUX
ap-506	137	4	lower	low	ADJ
ap-506	137	5	than	than	ADP
ap-506	137	6	those	those	PRON
ap-506	137	7	of	of	ADP
ap-506	137	8	other	other	ADJ
ap-506	137	9	stars	star	NOUN
ap-506	137	10	,	,	PUNCT
ap-506	137	11	which	which	PRON
ap-506	137	12	are	be	AUX
ap-506	137	13	generally	generally	ADV
ap-506	137	14	larger	large	ADJ
ap-506	137	15	than	than	ADP
ap-506	137	16	0.99	0.99	NUM
ap-506	137	17	.	.	PUNCT
ap-506	138	1	©	©	PROPN
ap-506	138	2	czech	czech	PROPN
ap-506	138	3	technical	technical	PROPN
ap-506	138	4	university	university	PROPN
ap-506	138	5	publishing	publishing	NOUN
ap-506	138	6	house	house	NOUN
ap-506	138	7	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-506	138	8	27	27	NUM
ap-506	138	9	czech	czech	PROPN
ap-506	138	10	technical	technical	PROPN
ap-506	138	11	university	university	PROPN
ap-506	138	12	in	in	ADP
ap-506	138	13	prague	prague	PROPN
ap-506	138	14	acta	acta	PROPN
ap-506	138	15	polytechnica	polytechnica	PROPN
ap-506	138	16	vol	vol	NOUN
ap-506	138	17	.	.	PROPN
ap-506	139	1	44	44	NUM
ap-506	139	2	no	no	NOUN
ap-506	139	3	.	.	PUNCT
ap-506	140	1	1/2004	1/2004	NUM
ap-506	140	2	o1	o1	PROPN
ap-506	140	3	o2	o2	PROPN
ap-506	140	4	o3	o3	PROPN
ap-506	140	5	star	star	NOUN
ap-506	140	6	1	1	NUM
ap-506	140	7	0	0	NUM
ap-506	140	8	0	0	NUM
ap-506	140	9	noise	noise	NOUN
ap-506	140	10	0	0	NUM
ap-506	140	11	1	1	NUM
ap-506	140	12	0	0	NUM
ap-506	140	13	cosmic	cosmic	ADJ
ap-506	140	14	ray	ray	NOUN
ap-506	140	15	0	0	NUM
ap-506	140	16	0	0	NUM
ap-506	140	17	1	1	NUM
ap-506	140	18	table	table	NOUN
ap-506	140	19	1	1	NUM
ap-506	140	20	:	:	PUNCT
ap-506	140	21	desired	desire	VERB
ap-506	140	22	output	output	NOUN
ap-506	140	23	values	value	NOUN
ap-506	140	24	for	for	ADP
ap-506	140	25	star	star	NOUN
ap-506	140	26	,	,	PUNCT
ap-506	140	27	noise	noise	NOUN
ap-506	140	28	and	and	CCONJ
ap-506	140	29	cosmic	cosmic	ADJ
ap-506	140	30	ray	ray	NOUN
ap-506	140	31	event	event	NOUN
ap-506	140	32	o1	o1	PROPN
ap-506	140	33	o2	o2	PROPN
ap-506	140	34	o3	o3	PROPN
ap-506	140	35	star	star	PROPN
ap-506	140	36	>	>	PROPN
ap-506	140	37	0.9	0.9	NUM
ap-506	140	38	<	<	X
ap-506	140	39	0.1	0.1	NUM
ap-506	140	40	<	<	SYM
ap-506	140	41	0.1	0.1	NUM
ap-506	140	42	noise	noise	NOUN
ap-506	140	43	<	<	X
ap-506	140	44	0.1	0.1	NUM
ap-506	140	45	>	>	SYM
ap-506	140	46	0.9	0.9	NUM
ap-506	140	47	<	<	NOUN
ap-506	140	48	0.1	0.1	NUM
ap-506	140	49	cosmic	cosmic	ADJ
ap-506	140	50	ray	ray	NOUN
ap-506	140	51	<	<	X
ap-506	140	52	0.1	0.1	NUM
ap-506	140	53	<	<	X
ap-506	140	54	0.1	0.1	NUM
ap-506	140	55	>	>	SYM
ap-506	140	56	0.9	0.9	NUM
ap-506	140	57	table	table	NOUN
ap-506	140	58	2	2	NUM
ap-506	140	59	:	:	PUNCT
ap-506	140	60	decision	decision	NOUN
ap-506	140	61	output	output	NOUN
ap-506	140	62	values	value	NOUN
ap-506	140	63	for	for	ADP
ap-506	140	64	star	star	NOUN
ap-506	140	65	,	,	PUNCT
ap-506	140	66	noise	noise	NOUN
ap-506	140	67	and	and	CCONJ
ap-506	140	68	cosmic	cosmic	ADJ
ap-506	140	69	ray	ray	NOUN
ap-506	140	70	event	event	NOUN
ap-506	140	71	3.2.2	3.2.2	NUM
ap-506	140	72	the	the	DET
ap-506	140	73	bi	bi	ADJ
ap-506	140	74	-	-	ADJ
ap-506	140	75	polar	polar	ADJ
ap-506	140	76	function	function	NOUN
ap-506	140	77	anns	anns	NOUN
ap-506	140	78	approach	approach	NOUN
ap-506	140	79	versus	versus	ADP
ap-506	140	80	the	the	DET
ap-506	140	81	daophot	daophot	PROPN
ap-506	140	82	-	-	PUNCT
ap-506	140	83	ii	ii	NOUN
ap-506	140	84	code	code	NOUN
ap-506	140	85	as	as	ADP
ap-506	140	86	sated	sated	ADJ
ap-506	140	87	above	above	ADV
ap-506	140	88	,	,	PUNCT
ap-506	140	89	applying	apply	VERB
ap-506	140	90	the	the	DET
ap-506	140	91	daophot	daophot	NOUN
ap-506	140	92	-	-	PUNCT
ap-506	140	93	ii	ii	NOUN
ap-506	140	94	code	code	NOUN
ap-506	140	95	on	on	ADP
ap-506	140	96	the	the	DET
ap-506	140	97	test	test	NOUN
ap-506	140	98	case	case	NOUN
ap-506	140	99	frame	frame	NOUN
ap-506	140	100	leads	lead	VERB
ap-506	140	101	to	to	ADP
ap-506	140	102	recognition	recognition	NOUN
ap-506	140	103	of	of	ADP
ap-506	140	104	137	137	NUM
ap-506	140	105	star	star	NOUN
ap-506	140	106	images;	images;	NOUN
ap-506	140	107	out	out	ADP
ap-506	140	108	of	of	ADP
ap-506	140	109	these	these	PRON
ap-506	140	110	,	,	PUNCT
ap-506	140	111	131	131	NUM
ap-506	140	112	images	image	NOUN
ap-506	140	113	were	be	AUX
ap-506	140	114	identified	identify	VERB
ap-506	140	115	by	by	ADP
ap-506	140	116	the	the	DET
ap-506	140	117	present	present	ADJ
ap-506	140	118	approach	approach	NOUN
ap-506	140	119	,	,	PUNCT
ap-506	140	120	showing	show	VERB
ap-506	140	121	very	very	ADV
ap-506	140	122	good	good	ADJ
ap-506	140	123	agreement	agreement	NOUN
ap-506	140	124	.	.	PUNCT
ap-506	141	1	these	these	DET
ap-506	141	2	common	common	ADJ
ap-506	141	3	images	image	NOUN
ap-506	141	4	are	be	AUX
ap-506	141	5	displayed	display	VERB
ap-506	141	6	in	in	ADP
ap-506	141	7	fig	fig	NOUN
ap-506	141	8	.	.	PUNCT
ap-506	141	9	4	4	NUM
ap-506	141	10	by	by	ADP
ap-506	141	11	filled	fill	VERB
ap-506	141	12	circles	circle	NOUN
ap-506	141	13	.	.	PUNCT
ap-506	142	1	the	the	DET
ap-506	142	2	remaining	remain	VERB
ap-506	142	3	six	six	NUM
ap-506	142	4	images	image	NOUN
ap-506	142	5	are	be	AUX
ap-506	142	6	shown	show	VERB
ap-506	142	7	with	with	ADP
ap-506	142	8	different	different	ADJ
ap-506	142	9	symbols	symbol	NOUN
ap-506	142	10	,	,	PUNCT
ap-506	142	11	on	on	ADP
ap-506	142	12	which	which	PRON
ap-506	142	13	some	some	DET
ap-506	142	14	comments	comment	NOUN
ap-506	142	15	are	be	AUX
ap-506	142	16	given	give	VERB
ap-506	142	17	.	.	PUNCT
ap-506	143	1	first	first	ADV
ap-506	143	2	,	,	PUNCT
ap-506	143	3	three	three	NUM
ap-506	143	4	images	image	NOUN
ap-506	143	5	(	(	PUNCT
ap-506	143	6	denoted	denote	VERB
ap-506	143	7	by	by	ADP
ap-506	143	8	filled	fill	VERB
ap-506	143	9	squares	square	NOUN
ap-506	143	10	)	)	PUNCT
ap-506	143	11	are	be	AUX
ap-506	143	12	centred	centre	VERB
ap-506	143	13	at	at	ADP
ap-506	143	14	the	the	DET
ap-506	143	15	first	first	ADJ
ap-506	143	16	or	or	CCONJ
ap-506	143	17	second	second	ADJ
ap-506	143	18	row	row	NOUN
ap-506	143	19	(	(	PUNCT
ap-506	143	20	column	column	NOUN
ap-506	143	21	)	)	PUNCT
ap-506	143	22	close	close	ADJ
ap-506	143	23	to	to	ADP
ap-506	143	24	the	the	DET
ap-506	143	25	frame	frame	NOUN
ap-506	143	26	border	border	NOUN
ap-506	143	27	.	.	PUNCT
ap-506	144	1	the	the	DET
ap-506	144	2	present	present	ADJ
ap-506	144	3	approach	approach	NOUN
ap-506	144	4	is	be	AUX
ap-506	144	5	not	not	PART
ap-506	144	6	applicable	applicable	ADJ
ap-506	144	7	,	,	PUNCT
ap-506	144	8	since	since	SCONJ
ap-506	144	9	no	no	DET
ap-506	144	10	5×5	5×5	NUM
ap-506	144	11	pixel	pixel	NOUN
ap-506	144	12	array	array	NOUN
ap-506	144	13	data	datum	NOUN
ap-506	144	14	is	be	AUX
ap-506	144	15	available	available	ADJ
ap-506	144	16	.	.	PUNCT
ap-506	145	1	nevertheless	nevertheless	ADV
ap-506	145	2	such	such	ADJ
ap-506	145	3	locations	location	NOUN
ap-506	145	4	imply	imply	VERB
ap-506	145	5	that	that	SCONJ
ap-506	145	6	the	the	DET
ap-506	145	7	stars	star	NOUN
ap-506	145	8	are	be	AUX
ap-506	145	9	partially	partially	ADV
ap-506	145	10	imaged	image	VERB
ap-506	145	11	and	and	CCONJ
ap-506	145	12	hence	hence	ADV
ap-506	145	13	the	the	DET
ap-506	145	14	images	image	NOUN
ap-506	145	15	are	be	AUX
ap-506	145	16	of	of	ADP
ap-506	145	17	no	no	DET
ap-506	145	18	importance	importance	NOUN
ap-506	145	19	from	from	ADP
ap-506	145	20	the	the	DET
ap-506	145	21	astronomical	astronomical	ADJ
ap-506	145	22	point	point	NOUN
ap-506	145	23	of	of	ADP
ap-506	145	24	view	view	NOUN
ap-506	145	25	.	.	PUNCT
ap-506	146	1	secondly	secondly	ADV
ap-506	146	2	,	,	PUNCT
ap-506	146	3	two	two	NUM
ap-506	146	4	other	other	ADJ
ap-506	146	5	images	image	NOUN
ap-506	146	6	(	(	PUNCT
ap-506	146	7	denoted	denote	VERB
ap-506	146	8	by	by	ADP
ap-506	146	9	open	open	ADJ
ap-506	146	10	circles	circle	NOUN
ap-506	146	11	)	)	PUNCT
ap-506	146	12	are	be	AUX
ap-506	146	13	assigned	assign	VERB
ap-506	146	14	by	by	ADP
ap-506	146	15	the	the	DET
ap-506	146	16	daophot	daophot	PROPN
ap-506	146	17	-	-	PUNCT
ap-506	146	18	ii	ii	NOUN
ap-506	146	19	code	code	NOUN
ap-506	146	20	where	where	SCONJ
ap-506	146	21	no	no	DET
ap-506	146	22	images	image	NOUN
ap-506	146	23	could	could	AUX
ap-506	146	24	be	be	AUX
ap-506	146	25	found	find	VERB
ap-506	146	26	by	by	ADP
ap-506	146	27	the	the	DET
ap-506	146	28	present	present	ADJ
ap-506	146	29	code	code	NOUN
ap-506	146	30	.	.	PUNCT
ap-506	147	1	at	at	ADP
ap-506	147	2	this	this	DET
ap-506	147	3	position	position	NOUN
ap-506	147	4	,	,	PUNCT
ap-506	147	5	only	only	ADV
ap-506	147	6	one	one	NUM
ap-506	147	7	very	very	ADV
ap-506	147	8	bright	bright	ADJ
ap-506	147	9	star	star	NOUN
ap-506	147	10	can	can	AUX
ap-506	147	11	be	be	AUX
ap-506	147	12	seen	see	VERB
ap-506	147	13	from	from	ADP
ap-506	147	14	the	the	DET
ap-506	147	15	palomar	palomar	PROPN
ap-506	147	16	observatory	observatory	ADJ
ap-506	147	17	sky	sky	NOUN
ap-506	147	18	survey	survey	NOUN
ap-506	147	19	(	(	PUNCT
ap-506	147	20	poss	poss	NOUN
ap-506	147	21	)	)	PUNCT
ap-506	147	22	and	and	CCONJ
ap-506	147	23	the	the	DET
ap-506	147	24	cluster	cluster	NOUN
ap-506	147	25	identification	identification	NOUN
ap-506	147	26	charts	chart	NOUN
ap-506	147	27	found	find	VERB
ap-506	147	28	in	in	ADP
ap-506	147	29	literature	literature	NOUN
ap-506	147	30	(	(	PUNCT
ap-506	147	31	e.g.	e.g.	ADV
ap-506	147	32	[	[	X
ap-506	147	33	15	15	NUM
ap-506	147	34	,	,	PUNCT
ap-506	147	35	16	16	NUM
ap-506	147	36	,	,	PUNCT
ap-506	147	37	17	17	NUM
ap-506	147	38	]	]	PUNCT
ap-506	147	39	)	)	PUNCT
ap-506	147	40	.	.	PUNCT
ap-506	148	1	because	because	SCONJ
ap-506	148	2	of	of	ADP
ap-506	148	3	the	the	DET
ap-506	148	4	high	high	ADJ
ap-506	148	5	brightness	brightness	NOUN
ap-506	148	6	of	of	ADP
ap-506	148	7	the	the	DET
ap-506	148	8	star	star	NOUN
ap-506	148	9	the	the	DET
ap-506	148	10	four	four	NUM
ap-506	148	11	central	central	ADJ
ap-506	148	12	pixels	pixel	NOUN
ap-506	148	13	are	be	AUX
ap-506	148	14	saturated	saturate	VERB
ap-506	148	15	,	,	PUNCT
ap-506	148	16	having	have	VERB
ap-506	148	17	the	the	DET
ap-506	148	18	full	full	ADJ
ap-506	148	19	well	well	NOUN
ap-506	148	20	capacity	capacity	NOUN
ap-506	148	21	value	value	NOUN
ap-506	148	22	as	as	ADP
ap-506	148	23	16252	16252	NUM
ap-506	148	24	(	(	PUNCT
ap-506	148	25	see	see	VERB
ap-506	148	26	table	table	NOUN
ap-506	148	27	4a	4a	NOUN
ap-506	148	28	)	)	PUNCT
ap-506	148	29	.	.	PUNCT
ap-506	149	1	another	another	DET
ap-506	149	2	case	case	NOUN
ap-506	149	3	was	be	AUX
ap-506	149	4	found	find	VERB
ap-506	149	5	and	and	CCONJ
ap-506	149	6	designated	designate	VERB
ap-506	149	7	by	by	ADP
ap-506	149	8	an	an	DET
ap-506	149	9	open	open	ADJ
ap-506	149	10	triangle	triangle	NOUN
ap-506	149	11	in	in	ADP
ap-506	149	12	fig	fig	NOUN
ap-506	149	13	.	.	PUNCT
ap-506	150	1	4	4	X
ap-506	150	2	.	.	X
ap-506	150	3	in	in	ADP
ap-506	150	4	such	such	ADJ
ap-506	150	5	cases	case	NOUN
ap-506	150	6	the	the	DET
ap-506	150	7	local	local	ADJ
ap-506	150	8	area	area	NOUN
ap-506	150	9	of	of	ADP
ap-506	150	10	the	the	DET
ap-506	150	11	frame	frame	NOUN
ap-506	150	12	is	be	AUX
ap-506	150	13	treated	treat	VERB
ap-506	150	14	as	as	ADP
ap-506	150	15	two	two	NUM
ap-506	150	16	overlapped	overlapped	ADJ
ap-506	150	17	images	image	NOUN
ap-506	150	18	by	by	ADP
ap-506	150	19	the	the	DET
ap-506	150	20	daophot	daophot	PROPN
ap-506	150	21	-	-	PUNCT
ap-506	150	22	ii	ii	NOUN
ap-506	150	23	code	code	NOUN
ap-506	150	24	,	,	PUNCT
ap-506	150	25	while	while	SCONJ
ap-506	150	26	it	it	PRON
ap-506	150	27	is	be	AUX
ap-506	150	28	skipped	skip	VERB
ap-506	150	29	by	by	ADP
ap-506	150	30	the	the	DET
ap-506	150	31	present	present	ADJ
ap-506	150	32	approach	approach	NOUN
ap-506	150	33	because	because	SCONJ
ap-506	150	34	no	no	DET
ap-506	150	35	lcpp	lcpp	NOUN
ap-506	150	36	is	be	AUX
ap-506	150	37	found	find	VERB
ap-506	150	38	due	due	ADJ
ap-506	150	39	to	to	ADP
ap-506	150	40	saturation	saturation	NOUN
ap-506	150	41	.	.	PUNCT
ap-506	151	1	finally	finally	ADV
ap-506	151	2	,	,	PUNCT
ap-506	151	3	the	the	DET
ap-506	151	4	sixth	sixth	ADJ
ap-506	151	5	image	image	NOUN
ap-506	151	6	is	be	AUX
ap-506	151	7	at	at	ADP
ap-506	151	8	the	the	DET
ap-506	151	9	frame	frame	NOUN
ap-506	151	10	top	top	ADV
ap-506	151	11	-	-	PUNCT
ap-506	151	12	left	leave	VERB
ap-506	151	13	corner	corner	NOUN
ap-506	151	14	and	and	CCONJ
ap-506	151	15	denoted	denote	VERB
ap-506	151	16	by	by	ADP
ap-506	151	17	an	an	DET
ap-506	151	18	open	open	ADJ
ap-506	151	19	square	square	NOUN
ap-506	151	20	.	.	PUNCT
ap-506	152	1	on	on	ADP
ap-506	152	2	the	the	DET
ap-506	152	3	one	one	NUM
ap-506	152	4	hand	hand	NOUN
ap-506	152	5	,	,	PUNCT
ap-506	152	6	one	one	NUM
ap-506	152	7	image	image	NOUN
ap-506	152	8	was	be	AUX
ap-506	152	9	identified	identify	VERB
ap-506	152	10	in	in	ADP
ap-506	152	11	the	the	DET
ap-506	152	12	present	present	ADJ
ap-506	152	13	work	work	NOUN
ap-506	152	14	.	.	PUNCT
ap-506	153	1	on	on	ADP
ap-506	153	2	the	the	DET
ap-506	153	3	other	other	ADJ
ap-506	153	4	hand	hand	NOUN
ap-506	153	5	the	the	DET
ap-506	153	6	other	other	ADJ
ap-506	153	7	code	code	NOUN
ap-506	153	8	assigned	assign	VERB
ap-506	153	9	two	two	NUM
ap-506	153	10	images	image	NOUN
ap-506	153	11	at	at	ADP
ap-506	153	12	almost	almost	ADV
ap-506	153	13	the	the	DET
ap-506	153	14	same	same	ADJ
ap-506	153	15	position	position	NOUN
ap-506	153	16	.	.	PUNCT
ap-506	154	1	according	accord	VERB
ap-506	154	2	to	to	ADP
ap-506	154	3	poss	poss	NOUN
ap-506	154	4	and	and	CCONJ
ap-506	154	5	the	the	DET
ap-506	154	6	cluster	cluster	NOUN
ap-506	154	7	charts	chart	NOUN
ap-506	154	8	,	,	PUNCT
ap-506	154	9	there	there	PRON
ap-506	154	10	is	be	VERB
ap-506	154	11	one	one	NUM
ap-506	154	12	star	star	NOUN
ap-506	154	13	only	only	ADV
ap-506	154	14	in	in	ADP
ap-506	154	15	this	this	DET
ap-506	154	16	position	position	NOUN
ap-506	154	17	.	.	PUNCT
ap-506	155	1	inspection	inspection	NOUN
ap-506	155	2	of	of	ADP
ap-506	155	3	the	the	DET
ap-506	155	4	data	datum	NOUN
ap-506	155	5	in	in	ADP
ap-506	155	6	the	the	DET
ap-506	155	7	pixels	pixel	NOUN
ap-506	155	8	shows	show	VERB
ap-506	155	9	that	that	SCONJ
ap-506	155	10	the	the	DET
ap-506	155	11	star	star	NOUN
ap-506	155	12	image	image	NOUN
ap-506	155	13	departs	depart	VERB
ap-506	155	14	slightly	slightly	ADV
ap-506	155	15	from	from	ADP
ap-506	155	16	circularity	circularity	NOUN
ap-506	155	17	as	as	ADP
ap-506	155	18	no	no	DET
ap-506	155	19	radial	radial	ADJ
ap-506	155	20	symmetry	symmetry	NOUN
ap-506	155	21	around	around	ADP
ap-506	155	22	the	the	DET
ap-506	155	23	peaked	peaked	ADJ
ap-506	155	24	pixel;	pixel;	NOUN
ap-506	155	25	the	the	DET
ap-506	155	26	data	data	NOUN
ap-506	155	27	shows	show	VERB
ap-506	155	28	almost	almost	ADV
ap-506	155	29	two	two	NUM
ap-506	155	30	close	close	ADJ
ap-506	155	31	peaks	peak	NOUN
ap-506	155	32	(	(	PUNCT
ap-506	155	33	see	see	VERB
ap-506	155	34	table	table	NOUN
ap-506	155	35	4b	4b	PROPN
ap-506	155	36	)	)	PUNCT
ap-506	155	37	.	.	PUNCT
ap-506	156	1	due	due	ADP
ap-506	156	2	to	to	ADP
ap-506	156	3	the	the	DET
ap-506	156	4	principles	principle	NOUN
ap-506	156	5	of	of	ADP
ap-506	156	6	the	the	DET
ap-506	156	7	present	present	ADJ
ap-506	156	8	technique	technique	NOUN
ap-506	156	9	,	,	PUNCT
ap-506	156	10	only	only	ADV
ap-506	156	11	one	one	NUM
ap-506	156	12	lcpp	lcpp	NOUN
ap-506	156	13	is	be	AUX
ap-506	156	14	adopted	adopt	VERB
ap-506	156	15	,	,	PUNCT
ap-506	156	16	leading	lead	VERB
ap-506	156	17	to	to	ADP
ap-506	156	18	one	one	NUM
ap-506	156	19	star	star	NOUN
ap-506	156	20	image	image	NOUN
ap-506	156	21	.	.	PUNCT
ap-506	157	1	in	in	ADP
ap-506	157	2	the	the	DET
ap-506	157	3	daophot	daophot	PROPN
ap-506	157	4	-	-	PUNCT
ap-506	157	5	ii	ii	NOUN
ap-506	157	6	code	code	NOUN
ap-506	157	7	,	,	PUNCT
ap-506	157	8	two	two	NUM
ap-506	157	9	overlapped	overlapped	ADJ
ap-506	157	10	images	image	NOUN
ap-506	157	11	are	be	AUX
ap-506	157	12	considered	consider	VERB
ap-506	157	13	.	.	PUNCT
ap-506	158	1	28	28	NUM
ap-506	159	1	©	©	PROPN
ap-506	159	2	czech	czech	PROPN
ap-506	159	3	technical	technical	PROPN
ap-506	159	4	university	university	PROPN
ap-506	159	5	publishing	publishing	NOUN
ap-506	159	6	house	house	NOUN
ap-506	159	7	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-506	159	8	acta	acta	PROPN
ap-506	159	9	polytechnica	polytechnica	PROPN
ap-506	159	10	vol	vol	NOUN
ap-506	159	11	.	.	PROPN
ap-506	160	1	44	44	NUM
ap-506	160	2	no	no	NOUN
ap-506	160	3	.	.	PUNCT
ap-506	161	1	1/2004	1/2004	NUM
ap-506	161	2	czech	czech	PROPN
ap-506	161	3	technical	technical	PROPN
ap-506	161	4	university	university	PROPN
ap-506	161	5	in	in	ADP
ap-506	161	6	prague	prague	PROPN
ap-506	161	7	fig	fig	NOUN
ap-506	161	8	.	.	PUNCT
ap-506	162	1	3	3	X
ap-506	162	2	:	:	PUNCT
ap-506	162	3	map	map	NOUN
ap-506	162	4	of	of	ADP
ap-506	162	5	the	the	DET
ap-506	162	6	images	image	NOUN
ap-506	162	7	of	of	ADP
ap-506	162	8	stars	star	NOUN
ap-506	162	9	recognised	recognise	VERB
ap-506	162	10	in	in	ADP
ap-506	162	11	the	the	DET
ap-506	162	12	m67	m67	PROPN
ap-506	162	13	star	star	PROPN
ap-506	162	14	cluster	cluster	NOUN
ap-506	162	15	frame	frame	NOUN
ap-506	162	16	(	(	PUNCT
ap-506	162	17	north	north	NOUN
ap-506	162	18	is	be	AUX
ap-506	162	19	up	up	ADV
ap-506	162	20	and	and	CCONJ
ap-506	162	21	east	east	NOUN
ap-506	162	22	to	to	ADP
ap-506	162	23	the	the	DET
ap-506	162	24	left	left	NOUN
ap-506	162	25	)	)	PUNCT
ap-506	162	26	.	.	PUNCT
ap-506	163	1	see	see	VERB
ap-506	163	2	text	text	NOUN
ap-506	163	3	.	.	PUNCT
ap-506	164	1	filled	fill	VERB
ap-506	164	2	circles	circle	NOUN
ap-506	164	3	:	:	PUNCT
ap-506	164	4	images	image	NOUN
ap-506	164	5	identified	identify	VERB
ap-506	164	6	by	by	ADP
ap-506	164	7	both	both	DET
ap-506	164	8	uni	uni	ADJ
ap-506	164	9	-	-	ADJ
ap-506	164	10	polar	polar	ADJ
ap-506	164	11	and	and	CCONJ
ap-506	164	12	bi	bi	ADJ
ap-506	164	13	-	-	ADJ
ap-506	164	14	polar	polar	ADJ
ap-506	164	15	functions	function	NOUN
ap-506	164	16	open	open	ADJ
ap-506	164	17	circles	circle	NOUN
ap-506	164	18	:	:	PUNCT
ap-506	164	19	images	image	NOUN
ap-506	164	20	identified	identify	VERB
ap-506	164	21	by	by	ADP
ap-506	164	22	the	the	DET
ap-506	164	23	uni	uni	ADJ
ap-506	164	24	-	-	ADJ
ap-506	164	25	polar	polar	ADJ
ap-506	164	26	function	function	NOUN
ap-506	164	27	only	only	ADV
ap-506	164	28	star	star	PROPN
ap-506	164	29	no	no	NOUN
ap-506	164	30	.	.	PROPN
ap-506	164	31	1	1	NUM
ap-506	164	32	star	star	NOUN
ap-506	164	33	no	no	NOUN
ap-506	164	34	.	.	NOUN
ap-506	164	35	2	2	NUM
ap-506	164	36	star	star	NOUN
ap-506	164	37	no	no	NOUN
ap-506	164	38	.	.	NOUN
ap-506	165	1	3	3	NUM
ap-506	165	2	21	21	NUM
ap-506	165	3	19	19	NUM
ap-506	165	4	21	21	NUM
ap-506	165	5	23	23	NUM
ap-506	165	6	24	24	NUM
ap-506	165	7	25	25	NUM
ap-506	165	8	25	25	NUM
ap-506	165	9	29	29	NUM
ap-506	165	10	26	26	NUM
ap-506	165	11	21	21	NUM
ap-506	165	12	21	21	NUM
ap-506	165	13	22	22	NUM
ap-506	165	14	25	25	NUM
ap-506	165	15	24	24	NUM
ap-506	165	16	21	21	NUM
ap-506	165	17	21	21	NUM
ap-506	165	18	27	27	NUM
ap-506	165	19	30	30	NUM
ap-506	165	20	25	25	NUM
ap-506	165	21	21	21	NUM
ap-506	165	22	24	24	NUM
ap-506	165	23	25	25	NUM
ap-506	165	24	29	29	NUM
ap-506	165	25	27	27	NUM
ap-506	165	26	22	22	NUM
ap-506	165	27	21	21	NUM
ap-506	165	28	27	27	NUM
ap-506	165	29	33	33	NUM
ap-506	165	30	26	26	NUM
ap-506	165	31	23	23	NUM
ap-506	165	32	21	21	NUM
ap-506	165	33	28	28	NUM
ap-506	165	34	33	33	NUM
ap-506	165	35	28	28	NUM
ap-506	165	36	25	25	NUM
ap-506	165	37	24	24	NUM
ap-506	165	38	29	29	NUM
ap-506	165	39	35	35	NUM
ap-506	165	40	27	27	NUM
ap-506	165	41	23	23	NUM
ap-506	165	42	23	23	NUM
ap-506	165	43	30	30	NUM
ap-506	165	44	35	35	NUM
ap-506	165	45	28	28	NUM
ap-506	165	46	23	23	NUM
ap-506	165	47	24	24	NUM
ap-506	165	48	27	27	NUM
ap-506	165	49	32	32	NUM
ap-506	165	50	30	30	NUM
ap-506	165	51	18	18	NUM
ap-506	165	52	21	21	NUM
ap-506	165	53	27	27	NUM
ap-506	165	54	28	28	NUM
ap-506	165	55	31	31	NUM
ap-506	165	56	21	21	NUM
ap-506	165	57	24	24	NUM
ap-506	165	58	21	21	NUM
ap-506	165	59	25	25	NUM
ap-506	165	60	21	21	NUM
ap-506	165	61	21	21	NUM
ap-506	165	62	23	23	NUM
ap-506	165	63	22	22	NUM
ap-506	165	64	26	26	NUM
ap-506	165	65	22	22	NUM
ap-506	165	66	21	21	NUM
ap-506	165	67	18	18	NUM
ap-506	165	68	21	21	NUM
ap-506	165	69	22	22	NUM
ap-506	165	70	16	16	NUM
ap-506	165	71	23	23	NUM
ap-506	165	72	22	22	NUM
ap-506	165	73	23	23	NUM
ap-506	165	74	24	24	NUM
ap-506	165	75	23	23	NUM
ap-506	165	76	21	21	NUM
ap-506	165	77	table	table	NOUN
ap-506	165	78	3	3	NUM
ap-506	165	79	:	:	PUNCT
ap-506	165	80	5×5	5×5	NUM
ap-506	165	81	pixel	pixel	PROPN
ap-506	165	82	array	array	PROPN
ap-506	165	83	data	datum	NOUN
ap-506	165	84	for	for	ADP
ap-506	165	85	the	the	DET
ap-506	165	86	three	three	NUM
ap-506	165	87	very	very	ADV
ap-506	165	88	faint	faint	ADJ
ap-506	165	89	stars	star	NOUN
ap-506	165	90	fig	fig	NOUN
ap-506	165	91	.	.	PUNCT
ap-506	166	1	4	4	NUM
ap-506	166	2	:	:	PUNCT
ap-506	166	3	map	map	NOUN
ap-506	166	4	of	of	ADP
ap-506	166	5	images	image	NOUN
ap-506	166	6	of	of	ADP
ap-506	166	7	stars	star	NOUN
ap-506	166	8	recognised	recognise	VERB
ap-506	166	9	in	in	ADP
ap-506	166	10	the	the	DET
ap-506	166	11	m67	m67	PROPN
ap-506	166	12	star	star	PROPN
ap-506	166	13	cluster	cluster	NOUN
ap-506	166	14	frame	frame	NOUN
ap-506	166	15	(	(	PUNCT
ap-506	166	16	north	north	NOUN
ap-506	166	17	is	be	AUX
ap-506	166	18	up	up	ADV
ap-506	166	19	and	and	CCONJ
ap-506	166	20	east	east	NOUN
ap-506	166	21	to	to	ADP
ap-506	166	22	the	the	DET
ap-506	166	23	left	left	NOUN
ap-506	166	24	)	)	PUNCT
ap-506	166	25	.	.	PUNCT
ap-506	167	1	see	see	VERB
ap-506	167	2	text	text	NOUN
ap-506	167	3	.	.	PUNCT
ap-506	168	1	filled	fill	VERB
ap-506	168	2	circles	circle	NOUN
ap-506	168	3	:	:	PUNCT
ap-506	168	4	images	image	NOUN
ap-506	168	5	identified	identify	VERB
ap-506	168	6	by	by	ADP
ap-506	168	7	bi	bi	ADJ
ap-506	168	8	-	-	ADJ
ap-506	168	9	polar	polar	ADJ
ap-506	168	10	function	function	NOUN
ap-506	168	11	and	and	CCONJ
ap-506	168	12	daophot	daophot	ADJ
ap-506	168	13	-	-	PUNCT
ap-506	168	14	ii	ii	NOUN
ap-506	168	15	open	open	ADJ
ap-506	168	16	circles	circle	NOUN
ap-506	168	17	,	,	PUNCT
ap-506	168	18	square	square	ADJ
ap-506	168	19	and	and	CCONJ
ap-506	168	20	triangle	triangle	NOUN
ap-506	168	21	:	:	PUNCT
ap-506	168	22	images	image	NOUN
ap-506	168	23	identified	identify	VERB
ap-506	168	24	by	by	ADP
ap-506	168	25	daophot	daophot	ADJ
ap-506	168	26	-	-	PUNCT
ap-506	168	27	ii	ii	NOUN
ap-506	168	28	only	only	ADV
ap-506	168	29	4	4	NUM
ap-506	168	30	conclusions	conclusion	NOUN
ap-506	168	31	some	some	DET
ap-506	168	32	conclusions	conclusion	NOUN
ap-506	168	33	can	can	AUX
ap-506	168	34	be	be	AUX
ap-506	168	35	drawn	draw	VERB
ap-506	168	36	from	from	ADP
ap-506	168	37	the	the	DET
ap-506	168	38	present	present	ADJ
ap-506	168	39	study	study	NOUN
ap-506	168	40	:	:	PUNCT
ap-506	168	41	both	both	DET
ap-506	168	42	uni	uni	ADJ
ap-506	168	43	-	-	ADJ
ap-506	168	44	polar	polar	ADJ
ap-506	168	45	and	and	CCONJ
ap-506	168	46	bi	bi	ADJ
ap-506	168	47	-	-	ADJ
ap-506	168	48	polar	polar	ADJ
ap-506	168	49	functions	function	NOUN
ap-506	168	50	are	be	AUX
ap-506	168	51	good	good	ADJ
ap-506	168	52	discriminating	discriminating	NOUN
ap-506	168	53	functions	function	NOUN
ap-506	168	54	when	when	SCONJ
ap-506	168	55	used	use	VERB
ap-506	168	56	in	in	ADP
ap-506	168	57	an	an	DET
ap-506	168	58	ann	ann	PROPN
ap-506	168	59	approach	approach	NOUN
ap-506	168	60	to	to	PART
ap-506	168	61	identify	identify	VERB
ap-506	168	62	stellar	stellar	ADJ
ap-506	168	63	images	image	NOUN
ap-506	168	64	among	among	ADP
ap-506	168	65	the	the	DET
ap-506	168	66	other	other	ADJ
ap-506	168	67	entities	entity	NOUN
ap-506	168	68	in	in	ADP
ap-506	168	69	a	a	DET
ap-506	168	70	ccd	ccd	NOUN
ap-506	168	71	frame	frame	NOUN
ap-506	168	72	.	.	PUNCT
ap-506	169	1	both	both	PRON
ap-506	169	2	possess	possess	VERB
ap-506	169	3	,	,	PUNCT
ap-506	169	4	in	in	ADP
ap-506	169	5	comparison	comparison	NOUN
ap-506	169	6	with	with	ADP
ap-506	169	7	mathematical	mathematical	ADJ
ap-506	169	8	or	or	CCONJ
ap-506	169	9	empirical	empirical	ADJ
ap-506	169	10	star	star	NOUN
ap-506	169	11	image	image	NOUN
ap-506	169	12	modelling	modelling	NOUN
ap-506	169	13	,	,	PUNCT
ap-506	169	14	the	the	DET
ap-506	169	15	following	following	ADJ
ap-506	169	16	advantages	advantage	NOUN
ap-506	169	17	:	:	PUNCT
ap-506	169	18	1	1	X
ap-506	169	19	)	)	PUNCT
ap-506	169	20	extremely	extremely	ADV
ap-506	169	21	short	short	ADJ
ap-506	169	22	execution	execution	NOUN
ap-506	169	23	time	time	NOUN
ap-506	169	24	.	.	PUNCT
ap-506	170	1	2	2	X
ap-506	170	2	)	)	PUNCT
ap-506	170	3	better	well	ADJ
ap-506	170	4	and	and	CCONJ
ap-506	170	5	higher	high	ADJ
ap-506	170	6	recognition	recognition	NOUN
ap-506	170	7	ability	ability	NOUN
ap-506	170	8	.	.	PUNCT
ap-506	171	1	3	3	X
ap-506	171	2	)	)	PUNCT
ap-506	171	3	the	the	DET
ap-506	171	4	two	two	NUM
ap-506	171	5	methods	method	NOUN
ap-506	171	6	do	do	AUX
ap-506	171	7	not	not	PART
ap-506	171	8	require	require	VERB
ap-506	171	9	complicated	complicated	ADJ
ap-506	171	10	non	non	ADJ
ap-506	171	11	-	-	ADJ
ap-506	171	12	linear	linear	ADJ
ap-506	171	13	fitting	fitting	ADJ
ap-506	171	14	computation	computation	NOUN
ap-506	171	15	,	,	PUNCT
ap-506	171	16	user	user	NOUN
ap-506	171	17	intervention	intervention	NOUN
ap-506	171	18	,	,	PUNCT
ap-506	171	19	prior	prior	ADJ
ap-506	171	20	knowledge	knowledge	NOUN
ap-506	171	21	or	or	CCONJ
ap-506	171	22	initial	initial	ADJ
ap-506	171	23	values	value	NOUN
ap-506	171	24	for	for	ADP
ap-506	171	25	the	the	DET
ap-506	171	26	star	star	PROPN
ap-506	171	27	model	model	PROPN
ap-506	171	28	,	,	PUNCT
ap-506	171	29	a	a	DET
ap-506	171	30	fast	fast	ADJ
ap-506	171	31	computer	computer	NOUN
ap-506	171	32	or	or	CCONJ
ap-506	171	33	large	large	ADJ
ap-506	171	34	hd	hd	NOUN
ap-506	171	35	free	free	ADJ
ap-506	171	36	space	space	NOUN
ap-506	171	37	.	.	PUNCT
ap-506	172	1	4	4	X
ap-506	172	2	)	)	PUNCT
ap-506	172	3	the	the	DET
ap-506	172	4	ability	ability	NOUN
ap-506	172	5	of	of	ADP
ap-506	172	6	the	the	DET
ap-506	172	7	present	present	ADJ
ap-506	172	8	approach	approach	NOUN
ap-506	172	9	,	,	PUNCT
ap-506	172	10	i.e.	i.e.	X
ap-506	172	11	display	display	VERB
ap-506	172	12	the	the	DET
ap-506	172	13	image	image	NOUN
ap-506	172	14	and	and	CCONJ
ap-506	172	15	mark	mark	VERB
ap-506	172	16	the	the	DET
ap-506	172	17	entities	entity	NOUN
ap-506	172	18	found	find	VERB
ap-506	172	19	is	be	AUX
ap-506	172	20	helpful	helpful	ADJ
ap-506	172	21	for	for	ADP
ap-506	172	22	visual	visual	ADJ
ap-506	172	23	inspection	inspection	NOUN
ap-506	172	24	and	and	CCONJ
ap-506	172	25	for	for	ADP
ap-506	172	26	evaluating	evaluate	VERB
ap-506	172	27	the	the	DET
ap-506	172	28	outcome	outcome	NOUN
ap-506	172	29	of	of	ADP
ap-506	172	30	the	the	DET
ap-506	172	31	anns	anns	NOUN
ap-506	172	32	technique	technique	NOUN
ap-506	172	33	.	.	PUNCT
ap-506	173	1	5	5	X
ap-506	173	2	)	)	PUNCT
ap-506	173	3	the	the	DET
ap-506	173	4	results	result	NOUN
ap-506	173	5	of	of	ADP
ap-506	173	6	the	the	DET
ap-506	173	7	bi	bi	ADJ
ap-506	173	8	-	-	ADJ
ap-506	173	9	polar	polar	ADJ
ap-506	173	10	function	function	NOUN
ap-506	173	11	approach	approach	NOUN
ap-506	173	12	agree	agree	VERB
ap-506	173	13	very	very	ADV
ap-506	173	14	well	well	ADV
ap-506	173	15	with	with	ADP
ap-506	173	16	those	those	PRON
ap-506	173	17	obtained	obtain	VERB
ap-506	173	18	in	in	ADP
ap-506	173	19	the	the	DET
ap-506	173	20	uni	uni	ADJ
ap-506	173	21	-	-	ADJ
ap-506	173	22	polar	polar	ADJ
ap-506	173	23	function	function	NOUN
ap-506	173	24	case	case	NOUN
ap-506	173	25	,	,	PUNCT
ap-506	173	26	except	except	SCONJ
ap-506	173	27	for	for	ADP
ap-506	173	28	the	the	DET
ap-506	173	29	images	image	NOUN
ap-506	173	30	of	of	ADP
ap-506	173	31	the	the	DET
ap-506	173	32	three	three	NUM
ap-506	173	33	very	very	ADV
ap-506	173	34	faint	faint	ADJ
ap-506	173	35	stars	star	NOUN
ap-506	173	36	.	.	PUNCT
ap-506	174	1	however	however	ADV
ap-506	174	2	this	this	PRON
ap-506	174	3	may	may	AUX
ap-506	174	4	be	be	AUX
ap-506	174	5	accounted	account	VERB
ap-506	174	6	for	for	ADP
ap-506	174	7	by	by	ADP
ap-506	174	8	reducing	reduce	VERB
ap-506	174	9	the	the	DET
ap-506	174	10	tolerance	tolerance	NOUN
ap-506	174	11	value	value	NOUN
ap-506	174	12	to	to	PART
ap-506	174	13	be	be	AUX
ap-506	174	14	less	less	ADJ
ap-506	174	15	than	than	ADP
ap-506	174	16	0.1	0.1	NUM
ap-506	174	17	adopted	adopt	VERB
ap-506	174	18	for	for	ADP
ap-506	174	19	the	the	DET
ap-506	174	20	training	training	NOUN
ap-506	174	21	error	error	NOUN
ap-506	174	22	(	(	PUNCT
ap-506	174	23	sec	sec	PROPN
ap-506	174	24	.	.	PROPN
ap-506	174	25	2.5	2.5	NUM
ap-506	174	26	)	)	PUNCT
ap-506	174	27	in	in	ADP
ap-506	174	28	order	order	NOUN
ap-506	174	29	to	to	PART
ap-506	174	30	enhance	enhance	VERB
ap-506	174	31	the	the	DET
ap-506	174	32	weights	weight	NOUN
ap-506	174	33	of	of	ADP
ap-506	174	34	the	the	DET
ap-506	174	35	hidden	hide	VERB
ap-506	174	36	and	and	CCONJ
ap-506	174	37	output	output	NOUN
ap-506	174	38	layers	layer	NOUN
ap-506	174	39	.	.	PUNCT
ap-506	175	1	the	the	DET
ap-506	175	2	two	two	NUM
ap-506	175	3	approaches	approach	NOUN
ap-506	175	4	are	be	AUX
ap-506	175	5	limited	limit	VERB
ap-506	175	6	for	for	ADP
ap-506	175	7	images	image	NOUN
ap-506	175	8	centred	centre	VERB
ap-506	175	9	within	within	ADP
ap-506	175	10	the	the	DET
ap-506	175	11	frame	frame	NOUN
ap-506	175	12	up	up	ADP
ap-506	175	13	to	to	ADP
ap-506	175	14	the	the	DET
ap-506	175	15	third	third	ADJ
ap-506	175	16	pixel	pixel	NOUN
ap-506	175	17	from	from	ADP
ap-506	175	18	the	the	DET
ap-506	175	19	frame	frame	NOUN
ap-506	175	20	borders	border	NOUN
ap-506	175	21	.	.	PUNCT
ap-506	176	1	any	any	DET
ap-506	176	2	image	image	NOUN
ap-506	176	3	outside	outside	ADP
ap-506	176	4	such	such	DET
ap-506	176	5	a	a	DET
ap-506	176	6	region	region	NOUN
ap-506	176	7	(	(	PUNCT
ap-506	176	8	even	even	ADV
ap-506	176	9	if	if	SCONJ
ap-506	176	10	it	it	PRON
ap-506	176	11	is	be	AUX
ap-506	176	12	a	a	DET
ap-506	176	13	star	star	NOUN
ap-506	176	14	image	image	NOUN
ap-506	176	15	)	)	PUNCT
ap-506	176	16	is	be	AUX
ap-506	176	17	of	of	ADP
ap-506	176	18	no	no	DET
ap-506	176	19	astronomical	astronomical	ADJ
ap-506	176	20	significance	significance	NOUN
ap-506	176	21	,	,	PUNCT
ap-506	176	22	since	since	SCONJ
ap-506	176	23	it	it	PRON
ap-506	176	24	is	be	AUX
ap-506	176	25	an	an	DET
ap-506	176	26	incomplete	incomplete	ADJ
ap-506	176	27	image	image	NOUN
ap-506	176	28	.	.	PUNCT
ap-506	177	1	hence	hence	ADV
ap-506	177	2	this	this	DET
ap-506	177	3	limitation	limitation	NOUN
ap-506	177	4	can	can	AUX
ap-506	177	5	be	be	AUX
ap-506	177	6	ignored	ignore	VERB
ap-506	177	7	.	.	PUNCT
ap-506	178	1	references	reference	NOUN
ap-506	178	2	[	[	X
ap-506	178	3	1	1	NUM
ap-506	178	4	]	]	X
ap-506	178	5	boyle	boyle	PROPN
ap-506	178	6	w.	w.	PROPN
ap-506	178	7	s.	s.	PROPN
ap-506	178	8	,	,	PUNCT
ap-506	178	9	smith	smith	PROPN
ap-506	178	10	g.	g.	PROPN
ap-506	178	11	e.	e.	PROPN
ap-506	178	12	:	:	PUNCT
ap-506	178	13	“	"	PUNCT
ap-506	178	14	charge	charge	NOUN
ap-506	178	15	coupled	couple	VERB
ap-506	178	16	semiconductor	semiconductor	NOUN
ap-506	178	17	devices	device	NOUN
ap-506	178	18	.	.	PUNCT
ap-506	178	19	”	"	PUNCT
ap-506	179	1	bell	bell	PROPN
ap-506	179	2	systems	systems	PROPN
ap-506	179	3	technical	technical	PROPN
ap-506	179	4	journal	journal	PROPN
ap-506	179	5	,	,	PUNCT
ap-506	179	6	vol	vol	NOUN
ap-506	179	7	.	.	PROPN
ap-506	179	8	49	49	NUM
ap-506	179	9	(	(	PUNCT
ap-506	179	10	1970	1970	NUM
ap-506	179	11	)	)	PUNCT
ap-506	179	12	,	,	PUNCT
ap-506	179	13	p.	p.	NOUN
ap-506	179	14	587–593	587–593	NUM
ap-506	179	15	.	.	PUNCT
ap-506	180	1	[	[	X
ap-506	180	2	2	2	NUM
ap-506	180	3	]	]	X
ap-506	180	4	blecha	blecha	NOUN
ap-506	180	5	r.	r.	PROPN
ap-506	180	6	:	:	PUNCT
ap-506	180	7	“	"	PUNCT
ap-506	180	8	electronographic	electronographic	ADJ
ap-506	180	9	stellar	stellar	ADJ
ap-506	180	10	photometry	photometry	NOUN
ap-506	180	11	of	of	ADP
ap-506	180	12	globular	globular	ADJ
ap-506	180	13	clusters	cluster	NOUN
ap-506	180	14	.	.	PUNCT
ap-506	180	15	”	"	PUNCT
ap-506	181	1	astronomy	astronomy	NOUN
ap-506	181	2	and	and	CCONJ
ap-506	181	3	astrophysics	astrophysic	NOUN
ap-506	181	4	,	,	PUNCT
ap-506	181	5	vol	vol	NOUN
ap-506	181	6	.	.	PROPN
ap-506	181	7	135	135	NUM
ap-506	181	8	(	(	PUNCT
ap-506	181	9	1984	1984	NUM
ap-506	181	10	)	)	PUNCT
ap-506	181	11	,	,	PUNCT
ap-506	181	12	p.	p.	NOUN
ap-506	181	13	401–409	401–409	NUM
ap-506	181	14	.	.	PUNCT
ap-506	182	1	[	[	X
ap-506	182	2	3	3	X
ap-506	182	3	]	]	X
ap-506	182	4	penny	penny	NOUN
ap-506	182	5	a.	a.	NOUN
ap-506	182	6	,	,	PUNCT
ap-506	182	7	dickens	dickens	PROPN
ap-506	182	8	r.	r.	PROPN
ap-506	182	9	:	:	PUNCT
ap-506	182	10	“	"	PUNCT
ap-506	182	11	ccd	ccd	NOUN
ap-506	182	12	photometry	photometry	NOUN
ap-506	182	13	of	of	ADP
ap-506	182	14	the	the	DET
ap-506	182	15	globular	globular	ADJ
ap-506	182	16	cluster	cluster	NOUN
ap-506	182	17	ngc6752	ngc6752	ADV
ap-506	182	18	.	.	PUNCT
ap-506	182	19	”	"	PUNCT
ap-506	183	1	monthly	monthly	ADJ
ap-506	183	2	notices	notice	NOUN
ap-506	183	3	of	of	ADP
ap-506	183	4	the	the	DET
ap-506	183	5	royal	royal	ADJ
ap-506	183	6	astronomical	astronomical	ADJ
ap-506	183	7	society	society	NOUN
ap-506	183	8	,	,	PUNCT
ap-506	183	9	vol	vol	NOUN
ap-506	183	10	.	.	PROPN
ap-506	183	11	220	220	NUM
ap-506	183	12	(	(	PUNCT
ap-506	183	13	1986	1986	NUM
ap-506	183	14	)	)	PUNCT
ap-506	183	15	,	,	PUNCT
ap-506	183	16	p.	p.	NOUN
ap-506	183	17	845–867	845–867	NUM
ap-506	183	18	.	.	PUNCT
ap-506	184	1	[	[	X
ap-506	184	2	4	4	NUM
ap-506	184	3	]	]	PUNCT
ap-506	184	4	mateo	mateo	NOUN
ap-506	184	5	m.	m.	NOUN
ap-506	184	6	,	,	PUNCT
ap-506	184	7	schechter	schechter	NOUN
ap-506	184	8	p.	p.	NOUN
ap-506	184	9	:	:	PUNCT
ap-506	184	10	the	the	DET
ap-506	184	11	daophot	daophot	ADJ
ap-506	184	12	two	two	NUM
ap-506	184	13	-	-	PUNCT
ap-506	184	14	dimensional	dimensional	ADJ
ap-506	184	15	photometry	photometry	NOUN
ap-506	184	16	program	program	NOUN
ap-506	184	17	.	.	PUNCT
ap-506	185	1	proceeding	proceed	VERB
ap-506	185	2	of	of	ADP
ap-506	185	3	the	the	DET
ap-506	185	4	first	first	ADJ
ap-506	185	5	eso	eso	PROPN
ap-506	185	6	/	/	SYM
ap-506	185	7	st	st	PROPN
ap-506	185	8	-	-	PUNCT
ap-506	185	9	ecf	ecf	PROPN
ap-506	185	10	data	datum	NOUN
ap-506	185	11	analysis	analysis	NOUN
ap-506	185	12	workshop	workshop	NOUN
ap-506	185	13	,	,	PUNCT
ap-506	185	14	1989	1989	NUM
ap-506	185	15	,	,	PUNCT
ap-506	185	16	p.	p.	NOUN
ap-506	185	17	69	69	NUM
ap-506	185	18	.	.	PUNCT
ap-506	186	1	[	[	X
ap-506	186	2	5	5	NUM
ap-506	186	3	]	]	X
ap-506	186	4	tody	tody	PROPN
ap-506	186	5	d.	d.	PROPN
ap-506	186	6	:	:	PUNCT
ap-506	186	7	“	"	PUNCT
ap-506	186	8	stellar	stellar	ADJ
ap-506	186	9	photometry	photometry	NOUN
ap-506	186	10	in	in	ADP
ap-506	186	11	crowded	crowded	ADJ
ap-506	186	12	fields	field	NOUN
ap-506	186	13	.	.	PUNCT
ap-506	186	14	”	"	PUNCT
ap-506	187	1	spie	spie	ADJ
ap-506	187	2	,	,	PUNCT
ap-506	187	3	vol	vol	NOUN
ap-506	187	4	.	.	PROPN
ap-506	187	5	264	264	NUM
ap-506	187	6	(	(	PUNCT
ap-506	187	7	1980	1980	NUM
ap-506	187	8	)	)	PUNCT
ap-506	187	9	,	,	PUNCT
ap-506	187	10	p.	p.	NOUN
ap-506	187	11	171–179	171–179	NUM
ap-506	187	12	.	.	PUNCT
ap-506	188	1	[	[	X
ap-506	188	2	6	6	NUM
ap-506	188	3	]	]	X
ap-506	188	4	lupton	lupton	PROPN
ap-506	188	5	r.	r.	PROPN
ap-506	188	6	,	,	PUNCT
ap-506	188	7	gunn	gunn	PROPN
ap-506	188	8	j.	j.	PROPN
ap-506	188	9	:	:	PUNCT
ap-506	188	10	“	"	PUNCT
ap-506	188	11	m13main	m13main	NOUN
ap-506	188	12	sequence	sequence	NOUN
ap-506	188	13	photometry	photometry	NOUN
ap-506	188	14	and	and	CCONJ
ap-506	188	15	the	the	DET
ap-506	188	16	mass	mass	NOUN
ap-506	188	17	function	function	NOUN
ap-506	188	18	.	.	PUNCT
ap-506	188	19	”	"	PUNCT
ap-506	188	20	astronomical	astronomical	ADJ
ap-506	188	21	journal	journal	NOUN
ap-506	188	22	,	,	PUNCT
ap-506	188	23	vol	vol	NOUN
ap-506	188	24	.	.	PROPN
ap-506	188	25	91	91	NUM
ap-506	188	26	(	(	PUNCT
ap-506	188	27	1986	1986	NUM
ap-506	188	28	)	)	PUNCT
ap-506	188	29	,	,	PUNCT
ap-506	188	30	p.	p.	NOUN
ap-506	188	31	317–325	317–325	NUM
ap-506	188	32	.	.	PUNCT
ap-506	189	1	[	[	X
ap-506	189	2	7	7	X
ap-506	189	3	]	]	PUNCT
ap-506	189	4	linde	linde	PROPN
ap-506	189	5	p.	p.	NOUN
ap-506	189	6	:	:	PUNCT
ap-506	190	1	highlights	highlight	NOUN
ap-506	190	2	in	in	ADP
ap-506	190	3	astronomy	astronomy	NOUN
ap-506	190	4	.	.	PUNCT
ap-506	191	1	vol	vol	NOUN
ap-506	191	2	.	.	PROPN
ap-506	191	3	8	8	NUM
ap-506	191	4	(	(	PUNCT
ap-506	191	5	1989	1989	NUM
ap-506	191	6	)	)	PUNCT
ap-506	191	7	,	,	PUNCT
ap-506	192	1	p.	p.	NOUN
ap-506	192	2	651	651	NUM
ap-506	192	3	.	.	PUNCT
ap-506	193	1	[	[	X
ap-506	193	2	8	8	NUM
ap-506	193	3	]	]	PUNCT
ap-506	193	4	stetson	stetson	NOUN
ap-506	193	5	p.	p.	NOUN
ap-506	193	6	:	:	PUNCT
ap-506	193	7	“	"	PUNCT
ap-506	193	8	daophota	daophota	ADJ
ap-506	193	9	computer	computer	NOUN
ap-506	193	10	program	program	NOUN
ap-506	193	11	for	for	ADP
ap-506	193	12	crowded	crowded	ADJ
ap-506	193	13	fields	field	NOUN
ap-506	193	14	stellar	stellar	ADJ
ap-506	193	15	photometry	photometry	NOUN
ap-506	193	16	.	.	PUNCT
ap-506	193	17	”	"	PUNCT
ap-506	194	1	publication	publication	NOUN
ap-506	194	2	of	of	ADP
ap-506	194	3	the	the	DET
ap-506	194	4	astronomical	astronomical	ADJ
ap-506	194	5	society	society	NOUN
ap-506	194	6	of	of	ADP
ap-506	194	7	the	the	DET
ap-506	194	8	pacific	pacific	ADJ
ap-506	194	9	,	,	PUNCT
ap-506	194	10	vol	vol	NOUN
ap-506	194	11	.	.	PROPN
ap-506	194	12	99	99	NUM
ap-506	194	13	(	(	PUNCT
ap-506	194	14	1987	1987	NUM
ap-506	194	15	)	)	PUNCT
ap-506	194	16	,	,	PUNCT
ap-506	194	17	p.	p.	NOUN
ap-506	194	18	191–222	191–222	NUM
ap-506	194	19	.	.	PUNCT
ap-506	195	1	[	[	X
ap-506	195	2	9	9	NUM
ap-506	195	3	]	]	PUNCT
ap-506	195	4	gilliland	gilliland	PROPN
ap-506	195	5	r.	r.	PROPN
ap-506	195	6	,	,	PUNCT
ap-506	195	7	brown	brown	ADJ
ap-506	195	8	t.	t.	NOUN
ap-506	195	9	:	:	PUNCT
ap-506	195	10	“	"	PUNCT
ap-506	195	11	time	time	NOUN
ap-506	195	12	-	-	PUNCT
ap-506	195	13	resolved	resolve	VERB
ap-506	195	14	ccd	ccd	NOUN
ap-506	195	15	photometry	photometry	NOUN
ap-506	195	16	of	of	ADP
ap-506	195	17	an	an	DET
ap-506	195	18	ensemble	ensemble	NOUN
ap-506	195	19	of	of	ADP
ap-506	195	20	stars	star	NOUN
ap-506	195	21	.	.	PUNCT
ap-506	195	22	”	"	PUNCT
ap-506	195	23	publication	publication	NOUN
ap-506	195	24	of	of	ADP
ap-506	195	25	the	the	DET
ap-506	195	26	astronomical	astronomical	ADJ
ap-506	195	27	society	society	NOUN
ap-506	195	28	of	of	ADP
ap-506	195	29	the	the	DET
ap-506	195	30	pacific	pacific	PROPN
ap-506	195	31	,	,	PUNCT
ap-506	195	32	vol	vol	NOUN
ap-506	195	33	.	.	NOUN
ap-506	195	34	100	100	NUM
ap-506	195	35	(	(	PUNCT
ap-506	195	36	1988	1988	NUM
ap-506	195	37	)	)	PUNCT
ap-506	195	38	,	,	PUNCT
ap-506	195	39	p.	p.	NOUN
ap-506	195	40	754–765	754–765	NUM
ap-506	195	41	.	.	PUNCT
ap-506	196	1	[	[	X
ap-506	196	2	10	10	NUM
ap-506	196	3	]	]	X
ap-506	196	4	elnagahy	elnagahy	PROPN
ap-506	196	5	f.	f.	PROPN
ap-506	196	6	i.	i.	PROPN
ap-506	196	7	y.	y.	PROPN
ap-506	196	8	:	:	PUNCT
ap-506	196	9	msc	msc	PROPN
ap-506	196	10	thesis	thesis	NOUN
ap-506	196	11	,	,	PUNCT
ap-506	196	12	faculty	faculty	NOUN
ap-506	196	13	of	of	ADP
ap-506	196	14	engineering	engineering	PROPN
ap-506	196	15	,	,	PUNCT
ap-506	196	16	al	al	PROPN
ap-506	196	17	-	-	PUNCT
ap-506	196	18	azhar	azhar	PROPN
ap-506	196	19	univ	univ	PROPN
ap-506	196	20	.	.	PROPN
ap-506	196	21	,	,	PUNCT
ap-506	196	22	cairo	cairo	PROPN
ap-506	196	23	,	,	PUNCT
ap-506	196	24	egypt	egypt	PROPN
ap-506	196	25	,	,	PUNCT
ap-506	196	26	1988	1988	NUM
ap-506	196	27	.	.	PUNCT
ap-506	197	1	[	[	X
ap-506	197	2	11	11	NUM
ap-506	197	3	]	]	X
ap-506	197	4	alawy	alawy	PROPN
ap-506	197	5	a.	a.	PROPN
ap-506	197	6	el	el	PROPN
ap-506	197	7	-	-	PROPN
ap-506	197	8	bassuny	bassuny	PROPN
ap-506	197	9	:	:	PUNCT
ap-506	197	10	“	"	PUNCT
ap-506	197	11	stellar	stellar	ADJ
ap-506	197	12	ccd	ccd	NOUN
ap-506	197	13	photometry	photometry	NOUN
ap-506	197	14	:	:	PUNCT
ap-506	197	15	“	"	PUNCT
ap-506	197	16	new	new	ADJ
ap-506	197	17	approach	approach	NOUN
ap-506	197	18	,	,	PUNCT
ap-506	197	19	principles	principle	NOUN
ap-506	197	20	and	and	CCONJ
ap-506	197	21	application	application	NOUN
ap-506	197	22	.	.	PUNCT
ap-506	197	23	”	"	PUNCT
ap-506	198	1	astrophysics	astrophysic	NOUN
ap-506	198	2	and	and	CCONJ
ap-506	198	3	space	space	NOUN
ap-506	198	4	sciences	science	NOUN
ap-506	198	5	,	,	PUNCT
ap-506	198	6	vol	vol	NOUN
ap-506	198	7	.	.	PROPN
ap-506	199	1	277	277	NUM
ap-506	199	2	(	(	PUNCT
ap-506	199	3	2001	2001	NUM
ap-506	199	4	)	)	PUNCT
ap-506	199	5	,	,	PUNCT
ap-506	199	6	p.	p.	NOUN
ap-506	199	7	473–495	473–495	NUM
ap-506	199	8	.	.	PUNCT
ap-506	200	1	[	[	X
ap-506	200	2	12	12	NUM
ap-506	200	3	]	]	X
ap-506	200	4	elnagahy	elnagahy	PROPN
ap-506	200	5	f.	f.	PROPN
ap-506	200	6	i.	i.	PROPN
ap-506	200	7	y.	y.	PROPN
ap-506	200	8	,	,	PUNCT
ap-506	200	9	alawy	alawy	PROPN
ap-506	200	10	a.	a.	PROPN
ap-506	200	11	e.	e.	PROPN
ap-506	200	12	,	,	PUNCT
ap-506	200	13	simak	simak	PROPN
ap-506	200	14	b.	b.	PROPN
ap-506	200	15	,	,	PUNCT
ap-506	200	16	ella	ella	PROPN
ap-506	200	17	m.	m.	PROPN
ap-506	200	18	,	,	PUNCT
ap-506	200	19	madkour	madkour	PROPN
ap-506	200	20	m.	m.	NOUN
ap-506	200	21	:	:	PUNCT
ap-506	200	22	“	"	PUNCT
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ap-506	200	24	image	image	NOUN
ap-506	200	25	interpretation	interpretation	NOUN
ap-506	200	26	system	system	NOUN
ap-506	200	27	using	use	VERB
ap-506	200	28	artificial	artificial	ADJ
ap-506	200	29	neural	neural	ADJ
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ap-506	200	31	:	:	PUNCT
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ap-506	200	33	-	-	ADJ
ap-506	200	34	polar	polar	ADJ
ap-506	200	35	function	function	NOUN
ap-506	200	36	case	case	NOUN
ap-506	200	37	.	.	PUNCT
ap-506	200	38	”	"	PUNCT
ap-506	201	1	acta	acta	PROPN
ap-506	201	2	polytechnica	polytechnica	PROPN
ap-506	201	3	,	,	PUNCT
ap-506	201	4	vol	vol	NOUN
ap-506	201	5	.	.	PROPN
ap-506	201	6	41	41	NUM
ap-506	201	7	,	,	PUNCT
ap-506	201	8	no	no	INTJ
ap-506	201	9	.	.	NOUN
ap-506	201	10	6	6	NUM
ap-506	201	11	(	(	PUNCT
ap-506	201	12	2001	2001	NUM
ap-506	201	13	)	)	PUNCT
ap-506	201	14	,	,	PUNCT
ap-506	201	15	p.	p.	NOUN
ap-506	201	16	33–38	33–38	NUM
ap-506	201	17	.	.	PUNCT
ap-506	202	1	[	[	X
ap-506	202	2	13	13	NUM
ap-506	202	3	]	]	PUNCT
ap-506	202	4	stetson	stetson	NOUN
ap-506	202	5	p.	p.	NOUN
ap-506	202	6	:	:	PUNCT
ap-506	203	1	user	user	NOUN
ap-506	203	2	’s	’s	PART
ap-506	203	3	manual	manual	NOUN
ap-506	203	4	for	for	ADP
ap-506	203	5	daophot	daophot	NOUN
ap-506	203	6	-	-	PUNCT
ap-506	203	7	ii	ii	NOUN
ap-506	203	8	.	.	PUNCT
ap-506	204	1	dominion	dominion	NOUN
ap-506	204	2	astrophysical	astrophysical	ADJ
ap-506	204	3	observatory	observatory	NOUN
ap-506	204	4	,	,	PUNCT
ap-506	204	5	victoria	victoria	PROPN
ap-506	204	6	,	,	PUNCT
ap-506	204	7	canada	canada	PROPN
ap-506	204	8	,	,	PUNCT
ap-506	204	9	1996	1996	NUM
ap-506	204	10	.	.	PUNCT
ap-506	205	1	[	[	X
ap-506	205	2	14	14	NUM
ap-506	205	3	]	]	PUNCT
ap-506	205	4	bojan	bojan	PROPN
ap-506	205	5	d.	d.	PROPN
ap-506	205	6	:	:	PUNCT
ap-506	206	1	http://david.fiz.uni-lj.si/daophotii	http://david.fiz.uni-lj.si/daophotii	PROPN
ap-506	206	2	,	,	PUNCT
ap-506	206	3	1996	1996	NUM
ap-506	206	4	.	.	PUNCT
ap-506	207	1	[	[	X
ap-506	207	2	15	15	NUM
ap-506	207	3	]	]	X
ap-506	207	4	eggen	eggen	NOUN
ap-506	207	5	o.	o.	NOUN
ap-506	207	6	,	,	PUNCT
ap-506	207	7	sandage	sandage	NOUN
ap-506	207	8	a.	a.	NOUN
ap-506	207	9	:	:	PUNCT
ap-506	207	10	“	"	PUNCT
ap-506	207	11	new	new	ADJ
ap-506	207	12	photoelectric	photoelectric	ADJ
ap-506	207	13	observations	observation	NOUN
ap-506	207	14	of	of	ADP
ap-506	207	15	stars	star	NOUN
ap-506	207	16	in	in	ADP
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ap-506	207	18	old	old	ADJ
ap-506	207	19	galactic	galactic	ADJ
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ap-506	207	21	m67	m67	NOUN
ap-506	207	22	.	.	PUNCT
ap-506	207	23	”	"	PUNCT
ap-506	207	24	astrophysical	astrophysical	ADJ
ap-506	207	25	journal	journal	NOUN
ap-506	207	26	,	,	PUNCT
ap-506	207	27	vol	vol	NOUN
ap-506	207	28	.	.	PROPN
ap-506	207	29	140	140	NUM
ap-506	207	30	(	(	PUNCT
ap-506	207	31	1964	1964	NUM
ap-506	207	32	)	)	PUNCT
ap-506	207	33	,	,	PUNCT
ap-506	207	34	p.	p.	NOUN
ap-506	207	35	130–143	130–143	NUM
ap-506	207	36	.	.	PUNCT
ap-506	208	1	[	[	X
ap-506	208	2	16	16	NUM
ap-506	208	3	]	]	X
ap-506	208	4	johnson	johnson	PROPN
ap-506	208	5	h.	h.	PROPN
ap-506	208	6	,	,	PUNCT
ap-506	208	7	sandage	sandage	NOUN
ap-506	208	8	a.	a.	NOUN
ap-506	208	9	:	:	PUNCT
ap-506	208	10	“	"	PUNCT
ap-506	208	11	the	the	DET
ap-506	208	12	galactic	galactic	ADJ
ap-506	208	13	cluster	cluster	NOUN
ap-506	208	14	m67	m67	NOUN
ap-506	208	15	and	and	CCONJ
ap-506	208	16	its	its	PRON
ap-506	208	17	significance	significance	NOUN
ap-506	208	18	for	for	ADP
ap-506	208	19	stellar	stellar	ADJ
ap-506	208	20	evolution	evolution	NOUN
ap-506	208	21	.	.	PUNCT
ap-506	208	22	”	"	PUNCT
ap-506	208	23	astrophysical	astrophysical	ADJ
ap-506	208	24	journal	journal	NOUN
ap-506	208	25	,	,	PUNCT
ap-506	208	26	vol	vol	NOUN
ap-506	208	27	.	.	PROPN
ap-506	208	28	121	121	NUM
ap-506	208	29	(	(	PUNCT
ap-506	208	30	1955	1955	NUM
ap-506	208	31	)	)	PUNCT
ap-506	208	32	,	,	PUNCT
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ap-506	208	35	.	.	PUNCT
ap-506	209	1	[	[	X
ap-506	209	2	17	17	NUM
ap-506	209	3	]	]	X
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ap-506	209	5	a.	a.	PROPN
ap-506	209	6	et	et	PROPN
ap-506	209	7	al	al	PROPN
ap-506	209	8	:	:	PUNCT
ap-506	209	9	“	"	PUNCT
ap-506	209	10	ccd	ccd	NOUN
ap-506	209	11	photometry	photometry	NOUN
ap-506	209	12	of	of	ADP
ap-506	209	13	the	the	DET
ap-506	209	14	old	old	ADJ
ap-506	209	15	open	open	ADJ
ap-506	209	16	cluster	cluster	NOUN
ap-506	209	17	m67	m67	NOUN
ap-506	209	18	.	.	PUNCT
ap-506	209	19	”	"	PUNCT
ap-506	209	20	astronomical	astronomical	ADJ
ap-506	209	21	journal	journal	NOUN
ap-506	209	22	,	,	PUNCT
ap-506	209	23	vol	vol	NOUN
ap-506	209	24	.	.	PROPN
ap-506	209	25	106	106	NUM
ap-506	209	26	(	(	PUNCT
ap-506	209	27	1993	1993	NUM
ap-506	209	28	)	)	PUNCT
ap-506	209	29	,	,	PUNCT
ap-506	209	30	p.	p.	NOUN
ap-506	209	31	181–219	181–219	NUM
ap-506	209	32	.	.	PUNCT
ap-506	210	1	©	©	PROPN
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ap-506	210	3	technical	technical	PROPN
ap-506	210	4	university	university	PROPN
ap-506	210	5	publishing	publishing	NOUN
ap-506	210	6	house	house	NOUN
ap-506	210	7	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-506	210	8	29	29	NUM
ap-506	210	9	czech	czech	PROPN
ap-506	210	10	technical	technical	PROPN
ap-506	210	11	university	university	PROPN
ap-506	210	12	in	in	ADP
ap-506	210	13	prague	prague	PROPN
ap-506	210	14	acta	acta	PROPN
ap-506	210	15	polytechnica	polytechnica	PROPN
ap-506	210	16	vol	vol	NOUN
ap-506	210	17	.	.	PROPN
ap-506	211	1	44	44	NUM
ap-506	211	2	no	no	NOUN
ap-506	211	3	.	.	PUNCT
ap-506	212	1	1/2004	1/2004	NUM
ap-506	212	2	a	a	NOUN
ap-506	212	3	)	)	PUNCT
ap-506	212	4	data	datum	NOUN
ap-506	212	5	for	for	ADP
ap-506	212	6	the	the	DET
ap-506	212	7	saturated	saturate	VERB
ap-506	212	8	star	star	NOUN
ap-506	212	9	image	image	NOUN
ap-506	212	10	denoted	denote	VERB
ap-506	212	11	by	by	ADP
ap-506	212	12	(	(	PUNCT
ap-506	212	13	d&s	d&s	PROPN
ap-506	212	14	)	)	PUNCT
ap-506	212	15	in	in	ADP
ap-506	212	16	fig	fig	NOUN
ap-506	212	17	.	.	PUNCT
ap-506	213	1	4	4	NUM
ap-506	213	2	79	79	NUM
ap-506	213	3	124	124	NUM
ap-506	213	4	221	221	NUM
ap-506	213	5	335	335	NUM
ap-506	213	6	429	429	NUM
ap-506	213	7	369	369	NUM
ap-506	213	8	181	181	NUM
ap-506	213	9	93	93	NUM
ap-506	213	10	132	132	NUM
ap-506	213	11	251	251	NUM
ap-506	213	12	624	624	NUM
ap-506	213	13	1386	1386	NUM
ap-506	213	14	2108	2108	NUM
ap-506	213	15	1175	1175	NUM
ap-506	213	16	399	399	NUM
ap-506	213	17	145	145	NUM
ap-506	213	18	198	198	NUM
ap-506	213	19	605	605	NUM
ap-506	213	20	2048	2048	NUM
ap-506	213	21	5983	5983	NUM
ap-506	213	22	8592	8592	NUM
ap-506	213	23	3526	3526	NUM
ap-506	213	24	720	720	NUM
ap-506	213	25	219	219	NUM
ap-506	213	26	283	283	NUM
ap-506	213	27	1005	1005	NUM
ap-506	213	28	4864	4864	NUM
ap-506	213	29	16252	16252	NUM
ap-506	213	30	16252	16252	NUM
ap-506	213	31	6156	6156	NUM
ap-506	213	32	1097	1097	NUM
ap-506	213	33	263	263	NUM
ap-506	213	34	295	295	NUM
ap-506	213	35	1065	1065	NUM
ap-506	213	36	5534	5534	NUM
ap-506	213	37	16252	16252	NUM
ap-506	213	38	16252	16252	NUM
ap-506	213	39	5659	5659	NUM
ap-506	213	40	1005	1005	NUM
ap-506	213	41	253	253	NUM
ap-506	213	42	195	195	NUM
ap-506	213	43	623	623	NUM
ap-506	213	44	2437	2437	NUM
ap-506	213	45	7443	7443	NUM
ap-506	213	46	8213	8213	NUM
ap-506	213	47	2985	2985	NUM
ap-506	213	48	656	656	NUM
ap-506	213	49	203	203	NUM
ap-506	213	50	121	121	NUM
ap-506	213	51	281	281	NUM
ap-506	213	52	733	733	NUM
ap-506	213	53	1653	1653	NUM
ap-506	213	54	1679	1679	NUM
ap-506	213	55	844	844	NUM
ap-506	213	56	336	336	NUM
ap-506	213	57	132	132	NUM
ap-506	213	58	83	83	NUM
ap-506	213	59	125	125	NUM
ap-506	213	60	224	224	NUM
ap-506	213	61	365	365	NUM
ap-506	213	62	374	374	NUM
ap-506	213	63	261	261	NUM
ap-506	213	64	137	137	NUM
ap-506	213	65	79	79	NUM
ap-506	213	66	b	b	NOUN
ap-506	213	67	)	)	PUNCT
ap-506	213	68	data	datum	NOUN
ap-506	213	69	for	for	ADP
ap-506	213	70	the	the	DET
ap-506	213	71	deformed	deform	VERB
ap-506	213	72	star	star	NOUN
ap-506	213	73	image	image	NOUN
ap-506	213	74	denoted	denote	VERB
ap-506	213	75	by	by	ADP
ap-506	213	76	(	(	PUNCT
ap-506	213	77	d	d	NOUN
ap-506	213	78	)	)	PUNCT
ap-506	213	79	in	in	ADP
ap-506	213	80	fig	fig	NOUN
ap-506	213	81	.	.	PUNCT
ap-506	214	1	4	4	NUM
ap-506	214	2	25	25	NUM
ap-506	214	3	22	22	NUM
ap-506	214	4	21	21	NUM
ap-506	214	5	26	26	NUM
ap-506	214	6	27	27	NUM
ap-506	214	7	25	25	NUM
ap-506	214	8	25	25	NUM
ap-506	214	9	21	21	NUM
ap-506	214	10	19	19	NUM
ap-506	214	11	24	24	NUM
ap-506	214	12	26	26	NUM
ap-506	214	13	37	37	NUM
ap-506	214	14	38	38	NUM
ap-506	214	15	31	31	NUM
ap-506	214	16	22	22	NUM
ap-506	214	17	22	22	NUM
ap-506	214	18	17	17	NUM
ap-506	214	19	25	25	NUM
ap-506	214	20	38	38	NUM
ap-506	214	21	64	64	NUM
ap-506	214	22	70	70	NUM
ap-506	214	23	47	47	NUM
ap-506	214	24	25	25	NUM
ap-506	214	25	24	24	NUM
ap-506	214	26	25	25	NUM
ap-506	214	27	22	22	NUM
ap-506	214	28	45	45	NUM
ap-506	214	29	97	97	NUM
ap-506	214	30	100	100	NUM
ap-506	214	31	41	41	NUM
ap-506	214	32	25	25	NUM
ap-506	214	33	21	21	NUM
ap-506	214	34	25	25	NUM
ap-506	214	35	23	23	NUM
ap-506	214	36	38	38	NUM
ap-506	214	37	60	60	NUM
ap-506	214	38	67	67	NUM
ap-506	214	39	37	37	NUM
ap-506	214	40	25	25	NUM
ap-506	214	41	21	21	NUM
ap-506	214	42	22	22	NUM
ap-506	214	43	23	23	NUM
ap-506	214	44	31	31	NUM
ap-506	214	45	29	29	NUM
ap-506	214	46	30	30	NUM
ap-506	214	47	27	27	NUM
ap-506	214	48	19	19	NUM
ap-506	214	49	21	21	NUM
ap-506	214	50	22	22	NUM
ap-506	214	51	22	22	NUM
ap-506	214	52	19	19	NUM
ap-506	214	53	25	25	NUM
ap-506	214	54	25	25	NUM
ap-506	214	55	25	25	NUM
ap-506	214	56	24	24	NUM
ap-506	214	57	19	19	NUM
ap-506	214	58	21	21	NUM
ap-506	214	59	20	20	NUM
ap-506	214	60	19	19	NUM
ap-506	214	61	23	23	NUM
ap-506	214	62	24	24	NUM
ap-506	214	63	22	22	NUM
ap-506	214	64	25	25	NUM
ap-506	214	65	21	21	NUM
ap-506	214	66	table	table	NOUN
ap-506	214	67	4	4	NUM
ap-506	214	68	:	:	SYM
ap-506	214	69	8×8	8×8	NUM
ap-506	214	70	pixel	pixel	PROPN
ap-506	214	71	array	array	PROPN
ap-506	214	72	data	datum	NOUN
ap-506	214	73	for	for	ADP
ap-506	214	74	the	the	DET
ap-506	214	75	two	two	NUM
ap-506	214	76	stars	star	NOUN
ap-506	214	77	identified	identify	VERB
ap-506	214	78	by	by	ADP
ap-506	214	79	daophot	daophot	ADJ
ap-506	214	80	-	-	PUNCT
ap-506	214	81	ii	ii	NOUN
ap-506	214	82	assoc	assoc	PROPN
ap-506	214	83	.	.	PUNCT
ap-506	215	1	prof	prof	PROPN
ap-506	215	2	.	.	PUNCT
ap-506	216	1	ahmed	ahmed	PROPN
ap-506	216	2	el	el	PROPN
ap-506	216	3	-	-	PROPN
ap-506	216	4	bassuny	bassuny	PROPN
ap-506	216	5	alawy	alawy	PROPN
ap-506	216	6	e	e	NOUN
ap-506	216	7	-	-	NOUN
ap-506	216	8	mail	mail	NOUN
ap-506	216	9	:	:	PUNCT
ap-506	216	10	abalawy@hotmail.com	abalawy@hotmail.com	PROPN
ap-506	217	1	researcher	researcher	PROPN
ap-506	217	2	ali	ali	PROPN
ap-506	217	3	abdel	abdel	PROPN
ap-506	217	4	wahab	wahab	PROPN
ap-506	217	5	haroon	haroon	PROPN
ap-506	217	6	,	,	PUNCT
ap-506	217	7	phd	phd	NOUN
ap-506	217	8	e	e	NOUN
ap-506	217	9	-	-	NOUN
ap-506	217	10	mail	mail	NOUN
ap-506	217	11	:	:	PUNCT
ap-506	217	12	alyharoon@hotmail.com	alyharoon@hotmail.com	X
ap-506	217	13	asst	asst	PROPN
ap-506	217	14	.	.	PUNCT
ap-506	218	1	researcher	researcher	PROPN
ap-506	218	2	eng	eng	PROPN
ap-506	218	3	.	.	PUNCT
ap-506	219	1	yosry	yosry	PROPN
ap-506	219	2	ahmed	ahmed	PROPN
ap-506	219	3	azzam	azzam	PROPN
ap-506	219	4	,	,	PUNCT
ap-506	219	5	msc	msc	PROPN
ap-506	219	6	e	e	PROPN
ap-506	219	7	-	-	NOUN
ap-506	219	8	mail	mail	NOUN
ap-506	219	9	:	:	PUNCT
ap-506	219	10	yosryahmed@hotmail.com	yosryahmed@hotmail.com	PROPN
ap-506	219	11	national	national	PROPN
ap-506	219	12	research	research	PROPN
ap-506	219	13	institute	institute	PROPN
ap-506	219	14	of	of	ADP
ap-506	219	15	astronomy	astronomy	NOUN
ap-506	219	16	and	and	CCONJ
ap-506	219	17	geophysics	geophysic	NOUN
ap-506	219	18	(	(	PUNCT
ap-506	219	19	nriag	nriag	NOUN
ap-506	219	20	)	)	PUNCT
ap-506	219	21	helwan	helwan	PROPN
ap-506	219	22	,	,	PUNCT
ap-506	219	23	cairo	cairo	PROPN
ap-506	219	24	,	,	PUNCT
ap-506	219	25	egypt	egypt	PROPN
ap-506	219	26	doc	doc	PROPN
ap-506	219	27	.	.	PROPN
ap-506	220	1	ing	ing	PROPN
ap-506	220	2	.	.	PUNCT
ap-506	221	1	boris	boris	PROPN
ap-506	221	2	šimák	šimák	PROPN
ap-506	221	3	,	,	PUNCT
ap-506	221	4	csc	csc	PROPN
ap-506	221	5	.	.	PUNCT
ap-506	222	1	e	e	X
ap-506	222	2	-	-	NOUN
ap-506	222	3	mail	mail	NOUN
ap-506	222	4	:	:	PUNCT
ap-506	222	5	simak@feld.cvut.cz	simak@feld.cvut.cz	CCONJ
ap-506	223	1	eng	eng	PROPN
ap-506	223	2	.	.	PROPN
ap-506	224	1	farag	farag	PROPN
ap-506	224	2	ibrahim	ibrahim	PROPN
ap-506	224	3	younis	younis	PROPN
ap-506	224	4	elnagahy	elnagahy	PROPN
ap-506	224	5	,	,	PUNCT
ap-506	224	6	msc	msc	PROPN
ap-506	224	7	e	e	PROPN
ap-506	224	8	-	-	NOUN
ap-506	224	9	mail	mail	NOUN
ap-506	224	10	:	:	PUNCT
ap-506	225	1	faragelnagahy@hotmail.com	faragelnagahy@hotmail.com	X
ap-506	225	2	department	department	PROPN
ap-506	225	3	of	of	ADP
ap-506	225	4	telecommunications	telecommunication	NOUN
ap-506	225	5	engineering	engineering	NOUN
ap-506	225	6	czech	czech	PROPN
ap-506	225	7	technical	technical	PROPN
ap-506	225	8	university	university	PROPN
ap-506	225	9	in	in	ADP
ap-506	225	10	prague	prague	PROPN
ap-506	225	11	faculty	faculty	NOUN
ap-506	225	12	of	of	ADP
ap-506	225	13	electrical	electrical	ADJ
ap-506	225	14	engineering	engineering	NOUN
ap-506	225	15	technická	technická	NOUN
ap-506	225	16	2	2	NUM
ap-506	225	17	166	166	NUM
ap-506	225	18	27	27	NUM
ap-506	225	19	praha	praha	NOUN
ap-506	225	20	6	6	NUM
ap-506	225	21	,	,	PUNCT
ap-506	225	22	czech	czech	PROPN
ap-506	225	23	republic	republic	NOUN
ap-506	225	24	30	30	NUM
ap-506	225	25	©	©	PROPN
ap-506	225	26	czech	czech	PROPN
ap-506	225	27	technical	technical	PROPN
ap-506	225	28	university	university	PROPN
ap-506	225	29	publishing	publishing	NOUN
ap-506	225	30	house	house	NOUN
ap-506	225	31	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-506	225	32	acta	acta	PROPN
ap-506	225	33	polytechnica	polytechnica	PROPN
ap-506	225	34	vol	vol	NOUN
ap-506	225	35	.	.	PROPN
ap-506	226	1	44	44	NUM
ap-506	226	2	no	no	NOUN
ap-506	226	3	.	.	PUNCT
ap-506	227	1	1/2004	1/2004	NUM
ap-506	227	2	czech	czech	PROPN
ap-506	227	3	technical	technical	PROPN
ap-506	227	4	university	university	PROPN
ap-506	227	5	in	in	ADP
ap-506	227	6	prague	prague	PROPN
ap-506	227	7	24	24	NUM
ap-506	227	8	25	25	NUM
ap-506	227	9	26	26	NUM
ap-506	227	10	27	27	NUM
ap-506	227	11	28	28	NUM
ap-506	227	12	29	29	NUM
ap-506	227	13	30	30	NUM