id	sid	tid	token	lemma	pos
bracis-28392	1	1	classification	classification	NOUN
bracis-28392	1	2	of	of	ADP
bracis-28392	1	3	 	 	SPACE
bracis-28392	1	4	facial	facial	ADJ
bracis-28392	1	5	images	image	NOUN
bracis-28392	1	6	to	to	PART
bracis-28392	1	7	 	 	SPACE
bracis-28392	1	8	assist	assist	VERB
bracis-28392	1	9	in	in	ADP
bracis-28392	1	10	 	 	SPACE
bracis-28392	1	11	the	the	DET
bracis-28392	1	12	 	 	SPACE
bracis-28392	1	13	diagnosis	diagnosis	NOUN
bracis-28392	1	14	of	of	ADP
bracis-28392	1	15	 	 	SPACE
bracis-28392	1	16	autism	autism	NOUN
bracis-28392	1	17	spectrum	spectrum	NOUN
bracis-28392	1	18	disorder	disorder	NOUN
bracis-28392	1	19	:	:	PUNCT
bracis-28392	1	20	a	a	DET
bracis-28392	1	21	study	study	NOUN
bracis-28392	1	22	on	on	ADP
bracis-28392	1	23	 	 	SPACE
bracis-28392	1	24	the	the	DET
bracis-28392	1	25	 	 	SPACE
bracis-28392	1	26	effect	effect	NOUN
bracis-28392	1	27	of	of	ADP
bracis-28392	1	28	 	 	SPACE
bracis-28392	1	29	face	face	NOUN
bracis-28392	1	30	detection	detection	NOUN
bracis-28392	1	31	and	and	CCONJ
bracis-28392	1	32	 	 	SPACE
bracis-28392	1	33	landmark	landmark	NOUN
bracis-28392	1	34	identification	identification	NOUN
bracis-28392	1	35	algorithms	algorithm	NOUN
bracis-28392	1	36	|	|	ADV
bracis-28392	1	37	springer	springer	NOUN
bracis-28392	1	38	nature	nature	PROPN
bracis-28392	1	39	link	link	PROPN
bracis-28392	1	40	(	(	PUNCT
bracis-28392	1	41	formerly	formerly	ADV
bracis-28392	1	42	springerlink	springerlink	NOUN
bracis-28392	1	43	)	)	PUNCT
bracis-28392	1	44	skip	skip	VERB
bracis-28392	1	45	to	to	ADP
bracis-28392	1	46	main	main	ADJ
bracis-28392	1	47	content	content	NOUN
bracis-28392	1	48	advertisement	advertisement	NOUN
bracis-28392	1	49	log	log	NOUN
bracis-28392	1	50	in	in	ADP
bracis-28392	1	51	menu	menu	NOUN
bracis-28392	1	52	find	find	VERB
bracis-28392	1	53	a	a	DET
bracis-28392	1	54	journal	journal	NOUN
bracis-28392	1	55	publish	publish	VERB
bracis-28392	1	56	with	with	ADP
bracis-28392	1	57	us	we	PRON
bracis-28392	1	58	track	track	VERB
bracis-28392	1	59	your	your	PRON
bracis-28392	1	60	research	research	NOUN
bracis-28392	1	61	search	search	NOUN
bracis-28392	1	62	cart	cart	NOUN
bracis-28392	1	63	home	home	NOUN
bracis-28392	1	64	intelligent	intelligent	ADJ
bracis-28392	1	65	systems	system	NOUN
bracis-28392	1	66	conference	conference	NOUN
bracis-28392	1	67	paper	paper	NOUN
bracis-28392	1	68	classification	classification	NOUN
bracis-28392	1	69	of	of	ADP
bracis-28392	1	70	 	 	SPACE
bracis-28392	1	71	facial	facial	ADJ
bracis-28392	1	72	images	image	NOUN
bracis-28392	1	73	to	to	PART
bracis-28392	1	74	 	 	SPACE
bracis-28392	1	75	assist	assist	VERB
bracis-28392	1	76	in	in	ADP
bracis-28392	1	77	 	 	SPACE
bracis-28392	1	78	the	the	DET
bracis-28392	1	79	 	 	SPACE
bracis-28392	1	80	diagnosis	diagnosis	NOUN
bracis-28392	1	81	of	of	ADP
bracis-28392	1	82	 	 	SPACE
bracis-28392	1	83	autism	autism	NOUN
bracis-28392	1	84	spectrum	spectrum	NOUN
bracis-28392	1	85	disorder	disorder	NOUN
bracis-28392	1	86	:	:	PUNCT
bracis-28392	1	87	a	a	DET
bracis-28392	1	88	study	study	NOUN
bracis-28392	1	89	on	on	ADP
bracis-28392	1	90	 	 	SPACE
bracis-28392	1	91	the	the	DET
bracis-28392	1	92	 	 	SPACE
bracis-28392	1	93	effect	effect	NOUN
bracis-28392	1	94	of	of	ADP
bracis-28392	1	95	 	 	SPACE
bracis-28392	1	96	face	face	NOUN
bracis-28392	1	97	detection	detection	NOUN
bracis-28392	1	98	and	and	CCONJ
bracis-28392	1	99	 	 	SPACE
bracis-28392	1	100	landmark	landmark	NOUN
bracis-28392	1	101	identification	identification	NOUN
bracis-28392	1	102	algorithms	algorithm	NOUN
bracis-28392	1	103	conference	conference	NOUN
bracis-28392	1	104	paper	paper	NOUN
bracis-28392	1	105	first	first	ADV
bracis-28392	1	106	online	online	ADV
bracis-28392	1	107	:	:	PUNCT
bracis-28392	1	108	12	12	NUM
bracis-28392	1	109	october	october	NOUN
bracis-28392	1	110	2023	2023	NUM
bracis-28392	1	111	pp	pp	PROPN
bracis-28392	1	112	261–275	261–275	NUM
bracis-28392	1	113	cite	cite	VERB
bracis-28392	1	114	this	this	DET
bracis-28392	1	115	conference	conference	NOUN
bracis-28392	1	116	paper	paper	NOUN
bracis-28392	1	117	access	access	NOUN
bracis-28392	1	118	provided	provide	VERB
bracis-28392	1	119	by	by	ADP
bracis-28392	1	120	university	university	PROPN
bracis-28392	1	121	of	of	ADP
bracis-28392	1	122	notre	notre	PROPN
bracis-28392	1	123	dame	dame	PROPN
bracis-28392	1	124	hesburgh	hesburgh	PROPN
bracis-28392	1	125	library	library	PROPN
bracis-28392	1	126	download	download	PROPN
bracis-28392	1	127	book	book	NOUN
bracis-28392	1	128	pdf	pdf	PROPN
bracis-28392	1	129	download	download	NOUN
bracis-28392	1	130	book	book	NOUN
bracis-28392	1	131	epub	epub	PROPN
bracis-28392	1	132	intelligent	intelligent	ADJ
bracis-28392	1	133	systems	system	NOUN
bracis-28392	1	134	(	(	PUNCT
bracis-28392	1	135	bracis	bracis	NOUN
bracis-28392	1	136	2023	2023	NUM
bracis-28392	1	137	)	)	PUNCT
bracis-28392	1	138	classification	classification	NOUN
bracis-28392	1	139	of	of	ADP
bracis-28392	1	140	 	 	SPACE
bracis-28392	1	141	facial	facial	ADJ
bracis-28392	1	142	images	image	NOUN
bracis-28392	1	143	to	to	PART
bracis-28392	1	144	 	 	SPACE
bracis-28392	1	145	assist	assist	VERB
bracis-28392	1	146	in	in	ADP
bracis-28392	1	147	 	 	SPACE
bracis-28392	1	148	the	the	DET
bracis-28392	1	149	 	 	SPACE
bracis-28392	1	150	diagnosis	diagnosis	NOUN
bracis-28392	1	151	of	of	ADP
bracis-28392	1	152	 	 	SPACE
bracis-28392	1	153	autism	autism	NOUN
bracis-28392	1	154	spectrum	spectrum	NOUN
bracis-28392	1	155	disorder	disorder	NOUN
bracis-28392	1	156	:	:	PUNCT
bracis-28392	1	157	a	a	DET
bracis-28392	1	158	study	study	NOUN
bracis-28392	1	159	on	on	ADP
bracis-28392	1	160	 	 	SPACE
bracis-28392	1	161	the	the	DET
bracis-28392	1	162	 	 	SPACE
bracis-28392	1	163	effect	effect	NOUN
bracis-28392	1	164	of	of	ADP
bracis-28392	1	165	 	 	SPACE
bracis-28392	1	166	face	face	NOUN
bracis-28392	1	167	detection	detection	NOUN
bracis-28392	1	168	and	and	CCONJ
bracis-28392	1	169	 	 	SPACE
bracis-28392	1	170	landmark	landmark	NOUN
bracis-28392	1	171	identification	identification	NOUN
bracis-28392	1	172	algorithms	algorithm	NOUN
bracis-28392	1	173	download	download	VERB
bracis-28392	1	174	book	book	NOUN
bracis-28392	1	175	pdf	pdf	PROPN
bracis-28392	1	176	download	download	NOUN
bracis-28392	1	177	book	book	PROPN
bracis-28392	1	178	epub	epub	PROPN
bracis-28392	1	179	gabriel	gabriel	PROPN
bracis-28392	1	180	c.	c.	PROPN
bracis-28392	1	181	michelassi9	michelassi9	PROPN
bracis-28392	1	182	,	,	PUNCT
bracis-28392	1	183	henrique	henrique	PROPN
bracis-28392	1	184	s.	s.	PROPN
bracis-28392	1	185	bortoletti9	bortoletti9	PROPN
bracis-28392	1	186	,	,	PUNCT
bracis-28392	1	187	tuany	tuany	ADJ
bracis-28392	1	188	d.	d.	PROPN
bracis-28392	1	189	pinheiro9	pinheiro9	PROPN
bracis-28392	1	190	,	,	PUNCT
bracis-28392	1	191	thiago	thiago	PROPN
bracis-28392	1	192	nobayashi9	nobayashi9	PROPN
bracis-28392	1	193	,	,	PUNCT
bracis-28392	1	194	fabio	fabio	PROPN
bracis-28392	1	195	r.	r.	PROPN
bracis-28392	1	196	d.	d.	PROPN
bracis-28392	1	197	de	de	PROPN
bracis-28392	1	198	barros9	barros9	PROPN
bracis-28392	1	199	,	,	PUNCT
bracis-28392	1	200	rafael	rafael	PROPN
bracis-28392	1	201	l.	l.	PROPN
bracis-28392	1	202	testa9	testa9	PROPN
bracis-28392	1	203	,	,	PUNCT
bracis-28392	1	204	andréia	andréia	PROPN
bracis-28392	1	205	f.	f.	PROPN
bracis-28392	1	206	silva10	silva10	PROPN
bracis-28392	1	207	,	,	PUNCT
bracis-28392	1	208	mirian	mirian	PROPN
bracis-28392	1	209	c.	c.	PROPN
bracis-28392	1	210	revers10	revers10	PROPN
bracis-28392	1	211	,	,	PUNCT
bracis-28392	1	212	joana	joana	PROPN
bracis-28392	1	213	portolese10	portolese10	PROPN
bracis-28392	1	214	,	,	PUNCT
bracis-28392	1	215	helio	helio	NOUN
bracis-28392	1	216	pedrini11	pedrini11	NOUN
bracis-28392	1	217	,	,	PUNCT
bracis-28392	1	218	helena	helena	PROPN
bracis-28392	1	219	brentani10	brentani10	PROPN
bracis-28392	1	220	,	,	PUNCT
bracis-28392	1	221	fatima	fatima	PROPN
bracis-28392	1	222	l.	l.	PROPN
bracis-28392	1	223	s.	s.	PROPN
bracis-28392	1	224	nunes9	nunes9	PROPN
bracis-28392	1	225	&	&	CCONJ
bracis-28392	1	226	…	…	PUNCT
bracis-28392	1	227	ariane	ariane	PROPN
bracis-28392	1	228	machado	machado	PROPN
bracis-28392	1	229	-	-	PUNCT
bracis-28392	1	230	lima9	lima9	NOUN
bracis-28392	1	231	  	  	SPACE
bracis-28392	1	232	show	show	NOUN
bracis-28392	1	233	authors	author	NOUN
bracis-28392	1	234	part	part	NOUN
bracis-28392	1	235	of	of	ADP
bracis-28392	1	236	the	the	DET
bracis-28392	1	237	book	book	NOUN
bracis-28392	1	238	series	series	NOUN
bracis-28392	1	239	:	:	PUNCT
bracis-28392	1	240	lecture	lecture	NOUN
bracis-28392	1	241	notes	note	NOUN
bracis-28392	1	242	in	in	ADP
bracis-28392	1	243	computer	computer	NOUN
bracis-28392	1	244	science	science	NOUN
bracis-28392	1	245	(	(	PUNCT
bracis-28392	1	246	(	(	PUNCT
bracis-28392	1	247	lnai	lnai	ADJ
bracis-28392	1	248	,	,	PUNCT
bracis-28392	1	249	volume	volume	NOUN
bracis-28392	1	250	14196	14196	NUM
bracis-28392	1	251	)	)	PUNCT
bracis-28392	1	252	)	)	PUNCT
bracis-28392	1	253	included	include	VERB
bracis-28392	1	254	in	in	ADP
bracis-28392	1	255	the	the	DET
bracis-28392	1	256	following	follow	VERB
bracis-28392	1	257	conference	conference	NOUN
bracis-28392	1	258	series	series	NOUN
bracis-28392	1	259	:	:	PUNCT
bracis-28392	1	260	brazilian	brazilian	ADJ
bracis-28392	1	261	conference	conference	NOUN
bracis-28392	1	262	on	on	ADP
bracis-28392	1	263	intelligent	intelligent	ADJ
bracis-28392	1	264	systems	system	NOUN
bracis-28392	1	265	630	630	NUM
bracis-28392	1	266	accesses	access	VERB
bracis-28392	1	267	8	8	NUM
bracis-28392	1	268	citations	citation	NOUN
bracis-28392	1	269	abstract	abstract	ADJ
bracis-28392	1	270	since	since	SCONJ
bracis-28392	1	271	facial	facial	ADJ
bracis-28392	1	272	morphology	morphology	NOUN
bracis-28392	1	273	can	can	AUX
bracis-28392	1	274	be	be	AUX
bracis-28392	1	275	linked	link	VERB
bracis-28392	1	276	to	to	PART
bracis-28392	1	277	brain	brain	VERB
bracis-28392	1	278	developmental	developmental	ADJ
bracis-28392	1	279	problems	problem	NOUN
bracis-28392	1	280	,	,	PUNCT
bracis-28392	1	281	studies	study	NOUN
bracis-28392	1	282	have	have	AUX
bracis-28392	1	283	been	be	AUX
bracis-28392	1	284	conducted	conduct	VERB
bracis-28392	1	285	to	to	PART
bracis-28392	1	286	develop	develop	VERB
bracis-28392	1	287	computational	computational	ADJ
bracis-28392	1	288	systems	system	NOUN
bracis-28392	1	289	to	to	PART
bracis-28392	1	290	assist	assist	VERB
bracis-28392	1	291	in	in	ADP
bracis-28392	1	292	the	the	DET
bracis-28392	1	293	diagnosis	diagnosis	NOUN
bracis-28392	1	294	of	of	ADP
bracis-28392	1	295	some	some	DET
bracis-28392	1	296	neurodevelopmental	neurodevelopmental	ADJ
bracis-28392	1	297	disorders	disorder	NOUN
bracis-28392	1	298	based	base	VERB
bracis-28392	1	299	on	on	ADP
bracis-28392	1	300	facial	facial	ADJ
bracis-28392	1	301	images	image	NOUN
bracis-28392	1	302	.	.	PUNCT
bracis-28392	2	1	the	the	DET
bracis-28392	2	2	first	first	ADJ
bracis-28392	2	3	steps	step	NOUN
bracis-28392	2	4	usually	usually	ADV
bracis-28392	2	5	include	include	VERB
bracis-28392	2	6	face	face	NOUN
bracis-28392	2	7	detection	detection	NOUN
bracis-28392	2	8	and	and	CCONJ
bracis-28392	2	9	landmark	landmark	NOUN
bracis-28392	2	10	identification	identification	NOUN
bracis-28392	2	11	.	.	PUNCT
bracis-28392	3	1	although	although	SCONJ
bracis-28392	3	2	there	there	PRON
bracis-28392	3	3	are	be	VERB
bracis-28392	3	4	several	several	ADJ
bracis-28392	3	5	libraries	library	NOUN
bracis-28392	3	6	that	that	PRON
bracis-28392	3	7	implement	implement	VERB
bracis-28392	3	8	different	different	ADJ
bracis-28392	3	9	algorithms	algorithm	NOUN
bracis-28392	3	10	for	for	ADP
bracis-28392	3	11	these	these	DET
bracis-28392	3	12	tasks	task	NOUN
bracis-28392	3	13	,	,	PUNCT
bracis-28392	3	14	to	to	ADP
bracis-28392	3	15	the	the	DET
bracis-28392	3	16	best	good	ADJ
bracis-28392	3	17	of	of	ADP
bracis-28392	3	18	our	our	PRON
bracis-28392	3	19	knowledge	knowledge	NOUN
bracis-28392	3	20	no	no	DET
bracis-28392	3	21	study	study	NOUN
bracis-28392	3	22	has	have	AUX
bracis-28392	3	23	discussed	discuss	VERB
bracis-28392	3	24	the	the	DET
bracis-28392	3	25	effect	effect	NOUN
bracis-28392	3	26	of	of	ADP
bracis-28392	3	27	choosing	choose	VERB
bracis-28392	3	28	these	these	DET
bracis-28392	3	29	ready	ready	ADJ
bracis-28392	3	30	-	-	PUNCT
bracis-28392	3	31	to	to	ADP
bracis-28392	3	32	-	-	PUNCT
bracis-28392	3	33	use	use	NOUN
bracis-28392	3	34	implementations	implementation	NOUN
bracis-28392	3	35	on	on	ADP
bracis-28392	3	36	the	the	DET
bracis-28392	3	37	performance	performance	NOUN
bracis-28392	3	38	of	of	ADP
bracis-28392	3	39	the	the	DET
bracis-28392	3	40	final	final	ADJ
bracis-28392	3	41	classifier	classifier	NOUN
bracis-28392	3	42	.	.	PUNCT
bracis-28392	4	1	this	this	DET
bracis-28392	4	2	paper	paper	NOUN
bracis-28392	4	3	compares	compare	VERB
bracis-28392	4	4	four	four	NUM
bracis-28392	4	5	libraries	library	NOUN
bracis-28392	4	6	for	for	ADP
bracis-28392	4	7	facial	facial	ADJ
bracis-28392	4	8	detection	detection	NOUN
bracis-28392	4	9	and	and	CCONJ
bracis-28392	4	10	landmark	landmark	NOUN
bracis-28392	4	11	identification	identification	NOUN
bracis-28392	4	12	in	in	ADP
bracis-28392	4	13	the	the	DET
bracis-28392	4	14	context	context	NOUN
bracis-28392	4	15	of	of	ADP
bracis-28392	4	16	classification	classification	NOUN
bracis-28392	4	17	of	of	ADP
bracis-28392	4	18	facial	facial	ADJ
bracis-28392	4	19	images	image	NOUN
bracis-28392	4	20	for	for	ADP
bracis-28392	4	21	computer	computer	NOUN
bracis-28392	4	22	-	-	PUNCT
bracis-28392	4	23	aided	aid	VERB
bracis-28392	4	24	diagnosis	diagnosis	NOUN
bracis-28392	4	25	of	of	ADP
bracis-28392	4	26	autism	autism	NOUN
bracis-28392	4	27	spectrum	spectrum	NOUN
bracis-28392	4	28	disorder	disorder	NOUN
bracis-28392	4	29	,	,	PUNCT
bracis-28392	4	30	where	where	SCONJ
bracis-28392	4	31	the	the	DET
bracis-28392	4	32	classifiers	classifier	NOUN
bracis-28392	4	33	achieved	achieve	VERB
bracis-28392	4	34	0.92	0.92	NUM
bracis-28392	4	35	,	,	PUNCT
bracis-28392	4	36	the	the	DET
bracis-28392	4	37	highest	high	ADJ
bracis-28392	4	38	f1	f1	NOUN
bracis-28392	4	39	-	-	PUNCT
bracis-28392	4	40	score	score	NOUN
bracis-28392	4	41	.	.	PUNCT
bracis-28392	5	1	the	the	DET
bracis-28392	5	2	results	result	NOUN
bracis-28392	5	3	indicate	indicate	VERB
bracis-28392	5	4	that	that	SCONJ
bracis-28392	5	5	the	the	DET
bracis-28392	5	6	choice	choice	NOUN
bracis-28392	5	7	of	of	ADP
bracis-28392	5	8	which	which	PRON
bracis-28392	5	9	facial	facial	ADJ
bracis-28392	5	10	detection	detection	NOUN
bracis-28392	5	11	and	and	CCONJ
bracis-28392	5	12	landmark	landmark	NOUN
bracis-28392	5	13	identification	identification	NOUN
bracis-28392	5	14	algorithms	algorithm	NOUN
bracis-28392	5	15	to	to	PART
bracis-28392	5	16	use	use	VERB
bracis-28392	5	17	do	do	AUX
bracis-28392	5	18	in	in	ADP
bracis-28392	5	19	fact	fact	NOUN
bracis-28392	5	20	affect	affect	VERB
bracis-28392	5	21	the	the	DET
bracis-28392	5	22	final	final	ADJ
bracis-28392	5	23	classifier	classifier	NOUN
bracis-28392	5	24	performance	performance	NOUN
bracis-28392	5	25	.	.	PUNCT
bracis-28392	6	1	it	it	PRON
bracis-28392	6	2	appears	appear	VERB
bracis-28392	6	3	that	that	SCONJ
bracis-28392	6	4	the	the	DET
bracis-28392	6	5	causes	cause	NOUN
bracis-28392	6	6	are	be	AUX
bracis-28392	6	7	related	relate	VERB
bracis-28392	6	8	to	to	ADP
bracis-28392	6	9	not	not	PART
bracis-28392	6	10	only	only	ADV
bracis-28392	6	11	the	the	DET
bracis-28392	6	12	quality	quality	NOUN
bracis-28392	6	13	of	of	ADP
bracis-28392	6	14	face	face	NOUN
bracis-28392	6	15	and	and	CCONJ
bracis-28392	6	16	landmark	landmark	NOUN
bracis-28392	6	17	identification	identification	NOUN
bracis-28392	6	18	,	,	PUNCT
bracis-28392	6	19	but	but	CCONJ
bracis-28392	6	20	also	also	ADV
bracis-28392	6	21	to	to	ADP
bracis-28392	6	22	the	the	DET
bracis-28392	6	23	success	success	NOUN
bracis-28392	6	24	rate	rate	NOUN
bracis-28392	6	25	of	of	ADP
bracis-28392	6	26	face	face	NOUN
bracis-28392	6	27	detection	detection	NOUN
bracis-28392	6	28	.	.	PUNCT
bracis-28392	7	1	this	this	DET
bracis-28392	7	2	last	last	ADJ
bracis-28392	7	3	issue	issue	NOUN
bracis-28392	7	4	is	be	AUX
bracis-28392	7	5	particularly	particularly	ADV
bracis-28392	7	6	important	important	ADJ
bracis-28392	7	7	when	when	SCONJ
bracis-28392	7	8	the	the	DET
bracis-28392	7	9	initial	initial	ADJ
bracis-28392	7	10	training	training	NOUN
bracis-28392	7	11	sample	sample	NOUN
bracis-28392	7	12	size	size	NOUN
bracis-28392	7	13	is	be	AUX
bracis-28392	7	14	modest	modest	ADJ
bracis-28392	7	15	,	,	PUNCT
bracis-28392	7	16	which	which	PRON
bracis-28392	7	17	is	be	AUX
bracis-28392	7	18	usually	usually	ADV
bracis-28392	7	19	the	the	DET
bracis-28392	7	20	case	case	NOUN
bracis-28392	7	21	in	in	ADP
bracis-28392	7	22	terms	term	NOUN
bracis-28392	7	23	of	of	ADP
bracis-28392	7	24	classification	classification	NOUN
bracis-28392	7	25	of	of	ADP
bracis-28392	7	26	some	some	DET
bracis-28392	7	27	syndromes	syndrome	NOUN
bracis-28392	7	28	or	or	CCONJ
bracis-28392	7	29	neurodevelopmental	neurodevelopmental	ADJ
bracis-28392	7	30	disorders	disorder	NOUN
bracis-28392	7	31	based	base	VERB
bracis-28392	7	32	on	on	ADP
bracis-28392	7	33	facial	facial	ADJ
bracis-28392	7	34	images	image	NOUN
bracis-28392	7	35	.	.	PUNCT
bracis-28392	8	1	access	access	NOUN
bracis-28392	8	2	provided	provide	VERB
bracis-28392	8	3	by	by	ADP
bracis-28392	8	4	university	university	PROPN
bracis-28392	8	5	of	of	ADP
bracis-28392	8	6	notre	notre	PROPN
bracis-28392	8	7	dame	dame	PROPN
bracis-28392	8	8	hesburgh	hesburgh	PROPN
bracis-28392	8	9	library	library	PROPN
bracis-28392	8	10	.	.	PUNCT
bracis-28392	9	1	download	download	PROPN
bracis-28392	9	2	conference	conference	NOUN
bracis-28392	9	3	paper	paper	NOUN
bracis-28392	9	4	pdf	pdf	NOUN
bracis-28392	9	5	similar	similar	ADJ
bracis-28392	9	6	content	content	NOUN
bracis-28392	9	7	being	be	AUX
bracis-28392	9	8	viewed	view	VERB
bracis-28392	9	9	by	by	ADP
bracis-28392	9	10	others	other	NOUN
bracis-28392	9	11	a	a	DET
bracis-28392	9	12	review	review	NOUN
bracis-28392	9	13	of	of	ADP
bracis-28392	9	14	image	image	NOUN
bracis-28392	9	15	-	-	PUNCT
bracis-28392	9	16	based	base	VERB
bracis-28392	9	17	automatic	automatic	ADJ
bracis-28392	9	18	facial	facial	ADJ
bracis-28392	9	19	landmark	landmark	NOUN
bracis-28392	9	20	identification	identification	NOUN
bracis-28392	9	21	techniques	technique	NOUN
bracis-28392	9	22	article	article	NOUN
bracis-28392	9	23	open	open	ADJ
bracis-28392	9	24	access	access	NOUN
bracis-28392	9	25	15	15	NUM
bracis-28392	9	26	september	september	PROPN
bracis-28392	9	27	2018	2018	NUM
bracis-28392	9	28	fast	fast	ADJ
bracis-28392	9	29	and	and	CCONJ
bracis-28392	9	30	precise	precise	ADJ
bracis-28392	9	31	face	face	NOUN
bracis-28392	9	32	alignment	alignment	NOUN
bracis-28392	9	33	and	and	CCONJ
bracis-28392	9	34	3d	3d	NUM
bracis-28392	9	35	shape	shape	NOUN
bracis-28392	9	36	reconstruction	reconstruction	NOUN
bracis-28392	9	37	from	from	ADP
bracis-28392	9	38	a	a	DET
bracis-28392	9	39	single	single	ADJ
bracis-28392	9	40	2d	2d	NUM
bracis-28392	9	41	image	image	NOUN
bracis-28392	9	42	chapter	chapter	NOUN
bracis-28392	9	43	©	©	PROPN
bracis-28392	9	44	2016	2016	NUM
bracis-28392	9	45	detecting	detect	VERB
bracis-28392	9	46	face	face	NOUN
bracis-28392	9	47	morphing	morph	VERB
bracis-28392	9	48	attacks	attack	NOUN
bracis-28392	9	49	by	by	ADP
bracis-28392	9	50	analyzing	analyze	VERB
bracis-28392	9	51	the	the	DET
bracis-28392	9	52	directed	direct	VERB
bracis-28392	9	53	distances	distance	NOUN
bracis-28392	9	54	of	of	ADP
bracis-28392	9	55	facial	facial	ADJ
bracis-28392	9	56	landmarks	landmark	NOUN
bracis-28392	9	57	shifts	shift	NOUN
bracis-28392	9	58	chapter	chapter	NOUN
bracis-28392	9	59	©	©	PROPN
bracis-28392	9	60	2019	2019	NUM
bracis-28392	9	61	explore	explore	VERB
bracis-28392	9	62	related	relate	VERB
bracis-28392	9	63	subjects	subject	NOUN
bracis-28392	9	64	discover	discover	VERB
bracis-28392	9	65	the	the	DET
bracis-28392	9	66	latest	late	ADJ
bracis-28392	9	67	articles	article	NOUN
bracis-28392	9	68	,	,	PUNCT
bracis-28392	9	69	books	book	NOUN
bracis-28392	9	70	and	and	CCONJ
bracis-28392	9	71	news	news	NOUN
bracis-28392	9	72	in	in	ADP
bracis-28392	9	73	related	related	ADJ
bracis-28392	9	74	subjects	subject	NOUN
bracis-28392	9	75	,	,	PUNCT
bracis-28392	9	76	suggested	suggest	VERB
bracis-28392	9	77	using	use	VERB
bracis-28392	9	78	machine	machine	NOUN
bracis-28392	9	79	learning	learning	NOUN
bracis-28392	9	80	.	.	PUNCT
bracis-28392	10	1	autism	autism	NOUN
bracis-28392	10	2	spectrum	spectrum	NOUN
bracis-28392	10	3	disorders	disorder	NOUN
bracis-28392	10	4	biometrics	biometric	NOUN
bracis-28392	10	5	categorization	categorization	NOUN
bracis-28392	10	6	computer	computer	NOUN
bracis-28392	10	7	vision	vision	NOUN
bracis-28392	10	8	neurodevelopmental	neurodevelopmental	ADJ
bracis-28392	10	9	disorders	disorder	NOUN
bracis-28392	10	10	object	object	VERB
bracis-28392	10	11	recognition	recognition	NOUN
bracis-28392	10	12	1	1	NUM
bracis-28392	10	13	introduction	introduction	NOUN
bracis-28392	10	14	anthropometry	anthropometry	NOUN
bracis-28392	10	15	is	be	AUX
bracis-28392	10	16	the	the	DET
bracis-28392	10	17	science	science	NOUN
bracis-28392	10	18	that	that	PRON
bracis-28392	10	19	studies	study	VERB
bracis-28392	10	20	the	the	DET
bracis-28392	10	21	measurements	measurement	NOUN
bracis-28392	10	22	of	of	ADP
bracis-28392	10	23	the	the	DET
bracis-28392	10	24	human	human	ADJ
bracis-28392	10	25	body	body	NOUN
bracis-28392	10	26	including	include	VERB
bracis-28392	10	27	height	height	NOUN
bracis-28392	10	28	,	,	PUNCT
bracis-28392	10	29	weight	weight	NOUN
bracis-28392	10	30	and	and	CCONJ
bracis-28392	10	31	size	size	NOUN
bracis-28392	10	32	of	of	ADP
bracis-28392	10	33	body	body	NOUN
bracis-28392	10	34	components	component	NOUN
bracis-28392	10	35	 	 	SPACE
bracis-28392	11	1	[	[	X
bracis-28392	11	2	11	11	NUM
bracis-28392	11	3	]	]	PUNCT
bracis-28392	11	4	.	.	PUNCT
bracis-28392	12	1	the	the	DET
bracis-28392	12	2	measurements	measurement	NOUN
bracis-28392	12	3	can	can	AUX
bracis-28392	12	4	be	be	AUX
bracis-28392	12	5	done	do	VERB
bracis-28392	12	6	directly	directly	ADV
bracis-28392	12	7	,	,	PUNCT
bracis-28392	12	8	with	with	ADP
bracis-28392	12	9	measuring	measure	VERB
bracis-28392	12	10	equipment	equipment	NOUN
bracis-28392	12	11	such	such	ADJ
bracis-28392	12	12	as	as	ADP
bracis-28392	12	13	measuring	measure	VERB
bracis-28392	12	14	tapes	tape	NOUN
bracis-28392	12	15	,	,	PUNCT
bracis-28392	12	16	or	or	CCONJ
bracis-28392	12	17	indirectly	indirectly	ADV
bracis-28392	12	18	,	,	PUNCT
bracis-28392	12	19	using	use	VERB
bracis-28392	12	20	radiography	radiography	NOUN
bracis-28392	12	21	images	image	NOUN
bracis-28392	12	22	,	,	PUNCT
bracis-28392	12	23	three	three	NUM
bracis-28392	12	24	-	-	PUNCT
bracis-28392	12	25	dimensional	dimensional	ADJ
bracis-28392	12	26	images	image	NOUN
bracis-28392	12	27	captured	capture	VERB
bracis-28392	12	28	by	by	ADP
bracis-28392	12	29	stereophotogrammetry	stereophotogrammetry	NOUN
bracis-28392	12	30	or	or	CCONJ
bracis-28392	12	31	two	two	NUM
bracis-28392	12	32	-	-	PUNCT
bracis-28392	12	33	dimensional	dimensional	ADJ
bracis-28392	12	34	images	image	NOUN
bracis-28392	12	35	captured	capture	VERB
bracis-28392	12	36	by	by	ADP
bracis-28392	12	37	digital	digital	ADJ
bracis-28392	12	38	cameras	camera	NOUN
bracis-28392	12	39	 	 	SPACE
bracis-28392	13	1	[	[	X
bracis-28392	13	2	31	31	NUM
bracis-28392	13	3	]	]	PUNCT
bracis-28392	13	4	.	.	PUNCT
bracis-28392	14	1	several	several	ADJ
bracis-28392	14	2	studies	study	NOUN
bracis-28392	14	3	have	have	AUX
bracis-28392	14	4	suggested	suggest	VERB
bracis-28392	14	5	that	that	SCONJ
bracis-28392	14	6	facial	facial	ADJ
bracis-28392	14	7	morphology	morphology	NOUN
bracis-28392	14	8	can	can	AUX
bracis-28392	14	9	be	be	AUX
bracis-28392	14	10	linked	link	VERB
bracis-28392	14	11	to	to	PART
bracis-28392	14	12	brain	brain	VERB
bracis-28392	14	13	developmental	developmental	ADJ
bracis-28392	14	14	problems	problem	NOUN
bracis-28392	14	15	 	 	SPACE
bracis-28392	15	1	[	[	X
bracis-28392	15	2	2	2	NUM
bracis-28392	15	3	,	,	PUNCT
bracis-28392	15	4	6	6	NUM
bracis-28392	15	5	,	,	PUNCT
bracis-28392	15	6	9	9	NUM
bracis-28392	15	7	,	,	PUNCT
bracis-28392	15	8	13	13	NUM
bracis-28392	15	9	,	,	PUNCT
bracis-28392	15	10	32	32	NUM
bracis-28392	15	11	]	]	PUNCT
bracis-28392	15	12	.	.	PUNCT
bracis-28392	16	1	for	for	ADP
bracis-28392	16	2	instance	instance	NOUN
bracis-28392	16	3	,	,	PUNCT
bracis-28392	16	4	studies	study	NOUN
bracis-28392	16	5	of	of	ADP
bracis-28392	16	6	facial	facial	ADJ
bracis-28392	16	7	anthropometric	anthropometric	ADJ
bracis-28392	16	8	measures	measure	NOUN
bracis-28392	16	9	in	in	ADP
bracis-28392	16	10	individuals	individual	NOUN
bracis-28392	16	11	with	with	ADP
bracis-28392	16	12	autism	autism	NOUN
bracis-28392	16	13	spectrum	spectrum	NOUN
bracis-28392	16	14	disorder	disorder	NOUN
bracis-28392	16	15	(	(	PUNCT
bracis-28392	16	16	asd	asd	NOUN
bracis-28392	16	17	)	)	PUNCT
bracis-28392	16	18	and	and	CCONJ
bracis-28392	16	19	individuals	individual	NOUN
bracis-28392	16	20	with	with	ADP
bracis-28392	16	21	typical	typical	ADJ
bracis-28392	16	22	development	development	NOUN
bracis-28392	16	23	(	(	PUNCT
bracis-28392	16	24	td	td	NOUN
bracis-28392	16	25	)	)	PUNCT
bracis-28392	16	26	have	have	AUX
bracis-28392	16	27	revealed	reveal	VERB
bracis-28392	16	28	significant	significant	ADJ
bracis-28392	16	29	differences	difference	NOUN
bracis-28392	16	30	between	between	ADP
bracis-28392	16	31	these	these	DET
bracis-28392	16	32	two	two	NUM
bracis-28392	16	33	groups	group	NOUN
bracis-28392	16	34	,	,	PUNCT
bracis-28392	16	35	such	such	ADJ
bracis-28392	16	36	as	as	ADP
bracis-28392	16	37	the	the	DET
bracis-28392	16	38	distance	distance	NOUN
bracis-28392	16	39	between	between	ADP
bracis-28392	16	40	the	the	DET
bracis-28392	16	41	pupils	pupil	NOUN
bracis-28392	16	42	,	,	PUNCT
bracis-28392	16	43	ear	ear	NOUN
bracis-28392	16	44	format	format	NOUN
bracis-28392	16	45	,	,	PUNCT
bracis-28392	16	46	strabismus	strabismus	NOUN
bracis-28392	16	47	,	,	PUNCT
bracis-28392	16	48	head	head	NOUN
bracis-28392	16	49	circumference	circumference	NOUN
bracis-28392	16	50	 	 	SPACE
bracis-28392	17	1	[	[	X
bracis-28392	17	2	2	2	NUM
bracis-28392	17	3	,	,	PUNCT
bracis-28392	17	4	23	23	NUM
bracis-28392	17	5	,	,	PUNCT
bracis-28392	17	6	27	27	NUM
bracis-28392	17	7	,	,	PUNCT
bracis-28392	17	8	29	29	NUM
bracis-28392	17	9	]	]	PUNCT
bracis-28392	17	10	.	.	PUNCT
bracis-28392	18	1	these	these	DET
bracis-28392	18	2	results	result	NOUN
bracis-28392	18	3	motivate	motivate	VERB
bracis-28392	18	4	the	the	DET
bracis-28392	18	5	use	use	NOUN
bracis-28392	18	6	of	of	ADP
bracis-28392	18	7	machine	machine	NOUN
bracis-28392	18	8	learning	learn	VERB
bracis-28392	18	9	approaches	approach	NOUN
bracis-28392	18	10	to	to	PART
bracis-28392	18	11	classify	classify	VERB
bracis-28392	18	12	asd	asd	NOUN
bracis-28392	18	13	versus	versus	ADP
bracis-28392	18	14	td	td	NOUN
bracis-28392	18	15	individuals	individual	NOUN
bracis-28392	18	16	,	,	PUNCT
bracis-28392	18	17	based	base	VERB
bracis-28392	18	18	on	on	ADP
bracis-28392	18	19	anthropometric	anthropometric	ADJ
bracis-28392	18	20	facial	facial	ADJ
bracis-28392	18	21	features	feature	NOUN
bracis-28392	18	22	,	,	PUNCT
bracis-28392	18	23	to	to	PART
bracis-28392	18	24	aid	aid	VERB
bracis-28392	18	25	asd	asd	NOUN
bracis-28392	18	26	diagnosis	diagnosis	NOUN
bracis-28392	18	27	.	.	PUNCT
bracis-28392	19	1	asd	asd	PROPN
bracis-28392	19	2	is	be	AUX
bracis-28392	19	3	a	a	DET
bracis-28392	19	4	neurodevelopmental	neurodevelopmental	ADJ
bracis-28392	19	5	,	,	PUNCT
bracis-28392	19	6	polygenic	polygenic	ADJ
bracis-28392	19	7	and	and	CCONJ
bracis-28392	19	8	multifactorial	multifactorial	ADJ
bracis-28392	19	9	disorder	disorder	NOUN
bracis-28392	19	10	with	with	ADP
bracis-28392	19	11	evidence	evidence	NOUN
bracis-28392	19	12	of	of	ADP
bracis-28392	19	13	genetic	genetic	ADJ
bracis-28392	19	14	and	and	CCONJ
bracis-28392	19	15	environmental	environmental	ADJ
bracis-28392	19	16	factors	factor	NOUN
bracis-28392	19	17	contributing	contribute	VERB
bracis-28392	19	18	to	to	ADP
bracis-28392	19	19	its	its	PRON
bracis-28392	19	20	etiology	etiology	NOUN
bracis-28392	19	21	 	 	SPACE
bracis-28392	20	1	[	[	X
bracis-28392	20	2	10	10	NUM
bracis-28392	20	3	,	,	PUNCT
bracis-28392	20	4	14	14	NUM
bracis-28392	20	5	,	,	PUNCT
bracis-28392	20	6	20	20	NUM
bracis-28392	20	7	,	,	PUNCT
bracis-28392	20	8	24	24	NUM
bracis-28392	20	9	]	]	PUNCT
bracis-28392	20	10	.	.	PUNCT
bracis-28392	21	1	individuals	individual	NOUN
bracis-28392	21	2	with	with	ADP
bracis-28392	21	3	asd	asd	PROPN
bracis-28392	21	4	exhibit	exhibit	VERB
bracis-28392	21	5	persistent	persistent	ADJ
bracis-28392	21	6	social	social	ADJ
bracis-28392	21	7	communication	communication	NOUN
bracis-28392	21	8	impairments	impairment	NOUN
bracis-28392	21	9	,	,	PUNCT
bracis-28392	21	10	and	and	CCONJ
bracis-28392	21	11	also	also	ADV
bracis-28392	21	12	lack	lack	VERB
bracis-28392	21	13	the	the	DET
bracis-28392	21	14	ability	ability	NOUN
bracis-28392	21	15	to	to	PART
bracis-28392	21	16	develop	develop	VERB
bracis-28392	21	17	,	,	PUNCT
bracis-28392	21	18	maintain	maintain	VERB
bracis-28392	21	19	and	and	CCONJ
bracis-28392	21	20	understand	understand	VERB
bracis-28392	21	21	relationships	relationship	NOUN
bracis-28392	21	22	,	,	PUNCT
bracis-28392	21	23	and	and	CCONJ
bracis-28392	21	24	show	show	VERB
bracis-28392	21	25	restricted	restrict	VERB
bracis-28392	21	26	and	and	CCONJ
bracis-28392	21	27	repetitive	repetitive	ADJ
bracis-28392	21	28	patterns	pattern	NOUN
bracis-28392	21	29	of	of	ADP
bracis-28392	21	30	behavior	behavior	NOUN
bracis-28392	21	31	,	,	PUNCT
bracis-28392	21	32	interests	interest	NOUN
bracis-28392	21	33	,	,	PUNCT
bracis-28392	21	34	and	and	CCONJ
bracis-28392	21	35	activities	activity	NOUN
bracis-28392	21	36	.	.	PUNCT
bracis-28392	22	1	these	these	DET
bracis-28392	22	2	symptoms	symptom	NOUN
bracis-28392	22	3	appear	appear	VERB
bracis-28392	22	4	during	during	ADP
bracis-28392	22	5	childhood	childhood	NOUN
bracis-28392	22	6	and	and	CCONJ
bracis-28392	22	7	can	can	AUX
bracis-28392	22	8	impair	impair	VERB
bracis-28392	22	9	the	the	DET
bracis-28392	22	10	person	person	NOUN
bracis-28392	22	11	’s	’s	PART
bracis-28392	22	12	daily	daily	ADJ
bracis-28392	22	13	life	life	NOUN
bracis-28392	22	14	 	 	SPACE
bracis-28392	23	1	[	[	X
bracis-28392	23	2	3	3	NUM
bracis-28392	23	3	,	,	PUNCT
bracis-28392	23	4	18	18	NUM
bracis-28392	23	5	]	]	PUNCT
bracis-28392	23	6	.	.	PUNCT
bracis-28392	24	1	an	an	DET
bracis-28392	24	2	early	early	ADJ
bracis-28392	24	3	and	and	CCONJ
bracis-28392	24	4	correct	correct	ADJ
bracis-28392	24	5	diagnosis	diagnosis	NOUN
bracis-28392	24	6	is	be	AUX
bracis-28392	24	7	crucial	crucial	ADJ
bracis-28392	24	8	for	for	ADP
bracis-28392	24	9	appropriate	appropriate	ADJ
bracis-28392	24	10	intervention	intervention	NOUN
bracis-28392	24	11	.	.	PUNCT
bracis-28392	25	1	the	the	DET
bracis-28392	25	2	diagnosis	diagnosis	NOUN
bracis-28392	25	3	is	be	AUX
bracis-28392	25	4	clinical	clinical	ADJ
bracis-28392	25	5	and	and	CCONJ
bracis-28392	25	6	expensive	expensive	ADJ
bracis-28392	25	7	,	,	PUNCT
bracis-28392	25	8	since	since	SCONJ
bracis-28392	25	9	it	it	PRON
bracis-28392	25	10	requires	require	VERB
bracis-28392	25	11	trained	train	VERB
bracis-28392	25	12	health	health	NOUN
bracis-28392	25	13	professionals	professional	NOUN
bracis-28392	25	14	to	to	PART
bracis-28392	25	15	apply	apply	VERB
bracis-28392	25	16	the	the	DET
bracis-28392	25	17	instruments	instrument	NOUN
bracis-28392	25	18	,	,	PUNCT
bracis-28392	25	19	mostly	mostly	ADV
bracis-28392	25	20	questionnaires	questionnaire	NOUN
bracis-28392	25	21	,	,	PUNCT
bracis-28392	25	22	and	and	CCONJ
bracis-28392	25	23	observation	observation	NOUN
bracis-28392	25	24	routines	routine	NOUN
bracis-28392	25	25	of	of	ADP
bracis-28392	25	26	the	the	DET
bracis-28392	25	27	child	child	NOUN
bracis-28392	25	28	’s	’s	PART
bracis-28392	25	29	behavior	behavior	NOUN
bracis-28392	25	30	 	 	SPACE
bracis-28392	26	1	[	[	X
bracis-28392	26	2	22	22	NUM
bracis-28392	26	3	]	]	PUNCT
bracis-28392	26	4	.	.	PUNCT
bracis-28392	27	1	therefore	therefore	ADV
bracis-28392	27	2	,	,	PUNCT
bracis-28392	27	3	to	to	PART
bracis-28392	27	4	increase	increase	VERB
bracis-28392	27	5	accessing	access	VERB
bracis-28392	27	6	the	the	DET
bracis-28392	27	7	asd	asd	NOUN
bracis-28392	27	8	diagnosis	diagnosis	NOUN
bracis-28392	27	9	,	,	PUNCT
bracis-28392	27	10	computer	computer	NOUN
bracis-28392	27	11	-	-	PUNCT
bracis-28392	27	12	aided	aid	VERB
bracis-28392	27	13	diagnosis	diagnosis	NOUN
bracis-28392	27	14	systems	system	NOUN
bracis-28392	27	15	could	could	AUX
bracis-28392	27	16	be	be	AUX
bracis-28392	27	17	used	use	VERB
bracis-28392	27	18	for	for	ADP
bracis-28392	27	19	large	large	ADJ
bracis-28392	27	20	-	-	PUNCT
bracis-28392	27	21	scale	scale	NOUN
bracis-28392	27	22	screening	screening	NOUN
bracis-28392	27	23	for	for	ADP
bracis-28392	27	24	posterior	posterior	ADJ
bracis-28392	27	25	analysis	analysis	NOUN
bracis-28392	27	26	by	by	ADP
bracis-28392	27	27	a	a	DET
bracis-28392	27	28	specialist	specialist	NOUN
bracis-28392	27	29	.	.	PUNCT
bracis-28392	28	1	in	in	ADP
bracis-28392	28	2	order	order	NOUN
bracis-28392	28	3	to	to	PART
bracis-28392	28	4	decrease	decrease	VERB
bracis-28392	28	5	the	the	DET
bracis-28392	28	6	financial	financial	ADJ
bracis-28392	28	7	cost	cost	NOUN
bracis-28392	28	8	and	and	CCONJ
bracis-28392	28	9	facilitate	facilitate	NOUN
bracis-28392	28	10	using	use	VERB
bracis-28392	28	11	such	such	ADJ
bracis-28392	28	12	systems	system	NOUN
bracis-28392	28	13	,	,	PUNCT
bracis-28392	28	14	the	the	DET
bracis-28392	28	15	use	use	NOUN
bracis-28392	28	16	of	of	ADP
bracis-28392	28	17	two	two	NUM
bracis-28392	28	18	-	-	PUNCT
bracis-28392	28	19	dimensional	dimensional	ADJ
bracis-28392	28	20	facial	facial	ADJ
bracis-28392	28	21	images	image	NOUN
bracis-28392	28	22	captured	capture	VERB
bracis-28392	28	23	by	by	ADP
bracis-28392	28	24	digital	digital	ADJ
bracis-28392	28	25	cameras	camera	NOUN
bracis-28392	28	26	or	or	CCONJ
bracis-28392	28	27	smartphones	smartphone	NOUN
bracis-28392	28	28	is	be	AUX
bracis-28392	28	29	preferred	prefer	VERB
bracis-28392	28	30	than	than	ADP
bracis-28392	28	31	,	,	PUNCT
bracis-28392	28	32	for	for	ADP
bracis-28392	28	33	instance	instance	NOUN
bracis-28392	28	34	,	,	PUNCT
bracis-28392	28	35	three	three	NUM
bracis-28392	28	36	-	-	PUNCT
bracis-28392	28	37	dimensional	dimensional	ADJ
bracis-28392	28	38	images	image	NOUN
bracis-28392	28	39	captured	capture	VERB
bracis-28392	28	40	by	by	ADP
bracis-28392	28	41	stereophotogrammetry	stereophotogrammetry	NOUN
bracis-28392	28	42	devices	device	NOUN
bracis-28392	28	43	 	 	SPACE
bracis-28392	29	1	[	[	X
bracis-28392	29	2	2	2	NUM
bracis-28392	29	3	,	,	PUNCT
bracis-28392	29	4	12	12	NUM
bracis-28392	29	5	,	,	PUNCT
bracis-28392	29	6	26	26	NUM
bracis-28392	29	7	]	]	PUNCT
bracis-28392	29	8	,	,	PUNCT
bracis-28392	29	9	since	since	SCONJ
bracis-28392	29	10	they	they	PRON
bracis-28392	29	11	can	can	AUX
bracis-28392	29	12	be	be	AUX
bracis-28392	29	13	more	more	ADV
bracis-28392	29	14	easily	easily	ADV
bracis-28392	29	15	achieved	achieve	VERB
bracis-28392	29	16	considering	consider	VERB
bracis-28392	29	17	the	the	DET
bracis-28392	29	18	popularization	popularization	NOUN
bracis-28392	29	19	of	of	ADP
bracis-28392	29	20	mobile	mobile	ADJ
bracis-28392	29	21	devices	device	NOUN
bracis-28392	29	22	.	.	PUNCT
bracis-28392	30	1	in	in	ADP
bracis-28392	30	2	fact	fact	NOUN
bracis-28392	30	3	,	,	PUNCT
bracis-28392	30	4	promising	promise	VERB
bracis-28392	30	5	results	result	NOUN
bracis-28392	30	6	related	relate	VERB
bracis-28392	30	7	to	to	ADP
bracis-28392	30	8	neurodevelopmental	neurodevelopmental	ADJ
bracis-28392	30	9	disorders	disorder	NOUN
bracis-28392	30	10	have	have	AUX
bracis-28392	30	11	been	be	AUX
bracis-28392	30	12	achieved	achieve	VERB
bracis-28392	30	13	using	use	VERB
bracis-28392	30	14	two	two	NUM
bracis-28392	30	15	-	-	PUNCT
bracis-28392	30	16	dimensional	dimensional	ADJ
bracis-28392	30	17	facial	facial	ADJ
bracis-28392	30	18	images	image	NOUN
bracis-28392	30	19	captured	capture	VERB
bracis-28392	30	20	by	by	ADP
bracis-28392	30	21	digital	digital	ADJ
bracis-28392	30	22	cameras	camera	NOUN
bracis-28392	31	1	[	[	X
bracis-28392	31	2	16	16	NUM
bracis-28392	31	3	,	,	PUNCT
bracis-28392	31	4	33	33	NUM
bracis-28392	31	5	]	]	PUNCT
bracis-28392	31	6	.	.	PUNCT
bracis-28392	32	1	the	the	DET
bracis-28392	32	2	computational	computational	ADJ
bracis-28392	32	3	pipeline	pipeline	NOUN
bracis-28392	32	4	of	of	ADP
bracis-28392	32	5	analysis	analysis	NOUN
bracis-28392	32	6	usually	usually	ADV
bracis-28392	32	7	consists	consist	VERB
bracis-28392	32	8	of	of	ADP
bracis-28392	32	9	three	three	NUM
bracis-28392	32	10	steps	step	NOUN
bracis-28392	32	11	:	:	PUNCT
bracis-28392	32	12	1	1	NUM
bracis-28392	32	13	)	)	PUNCT
bracis-28392	32	14	face	face	NOUN
bracis-28392	32	15	detection	detection	NOUN
bracis-28392	32	16	and	and	CCONJ
bracis-28392	32	17	landmark	landmark	NOUN
bracis-28392	32	18	identification	identification	NOUN
bracis-28392	32	19	,	,	PUNCT
bracis-28392	32	20	2	2	X
bracis-28392	32	21	)	)	PUNCT
bracis-28392	32	22	feature	feature	NOUN
bracis-28392	32	23	extraction	extraction	NOUN
bracis-28392	32	24	and	and	CCONJ
bracis-28392	32	25	3	3	NUM
bracis-28392	32	26	)	)	PUNCT
bracis-28392	32	27	classifier	classifier	NOUN
bracis-28392	32	28	induction	induction	NOUN
bracis-28392	32	29	.	.	PUNCT
bracis-28392	33	1	although	although	SCONJ
bracis-28392	33	2	there	there	PRON
bracis-28392	33	3	are	be	VERB
bracis-28392	33	4	several	several	ADJ
bracis-28392	33	5	libraries	library	NOUN
bracis-28392	33	6	that	that	PRON
bracis-28392	33	7	implement	implement	VERB
bracis-28392	33	8	different	different	ADJ
bracis-28392	33	9	algorithms	algorithm	NOUN
bracis-28392	33	10	for	for	ADP
bracis-28392	33	11	the	the	DET
bracis-28392	33	12	first	first	ADJ
bracis-28392	33	13	step	step	NOUN
bracis-28392	33	14	,	,	PUNCT
bracis-28392	33	15	to	to	ADP
bracis-28392	33	16	the	the	DET
bracis-28392	33	17	best	good	ADJ
bracis-28392	33	18	of	of	ADP
bracis-28392	33	19	our	our	PRON
bracis-28392	33	20	knowledge	knowledge	NOUN
bracis-28392	33	21	no	no	DET
bracis-28392	33	22	study	study	NOUN
bracis-28392	33	23	has	have	AUX
bracis-28392	33	24	discussed	discuss	VERB
bracis-28392	33	25	the	the	DET
bracis-28392	33	26	effect	effect	NOUN
bracis-28392	33	27	of	of	ADP
bracis-28392	33	28	the	the	DET
bracis-28392	33	29	choice	choice	NOUN
bracis-28392	33	30	of	of	ADP
bracis-28392	33	31	these	these	DET
bracis-28392	33	32	ready	ready	ADJ
bracis-28392	33	33	-	-	PUNCT
bracis-28392	33	34	to	to	ADP
bracis-28392	33	35	-	-	PUNCT
bracis-28392	33	36	use	use	NOUN
bracis-28392	33	37	implementations	implementation	NOUN
bracis-28392	33	38	on	on	ADP
bracis-28392	33	39	the	the	DET
bracis-28392	33	40	performance	performance	NOUN
bracis-28392	33	41	of	of	ADP
bracis-28392	33	42	the	the	DET
bracis-28392	33	43	final	final	ADJ
bracis-28392	33	44	classifier	classifier	NOUN
bracis-28392	33	45	.	.	PUNCT
bracis-28392	34	1	this	this	DET
bracis-28392	34	2	paper	paper	NOUN
bracis-28392	34	3	investigates	investigate	VERB
bracis-28392	34	4	the	the	DET
bracis-28392	34	5	effect	effect	NOUN
bracis-28392	34	6	of	of	ADP
bracis-28392	34	7	using	use	VERB
bracis-28392	34	8	four	four	NUM
bracis-28392	34	9	image	image	NOUN
bracis-28392	34	10	processing	processing	NOUN
bracis-28392	34	11	libraries	library	NOUN
bracis-28392	34	12	for	for	ADP
bracis-28392	34	13	facial	facial	ADJ
bracis-28392	34	14	detection	detection	NOUN
bracis-28392	34	15	and	and	CCONJ
bracis-28392	34	16	landmark	landmark	NOUN
bracis-28392	34	17	identification	identification	NOUN
bracis-28392	34	18	on	on	ADP
bracis-28392	34	19	the	the	DET
bracis-28392	34	20	classification	classification	NOUN
bracis-28392	34	21	results	result	NOUN
bracis-28392	34	22	of	of	ADP
bracis-28392	34	23	facial	facial	ADJ
bracis-28392	34	24	images	image	NOUN
bracis-28392	34	25	for	for	ADP
bracis-28392	34	26	computer	computer	NOUN
bracis-28392	34	27	-	-	PUNCT
bracis-28392	34	28	aided	aid	VERB
bracis-28392	34	29	diagnosis	diagnosis	NOUN
bracis-28392	34	30	of	of	ADP
bracis-28392	34	31	asd	asd	NOUN
bracis-28392	34	32	.	.	PUNCT
bracis-28392	35	1	while	while	SCONJ
bracis-28392	35	2	a	a	DET
bracis-28392	35	3	face	face	NOUN
bracis-28392	35	4	detection	detection	NOUN
bracis-28392	35	5	algorithm	algorithm	NOUN
bracis-28392	35	6	may	may	AUX
bracis-28392	35	7	cause	cause	VERB
bracis-28392	35	8	training	training	NOUN
bracis-28392	35	9	sample	sample	NOUN
bracis-28392	35	10	reduction	reduction	NOUN
bracis-28392	35	11	by	by	ADP
bracis-28392	35	12	discarding	discard	VERB
bracis-28392	35	13	images	image	NOUN
bracis-28392	35	14	when	when	SCONJ
bracis-28392	35	15	no	no	DET
bracis-28392	35	16	faces	face	NOUN
bracis-28392	35	17	were	be	AUX
bracis-28392	35	18	detected	detect	VERB
bracis-28392	35	19	,	,	PUNCT
bracis-28392	35	20	a	a	DET
bracis-28392	35	21	landmark	landmark	NOUN
bracis-28392	35	22	detection	detection	NOUN
bracis-28392	35	23	algorithm	algorithm	NOUN
bracis-28392	35	24	may	may	AUX
bracis-28392	35	25	interfere	interfere	VERB
bracis-28392	35	26	with	with	ADP
bracis-28392	35	27	the	the	DET
bracis-28392	35	28	correct	correct	ADJ
bracis-28392	35	29	extraction	extraction	NOUN
bracis-28392	35	30	of	of	ADP
bracis-28392	35	31	features	feature	NOUN
bracis-28392	35	32	from	from	ADP
bracis-28392	35	33	the	the	DET
bracis-28392	35	34	anthropometric	anthropometric	ADJ
bracis-28392	35	35	measurements	measurement	NOUN
bracis-28392	35	36	.	.	PUNCT
bracis-28392	36	1	both	both	DET
bracis-28392	36	2	issues	issue	NOUN
bracis-28392	36	3	can	can	AUX
bracis-28392	36	4	affect	affect	VERB
bracis-28392	36	5	the	the	DET
bracis-28392	36	6	final	final	ADJ
bracis-28392	36	7	classifier	classifier	NOUN
bracis-28392	36	8	and	and	CCONJ
bracis-28392	36	9	are	be	AUX
bracis-28392	36	10	explored	explore	VERB
bracis-28392	36	11	in	in	ADP
bracis-28392	36	12	this	this	DET
bracis-28392	36	13	paper	paper	NOUN
bracis-28392	36	14	.	.	PUNCT
bracis-28392	37	1	2	2	NUM
bracis-28392	37	2	methods	method	NOUN
bracis-28392	37	3	four	four	NUM
bracis-28392	37	4	image	image	NOUN
bracis-28392	37	5	processing	processing	NOUN
bracis-28392	37	6	libraries	library	NOUN
bracis-28392	37	7	were	be	AUX
bracis-28392	37	8	compared	compare	VERB
bracis-28392	37	9	for	for	ADP
bracis-28392	37	10	face	face	NOUN
bracis-28392	37	11	detection	detection	NOUN
bracis-28392	37	12	and	and	CCONJ
bracis-28392	37	13	landmark	landmark	NOUN
bracis-28392	37	14	identification	identification	NOUN
bracis-28392	37	15	tasks	task	NOUN
bracis-28392	37	16	.	.	PUNCT
bracis-28392	38	1	in	in	ADP
bracis-28392	38	2	order	order	NOUN
bracis-28392	38	3	to	to	PART
bracis-28392	38	4	investigate	investigate	VERB
bracis-28392	38	5	the	the	DET
bracis-28392	38	6	impact	impact	NOUN
bracis-28392	38	7	of	of	ADP
bracis-28392	38	8	these	these	DET
bracis-28392	38	9	libraries	library	NOUN
bracis-28392	38	10	on	on	ADP
bracis-28392	38	11	final	final	ADJ
bracis-28392	38	12	classification	classification	NOUN
bracis-28392	38	13	performance	performance	NOUN
bracis-28392	38	14	,	,	PUNCT
bracis-28392	38	15	we	we	PRON
bracis-28392	38	16	performed	perform	VERB
bracis-28392	38	17	two	two	NUM
bracis-28392	38	18	experiments	experiment	NOUN
bracis-28392	38	19	to	to	PART
bracis-28392	38	20	test	test	VERB
bracis-28392	38	21	two	two	NUM
bracis-28392	38	22	hypothesis	hypothesis	NOUN
bracis-28392	38	23	:	:	PUNCT
bracis-28392	38	24	h1	h1	PROPN
bracis-28392	38	25	:	:	PUNCT
bracis-28392	38	26	the	the	DET
bracis-28392	38	27	number	number	NOUN
bracis-28392	38	28	of	of	ADP
bracis-28392	38	29	training	training	NOUN
bracis-28392	38	30	images	image	NOUN
bracis-28392	38	31	with	with	ADP
bracis-28392	38	32	successful	successful	ADJ
bracis-28392	38	33	face	face	NOUN
bracis-28392	38	34	detection	detection	NOUN
bracis-28392	38	35	,	,	PUNCT
bracis-28392	38	36	combined	combine	VERB
bracis-28392	38	37	with	with	ADP
bracis-28392	38	38	correct	correct	ADJ
bracis-28392	38	39	face	face	NOUN
bracis-28392	38	40	detection	detection	NOUN
bracis-28392	38	41	and	and	CCONJ
bracis-28392	38	42	landmark	landmark	NOUN
bracis-28392	38	43	identification	identification	NOUN
bracis-28392	38	44	,	,	PUNCT
bracis-28392	38	45	will	will	AUX
bracis-28392	38	46	affect	affect	VERB
bracis-28392	38	47	the	the	DET
bracis-28392	38	48	performance	performance	NOUN
bracis-28392	38	49	of	of	ADP
bracis-28392	38	50	the	the	DET
bracis-28392	38	51	final	final	ADJ
bracis-28392	38	52	classifier	classifier	NOUN
bracis-28392	38	53	;	;	PUNCT
bracis-28392	38	54	h2	h2	PROPN
bracis-28392	38	55	:	:	PUNCT
bracis-28392	38	56	using	use	VERB
bracis-28392	38	57	the	the	DET
bracis-28392	38	58	same	same	ADJ
bracis-28392	38	59	training	training	NOUN
bracis-28392	38	60	images	image	NOUN
bracis-28392	38	61	,	,	PUNCT
bracis-28392	38	62	applying	apply	VERB
bracis-28392	38	63	different	different	ADJ
bracis-28392	38	64	detection	detection	NOUN
bracis-28392	38	65	and	and	CCONJ
bracis-28392	38	66	landmark	landmark	NOUN
bracis-28392	38	67	identification	identification	NOUN
bracis-28392	38	68	algorithms	algorithm	NOUN
bracis-28392	38	69	affects	affect	VERB
bracis-28392	38	70	the	the	DET
bracis-28392	38	71	performance	performance	NOUN
bracis-28392	38	72	of	of	ADP
bracis-28392	38	73	the	the	DET
bracis-28392	38	74	final	final	ADJ
bracis-28392	38	75	classifier	classifier	NOUN
bracis-28392	38	76	.	.	PUNCT
bracis-28392	39	1	both	both	DET
bracis-28392	39	2	hypotheses	hypothesis	NOUN
bracis-28392	39	3	were	be	AUX
bracis-28392	39	4	tested	test	VERB
bracis-28392	39	5	by	by	ADP
bracis-28392	39	6	performing	perform	VERB
bracis-28392	39	7	the	the	DET
bracis-28392	39	8	five	five	NUM
bracis-28392	39	9	-	-	PUNCT
bracis-28392	39	10	modules	module	NOUN
bracis-28392	39	11	process	process	NOUN
bracis-28392	39	12	depicted	depict	VERB
bracis-28392	39	13	in	in	ADP
bracis-28392	39	14	fig	fig	NOUN
bracis-28392	39	15	.	.	PUNCT
bracis-28392	39	16	 	 	SPACE
bracis-28392	40	1	1	1	X
bracis-28392	40	2	.	.	PUNCT
bracis-28392	41	1	in	in	ADP
bracis-28392	41	2	summary	summary	NOUN
bracis-28392	41	3	,	,	PUNCT
bracis-28392	41	4	the	the	DET
bracis-28392	41	5	images	image	NOUN
bracis-28392	41	6	of	of	ADP
bracis-28392	41	7	an	an	DET
bracis-28392	41	8	initial	initial	ADJ
bracis-28392	41	9	training	training	NOUN
bracis-28392	41	10	set	set	NOUN
bracis-28392	41	11	were	be	AUX
bracis-28392	41	12	acquired	acquire	VERB
bracis-28392	41	13	following	follow	VERB
bracis-28392	41	14	the	the	DET
bracis-28392	41	15	protocol	protocol	NOUN
bracis-28392	41	16	described	describe	VERB
bracis-28392	41	17	in	in	ADP
bracis-28392	41	18	sect	sect	NOUN
bracis-28392	41	19	.	.	PUNCT
bracis-28392	41	20	 	 	SPACE
bracis-28392	42	1	2.1	2.1	NUM
bracis-28392	42	2	and	and	CCONJ
bracis-28392	42	3	pre	pre	VERB
bracis-28392	42	4	-	-	VERB
bracis-28392	42	5	processed	process	VERB
bracis-28392	42	6	as	as	SCONJ
bracis-28392	42	7	described	describe	VERB
bracis-28392	42	8	in	in	ADP
bracis-28392	42	9	sect	sect	NOUN
bracis-28392	42	10	.	.	PUNCT
bracis-28392	42	11	 	 	SPACE
bracis-28392	43	1	2.2	2.2	NUM
bracis-28392	43	2	(	(	PUNCT
bracis-28392	43	3	modules	module	NOUN
bracis-28392	43	4	1	1	NUM
bracis-28392	43	5	and	and	CCONJ
bracis-28392	43	6	2	2	NUM
bracis-28392	43	7	)	)	PUNCT
bracis-28392	43	8	.	.	PUNCT
bracis-28392	44	1	each	each	DET
bracis-28392	44	2	preprocessed	preprocesse	VERB
bracis-28392	44	3	image	image	NOUN
bracis-28392	44	4	was	be	AUX
bracis-28392	44	5	submitted	submit	VERB
bracis-28392	44	6	to	to	ADP
bracis-28392	44	7	different	different	ADJ
bracis-28392	44	8	face	face	NOUN
bracis-28392	44	9	and	and	CCONJ
bracis-28392	44	10	landmark	landmark	NOUN
bracis-28392	44	11	detection	detection	NOUN
bracis-28392	44	12	algorithms	algorithm	NOUN
bracis-28392	44	13	to	to	PART
bracis-28392	44	14	identify	identify	VERB
bracis-28392	44	15	five	five	NUM
bracis-28392	44	16	landmark	landmark	NOUN
bracis-28392	44	17	sets	set	NOUN
bracis-28392	44	18	:	:	PUNCT
bracis-28392	44	19	one	one	NUM
bracis-28392	44	20	for	for	ADP
bracis-28392	44	21	each	each	DET
bracis-28392	44	22	image	image	NOUN
bracis-28392	44	23	processing	processing	NOUN
bracis-28392	44	24	library	library	NOUN
bracis-28392	44	25	,	,	PUNCT
bracis-28392	44	26	except	except	SCONJ
bracis-28392	44	27	for	for	ADP
bracis-28392	44	28	mediapipe	mediapipe	NOUN
bracis-28392	44	29	which	which	PRON
bracis-28392	44	30	was	be	AUX
bracis-28392	44	31	used	use	VERB
bracis-28392	44	32	twice	twice	ADV
bracis-28392	44	33	(	(	PUNCT
bracis-28392	44	34	module	module	NOUN
bracis-28392	44	35	3	3	NUM
bracis-28392	44	36	,	,	PUNCT
bracis-28392	44	37	described	describe	VERB
bracis-28392	44	38	in	in	ADP
bracis-28392	44	39	sect	sect	NOUN
bracis-28392	44	40	.	.	PUNCT
bracis-28392	44	41	 	 	SPACE
bracis-28392	44	42	2.3	2.3	NUM
bracis-28392	44	43	)	)	PUNCT
bracis-28392	44	44	.	.	PUNCT
bracis-28392	45	1	each	each	DET
bracis-28392	45	2	landmark	landmark	NOUN
bracis-28392	45	3	set	set	NOUN
bracis-28392	45	4	was	be	AUX
bracis-28392	45	5	used	use	VERB
bracis-28392	45	6	to	to	PART
bracis-28392	45	7	extract	extract	VERB
bracis-28392	45	8	a	a	DET
bracis-28392	45	9	set	set	NOUN
bracis-28392	45	10	of	of	ADP
bracis-28392	45	11	geometric	geometric	ADJ
bracis-28392	45	12	features	feature	NOUN
bracis-28392	45	13	based	base	VERB
bracis-28392	45	14	on	on	ADP
bracis-28392	45	15	the	the	DET
bracis-28392	45	16	distance	distance	NOUN
bracis-28392	45	17	between	between	ADP
bracis-28392	45	18	each	each	DET
bracis-28392	45	19	pair	pair	NOUN
bracis-28392	45	20	of	of	ADP
bracis-28392	45	21	landmarks	landmark	NOUN
bracis-28392	45	22	(	(	PUNCT
bracis-28392	45	23	module	module	NOUN
bracis-28392	45	24	4	4	NUM
bracis-28392	45	25	,	,	PUNCT
bracis-28392	45	26	described	describe	VERB
bracis-28392	45	27	in	in	ADP
bracis-28392	45	28	sect	sect	NOUN
bracis-28392	45	29	.	.	PUNCT
bracis-28392	45	30	 	 	SPACE
bracis-28392	45	31	2.4	2.4	NUM
bracis-28392	45	32	)	)	PUNCT
bracis-28392	45	33	,	,	PUNCT
bracis-28392	45	34	resulting	result	VERB
bracis-28392	45	35	in	in	ADP
bracis-28392	45	36	five	five	NUM
bracis-28392	45	37	different	different	ADJ
bracis-28392	45	38	feature	feature	NOUN
bracis-28392	45	39	datasets	dataset	NOUN
bracis-28392	45	40	.	.	PUNCT
bracis-28392	46	1	in	in	ADP
bracis-28392	46	2	these	these	DET
bracis-28392	46	3	five	five	NUM
bracis-28392	46	4	datasets	dataset	NOUN
bracis-28392	46	5	,	,	PUNCT
bracis-28392	46	6	each	each	DET
bracis-28392	46	7	instance	instance	NOUN
bracis-28392	46	8	is	be	AUX
bracis-28392	46	9	the	the	DET
bracis-28392	46	10	feature	feature	NOUN
bracis-28392	46	11	vector	vector	NOUN
bracis-28392	46	12	of	of	ADP
bracis-28392	46	13	an	an	DET
bracis-28392	46	14	image	image	NOUN
bracis-28392	46	15	.	.	PUNCT
bracis-28392	47	1	since	since	SCONJ
bracis-28392	47	2	the	the	DET
bracis-28392	47	3	face	face	NOUN
bracis-28392	47	4	detection	detection	NOUN
bracis-28392	47	5	algorithms	algorithm	NOUN
bracis-28392	47	6	usually	usually	ADV
bracis-28392	47	7	are	be	AUX
bracis-28392	47	8	not	not	PART
bracis-28392	47	9	able	able	ADJ
bracis-28392	47	10	to	to	PART
bracis-28392	47	11	detect	detect	VERB
bracis-28392	47	12	the	the	DET
bracis-28392	47	13	face	face	NOUN
bracis-28392	47	14	in	in	ADP
bracis-28392	47	15	all	all	DET
bracis-28392	47	16	images	image	NOUN
bracis-28392	47	17	(	(	PUNCT
bracis-28392	47	18	module	module	NOUN
bracis-28392	47	19	3	3	NUM
bracis-28392	47	20	)	)	PUNCT
bracis-28392	47	21	,	,	PUNCT
bracis-28392	47	22	the	the	DET
bracis-28392	47	23	five	five	NUM
bracis-28392	47	24	datasets	dataset	NOUN
bracis-28392	47	25	have	have	VERB
bracis-28392	47	26	not	not	PART
bracis-28392	47	27	the	the	DET
bracis-28392	47	28	same	same	ADJ
bracis-28392	47	29	number	number	NOUN
bracis-28392	47	30	of	of	ADP
bracis-28392	47	31	instances	instance	NOUN
bracis-28392	47	32	.	.	PUNCT
bracis-28392	48	1	therefore	therefore	ADV
bracis-28392	48	2	,	,	PUNCT
bracis-28392	48	3	two	two	NUM
bracis-28392	48	4	experiments	experiment	NOUN
bracis-28392	48	5	were	be	AUX
bracis-28392	48	6	performed	perform	VERB
bracis-28392	48	7	:	:	PUNCT
bracis-28392	48	8	1	1	X
bracis-28392	48	9	)	)	PUNCT
bracis-28392	48	10	using	use	VERB
bracis-28392	48	11	each	each	DET
bracis-28392	48	12	dataset	dataset	NOUN
bracis-28392	48	13	exactly	exactly	ADV
bracis-28392	48	14	as	as	SCONJ
bracis-28392	48	15	it	it	PRON
bracis-28392	48	16	is	be	AUX
bracis-28392	48	17	;	;	PUNCT
bracis-28392	48	18	and	and	CCONJ
bracis-28392	48	19	2	2	X
bracis-28392	48	20	)	)	PUNCT
bracis-28392	48	21	using	use	VERB
bracis-28392	48	22	the	the	DET
bracis-28392	48	23	datasets	dataset	NOUN
bracis-28392	48	24	composed	compose	VERB
bracis-28392	48	25	of	of	ADP
bracis-28392	48	26	only	only	ADV
bracis-28392	48	27	the	the	DET
bracis-28392	48	28	feature	feature	NOUN
bracis-28392	48	29	vectors	vector	NOUN
bracis-28392	48	30	of	of	ADP
bracis-28392	48	31	the	the	DET
bracis-28392	48	32	images	image	NOUN
bracis-28392	48	33	where	where	SCONJ
bracis-28392	48	34	the	the	DET
bracis-28392	48	35	face	face	NOUN
bracis-28392	48	36	was	be	AUX
bracis-28392	48	37	detected	detect	VERB
bracis-28392	48	38	by	by	ADP
bracis-28392	48	39	all	all	DET
bracis-28392	48	40	face	face	NOUN
bracis-28392	48	41	detection	detection	NOUN
bracis-28392	48	42	algorithms	algorithm	NOUN
bracis-28392	48	43	executed	execute	VERB
bracis-28392	48	44	in	in	ADP
bracis-28392	48	45	module	module	NOUN
bracis-28392	48	46	3	3	NUM
bracis-28392	48	47	.	.	PUNCT
bracis-28392	49	1	therefore	therefore	ADV
bracis-28392	49	2	,	,	PUNCT
bracis-28392	49	3	experiment	experiment	NOUN
bracis-28392	49	4	1	1	NUM
bracis-28392	49	5	evaluates	evaluate	VERB
bracis-28392	49	6	the	the	DET
bracis-28392	49	7	effect	effect	NOUN
bracis-28392	49	8	of	of	ADP
bracis-28392	49	9	the	the	DET
bracis-28392	49	10	face	face	NOUN
bracis-28392	49	11	detection	detection	NOUN
bracis-28392	49	12	on	on	ADP
bracis-28392	49	13	the	the	DET
bracis-28392	49	14	results	result	NOUN
bracis-28392	49	15	(	(	PUNCT
bracis-28392	49	16	testing	testing	NOUN
bracis-28392	49	17	hypothesis	hypothesis	NOUN
bracis-28392	49	18	h1	h1	PROPN
bracis-28392	49	19	)	)	PUNCT
bracis-28392	49	20	,	,	PUNCT
bracis-28392	49	21	whereas	whereas	SCONJ
bracis-28392	49	22	experiment	experiment	NOUN
bracis-28392	49	23	2	2	NUM
bracis-28392	49	24	evaluates	evaluate	VERB
bracis-28392	49	25	the	the	DET
bracis-28392	49	26	effect	effect	NOUN
bracis-28392	49	27	of	of	ADP
bracis-28392	49	28	the	the	DET
bracis-28392	49	29	landmark	landmark	NOUN
bracis-28392	49	30	identification	identification	NOUN
bracis-28392	49	31	(	(	PUNCT
bracis-28392	49	32	in	in	ADP
bracis-28392	49	33	the	the	DET
bracis-28392	49	34	same	same	ADJ
bracis-28392	49	35	faces	face	NOUN
bracis-28392	49	36	)	)	PUNCT
bracis-28392	49	37	on	on	ADP
bracis-28392	49	38	the	the	DET
bracis-28392	49	39	classifier	classifier	NOUN
bracis-28392	49	40	performance	performance	NOUN
bracis-28392	49	41	(	(	PUNCT
bracis-28392	49	42	testing	testing	NOUN
bracis-28392	49	43	hypothesis	hypothesis	NOUN
bracis-28392	49	44	h2	h2	NOUN
bracis-28392	49	45	)	)	PUNCT
bracis-28392	49	46	.	.	PUNCT
bracis-28392	50	1	these	these	DET
bracis-28392	50	2	datasets	dataset	NOUN
bracis-28392	50	3	are	be	AUX
bracis-28392	50	4	used	use	VERB
bracis-28392	50	5	separately	separately	ADV
bracis-28392	50	6	to	to	PART
bracis-28392	50	7	train	train	VERB
bracis-28392	50	8	and	and	CCONJ
bracis-28392	50	9	test	test	VERB
bracis-28392	50	10	several	several	ADJ
bracis-28392	50	11	classifiers	classifier	NOUN
bracis-28392	50	12	(	(	PUNCT
bracis-28392	50	13	module	module	NOUN
bracis-28392	50	14	5	5	NUM
bracis-28392	50	15	,	,	PUNCT
bracis-28392	50	16	described	describe	VERB
bracis-28392	50	17	in	in	ADP
bracis-28392	50	18	sect	sect	NOUN
bracis-28392	50	19	.	.	PUNCT
bracis-28392	50	20	 	 	SPACE
bracis-28392	50	21	2.5	2.5	NUM
bracis-28392	50	22	)	)	PUNCT
bracis-28392	50	23	.	.	PUNCT
bracis-28392	51	1	finally	finally	ADV
bracis-28392	51	2	,	,	PUNCT
bracis-28392	51	3	a	a	DET
bracis-28392	51	4	statistical	statistical	ADJ
bracis-28392	51	5	analysis	analysis	NOUN
bracis-28392	51	6	was	be	AUX
bracis-28392	51	7	performed	perform	VERB
bracis-28392	51	8	for	for	ADP
bracis-28392	51	9	hypotheses	hypothesis	NOUN
bracis-28392	51	10	testing	testing	NOUN
bracis-28392	51	11	(	(	PUNCT
bracis-28392	51	12	sect	sect	NOUN
bracis-28392	51	13	.	.	PUNCT
bracis-28392	51	14	 	 	SPACE
bracis-28392	51	15	2.6	2.6	NUM
bracis-28392	51	16	)	)	PUNCT
bracis-28392	51	17	.	.	PUNCT
bracis-28392	52	1	fig	fig	NOUN
bracis-28392	52	2	.	.	PUNCT
bracis-28392	53	1	1	1	X
bracis-28392	53	2	.	.	X
bracis-28392	53	3	overview	overview	NOUN
bracis-28392	53	4	of	of	ADP
bracis-28392	53	5	the	the	DET
bracis-28392	53	6	proposed	propose	VERB
bracis-28392	53	7	method	method	NOUN
bracis-28392	53	8	.	.	PUNCT
bracis-28392	54	1	full	full	ADJ
bracis-28392	54	2	size	size	NOUN
bracis-28392	54	3	image	image	NOUN
bracis-28392	54	4	2.1	2.1	NUM
bracis-28392	54	5	image	image	NOUN
bracis-28392	54	6	acquisition	acquisition	NOUN
bracis-28392	54	7	protocol	protocol	NOUN
bracis-28392	54	8	all	all	DET
bracis-28392	54	9	images	image	NOUN
bracis-28392	54	10	were	be	AUX
bracis-28392	54	11	captured	capture	VERB
bracis-28392	54	12	with	with	ADP
bracis-28392	54	13	a	a	DET
bracis-28392	54	14	nikon	nikon	ADJ
bracis-28392	54	15	coolpix	coolpix	ADJ
bracis-28392	54	16	l120	l120	PROPN
bracis-28392	54	17	compact	compact	ADJ
bracis-28392	54	18	camera	camera	NOUN
bracis-28392	54	19	using	use	VERB
bracis-28392	54	20	the	the	DET
bracis-28392	54	21	protocol	protocol	NOUN
bracis-28392	54	22	shown	show	VERB
bracis-28392	54	23	in	in	ADP
bracis-28392	54	24	fig	fig	NOUN
bracis-28392	54	25	.	.	PUNCT
bracis-28392	54	26	 	 	SPACE
bracis-28392	55	1	2	2	NUM
bracis-28392	55	2	.	.	PUNCT
bracis-28392	55	3	in	in	ADP
bracis-28392	55	4	each	each	DET
bracis-28392	55	5	acquisition	acquisition	NOUN
bracis-28392	55	6	,	,	PUNCT
bracis-28392	55	7	the	the	DET
bracis-28392	55	8	camera	camera	NOUN
bracis-28392	55	9	was	be	AUX
bracis-28392	55	10	attached	attach	VERB
bracis-28392	55	11	to	to	ADP
bracis-28392	55	12	a	a	DET
bracis-28392	55	13	tripod	tripod	NOUN
bracis-28392	55	14	fixed	fix	VERB
bracis-28392	55	15	at	at	ADP
bracis-28392	55	16	a	a	DET
bracis-28392	55	17	distance	distance	NOUN
bracis-28392	55	18	of	of	ADP
bracis-28392	55	19	50	50	NUM
bracis-28392	55	20	 	 	SPACE
bracis-28392	55	21	cm	cm	NOUN
bracis-28392	55	22	from	from	ADP
bracis-28392	55	23	the	the	DET
bracis-28392	55	24	chair	chair	NOUN
bracis-28392	55	25	where	where	SCONJ
bracis-28392	55	26	the	the	DET
bracis-28392	55	27	volunteer	volunteer	NOUN
bracis-28392	55	28	was	be	AUX
bracis-28392	55	29	accommodated	accommodate	VERB
bracis-28392	55	30	.	.	PUNCT
bracis-28392	56	1	the	the	DET
bracis-28392	56	2	chair	chair	NOUN
bracis-28392	56	3	was	be	AUX
bracis-28392	56	4	placed	place	VERB
bracis-28392	56	5	against	against	ADP
bracis-28392	56	6	the	the	DET
bracis-28392	56	7	wall	wall	NOUN
bracis-28392	56	8	,	,	PUNCT
bracis-28392	56	9	and	and	CCONJ
bracis-28392	56	10	the	the	DET
bracis-28392	56	11	volunteer	volunteer	NOUN
bracis-28392	56	12	was	be	AUX
bracis-28392	56	13	instructed	instruct	VERB
bracis-28392	56	14	to	to	PART
bracis-28392	56	15	remain	remain	VERB
bracis-28392	56	16	with	with	ADP
bracis-28392	56	17	his	his	PRON
bracis-28392	56	18	back	back	NOUN
bracis-28392	56	19	fully	fully	ADV
bracis-28392	56	20	resting	rest	VERB
bracis-28392	56	21	on	on	ADP
bracis-28392	56	22	the	the	DET
bracis-28392	56	23	chair	chair	NOUN
bracis-28392	56	24	.	.	PUNCT
bracis-28392	57	1	a	a	DET
bracis-28392	57	2	white	white	ADJ
bracis-28392	57	3	wall	wall	NOUN
bracis-28392	57	4	was	be	AUX
bracis-28392	57	5	chosen	choose	VERB
bracis-28392	57	6	as	as	ADP
bracis-28392	57	7	the	the	DET
bracis-28392	57	8	photo	photo	NOUN
bracis-28392	57	9	background	background	NOUN
bracis-28392	57	10	,	,	PUNCT
bracis-28392	57	11	where	where	SCONJ
bracis-28392	57	12	a	a	DET
bracis-28392	57	13	red	red	ADJ
bracis-28392	57	14	band	band	NOUN
bracis-28392	57	15	50	50	NUM
bracis-28392	57	16	 	 	SPACE
bracis-28392	57	17	cm	cm	NOUN
bracis-28392	57	18	by	by	ADP
bracis-28392	57	19	5	5	NUM
bracis-28392	57	20	 	 	SPACE
bracis-28392	57	21	cm	cm	NOUN
bracis-28392	57	22	was	be	AUX
bracis-28392	57	23	placed	place	VERB
bracis-28392	57	24	in	in	ADP
bracis-28392	57	25	order	order	NOUN
bracis-28392	57	26	to	to	PART
bracis-28392	57	27	be	be	AUX
bracis-28392	57	28	posteriorly	posteriorly	ADV
bracis-28392	57	29	used	use	VERB
bracis-28392	57	30	as	as	ADP
bracis-28392	57	31	a	a	DET
bracis-28392	57	32	reference	reference	NOUN
bracis-28392	57	33	for	for	ADP
bracis-28392	57	34	normalizing	normalize	VERB
bracis-28392	57	35	the	the	DET
bracis-28392	57	36	images	image	NOUN
bracis-28392	57	37	and	and	CCONJ
bracis-28392	57	38	estimating	estimate	VERB
bracis-28392	57	39	distortion	distortion	NOUN
bracis-28392	57	40	.	.	PUNCT
bracis-28392	58	1	fig	fig	NOUN
bracis-28392	58	2	.	.	PUNCT
bracis-28392	59	1	2	2	X
bracis-28392	59	2	.	.	X
bracis-28392	59	3	protocol	protocol	NOUN
bracis-28392	59	4	used	use	VERB
bracis-28392	59	5	to	to	PART
bracis-28392	59	6	capture	capture	VERB
bracis-28392	59	7	the	the	DET
bracis-28392	59	8	images	image	NOUN
bracis-28392	59	9	,	,	PUNCT
bracis-28392	59	10	showing	show	VERB
bracis-28392	59	11	the	the	DET
bracis-28392	59	12	correct	correct	ADJ
bracis-28392	59	13	position	position	NOUN
bracis-28392	59	14	of	of	ADP
bracis-28392	59	15	the	the	DET
bracis-28392	59	16	individual	individual	NOUN
bracis-28392	59	17	and	and	CCONJ
bracis-28392	59	18	the	the	DET
bracis-28392	59	19	band	band	NOUN
bracis-28392	59	20	used	use	VERB
bracis-28392	59	21	as	as	ADP
bracis-28392	59	22	reference	reference	NOUN
bracis-28392	59	23	for	for	ADP
bracis-28392	59	24	normalization	normalization	NOUN
bracis-28392	59	25	.	.	PUNCT
bracis-28392	60	1	full	full	ADJ
bracis-28392	60	2	size	size	NOUN
bracis-28392	60	3	image	image	NOUN
bracis-28392	60	4	the	the	DET
bracis-28392	60	5	volunteers	volunteer	NOUN
bracis-28392	60	6	were	be	AUX
bracis-28392	60	7	instructed	instruct	VERB
bracis-28392	60	8	to	to	PART
bracis-28392	60	9	remain	remain	VERB
bracis-28392	60	10	with	with	ADP
bracis-28392	60	11	a	a	DET
bracis-28392	60	12	facial	facial	ADJ
bracis-28392	60	13	expression	expression	NOUN
bracis-28392	60	14	as	as	ADV
bracis-28392	60	15	neutral	neutral	ADJ
bracis-28392	60	16	as	as	ADP
bracis-28392	60	17	possible	possible	ADJ
bracis-28392	60	18	and	and	CCONJ
bracis-28392	60	19	five	five	NUM
bracis-28392	60	20	front	front	ADJ
bracis-28392	60	21	facial	facial	ADJ
bracis-28392	60	22	photographs	photograph	NOUN
bracis-28392	60	23	were	be	AUX
bracis-28392	60	24	taken	take	VERB
bracis-28392	60	25	.	.	PUNCT
bracis-28392	61	1	a	a	DET
bracis-28392	61	2	video	video	NOUN
bracis-28392	61	3	was	be	AUX
bracis-28392	61	4	recorded	record	VERB
bracis-28392	61	5	when	when	SCONJ
bracis-28392	61	6	neutral	neutral	ADJ
bracis-28392	61	7	expression	expression	NOUN
bracis-28392	61	8	facial	facial	ADJ
bracis-28392	61	9	image	image	NOUN
bracis-28392	61	10	was	be	AUX
bracis-28392	61	11	not	not	PART
bracis-28392	61	12	possible	possible	ADJ
bracis-28392	61	13	or	or	CCONJ
bracis-28392	61	14	if	if	SCONJ
bracis-28392	61	15	the	the	DET
bracis-28392	61	16	face	face	NOUN
bracis-28392	61	17	was	be	AUX
bracis-28392	61	18	inclined	incline	VERB
bracis-28392	61	19	.	.	PUNCT
bracis-28392	62	1	thus	thus	ADV
bracis-28392	62	2	,	,	PUNCT
bracis-28392	62	3	a	a	DET
bracis-28392	62	4	subsequent	subsequent	ADJ
bracis-28392	62	5	video	video	NOUN
bracis-28392	62	6	analysis	analysis	NOUN
bracis-28392	62	7	allowed	allow	VERB
bracis-28392	62	8	selecting	select	VERB
bracis-28392	62	9	the	the	DET
bracis-28392	62	10	best	good	ADJ
bracis-28392	62	11	frame	frame	NOUN
bracis-28392	62	12	.	.	PUNCT
bracis-28392	63	1	images	image	NOUN
bracis-28392	63	2	were	be	AUX
bracis-28392	63	3	captured	capture	VERB
bracis-28392	63	4	from	from	ADP
bracis-28392	63	5	43	43	NUM
bracis-28392	63	6	asd	asd	NOUN
bracis-28392	63	7	and	and	CCONJ
bracis-28392	63	8	74	74	NUM
bracis-28392	63	9	td	td	NOUN
bracis-28392	63	10	children	child	NOUN
bracis-28392	63	11	and	and	CCONJ
bracis-28392	63	12	adolescents	adolescent	NOUN
bracis-28392	63	13	ranging	range	VERB
bracis-28392	63	14	from	from	ADP
bracis-28392	63	15	5	5	NUM
bracis-28392	63	16	to	to	PART
bracis-28392	63	17	18	18	NUM
bracis-28392	63	18	 	 	SPACE
bracis-28392	63	19	years	year	NOUN
bracis-28392	63	20	of	of	ADP
bracis-28392	63	21	age	age	NOUN
bracis-28392	63	22	.	.	PUNCT
bracis-28392	64	1	the	the	DET
bracis-28392	64	2	diagnosis	diagnosis	NOUN
bracis-28392	64	3	of	of	ADP
bracis-28392	64	4	the	the	DET
bracis-28392	64	5	asd	asd	PROPN
bracis-28392	64	6	participants	participant	NOUN
bracis-28392	64	7	was	be	AUX
bracis-28392	64	8	confirmed	confirm	VERB
bracis-28392	64	9	by	by	ADP
bracis-28392	64	10	a	a	DET
bracis-28392	64	11	reference	reference	NOUN
bracis-28392	64	12	hospital	hospital	NOUN
bracis-28392	64	13	the	the	DET
bracis-28392	64	14	clinics	clinic	NOUN
bracis-28392	64	15	hospital	hospital	NOUN
bracis-28392	64	16	of	of	ADP
bracis-28392	64	17	the	the	DET
bracis-28392	64	18	university	university	PROPN
bracis-28392	64	19	of	of	ADP
bracis-28392	64	20	são	são	PROPN
bracis-28392	64	21	paulo	paulo	PROPN
bracis-28392	64	22	and	and	CCONJ
bracis-28392	64	23	the	the	DET
bracis-28392	64	24	photographs	photograph	NOUN
bracis-28392	64	25	were	be	AUX
bracis-28392	64	26	taken	take	VERB
bracis-28392	64	27	after	after	ADP
bracis-28392	64	28	the	the	DET
bracis-28392	64	29	patient	patient	NOUN
bracis-28392	64	30	’s	’s	PART
bracis-28392	64	31	follow	follow	NOUN
bracis-28392	64	32	-	-	PUNCT
bracis-28392	64	33	up	up	ADP
bracis-28392	64	34	visit	visit	NOUN
bracis-28392	64	35	.	.	PUNCT
bracis-28392	65	1	the	the	DET
bracis-28392	65	2	td	td	PROPN
bracis-28392	65	3	group	group	NOUN
bracis-28392	65	4	consisted	consist	VERB
bracis-28392	65	5	of	of	ADP
bracis-28392	65	6	volunteers	volunteer	NOUN
bracis-28392	65	7	invited	invite	VERB
bracis-28392	65	8	by	by	ADP
bracis-28392	65	9	email	email	NOUN
bracis-28392	65	10	.	.	PUNCT
bracis-28392	66	1	all	all	DET
bracis-28392	66	2	underwent	underwent	NOUN
bracis-28392	66	3	screening	screening	NOUN
bracis-28392	66	4	by	by	ADP
bracis-28392	66	5	an	an	DET
bracis-28392	66	6	infant	infant	NOUN
bracis-28392	66	7	psychiatrist	psychiatrist	NOUN
bracis-28392	66	8	specialized	specialize	VERB
bracis-28392	66	9	in	in	ADP
bracis-28392	66	10	asd	asd	PROPN
bracis-28392	66	11	to	to	PART
bracis-28392	66	12	confirm	confirm	VERB
bracis-28392	66	13	the	the	DET
bracis-28392	66	14	absence	absence	NOUN
bracis-28392	66	15	of	of	ADP
bracis-28392	66	16	asd	asd	NOUN
bracis-28392	66	17	and/or	and/or	CCONJ
bracis-28392	66	18	clinical	clinical	ADJ
bracis-28392	66	19	evidence	evidence	NOUN
bracis-28392	66	20	of	of	ADP
bracis-28392	66	21	genetic	genetic	ADJ
bracis-28392	66	22	syndromes	syndrome	NOUN
bracis-28392	66	23	.	.	PUNCT
bracis-28392	67	1	all	all	DET
bracis-28392	67	2	participants	participant	NOUN
bracis-28392	67	3	were	be	AUX
bracis-28392	67	4	authorized	authorize	VERB
bracis-28392	67	5	by	by	ADP
bracis-28392	67	6	the	the	DET
bracis-28392	67	7	parents	parent	NOUN
bracis-28392	67	8	or	or	CCONJ
bracis-28392	67	9	legal	legal	ADJ
bracis-28392	67	10	guardians	guardian	NOUN
bracis-28392	67	11	through	through	ADP
bracis-28392	67	12	an	an	DET
bracis-28392	67	13	informed	informed	ADJ
bracis-28392	67	14	consent	consent	NOUN
bracis-28392	67	15	signed	sign	VERB
bracis-28392	67	16	at	at	ADP
bracis-28392	67	17	the	the	DET
bracis-28392	67	18	beginning	beginning	NOUN
bracis-28392	67	19	of	of	ADP
bracis-28392	67	20	each	each	DET
bracis-28392	67	21	data	datum	NOUN
bracis-28392	67	22	collection	collection	NOUN
bracis-28392	67	23	session	session	NOUN
bracis-28392	67	24	.	.	PUNCT
bracis-28392	68	1	this	this	DET
bracis-28392	68	2	project	project	NOUN
bracis-28392	68	3	was	be	AUX
bracis-28392	68	4	approved	approve	VERB
bracis-28392	68	5	by	by	ADP
bracis-28392	68	6	the	the	DET
bracis-28392	68	7	ethics	ethic	NOUN
bracis-28392	68	8	board	board	NOUN
bracis-28392	68	9	and	and	CCONJ
bracis-28392	68	10	of	of	ADP
bracis-28392	68	11	the	the	DET
bracis-28392	68	12	school	school	NOUN
bracis-28392	68	13	of	of	ADP
bracis-28392	68	14	arts	art	NOUN
bracis-28392	68	15	,	,	PUNCT
bracis-28392	68	16	sciences	science	NOUN
bracis-28392	68	17	and	and	CCONJ
bracis-28392	68	18	humanities	humanity	NOUN
bracis-28392	68	19	of	of	ADP
bracis-28392	68	20	university	university	PROPN
bracis-28392	68	21	of	of	ADP
bracis-28392	68	22	sao	sao	PROPN
bracis-28392	68	23	paulo	paulo	PROPN
bracis-28392	68	24	,	,	PUNCT
bracis-28392	68	25	protocol	protocol	NOUN
bracis-28392	68	26	number	number	NOUN
bracis-28392	68	27	1.669.832	1.669.832	NUM
bracis-28392	68	28	at	at	ADP
bracis-28392	68	29	august	august	PROPN
bracis-28392	68	30	8th	8th	NOUN
bracis-28392	68	31	,	,	PUNCT
bracis-28392	68	32	2016	2016	NUM
bracis-28392	68	33	.	.	PUNCT
bracis-28392	69	1	all	all	DET
bracis-28392	69	2	experiments	experiment	NOUN
bracis-28392	69	3	were	be	AUX
bracis-28392	69	4	performed	perform	VERB
bracis-28392	69	5	in	in	ADP
bracis-28392	69	6	accordance	accordance	NOUN
bracis-28392	69	7	with	with	ADP
bracis-28392	69	8	the	the	DET
bracis-28392	69	9	ethics	ethic	NOUN
bracis-28392	69	10	board	board	NOUN
bracis-28392	69	11	requirements	requirement	NOUN
bracis-28392	69	12	.	.	PUNCT
bracis-28392	70	1	the	the	DET
bracis-28392	70	2	informed	informed	ADJ
bracis-28392	70	3	consent	consent	NOUN
bracis-28392	70	4	was	be	AUX
bracis-28392	70	5	obtained	obtain	VERB
bracis-28392	70	6	from	from	ADP
bracis-28392	70	7	all	all	DET
bracis-28392	70	8	participants	participant	NOUN
bracis-28392	70	9	and/or	and/or	CCONJ
bracis-28392	70	10	their	their	PRON
bracis-28392	70	11	legal	legal	ADJ
bracis-28392	70	12	guardians	guardian	NOUN
bracis-28392	70	13	.	.	PUNCT
bracis-28392	71	1	2.2	2.2	NUM
bracis-28392	71	2	image	image	NOUN
bracis-28392	71	3	preprocessing	preprocessing	NOUN
bracis-28392	71	4	and	and	CCONJ
bracis-28392	71	5	 	 	SPACE
bracis-28392	71	6	band	band	NOUN
bracis-28392	71	7	detection	detection	NOUN
bracis-28392	71	8	(	(	PUNCT
bracis-28392	71	9	modules	module	NOUN
bracis-28392	71	10	1	1	NUM
bracis-28392	71	11	and	and	CCONJ
bracis-28392	71	12	 	 	SPACE
bracis-28392	71	13	2	2	X
bracis-28392	71	14	)	)	PUNCT
bracis-28392	71	15	we	we	PRON
bracis-28392	71	16	acquired	acquire	VERB
bracis-28392	71	17	more	more	ADJ
bracis-28392	71	18	than	than	ADP
bracis-28392	71	19	one	one	NUM
bracis-28392	71	20	frontal	frontal	ADJ
bracis-28392	71	21	image	image	NOUN
bracis-28392	71	22	from	from	ADP
bracis-28392	71	23	each	each	DET
bracis-28392	71	24	volunteer	volunteer	NOUN
bracis-28392	71	25	.	.	PUNCT
bracis-28392	72	1	the	the	DET
bracis-28392	72	2	best	good	ADJ
bracis-28392	72	3	image	image	NOUN
bracis-28392	72	4	was	be	AUX
bracis-28392	72	5	selected	select	VERB
bracis-28392	72	6	based	base	VERB
bracis-28392	72	7	on	on	ADP
bracis-28392	72	8	two	two	NUM
bracis-28392	72	9	criteria	criterion	NOUN
bracis-28392	72	10	:	:	PUNCT
bracis-28392	72	11	facial	facial	ADJ
bracis-28392	72	12	neutrality	neutrality	NOUN
bracis-28392	72	13	and	and	CCONJ
bracis-28392	72	14	proportion	proportion	NOUN
bracis-28392	72	15	of	of	ADP
bracis-28392	72	16	width	width	NOUN
bracis-28392	72	17	and	and	CCONJ
bracis-28392	72	18	height	height	NOUN
bracis-28392	72	19	of	of	ADP
bracis-28392	72	20	the	the	DET
bracis-28392	72	21	reference	reference	NOUN
bracis-28392	72	22	band	band	NOUN
bracis-28392	72	23	in	in	ADP
bracis-28392	72	24	order	order	NOUN
bracis-28392	72	25	to	to	PART
bracis-28392	72	26	avoid	avoid	VERB
bracis-28392	72	27	image	image	NOUN
bracis-28392	72	28	distortion	distortion	NOUN
bracis-28392	72	29	.	.	PUNCT
bracis-28392	73	1	the	the	DET
bracis-28392	73	2	image	image	NOUN
bracis-28392	73	3	preprocessing	preprocessing	NOUN
bracis-28392	73	4	was	be	AUX
bracis-28392	73	5	performed	perform	VERB
bracis-28392	73	6	to	to	PART
bracis-28392	73	7	rotate	rotate	VERB
bracis-28392	73	8	and	and	CCONJ
bracis-28392	73	9	crop	crop	VERB
bracis-28392	73	10	all	all	DET
bracis-28392	73	11	the	the	DET
bracis-28392	73	12	images	image	NOUN
bracis-28392	73	13	.	.	PUNCT
bracis-28392	74	1	the	the	DET
bracis-28392	74	2	rotation	rotation	NOUN
bracis-28392	74	3	intends	intend	VERB
bracis-28392	74	4	to	to	PART
bracis-28392	74	5	correct	correct	VERB
bracis-28392	74	6	the	the	DET
bracis-28392	74	7	lateral	lateral	ADJ
bracis-28392	74	8	face	face	NOUN
bracis-28392	74	9	inclination	inclination	NOUN
bracis-28392	74	10	and	and	CCONJ
bracis-28392	74	11	was	be	AUX
bracis-28392	74	12	performed	perform	VERB
bracis-28392	74	13	according	accord	VERB
bracis-28392	74	14	to	to	ADP
bracis-28392	74	15	the	the	DET
bracis-28392	74	16	following	follow	VERB
bracis-28392	74	17	steps	step	NOUN
bracis-28392	74	18	:	:	PUNCT
bracis-28392	74	19	eye	eye	NOUN
bracis-28392	74	20	region	region	NOUN
bracis-28392	74	21	detection	detection	NOUN
bracis-28392	74	22	using	use	VERB
bracis-28392	74	23	haar	haar	NOUN
bracis-28392	74	24	cascades	cascade	NOUN
bracis-28392	74	25	;	;	PUNCT
bracis-28392	74	26	pupil	pupil	NOUN
bracis-28392	74	27	localization	localization	NOUN
bracis-28392	74	28	;	;	PUNCT
bracis-28392	74	29	tracing	trace	VERB
bracis-28392	74	30	a	a	DET
bracis-28392	74	31	line	line	NOUN
bracis-28392	74	32	passing	pass	VERB
bracis-28392	74	33	over	over	ADP
bracis-28392	74	34	the	the	DET
bracis-28392	74	35	pupil	pupil	NOUN
bracis-28392	74	36	points	point	NOUN
bracis-28392	74	37	;	;	PUNCT
bracis-28392	74	38	calculation	calculation	NOUN
bracis-28392	74	39	of	of	ADP
bracis-28392	74	40	the	the	DET
bracis-28392	74	41	angle	angle	NOUN
bracis-28392	74	42	\(\theta	\(\theta	PROPN
bracis-28392	74	43	\	\	PROPN
bracis-28392	74	44	)	)	PUNCT
bracis-28392	74	45	formed	form	VERB
bracis-28392	74	46	by	by	ADP
bracis-28392	74	47	this	this	DET
bracis-28392	74	48	line	line	NOUN
bracis-28392	74	49	and	and	CCONJ
bracis-28392	74	50	the	the	DET
bracis-28392	74	51	horizontal	horizontal	ADJ
bracis-28392	74	52	axis	axis	NOUN
bracis-28392	74	53	;	;	PUNCT
bracis-28392	74	54	image	image	NOUN
bracis-28392	74	55	rotation	rotation	NOUN
bracis-28392	74	56	according	accord	VERB
bracis-28392	74	57	to	to	ADP
bracis-28392	74	58	\(\theta	\(\theta	NOUN
bracis-28392	74	59	\	\	NOUN
bracis-28392	74	60	)	)	PUNCT
bracis-28392	74	61	.	.	PUNCT
bracis-28392	75	1	finally	finally	ADV
bracis-28392	75	2	,	,	PUNCT
bracis-28392	75	3	the	the	DET
bracis-28392	75	4	images	image	NOUN
bracis-28392	75	5	were	be	AUX
bracis-28392	75	6	cropped	crop	VERB
bracis-28392	75	7	in	in	ADP
bracis-28392	75	8	order	order	NOUN
bracis-28392	75	9	to	to	PART
bracis-28392	75	10	remove	remove	VERB
bracis-28392	75	11	the	the	DET
bracis-28392	75	12	black	black	ADJ
bracis-28392	75	13	background	background	NOUN
bracis-28392	75	14	resulting	result	VERB
bracis-28392	75	15	from	from	ADP
bracis-28392	75	16	the	the	DET
bracis-28392	75	17	rotation	rotation	NOUN
bracis-28392	75	18	operation	operation	NOUN
bracis-28392	75	19	.	.	PUNCT
bracis-28392	76	1	the	the	DET
bracis-28392	76	2	steps	step	NOUN
bracis-28392	76	3	for	for	ADP
bracis-28392	76	4	reference	reference	NOUN
bracis-28392	76	5	band	band	NOUN
bracis-28392	76	6	detection	detection	NOUN
bracis-28392	76	7	were	be	AUX
bracis-28392	76	8	:	:	PUNCT
bracis-28392	76	9	(	(	PUNCT
bracis-28392	76	10	i	i	NOUN
bracis-28392	76	11	)	)	PUNCT
bracis-28392	76	12	application	application	NOUN
bracis-28392	76	13	of	of	ADP
bracis-28392	76	14	a	a	DET
bracis-28392	76	15	bilateral	bilateral	ADJ
bracis-28392	76	16	filter	filter	NOUN
bracis-28392	76	17	for	for	ADP
bracis-28392	76	18	image	image	NOUN
bracis-28392	76	19	smoothing	smoothing	NOUN
bracis-28392	76	20	,	,	PUNCT
bracis-28392	76	21	(	(	PUNCT
bracis-28392	76	22	ii	ii	NOUN
bracis-28392	76	23	)	)	PUNCT
bracis-28392	76	24	edge	edge	NOUN
bracis-28392	76	25	detection	detection	NOUN
bracis-28392	76	26	using	use	VERB
bracis-28392	76	27	the	the	DET
bracis-28392	76	28	canny	canny	ADJ
bracis-28392	76	29	method	method	NOUN
bracis-28392	76	30	 	 	SPACE
bracis-28392	77	1	[	[	X
bracis-28392	77	2	8	8	NUM
bracis-28392	77	3	]	]	PUNCT
bracis-28392	77	4	,	,	PUNCT
bracis-28392	77	5	(	(	PUNCT
bracis-28392	77	6	iii	iii	X
bracis-28392	77	7	)	)	PUNCT
bracis-28392	77	8	application	application	NOUN
bracis-28392	77	9	of	of	ADP
bracis-28392	77	10	dilation	dilation	NOUN
bracis-28392	77	11	and	and	CCONJ
bracis-28392	77	12	erosion	erosion	NOUN
bracis-28392	77	13	operations	operation	NOUN
bracis-28392	77	14	to	to	PART
bracis-28392	77	15	correct	correct	VERB
bracis-28392	77	16	discontinuities	discontinuity	NOUN
bracis-28392	77	17	on	on	ADP
bracis-28392	77	18	the	the	DET
bracis-28392	77	19	edges	edge	NOUN
bracis-28392	77	20	,	,	PUNCT
bracis-28392	77	21	(	(	PUNCT
bracis-28392	77	22	iv	iv	X
bracis-28392	77	23	)	)	PUNCT
bracis-28392	77	24	detection	detection	NOUN
bracis-28392	77	25	of	of	ADP
bracis-28392	77	26	the	the	DET
bracis-28392	77	27	band	band	NOUN
bracis-28392	77	28	contour	contour	NOUN
bracis-28392	77	29	using	use	VERB
bracis-28392	77	30	the	the	DET
bracis-28392	77	31	method	method	NOUN
bracis-28392	77	32	findcontours	findcontour	VERB
bracis-28392	77	33	from	from	ADP
bracis-28392	77	34	opencv	opencv	PROPN
bracis-28392	77	35	library	library	PROPN
bracis-28392	77	36	 	 	SPACE
bracis-28392	78	1	[	[	X
bracis-28392	78	2	30	30	NUM
bracis-28392	78	3	]	]	PUNCT
bracis-28392	78	4	and	and	CCONJ
bracis-28392	78	5	(	(	PUNCT
bracis-28392	78	6	v	v	NOUN
bracis-28392	78	7	)	)	PUNCT
bracis-28392	78	8	calculation	calculation	NOUN
bracis-28392	78	9	of	of	ADP
bracis-28392	78	10	the	the	DET
bracis-28392	78	11	band	band	NOUN
bracis-28392	78	12	width	width	NOUN
bracis-28392	78	13	and	and	CCONJ
bracis-28392	78	14	height	height	NOUN
bracis-28392	78	15	.	.	PUNCT
bracis-28392	79	1	2.3	2.3	NUM
bracis-28392	79	2	face	face	NOUN
bracis-28392	79	3	detection	detection	NOUN
bracis-28392	79	4	and	and	CCONJ
bracis-28392	79	5	 	 	SPACE
bracis-28392	79	6	landmark	landmark	NOUN
bracis-28392	79	7	identification	identification	NOUN
bracis-28392	79	8	(	(	PUNCT
bracis-28392	79	9	module	module	NOUN
bracis-28392	79	10	3	3	NUM
bracis-28392	79	11	)	)	PUNCT
bracis-28392	79	12	four	four	NUM
bracis-28392	79	13	image	image	NOUN
bracis-28392	79	14	processing	processing	NOUN
bracis-28392	79	15	libraries	library	NOUN
bracis-28392	79	16	were	be	AUX
bracis-28392	79	17	tested	test	VERB
bracis-28392	79	18	for	for	ADP
bracis-28392	79	19	the	the	DET
bracis-28392	79	20	task	task	NOUN
bracis-28392	79	21	of	of	ADP
bracis-28392	79	22	face	face	NOUN
bracis-28392	79	23	detection	detection	NOUN
bracis-28392	79	24	and	and	CCONJ
bracis-28392	79	25	landmark	landmark	NOUN
bracis-28392	79	26	identification	identification	NOUN
bracis-28392	79	27	:	:	PUNCT
bracis-28392	79	28	dlib	dlib	NOUN
bracis-28392	79	29	 	 	SPACE
bracis-28392	80	1	[	[	X
bracis-28392	80	2	15	15	NUM
bracis-28392	80	3	]	]	X
bracis-28392	80	4	,	,	PUNCT
bracis-28392	80	5	opencv	opencv	PROPN
bracis-28392	80	6	 	 	SPACE
bracis-28392	80	7	[	[	X
bracis-28392	80	8	7	7	NUM
bracis-28392	80	9	]	]	PUNCT
bracis-28392	80	10	,	,	PUNCT
bracis-28392	80	11	openface	openface	PROPN
bracis-28392	80	12	 	 	SPACE
bracis-28392	81	1	[	[	X
bracis-28392	81	2	4	4	X
bracis-28392	81	3	]	]	PUNCT
bracis-28392	81	4	and	and	CCONJ
bracis-28392	81	5	mediapipe	mediapipe	NOUN
bracis-28392	81	6	 	 	SPACE
bracis-28392	81	7	[	[	X
bracis-28392	81	8	21	21	NUM
bracis-28392	81	9	]	]	PUNCT
bracis-28392	81	10	.	.	PUNCT
bracis-28392	82	1	opencv	opencv	PROPN
bracis-28392	82	2	and	and	CCONJ
bracis-28392	82	3	dlib	dlib	NOUN
bracis-28392	82	4	have	have	VERB
bracis-28392	82	5	multiple	multiple	ADJ
bracis-28392	82	6	face	face	NOUN
bracis-28392	82	7	detection	detection	NOUN
bracis-28392	82	8	algorithms	algorithm	NOUN
bracis-28392	82	9	available	available	ADJ
bracis-28392	82	10	.	.	PUNCT
bracis-28392	83	1	this	this	DET
bracis-28392	83	2	study	study	NOUN
bracis-28392	83	3	chose	choose	VERB
bracis-28392	83	4	the	the	DET
bracis-28392	83	5	algorithms	algorithm	NOUN
bracis-28392	83	6	based	base	VERB
bracis-28392	83	7	on	on	ADP
bracis-28392	83	8	cnn	cnn	PROPN
bracis-28392	83	9	(	(	PUNCT
bracis-28392	83	10	convolutional	convolutional	ADJ
bracis-28392	83	11	neural	neural	ADJ
bracis-28392	83	12	network	network	NOUN
bracis-28392	83	13	)	)	PUNCT
bracis-28392	83	14	and	and	CCONJ
bracis-28392	83	15	dnn	dnn	PROPN
bracis-28392	83	16	(	(	PUNCT
bracis-28392	83	17	deep	deep	ADJ
bracis-28392	83	18	neural	neural	ADJ
bracis-28392	83	19	networks	network	NOUN
bracis-28392	83	20	)	)	PUNCT
bracis-28392	83	21	,	,	PUNCT
bracis-28392	83	22	respectively	respectively	ADV
bracis-28392	83	23	,	,	PUNCT
bracis-28392	83	24	since	since	SCONJ
bracis-28392	83	25	they	they	PRON
bracis-28392	83	26	represent	represent	VERB
bracis-28392	83	27	the	the	DET
bracis-28392	83	28	state	state	NOUN
bracis-28392	83	29	of	of	ADP
bracis-28392	83	30	art	art	NOUN
bracis-28392	83	31	in	in	ADP
bracis-28392	83	32	image	image	NOUN
bracis-28392	83	33	processing	processing	NOUN
bracis-28392	83	34	.	.	PUNCT
bracis-28392	84	1	mediapipe	mediapipe	PROPN
bracis-28392	84	2	uses	use	VERB
bracis-28392	84	3	a	a	DET
bracis-28392	84	4	face	face	NOUN
bracis-28392	84	5	detection	detection	NOUN
bracis-28392	84	6	algorithm	algorithm	NOUN
bracis-28392	84	7	based	base	VERB
bracis-28392	84	8	on	on	ADP
bracis-28392	84	9	blazeface	blazeface	NOUN
bracis-28392	84	10	solution	solution	NOUN
bracis-28392	84	11	[	[	X
bracis-28392	84	12	5	5	NUM
bracis-28392	84	13	]	]	PUNCT
bracis-28392	84	14	and	and	CCONJ
bracis-28392	84	15	openface	openface	NOUN
bracis-28392	84	16	also	also	ADV
bracis-28392	84	17	uses	use	VERB
bracis-28392	84	18	a	a	DET
bracis-28392	84	19	cnn	cnn	PROPN
bracis-28392	84	20	algorithm	algorithm	NOUN
bracis-28392	84	21	to	to	PART
bracis-28392	84	22	detect	detect	VERB
bracis-28392	84	23	faces	face	NOUN
bracis-28392	84	24	.	.	PUNCT
bracis-28392	85	1	after	after	ADP
bracis-28392	85	2	the	the	DET
bracis-28392	85	3	face	face	NOUN
bracis-28392	85	4	detection	detection	NOUN
bracis-28392	85	5	,	,	PUNCT
bracis-28392	85	6	all	all	DET
bracis-28392	85	7	images	image	NOUN
bracis-28392	85	8	were	be	AUX
bracis-28392	85	9	manually	manually	ADV
bracis-28392	85	10	inspected	inspect	VERB
bracis-28392	85	11	to	to	PART
bracis-28392	85	12	assure	assure	VERB
bracis-28392	85	13	that	that	SCONJ
bracis-28392	85	14	no	no	DET
bracis-28392	85	15	mistake	mistake	NOUN
bracis-28392	85	16	was	be	AUX
bracis-28392	85	17	made	make	VERB
bracis-28392	85	18	in	in	ADP
bracis-28392	85	19	this	this	DET
bracis-28392	85	20	step	step	NOUN
bracis-28392	85	21	.	.	PUNCT
bracis-28392	86	1	at	at	ADP
bracis-28392	86	2	this	this	DET
bracis-28392	86	3	point	point	NOUN
bracis-28392	86	4	,	,	PUNCT
bracis-28392	86	5	each	each	DET
bracis-28392	86	6	library	library	NOUN
bracis-28392	86	7	may	may	AUX
bracis-28392	86	8	have	have	AUX
bracis-28392	86	9	correctly	correctly	ADV
bracis-28392	86	10	detected	detect	VERB
bracis-28392	86	11	a	a	DET
bracis-28392	86	12	different	different	ADJ
bracis-28392	86	13	number	number	NOUN
bracis-28392	86	14	of	of	ADP
bracis-28392	86	15	faces	face	NOUN
bracis-28392	86	16	from	from	ADP
bracis-28392	86	17	the	the	DET
bracis-28392	86	18	initial	initial	ADJ
bracis-28392	86	19	set	set	NOUN
bracis-28392	86	20	of	of	ADP
bracis-28392	86	21	images	image	NOUN
bracis-28392	86	22	.	.	PUNCT
bracis-28392	87	1	the	the	DET
bracis-28392	87	2	next	next	ADJ
bracis-28392	87	3	step	step	NOUN
bracis-28392	87	4	is	be	AUX
bracis-28392	87	5	the	the	DET
bracis-28392	87	6	landmark	landmark	ADJ
bracis-28392	87	7	identification	identification	NOUN
bracis-28392	87	8	in	in	ADP
bracis-28392	87	9	each	each	DET
bracis-28392	87	10	detected	detect	VERB
bracis-28392	87	11	face	face	NOUN
bracis-28392	87	12	.	.	PUNCT
bracis-28392	88	1	the	the	DET
bracis-28392	88	2	landmark	landmark	NOUN
bracis-28392	88	3	identification	identification	NOUN
bracis-28392	88	4	algorithms	algorithm	NOUN
bracis-28392	88	5	of	of	ADP
bracis-28392	88	6	dlib	dlib	NOUN
bracis-28392	88	7	,	,	PUNCT
bracis-28392	88	8	opencv	opencv	PROPN
bracis-28392	88	9	and	and	CCONJ
bracis-28392	88	10	openface	openface	NOUN
bracis-28392	88	11	libraries	library	NOUN
bracis-28392	88	12	detect	detect	VERB
bracis-28392	88	13	68	68	NUM
bracis-28392	88	14	landmarks	landmark	NOUN
bracis-28392	88	15	(	(	PUNCT
bracis-28392	88	16	fig	fig	NOUN
bracis-28392	88	17	.	.	PUNCT
bracis-28392	88	18	 	 	SPACE
bracis-28392	88	19	3	3	NUM
bracis-28392	88	20	)	)	PUNCT
bracis-28392	88	21	,	,	PUNCT
bracis-28392	88	22	whereas	whereas	SCONJ
bracis-28392	88	23	the	the	DET
bracis-28392	88	24	mediapipe	mediapipe	NOUN
bracis-28392	88	25	’s	’s	PART
bracis-28392	88	26	algorithm	algorithm	NOUN
bracis-28392	88	27	detects	detect	VERB
bracis-28392	88	28	438	438	NUM
bracis-28392	88	29	landmarks	landmark	NOUN
bracis-28392	88	30	.	.	PUNCT
bracis-28392	89	1	thus	thus	ADV
bracis-28392	89	2	,	,	PUNCT
bracis-28392	89	3	two	two	NUM
bracis-28392	89	4	landmark	landmark	NOUN
bracis-28392	89	5	sets	set	NOUN
bracis-28392	89	6	were	be	AUX
bracis-28392	89	7	identified	identify	VERB
bracis-28392	89	8	using	use	VERB
bracis-28392	89	9	mediapipe	mediapipe	NOUN
bracis-28392	89	10	:	:	PUNCT
bracis-28392	89	11	1	1	X
bracis-28392	89	12	)	)	PUNCT
bracis-28392	89	13	using	use	VERB
bracis-28392	89	14	only	only	ADV
bracis-28392	89	15	the	the	DET
bracis-28392	89	16	68	68	NUM
bracis-28392	89	17	landmarks	landmark	NOUN
bracis-28392	89	18	closest	close	ADJ
bracis-28392	89	19	to	to	ADP
bracis-28392	89	20	the	the	DET
bracis-28392	89	21	ones	one	NOUN
bracis-28392	89	22	detected	detect	VERB
bracis-28392	89	23	by	by	ADP
bracis-28392	89	24	the	the	DET
bracis-28392	89	25	first	first	ADJ
bracis-28392	89	26	three	three	NUM
bracis-28392	89	27	libraries	library	NOUN
bracis-28392	89	28	(	(	PUNCT
bracis-28392	89	29	mediapipe	mediapipe	NOUN
bracis-28392	89	30	68	68	NUM
bracis-28392	89	31	)	)	PUNCT
bracis-28392	89	32	;	;	PUNCT
bracis-28392	89	33	and	and	CCONJ
bracis-28392	89	34	2	2	X
bracis-28392	89	35	)	)	PUNCT
bracis-28392	89	36	using	use	VERB
bracis-28392	89	37	the	the	DET
bracis-28392	89	38	previous	previous	ADJ
bracis-28392	89	39	68	68	NUM
bracis-28392	89	40	landmarks	landmark	NOUN
bracis-28392	89	41	and	and	CCONJ
bracis-28392	89	42	additional	additional	ADJ
bracis-28392	89	43	61	61	NUM
bracis-28392	89	44	points	point	NOUN
bracis-28392	89	45	corresponding	correspond	VERB
bracis-28392	89	46	to	to	ADP
bracis-28392	89	47	the	the	DET
bracis-28392	89	48	facial	facial	ADJ
bracis-28392	89	49	contour	contour	NOUN
bracis-28392	89	50	(	(	PUNCT
bracis-28392	89	51	mediapipe	mediapipe	NOUN
bracis-28392	89	52	129	129	NUM
bracis-28392	89	53	)	)	PUNCT
bracis-28392	89	54	(	(	PUNCT
bracis-28392	89	55	fig	fig	NOUN
bracis-28392	89	56	.	.	PUNCT
bracis-28392	89	57	 	 	SPACE
bracis-28392	89	58	3e	3e	NOUN
bracis-28392	89	59	)	)	PUNCT
bracis-28392	89	60	.	.	PUNCT
bracis-28392	90	1	the	the	DET
bracis-28392	90	2	first	first	ADJ
bracis-28392	90	3	landmark	landmark	NOUN
bracis-28392	90	4	set	set	NOUN
bracis-28392	90	5	is	be	AUX
bracis-28392	90	6	meant	mean	VERB
bracis-28392	90	7	to	to	PART
bracis-28392	90	8	evaluate	evaluate	VERB
bracis-28392	90	9	the	the	DET
bracis-28392	90	10	influence	influence	NOUN
bracis-28392	90	11	of	of	ADP
bracis-28392	90	12	the	the	DET
bracis-28392	90	13	quality	quality	NOUN
bracis-28392	90	14	of	of	ADP
bracis-28392	90	15	the	the	DET
bracis-28392	90	16	identification	identification	NOUN
bracis-28392	90	17	of	of	ADP
bracis-28392	90	18	the	the	DET
bracis-28392	90	19	same	same	ADJ
bracis-28392	90	20	68	68	NUM
bracis-28392	90	21	landmarks	landmark	NOUN
bracis-28392	90	22	on	on	ADP
bracis-28392	90	23	the	the	DET
bracis-28392	90	24	classifier	classifier	NOUN
bracis-28392	90	25	performance	performance	NOUN
bracis-28392	90	26	,	,	PUNCT
bracis-28392	90	27	whereas	whereas	SCONJ
bracis-28392	90	28	the	the	DET
bracis-28392	90	29	second	second	ADJ
bracis-28392	90	30	landmark	landmark	NOUN
bracis-28392	90	31	set	set	NOUN
bracis-28392	90	32	is	be	AUX
bracis-28392	90	33	meant	mean	VERB
bracis-28392	90	34	to	to	PART
bracis-28392	90	35	evaluate	evaluate	VERB
bracis-28392	90	36	the	the	DET
bracis-28392	90	37	influence	influence	NOUN
bracis-28392	90	38	of	of	ADP
bracis-28392	90	39	a	a	DET
bracis-28392	90	40	higher	high	ADJ
bracis-28392	90	41	number	number	NOUN
bracis-28392	90	42	of	of	ADP
bracis-28392	90	43	landmarks	landmark	NOUN
bracis-28392	90	44	.	.	PUNCT
bracis-28392	91	1	therefore	therefore	ADV
bracis-28392	91	2	,	,	PUNCT
bracis-28392	91	3	five	five	NUM
bracis-28392	91	4	landmark	landmark	NOUN
bracis-28392	91	5	sets	set	NOUN
bracis-28392	91	6	were	be	AUX
bracis-28392	91	7	obtained	obtain	VERB
bracis-28392	91	8	and	and	CCONJ
bracis-28392	91	9	compared	compare	VERB
bracis-28392	91	10	in	in	ADP
bracis-28392	91	11	this	this	DET
bracis-28392	91	12	study	study	NOUN
bracis-28392	91	13	(	(	PUNCT
bracis-28392	91	14	table	table	NOUN
bracis-28392	91	15	 	 	SPACE
bracis-28392	91	16	1	1	NUM
bracis-28392	91	17	)	)	PUNCT
bracis-28392	91	18	.	.	PUNCT
bracis-28392	92	1	fig	fig	NOUN
bracis-28392	92	2	.	.	PUNCT
bracis-28392	93	1	3	3	X
bracis-28392	93	2	.	.	X
bracis-28392	94	1	the	the	DET
bracis-28392	94	2	68	68	NUM
bracis-28392	94	3	landmarks	landmark	NOUN
bracis-28392	94	4	present	present	ADJ
bracis-28392	94	5	in	in	ADP
bracis-28392	94	6	dlibcnn	dlibcnn	PROPN
bracis-28392	94	7	,	,	PUNCT
bracis-28392	94	8	opencvdnn	opencvdnn	PROPN
bracis-28392	94	9	,	,	PUNCT
bracis-28392	94	10	openface	openface	NOUN
bracis-28392	94	11	,	,	PUNCT
bracis-28392	94	12	mediapipe	mediapipe	VERB
bracis-28392	94	13	68	68	NUM
bracis-28392	94	14	and	and	CCONJ
bracis-28392	94	15	mediapipe	mediapipe	VERB
bracis-28392	94	16	129	129	NUM
bracis-28392	94	17	landmark	landmark	NOUN
bracis-28392	94	18	sets	set	NOUN
bracis-28392	94	19	.	.	PUNCT
bracis-28392	95	1	source	source	NOUN
bracis-28392	95	2	image	image	NOUN
bracis-28392	95	3	from	from	ADP
bracis-28392	95	4	[	[	X
bracis-28392	95	5	1	1	NUM
bracis-28392	95	6	]	]	PUNCT
bracis-28392	95	7	.	.	PUNCT
bracis-28392	96	1	full	full	ADJ
bracis-28392	96	2	size	size	NOUN
bracis-28392	96	3	image	image	NOUN
bracis-28392	96	4	table	table	NOUN
bracis-28392	96	5	1	1	NUM
bracis-28392	96	6	.	.	PUNCT
bracis-28392	96	7	landmark	landmark	NOUN
bracis-28392	96	8	sets	set	NOUN
bracis-28392	96	9	compared	compare	VERB
bracis-28392	96	10	in	in	ADP
bracis-28392	96	11	this	this	DET
bracis-28392	96	12	study	study	NOUN
bracis-28392	96	13	.	.	PUNCT
bracis-28392	97	1	each	each	DET
bracis-28392	97	2	landmark	landmark	NOUN
bracis-28392	97	3	set	set	NOUN
bracis-28392	97	4	was	be	AUX
bracis-28392	97	5	extracted	extract	VERB
bracis-28392	97	6	using	use	VERB
bracis-28392	97	7	an	an	DET
bracis-28392	97	8	image	image	NOUN
bracis-28392	97	9	processing	processing	NOUN
bracis-28392	97	10	library	library	NOUN
bracis-28392	97	11	,	,	PUNCT
bracis-28392	97	12	face	face	VERB
bracis-28392	97	13	detection	detection	NOUN
bracis-28392	97	14	algorithm	algorithm	NOUN
bracis-28392	97	15	,	,	PUNCT
bracis-28392	97	16	landmark	landmark	NOUN
bracis-28392	97	17	identification	identification	NOUN
bracis-28392	97	18	algorithm	algorithm	NOUN
bracis-28392	97	19	,	,	PUNCT
bracis-28392	97	20	resulting	result	VERB
bracis-28392	97	21	in	in	ADP
bracis-28392	97	22	a	a	DET
bracis-28392	97	23	specific	specific	ADJ
bracis-28392	97	24	number	number	NOUN
bracis-28392	97	25	of	of	ADP
bracis-28392	97	26	identified	identify	VERB
bracis-28392	97	27	landmarks	landmark	NOUN
bracis-28392	97	28	.	.	PUNCT
bracis-28392	98	1	the	the	DET
bracis-28392	98	2	landmark	landmark	PROPN
bracis-28392	98	3	identification	identification	NOUN
bracis-28392	98	4	algorithm	algorithm	NOUN
bracis-28392	98	5	constrained	constrain	VERB
bracis-28392	98	6	local	local	ADJ
bracis-28392	98	7	neural	neural	ADJ
bracis-28392	98	8	fields	field	NOUN
bracis-28392	98	9	is	be	AUX
bracis-28392	98	10	referred	refer	VERB
bracis-28392	98	11	to	to	ADP
bracis-28392	98	12	as	as	ADP
bracis-28392	98	13	clnf	clnf	PROPN
bracis-28392	98	14	.	.	PUNCT
bracis-28392	99	1	the	the	DET
bracis-28392	99	2	landmark	landmark	PROPN
bracis-28392	99	3	identification	identification	NOUN
bracis-28392	99	4	algorithm	algorithm	NOUN
bracis-28392	99	5	local	local	ADJ
bracis-28392	99	6	binary	binary	PROPN
bracis-28392	99	7	fitting	fitting	NOUN
bracis-28392	99	8	is	be	AUX
bracis-28392	99	9	referred	refer	VERB
bracis-28392	99	10	to	to	ADP
bracis-28392	99	11	as	as	ADP
bracis-28392	99	12	lbf.full	lbf.full	ADJ
bracis-28392	99	13	size	size	NOUN
bracis-28392	99	14	table	table	NOUN
bracis-28392	99	15	2.4	2.4	NUM
bracis-28392	99	16	feature	feature	NOUN
bracis-28392	99	17	extraction	extraction	NOUN
bracis-28392	99	18	and	and	CCONJ
bracis-28392	99	19	 	 	SPACE
bracis-28392	99	20	experiment	experiment	NOUN
bracis-28392	99	21	split	split	NOUN
bracis-28392	99	22	(	(	PUNCT
bracis-28392	99	23	module	module	NOUN
bracis-28392	99	24	4	4	NUM
bracis-28392	99	25	)	)	PUNCT
bracis-28392	99	26	for	for	SCONJ
bracis-28392	99	27	each	each	DET
bracis-28392	99	28	landmark	landmark	NOUN
bracis-28392	99	29	set	set	VERB
bracis-28392	99	30	output	output	NOUN
bracis-28392	99	31	from	from	ADP
bracis-28392	99	32	module	module	NOUN
bracis-28392	99	33	3	3	NUM
bracis-28392	99	34	(	(	PUNCT
bracis-28392	99	35	table	table	NOUN
bracis-28392	99	36	 	 	SPACE
bracis-28392	99	37	1	1	NUM
bracis-28392	99	38	)	)	PUNCT
bracis-28392	99	39	,	,	PUNCT
bracis-28392	99	40	the	the	DET
bracis-28392	99	41	euclidean	euclidean	ADJ
bracis-28392	99	42	distance	distance	NOUN
bracis-28392	99	43	between	between	ADP
bracis-28392	99	44	each	each	DET
bracis-28392	99	45	pair	pair	NOUN
bracis-28392	99	46	of	of	ADP
bracis-28392	99	47	landmarks	landmark	NOUN
bracis-28392	99	48	,	,	PUNCT
bracis-28392	99	49	normalized	normalize	VERB
bracis-28392	99	50	by	by	ADP
bracis-28392	99	51	the	the	DET
bracis-28392	99	52	reference	reference	NOUN
bracis-28392	99	53	band	band	NOUN
bracis-28392	99	54	dimensions	dimension	NOUN
bracis-28392	99	55	,	,	PUNCT
bracis-28392	99	56	was	be	AUX
bracis-28392	99	57	calculated	calculate	VERB
bracis-28392	99	58	,	,	PUNCT
bracis-28392	99	59	corresponding	correspond	VERB
bracis-28392	99	60	to	to	ADP
bracis-28392	99	61	a	a	DET
bracis-28392	99	62	feature	feature	NOUN
bracis-28392	99	63	.	.	PUNCT
bracis-28392	100	1	more	more	ADV
bracis-28392	100	2	specifically	specifically	ADV
bracis-28392	100	3	,	,	PUNCT
bracis-28392	100	4	for	for	ADP
bracis-28392	100	5	each	each	DET
bracis-28392	100	6	pair	pair	NOUN
bracis-28392	100	7	of	of	ADP
bracis-28392	100	8	landmarks	landmark	NOUN
bracis-28392	100	9	\(p	\(p	NOUN
bracis-28392	100	10	(	(	PUNCT
bracis-28392	100	11	x_1	x_1	PROPN
bracis-28392	100	12	,	,	PUNCT
bracis-28392	100	13	y_1)\	y_1)\	PROPN
bracis-28392	100	14	)	)	PUNCT
bracis-28392	100	15	and	and	CCONJ
bracis-28392	100	16	\(q	\(q	NOUN
bracis-28392	100	17	(	(	PUNCT
bracis-28392	100	18	x_2	x_2	PROPN
bracis-28392	100	19	,	,	PUNCT
bracis-28392	100	20	y_2)\	y_2)\	PROPN
bracis-28392	100	21	)	)	PUNCT
bracis-28392	100	22	,	,	PUNCT
bracis-28392	100	23	each	each	DET
bracis-28392	100	24	landmark	landmark	NOUN
bracis-28392	100	25	represented	represent	VERB
bracis-28392	100	26	by	by	ADP
bracis-28392	100	27	a	a	DET
bracis-28392	100	28	coordinate	coordinate	NOUN
bracis-28392	100	29	(	(	PUNCT
bracis-28392	100	30	x	x	X
bracis-28392	100	31	,	,	PUNCT
bracis-28392	100	32	 	 	SPACE
bracis-28392	100	33	y	y	NOUN
bracis-28392	100	34	)	)	PUNCT
bracis-28392	100	35	,	,	PUNCT
bracis-28392	100	36	the	the	DET
bracis-28392	100	37	normalized	normalize	VERB
bracis-28392	100	38	euclidean	euclidean	ADJ
bracis-28392	100	39	distance	distance	NOUN
bracis-28392	100	40	\(d_n\	\(d_n\	NOUN
bracis-28392	100	41	)	)	PUNCT
bracis-28392	100	42	is	be	AUX
bracis-28392	100	43	calculated	calculate	VERB
bracis-28392	100	44	according	accord	VERB
bracis-28392	100	45	to	to	ADP
bracis-28392	100	46	eq	eq	PROPN
bracis-28392	100	47	.	.	PUNCT
bracis-28392	100	48	 	 	SPACE
bracis-28392	100	49	1	1	NUM
bracis-28392	100	50	,	,	PUNCT
bracis-28392	100	51	where	where	SCONJ
bracis-28392	100	52	w	w	NOUN
bracis-28392	100	53	and	and	CCONJ
bracis-28392	100	54	h	h	NOUN
bracis-28392	100	55	are	be	AUX
bracis-28392	100	56	the	the	DET
bracis-28392	100	57	reference	reference	NOUN
bracis-28392	100	58	band	band	NOUN
bracis-28392	100	59	width	width	NOUN
bracis-28392	100	60	and	and	CCONJ
bracis-28392	100	61	height	height	NOUN
bracis-28392	100	62	(	(	PUNCT
bracis-28392	100	63	calculated	calculate	VERB
bracis-28392	100	64	as	as	SCONJ
bracis-28392	100	65	described	describe	VERB
bracis-28392	100	66	in	in	ADP
bracis-28392	100	67	sect	sect	NOUN
bracis-28392	100	68	.	.	PUNCT
bracis-28392	100	69	 	 	SPACE
bracis-28392	100	70	2.2	2.2	NUM
bracis-28392	100	71	)	)	PUNCT
bracis-28392	100	72	,	,	PUNCT
bracis-28392	100	73	respectively	respectively	ADV
bracis-28392	100	74	:	:	PUNCT
bracis-28392	100	75	$	$	SYM
bracis-28392	100	76	$	$	SYM
bracis-28392	100	77	\begin{aligned	\begin{aligne	VERB
bracis-28392	100	78	}	}	PUNCT
bracis-28392	100	79	d_n(p	d_n(p	ADJ
bracis-28392	100	80	,	,	PUNCT
bracis-28392	100	81	q	q	NOUN
bracis-28392	100	82	)	)	PUNCT
bracis-28392	100	83	=	=	SYM
bracis-28392	100	84	\sqrt{[(x_1	\sqrt{[(x_1	PROPN
bracis-28392	100	85	x_2	x_2	PROPN
bracis-28392	100	86	)	)	PUNCT
bracis-28392	100	87	/	/	PUNCT
bracis-28392	100	88	w]^2	w]^2	PROPN
bracis-28392	101	1	+	+	PUNCT
bracis-28392	101	2	[	[	X
bracis-28392	101	3	(	(	PUNCT
bracis-28392	101	4	y_1	y_1	PROPN
bracis-28392	101	5	y_2	y_2	PROPN
bracis-28392	101	6	)	)	PUNCT
bracis-28392	101	7	/	/	PUNCT
bracis-28392	101	8	h]^2	h]^2	PROPN
bracis-28392	101	9	}	}	PUNCT
bracis-28392	101	10	\end{aligned}$$	\end{aligned}$$	X
bracis-28392	101	11	(	(	PUNCT
bracis-28392	101	12	1	1	X
bracis-28392	101	13	)	)	PUNCT
bracis-28392	101	14	the	the	DET
bracis-28392	101	15	feature	feature	NOUN
bracis-28392	101	16	dataset	dataset	NOUN
bracis-28392	101	17	obtained	obtain	VERB
bracis-28392	101	18	from	from	ADP
bracis-28392	101	19	each	each	DET
bracis-28392	101	20	landmark	landmark	NOUN
bracis-28392	101	21	set	set	NOUN
bracis-28392	101	22	described	describe	VERB
bracis-28392	101	23	in	in	ADP
bracis-28392	101	24	table	table	NOUN
bracis-28392	101	25	 	 	SPACE
bracis-28392	101	26	1	1	NUM
bracis-28392	101	27	was	be	AUX
bracis-28392	101	28	used	use	VERB
bracis-28392	101	29	in	in	ADP
bracis-28392	101	30	experiment	experiment	NOUN
bracis-28392	101	31	1	1	NUM
bracis-28392	101	32	.	.	PUNCT
bracis-28392	102	1	in	in	ADP
bracis-28392	102	2	experiment	experiment	NOUN
bracis-28392	102	3	2	2	NUM
bracis-28392	102	4	,	,	PUNCT
bracis-28392	102	5	only	only	ADV
bracis-28392	102	6	features	feature	NOUN
bracis-28392	102	7	from	from	ADP
bracis-28392	102	8	images	image	NOUN
bracis-28392	102	9	where	where	SCONJ
bracis-28392	102	10	the	the	DET
bracis-28392	102	11	face	face	NOUN
bracis-28392	102	12	was	be	AUX
bracis-28392	102	13	correctly	correctly	ADV
bracis-28392	102	14	detected	detect	VERB
bracis-28392	102	15	by	by	ADP
bracis-28392	102	16	all	all	DET
bracis-28392	102	17	face	face	NOUN
bracis-28392	102	18	detection	detection	NOUN
bracis-28392	102	19	algorithms	algorithm	NOUN
bracis-28392	102	20	were	be	AUX
bracis-28392	102	21	used	use	VERB
bracis-28392	102	22	.	.	PUNCT
bracis-28392	103	1	2.5	2.5	NUM
bracis-28392	103	2	classifier	classifier	NOUN
bracis-28392	103	3	development	development	NOUN
bracis-28392	103	4	(	(	PUNCT
bracis-28392	103	5	module	module	NOUN
bracis-28392	103	6	5	5	NUM
bracis-28392	103	7	)	)	PUNCT
bracis-28392	103	8	the	the	DET
bracis-28392	103	9	last	last	ADJ
bracis-28392	103	10	module	module	NOUN
bracis-28392	103	11	of	of	ADP
bracis-28392	103	12	the	the	DET
bracis-28392	103	13	proposed	propose	VERB
bracis-28392	103	14	pipeline	pipeline	NOUN
bracis-28392	103	15	(	(	PUNCT
bracis-28392	103	16	fig	fig	NOUN
bracis-28392	103	17	.	.	PUNCT
bracis-28392	103	18	 	 	SPACE
bracis-28392	103	19	1	1	X
bracis-28392	103	20	)	)	PUNCT
bracis-28392	103	21	consists	consist	VERB
bracis-28392	103	22	in	in	ADP
bracis-28392	103	23	training	training	NOUN
bracis-28392	103	24	and	and	CCONJ
bracis-28392	103	25	evaluating	evaluate	VERB
bracis-28392	103	26	several	several	ADJ
bracis-28392	103	27	classifiers	classifier	NOUN
bracis-28392	103	28	varying	vary	VERB
bracis-28392	103	29	the	the	DET
bracis-28392	103	30	procedures	procedure	NOUN
bracis-28392	103	31	for	for	ADP
bracis-28392	103	32	dataset	dataset	ADJ
bracis-28392	103	33	preprocessing	preprocessing	NOUN
bracis-28392	103	34	,	,	PUNCT
bracis-28392	103	35	dimension	dimension	NOUN
bracis-28392	103	36	reduction	reduction	NOUN
bracis-28392	103	37	and	and	CCONJ
bracis-28392	103	38	classifier	classifier	NOUN
bracis-28392	103	39	induction	induction	NOUN
bracis-28392	103	40	.	.	PUNCT
bracis-28392	104	1	here	here	ADV
bracis-28392	104	2	we	we	PRON
bracis-28392	104	3	describe	describe	VERB
bracis-28392	104	4	these	these	DET
bracis-28392	104	5	procedures	procedure	NOUN
bracis-28392	104	6	and	and	CCONJ
bracis-28392	104	7	how	how	SCONJ
bracis-28392	104	8	the	the	DET
bracis-28392	104	9	parameter	parameter	NOUN
bracis-28392	104	10	tuning	tuning	NOUN
bracis-28392	104	11	and	and	CCONJ
bracis-28392	104	12	performance	performance	NOUN
bracis-28392	104	13	evaluation	evaluation	NOUN
bracis-28392	104	14	were	be	AUX
bracis-28392	104	15	performed	perform	VERB
bracis-28392	104	16	.	.	PUNCT
bracis-28392	105	1	dataset	dataset	ADJ
bracis-28392	105	2	preprocessing	preprocessing	NOUN
bracis-28392	105	3	.	.	PUNCT
bracis-28392	106	1	three	three	NUM
bracis-28392	106	2	preprocessing	preprocessing	NOUN
bracis-28392	106	3	tasks	task	NOUN
bracis-28392	106	4	were	be	AUX
bracis-28392	106	5	applied	apply	VERB
bracis-28392	106	6	on	on	ADP
bracis-28392	106	7	the	the	DET
bracis-28392	106	8	dataset	dataset	NOUN
bracis-28392	106	9	:	:	PUNCT
bracis-28392	106	10	initial	initial	ADJ
bracis-28392	106	11	feature	feature	NOUN
bracis-28392	106	12	filtering	filtering	NOUN
bracis-28392	106	13	,	,	PUNCT
bracis-28392	106	14	min	min	ADJ
bracis-28392	106	15	-	-	ADJ
bracis-28392	106	16	max	max	PROPN
bracis-28392	106	17	normalization	normalization	NOUN
bracis-28392	106	18	and	and	CCONJ
bracis-28392	106	19	class	class	NOUN
bracis-28392	106	20	balancing	balancing	NOUN
bracis-28392	106	21	.	.	PUNCT
bracis-28392	107	1	in	in	ADP
bracis-28392	107	2	the	the	DET
bracis-28392	107	3	initial	initial	ADJ
bracis-28392	107	4	feature	feature	NOUN
bracis-28392	107	5	filtering	filtering	NOUN
bracis-28392	107	6	,	,	PUNCT
bracis-28392	107	7	when	when	SCONJ
bracis-28392	107	8	two	two	NUM
bracis-28392	107	9	features	feature	NOUN
bracis-28392	107	10	were	be	AUX
bracis-28392	107	11	highly	highly	ADV
bracis-28392	107	12	correlated	correlate	VERB
bracis-28392	107	13	(	(	PUNCT
bracis-28392	107	14	pearson	pearson	NOUN
bracis-28392	107	15	correlation	correlation	NOUN
bracis-28392	107	16	>	>	X
bracis-28392	107	17	0.98	0.98	NUM
bracis-28392	107	18	)	)	PUNCT
bracis-28392	107	19	,	,	PUNCT
bracis-28392	107	20	only	only	ADV
bracis-28392	107	21	one	one	NUM
bracis-28392	107	22	was	be	AUX
bracis-28392	107	23	kept	keep	VERB
bracis-28392	107	24	.	.	PUNCT
bracis-28392	108	1	min	min	ADJ
bracis-28392	108	2	-	-	PUNCT
bracis-28392	108	3	max	max	PROPN
bracis-28392	108	4	normalization	normalization	NOUN
bracis-28392	108	5	was	be	AUX
bracis-28392	108	6	applied	apply	VERB
bracis-28392	108	7	on	on	ADP
bracis-28392	108	8	the	the	DET
bracis-28392	108	9	feature	feature	NOUN
bracis-28392	108	10	values	value	NOUN
bracis-28392	108	11	.	.	PUNCT
bracis-28392	109	1	for	for	ADP
bracis-28392	109	2	this	this	PRON
bracis-28392	109	3	,	,	PUNCT
bracis-28392	109	4	after	after	ADP
bracis-28392	109	5	identification	identification	NOUN
bracis-28392	109	6	of	of	ADP
bracis-28392	109	7	the	the	DET
bracis-28392	109	8	maximum	maximum	ADJ
bracis-28392	109	9	and	and	CCONJ
bracis-28392	109	10	minimum	minimum	ADJ
bracis-28392	109	11	values	value	NOUN
bracis-28392	109	12	of	of	ADP
bracis-28392	109	13	each	each	DET
bracis-28392	109	14	feature	feature	NOUN
bracis-28392	109	15	x	x	PUNCT
bracis-28392	109	16	in	in	ADP
bracis-28392	109	17	the	the	DET
bracis-28392	109	18	dataset	dataset	NOUN
bracis-28392	109	19	(	(	PUNCT
bracis-28392	109	20	\(x_{max}\	\(x_{max}\	NOUN
bracis-28392	109	21	)	)	PUNCT
bracis-28392	109	22	and	and	CCONJ
bracis-28392	109	23	\(x_{min}\	\(x_{min}\	PROPN
bracis-28392	109	24	)	)	PUNCT
bracis-28392	109	25	,	,	PUNCT
bracis-28392	109	26	respectively	respectively	ADV
bracis-28392	109	27	)	)	PUNCT
bracis-28392	109	28	,	,	PUNCT
bracis-28392	109	29	the	the	DET
bracis-28392	109	30	original	original	ADJ
bracis-28392	109	31	value	value	NOUN
bracis-28392	109	32	\(x_i\	\(x_i\	NOUN
bracis-28392	109	33	)	)	PUNCT
bracis-28392	109	34	is	be	AUX
bracis-28392	109	35	transformed	transform	VERB
bracis-28392	109	36	into	into	ADP
bracis-28392	109	37	a	a	DET
bracis-28392	109	38	new	new	ADJ
bracis-28392	109	39	value	value	NOUN
bracis-28392	109	40	\(x'_i	\(x'_i	NUM
bracis-28392	109	41	=	=	SYM
bracis-28392	109	42	(	(	PUNCT
bracis-28392	109	43	x_i	x_i	SYM
bracis-28392	109	44	x_{min})/(x_{max	x_{min})/(x_{max	ADJ
bracis-28392	109	45	}	}	PUNCT
bracis-28392	109	46	x_{min})\	x_{min})\	NUM
bracis-28392	109	47	)	)	PUNCT
bracis-28392	109	48	.	.	PUNCT
bracis-28392	110	1	for	for	ADP
bracis-28392	110	2	class	class	NOUN
bracis-28392	110	3	balancing	balancing	NOUN
bracis-28392	110	4	,	,	PUNCT
bracis-28392	110	5	four	four	NUM
bracis-28392	110	6	approaches	approach	NOUN
bracis-28392	110	7	were	be	AUX
bracis-28392	110	8	considered	consider	VERB
bracis-28392	110	9	:	:	PUNCT
bracis-28392	110	10	i	i	X
bracis-28392	110	11	)	)	PUNCT
bracis-28392	110	12	undersampling	undersampling	PROPN
bracis-28392	110	13	,	,	PUNCT
bracis-28392	110	14	ii	ii	NOUN
bracis-28392	110	15	)	)	PUNCT
bracis-28392	110	16	oversampling	oversample	VERB
bracis-28392	110	17	with	with	ADP
bracis-28392	110	18	four	four	NUM
bracis-28392	110	19	variants	variant	NOUN
bracis-28392	110	20	of	of	ADP
bracis-28392	110	21	smote	smote	ADJ
bracis-28392	110	22	algorithm	algorithm	NOUN
bracis-28392	111	1	[	[	X
bracis-28392	111	2	25	25	NUM
bracis-28392	111	3	]	]	X
bracis-28392	111	4	(	(	PUNCT
bracis-28392	111	5	default	default	NOUN
bracis-28392	111	6	,	,	PUNCT
bracis-28392	111	7	svm	svm	ADJ
bracis-28392	111	8	,	,	PUNCT
bracis-28392	111	9	borderline	borderline	NOUN
bracis-28392	111	10	and	and	CCONJ
bracis-28392	111	11	kmeans	kmean	NOUN
bracis-28392	111	12	smote	smote	VERB
bracis-28392	111	13	[	[	X
bracis-28392	111	14	17	17	NUM
bracis-28392	111	15	]	]	SYM
bracis-28392	111	16	)	)	PUNCT
bracis-28392	111	17	,	,	PUNCT
bracis-28392	111	18	iii	iii	X
bracis-28392	111	19	)	)	PUNCT
bracis-28392	111	20	combination	combination	NOUN
bracis-28392	111	21	of	of	ADP
bracis-28392	111	22	under	under	ADP
bracis-28392	111	23	and	and	CCONJ
bracis-28392	111	24	over	over	ADP
bracis-28392	111	25	sampling	sample	VERB
bracis-28392	111	26	with	with	ADP
bracis-28392	111	27	smote	smote	PROPN
bracis-28392	111	28	tomek	tomek	PROPN
bracis-28392	111	29	,	,	PUNCT
bracis-28392	111	30	and	and	CCONJ
bracis-28392	111	31	iv	iv	X
bracis-28392	111	32	)	)	PUNCT
bracis-28392	111	33	no	no	DET
bracis-28392	111	34	balancing	balancing	NOUN
bracis-28392	111	35	.	.	PUNCT
bracis-28392	112	1	dimension	dimension	NOUN
bracis-28392	112	2	reduction	reduction	NOUN
bracis-28392	112	3	.	.	PUNCT
bracis-28392	113	1	dimension	dimension	NOUN
bracis-28392	113	2	reduction	reduction	NOUN
bracis-28392	113	3	methods	method	NOUN
bracis-28392	113	4	are	be	AUX
bracis-28392	113	5	extremely	extremely	ADV
bracis-28392	113	6	important	important	ADJ
bracis-28392	113	7	for	for	ADP
bracis-28392	113	8	classification	classification	NOUN
bracis-28392	113	9	tasks	task	NOUN
bracis-28392	113	10	because	because	SCONJ
bracis-28392	113	11	they	they	PRON
bracis-28392	113	12	eliminate	eliminate	VERB
bracis-28392	113	13	redundant	redundant	ADJ
bracis-28392	113	14	features	feature	NOUN
bracis-28392	113	15	and	and	CCONJ
bracis-28392	113	16	can	can	AUX
bracis-28392	113	17	increase	increase	VERB
bracis-28392	113	18	classifier	classifier	ADJ
bracis-28392	113	19	performance	performance	NOUN
bracis-28392	113	20	.	.	PUNCT
bracis-28392	114	1	filter	filter	NOUN
bracis-28392	114	2	-	-	PUNCT
bracis-28392	114	3	type	type	NOUN
bracis-28392	114	4	feature	feature	NOUN
bracis-28392	114	5	selection	selection	NOUN
bracis-28392	114	6	methods	method	NOUN
bracis-28392	114	7	tend	tend	VERB
bracis-28392	114	8	to	to	PART
bracis-28392	114	9	have	have	VERB
bracis-28392	114	10	a	a	DET
bracis-28392	114	11	lower	low	ADJ
bracis-28392	114	12	computational	computational	ADJ
bracis-28392	114	13	cost	cost	NOUN
bracis-28392	114	14	than	than	ADP
bracis-28392	114	15	wrapper	wrapper	NOUN
bracis-28392	114	16	-	-	PUNCT
bracis-28392	114	17	type	type	NOUN
bracis-28392	114	18	methods	method	NOUN
bracis-28392	114	19	.	.	PUNCT
bracis-28392	115	1	in	in	ADP
bracis-28392	115	2	this	this	DET
bracis-28392	115	3	paper	paper	NOUN
bracis-28392	115	4	,	,	PUNCT
bracis-28392	115	5	the	the	DET
bracis-28392	115	6	implementation	implementation	NOUN
bracis-28392	115	7	of	of	ADP
bracis-28392	115	8	the	the	DET
bracis-28392	115	9	scikit	scikit	NOUN
bracis-28392	115	10	-	-	PUNCT
bracis-28392	115	11	learn	learn	VERB
bracis-28392	115	12	libraries	library	NOUN
bracis-28392	115	13	[	[	X
bracis-28392	115	14	28	28	NUM
bracis-28392	115	15	]	]	PUNCT
bracis-28392	115	16	and	and	CCONJ
bracis-28392	115	17	skfeature	skfeature	VERB
bracis-28392	115	18	[	[	X
bracis-28392	115	19	19	19	NUM
bracis-28392	115	20	]	]	PUNCT
bracis-28392	115	21	libraries	library	NOUN
bracis-28392	115	22	were	be	AUX
bracis-28392	115	23	used	use	VERB
bracis-28392	115	24	and	and	CCONJ
bracis-28392	115	25	seven	seven	NUM
bracis-28392	115	26	different	different	ADJ
bracis-28392	115	27	algorithms	algorithm	NOUN
bracis-28392	115	28	were	be	AUX
bracis-28392	115	29	applied	apply	VERB
bracis-28392	115	30	:	:	PUNCT
bracis-28392	116	1	principal	principal	ADJ
bracis-28392	116	2	component	component	NOUN
bracis-28392	116	3	analysis	analysis	NOUN
bracis-28392	116	4	(	(	PUNCT
bracis-28392	116	5	pca	pca	NOUN
bracis-28392	116	6	)	)	PUNCT
bracis-28392	116	7	,	,	PUNCT
bracis-28392	116	8	which	which	PRON
bracis-28392	116	9	performs	perform	VERB
bracis-28392	116	10	feature	feature	NOUN
bracis-28392	116	11	extraction	extraction	NOUN
bracis-28392	116	12	by	by	ADP
bracis-28392	116	13	transforming	transform	VERB
bracis-28392	116	14	the	the	DET
bracis-28392	116	15	initial	initial	ADJ
bracis-28392	116	16	set	set	VERB
bracis-28392	116	17	into	into	ADP
bracis-28392	116	18	a	a	DET
bracis-28392	116	19	new	new	ADJ
bracis-28392	116	20	set	set	NOUN
bracis-28392	116	21	containing	contain	VERB
bracis-28392	116	22	only	only	ADV
bracis-28392	116	23	the	the	DET
bracis-28392	116	24	major	major	ADJ
bracis-28392	116	25	components	component	NOUN
bracis-28392	116	26	;	;	PUNCT
bracis-28392	116	27	minimum	minimum	ADJ
bracis-28392	116	28	redundancy	redundancy	NOUN
bracis-28392	116	29	maximum	maximum	NOUN
bracis-28392	116	30	relevance	relevance	NOUN
bracis-28392	116	31	(	(	PUNCT
bracis-28392	116	32	mrmr	mrmr	X
bracis-28392	116	33	)	)	PUNCT
bracis-28392	116	34	,	,	PUNCT
bracis-28392	116	35	which	which	PRON
bracis-28392	116	36	performs	perform	VERB
bracis-28392	116	37	the	the	DET
bracis-28392	116	38	selection	selection	NOUN
bracis-28392	116	39	of	of	ADP
bracis-28392	116	40	features	feature	NOUN
bracis-28392	116	41	based	base	VERB
bracis-28392	116	42	on	on	ADP
bracis-28392	116	43	two	two	NUM
bracis-28392	116	44	criteria	criterion	NOUN
bracis-28392	116	45	:	:	PUNCT
bracis-28392	116	46	one	one	NUM
bracis-28392	116	47	is	be	AUX
bracis-28392	116	48	the	the	DET
bracis-28392	116	49	minimum	minimum	ADJ
bracis-28392	116	50	criterion	criterion	NOUN
bracis-28392	116	51	of	of	ADP
bracis-28392	116	52	redundancy	redundancy	NOUN
bracis-28392	116	53	between	between	ADP
bracis-28392	116	54	pairs	pair	NOUN
bracis-28392	116	55	of	of	ADP
bracis-28392	116	56	features	feature	NOUN
bracis-28392	116	57	and	and	CCONJ
bracis-28392	116	58	the	the	DET
bracis-28392	116	59	other	other	ADJ
bracis-28392	116	60	is	be	AUX
bracis-28392	116	61	the	the	DET
bracis-28392	116	62	maximum	maximum	ADJ
bracis-28392	116	63	relevance	relevance	NOUN
bracis-28392	116	64	through	through	ADP
bracis-28392	116	65	the	the	DET
bracis-28392	116	66	measurement	measurement	NOUN
bracis-28392	116	67	of	of	ADP
bracis-28392	116	68	information	information	NOUN
bracis-28392	116	69	;	;	PUNCT
bracis-28392	116	70	correlation	correlation	NOUN
bracis-28392	116	71	-	-	PUNCT
bracis-28392	116	72	based	base	VERB
bracis-28392	116	73	feature	feature	NOUN
bracis-28392	116	74	selection	selection	NOUN
bracis-28392	116	75	(	(	PUNCT
bracis-28392	116	76	cfs	cfs	PROPN
bracis-28392	116	77	)	)	PUNCT
bracis-28392	116	78	,	,	PUNCT
bracis-28392	116	79	which	which	PRON
bracis-28392	116	80	performs	perform	VERB
bracis-28392	116	81	the	the	DET
bracis-28392	116	82	selection	selection	NOUN
bracis-28392	116	83	of	of	ADP
bracis-28392	116	84	features	feature	NOUN
bracis-28392	116	85	considering	consider	VERB
bracis-28392	116	86	that	that	SCONJ
bracis-28392	116	87	a	a	DET
bracis-28392	116	88	suitable	suitable	ADJ
bracis-28392	116	89	subset	subset	NOUN
bracis-28392	116	90	contains	contain	VERB
bracis-28392	116	91	features	feature	NOUN
bracis-28392	116	92	highly	highly	ADV
bracis-28392	116	93	correlated	correlate	VERB
bracis-28392	116	94	with	with	ADP
bracis-28392	116	95	the	the	DET
bracis-28392	116	96	target	target	NOUN
bracis-28392	116	97	class	class	NOUN
bracis-28392	116	98	,	,	PUNCT
bracis-28392	116	99	but	but	CCONJ
bracis-28392	116	100	little	little	ADJ
bracis-28392	116	101	correlated	correlate	VERB
bracis-28392	116	102	with	with	ADP
bracis-28392	116	103	each	each	DET
bracis-28392	116	104	other	other	ADJ
bracis-28392	116	105	;	;	PUNCT
bracis-28392	116	106	fast	fast	ADJ
bracis-28392	116	107	correlation	correlation	NOUN
bracis-28392	116	108	-	-	PUNCT
bracis-28392	116	109	based	base	VERB
bracis-28392	116	110	filter	filter	NOUN
bracis-28392	116	111	(	(	PUNCT
bracis-28392	116	112	fcbf	fcbf	NOUN
bracis-28392	116	113	)	)	PUNCT
bracis-28392	116	114	,	,	PUNCT
bracis-28392	116	115	which	which	PRON
bracis-28392	116	116	performs	perform	VERB
bracis-28392	116	117	the	the	DET
bracis-28392	116	118	selection	selection	NOUN
bracis-28392	116	119	of	of	ADP
bracis-28392	116	120	features	feature	NOUN
bracis-28392	116	121	considering	consider	VERB
bracis-28392	116	122	the	the	DET
bracis-28392	116	123	main	main	ADJ
bracis-28392	116	124	idea	idea	NOUN
bracis-28392	116	125	of	of	ADP
bracis-28392	116	126	the	the	DET
bracis-28392	116	127	cfs	cfs	NOUN
bracis-28392	116	128	method	method	NOUN
bracis-28392	116	129	,	,	PUNCT
bracis-28392	116	130	but	but	CCONJ
bracis-28392	116	131	calculating	calculate	VERB
bracis-28392	116	132	the	the	DET
bracis-28392	116	133	correlation	correlation	NOUN
bracis-28392	116	134	measure	measure	NOUN
bracis-28392	116	135	based	base	VERB
bracis-28392	116	136	on	on	ADP
bracis-28392	116	137	the	the	DET
bracis-28392	116	138	entropy	entropy	NOUN
bracis-28392	116	139	concept	concept	NOUN
bracis-28392	116	140	of	of	ADP
bracis-28392	116	141	information	information	NOUN
bracis-28392	116	142	theory	theory	NOUN
bracis-28392	116	143	;	;	PUNCT
bracis-28392	116	144	relieff	relieff	PROPN
bracis-28392	116	145	,	,	PUNCT
bracis-28392	116	146	which	which	PRON
bracis-28392	116	147	performs	perform	VERB
bracis-28392	116	148	the	the	DET
bracis-28392	116	149	selection	selection	NOUN
bracis-28392	116	150	of	of	ADP
bracis-28392	116	151	features	feature	NOUN
bracis-28392	116	152	by	by	ADP
bracis-28392	116	153	means	mean	NOUN
bracis-28392	116	154	of	of	ADP
bracis-28392	116	155	a	a	DET
bracis-28392	116	156	relevance	relevance	NOUN
bracis-28392	116	157	ranking	ranking	NOUN
bracis-28392	116	158	of	of	ADP
bracis-28392	116	159	each	each	DET
bracis-28392	116	160	feature	feature	NOUN
bracis-28392	116	161	;	;	PUNCT
bracis-28392	116	162	robust	robust	ADJ
bracis-28392	116	163	feature	feature	NOUN
bracis-28392	116	164	selection	selection	NOUN
bracis-28392	116	165	(	(	PUNCT
bracis-28392	116	166	rfs	rfs	PROPN
bracis-28392	116	167	)	)	PUNCT
bracis-28392	116	168	,	,	PUNCT
bracis-28392	116	169	which	which	PRON
bracis-28392	116	170	performs	perform	VERB
bracis-28392	116	171	the	the	DET
bracis-28392	116	172	feature	feature	NOUN
bracis-28392	116	173	selection	selection	NOUN
bracis-28392	116	174	through	through	ADP
bracis-28392	116	175	sparse	sparse	ADJ
bracis-28392	116	176	dictionary	dictionary	ADJ
bracis-28392	116	177	learning	learning	NOUN
bracis-28392	116	178	;	;	PUNCT
bracis-28392	116	179	random	random	ADJ
bracis-28392	116	180	forest	forest	NOUN
bracis-28392	116	181	select	select	NOUN
bracis-28392	116	182	,	,	PUNCT
bracis-28392	116	183	which	which	PRON
bracis-28392	116	184	performs	perform	VERB
bracis-28392	116	185	the	the	DET
bracis-28392	116	186	feature	feature	NOUN
bracis-28392	116	187	selection	selection	NOUN
bracis-28392	116	188	based	base	VERB
bracis-28392	116	189	on	on	ADP
bracis-28392	116	190	the	the	DET
bracis-28392	116	191	random	random	ADJ
bracis-28392	116	192	forest	forest	NOUN
bracis-28392	116	193	classifier	classifier	NOUN
bracis-28392	116	194	.	.	PUNCT
bracis-28392	117	1	classifier	classifier	NOUN
bracis-28392	117	2	induction	induction	NOUN
bracis-28392	117	3	(	(	PUNCT
bracis-28392	117	4	hyperparameter	hyperparameter	NOUN
bracis-28392	117	5	tuning	tuning	NOUN
bracis-28392	117	6	and	and	CCONJ
bracis-28392	117	7	performance	performance	NOUN
bracis-28392	117	8	estimation	estimation	NOUN
bracis-28392	117	9	)	)	PUNCT
bracis-28392	117	10	.	.	PUNCT
bracis-28392	118	1	six	six	NUM
bracis-28392	118	2	classifier	classifier	NOUN
bracis-28392	118	3	induction	induction	NOUN
bracis-28392	118	4	algorithms	algorithm	NOUN
bracis-28392	118	5	were	be	AUX
bracis-28392	118	6	used	use	VERB
bracis-28392	118	7	:	:	PUNCT
bracis-28392	118	8	k	k	ADJ
bracis-28392	118	9	-	-	PUNCT
bracis-28392	118	10	nearest	near	ADJ
bracis-28392	118	11	neighbors	neighbor	NOUN
bracis-28392	118	12	(	(	PUNCT
bracis-28392	118	13	knn	knn	PROPN
bracis-28392	118	14	)	)	PUNCT
bracis-28392	118	15	,	,	PUNCT
bracis-28392	118	16	support	support	VERB
bracis-28392	118	17	vector	vector	NOUN
bracis-28392	118	18	machines	machine	NOUN
bracis-28392	118	19	(	(	PUNCT
bracis-28392	118	20	svm	svm	PROPN
bracis-28392	118	21	)	)	PUNCT
bracis-28392	118	22	,	,	PUNCT
bracis-28392	118	23	gaussian	gaussian	ADJ
bracis-28392	118	24	naïve	naïve	ADJ
bracis-28392	118	25	bayes	bayes	PROPN
bracis-28392	118	26	(	(	PUNCT
bracis-28392	118	27	nb	nb	PROPN
bracis-28392	118	28	)	)	PUNCT
bracis-28392	118	29	,	,	PUNCT
bracis-28392	118	30	neural	neural	ADJ
bracis-28392	118	31	networks	network	NOUN
bracis-28392	118	32	(	(	PUNCT
bracis-28392	118	33	nn	nn	NOUN
bracis-28392	118	34	)	)	PUNCT
bracis-28392	118	35	,	,	PUNCT
bracis-28392	118	36	random	random	ADJ
bracis-28392	118	37	forests	forest	NOUN
bracis-28392	118	38	(	(	PUNCT
bracis-28392	118	39	rf	rf	NOUN
bracis-28392	118	40	)	)	PUNCT
bracis-28392	118	41	and	and	CCONJ
bracis-28392	118	42	linear	linear	ADJ
bracis-28392	118	43	discriminant	discriminant	ADJ
bracis-28392	118	44	analysis	analysis	NOUN
bracis-28392	118	45	(	(	PUNCT
bracis-28392	118	46	lda	lda	PROPN
bracis-28392	118	47	)	)	PUNCT
bracis-28392	118	48	.	.	PUNCT
bracis-28392	119	1	hyperparameter	hyperparameter	NOUN
bracis-28392	119	2	tuning	tuning	NOUN
bracis-28392	119	3	of	of	ADP
bracis-28392	119	4	the	the	DET
bracis-28392	119	5	classifier	classifier	ADJ
bracis-28392	119	6	induction	induction	NOUN
bracis-28392	119	7	algorithms	algorithm	NOUN
bracis-28392	119	8	was	be	AUX
bracis-28392	119	9	performed	perform	VERB
bracis-28392	119	10	using	use	VERB
bracis-28392	119	11	a	a	DET
bracis-28392	119	12	grid	grid	NOUN
bracis-28392	119	13	search	search	NOUN
bracis-28392	119	14	approach	approach	NOUN
bracis-28392	119	15	to	to	PART
bracis-28392	119	16	select	select	VERB
bracis-28392	119	17	the	the	DET
bracis-28392	119	18	hyperparameter	hyperparameter	NOUN
bracis-28392	119	19	values	value	NOUN
bracis-28392	119	20	that	that	PRON
bracis-28392	119	21	maximize	maximize	VERB
bracis-28392	119	22	the	the	DET
bracis-28392	119	23	classifier	classifier	NOUN
bracis-28392	119	24	f1	f1	NOUN
bracis-28392	119	25	-	-	PUNCT
bracis-28392	119	26	score	score	NOUN
bracis-28392	119	27	,	,	PUNCT
bracis-28392	119	28	estimated	estimate	VERB
bracis-28392	119	29	by	by	ADP
bracis-28392	119	30	stratified	stratify	VERB
bracis-28392	119	31	10	10	NUM
bracis-28392	119	32	-	-	ADJ
bracis-28392	119	33	fold	fold	ADJ
bracis-28392	119	34	cross	cross	NOUN
bracis-28392	119	35	-	-	NOUN
bracis-28392	119	36	validation	validation	NOUN
bracis-28392	119	37	.	.	PUNCT
bracis-28392	120	1	in	in	ADP
bracis-28392	120	2	each	each	DET
bracis-28392	120	3	fold	fold	NOUN
bracis-28392	120	4	of	of	ADP
bracis-28392	120	5	the	the	DET
bracis-28392	120	6	cross	cross	NOUN
bracis-28392	120	7	-	-	NOUN
bracis-28392	120	8	validation	validation	NOUN
bracis-28392	120	9	,	,	PUNCT
bracis-28392	120	10	the	the	DET
bracis-28392	120	11	synthetic	synthetic	ADJ
bracis-28392	120	12	instances	instance	NOUN
bracis-28392	120	13	produced	produce	VERB
bracis-28392	120	14	by	by	ADP
bracis-28392	120	15	the	the	DET
bracis-28392	120	16	class	class	NOUN
bracis-28392	120	17	balancing	balancing	NOUN
bracis-28392	120	18	algorithm	algorithm	NOUN
bracis-28392	120	19	were	be	AUX
bracis-28392	120	20	excluded	exclude	VERB
bracis-28392	120	21	from	from	ADP
bracis-28392	120	22	the	the	DET
bracis-28392	120	23	test	test	NOUN
bracis-28392	120	24	sample	sample	NOUN
bracis-28392	120	25	.	.	PUNCT
bracis-28392	121	1	table	table	NOUN
bracis-28392	121	2	 	 	SPACE
bracis-28392	121	3	2	2	NUM
bracis-28392	121	4	shows	show	VERB
bracis-28392	121	5	the	the	DET
bracis-28392	121	6	hyperparameters	hyperparameter	NOUN
bracis-28392	121	7	and	and	CCONJ
bracis-28392	121	8	the	the	DET
bracis-28392	121	9	tested	test	VERB
bracis-28392	121	10	values	value	NOUN
bracis-28392	121	11	that	that	PRON
bracis-28392	121	12	were	be	AUX
bracis-28392	121	13	tuned	tune	VERB
bracis-28392	121	14	for	for	ADP
bracis-28392	121	15	each	each	DET
bracis-28392	121	16	classifier	classifier	NOUN
bracis-28392	121	17	.	.	PUNCT
bracis-28392	122	1	default	default	NOUN
bracis-28392	122	2	parameters	parameter	NOUN
bracis-28392	122	3	were	be	AUX
bracis-28392	122	4	used	use	VERB
bracis-28392	122	5	for	for	ADP
bracis-28392	122	6	gaussian	gaussian	ADJ
bracis-28392	122	7	naive	naive	ADJ
bracis-28392	122	8	bayes	bayes	PROPN
bracis-28392	122	9	classifier	classifier	NOUN
bracis-28392	122	10	.	.	PUNCT
bracis-28392	123	1	table	table	NOUN
bracis-28392	123	2	2	2	NUM
bracis-28392	123	3	.	.	PUNCT
bracis-28392	124	1	parameters	parameter	NOUN
bracis-28392	124	2	and	and	CCONJ
bracis-28392	124	3	values	value	NOUN
bracis-28392	124	4	tested	test	VERB
bracis-28392	124	5	for	for	ADP
bracis-28392	124	6	each	each	DET
bracis-28392	124	7	classifier	classifier	NOUN
bracis-28392	124	8	.	.	PUNCT
bracis-28392	125	1	n_features	n_feature	VERB
bracis-28392	125	2	:	:	PUNCT
bracis-28392	126	1	the	the	DET
bracis-28392	126	2	number	number	NOUN
bracis-28392	126	3	of	of	ADP
bracis-28392	126	4	features	feature	NOUN
bracis-28392	126	5	after	after	ADP
bracis-28392	126	6	dimension	dimension	NOUN
bracis-28392	126	7	reduction	reduction	NOUN
bracis-28392	126	8	.	.	PUNCT
bracis-28392	127	1	the	the	DET
bracis-28392	127	2	parameter	parameter	NOUN
bracis-28392	127	3	hidden_layer_sizes	hidden_layer_size	VERB
bracis-28392	127	4	is	be	AUX
bracis-28392	127	5	specified	specify	VERB
bracis-28392	127	6	as	as	ADP
bracis-28392	127	7	an	an	DET
bracis-28392	127	8	ordered	ordered	ADJ
bracis-28392	127	9	pair	pair	NOUN
bracis-28392	127	10	(	(	PUNCT
bracis-28392	127	11	x	x	NOUN
bracis-28392	127	12	,	,	PUNCT
bracis-28392	127	13	y	y	PROPN
bracis-28392	127	14	)	)	PUNCT
bracis-28392	127	15	where	where	SCONJ
bracis-28392	127	16	x	x	PRON
bracis-28392	127	17	is	be	AUX
bracis-28392	127	18	the	the	DET
bracis-28392	127	19	number	number	NOUN
bracis-28392	127	20	of	of	ADP
bracis-28392	127	21	hidden	hide	VERB
bracis-28392	127	22	layers	layer	NOUN
bracis-28392	127	23	and	and	CCONJ
bracis-28392	127	24	y	y	PROPN
bracis-28392	127	25	is	be	AUX
bracis-28392	127	26	the	the	DET
bracis-28392	127	27	number	number	NOUN
bracis-28392	127	28	of	of	ADP
bracis-28392	127	29	neurons	neuron	NOUN
bracis-28392	127	30	per	per	ADP
bracis-28392	127	31	layer.full	layer.full	PROPN
bracis-28392	127	32	size	size	NOUN
bracis-28392	127	33	table	table	NOUN
bracis-28392	127	34	in	in	ADP
bracis-28392	127	35	summary	summary	NOUN
bracis-28392	127	36	,	,	PUNCT
bracis-28392	127	37	all	all	DET
bracis-28392	127	38	combinations	combination	NOUN
bracis-28392	127	39	of	of	ADP
bracis-28392	127	40	dataset	dataset	NOUN
bracis-28392	127	41	balancing	balancing	NOUN
bracis-28392	127	42	strategy	strategy	NOUN
bracis-28392	127	43	,	,	PUNCT
bracis-28392	127	44	dimension	dimension	NOUN
bracis-28392	127	45	reduction	reduction	NOUN
bracis-28392	127	46	and	and	CCONJ
bracis-28392	127	47	classifier	classifier	NOUN
bracis-28392	127	48	induction	induction	NOUN
bracis-28392	127	49	algorithm	algorithm	NOUN
bracis-28392	127	50	(	(	PUNCT
bracis-28392	127	51	table	table	NOUN
bracis-28392	127	52	 	 	SPACE
bracis-28392	127	53	3	3	NUM
bracis-28392	127	54	)	)	PUNCT
bracis-28392	127	55	were	be	AUX
bracis-28392	127	56	evaluated	evaluate	VERB
bracis-28392	127	57	,	,	PUNCT
bracis-28392	127	58	totaling	total	VERB
bracis-28392	127	59	294	294	NUM
bracis-28392	127	60	combinations	combination	NOUN
bracis-28392	127	61	.	.	PUNCT
bracis-28392	128	1	to	to	PART
bracis-28392	128	2	measure	measure	VERB
bracis-28392	128	3	performance	performance	NOUN
bracis-28392	128	4	,	,	PUNCT
bracis-28392	128	5	the	the	DET
bracis-28392	128	6	f1	f1	NOUN
bracis-28392	128	7	-	-	PUNCT
bracis-28392	128	8	score	score	NOUN
bracis-28392	128	9	of	of	ADP
bracis-28392	128	10	each	each	DET
bracis-28392	128	11	classifier	classifier	NOUN
bracis-28392	128	12	resulting	result	VERB
bracis-28392	128	13	from	from	ADP
bracis-28392	128	14	each	each	DET
bracis-28392	128	15	combination	combination	NOUN
bracis-28392	128	16	was	be	AUX
bracis-28392	128	17	estimated	estimate	VERB
bracis-28392	128	18	via	via	ADP
bracis-28392	128	19	stratified	stratified	ADJ
bracis-28392	128	20	10	10	NUM
bracis-28392	128	21	-	-	ADJ
bracis-28392	128	22	fold	fold	ADJ
bracis-28392	128	23	cross	cross	NOUN
bracis-28392	128	24	-	-	NOUN
bracis-28392	128	25	validation	validation	ADJ
bracis-28392	128	26	,	,	PUNCT
bracis-28392	128	27	with	with	ADP
bracis-28392	128	28	no	no	DET
bracis-28392	128	29	synthetic	synthetic	ADJ
bracis-28392	128	30	data	datum	NOUN
bracis-28392	128	31	in	in	ADP
bracis-28392	128	32	the	the	DET
bracis-28392	128	33	test	test	NOUN
bracis-28392	128	34	folds	fold	NOUN
bracis-28392	128	35	.	.	PUNCT
bracis-28392	129	1	in	in	ADP
bracis-28392	129	2	addition	addition	NOUN
bracis-28392	129	3	,	,	PUNCT
bracis-28392	129	4	confidence	confidence	NOUN
bracis-28392	129	5	intervals	interval	NOUN
bracis-28392	129	6	were	be	AUX
bracis-28392	129	7	calculated	calculate	VERB
bracis-28392	129	8	with	with	ADP
bracis-28392	129	9	95	95	NUM
bracis-28392	129	10	%	%	NOUN
bracis-28392	129	11	confidence	confidence	NOUN
bracis-28392	129	12	.	.	PUNCT
bracis-28392	130	1	table	table	NOUN
bracis-28392	130	2	3	3	NUM
bracis-28392	130	3	.	.	PUNCT
bracis-28392	130	4	dataset	dataset	ADJ
bracis-28392	130	5	balancing	balancing	NOUN
bracis-28392	130	6	strategies	strategy	NOUN
bracis-28392	130	7	,	,	PUNCT
bracis-28392	130	8	dimension	dimension	NOUN
bracis-28392	130	9	reduction	reduction	NOUN
bracis-28392	130	10	and	and	CCONJ
bracis-28392	130	11	classifier	classifier	NOUN
bracis-28392	130	12	induction	induction	NOUN
bracis-28392	130	13	algorithms	algorithm	NOUN
bracis-28392	130	14	used	use	VERB
bracis-28392	130	15	in	in	ADP
bracis-28392	130	16	this	this	DET
bracis-28392	130	17	study.full	study.full	NOUN
bracis-28392	130	18	size	size	NOUN
bracis-28392	130	19	table	table	NOUN
bracis-28392	130	20	2.6	2.6	NUM
bracis-28392	130	21	statistical	statistical	ADJ
bracis-28392	130	22	analysis	analysis	NOUN
bracis-28392	130	23	and	and	CCONJ
bracis-28392	130	24	 	 	SPACE
bracis-28392	130	25	comparison	comparison	NOUN
bracis-28392	130	26	as	as	SCONJ
bracis-28392	130	27	described	describe	VERB
bracis-28392	130	28	in	in	ADP
bracis-28392	130	29	sect	sect	NOUN
bracis-28392	130	30	.	.	PUNCT
bracis-28392	130	31	 	 	SPACE
bracis-28392	130	32	2.5	2.5	NUM
bracis-28392	130	33	,	,	PUNCT
bracis-28392	130	34	several	several	ADJ
bracis-28392	130	35	classifiers	classifier	NOUN
bracis-28392	130	36	were	be	AUX
bracis-28392	130	37	inducted	induct	VERB
bracis-28392	130	38	using	use	VERB
bracis-28392	130	39	different	different	ADJ
bracis-28392	130	40	combinations	combination	NOUN
bracis-28392	130	41	of	of	ADP
bracis-28392	130	42	class	class	NOUN
bracis-28392	130	43	balancing	balancing	NOUN
bracis-28392	130	44	algorithms	algorithm	NOUN
bracis-28392	130	45	,	,	PUNCT
bracis-28392	130	46	dimension	dimension	NOUN
bracis-28392	130	47	reduction	reduction	NOUN
bracis-28392	130	48	and	and	CCONJ
bracis-28392	130	49	classifier	classifier	NOUN
bracis-28392	130	50	induction	induction	NOUN
bracis-28392	130	51	algorithms	algorithm	NOUN
bracis-28392	130	52	(	(	PUNCT
bracis-28392	130	53	table	table	NOUN
bracis-28392	130	54	 	 	SPACE
bracis-28392	130	55	3	3	NUM
bracis-28392	130	56	)	)	PUNCT
bracis-28392	130	57	.	.	PUNCT
bracis-28392	131	1	considering	consider	VERB
bracis-28392	131	2	the	the	DET
bracis-28392	131	3	ten	ten	NUM
bracis-28392	131	4	folds	fold	NOUN
bracis-28392	131	5	of	of	ADP
bracis-28392	131	6	the	the	DET
bracis-28392	131	7	cross	cross	NOUN
bracis-28392	131	8	-	-	NOUN
bracis-28392	131	9	validation	validation	ADJ
bracis-28392	131	10	,	,	PUNCT
bracis-28392	131	11	2940	2940	NUM
bracis-28392	131	12	classifiers	classifier	NOUN
bracis-28392	131	13	were	be	AUX
bracis-28392	131	14	inducted	induct	VERB
bracis-28392	131	15	from	from	ADP
bracis-28392	131	16	each	each	DET
bracis-28392	131	17	dataset	dataset	NOUN
bracis-28392	131	18	(	(	PUNCT
bracis-28392	131	19	i.e.	i.e.	X
bracis-28392	131	20	,	,	PUNCT
bracis-28392	131	21	from	from	ADP
bracis-28392	131	22	each	each	DET
bracis-28392	131	23	landmark	landmark	NOUN
bracis-28392	131	24	set	set	NOUN
bracis-28392	131	25	)	)	PUNCT
bracis-28392	131	26	.	.	PUNCT
bracis-28392	132	1	comparing	compare	VERB
bracis-28392	132	2	the	the	DET
bracis-28392	132	3	f1	f1	NOUN
bracis-28392	132	4	-	-	PUNCT
bracis-28392	132	5	scores	score	NOUN
bracis-28392	132	6	of	of	ADP
bracis-28392	132	7	learned	learn	VERB
bracis-28392	132	8	classifiers	classifier	NOUN
bracis-28392	132	9	using	use	VERB
bracis-28392	132	10	each	each	PRON
bracis-28392	132	11	of	of	ADP
bracis-28392	132	12	these	these	DET
bracis-28392	132	13	combinations	combination	NOUN
bracis-28392	132	14	in	in	ADP
bracis-28392	132	15	each	each	DET
bracis-28392	132	16	fold	fold	NOUN
bracis-28392	132	17	,	,	PUNCT
bracis-28392	132	18	varying	vary	VERB
bracis-28392	132	19	only	only	ADV
bracis-28392	132	20	the	the	DET
bracis-28392	132	21	landmark	landmark	NOUN
bracis-28392	132	22	set	set	NOUN
bracis-28392	132	23	(	(	PUNCT
bracis-28392	132	24	table	table	NOUN
bracis-28392	132	25	 	 	SPACE
bracis-28392	132	26	1	1	NUM
bracis-28392	132	27	)	)	PUNCT
bracis-28392	132	28	,	,	PUNCT
bracis-28392	132	29	constitutes	constitute	VERB
bracis-28392	132	30	a	a	DET
bracis-28392	132	31	test	test	NOUN
bracis-28392	132	32	to	to	PART
bracis-28392	132	33	detect	detect	VERB
bracis-28392	132	34	differences	difference	NOUN
bracis-28392	132	35	in	in	ADP
bracis-28392	132	36	“	"	PUNCT
bracis-28392	132	37	treatments	treatment	NOUN
bracis-28392	132	38	”	"	PUNCT
bracis-28392	132	39	across	across	ADP
bracis-28392	132	40	multiple	multiple	ADJ
bracis-28392	132	41	test	test	NOUN
bracis-28392	132	42	attempts	attempt	NOUN
bracis-28392	132	43	,	,	PUNCT
bracis-28392	132	44	where	where	SCONJ
bracis-28392	132	45	the	the	DET
bracis-28392	132	46	“	"	PUNCT
bracis-28392	132	47	treatments	treatment	NOUN
bracis-28392	132	48	”	"	PUNCT
bracis-28392	132	49	are	be	AUX
bracis-28392	132	50	the	the	DET
bracis-28392	132	51	use	use	NOUN
bracis-28392	132	52	of	of	ADP
bracis-28392	132	53	different	different	ADJ
bracis-28392	132	54	libraries	library	NOUN
bracis-28392	132	55	for	for	ADP
bracis-28392	132	56	face	face	NOUN
bracis-28392	132	57	detection	detection	NOUN
bracis-28392	132	58	and	and	CCONJ
bracis-28392	132	59	landmark	landmark	NOUN
bracis-28392	132	60	identification	identification	NOUN
bracis-28392	132	61	.	.	PUNCT
bracis-28392	133	1	therefore	therefore	ADV
bracis-28392	133	2	,	,	PUNCT
bracis-28392	133	3	a	a	DET
bracis-28392	133	4	table	table	NOUN
bracis-28392	133	5	\(f_{2940\times	\(f_{2940\time	NOUN
bracis-28392	133	6	5}\	5}\	NUM
bracis-28392	133	7	)	)	PUNCT
bracis-28392	133	8	was	be	AUX
bracis-28392	133	9	created	create	VERB
bracis-28392	133	10	where	where	SCONJ
bracis-28392	133	11	f[i	f[i	ADJ
bracis-28392	133	12	,	,	PUNCT
bracis-28392	133	13	 	 	SPACE
bracis-28392	133	14	j	j	NOUN
bracis-28392	133	15	]	]	X
bracis-28392	133	16	is	be	AUX
bracis-28392	133	17	the	the	DET
bracis-28392	133	18	f1	f1	NOUN
bracis-28392	133	19	-	-	PUNCT
bracis-28392	133	20	score	score	NOUN
bracis-28392	133	21	obtained	obtain	VERB
bracis-28392	133	22	by	by	ADP
bracis-28392	133	23	the	the	DET
bracis-28392	133	24	classifier	classifier	NOUN
bracis-28392	133	25	inducted	induct	VERB
bracis-28392	133	26	using	use	VERB
bracis-28392	133	27	the	the	DET
bracis-28392	133	28	combination	combination	NOUN
bracis-28392	133	29	i	i	PRON
bracis-28392	133	30	of	of	ADP
bracis-28392	133	31	class	class	NOUN
bracis-28392	133	32	balancing	balancing	NOUN
bracis-28392	133	33	algorithms	algorithm	NOUN
bracis-28392	133	34	,	,	PUNCT
bracis-28392	133	35	dimension	dimension	NOUN
bracis-28392	133	36	reduction	reduction	NOUN
bracis-28392	133	37	,	,	PUNCT
bracis-28392	133	38	classifier	classifier	NOUN
bracis-28392	133	39	induction	induction	NOUN
bracis-28392	133	40	algorithm	algorithm	NOUN
bracis-28392	133	41	and	and	CCONJ
bracis-28392	133	42	fold	fold	NOUN
bracis-28392	133	43	using	use	VERB
bracis-28392	133	44	the	the	DET
bracis-28392	133	45	landmark	landmark	NOUN
bracis-28392	133	46	set	set	VERB
bracis-28392	133	47	j.	j.	PROPN
bracis-28392	133	48	as	as	SCONJ
bracis-28392	133	49	the	the	DET
bracis-28392	133	50	f1	f1	NOUN
bracis-28392	133	51	-	-	PUNCT
bracis-28392	133	52	scores	score	NOUN
bracis-28392	133	53	do	do	AUX
bracis-28392	133	54	not	not	PART
bracis-28392	133	55	present	present	VERB
bracis-28392	133	56	a	a	DET
bracis-28392	133	57	normal	normal	ADJ
bracis-28392	133	58	distribution	distribution	NOUN
bracis-28392	133	59	,	,	PUNCT
bracis-28392	133	60	friedman	friedman	PROPN
bracis-28392	133	61	’s	’s	PART
bracis-28392	133	62	non	non	ADJ
bracis-28392	133	63	-	-	ADJ
bracis-28392	133	64	parametric	parametric	ADJ
bracis-28392	133	65	test	test	NOUN
bracis-28392	133	66	was	be	AUX
bracis-28392	133	67	applied	apply	VERB
bracis-28392	133	68	using	use	VERB
bracis-28392	133	69	the	the	DET
bracis-28392	133	70	f1	f1	NOUN
bracis-28392	133	71	-	-	PUNCT
bracis-28392	133	72	scores	score	NOUN
bracis-28392	133	73	obtained	obtain	VERB
bracis-28392	133	74	in	in	ADP
bracis-28392	133	75	experiments	experiment	NOUN
bracis-28392	133	76	1	1	NUM
bracis-28392	133	77	and	and	CCONJ
bracis-28392	133	78	2	2	NUM
bracis-28392	133	79	to	to	PART
bracis-28392	133	80	test	test	VERB
bracis-28392	133	81	the	the	DET
bracis-28392	133	82	hypotheses	hypothesis	NOUN
bracis-28392	133	83	h1	h1	ADJ
bracis-28392	133	84	and	and	CCONJ
bracis-28392	133	85	h2	h2	NOUN
bracis-28392	133	86	,	,	PUNCT
bracis-28392	133	87	respectively	respectively	ADV
bracis-28392	133	88	.	.	PUNCT
bracis-28392	134	1	considering	consider	VERB
bracis-28392	134	2	a	a	DET
bracis-28392	134	3	critical	critical	ADJ
bracis-28392	134	4	p	p	NOUN
bracis-28392	134	5	-	-	PUNCT
bracis-28392	134	6	value	value	NOUN
bracis-28392	134	7	of	of	ADP
bracis-28392	134	8	0.05	0.05	NUM
bracis-28392	134	9	,	,	PUNCT
bracis-28392	134	10	an	an	DET
bracis-28392	134	11	inferior	inferior	ADJ
bracis-28392	134	12	p	p	NOUN
bracis-28392	134	13	-	-	PUNCT
bracis-28392	134	14	value	value	NOUN
bracis-28392	134	15	means	mean	VERB
bracis-28392	134	16	that	that	SCONJ
bracis-28392	134	17	there	there	PRON
bracis-28392	134	18	is	be	VERB
bracis-28392	134	19	a	a	DET
bracis-28392	134	20	significant	significant	ADJ
bracis-28392	134	21	difference	difference	NOUN
bracis-28392	134	22	between	between	ADP
bracis-28392	134	23	the	the	DET
bracis-28392	134	24	f1	f1	NOUN
bracis-28392	134	25	-	-	PUNCT
bracis-28392	134	26	score	score	NOUN
bracis-28392	134	27	obtained	obtain	VERB
bracis-28392	134	28	using	use	VERB
bracis-28392	134	29	different	different	ADJ
bracis-28392	134	30	libraries	library	NOUN
bracis-28392	134	31	for	for	ADP
bracis-28392	134	32	face	face	NOUN
bracis-28392	134	33	detection	detection	NOUN
bracis-28392	134	34	and	and	CCONJ
bracis-28392	134	35	landmark	landmark	NOUN
bracis-28392	134	36	detection	detection	NOUN
bracis-28392	134	37	.	.	PUNCT
bracis-28392	135	1	table	table	NOUN
bracis-28392	135	2	4	4	NUM
bracis-28392	135	3	.	.	PUNCT
bracis-28392	136	1	number	number	NOUN
bracis-28392	136	2	of	of	ADP
bracis-28392	136	3	images	image	NOUN
bracis-28392	136	4	represented	represent	VERB
bracis-28392	136	5	in	in	ADP
bracis-28392	136	6	each	each	DET
bracis-28392	136	7	landmark	landmark	NOUN
bracis-28392	136	8	set	set	VERB
bracis-28392	136	9	in	in	ADP
bracis-28392	136	10	the	the	DET
bracis-28392	136	11	two	two	NUM
bracis-28392	136	12	experiments	experiment	NOUN
bracis-28392	136	13	.	.	PUNCT
bracis-28392	137	1	rows	row	NOUN
bracis-28392	137	2	corresponding	correspond	VERB
bracis-28392	137	3	to	to	ADP
bracis-28392	137	4	“	"	PUNCT
bracis-28392	137	5	experiment	experiment	NOUN
bracis-28392	137	6	1	1	NUM
bracis-28392	137	7	”	"	PUNCT
bracis-28392	137	8	describe	describe	VERB
bracis-28392	137	9	the	the	DET
bracis-28392	137	10	number	number	NOUN
bracis-28392	137	11	of	of	ADP
bracis-28392	137	12	faces	face	NOUN
bracis-28392	137	13	detected	detect	VERB
bracis-28392	137	14	by	by	ADP
bracis-28392	137	15	each	each	DET
bracis-28392	137	16	library	library	NOUN
bracis-28392	137	17	(	(	PUNCT
bracis-28392	137	18	*	*	NOUN
bracis-28392	137	19	:	:	PUNCT
bracis-28392	137	20	mediapipe68	mediapipe68	NOUN
bracis-28392	137	21	and	and	CCONJ
bracis-28392	137	22	mediapipe129	mediapipe129	PROPN
bracis-28392	137	23	are	be	AUX
bracis-28392	137	24	landmark	landmark	NOUN
bracis-28392	137	25	sets	set	NOUN
bracis-28392	137	26	based	base	VERB
bracis-28392	137	27	on	on	ADP
bracis-28392	137	28	the	the	DET
bracis-28392	137	29	same	same	ADJ
bracis-28392	137	30	faces	face	NOUN
bracis-28392	137	31	extracted	extract	VERB
bracis-28392	137	32	by	by	ADP
bracis-28392	137	33	mediapipe	mediapipe	NOUN
bracis-28392	137	34	face	face	NOUN
bracis-28392	137	35	detection	detection	NOUN
bracis-28392	137	36	algorithm	algorithm	NOUN
bracis-28392	137	37	)	)	PUNCT
bracis-28392	137	38	.	.	PUNCT
bracis-28392	138	1	rows	row	NOUN
bracis-28392	138	2	corresponding	correspond	VERB
bracis-28392	138	3	to	to	ADP
bracis-28392	138	4	“	"	PUNCT
bracis-28392	138	5	experiment	experiment	NOUN
bracis-28392	138	6	2	2	NUM
bracis-28392	138	7	”	"	PUNCT
bracis-28392	138	8	describe	describe	VERB
bracis-28392	138	9	the	the	DET
bracis-28392	138	10	number	number	NOUN
bracis-28392	138	11	of	of	ADP
bracis-28392	138	12	faces	face	NOUN
bracis-28392	138	13	detected	detect	VERB
bracis-28392	138	14	by	by	ADP
bracis-28392	138	15	all	all	DET
bracis-28392	138	16	libraries.full	libraries.full	ADJ
bracis-28392	138	17	size	size	NOUN
bracis-28392	138	18	table	table	NOUN
bracis-28392	138	19	in	in	ADP
bracis-28392	138	20	addition	addition	NOUN
bracis-28392	138	21	,	,	PUNCT
bracis-28392	138	22	in	in	ADP
bracis-28392	138	23	order	order	NOUN
bracis-28392	138	24	to	to	PART
bracis-28392	138	25	investigate	investigate	VERB
bracis-28392	138	26	if	if	SCONJ
bracis-28392	138	27	the	the	DET
bracis-28392	138	28	h1	h1	NOUN
bracis-28392	138	29	and	and	CCONJ
bracis-28392	138	30	h2	h2	NOUN
bracis-28392	138	31	test	test	NOUN
bracis-28392	138	32	results	result	NOUN
bracis-28392	138	33	can	can	AUX
bracis-28392	138	34	be	be	AUX
bracis-28392	138	35	dependent	dependent	ADJ
bracis-28392	138	36	on	on	ADP
bracis-28392	138	37	the	the	DET
bracis-28392	138	38	classifier	classifier	NOUN
bracis-28392	138	39	induction	induction	NOUN
bracis-28392	138	40	algorithm	algorithm	NOUN
bracis-28392	138	41	,	,	PUNCT
bracis-28392	138	42	the	the	DET
bracis-28392	138	43	same	same	ADJ
bracis-28392	138	44	test	test	NOUN
bracis-28392	138	45	was	be	AUX
bracis-28392	138	46	repeated	repeat	VERB
bracis-28392	138	47	using	use	VERB
bracis-28392	138	48	only	only	ADV
bracis-28392	138	49	the	the	DET
bracis-28392	138	50	f1	f1	NOUN
bracis-28392	138	51	-	-	PUNCT
bracis-28392	138	52	scores	score	NOUN
bracis-28392	138	53	of	of	ADP
bracis-28392	138	54	classifiers	classifier	NOUN
bracis-28392	138	55	inducted	induct	VERB
bracis-28392	138	56	by	by	ADP
bracis-28392	138	57	the	the	DET
bracis-28392	138	58	same	same	ADJ
bracis-28392	138	59	algorithms	algorithm	NOUN
bracis-28392	138	60	.	.	PUNCT
bracis-28392	139	1	for	for	ADP
bracis-28392	139	2	these	these	DET
bracis-28392	139	3	tests	test	NOUN
bracis-28392	139	4	a	a	DET
bracis-28392	139	5	bonferroni	bonferroni	NOUN
bracis-28392	139	6	-	-	PUNCT
bracis-28392	139	7	holm	holm	PROPN
bracis-28392	139	8	correction	correction	NOUN
bracis-28392	139	9	was	be	AUX
bracis-28392	139	10	applied	apply	VERB
bracis-28392	139	11	to	to	PART
bracis-28392	139	12	correct	correct	VERB
bracis-28392	139	13	the	the	DET
bracis-28392	139	14	p	p	NOUN
bracis-28392	139	15	-	-	PUNCT
bracis-28392	139	16	values	value	NOUN
bracis-28392	139	17	due	due	ADP
bracis-28392	139	18	to	to	ADP
bracis-28392	139	19	the	the	DET
bracis-28392	139	20	execution	execution	NOUN
bracis-28392	139	21	of	of	ADP
bracis-28392	139	22	the	the	DET
bracis-28392	139	23	six	six	NUM
bracis-28392	139	24	tests	test	NOUN
bracis-28392	139	25	.	.	PUNCT
bracis-28392	140	1	the	the	DET
bracis-28392	140	2	friedman	friedman	PROPN
bracis-28392	140	3	test	test	NOUN
bracis-28392	140	4	only	only	ADV
bracis-28392	140	5	evaluates	evaluate	VERB
bracis-28392	140	6	if	if	SCONJ
bracis-28392	140	7	the	the	DET
bracis-28392	140	8	average	average	ADJ
bracis-28392	140	9	f1	f1	NOUN
bracis-28392	140	10	-	-	PUNCT
bracis-28392	140	11	score	score	NOUN
bracis-28392	140	12	is	be	AUX
bracis-28392	140	13	significantly	significantly	ADV
bracis-28392	140	14	different	different	ADJ
bracis-28392	140	15	among	among	ADP
bracis-28392	140	16	the	the	DET
bracis-28392	140	17	five	five	NUM
bracis-28392	140	18	landmark	landmark	NOUN
bracis-28392	140	19	sets	set	NOUN
bracis-28392	140	20	.	.	PUNCT
bracis-28392	141	1	to	to	PART
bracis-28392	141	2	test	test	VERB
bracis-28392	141	3	if	if	SCONJ
bracis-28392	141	4	there	there	PRON
bracis-28392	141	5	is	be	VERB
bracis-28392	141	6	a	a	DET
bracis-28392	141	7	significant	significant	ADJ
bracis-28392	141	8	difference	difference	NOUN
bracis-28392	141	9	between	between	ADP
bracis-28392	141	10	each	each	DET
bracis-28392	141	11	pair	pair	NOUN
bracis-28392	141	12	of	of	ADP
bracis-28392	141	13	landmark	landmark	NOUN
bracis-28392	141	14	sets	set	NOUN
bracis-28392	141	15	,	,	PUNCT
bracis-28392	141	16	the	the	DET
bracis-28392	141	17	wilcoxon	wilcoxon	ADJ
bracis-28392	141	18	test	test	NOUN
bracis-28392	141	19	was	be	AUX
bracis-28392	141	20	applied	apply	VERB
bracis-28392	141	21	.	.	PUNCT
bracis-28392	142	1	3	3	NUM
bracis-28392	142	2	results	result	NOUN
bracis-28392	142	3	and	and	CCONJ
bracis-28392	142	4	 	 	SPACE
bracis-28392	142	5	discussion	discussion	NOUN
bracis-28392	142	6	table	table	NOUN
bracis-28392	142	7	 	 	SPACE
bracis-28392	142	8	4	4	NUM
bracis-28392	142	9	(	(	PUNCT
bracis-28392	142	10	rows	row	NOUN
bracis-28392	142	11	corresponding	correspond	VERB
bracis-28392	142	12	to	to	ADP
bracis-28392	142	13	“	"	PUNCT
bracis-28392	142	14	experiment	experiment	NOUN
bracis-28392	142	15	1	1	NUM
bracis-28392	142	16	”	"	PUNCT
bracis-28392	142	17	)	)	PUNCT
bracis-28392	142	18	shows	show	VERB
bracis-28392	142	19	the	the	DET
bracis-28392	142	20	number	number	NOUN
bracis-28392	142	21	of	of	ADP
bracis-28392	142	22	images	image	NOUN
bracis-28392	142	23	where	where	SCONJ
bracis-28392	142	24	the	the	DET
bracis-28392	142	25	face	face	NOUN
bracis-28392	142	26	was	be	AUX
bracis-28392	142	27	correctly	correctly	ADV
bracis-28392	142	28	detected	detect	VERB
bracis-28392	142	29	by	by	ADP
bracis-28392	142	30	each	each	DET
bracis-28392	142	31	library	library	NOUN
bracis-28392	142	32	.	.	PUNCT
bracis-28392	143	1	from	from	ADP
bracis-28392	143	2	an	an	DET
bracis-28392	143	3	initial	initial	ADJ
bracis-28392	143	4	set	set	NOUN
bracis-28392	143	5	of	of	ADP
bracis-28392	143	6	117	117	NUM
bracis-28392	143	7	images	image	NOUN
bracis-28392	143	8	(	(	PUNCT
bracis-28392	143	9	43	43	NUM
bracis-28392	143	10	images	image	NOUN
bracis-28392	143	11	from	from	ADP
bracis-28392	143	12	asd	asd	NOUN
bracis-28392	143	13	and	and	CCONJ
bracis-28392	143	14	74	74	NUM
bracis-28392	143	15	images	image	NOUN
bracis-28392	143	16	from	from	ADP
bracis-28392	143	17	td	td	NOUN
bracis-28392	143	18	individuals	individual	NOUN
bracis-28392	143	19	)	)	PUNCT
bracis-28392	143	20	,	,	PUNCT
bracis-28392	143	21	the	the	DET
bracis-28392	143	22	face	face	NOUN
bracis-28392	143	23	detection	detection	NOUN
bracis-28392	143	24	algorithms	algorithm	NOUN
bracis-28392	143	25	performed	perform	VERB
bracis-28392	143	26	differently	differently	ADV
bracis-28392	143	27	,	,	PUNCT
bracis-28392	143	28	detecting	detect	VERB
bracis-28392	143	29	the	the	DET
bracis-28392	143	30	face	face	NOUN
bracis-28392	143	31	in	in	ADP
bracis-28392	143	32	63	63	NUM
bracis-28392	143	33	%	%	NOUN
bracis-28392	143	34	to	to	PART
bracis-28392	143	35	89	89	NUM
bracis-28392	143	36	%	%	NOUN
bracis-28392	143	37	of	of	ADP
bracis-28392	143	38	the	the	DET
bracis-28392	143	39	images	image	NOUN
bracis-28392	143	40	.	.	PUNCT
bracis-28392	144	1	mediapipe	mediapipe	PROPN
bracis-28392	144	2	was	be	AUX
bracis-28392	144	3	the	the	DET
bracis-28392	144	4	library	library	NOUN
bracis-28392	144	5	that	that	PRON
bracis-28392	144	6	detected	detect	VERB
bracis-28392	144	7	fewer	few	ADJ
bracis-28392	144	8	faces	face	NOUN
bracis-28392	144	9	,	,	PUNCT
bracis-28392	144	10	whereas	whereas	SCONJ
bracis-28392	144	11	opencv	opencv	PROPN
bracis-28392	144	12	using	use	VERB
bracis-28392	144	13	the	the	DET
bracis-28392	144	14	dnn	dnn	PROPN
bracis-28392	144	15	algorithm	algorithm	NOUN
bracis-28392	144	16	was	be	AUX
bracis-28392	144	17	the	the	DET
bracis-28392	144	18	library	library	NOUN
bracis-28392	144	19	that	that	PRON
bracis-28392	144	20	detected	detect	VERB
bracis-28392	144	21	more	more	ADJ
bracis-28392	144	22	faces	face	NOUN
bracis-28392	144	23	.	.	PUNCT
bracis-28392	145	1	only	only	ADV
bracis-28392	145	2	62	62	NUM
bracis-28392	145	3	images	image	NOUN
bracis-28392	145	4	(	(	PUNCT
bracis-28392	145	5	53	53	NUM
bracis-28392	145	6	%	%	NOUN
bracis-28392	145	7	)	)	PUNCT
bracis-28392	145	8	had	have	VERB
bracis-28392	145	9	the	the	DET
bracis-28392	145	10	face	face	NOUN
bracis-28392	145	11	correctly	correctly	ADV
bracis-28392	145	12	detected	detect	VERB
bracis-28392	145	13	by	by	ADP
bracis-28392	145	14	all	all	DET
bracis-28392	145	15	libraries	library	NOUN
bracis-28392	145	16	.	.	PUNCT
bracis-28392	146	1	these	these	DET
bracis-28392	146	2	images	image	NOUN
bracis-28392	146	3	were	be	AUX
bracis-28392	146	4	used	use	VERB
bracis-28392	146	5	to	to	PART
bracis-28392	146	6	compose	compose	VERB
bracis-28392	146	7	the	the	DET
bracis-28392	146	8	five	five	NUM
bracis-28392	146	9	landmark	landmark	NOUN
bracis-28392	146	10	sets	set	NOUN
bracis-28392	146	11	in	in	ADP
bracis-28392	146	12	experiment	experiment	NOUN
bracis-28392	146	13	2	2	NUM
bracis-28392	146	14	(	(	PUNCT
bracis-28392	146	15	table	table	NOUN
bracis-28392	146	16	 	 	SPACE
bracis-28392	146	17	4	4	NUM
bracis-28392	146	18	rows	row	NOUN
bracis-28392	146	19	corresponding	correspond	VERB
bracis-28392	146	20	to	to	ADP
bracis-28392	146	21	“	"	PUNCT
bracis-28392	146	22	experiment	experiment	NOUN
bracis-28392	146	23	2	2	NUM
bracis-28392	146	24	”	"	PUNCT
bracis-28392	146	25	)	)	PUNCT
bracis-28392	146	26	.	.	PUNCT
bracis-28392	147	1	table	table	NOUN
bracis-28392	147	2	 	 	SPACE
bracis-28392	147	3	5	5	NUM
bracis-28392	147	4	shows	show	VERB
bracis-28392	147	5	the	the	DET
bracis-28392	147	6	p	p	NOUN
bracis-28392	147	7	-	-	PUNCT
bracis-28392	147	8	values	value	NOUN
bracis-28392	147	9	resulting	result	VERB
bracis-28392	147	10	from	from	ADP
bracis-28392	147	11	the	the	DET
bracis-28392	147	12	friedman	friedman	PROPN
bracis-28392	147	13	test	test	NOUN
bracis-28392	147	14	performed	perform	VERB
bracis-28392	147	15	on	on	ADP
bracis-28392	147	16	all	all	DET
bracis-28392	147	17	inducted	induct	VERB
bracis-28392	147	18	classifiers	classifier	NOUN
bracis-28392	147	19	,	,	PUNCT
bracis-28392	147	20	as	as	ADV
bracis-28392	147	21	well	well	ADV
bracis-28392	147	22	as	as	ADP
bracis-28392	147	23	for	for	ADP
bracis-28392	147	24	each	each	DET
bracis-28392	147	25	classifier	classifier	NOUN
bracis-28392	147	26	induction	induction	NOUN
bracis-28392	147	27	algorithm	algorithm	NOUN
bracis-28392	147	28	separately	separately	ADV
bracis-28392	147	29	,	,	PUNCT
bracis-28392	147	30	for	for	ADP
bracis-28392	147	31	both	both	DET
bracis-28392	147	32	experiments	experiment	NOUN
bracis-28392	147	33	.	.	PUNCT
bracis-28392	148	1	considering	consider	VERB
bracis-28392	148	2	all	all	DET
bracis-28392	148	3	learned	learn	VERB
bracis-28392	148	4	classifiers	classifier	NOUN
bracis-28392	148	5	(	(	PUNCT
bracis-28392	148	6	table	table	NOUN
bracis-28392	148	7	 	 	SPACE
bracis-28392	148	8	5	5	NUM
bracis-28392	148	9	,	,	PUNCT
bracis-28392	148	10	row	row	NOUN
bracis-28392	148	11	“	"	PUNCT
bracis-28392	148	12	all	all	DET
bracis-28392	148	13	classifiers	classifier	NOUN
bracis-28392	148	14	”	"	PUNCT
bracis-28392	148	15	)	)	PUNCT
bracis-28392	148	16	,	,	PUNCT
bracis-28392	148	17	the	the	DET
bracis-28392	148	18	results	result	NOUN
bracis-28392	148	19	show	show	VERB
bracis-28392	148	20	that	that	SCONJ
bracis-28392	148	21	there	there	PRON
bracis-28392	148	22	is	be	VERB
bracis-28392	148	23	a	a	DET
bracis-28392	148	24	significant	significant	ADJ
bracis-28392	148	25	difference	difference	NOUN
bracis-28392	148	26	between	between	ADP
bracis-28392	148	27	the	the	DET
bracis-28392	148	28	f1	f1	NOUN
bracis-28392	148	29	-	-	PUNCT
bracis-28392	148	30	scores	score	NOUN
bracis-28392	148	31	obtained	obtain	VERB
bracis-28392	148	32	when	when	SCONJ
bracis-28392	148	33	using	use	VERB
bracis-28392	148	34	different	different	ADJ
bracis-28392	148	35	landmark	landmark	NOUN
bracis-28392	148	36	sets	set	NOUN
bracis-28392	148	37	(	(	PUNCT
bracis-28392	148	38	i.e.	i.e.	X
bracis-28392	148	39	,	,	PUNCT
bracis-28392	148	40	different	different	ADJ
bracis-28392	148	41	libraries	library	NOUN
bracis-28392	148	42	for	for	ADP
bracis-28392	148	43	face	face	NOUN
bracis-28392	148	44	detection	detection	NOUN
bracis-28392	148	45	and	and	CCONJ
bracis-28392	148	46	landmark	landmark	NOUN
bracis-28392	148	47	identification	identification	NOUN
bracis-28392	148	48	)	)	PUNCT
bracis-28392	148	49	,	,	PUNCT
bracis-28392	148	50	in	in	ADP
bracis-28392	148	51	both	both	DET
bracis-28392	148	52	experiments	experiment	NOUN
bracis-28392	148	53	1	1	NUM
bracis-28392	148	54	and	and	CCONJ
bracis-28392	148	55	2	2	NUM
bracis-28392	148	56	(	(	PUNCT
bracis-28392	148	57	p	p	NOUN
bracis-28392	148	58	-	-	PUNCT
bracis-28392	148	59	values	value	NOUN
bracis-28392	148	60	<	<	X
bracis-28392	148	61	0.001	0.001	NUM
bracis-28392	148	62	)	)	PUNCT
bracis-28392	148	63	,	,	PUNCT
bracis-28392	148	64	allowing	allow	VERB
bracis-28392	148	65	that	that	SCONJ
bracis-28392	148	66	h1	h1	NOUN
bracis-28392	148	67	and	and	CCONJ
bracis-28392	148	68	h2	h2	NOUN
bracis-28392	148	69	are	be	AUX
bracis-28392	148	70	accepted	accept	VERB
bracis-28392	148	71	.	.	PUNCT
bracis-28392	149	1	that	that	PRON
bracis-28392	149	2	means	mean	VERB
bracis-28392	149	3	that	that	SCONJ
bracis-28392	149	4	both	both	PRON
bracis-28392	149	5	correct	correct	ADJ
bracis-28392	149	6	face	face	NOUN
bracis-28392	149	7	detection	detection	NOUN
bracis-28392	149	8	and	and	CCONJ
bracis-28392	149	9	landmark	landmark	NOUN
bracis-28392	149	10	identification	identification	NOUN
bracis-28392	149	11	have	have	VERB
bracis-28392	149	12	a	a	DET
bracis-28392	149	13	significant	significant	ADJ
bracis-28392	149	14	effect	effect	NOUN
bracis-28392	149	15	on	on	ADP
bracis-28392	149	16	the	the	DET
bracis-28392	149	17	final	final	ADJ
bracis-28392	149	18	classification	classification	NOUN
bracis-28392	149	19	.	.	PUNCT
bracis-28392	150	1	all	all	DET
bracis-28392	150	2	p	p	NOUN
bracis-28392	150	3	-	-	PUNCT
bracis-28392	150	4	values	value	NOUN
bracis-28392	150	5	are	be	AUX
bracis-28392	150	6	also	also	ADV
bracis-28392	150	7	below	below	ADP
bracis-28392	150	8	the	the	DET
bracis-28392	150	9	critical	critical	ADJ
bracis-28392	150	10	value	value	NOUN
bracis-28392	150	11	of	of	ADP
bracis-28392	150	12	0.05	0.05	NUM
bracis-28392	150	13	considering	consider	VERB
bracis-28392	150	14	the	the	DET
bracis-28392	150	15	test	test	NOUN
bracis-28392	150	16	performed	perform	VERB
bracis-28392	150	17	for	for	ADP
bracis-28392	150	18	each	each	DET
bracis-28392	150	19	classifier	classifier	ADJ
bracis-28392	150	20	induction	induction	NOUN
bracis-28392	150	21	separately	separately	ADV
bracis-28392	150	22	(	(	PUNCT
bracis-28392	150	23	table	table	NOUN
bracis-28392	150	24	 	 	SPACE
bracis-28392	150	25	5	5	NUM
bracis-28392	150	26	,	,	PUNCT
bracis-28392	150	27	rows	row	VERB
bracis-28392	150	28	“	"	PUNCT
bracis-28392	150	29	svm	svm	PROPN
bracis-28392	150	30	”	"	PUNCT
bracis-28392	150	31	to	to	ADP
bracis-28392	150	32	“	"	PUNCT
bracis-28392	150	33	lda	lda	PROPN
bracis-28392	150	34	”	"	PUNCT
bracis-28392	150	35	)	)	PUNCT
bracis-28392	150	36	.	.	PUNCT
bracis-28392	151	1	however	however	ADV
bracis-28392	151	2	,	,	PUNCT
bracis-28392	151	3	three	three	NUM
bracis-28392	151	4	classifier	classifier	NOUN
bracis-28392	151	5	induction	induction	NOUN
bracis-28392	151	6	algorithms	algorithm	NOUN
bracis-28392	151	7	had	have	VERB
bracis-28392	151	8	their	their	PRON
bracis-28392	151	9	p	p	NOUN
bracis-28392	151	10	-	-	PUNCT
bracis-28392	151	11	values	value	NOUN
bracis-28392	151	12	closer	close	ADJ
bracis-28392	151	13	to	to	ADP
bracis-28392	151	14	the	the	DET
bracis-28392	151	15	critical	critical	ADJ
bracis-28392	151	16	value	value	NOUN
bracis-28392	151	17	:	:	PUNCT
bracis-28392	151	18	svm	svm	VERB
bracis-28392	151	19	in	in	ADP
bracis-28392	151	20	experiment	experiment	NOUN
bracis-28392	151	21	1	1	NUM
bracis-28392	151	22	and	and	CCONJ
bracis-28392	151	23	naive	naive	ADJ
bracis-28392	151	24	bayes	baye	NOUN
bracis-28392	151	25	and	and	CCONJ
bracis-28392	151	26	random	random	ADJ
bracis-28392	151	27	forests	forest	NOUN
bracis-28392	151	28	in	in	ADP
bracis-28392	151	29	experiment	experiment	NOUN
bracis-28392	151	30	2	2	NUM
bracis-28392	151	31	.	.	PUNCT
bracis-28392	152	1	this	this	PRON
bracis-28392	152	2	may	may	AUX
bracis-28392	152	3	indicate	indicate	VERB
bracis-28392	152	4	that	that	SCONJ
bracis-28392	152	5	different	different	ADJ
bracis-28392	152	6	classifier	classifier	NOUN
bracis-28392	152	7	induction	induction	NOUN
bracis-28392	152	8	algorithms	algorithm	NOUN
bracis-28392	152	9	have	have	VERB
bracis-28392	152	10	different	different	ADJ
bracis-28392	152	11	susceptibility	susceptibility	NOUN
bracis-28392	152	12	to	to	ADP
bracis-28392	152	13	data	data	NOUN
bracis-28392	152	14	variation	variation	NOUN
bracis-28392	152	15	obtained	obtain	VERB
bracis-28392	152	16	using	use	VERB
bracis-28392	152	17	these	these	DET
bracis-28392	152	18	libraries	library	NOUN
bracis-28392	152	19	.	.	PUNCT
bracis-28392	153	1	however	however	ADV
bracis-28392	153	2	,	,	PUNCT
bracis-28392	153	3	more	more	ADJ
bracis-28392	153	4	experiments	experiment	NOUN
bracis-28392	153	5	should	should	AUX
bracis-28392	153	6	be	be	AUX
bracis-28392	153	7	conduct	conduct	NOUN
bracis-28392	153	8	to	to	PART
bracis-28392	153	9	investigate	investigate	VERB
bracis-28392	153	10	this	this	DET
bracis-28392	153	11	issue	issue	NOUN
bracis-28392	153	12	.	.	PUNCT
bracis-28392	154	1	table	table	NOUN
bracis-28392	154	2	5	5	NUM
bracis-28392	154	3	.	.	PUNCT
bracis-28392	155	1	results	result	NOUN
bracis-28392	155	2	of	of	ADP
bracis-28392	155	3	the	the	DET
bracis-28392	155	4	friedman	friedman	NOUN
bracis-28392	155	5	tests	test	NOUN
bracis-28392	155	6	considering	consider	VERB
bracis-28392	155	7	the	the	DET
bracis-28392	155	8	2940	2940	NUM
bracis-28392	155	9	generated	generate	VERB
bracis-28392	155	10	classifiers	classifier	NOUN
bracis-28392	155	11	per	per	ADP
bracis-28392	155	12	landmark	landmark	NOUN
bracis-28392	155	13	set	set	NOUN
bracis-28392	155	14	(	(	PUNCT
bracis-28392	155	15	“	"	PUNCT
bracis-28392	155	16	all	all	DET
bracis-28392	155	17	classifiers	classifier	NOUN
bracis-28392	155	18	”	"	PUNCT
bracis-28392	155	19	)	)	PUNCT
bracis-28392	155	20	and	and	CCONJ
bracis-28392	155	21	per	per	ADP
bracis-28392	155	22	classifier	classifier	NOUN
bracis-28392	155	23	induction	induction	NOUN
bracis-28392	155	24	algorithm.full	algorithm.full	PROPN
bracis-28392	155	25	size	size	NOUN
bracis-28392	155	26	table	table	NOUN
bracis-28392	155	27	table	table	NOUN
bracis-28392	155	28	 	 	SPACE
bracis-28392	155	29	6	6	NUM
bracis-28392	155	30	shows	show	VERB
bracis-28392	155	31	the	the	DET
bracis-28392	155	32	p	p	NOUN
bracis-28392	155	33	-	-	PUNCT
bracis-28392	155	34	values	value	NOUN
bracis-28392	155	35	achieved	achieve	VERB
bracis-28392	155	36	using	use	VERB
bracis-28392	155	37	the	the	DET
bracis-28392	155	38	wilcoxon	wilcoxon	ADJ
bracis-28392	155	39	test	test	NOUN
bracis-28392	155	40	for	for	ADP
bracis-28392	155	41	each	each	DET
bracis-28392	155	42	pair	pair	NOUN
bracis-28392	155	43	of	of	ADP
bracis-28392	155	44	landmark	landmark	NOUN
bracis-28392	155	45	sets	set	NOUN
bracis-28392	155	46	in	in	ADP
bracis-28392	155	47	both	both	DET
bracis-28392	155	48	experiments	experiment	NOUN
bracis-28392	155	49	.	.	PUNCT
bracis-28392	156	1	in	in	ADP
bracis-28392	156	2	experiment	experiment	NOUN
bracis-28392	156	3	1	1	NUM
bracis-28392	156	4	,	,	PUNCT
bracis-28392	156	5	the	the	DET
bracis-28392	156	6	results	result	NOUN
bracis-28392	156	7	show	show	VERB
bracis-28392	156	8	that	that	SCONJ
bracis-28392	156	9	the	the	DET
bracis-28392	156	10	f1	f1	NOUN
bracis-28392	156	11	-	-	PUNCT
bracis-28392	156	12	scores	score	NOUN
bracis-28392	156	13	achieved	achieve	VERB
bracis-28392	156	14	using	use	VERB
bracis-28392	156	15	the	the	DET
bracis-28392	156	16	dlibcnn	dlibcnn	NOUN
bracis-28392	156	17	and	and	CCONJ
bracis-28392	156	18	opencvdnn	opencvdnn	ADJ
bracis-28392	156	19	landmark	landmark	NOUN
bracis-28392	156	20	sets	set	NOUN
bracis-28392	156	21	are	be	AUX
bracis-28392	156	22	not	not	PART
bracis-28392	156	23	significantly	significantly	ADV
bracis-28392	156	24	different	different	ADJ
bracis-28392	156	25	,	,	PUNCT
bracis-28392	156	26	as	as	ADV
bracis-28392	156	27	well	well	ADV
bracis-28392	156	28	as	as	ADP
bracis-28392	156	29	using	use	VERB
bracis-28392	156	30	mediapipe	mediapipe	NOUN
bracis-28392	156	31	68	68	NUM
bracis-28392	156	32	and	and	CCONJ
bracis-28392	156	33	mediapipe	mediapipe	PROPN
bracis-28392	156	34	129	129	NUM
bracis-28392	156	35	.	.	PUNCT
bracis-28392	157	1	dlibcnn	dlibcnn	PROPN
bracis-28392	157	2	and	and	CCONJ
bracis-28392	157	3	opencvdnn	opencvdnn	NOUN
bracis-28392	157	4	are	be	AUX
bracis-28392	157	5	the	the	DET
bracis-28392	157	6	landmark	landmark	NOUN
bracis-28392	157	7	sets	set	NOUN
bracis-28392	157	8	based	base	VERB
bracis-28392	157	9	on	on	ADP
bracis-28392	157	10	the	the	DET
bracis-28392	157	11	highest	high	ADJ
bracis-28392	157	12	number	number	NOUN
bracis-28392	157	13	of	of	ADP
bracis-28392	157	14	images	image	NOUN
bracis-28392	157	15	(	(	PUNCT
bracis-28392	157	16	101	101	NUM
bracis-28392	157	17	and	and	CCONJ
bracis-28392	157	18	104	104	NUM
bracis-28392	157	19	detected	detect	VERB
bracis-28392	157	20	faces	face	NOUN
bracis-28392	157	21	,	,	PUNCT
bracis-28392	157	22	respectively	respectively	ADV
bracis-28392	157	23	table	table	NOUN
bracis-28392	157	24	 	 	SPACE
bracis-28392	157	25	4	4	NUM
bracis-28392	157	26	)	)	PUNCT
bracis-28392	157	27	whereas	whereas	SCONJ
bracis-28392	157	28	mediapipe	mediapipe	NOUN
bracis-28392	157	29	68	68	NUM
bracis-28392	157	30	and	and	CCONJ
bracis-28392	157	31	mediapipe	mediapipe	VERB
bracis-28392	157	32	129	129	NUM
bracis-28392	157	33	landmark	landmark	NOUN
bracis-28392	157	34	sets	set	NOUN
bracis-28392	157	35	are	be	AUX
bracis-28392	157	36	based	base	VERB
bracis-28392	157	37	on	on	ADP
bracis-28392	157	38	exactly	exactly	ADV
bracis-28392	157	39	the	the	DET
bracis-28392	157	40	same	same	ADJ
bracis-28392	157	41	images	image	NOUN
bracis-28392	157	42	.	.	PUNCT
bracis-28392	158	1	in	in	ADP
bracis-28392	158	2	experiment	experiment	NOUN
bracis-28392	158	3	2	2	NUM
bracis-28392	158	4	,	,	PUNCT
bracis-28392	158	5	where	where	SCONJ
bracis-28392	158	6	all	all	DET
bracis-28392	158	7	landmark	landmark	NOUN
bracis-28392	158	8	sets	set	NOUN
bracis-28392	158	9	were	be	AUX
bracis-28392	158	10	extracted	extract	VERB
bracis-28392	158	11	from	from	ADP
bracis-28392	158	12	the	the	DET
bracis-28392	158	13	same	same	ADJ
bracis-28392	158	14	62	62	NUM
bracis-28392	158	15	images	image	NOUN
bracis-28392	158	16	,	,	PUNCT
bracis-28392	158	17	all	all	DET
bracis-28392	158	18	p	p	NOUN
bracis-28392	158	19	-	-	PUNCT
bracis-28392	158	20	values	value	NOUN
bracis-28392	158	21	were	be	AUX
bracis-28392	158	22	\	\	PROPN
bracis-28392	158	23	(	(	PUNCT
bracis-28392	158	24	<	<	X
bracis-28392	158	25	0.05\	0.05\	PROPN
bracis-28392	158	26	)	)	PUNCT
bracis-28392	158	27	,	,	PUNCT
bracis-28392	158	28	indicating	indicate	VERB
bracis-28392	158	29	that	that	SCONJ
bracis-28392	158	30	f1	f1	NOUN
bracis-28392	158	31	-	-	PUNCT
bracis-28392	158	32	scores	score	NOUN
bracis-28392	158	33	are	be	AUX
bracis-28392	158	34	significantly	significantly	ADV
bracis-28392	158	35	different	different	ADJ
bracis-28392	158	36	between	between	ADP
bracis-28392	158	37	each	each	DET
bracis-28392	158	38	pair	pair	NOUN
bracis-28392	158	39	of	of	ADP
bracis-28392	158	40	landmark	landmark	NOUN
bracis-28392	158	41	sets	set	NOUN
bracis-28392	158	42	.	.	PUNCT
bracis-28392	159	1	these	these	DET
bracis-28392	159	2	results	result	NOUN
bracis-28392	159	3	indicate	indicate	VERB
bracis-28392	159	4	that	that	SCONJ
bracis-28392	159	5	the	the	DET
bracis-28392	159	6	number	number	NOUN
bracis-28392	159	7	of	of	ADP
bracis-28392	159	8	training	training	NOUN
bracis-28392	159	9	images	image	NOUN
bracis-28392	159	10	not	not	PART
bracis-28392	159	11	only	only	ADV
bracis-28392	159	12	affect	affect	VERB
bracis-28392	159	13	the	the	DET
bracis-28392	159	14	classifier	classifier	NOUN
bracis-28392	159	15	performance	performance	NOUN
bracis-28392	159	16	but	but	CCONJ
bracis-28392	159	17	also	also	ADV
bracis-28392	159	18	the	the	DET
bracis-28392	159	19	quality	quality	NOUN
bracis-28392	159	20	of	of	ADP
bracis-28392	159	21	face	face	NOUN
bracis-28392	159	22	and	and	CCONJ
bracis-28392	159	23	landmark	landmark	NOUN
bracis-28392	159	24	identification	identification	NOUN
bracis-28392	159	25	.	.	PUNCT
bracis-28392	160	1	in	in	ADP
bracis-28392	160	2	addition	addition	NOUN
bracis-28392	160	3	,	,	PUNCT
bracis-28392	160	4	the	the	DET
bracis-28392	160	5	significant	significant	ADJ
bracis-28392	160	6	difference	difference	NOUN
bracis-28392	160	7	between	between	ADP
bracis-28392	160	8	mediapipe	mediapipe	NOUN
bracis-28392	160	9	68	68	NUM
bracis-28392	160	10	and	and	CCONJ
bracis-28392	160	11	mediapipe	mediapipe	VERB
bracis-28392	160	12	129	129	NUM
bracis-28392	160	13	only	only	ADV
bracis-28392	160	14	in	in	ADP
bracis-28392	160	15	experiment	experiment	NOUN
bracis-28392	160	16	2	2	NUM
bracis-28392	160	17	may	may	AUX
bracis-28392	160	18	indicate	indicate	VERB
bracis-28392	160	19	that	that	SCONJ
bracis-28392	160	20	the	the	DET
bracis-28392	160	21	additional	additional	ADJ
bracis-28392	160	22	landmarks	landmark	NOUN
bracis-28392	160	23	in	in	ADP
bracis-28392	160	24	mediapipe	mediapipe	NOUN
bracis-28392	160	25	129	129	NUM
bracis-28392	160	26	improved	improve	VERB
bracis-28392	160	27	the	the	DET
bracis-28392	160	28	classifier	classifier	ADJ
bracis-28392	160	29	performance	performance	NOUN
bracis-28392	160	30	when	when	SCONJ
bracis-28392	160	31	there	there	PRON
bracis-28392	160	32	was	be	VERB
bracis-28392	160	33	a	a	DET
bracis-28392	160	34	smaller	small	ADJ
bracis-28392	160	35	number	number	NOUN
bracis-28392	160	36	of	of	ADP
bracis-28392	160	37	training	training	NOUN
bracis-28392	160	38	images	image	NOUN
bracis-28392	160	39	.	.	PUNCT
bracis-28392	161	1	table	table	NOUN
bracis-28392	161	2	6	6	NUM
bracis-28392	161	3	.	.	PUNCT
bracis-28392	162	1	results	result	NOUN
bracis-28392	162	2	of	of	ADP
bracis-28392	162	3	the	the	DET
bracis-28392	162	4	wilcoxon	wilcoxon	ADJ
bracis-28392	162	5	tests.full	tests.full	NUM
bracis-28392	162	6	size	size	NOUN
bracis-28392	162	7	table	table	NOUN
bracis-28392	162	8	considering	consider	VERB
bracis-28392	162	9	the	the	DET
bracis-28392	162	10	use	use	NOUN
bracis-28392	162	11	of	of	ADP
bracis-28392	162	12	these	these	DET
bracis-28392	162	13	landmark	landmark	NOUN
bracis-28392	162	14	sets	set	NOUN
bracis-28392	162	15	to	to	ADP
bracis-28392	162	16	the	the	DET
bracis-28392	162	17	problem	problem	NOUN
bracis-28392	162	18	of	of	ADP
bracis-28392	162	19	asd	asd	NOUN
bracis-28392	162	20	x	x	SYM
bracis-28392	162	21	td	td	NOUN
bracis-28392	162	22	classification	classification	NOUN
bracis-28392	162	23	,	,	PUNCT
bracis-28392	162	24	fig	fig	NOUN
bracis-28392	162	25	.	.	PUNCT
bracis-28392	162	26	 	 	SPACE
bracis-28392	162	27	4	4	NUM
bracis-28392	162	28	shows	show	VERB
bracis-28392	162	29	the	the	DET
bracis-28392	162	30	highest	high	ADJ
bracis-28392	162	31	f1	f1	NOUN
bracis-28392	162	32	-	-	PUNCT
bracis-28392	162	33	score	score	NOUN
bracis-28392	162	34	(	(	PUNCT
bracis-28392	162	35	estimated	estimate	VERB
bracis-28392	162	36	by	by	ADP
bracis-28392	162	37	10	10	NUM
bracis-28392	162	38	-	-	ADJ
bracis-28392	162	39	fold	fold	ADJ
bracis-28392	162	40	cross	cross	NOUN
bracis-28392	162	41	-	-	NOUN
bracis-28392	162	42	validation	validation	NOUN
bracis-28392	162	43	)	)	PUNCT
bracis-28392	162	44	achieved	achieve	VERB
bracis-28392	162	45	using	use	VERB
bracis-28392	162	46	each	each	DET
bracis-28392	162	47	landmark	landmark	NOUN
bracis-28392	162	48	set	set	VERB
bracis-28392	162	49	in	in	ADP
bracis-28392	162	50	each	each	DET
bracis-28392	162	51	experiment	experiment	NOUN
bracis-28392	162	52	.	.	PUNCT
bracis-28392	163	1	openface	openface	PROPN
bracis-28392	163	2	,	,	PUNCT
bracis-28392	163	3	opencvdnn	opencvdnn	ADV
bracis-28392	163	4	and	and	CCONJ
bracis-28392	163	5	dlibcnn	dlibcnn	PROPN
bracis-28392	163	6	had	have	VERB
bracis-28392	163	7	the	the	DET
bracis-28392	163	8	best	good	ADJ
bracis-28392	163	9	results	result	NOUN
bracis-28392	163	10	in	in	ADP
bracis-28392	163	11	experiment	experiment	NOUN
bracis-28392	163	12	1	1	NUM
bracis-28392	163	13	,	,	PUNCT
bracis-28392	163	14	highlighting	highlight	VERB
bracis-28392	163	15	that	that	SCONJ
bracis-28392	163	16	openface	openface	NOUN
bracis-28392	163	17	and	and	CCONJ
bracis-28392	163	18	dlibcnn	dlibcnn	PROPN
bracis-28392	163	19	presented	present	VERB
bracis-28392	163	20	the	the	DET
bracis-28392	163	21	narrowest	narrow	ADJ
bracis-28392	163	22	confidence	confidence	NOUN
bracis-28392	163	23	intervals	interval	NOUN
bracis-28392	163	24	.	.	PUNCT
bracis-28392	164	1	in	in	ADP
bracis-28392	164	2	fact	fact	NOUN
bracis-28392	164	3	,	,	PUNCT
bracis-28392	164	4	in	in	ADP
bracis-28392	164	5	experiment	experiment	NOUN
bracis-28392	164	6	1	1	NUM
bracis-28392	164	7	these	these	DET
bracis-28392	164	8	three	three	NUM
bracis-28392	164	9	landmark	landmark	NOUN
bracis-28392	164	10	sets	set	NOUN
bracis-28392	164	11	are	be	AUX
bracis-28392	164	12	those	those	PRON
bracis-28392	164	13	based	base	VERB
bracis-28392	164	14	on	on	ADP
bracis-28392	164	15	the	the	DET
bracis-28392	164	16	highest	high	ADJ
bracis-28392	164	17	number	number	NOUN
bracis-28392	164	18	of	of	ADP
bracis-28392	164	19	detected	detect	VERB
bracis-28392	164	20	faces	face	NOUN
bracis-28392	164	21	(	(	PUNCT
bracis-28392	164	22	table	table	NOUN
bracis-28392	164	23	 	 	SPACE
bracis-28392	164	24	4	4	NUM
bracis-28392	164	25	)	)	PUNCT
bracis-28392	164	26	.	.	PUNCT
bracis-28392	165	1	it	it	PRON
bracis-28392	165	2	is	be	AUX
bracis-28392	165	3	noteworthy	noteworthy	ADJ
bracis-28392	165	4	that	that	SCONJ
bracis-28392	165	5	,	,	PUNCT
bracis-28392	165	6	although	although	SCONJ
bracis-28392	165	7	based	base	VERB
bracis-28392	165	8	on	on	ADP
bracis-28392	165	9	a	a	DET
bracis-28392	165	10	lower	low	ADJ
bracis-28392	165	11	number	number	NOUN
bracis-28392	165	12	of	of	ADP
bracis-28392	165	13	images	image	NOUN
bracis-28392	165	14	(	(	PUNCT
bracis-28392	165	15	95	95	NUM
bracis-28392	165	16	detected	detect	VERB
bracis-28392	165	17	faces	face	NOUN
bracis-28392	165	18	)	)	PUNCT
bracis-28392	165	19	,	,	PUNCT
bracis-28392	165	20	the	the	DET
bracis-28392	165	21	openface	openface	PROPN
bracis-28392	165	22	landmark	landmark	PROPN
bracis-28392	165	23	set	set	PROPN
bracis-28392	165	24	had	have	VERB
bracis-28392	165	25	the	the	DET
bracis-28392	165	26	highest	high	ADJ
bracis-28392	165	27	f1	f1	NOUN
bracis-28392	165	28	-	-	PUNCT
bracis-28392	165	29	score	score	NOUN
bracis-28392	165	30	(	(	PUNCT
bracis-28392	165	31	0.9184	0.9184	NUM
bracis-28392	165	32	)	)	PUNCT
bracis-28392	165	33	with	with	ADP
bracis-28392	165	34	an	an	DET
bracis-28392	165	35	accuracy	accuracy	NOUN
bracis-28392	165	36	of	of	ADP
bracis-28392	165	37	0.8861	0.8861	NUM
bracis-28392	165	38	,	,	PUNCT
bracis-28392	165	39	precision	precision	NOUN
bracis-28392	165	40	of	of	ADP
bracis-28392	165	41	0.8548	0.8548	NUM
bracis-28392	165	42	and	and	CCONJ
bracis-28392	165	43	recall	recall	NOUN
bracis-28392	165	44	of	of	ADP
bracis-28392	165	45	1.0	1.0	NUM
bracis-28392	165	46	.	.	PUNCT
bracis-28392	166	1	this	this	DET
bracis-28392	166	2	result	result	NOUN
bracis-28392	166	3	was	be	AUX
bracis-28392	166	4	achieved	achieve	VERB
bracis-28392	166	5	using	use	VERB
bracis-28392	166	6	smote	smote	PROPN
bracis-28392	166	7	tomek	tomek	PROPN
bracis-28392	166	8	for	for	ADP
bracis-28392	166	9	class	class	NOUN
bracis-28392	166	10	balancing	balancing	NOUN
bracis-28392	166	11	,	,	PUNCT
bracis-28392	166	12	pca	pca	NOUN
bracis-28392	166	13	for	for	ADP
bracis-28392	166	14	dimension	dimension	NOUN
bracis-28392	166	15	reduction	reduction	NOUN
bracis-28392	166	16	and	and	CCONJ
bracis-28392	166	17	lda	lda	VERB
bracis-28392	166	18	for	for	ADP
bracis-28392	166	19	classifier	classifier	ADJ
bracis-28392	166	20	induction	induction	NOUN
bracis-28392	166	21	algorithm	algorithm	NOUN
bracis-28392	166	22	.	.	PUNCT
bracis-28392	167	1	the	the	DET
bracis-28392	167	2	lowest	low	ADJ
bracis-28392	167	3	f1	f1	NOUN
bracis-28392	167	4	-	-	PUNCT
bracis-28392	167	5	score	score	NOUN
bracis-28392	167	6	(	(	PUNCT
bracis-28392	167	7	0.8436	0.8436	NUM
bracis-28392	167	8	)	)	PUNCT
bracis-28392	167	9	was	be	AUX
bracis-28392	167	10	achieved	achieve	VERB
bracis-28392	167	11	using	use	VERB
bracis-28392	167	12	mediapipe	mediapipe	PROPN
bracis-28392	167	13	64	64	NUM
bracis-28392	167	14	,	,	PUNCT
bracis-28392	167	15	which	which	PRON
bracis-28392	167	16	is	be	AUX
bracis-28392	167	17	consistent	consistent	ADJ
bracis-28392	167	18	with	with	ADP
bracis-28392	167	19	the	the	DET
bracis-28392	167	20	fact	fact	NOUN
bracis-28392	167	21	that	that	SCONJ
bracis-28392	167	22	this	this	DET
bracis-28392	167	23	landmark	landmark	NOUN
bracis-28392	167	24	set	set	NOUN
bracis-28392	167	25	is	be	AUX
bracis-28392	167	26	based	base	VERB
bracis-28392	167	27	on	on	ADP
bracis-28392	167	28	the	the	DET
bracis-28392	167	29	lowest	low	ADJ
bracis-28392	167	30	number	number	NOUN
bracis-28392	167	31	of	of	ADP
bracis-28392	167	32	images	image	NOUN
bracis-28392	167	33	(	(	PUNCT
bracis-28392	167	34	74	74	NUM
bracis-28392	167	35	table	table	NOUN
bracis-28392	167	36	 	 	SPACE
bracis-28392	167	37	4	4	NUM
bracis-28392	167	38	)	)	PUNCT
bracis-28392	167	39	.	.	PUNCT
bracis-28392	168	1	mediapipe	mediapipe	PROPN
bracis-28392	168	2	129	129	NUM
bracis-28392	168	3	had	have	VERB
bracis-28392	168	4	a	a	DET
bracis-28392	168	5	higher	high	ADJ
bracis-28392	168	6	f1	f1	NOUN
bracis-28392	168	7	-	-	PUNCT
bracis-28392	168	8	score	score	NOUN
bracis-28392	168	9	than	than	ADP
bracis-28392	168	10	mediapipe	mediapipe	NOUN
bracis-28392	168	11	 	 	SPACE
bracis-28392	168	12	64	64	NUM
bracis-28392	168	13	(	(	PUNCT
bracis-28392	168	14	0.9029	0.9029	NUM
bracis-28392	168	15	)	)	PUNCT
bracis-28392	168	16	,	,	PUNCT
bracis-28392	168	17	based	base	VERB
bracis-28392	168	18	on	on	ADP
bracis-28392	168	19	the	the	DET
bracis-28392	168	20	same	same	ADJ
bracis-28392	168	21	images	image	NOUN
bracis-28392	168	22	but	but	CCONJ
bracis-28392	168	23	with	with	ADP
bracis-28392	168	24	additional	additional	ADJ
bracis-28392	168	25	landmarks	landmark	NOUN
bracis-28392	168	26	.	.	PUNCT
bracis-28392	169	1	however	however	ADV
bracis-28392	169	2	,	,	PUNCT
bracis-28392	169	3	it	it	PRON
bracis-28392	169	4	was	be	AUX
bracis-28392	169	5	observed	observe	VERB
bracis-28392	169	6	that	that	SCONJ
bracis-28392	169	7	these	these	DET
bracis-28392	169	8	two	two	NUM
bracis-28392	169	9	landmark	landmark	NOUN
bracis-28392	169	10	sets	set	NOUN
bracis-28392	169	11	are	be	AUX
bracis-28392	169	12	not	not	PART
bracis-28392	169	13	significantly	significantly	ADV
bracis-28392	169	14	different	different	ADJ
bracis-28392	169	15	in	in	ADP
bracis-28392	169	16	the	the	DET
bracis-28392	169	17	statistical	statistical	ADJ
bracis-28392	169	18	test	test	NOUN
bracis-28392	169	19	using	use	VERB
bracis-28392	169	20	all	all	DET
bracis-28392	169	21	generated	generate	VERB
bracis-28392	169	22	classifiers	classifier	NOUN
bracis-28392	169	23	(	(	PUNCT
bracis-28392	169	24	table	table	NOUN
bracis-28392	169	25	 	 	SPACE
bracis-28392	169	26	6	6	NUM
bracis-28392	169	27	experiment	experiment	NOUN
bracis-28392	169	28	1	1	NUM
bracis-28392	169	29	)	)	PUNCT
bracis-28392	169	30	.	.	PUNCT
bracis-28392	170	1	such	such	ADJ
bracis-28392	170	2	relative	relative	ADJ
bracis-28392	170	3	performance	performance	NOUN
bracis-28392	170	4	of	of	ADP
bracis-28392	170	5	these	these	DET
bracis-28392	170	6	landmark	landmark	NOUN
bracis-28392	170	7	sets	set	NOUN
bracis-28392	170	8	(	(	PUNCT
bracis-28392	170	9	dlibcnn	dlibcnn	VERB
bracis-28392	170	10	,	,	PUNCT
bracis-28392	170	11	opencvdnn	opencvdnn	ADJ
bracis-28392	170	12	and	and	CCONJ
bracis-28392	170	13	openface	openface	NOUN
bracis-28392	170	14	presenting	present	VERB
bracis-28392	170	15	higher	high	ADJ
bracis-28392	170	16	f1	f1	NOUN
bracis-28392	170	17	-	-	PUNCT
bracis-28392	170	18	scores	score	NOUN
bracis-28392	170	19	than	than	ADP
bracis-28392	170	20	mediapipe	mediapipe	PROPN
bracis-28392	170	21	64	64	NUM
bracis-28392	170	22	and	and	CCONJ
bracis-28392	170	23	mediapipe	mediapipe	NOUN
bracis-28392	170	24	129	129	NUM
bracis-28392	170	25	)	)	PUNCT
bracis-28392	170	26	was	be	AUX
bracis-28392	170	27	similar	similar	ADJ
bracis-28392	170	28	in	in	ADP
bracis-28392	170	29	all	all	DET
bracis-28392	170	30	inducted	induct	VERB
bracis-28392	170	31	classifiers	classifier	NOUN
bracis-28392	170	32	(	(	PUNCT
bracis-28392	170	33	data	datum	NOUN
bracis-28392	170	34	not	not	PART
bracis-28392	170	35	shown	show	VERB
bracis-28392	170	36	)	)	PUNCT
bracis-28392	170	37	.	.	PUNCT
bracis-28392	171	1	in	in	ADP
bracis-28392	171	2	experiment	experiment	NOUN
bracis-28392	171	3	2	2	NUM
bracis-28392	171	4	all	all	PRON
bracis-28392	171	5	f1	f1	NOUN
bracis-28392	171	6	-	-	PUNCT
bracis-28392	171	7	scores	score	NOUN
bracis-28392	171	8	decreased	decrease	VERB
bracis-28392	171	9	,	,	PUNCT
bracis-28392	171	10	which	which	PRON
bracis-28392	171	11	is	be	AUX
bracis-28392	171	12	consistent	consistent	ADJ
bracis-28392	171	13	with	with	ADP
bracis-28392	171	14	the	the	DET
bracis-28392	171	15	fact	fact	NOUN
bracis-28392	171	16	that	that	SCONJ
bracis-28392	171	17	all	all	DET
bracis-28392	171	18	landmark	landmark	NOUN
bracis-28392	171	19	sets	set	NOUN
bracis-28392	171	20	were	be	AUX
bracis-28392	171	21	based	base	VERB
bracis-28392	171	22	on	on	ADP
bracis-28392	171	23	a	a	DET
bracis-28392	171	24	lower	low	ADJ
bracis-28392	171	25	number	number	NOUN
bracis-28392	171	26	of	of	ADP
bracis-28392	171	27	images	image	NOUN
bracis-28392	171	28	(	(	PUNCT
bracis-28392	171	29	62	62	NUM
bracis-28392	171	30	)	)	PUNCT
bracis-28392	171	31	.	.	PUNCT
bracis-28392	172	1	therefore	therefore	ADV
bracis-28392	172	2	,	,	PUNCT
bracis-28392	172	3	it	it	PRON
bracis-28392	172	4	can	can	AUX
bracis-28392	172	5	be	be	AUX
bracis-28392	172	6	seen	see	VERB
bracis-28392	172	7	that	that	SCONJ
bracis-28392	172	8	not	not	PART
bracis-28392	172	9	only	only	ADV
bracis-28392	172	10	the	the	DET
bracis-28392	172	11	correct	correct	ADJ
bracis-28392	172	12	face	face	NOUN
bracis-28392	172	13	detection	detection	NOUN
bracis-28392	172	14	and	and	CCONJ
bracis-28392	172	15	reference	reference	NOUN
bracis-28392	172	16	points	point	NOUN
bracis-28392	172	17	are	be	AUX
bracis-28392	172	18	important	important	ADJ
bracis-28392	172	19	,	,	PUNCT
bracis-28392	172	20	but	but	CCONJ
bracis-28392	172	21	also	also	ADV
bracis-28392	172	22	the	the	DET
bracis-28392	172	23	number	number	NOUN
bracis-28392	172	24	of	of	ADP
bracis-28392	172	25	images	image	NOUN
bracis-28392	172	26	used	use	VERB
bracis-28392	172	27	to	to	PART
bracis-28392	172	28	train	train	VERB
bracis-28392	172	29	a	a	DET
bracis-28392	172	30	model	model	NOUN
bracis-28392	172	31	.	.	PUNCT
bracis-28392	173	1	the	the	DET
bracis-28392	173	2	best	good	ADJ
bracis-28392	173	3	classifier	classifier	NOUN
bracis-28392	173	4	had	have	VERB
bracis-28392	173	5	a	a	DET
bracis-28392	173	6	accuracy	accuracy	NOUN
bracis-28392	173	7	of	of	ADP
bracis-28392	173	8	0.88	0.88	NUM
bracis-28392	173	9	,	,	PUNCT
bracis-28392	173	10	precision	precision	NOUN
bracis-28392	173	11	of	of	ADP
bracis-28392	173	12	0.83	0.83	NUM
bracis-28392	173	13	,	,	PUNCT
bracis-28392	173	14	recall	recall	NOUN
bracis-28392	173	15	of	of	ADP
bracis-28392	173	16	1.0	1.0	NUM
bracis-28392	173	17	and	and	CCONJ
bracis-28392	173	18	f1	f1	NOUN
bracis-28392	173	19	-	-	PUNCT
bracis-28392	173	20	score	score	NOUN
bracis-28392	173	21	of	of	ADP
bracis-28392	173	22	0.8981	0.8981	NUM
bracis-28392	173	23	.	.	PUNCT
bracis-28392	174	1	fig	fig	NOUN
bracis-28392	174	2	.	.	PUNCT
bracis-28392	175	1	4	4	X
bracis-28392	175	2	.	.	X
bracis-28392	175	3	the	the	DET
bracis-28392	175	4	highest	high	ADJ
bracis-28392	175	5	f1	f1	NOUN
bracis-28392	175	6	-	-	PUNCT
bracis-28392	175	7	score	score	NOUN
bracis-28392	175	8	obtained	obtain	VERB
bracis-28392	175	9	using	use	VERB
bracis-28392	175	10	each	each	DET
bracis-28392	175	11	landmark	landmark	NOUN
bracis-28392	175	12	set	set	VERB
bracis-28392	175	13	in	in	ADP
bracis-28392	175	14	experiment	experiment	NOUN
bracis-28392	175	15	1	1	NUM
bracis-28392	175	16	(	(	PUNCT
bracis-28392	175	17	fig	fig	NOUN
bracis-28392	175	18	a	a	NOUN
bracis-28392	175	19	)	)	PUNCT
bracis-28392	175	20	and	and	CCONJ
bracis-28392	175	21	experiment	experiment	NOUN
bracis-28392	175	22	2	2	NUM
bracis-28392	175	23	(	(	PUNCT
bracis-28392	175	24	fig	fig	NOUN
bracis-28392	175	25	b	b	NOUN
bracis-28392	175	26	)	)	PUNCT
bracis-28392	175	27	.	.	PUNCT
bracis-28392	176	1	the	the	DET
bracis-28392	176	2	bar	bar	NOUN
bracis-28392	176	3	errors	error	NOUN
bracis-28392	176	4	correspond	correspond	VERB
bracis-28392	176	5	to	to	ADP
bracis-28392	176	6	a	a	DET
bracis-28392	176	7	95	95	NUM
bracis-28392	176	8	%	%	NOUN
bracis-28392	176	9	confidence	confidence	NOUN
bracis-28392	176	10	interval	interval	NOUN
bracis-28392	176	11	.	.	PUNCT
bracis-28392	177	1	full	full	ADJ
bracis-28392	177	2	size	size	NOUN
bracis-28392	177	3	image	image	NOUN
bracis-28392	177	4	4	4	NUM
bracis-28392	177	5	conclusion	conclusion	NOUN
bracis-28392	177	6	this	this	DET
bracis-28392	177	7	paper	paper	NOUN
bracis-28392	177	8	investigated	investigate	VERB
bracis-28392	177	9	the	the	DET
bracis-28392	177	10	effect	effect	NOUN
bracis-28392	177	11	of	of	ADP
bracis-28392	177	12	employing	employ	VERB
bracis-28392	177	13	different	different	ADJ
bracis-28392	177	14	image	image	NOUN
bracis-28392	177	15	processing	processing	NOUN
bracis-28392	177	16	libraries	library	NOUN
bracis-28392	177	17	on	on	ADP
bracis-28392	177	18	the	the	DET
bracis-28392	177	19	final	final	ADJ
bracis-28392	177	20	result	result	NOUN
bracis-28392	177	21	of	of	ADP
bracis-28392	177	22	facial	facial	ADJ
bracis-28392	177	23	image	image	NOUN
bracis-28392	177	24	-	-	PUNCT
bracis-28392	177	25	based	base	VERB
bracis-28392	177	26	classifiers	classifier	NOUN
bracis-28392	177	27	using	use	VERB
bracis-28392	177	28	asd	asd	PROPN
bracis-28392	177	29	x	x	SYM
bracis-28392	177	30	td	td	NOUN
bracis-28392	177	31	classification	classification	NOUN
bracis-28392	177	32	as	as	ADP
bracis-28392	177	33	case	case	NOUN
bracis-28392	177	34	-	-	PUNCT
bracis-28392	177	35	study	study	NOUN
bracis-28392	177	36	.	.	PUNCT
bracis-28392	178	1	two	two	NUM
bracis-28392	178	2	hypotheses	hypothesis	NOUN
bracis-28392	178	3	were	be	AUX
bracis-28392	178	4	tested	test	VERB
bracis-28392	178	5	:	:	PUNCT
bracis-28392	178	6	that	that	SCONJ
bracis-28392	178	7	different	different	ADJ
bracis-28392	178	8	face	face	NOUN
bracis-28392	178	9	detection	detection	NOUN
bracis-28392	178	10	rates	rate	NOUN
bracis-28392	178	11	(	(	PUNCT
bracis-28392	178	12	influence	influence	VERB
bracis-28392	178	13	the	the	DET
bracis-28392	178	14	training	training	NOUN
bracis-28392	178	15	sample	sample	NOUN
bracis-28392	178	16	size	size	NOUN
bracis-28392	178	17	)	)	PUNCT
bracis-28392	178	18	,	,	PUNCT
bracis-28392	178	19	in	in	ADP
bracis-28392	178	20	addition	addition	NOUN
bracis-28392	178	21	to	to	ADP
bracis-28392	178	22	the	the	DET
bracis-28392	178	23	landmark	landmark	NOUN
bracis-28392	178	24	identification	identification	NOUN
bracis-28392	178	25	quality	quality	NOUN
bracis-28392	178	26	,	,	PUNCT
bracis-28392	178	27	influence	influence	VERB
bracis-28392	178	28	the	the	DET
bracis-28392	178	29	final	final	ADJ
bracis-28392	178	30	classification	classification	NOUN
bracis-28392	178	31	(	(	PUNCT
bracis-28392	178	32	h1	h1	PROPN
bracis-28392	178	33	)	)	PUNCT
bracis-28392	178	34	and	and	CCONJ
bracis-28392	178	35	that	that	SCONJ
bracis-28392	178	36	,	,	PUNCT
bracis-28392	178	37	using	use	VERB
bracis-28392	178	38	exactly	exactly	ADV
bracis-28392	178	39	the	the	DET
bracis-28392	178	40	same	same	ADJ
bracis-28392	178	41	images	image	NOUN
bracis-28392	178	42	,	,	PUNCT
bracis-28392	178	43	the	the	DET
bracis-28392	178	44	face	face	NOUN
bracis-28392	178	45	detection	detection	NOUN
bracis-28392	178	46	and	and	CCONJ
bracis-28392	178	47	landmark	landmark	NOUN
bracis-28392	178	48	identification	identification	NOUN
bracis-28392	178	49	per	per	ADP
bracis-28392	178	50	se	se	X
bracis-28392	178	51	influence	influence	VERB
bracis-28392	178	52	the	the	DET
bracis-28392	178	53	final	final	ADJ
bracis-28392	178	54	classification	classification	NOUN
bracis-28392	178	55	(	(	PUNCT
bracis-28392	178	56	h2	h2	NOUN
bracis-28392	178	57	)	)	PUNCT
bracis-28392	178	58	.	.	PUNCT
bracis-28392	179	1	the	the	DET
bracis-28392	179	2	results	result	NOUN
bracis-28392	179	3	enabled	enable	VERB
bracis-28392	179	4	accepting	accept	VERB
bracis-28392	179	5	both	both	DET
bracis-28392	179	6	hypotheses	hypothesis	NOUN
bracis-28392	179	7	in	in	ADP
bracis-28392	179	8	this	this	DET
bracis-28392	179	9	case	case	NOUN
bracis-28392	179	10	study	study	NOUN
bracis-28392	179	11	.	.	PUNCT
bracis-28392	180	1	the	the	DET
bracis-28392	180	2	analysis	analysis	NOUN
bracis-28392	180	3	of	of	ADP
bracis-28392	180	4	the	the	DET
bracis-28392	180	5	pairwise	pairwise	NOUN
bracis-28392	180	6	differences	difference	NOUN
bracis-28392	180	7	,	,	PUNCT
bracis-28392	180	8	as	as	ADV
bracis-28392	180	9	well	well	ADV
bracis-28392	180	10	as	as	ADP
bracis-28392	180	11	of	of	ADP
bracis-28392	180	12	the	the	DET
bracis-28392	180	13	f1	f1	NOUN
bracis-28392	180	14	-	-	PUNCT
bracis-28392	180	15	scores	score	NOUN
bracis-28392	180	16	obtained	obtain	VERB
bracis-28392	180	17	by	by	ADP
bracis-28392	180	18	the	the	DET
bracis-28392	180	19	different	different	ADJ
bracis-28392	180	20	landmark	landmark	NOUN
bracis-28392	180	21	sets	set	NOUN
bracis-28392	180	22	in	in	ADP
bracis-28392	180	23	both	both	DET
bracis-28392	180	24	experiments	experiment	NOUN
bracis-28392	180	25	,	,	PUNCT
bracis-28392	180	26	indicate	indicate	VERB
bracis-28392	180	27	that	that	SCONJ
bracis-28392	180	28	libraries	library	NOUN
bracis-28392	180	29	with	with	ADP
bracis-28392	180	30	a	a	DET
bracis-28392	180	31	higher	high	ADJ
bracis-28392	180	32	success	success	NOUN
bracis-28392	180	33	rate	rate	NOUN
bracis-28392	180	34	in	in	ADP
bracis-28392	180	35	face	face	NOUN
bracis-28392	180	36	detection	detection	NOUN
bracis-28392	180	37	(	(	PUNCT
bracis-28392	180	38	dlibcnn	dlibcnn	PROPN
bracis-28392	180	39	,	,	PUNCT
bracis-28392	180	40	opencvdnn	opencvdnn	ADJ
bracis-28392	180	41	and	and	CCONJ
bracis-28392	180	42	openface	openface	NOUN
bracis-28392	180	43	)	)	PUNCT
bracis-28392	180	44	tend	tend	VERB
bracis-28392	180	45	to	to	PART
bracis-28392	180	46	produce	produce	VERB
bracis-28392	180	47	higher	high	ADJ
bracis-28392	180	48	f1	f1	NOUN
bracis-28392	180	49	-	-	PUNCT
bracis-28392	180	50	score	score	NOUN
bracis-28392	180	51	,	,	PUNCT
bracis-28392	180	52	and	and	CCONJ
bracis-28392	180	53	thus	thus	ADV
bracis-28392	180	54	more	more	ADV
bracis-28392	180	55	suitable	suitable	ADJ
bracis-28392	180	56	.	.	PUNCT
bracis-28392	181	1	finally	finally	ADV
bracis-28392	181	2	,	,	PUNCT
bracis-28392	181	3	considering	consider	VERB
bracis-28392	181	4	the	the	DET
bracis-28392	181	5	problem	problem	NOUN
bracis-28392	181	6	of	of	ADP
bracis-28392	181	7	asd	asd	NOUN
bracis-28392	181	8	x	x	SYM
bracis-28392	181	9	td	td	NOUN
bracis-28392	181	10	classification	classification	NOUN
bracis-28392	181	11	,	,	PUNCT
bracis-28392	181	12	after	after	ADP
bracis-28392	181	13	testing	test	VERB
bracis-28392	181	14	several	several	ADJ
bracis-28392	181	15	combinations	combination	NOUN
bracis-28392	181	16	of	of	ADP
bracis-28392	181	17	image	image	NOUN
bracis-28392	181	18	processing	processing	NOUN
bracis-28392	181	19	libraries	library	NOUN
bracis-28392	181	20	,	,	PUNCT
bracis-28392	181	21	dataset	dataset	ADJ
bracis-28392	181	22	balancing	balancing	NOUN
bracis-28392	181	23	,	,	PUNCT
bracis-28392	181	24	dimension	dimension	NOUN
bracis-28392	181	25	reduction	reduction	NOUN
bracis-28392	181	26	and	and	CCONJ
bracis-28392	181	27	classifier	classifier	NOUN
bracis-28392	181	28	induction	induction	NOUN
bracis-28392	181	29	algorithms	algorithm	NOUN
bracis-28392	181	30	,	,	PUNCT
bracis-28392	181	31	this	this	DET
bracis-28392	181	32	study	study	NOUN
bracis-28392	181	33	achieved	achieve	VERB
bracis-28392	181	34	the	the	DET
bracis-28392	181	35	f1	f1	NOUN
bracis-28392	181	36	-	-	PUNCT
bracis-28392	181	37	score	score	NOUN
bracis-28392	181	38	of	of	ADP
bracis-28392	181	39	0.9184	0.9184	NUM
bracis-28392	181	40	,	,	PUNCT
bracis-28392	181	41	accuracy	accuracy	NOUN
bracis-28392	181	42	of	of	ADP
bracis-28392	181	43	0.8861	0.8861	NUM
bracis-28392	181	44	,	,	PUNCT
bracis-28392	181	45	precision	precision	NOUN
bracis-28392	181	46	of	of	ADP
bracis-28392	181	47	0.8548	0.8548	NUM
bracis-28392	181	48	and	and	CCONJ
bracis-28392	181	49	recall	recall	NOUN
bracis-28392	181	50	of	of	ADP
bracis-28392	181	51	1.0	1.0	NUM
bracis-28392	181	52	,	,	PUNCT
bracis-28392	181	53	which	which	PRON
bracis-28392	181	54	is	be	AUX
bracis-28392	181	55	important	important	ADJ
bracis-28392	181	56	for	for	ADP
bracis-28392	181	57	computer	computer	NOUN
bracis-28392	181	58	-	-	PUNCT
bracis-28392	181	59	aided	aid	VERB
bracis-28392	181	60	diagnosis	diagnosis	NOUN
bracis-28392	181	61	.	.	PUNCT
bracis-28392	182	1	to	to	PART
bracis-28392	182	2	enhance	enhance	VERB
bracis-28392	182	3	asd	asd	NOUN
bracis-28392	182	4	analysis	analysis	NOUN
bracis-28392	182	5	through	through	ADP
bracis-28392	182	6	face	face	NOUN
bracis-28392	182	7	detection	detection	NOUN
bracis-28392	182	8	,	,	PUNCT
bracis-28392	182	9	more	more	ADJ
bracis-28392	182	10	data	datum	NOUN
bracis-28392	182	11	from	from	ADP
bracis-28392	182	12	individuals	individual	NOUN
bracis-28392	182	13	with	with	ADP
bracis-28392	182	14	asd	asd	NOUN
bracis-28392	182	15	and	and	CCONJ
bracis-28392	182	16	controls	control	NOUN
bracis-28392	182	17	are	be	AUX
bracis-28392	182	18	crucial	crucial	ADJ
bracis-28392	182	19	.	.	PUNCT
bracis-28392	183	1	references	reference	NOUN
bracis-28392	183	2	face	face	VERB
bracis-28392	183	3	recognition	recognition	NOUN
bracis-28392	183	4	database	database	NOUN
bracis-28392	183	5	(	(	PUNCT
bracis-28392	183	6	2005	2005	NUM
bracis-28392	183	7	)	)	PUNCT
bracis-28392	183	8	.	.	PUNCT
bracis-28392	184	1	http://cbcl.mit.edu/software-datasets/heisele/facerecognition-database.html	http://cbcl.mit.edu/software-datasets/heisele/facerecognition-database.html	PROPN
bracis-28392	184	2	aldridge	aldridge	PROPN
bracis-28392	184	3	,	,	PUNCT
bracis-28392	184	4	k.	k.	PROPN
bracis-28392	184	5	,	,	PUNCT
bracis-28392	184	6	et	et	PROPN
bracis-28392	184	7	al	al	PROPN
bracis-28392	184	8	.	.	PUNCT
bracis-28392	184	9	:	:	PUNCT
bracis-28392	185	1	facial	facial	ADJ
bracis-28392	185	2	phenotypes	phenotype	NOUN
bracis-28392	185	3	in	in	ADP
bracis-28392	185	4	subgroups	subgroup	NOUN
bracis-28392	185	5	of	of	ADP
bracis-28392	185	6	prepubertal	prepubertal	NOUN
bracis-28392	185	7	boys	boy	NOUN
bracis-28392	185	8	with	with	ADP
bracis-28392	185	9	autism	autism	NOUN
bracis-28392	185	10	spectrum	spectrum	NOUN
bracis-28392	185	11	disorders	disorder	NOUN
bracis-28392	185	12	are	be	AUX
bracis-28392	185	13	correlated	correlate	VERB
bracis-28392	185	14	with	with	ADP
bracis-28392	185	15	clinical	clinical	ADJ
bracis-28392	185	16	phenotypes	phenotype	NOUN
bracis-28392	185	17	.	.	PUNCT
bracis-28392	186	1	mol	mol	PROPN
bracis-28392	186	2	.	.	PUNCT
bracis-28392	186	3	autism	autism	NOUN
bracis-28392	186	4	2(1	2(1	NUM
bracis-28392	186	5	)	)	PUNCT
bracis-28392	186	6	,	,	PUNCT
bracis-28392	186	7	15	15	NUM
bracis-28392	186	8	(	(	PUNCT
bracis-28392	186	9	2011	2011	NUM
bracis-28392	186	10	)	)	PUNCT
bracis-28392	186	11	article	article	NOUN
bracis-28392	186	12	  	  	SPACE
bracis-28392	186	13	mathscinet	mathscinet	NOUN
bracis-28392	186	14	  	  	SPACE
bracis-28392	186	15	google	google	PROPN
bracis-28392	186	16	scholar	scholar	NOUN
bracis-28392	186	17	  	  	SPACE
bracis-28392	186	18	association	association	PROPN
bracis-28392	186	19	,	,	PUNCT
bracis-28392	186	20	a.p	a.p	PROPN
bracis-28392	186	21	.	.	PROPN
bracis-28392	186	22	,	,	PUNCT
bracis-28392	186	23	et	et	PROPN
bracis-28392	186	24	al	al	PROPN
bracis-28392	186	25	.	.	PROPN
bracis-28392	186	26	:	:	PUNCT
bracis-28392	187	1	diagnostic	diagnostic	ADJ
bracis-28392	187	2	and	and	CCONJ
bracis-28392	187	3	statistical	statistical	ADJ
bracis-28392	187	4	manual	manual	NOUN
bracis-28392	187	5	of	of	ADP
bracis-28392	187	6	mental	mental	ADJ
bracis-28392	187	7	disorders	disorder	NOUN
bracis-28392	187	8	(	(	PUNCT
bracis-28392	187	9	dsm-5	dsm-5	X
bracis-28392	187	10	®	®	NOUN
bracis-28392	187	11	)	)	PUNCT
bracis-28392	187	12	.	.	PUNCT
bracis-28392	188	1	american	american	PROPN
bracis-28392	188	2	psychiatric	psychiatric	ADJ
bracis-28392	188	3	pub	pub	NOUN
bracis-28392	188	4	(	(	PUNCT
bracis-28392	188	5	2013	2013	NUM
bracis-28392	188	6	)	)	PUNCT
bracis-28392	188	7	google	google	PROPN
bracis-28392	188	8	scholar	scholar	NOUN
bracis-28392	188	9	  	  	SPACE
bracis-28392	188	10	baltrusaitis	baltrusaitis	PROPN
bracis-28392	188	11	,	,	PUNCT
bracis-28392	188	12	t.	t.	PROPN
bracis-28392	188	13	,	,	PUNCT
bracis-28392	188	14	robinson	robinson	PROPN
bracis-28392	188	15	,	,	PUNCT
bracis-28392	188	16	p.	p.	NOUN
bracis-28392	188	17	,	,	PUNCT
bracis-28392	188	18	morency	morency	NOUN
bracis-28392	188	19	,	,	PUNCT
bracis-28392	188	20	l.p	l.p	PROPN
bracis-28392	188	21	.	.	PROPN
bracis-28392	188	22	:	:	PUNCT
bracis-28392	189	1	constrained	constrain	VERB
bracis-28392	189	2	local	local	ADJ
bracis-28392	189	3	neural	neural	ADJ
bracis-28392	189	4	fields	field	NOUN
bracis-28392	189	5	for	for	ADP
bracis-28392	189	6	robust	robust	ADJ
bracis-28392	189	7	facial	facial	ADJ
bracis-28392	189	8	landmark	landmark	NOUN
bracis-28392	189	9	detection	detection	NOUN
bracis-28392	189	10	in	in	ADP
bracis-28392	189	11	the	the	DET
bracis-28392	189	12	wild	wild	NOUN
bracis-28392	189	13	.	.	PUNCT
bracis-28392	190	1	in	in	ADP
bracis-28392	190	2	:	:	PUNCT
bracis-28392	190	3	proceedings	proceeding	NOUN
bracis-28392	190	4	of	of	ADP
bracis-28392	190	5	the	the	DET
bracis-28392	190	6	ieee	ieee	NOUN
bracis-28392	190	7	international	international	PROPN
bracis-28392	190	8	conference	conference	NOUN
bracis-28392	190	9	on	on	ADP
bracis-28392	190	10	computer	computer	NOUN
bracis-28392	190	11	vision	vision	NOUN
bracis-28392	190	12	workshops	workshop	NOUN
bracis-28392	190	13	,	,	PUNCT
bracis-28392	190	14	pp	pp	ADV
bracis-28392	190	15	.	.	PUNCT
bracis-28392	191	1	354–361	354–361	NUM
bracis-28392	191	2	(	(	PUNCT
bracis-28392	191	3	2013	2013	NUM
bracis-28392	191	4	)	)	PUNCT
bracis-28392	191	5	google	google	NOUN
bracis-28392	191	6	scholar	scholar	NOUN
bracis-28392	191	7	  	  	SPACE
bracis-28392	191	8	bazarevsky	bazarevsky	NOUN
bracis-28392	191	9	,	,	PUNCT
bracis-28392	191	10	v.	v.	ADV
bracis-28392	191	11	,	,	PUNCT
bracis-28392	191	12	kartynnik	kartynnik	X
bracis-28392	191	13	,	,	PUNCT
bracis-28392	191	14	y.	y.	PROPN
bracis-28392	191	15	,	,	PUNCT
bracis-28392	191	16	vakunov	vakunov	PROPN
bracis-28392	191	17	,	,	PUNCT
bracis-28392	191	18	a.	a.	NOUN
bracis-28392	191	19	,	,	PUNCT
bracis-28392	191	20	raveendran	raveendran	NOUN
bracis-28392	191	21	,	,	PUNCT
bracis-28392	191	22	k.	k.	PROPN
bracis-28392	191	23	,	,	PUNCT
bracis-28392	191	24	grundmann	grundmann	PROPN
bracis-28392	191	25	,	,	PUNCT
bracis-28392	191	26	m.	m.	NOUN
bracis-28392	191	27	:	:	PUNCT
bracis-28392	191	28	blazeface	blazeface	NOUN
bracis-28392	191	29	:	:	PUNCT
bracis-28392	191	30	sub	sub	ADJ
bracis-28392	191	31	-	-	ADJ
bracis-28392	191	32	millisecond	millisecond	ADJ
bracis-28392	191	33	neural	neural	ADJ
bracis-28392	191	34	face	face	NOUN
bracis-28392	191	35	detection	detection	NOUN
bracis-28392	191	36	on	on	ADP
bracis-28392	191	37	mobile	mobile	ADJ
bracis-28392	191	38	gpus	gpu	NOUN
bracis-28392	191	39	.	.	PUNCT
bracis-28392	192	1	corr	corr	PROPN
bracis-28392	192	2	abs/1907.05047	abs/1907.05047	PROPN
bracis-28392	192	3	(	(	PUNCT
bracis-28392	192	4	2019	2019	NUM
bracis-28392	192	5	)	)	PUNCT
bracis-28392	192	6	google	google	PROPN
bracis-28392	192	7	scholar	scholar	NOUN
bracis-28392	192	8	  	  	SPACE
bracis-28392	192	9	boehringer	boehringer	NOUN
bracis-28392	192	10	,	,	PUNCT
bracis-28392	192	11	s.	s.	PROPN
bracis-28392	192	12	,	,	PUNCT
bracis-28392	192	13	et	et	PROPN
bracis-28392	192	14	al	al	PROPN
bracis-28392	192	15	.	.	PUNCT
bracis-28392	192	16	:	:	PUNCT
bracis-28392	193	1	syndrome	syndrome	NOUN
bracis-28392	193	2	identification	identification	NOUN
bracis-28392	193	3	based	base	VERB
bracis-28392	193	4	on	on	ADP
bracis-28392	193	5	2d	2d	NUM
bracis-28392	193	6	analysis	analysis	NOUN
bracis-28392	193	7	software	software	NOUN
bracis-28392	193	8	.	.	PUNCT
bracis-28392	194	1	eur	eur	PROPN
bracis-28392	194	2	.	.	PUNCT
bracis-28392	195	1	j.	j.	PROPN
bracis-28392	195	2	hum	hum	PROPN
bracis-28392	195	3	.	.	PUNCT
bracis-28392	196	1	genet	genet	NOUN
bracis-28392	196	2	.	.	PUNCT
bracis-28392	197	1	14(10	14(10	NUM
bracis-28392	197	2	)	)	PUNCT
bracis-28392	197	3	,	,	PUNCT
bracis-28392	197	4	1082–1089	1082–1089	X
bracis-28392	197	5	(	(	PUNCT
bracis-28392	197	6	2006	2006	NUM
bracis-28392	197	7	)	)	PUNCT
bracis-28392	197	8	article	article	NOUN
bracis-28392	197	9	  	  	SPACE
bracis-28392	197	10	google	google	PROPN
bracis-28392	197	11	scholar	scholar	NOUN
bracis-28392	197	12	  	  	SPACE
bracis-28392	197	13	bradski	bradski	NOUN
bracis-28392	197	14	,	,	PUNCT
bracis-28392	197	15	g.	g.	PROPN
bracis-28392	197	16	:	:	PUNCT
bracis-28392	197	17	opencv	opencv	PROPN
bracis-28392	197	18	library	library	NOUN
bracis-28392	197	19	.	.	PUNCT
bracis-28392	198	1	dr	dr	PROPN
bracis-28392	198	2	.	.	PROPN
bracis-28392	198	3	dobb	dobb	PROPN
bracis-28392	198	4	’s	’s	PART
bracis-28392	198	5	journal	journal	PROPN
bracis-28392	198	6	of	of	ADP
bracis-28392	198	7	software	software	NOUN
bracis-28392	198	8	tools	tool	NOUN
bracis-28392	198	9	(	(	PUNCT
bracis-28392	198	10	2000	2000	NUM
bracis-28392	198	11	)	)	PUNCT
bracis-28392	198	12	google	google	NOUN
bracis-28392	198	13	scholar	scholar	NOUN
bracis-28392	198	14	  	  	SPACE
bracis-28392	198	15	canny	canny	ADJ
bracis-28392	198	16	,	,	PUNCT
bracis-28392	198	17	j.	j.	PROPN
bracis-28392	198	18	:	:	PUNCT
bracis-28392	198	19	a	a	DET
bracis-28392	198	20	computational	computational	ADJ
bracis-28392	198	21	approach	approach	NOUN
bracis-28392	198	22	to	to	ADP
bracis-28392	198	23	edge	edge	NOUN
bracis-28392	198	24	detection	detection	NOUN
bracis-28392	198	25	.	.	PUNCT
bracis-28392	199	1	ieee	ieee	PROPN
bracis-28392	199	2	trans	trans	PROPN
bracis-28392	199	3	.	.	PUNCT
bracis-28392	199	4	pattern	pattern	PROPN
bracis-28392	199	5	anal	anal	PROPN
bracis-28392	199	6	.	.	PUNCT
bracis-28392	200	1	mach	mach	PROPN
bracis-28392	200	2	.	.	PUNCT
bracis-28392	201	1	intell	intell	PROPN
bracis-28392	201	2	.	.	PUNCT
bracis-28392	202	1	6	6	NUM
bracis-28392	202	2	,	,	PUNCT
bracis-28392	202	3	679–698	679–698	NUM
bracis-28392	202	4	(	(	PUNCT
bracis-28392	202	5	1986	1986	NUM
bracis-28392	202	6	)	)	PUNCT
bracis-28392	202	7	article	article	NOUN
bracis-28392	202	8	  	  	SPACE
bracis-28392	202	9	google	google	PROPN
bracis-28392	202	10	scholar	scholar	NOUN
bracis-28392	202	11	  	  	SPACE
bracis-28392	202	12	demyer	demyer	NOUN
bracis-28392	202	13	,	,	PUNCT
bracis-28392	202	14	w.	w.	PROPN
bracis-28392	202	15	,	,	PUNCT
bracis-28392	202	16	zeman	zeman	PROPN
bracis-28392	202	17	,	,	PUNCT
bracis-28392	202	18	w.	w.	PROPN
bracis-28392	202	19	,	,	PUNCT
bracis-28392	202	20	palmer	palmer	PROPN
bracis-28392	202	21	,	,	PUNCT
bracis-28392	202	22	c.g	c.g	PROPN
bracis-28392	202	23	.	.	PROPN
bracis-28392	202	24	:	:	PUNCT
bracis-28392	203	1	the	the	DET
bracis-28392	203	2	face	face	NOUN
bracis-28392	203	3	predicts	predict	VERB
bracis-28392	203	4	the	the	DET
bracis-28392	203	5	brain	brain	NOUN
bracis-28392	203	6	:	:	PUNCT
bracis-28392	203	7	diagnostic	diagnostic	ADJ
bracis-28392	203	8	significance	significance	NOUN
bracis-28392	203	9	of	of	ADP
bracis-28392	203	10	median	median	ADJ
bracis-28392	203	11	facial	facial	ADJ
bracis-28392	203	12	anomalies	anomaly	NOUN
bracis-28392	203	13	for	for	ADP
bracis-28392	203	14	holoprosencephaly	holoprosencephaly	PROPN
bracis-28392	203	15	(	(	PUNCT
bracis-28392	203	16	arhinencephaly	arhinencephaly	PROPN
bracis-28392	203	17	)	)	PUNCT
bracis-28392	203	18	.	.	PUNCT
bracis-28392	204	1	pediatrics	pediatric	NOUN
bracis-28392	204	2	34(2	34(2	NUM
bracis-28392	204	3	)	)	PUNCT
bracis-28392	204	4	,	,	PUNCT
bracis-28392	204	5	256–263	256–263	NUM
bracis-28392	204	6	(	(	PUNCT
bracis-28392	204	7	1964	1964	NUM
bracis-28392	204	8	)	)	PUNCT
bracis-28392	204	9	article	article	NOUN
bracis-28392	204	10	  	  	SPACE
bracis-28392	204	11	google	google	PROPN
bracis-28392	204	12	scholar	scholar	NOUN
bracis-28392	204	13	  	  	SPACE
bracis-28392	204	14	deth	deth	PROPN
bracis-28392	204	15	,	,	PUNCT
bracis-28392	204	16	r.	r.	PROPN
bracis-28392	204	17	,	,	PUNCT
bracis-28392	204	18	muratore	muratore	PROPN
bracis-28392	204	19	,	,	PUNCT
bracis-28392	204	20	c.	c.	PROPN
bracis-28392	204	21	,	,	PUNCT
bracis-28392	204	22	benzecry	benzecry	NOUN
bracis-28392	204	23	,	,	PUNCT
bracis-28392	204	24	j.	j.	PROPN
bracis-28392	204	25	,	,	PUNCT
bracis-28392	204	26	power	power	NOUN
bracis-28392	204	27	-	-	PUNCT
bracis-28392	204	28	charnitsky	charnitsky	NOUN
bracis-28392	204	29	,	,	PUNCT
bracis-28392	204	30	v.a	v.a	PROPN
bracis-28392	204	31	.	.	PROPN
bracis-28392	204	32	,	,	PUNCT
bracis-28392	204	33	waly	waly	NOUN
bracis-28392	204	34	,	,	PUNCT
bracis-28392	204	35	m.	m.	NOUN
bracis-28392	204	36	:	:	PUNCT
bracis-28392	204	37	how	how	SCONJ
bracis-28392	204	38	environmental	environmental	ADJ
bracis-28392	204	39	and	and	CCONJ
bracis-28392	204	40	genetic	genetic	ADJ
bracis-28392	204	41	factors	factor	NOUN
bracis-28392	204	42	combine	combine	VERB
bracis-28392	204	43	to	to	PART
bracis-28392	204	44	cause	cause	VERB
bracis-28392	204	45	autism	autism	NOUN
bracis-28392	204	46	:	:	PUNCT
bracis-28392	204	47	a	a	DET
bracis-28392	204	48	redox	redox	ADJ
bracis-28392	204	49	/	/	SYM
bracis-28392	204	50	methylation	methylation	NOUN
bracis-28392	204	51	hypothesis	hypothesis	NOUN
bracis-28392	204	52	.	.	PUNCT
bracis-28392	205	1	neurotoxicology	neurotoxicology	NOUN
bracis-28392	205	2	29(1	29(1	NUM
bracis-28392	205	3	)	)	PUNCT
bracis-28392	205	4	,	,	PUNCT
bracis-28392	205	5	190–201	190–201	NUM
bracis-28392	205	6	(	(	PUNCT
bracis-28392	205	7	2008	2008	NUM
bracis-28392	205	8	)	)	PUNCT
bracis-28392	205	9	article	article	NOUN
bracis-28392	205	10	  	  	SPACE
bracis-28392	205	11	google	google	PROPN
bracis-28392	205	12	scholar	scholar	NOUN
bracis-28392	205	13	  	  	SPACE
bracis-28392	205	14	farkas	farkas	PROPN
bracis-28392	205	15	,	,	PUNCT
bracis-28392	205	16	l.g	l.g	PROPN
bracis-28392	205	17	.	.	PUNCT
bracis-28392	205	18	:	:	PUNCT
bracis-28392	205	19	anthropometry	anthropometry	NOUN
bracis-28392	205	20	of	of	ADP
bracis-28392	205	21	the	the	DET
bracis-28392	205	22	head	head	NOUN
bracis-28392	205	23	and	and	CCONJ
bracis-28392	205	24	face	face	NOUN
bracis-28392	205	25	.	.	PUNCT
bracis-28392	206	1	raven	raven	NOUN
bracis-28392	206	2	pr	pr	PROPN
bracis-28392	206	3	(	(	PUNCT
bracis-28392	206	4	1994	1994	NUM
bracis-28392	206	5	)	)	PUNCT
bracis-28392	206	6	google	google	PROPN
bracis-28392	206	7	scholar	scholar	NOUN
bracis-28392	206	8	  	  	SPACE
bracis-28392	206	9	gilani	gilani	PROPN
bracis-28392	206	10	,	,	PUNCT
bracis-28392	206	11	s.z	s.z	PROPN
bracis-28392	206	12	.	.	PROPN
bracis-28392	206	13	,	,	PUNCT
bracis-28392	206	14	et	et	PROPN
bracis-28392	206	15	al	al	PROPN
bracis-28392	206	16	.	.	PROPN
bracis-28392	206	17	:	:	PUNCT
bracis-28392	206	18	sexually	sexually	ADV
bracis-28392	206	19	dimorphic	dimorphic	ADJ
bracis-28392	206	20	facial	facial	ADJ
bracis-28392	206	21	features	feature	NOUN
bracis-28392	206	22	vary	vary	VERB
bracis-28392	206	23	according	accord	VERB
bracis-28392	206	24	to	to	ADP
bracis-28392	206	25	level	level	NOUN
bracis-28392	206	26	of	of	ADP
bracis-28392	206	27	autistic	autistic	ADJ
bracis-28392	206	28	-	-	PUNCT
bracis-28392	206	29	like	like	ADJ
bracis-28392	206	30	traits	trait	NOUN
bracis-28392	206	31	in	in	ADP
bracis-28392	206	32	the	the	DET
bracis-28392	206	33	general	general	ADJ
bracis-28392	206	34	population	population	NOUN
bracis-28392	206	35	.	.	PUNCT
bracis-28392	207	1	j.	j.	PROPN
bracis-28392	207	2	neurodev	neurodev	PROPN
bracis-28392	207	3	.	.	PUNCT
bracis-28392	208	1	disord	disord	PROPN
bracis-28392	208	2	.	.	PUNCT
bracis-28392	209	1	7(1	7(1	NUM
bracis-28392	209	2	)	)	PUNCT
bracis-28392	209	3	,	,	PUNCT
bracis-28392	209	4	14	14	NUM
bracis-28392	209	5	(	(	PUNCT
bracis-28392	209	6	2015	2015	NUM
bracis-28392	209	7	)	)	PUNCT
bracis-28392	209	8	article	article	NOUN
bracis-28392	209	9	  	  	SPACE
bracis-28392	209	10	google	google	PROPN
bracis-28392	209	11	scholar	scholar	NOUN
bracis-28392	209	12	  	  	SPACE
bracis-28392	209	13	hammond	hammond	NOUN
bracis-28392	209	14	,	,	PUNCT
bracis-28392	209	15	p.	p.	PROPN
bracis-28392	209	16	,	,	PUNCT
bracis-28392	209	17	et	et	PROPN
bracis-28392	209	18	al	al	PROPN
bracis-28392	209	19	.	.	PUNCT
bracis-28392	209	20	:	:	PUNCT
bracis-28392	210	1	3d	3d	NUM
bracis-28392	210	2	analysis	analysis	NOUN
bracis-28392	210	3	of	of	ADP
bracis-28392	210	4	facial	facial	ADJ
bracis-28392	210	5	morphology	morphology	NOUN
bracis-28392	210	6	.	.	PUNCT
bracis-28392	211	1	am	be	AUX
bracis-28392	211	2	.	.	PUNCT
bracis-28392	212	1	j.	j.	PROPN
bracis-28392	212	2	med	med	PROPN
bracis-28392	212	3	.	.	PUNCT
bracis-28392	213	1	genet	genet	PROPN
bracis-28392	213	2	.	.	PUNCT
bracis-28392	214	1	a	a	DET
bracis-28392	214	2	126(4	126(4	NUM
bracis-28392	214	3	)	)	PUNCT
bracis-28392	214	4	,	,	PUNCT
bracis-28392	214	5	339–348	339–348	NUM
bracis-28392	214	6	(	(	PUNCT
bracis-28392	214	7	2004	2004	NUM
bracis-28392	214	8	)	)	PUNCT
bracis-28392	214	9	article	article	NOUN
bracis-28392	214	10	  	  	SPACE
bracis-28392	214	11	google	google	PROPN
bracis-28392	214	12	scholar	scholar	NOUN
bracis-28392	214	13	  	  	SPACE
bracis-28392	214	14	johnson	johnson	PROPN
bracis-28392	214	15	,	,	PUNCT
bracis-28392	214	16	c.p	c.p	PROPN
bracis-28392	214	17	.	.	PROPN
bracis-28392	214	18	,	,	PUNCT
bracis-28392	214	19	myers	myers	PROPN
bracis-28392	214	20	,	,	PUNCT
bracis-28392	214	21	s.m	s.m	PROPN
bracis-28392	214	22	.	.	PROPN
bracis-28392	214	23	:	:	PUNCT
bracis-28392	215	1	identification	identification	NOUN
bracis-28392	215	2	and	and	CCONJ
bracis-28392	215	3	evaluation	evaluation	NOUN
bracis-28392	215	4	of	of	ADP
bracis-28392	215	5	children	child	NOUN
bracis-28392	215	6	with	with	ADP
bracis-28392	215	7	autism	autism	NOUN
bracis-28392	215	8	spectrum	spectrum	NOUN
bracis-28392	215	9	disorders	disorder	NOUN
bracis-28392	215	10	.	.	PUNCT
bracis-28392	216	1	pediatrics	pediatric	NOUN
bracis-28392	216	2	120(5	120(5	NUM
bracis-28392	216	3	)	)	PUNCT
bracis-28392	216	4	,	,	PUNCT
bracis-28392	216	5	1183–1215	1183–1215	NUM
bracis-28392	216	6	(	(	PUNCT
bracis-28392	216	7	2007	2007	NUM
bracis-28392	216	8	)	)	PUNCT
bracis-28392	216	9	article	article	NOUN
bracis-28392	216	10	  	  	SPACE
bracis-28392	216	11	google	google	PROPN
bracis-28392	216	12	scholar	scholar	NOUN
bracis-28392	216	13	  	  	SPACE
bracis-28392	216	14	king	king	NOUN
bracis-28392	216	15	,	,	PUNCT
bracis-28392	216	16	d.e	d.e	PROPN
bracis-28392	216	17	.	.	PROPN
bracis-28392	216	18	:	:	PUNCT
bracis-28392	217	1	dlib	dlib	NOUN
bracis-28392	217	2	-	-	PUNCT
bracis-28392	217	3	ml	ml	NOUN
bracis-28392	217	4	:	:	PUNCT
bracis-28392	217	5	a	a	DET
bracis-28392	217	6	machine	machine	NOUN
bracis-28392	217	7	learning	learn	VERB
bracis-28392	217	8	toolkit	toolkit	NOUN
bracis-28392	217	9	.	.	PUNCT
bracis-28392	218	1	j.	j.	PROPN
bracis-28392	218	2	mach	mach	PROPN
bracis-28392	218	3	.	.	PUNCT
bracis-28392	219	1	learn	learn	VERB
bracis-28392	219	2	.	.	PUNCT
bracis-28392	220	1	res	re	NOUN
bracis-28392	220	2	.	.	PROPN
bracis-28392	221	1	10	10	NUM
bracis-28392	221	2	,	,	PUNCT
bracis-28392	221	3	1755–1758	1755–1758	NUM
bracis-28392	221	4	(	(	PUNCT
bracis-28392	221	5	2009	2009	NUM
bracis-28392	221	6	)	)	PUNCT
bracis-28392	221	7	google	google	NOUN
bracis-28392	221	8	scholar	scholar	NOUN
bracis-28392	221	9	  	  	SPACE
bracis-28392	221	10	kumov	kumov	ADJ
bracis-28392	221	11	,	,	PUNCT
bracis-28392	221	12	v.	v.	ADV
bracis-28392	221	13	,	,	PUNCT
bracis-28392	221	14	samorodov	samorodov	PROPN
bracis-28392	221	15	,	,	PUNCT
bracis-28392	221	16	a.	a.	NOUN
bracis-28392	221	17	:	:	PUNCT
bracis-28392	221	18	recognition	recognition	NOUN
bracis-28392	221	19	of	of	ADP
bracis-28392	221	20	genetic	genetic	ADJ
bracis-28392	221	21	diseases	disease	NOUN
bracis-28392	221	22	based	base	VERB
bracis-28392	221	23	on	on	ADP
bracis-28392	221	24	combined	combine	VERB
bracis-28392	221	25	feature	feature	NOUN
bracis-28392	221	26	extraction	extraction	NOUN
bracis-28392	221	27	from	from	ADP
bracis-28392	221	28	2d	2d	NUM
bracis-28392	221	29	face	face	NOUN
bracis-28392	221	30	images	image	NOUN
bracis-28392	221	31	.	.	PUNCT
bracis-28392	222	1	in	in	ADP
bracis-28392	222	2	:	:	PUNCT
bracis-28392	222	3	26th	26th	ADJ
bracis-28392	222	4	conference	conference	NOUN
bracis-28392	222	5	of	of	ADP
bracis-28392	222	6	open	open	ADJ
bracis-28392	222	7	innovations	innovation	NOUN
bracis-28392	222	8	association	association	NOUN
bracis-28392	222	9	(	(	PUNCT
bracis-28392	222	10	fruct	fruct	PROPN
bracis-28392	222	11	)	)	PUNCT
bracis-28392	222	12	.	.	PUNCT
bracis-28392	223	1	ieee	ieee	NOUN
bracis-28392	223	2	(	(	PUNCT
bracis-28392	223	3	2020	2020	NUM
bracis-28392	223	4	)	)	PUNCT
bracis-28392	223	5	google	google	PROPN
bracis-28392	223	6	scholar	scholar	NOUN
bracis-28392	223	7	  	  	SPACE
bracis-28392	223	8	lemaître	lemaître	NOUN
bracis-28392	223	9	,	,	PUNCT
bracis-28392	223	10	g.	g.	PROPN
bracis-28392	223	11	,	,	PUNCT
bracis-28392	223	12	nogueira	nogueira	PROPN
bracis-28392	223	13	,	,	PUNCT
bracis-28392	223	14	f.	f.	PROPN
bracis-28392	223	15	,	,	PUNCT
bracis-28392	223	16	aridas	aridas	PROPN
bracis-28392	223	17	,	,	PUNCT
bracis-28392	223	18	c.k	c.k	PROPN
bracis-28392	223	19	.	.	PROPN
bracis-28392	223	20	:	:	PUNCT
bracis-28392	223	21	imbalanced	imbalance	VERB
bracis-28392	223	22	-	-	PUNCT
bracis-28392	223	23	learn	learn	VERB
bracis-28392	223	24	:	:	PUNCT
bracis-28392	223	25	a	a	DET
bracis-28392	223	26	python	python	NOUN
bracis-28392	223	27	toolbox	toolbox	NOUN
bracis-28392	223	28	to	to	PART
bracis-28392	223	29	tackle	tackle	VERB
bracis-28392	223	30	the	the	DET
bracis-28392	223	31	curse	curse	NOUN
bracis-28392	223	32	of	of	ADP
bracis-28392	223	33	imbalanced	imbalanced	ADJ
bracis-28392	223	34	datasets	dataset	NOUN
bracis-28392	223	35	in	in	ADP
bracis-28392	223	36	machine	machine	NOUN
bracis-28392	223	37	learning	learning	NOUN
bracis-28392	223	38	.	.	PUNCT
bracis-28392	224	1	j.	j.	PROPN
bracis-28392	224	2	mach	mach	PROPN
bracis-28392	224	3	.	.	PUNCT
bracis-28392	225	1	learn	learn	VERB
bracis-28392	225	2	.	.	PUNCT
bracis-28392	226	1	res	re	NOUN
bracis-28392	226	2	.	.	PUNCT
bracis-28392	227	1	18(17	18(17	PROPN
bracis-28392	227	2	)	)	PUNCT
bracis-28392	227	3	,	,	PUNCT
bracis-28392	227	4	1–5	1–5	X
bracis-28392	227	5	(	(	PUNCT
bracis-28392	227	6	2017	2017	NUM
bracis-28392	227	7	)	)	PUNCT
bracis-28392	227	8	google	google	NOUN
bracis-28392	227	9	scholar	scholar	NOUN
bracis-28392	227	10	  	  	SPACE
bracis-28392	227	11	levy	levy	NOUN
bracis-28392	227	12	,	,	PUNCT
bracis-28392	227	13	s.e	s.e	PROPN
bracis-28392	227	14	.	.	PROPN
bracis-28392	227	15	,	,	PUNCT
bracis-28392	227	16	mandell	mandell	PROPN
bracis-28392	227	17	,	,	PUNCT
bracis-28392	227	18	d.s	d.s	PROPN
bracis-28392	227	19	.	.	PROPN
bracis-28392	227	20	,	,	PUNCT
bracis-28392	227	21	schultz	schultz	PROPN
bracis-28392	227	22	,	,	PUNCT
bracis-28392	227	23	r.t	r.t	PROPN
bracis-28392	227	24	.	.	PROPN
bracis-28392	227	25	:	:	PUNCT
bracis-28392	228	1	autism	autism	NOUN
bracis-28392	228	2	374	374	NUM
bracis-28392	228	3	,	,	PUNCT
bracis-28392	228	4	1627–1638	1627–1638	NUM
bracis-28392	228	5	(	(	PUNCT
bracis-28392	228	6	2009	2009	NUM
bracis-28392	228	7	)	)	PUNCT
bracis-28392	228	8	google	google	PROPN
bracis-28392	228	9	scholar	scholar	NOUN
bracis-28392	228	10	  	  	SPACE
bracis-28392	228	11	li	li	PROPN
bracis-28392	228	12	,	,	PUNCT
bracis-28392	228	13	j.	j.	PROPN
bracis-28392	228	14	,	,	PUNCT
bracis-28392	228	15	et	et	PROPN
bracis-28392	228	16	al	al	PROPN
bracis-28392	228	17	.	.	PROPN
bracis-28392	228	18	:	:	PUNCT
bracis-28392	229	1	feature	feature	NOUN
bracis-28392	229	2	selection	selection	NOUN
bracis-28392	229	3	:	:	PUNCT
bracis-28392	229	4	a	a	DET
bracis-28392	229	5	data	data	NOUN
bracis-28392	229	6	perspective	perspective	NOUN
bracis-28392	229	7	.	.	PUNCT
bracis-28392	230	1	arxiv:1601.07996	arxiv:1601.07996	NOUN
bracis-28392	230	2	(	(	PUNCT
bracis-28392	230	3	2016	2016	NUM
bracis-28392	230	4	)	)	PUNCT
bracis-28392	230	5	lord	lord	PROPN
bracis-28392	230	6	,	,	PUNCT
bracis-28392	230	7	c.	c.	PROPN
bracis-28392	230	8	,	,	PUNCT
bracis-28392	230	9	cook	cook	VERB
bracis-28392	230	10	,	,	PUNCT
bracis-28392	230	11	e.h	e.h	PROPN
bracis-28392	230	12	.	.	PROPN
bracis-28392	230	13	,	,	PUNCT
bracis-28392	230	14	leventhal	leventhal	PROPN
bracis-28392	230	15	,	,	PUNCT
bracis-28392	230	16	b.l	b.l	PROPN
bracis-28392	230	17	.	.	PROPN
bracis-28392	230	18	,	,	PUNCT
bracis-28392	230	19	amaral	amaral	PROPN
bracis-28392	230	20	,	,	PUNCT
bracis-28392	230	21	d.g	d.g	PROPN
bracis-28392	230	22	.	.	PROPN
bracis-28392	230	23	:	:	PUNCT
bracis-28392	231	1	autism	autism	NOUN
bracis-28392	231	2	spectrum	spectrum	NOUN
bracis-28392	231	3	disorders	disorder	NOUN
bracis-28392	231	4	.	.	PUNCT
bracis-28392	232	1	neuron	neuron	PROPN
bracis-28392	232	2	28(2	28(2	NUM
bracis-28392	232	3	)	)	PUNCT
bracis-28392	232	4	,	,	PUNCT
bracis-28392	232	5	355–363	355–363	NUM
bracis-28392	232	6	(	(	PUNCT
bracis-28392	232	7	2000	2000	NUM
bracis-28392	232	8	)	)	PUNCT
bracis-28392	232	9	article	article	NOUN
bracis-28392	232	10	  	  	SPACE
bracis-28392	232	11	google	google	PROPN
bracis-28392	232	12	scholar	scholar	NOUN
bracis-28392	232	13	  	  	SPACE
bracis-28392	232	14	lugaresi	lugaresi	NOUN
bracis-28392	232	15	,	,	PUNCT
bracis-28392	232	16	c.	c.	PROPN
bracis-28392	232	17	,	,	PUNCT
bracis-28392	232	18	et	et	PROPN
bracis-28392	232	19	al	al	PROPN
bracis-28392	232	20	.	.	PROPN
bracis-28392	232	21	:	:	PUNCT
bracis-28392	233	1	mediapipe	mediapipe	NOUN
bracis-28392	233	2	:	:	PUNCT
bracis-28392	233	3	a	a	DET
bracis-28392	233	4	framework	framework	NOUN
bracis-28392	233	5	for	for	ADP
bracis-28392	233	6	perceiving	perceive	VERB
bracis-28392	233	7	and	and	CCONJ
bracis-28392	233	8	processing	processing	NOUN
bracis-28392	233	9	reality	reality	NOUN
bracis-28392	233	10	.	.	PUNCT
bracis-28392	234	1	in	in	ADP
bracis-28392	234	2	:	:	PUNCT
bracis-28392	234	3	third	third	ADJ
bracis-28392	234	4	workshop	workshop	NOUN
bracis-28392	234	5	on	on	ADP
bracis-28392	234	6	computer	computer	NOUN
bracis-28392	234	7	vision	vision	NOUN
bracis-28392	234	8	for	for	ADP
bracis-28392	234	9	ar	ar	PROPN
bracis-28392	234	10	/	/	SYM
bracis-28392	234	11	vr	vr	PROPN
bracis-28392	234	12	at	at	ADP
bracis-28392	234	13	ieee	ieee	NOUN
bracis-28392	234	14	computer	computer	NOUN
bracis-28392	234	15	vision	vision	NOUN
bracis-28392	234	16	and	and	CCONJ
bracis-28392	234	17	pattern	pattern	NOUN
bracis-28392	234	18	recognition	recognition	NOUN
bracis-28392	234	19	(	(	PUNCT
bracis-28392	234	20	cvpr	cvpr	NOUN
bracis-28392	234	21	)	)	PUNCT
bracis-28392	234	22	2019	2019	NUM
bracis-28392	234	23	(	(	PUNCT
bracis-28392	234	24	2019	2019	NUM
bracis-28392	234	25	)	)	PUNCT
bracis-28392	234	26	google	google	PROPN
bracis-28392	234	27	scholar	scholar	NOUN
bracis-28392	234	28	  	  	SPACE
bracis-28392	234	29	mandell	mandell	PROPN
bracis-28392	234	30	,	,	PUNCT
bracis-28392	234	31	d.s	d.s	PROPN
bracis-28392	234	32	.	.	PROPN
bracis-28392	234	33	,	,	PUNCT
bracis-28392	234	34	novak	novak	PROPN
bracis-28392	234	35	,	,	PUNCT
bracis-28392	234	36	m.m	m.m	PROPN
bracis-28392	234	37	.	.	PROPN
bracis-28392	234	38	,	,	PUNCT
bracis-28392	234	39	zubritsky	zubritsky	PROPN
bracis-28392	234	40	,	,	PUNCT
bracis-28392	234	41	c.d	c.d	PROPN
bracis-28392	234	42	.	.	PUNCT
bracis-28392	234	43	:	:	PUNCT
bracis-28392	235	1	factors	factor	NOUN
bracis-28392	235	2	associated	associate	VERB
bracis-28392	235	3	with	with	ADP
bracis-28392	235	4	age	age	NOUN
bracis-28392	235	5	of	of	ADP
bracis-28392	235	6	diagnosis	diagnosis	NOUN
bracis-28392	235	7	among	among	ADP
bracis-28392	235	8	children	child	NOUN
bracis-28392	235	9	with	with	ADP
bracis-28392	235	10	autism	autism	NOUN
bracis-28392	235	11	spectrum	spectrum	NOUN
bracis-28392	235	12	disorders	disorder	NOUN
bracis-28392	235	13	.	.	PUNCT
bracis-28392	236	1	pediatrics	pediatric	NOUN
bracis-28392	236	2	116(6	116(6	NUM
bracis-28392	236	3	)	)	PUNCT
bracis-28392	236	4	,	,	PUNCT
bracis-28392	236	5	1480–1486	1480–1486	NUM
bracis-28392	236	6	(	(	PUNCT
bracis-28392	236	7	2005	2005	NUM
bracis-28392	236	8	)	)	PUNCT
bracis-28392	236	9	article	article	NOUN
bracis-28392	236	10	  	  	SPACE
bracis-28392	236	11	google	google	PROPN
bracis-28392	236	12	scholar	scholar	NOUN
bracis-28392	236	13	  	  	SPACE
bracis-28392	236	14	miles	mile	NOUN
bracis-28392	236	15	,	,	PUNCT
bracis-28392	236	16	j.	j.	PROPN
bracis-28392	236	17	,	,	PUNCT
bracis-28392	236	18	hadden	hadden	PROPN
bracis-28392	236	19	,	,	PUNCT
bracis-28392	236	20	l.	l.	PROPN
bracis-28392	236	21	,	,	PUNCT
bracis-28392	236	22	takahashi	takahashi	PROPN
bracis-28392	236	23	,	,	PUNCT
bracis-28392	236	24	t.	t.	PROPN
bracis-28392	236	25	,	,	PUNCT
bracis-28392	236	26	hillman	hillman	PROPN
bracis-28392	236	27	,	,	PUNCT
bracis-28392	236	28	r.	r.	PROPN
bracis-28392	236	29	:	:	PUNCT
bracis-28392	236	30	head	head	NOUN
bracis-28392	236	31	circumference	circumference	NOUN
bracis-28392	236	32	is	be	AUX
bracis-28392	236	33	an	an	DET
bracis-28392	236	34	independent	independent	ADJ
bracis-28392	236	35	clinical	clinical	ADJ
bracis-28392	236	36	finding	finding	NOUN
bracis-28392	236	37	associated	associate	VERB
bracis-28392	236	38	with	with	ADP
bracis-28392	236	39	autism	autism	NOUN
bracis-28392	236	40	.	.	PUNCT
bracis-28392	237	1	am	be	AUX
bracis-28392	237	2	.	.	PUNCT
bracis-28392	238	1	j.	j.	PROPN
bracis-28392	238	2	med	med	PROPN
bracis-28392	238	3	.	.	PUNCT
bracis-28392	239	1	genet	genet	NOUN
bracis-28392	239	2	.	.	PUNCT
bracis-28392	240	1	95(4	95(4	NOUN
bracis-28392	240	2	)	)	PUNCT
bracis-28392	240	3	,	,	PUNCT
bracis-28392	240	4	339–350	339–350	NUM
bracis-28392	240	5	(	(	PUNCT
bracis-28392	240	6	2000	2000	NUM
bracis-28392	240	7	)	)	PUNCT
bracis-28392	240	8	article	article	NOUN
bracis-28392	240	9	  	  	SPACE
bracis-28392	240	10	google	google	PROPN
bracis-28392	240	11	scholar	scholar	NOUN
bracis-28392	240	12	  	  	SPACE
bracis-28392	240	13	muhle	muhle	ADJ
bracis-28392	240	14	,	,	PUNCT
bracis-28392	240	15	r.	r.	PROPN
bracis-28392	240	16	,	,	PUNCT
bracis-28392	240	17	trentacoste	trentacoste	NOUN
bracis-28392	240	18	,	,	PUNCT
bracis-28392	240	19	s.v	s.v	PROPN
bracis-28392	240	20	.	.	PROPN
bracis-28392	240	21	,	,	PUNCT
bracis-28392	240	22	rapin	rapin	NOUN
bracis-28392	240	23	,	,	PUNCT
bracis-28392	240	24	i.	i.	NOUN
bracis-28392	240	25	:	:	PUNCT
bracis-28392	240	26	the	the	DET
bracis-28392	240	27	genetics	genetic	NOUN
bracis-28392	240	28	of	of	ADP
bracis-28392	240	29	autism	autism	NOUN
bracis-28392	240	30	.	.	PUNCT
bracis-28392	241	1	pediatrics	pediatric	NOUN
bracis-28392	241	2	113(5	113(5	NUM
bracis-28392	241	3	)	)	PUNCT
bracis-28392	241	4	,	,	PUNCT
bracis-28392	241	5	e472	e472	PROPN
bracis-28392	241	6	–	–	PUNCT
bracis-28392	241	7	e486	e486	PROPN
bracis-28392	241	8	(	(	PUNCT
bracis-28392	241	9	2004	2004	NUM
bracis-28392	241	10	)	)	PUNCT
bracis-28392	241	11	article	article	NOUN
bracis-28392	241	12	  	  	SPACE
bracis-28392	241	13	google	google	PROPN
bracis-28392	241	14	scholar	scholar	NOUN
bracis-28392	241	15	  	  	SPACE
bracis-28392	241	16	chawla	chawla	PROPN
bracis-28392	241	17	,	,	PUNCT
bracis-28392	241	18	n.v	n.v	PROPN
bracis-28392	241	19	.	.	PROPN
bracis-28392	241	20	,	,	PUNCT
bracis-28392	241	21	bowyer	bowyer	PROPN
bracis-28392	241	22	,	,	PUNCT
bracis-28392	241	23	k.w	k.w	PROPN
bracis-28392	241	24	.	.	PROPN
bracis-28392	241	25	,	,	PUNCT
bracis-28392	241	26	lawrence	lawrence	PROPN
bracis-28392	241	27	,	,	PUNCT
bracis-28392	241	28	o.h	o.h	PROPN
bracis-28392	241	29	.	.	PROPN
bracis-28392	241	30	,	,	PUNCT
bracis-28392	241	31	philip	philip	PROPN
bracis-28392	241	32	kegelmeyer	kegelmeyer	PROPN
bracis-28392	241	33	,	,	PUNCT
bracis-28392	241	34	w.	w.	PROPN
bracis-28392	241	35	:	:	PUNCT
bracis-28392	241	36	smote	smote	VERB
bracis-28392	241	37	:	:	PUNCT
bracis-28392	241	38	synthetic	synthetic	ADJ
bracis-28392	241	39	minority	minority	NOUN
bracis-28392	241	40	over	over	ADP
bracis-28392	241	41	-	-	PUNCT
bracis-28392	241	42	sampling	sample	VERB
bracis-28392	241	43	technique	technique	NOUN
bracis-28392	241	44	.	.	PUNCT
bracis-28392	242	1	j.	j.	PROPN
bracis-28392	242	2	artif	artif	PROPN
bracis-28392	242	3	.	.	PUNCT
bracis-28392	243	1	intell	intell	PROPN
bracis-28392	243	2	.	.	PUNCT
bracis-28392	244	1	res	re	NOUN
bracis-28392	244	2	.	.	PROPN
bracis-28392	245	1	16	16	NUM
bracis-28392	245	2	,	,	PUNCT
bracis-28392	245	3	321–357	321–357	NUM
bracis-28392	245	4	(	(	PUNCT
bracis-28392	245	5	2011	2011	NUM
bracis-28392	245	6	)	)	PUNCT
bracis-28392	245	7	article	article	NOUN
bracis-28392	245	8	  	  	SPACE
bracis-28392	245	9	math	math	NOUN
bracis-28392	245	10	  	  	SPACE
bracis-28392	245	11	google	google	PROPN
bracis-28392	245	12	scholar	scholar	NOUN
bracis-28392	245	13	  	  	SPACE
bracis-28392	245	14	obafemi	obafemi	PROPN
bracis-28392	245	15	-	-	PUNCT
bracis-28392	245	16	ajayi	ajayi	NOUN
bracis-28392	245	17	,	,	PUNCT
bracis-28392	245	18	t.	t.	PROPN
bracis-28392	245	19	,	,	PUNCT
bracis-28392	245	20	et	et	PROPN
bracis-28392	245	21	al	al	PROPN
bracis-28392	245	22	.	.	PUNCT
bracis-28392	245	23	:	:	PUNCT
bracis-28392	246	1	facial	facial	ADJ
bracis-28392	246	2	structure	structure	NOUN
bracis-28392	246	3	analysis	analysis	NOUN
bracis-28392	246	4	separates	separate	VERB
bracis-28392	246	5	autism	autism	NOUN
bracis-28392	246	6	spectrum	spectrum	NOUN
bracis-28392	246	7	disorders	disorder	NOUN
bracis-28392	246	8	into	into	ADP
bracis-28392	246	9	meaningful	meaningful	ADJ
bracis-28392	246	10	clinical	clinical	ADJ
bracis-28392	246	11	subgroups	subgroup	NOUN
bracis-28392	246	12	.	.	PUNCT
bracis-28392	247	1	j.	j.	PROPN
bracis-28392	247	2	autism	autism	PROPN
bracis-28392	247	3	dev	dev	PROPN
bracis-28392	247	4	.	.	PUNCT
bracis-28392	247	5	disord	disord	PROPN
bracis-28392	247	6	.	.	PUNCT
bracis-28392	248	1	45(5	45(5	NUM
bracis-28392	248	2	)	)	PUNCT
bracis-28392	248	3	,	,	PUNCT
bracis-28392	248	4	1302–1317	1302–1317	NUM
bracis-28392	248	5	(	(	PUNCT
bracis-28392	248	6	2015	2015	NUM
bracis-28392	248	7	)	)	PUNCT
bracis-28392	248	8	article	article	NOUN
bracis-28392	248	9	  	  	SPACE
bracis-28392	248	10	google	google	PROPN
bracis-28392	248	11	scholar	scholar	NOUN
bracis-28392	248	12	  	  	SPACE
bracis-28392	248	13	ozgen	ozgen	NOUN
bracis-28392	248	14	,	,	PUNCT
bracis-28392	248	15	h.	h.	PROPN
bracis-28392	248	16	,	,	PUNCT
bracis-28392	248	17	et	et	PROPN
bracis-28392	248	18	al	al	PROPN
bracis-28392	248	19	.	.	PUNCT
bracis-28392	248	20	:	:	PUNCT
bracis-28392	249	1	morphological	morphological	ADJ
bracis-28392	249	2	features	feature	NOUN
bracis-28392	249	3	in	in	ADP
bracis-28392	249	4	children	child	NOUN
bracis-28392	249	5	with	with	ADP
bracis-28392	249	6	autism	autism	NOUN
bracis-28392	249	7	spectrum	spectrum	NOUN
bracis-28392	249	8	disorders	disorder	NOUN
bracis-28392	249	9	:	:	PUNCT
bracis-28392	249	10	a	a	DET
bracis-28392	249	11	matched	match	VERB
bracis-28392	249	12	case	case	NOUN
bracis-28392	249	13	-	-	PUNCT
bracis-28392	249	14	control	control	NOUN
bracis-28392	249	15	study	study	NOUN
bracis-28392	249	16	.	.	PUNCT
bracis-28392	250	1	j.	j.	PROPN
bracis-28392	250	2	autism	autism	PROPN
bracis-28392	250	3	dev	dev	PROPN
bracis-28392	250	4	.	.	PUNCT
bracis-28392	250	5	disord	disord	PROPN
bracis-28392	250	6	.	.	PUNCT
bracis-28392	250	7	41(1	41(1	NUM
bracis-28392	250	8	)	)	PUNCT
bracis-28392	250	9	,	,	PUNCT
bracis-28392	250	10	23–31	23–31	NUM
bracis-28392	250	11	(	(	PUNCT
bracis-28392	250	12	2011	2011	NUM
bracis-28392	250	13	)	)	PUNCT
bracis-28392	250	14	article	article	NOUN
bracis-28392	250	15	  	  	SPACE
bracis-28392	250	16	google	google	PROPN
bracis-28392	250	17	scholar	scholar	NOUN
bracis-28392	250	18	  	  	SPACE
bracis-28392	250	19	pedregosa	pedregosa	PROPN
bracis-28392	250	20	,	,	PUNCT
bracis-28392	250	21	f.	f.	PROPN
bracis-28392	250	22	,	,	PUNCT
bracis-28392	250	23	et	et	PROPN
bracis-28392	250	24	al	al	PROPN
bracis-28392	250	25	.	.	PROPN
bracis-28392	250	26	:	:	PUNCT
bracis-28392	251	1	scikit	scikit	NOUN
bracis-28392	251	2	-	-	PUNCT
bracis-28392	251	3	learn	learn	VERB
bracis-28392	251	4	:	:	PUNCT
bracis-28392	251	5	machine	machine	NOUN
bracis-28392	251	6	learning	learning	NOUN
bracis-28392	251	7	in	in	ADP
bracis-28392	251	8	python	python	PROPN
bracis-28392	251	9	.	.	PUNCT
bracis-28392	252	1	j.	j.	PROPN
bracis-28392	252	2	mach	mach	PROPN
bracis-28392	252	3	.	.	PUNCT
bracis-28392	253	1	learn	learn	VERB
bracis-28392	253	2	.	.	PUNCT
bracis-28392	254	1	res	re	NOUN
bracis-28392	254	2	.	.	PROPN
bracis-28392	255	1	12	12	NUM
bracis-28392	255	2	,	,	PUNCT
bracis-28392	255	3	2825–2830	2825–2830	NUM
bracis-28392	255	4	(	(	PUNCT
bracis-28392	255	5	2011	2011	NUM
bracis-28392	255	6	)	)	PUNCT
bracis-28392	255	7	mathscinet	mathscinet	NOUN
bracis-28392	255	8	  	  	SPACE
bracis-28392	255	9	math	math	NOUN
bracis-28392	255	10	  	  	SPACE
bracis-28392	255	11	google	google	PROPN
bracis-28392	255	12	scholar	scholar	NOUN
bracis-28392	255	13	  	  	SPACE
bracis-28392	255	14	rodier	rodier	NOUN
bracis-28392	255	15	,	,	PUNCT
bracis-28392	255	16	p.m.	p.m.	NOUN
bracis-28392	255	17	,	,	PUNCT
bracis-28392	255	18	bryson	bryson	PROPN
bracis-28392	255	19	,	,	PUNCT
bracis-28392	255	20	s.e	s.e	PROPN
bracis-28392	255	21	.	.	PROPN
bracis-28392	255	22	,	,	PUNCT
bracis-28392	255	23	welch	welch	PROPN
bracis-28392	255	24	,	,	PUNCT
bracis-28392	255	25	j.p	j.p	PROPN
bracis-28392	255	26	.	.	PROPN
bracis-28392	255	27	:	:	PUNCT
bracis-28392	255	28	minor	minor	ADJ
bracis-28392	255	29	malformations	malformation	NOUN
bracis-28392	255	30	and	and	CCONJ
bracis-28392	255	31	physical	physical	ADJ
bracis-28392	255	32	measurements	measurement	NOUN
bracis-28392	255	33	in	in	ADP
bracis-28392	255	34	autism	autism	NOUN
bracis-28392	255	35	:	:	PUNCT
bracis-28392	255	36	data	datum	NOUN
bracis-28392	255	37	from	from	ADP
bracis-28392	255	38	nova	nova	PROPN
bracis-28392	255	39	scotia	scotia	PROPN
bracis-28392	255	40	.	.	PUNCT
bracis-28392	256	1	teratology	teratology	NOUN
bracis-28392	256	2	55(5	55(5	PROPN
bracis-28392	256	3	)	)	PUNCT
bracis-28392	256	4	,	,	PUNCT
bracis-28392	256	5	319–325	319–325	NUM
bracis-28392	256	6	(	(	PUNCT
bracis-28392	256	7	1997	1997	NUM
bracis-28392	256	8	)	)	PUNCT
bracis-28392	256	9	article	article	NOUN
bracis-28392	256	10	  	  	SPACE
bracis-28392	256	11	google	google	PROPN
bracis-28392	256	12	scholar	scholar	NOUN
bracis-28392	256	13	  	  	SPACE
bracis-28392	256	14	suzuki	suzuki	PROPN
bracis-28392	256	15	,	,	PUNCT
bracis-28392	256	16	s.	s.	PROPN
bracis-28392	256	17	:	:	PUNCT
bracis-28392	257	1	topological	topological	ADJ
bracis-28392	257	2	structural	structural	ADJ
bracis-28392	257	3	analysis	analysis	NOUN
bracis-28392	257	4	of	of	ADP
bracis-28392	257	5	digitized	digitize	VERB
bracis-28392	257	6	binary	binary	ADJ
bracis-28392	257	7	images	image	NOUN
bracis-28392	257	8	by	by	ADP
bracis-28392	257	9	border	border	NOUN
bracis-28392	257	10	following	following	NOUN
bracis-28392	257	11	.	.	PUNCT
bracis-28392	258	1	comput	comput	NOUN
bracis-28392	258	2	.	.	PUNCT
bracis-28392	259	1	vis	vis	X
bracis-28392	259	2	.	.	PROPN
bracis-28392	259	3	graph	graph	NOUN
bracis-28392	259	4	.	.	PUNCT
bracis-28392	259	5	image	image	NOUN
bracis-28392	259	6	process	process	NOUN
bracis-28392	259	7	.	.	PUNCT
bracis-28392	260	1	30(1	30(1	NUM
bracis-28392	260	2	)	)	PUNCT
bracis-28392	260	3	,	,	PUNCT
bracis-28392	260	4	32–46	32–46	NUM
bracis-28392	260	5	(	(	PUNCT
bracis-28392	260	6	1985	1985	NUM
bracis-28392	260	7	)	)	PUNCT
bracis-28392	260	8	article	article	NOUN
bracis-28392	260	9	  	  	SPACE
bracis-28392	260	10	math	math	NOUN
bracis-28392	260	11	  	  	SPACE
bracis-28392	260	12	google	google	PROPN
bracis-28392	260	13	scholar	scholar	NOUN
bracis-28392	260	14	  	  	SPACE
bracis-28392	260	15	weinberg	weinberg	PROPN
bracis-28392	260	16	,	,	PUNCT
bracis-28392	260	17	s.m	s.m	PROPN
bracis-28392	260	18	.	.	PROPN
bracis-28392	260	19	,	,	PUNCT
bracis-28392	260	20	naidoo	naidoo	PROPN
bracis-28392	260	21	,	,	PUNCT
bracis-28392	260	22	s.	s.	PROPN
bracis-28392	260	23	,	,	PUNCT
bracis-28392	260	24	govier	govier	PROPN
bracis-28392	260	25	,	,	PUNCT
bracis-28392	260	26	d.p	d.p	PROPN
bracis-28392	260	27	.	.	PROPN
bracis-28392	260	28	,	,	PUNCT
bracis-28392	260	29	martin	martin	PROPN
bracis-28392	260	30	,	,	PUNCT
bracis-28392	260	31	r.a	r.a	PROPN
bracis-28392	260	32	.	.	PROPN
bracis-28392	260	33	,	,	PUNCT
bracis-28392	260	34	kane	kane	PROPN
bracis-28392	260	35	,	,	PUNCT
bracis-28392	260	36	a.a	a.a	PROPN
bracis-28392	260	37	.	.	PROPN
bracis-28392	260	38	,	,	PUNCT
bracis-28392	260	39	marazita	marazita	PROPN
bracis-28392	260	40	,	,	PUNCT
bracis-28392	260	41	m.l	m.l	PROPN
bracis-28392	260	42	.	.	PUNCT
bracis-28392	260	43	:	:	PUNCT
bracis-28392	260	44	anthropometric	anthropometric	ADJ
bracis-28392	260	45	precision	precision	NOUN
bracis-28392	260	46	and	and	CCONJ
bracis-28392	260	47	accuracy	accuracy	NOUN
bracis-28392	260	48	of	of	ADP
bracis-28392	260	49	digital	digital	ADJ
bracis-28392	260	50	three	three	NUM
bracis-28392	260	51	-	-	PUNCT
bracis-28392	260	52	dimensional	dimensional	ADJ
bracis-28392	260	53	photogrammetry	photogrammetry	NOUN
bracis-28392	260	54	:	:	PUNCT
bracis-28392	260	55	comparing	compare	VERB
bracis-28392	260	56	the	the	DET
bracis-28392	260	57	genex	genex	NOUN
bracis-28392	260	58	and	and	CCONJ
bracis-28392	260	59	3dmd	3dmd	NUM
bracis-28392	260	60	imaging	imaging	NOUN
bracis-28392	260	61	systems	system	NOUN
bracis-28392	260	62	with	with	ADP
bracis-28392	260	63	one	one	NUM
bracis-28392	260	64	another	another	DET
bracis-28392	260	65	and	and	CCONJ
bracis-28392	260	66	with	with	ADP
bracis-28392	260	67	direct	direct	ADJ
bracis-28392	260	68	anthropometry	anthropometry	NOUN
bracis-28392	260	69	.	.	PUNCT
bracis-28392	261	1	j.	j.	PROPN
bracis-28392	261	2	craniofac	craniofac	PROPN
bracis-28392	261	3	.	.	PUNCT
bracis-28392	262	1	surg	surg	PROPN
bracis-28392	262	2	.	.	PUNCT
bracis-28392	263	1	17(3	17(3	NUM
bracis-28392	263	2	)	)	PUNCT
bracis-28392	263	3	,	,	PUNCT
bracis-28392	263	4	477–483	477–483	PROPN
bracis-28392	263	5	(	(	PUNCT
bracis-28392	263	6	2006	2006	NUM
bracis-28392	263	7	)	)	PUNCT
bracis-28392	263	8	article	article	NOUN
bracis-28392	263	9	  	  	SPACE
bracis-28392	263	10	google	google	PROPN
bracis-28392	263	11	scholar	scholar	NOUN
bracis-28392	263	12	  	  	SPACE
bracis-28392	263	13	zhao	zhao	PROPN
bracis-28392	263	14	,	,	PUNCT
bracis-28392	263	15	q.	q.	PROPN
bracis-28392	263	16	,	,	PUNCT
bracis-28392	263	17	et	et	PROPN
bracis-28392	263	18	al	al	PROPN
bracis-28392	263	19	.	.	PUNCT
bracis-28392	263	20	:	:	PUNCT
bracis-28392	264	1	digital	digital	ADJ
bracis-28392	264	2	facial	facial	ADJ
bracis-28392	264	3	dysmorphology	dysmorphology	NOUN
bracis-28392	264	4	for	for	ADP
bracis-28392	264	5	genetic	genetic	ADJ
bracis-28392	264	6	screening	screening	NOUN
bracis-28392	264	7	:	:	PUNCT
bracis-28392	264	8	hierarchical	hierarchical	ADJ
bracis-28392	264	9	constrained	constrain	VERB
bracis-28392	264	10	local	local	ADJ
bracis-28392	264	11	model	model	NOUN
bracis-28392	264	12	using	use	VERB
bracis-28392	264	13	ica	ica	PROPN
bracis-28392	264	14	.	.	PUNCT
bracis-28392	265	1	med	med	PROPN
bracis-28392	265	2	.	.	PUNCT
bracis-28392	266	1	image	image	PROPN
bracis-28392	266	2	anal	anal	PROPN
bracis-28392	266	3	.	.	PUNCT
bracis-28392	267	1	18(5	18(5	NUM
bracis-28392	267	2	)	)	PUNCT
bracis-28392	267	3	,	,	PUNCT
bracis-28392	267	4	699–710	699–710	NUM
bracis-28392	267	5	(	(	PUNCT
bracis-28392	267	6	2014	2014	NUM
bracis-28392	267	7	)	)	PUNCT
bracis-28392	267	8	article	article	NOUN
bracis-28392	267	9	  	  	SPACE
bracis-28392	267	10	google	google	PROPN
bracis-28392	267	11	scholar	scholar	NOUN
bracis-28392	267	12	  	  	SPACE
bracis-28392	267	13	zhao	zhao	PROPN
bracis-28392	267	14	,	,	PUNCT
bracis-28392	267	15	q.	q.	PROPN
bracis-28392	267	16	,	,	PUNCT
bracis-28392	267	17	yao	yao	PROPN
bracis-28392	267	18	,	,	PUNCT
bracis-28392	267	19	g.	g.	PROPN
bracis-28392	267	20	,	,	PUNCT
bracis-28392	267	21	akhtar	akhtar	PROPN
bracis-28392	267	22	,	,	PUNCT
bracis-28392	267	23	f.	f.	PROPN
bracis-28392	267	24	,	,	PUNCT
bracis-28392	267	25	li	li	PROPN
bracis-28392	267	26	,	,	PUNCT
bracis-28392	267	27	j.	j.	PROPN
bracis-28392	267	28	,	,	PUNCT
bracis-28392	267	29	pei	pei	PROPN
bracis-28392	267	30	,	,	PUNCT
bracis-28392	267	31	y.	y.	PROPN
bracis-28392	267	32	:	:	PUNCT
bracis-28392	267	33	an	an	DET
bracis-28392	267	34	automated	automate	VERB
bracis-28392	267	35	approach	approach	NOUN
bracis-28392	267	36	to	to	PART
bracis-28392	267	37	diagnose	diagnose	VERB
bracis-28392	267	38	turner	turner	NOUN
bracis-28392	267	39	syndrome	syndrome	PROPN
bracis-28392	267	40	using	use	VERB
bracis-28392	267	41	ensemble	ensemble	ADJ
bracis-28392	267	42	learning	learning	NOUN
bracis-28392	267	43	methods	method	NOUN
bracis-28392	267	44	.	.	PUNCT
bracis-28392	268	1	ieee	ieee	NOUN
bracis-28392	268	2	access	access	NOUN
bracis-28392	268	3	8	8	NUM
bracis-28392	268	4	,	,	PUNCT
bracis-28392	268	5	223335–223345	223335–223345	NUM
bracis-28392	268	6	(	(	PUNCT
bracis-28392	268	7	2020	2020	NUM
bracis-28392	268	8	)	)	PUNCT
bracis-28392	268	9	article	article	NOUN
bracis-28392	268	10	  	  	SPACE
bracis-28392	268	11	google	google	PROPN
bracis-28392	268	12	scholar	scholar	NOUN
bracis-28392	268	13	  	  	SPACE
bracis-28392	268	14	download	download	NOUN
bracis-28392	268	15	references	reference	NOUN
bracis-28392	268	16	acknowledgments	acknowledgment	NOUN
bracis-28392	268	17	we	we	PRON
bracis-28392	268	18	thank	thank	VERB
bracis-28392	268	19	the	the	DET
bracis-28392	268	20	patients	patient	NOUN
bracis-28392	268	21	and	and	CCONJ
bracis-28392	268	22	their	their	PRON
bracis-28392	268	23	families	family	NOUN
bracis-28392	268	24	that	that	PRON
bracis-28392	268	25	allowed	allow	VERB
bracis-28392	268	26	the	the	DET
bracis-28392	268	27	execution	execution	NOUN
bracis-28392	268	28	of	of	ADP
bracis-28392	268	29	this	this	DET
bracis-28392	268	30	research	research	NOUN
bracis-28392	268	31	,	,	PUNCT
bracis-28392	268	32	as	as	ADV
bracis-28392	268	33	well	well	ADV
bracis-28392	268	34	as	as	ADP
bracis-28392	268	35	the	the	DET
bracis-28392	268	36	team	team	NOUN
bracis-28392	268	37	of	of	ADP
bracis-28392	268	38	the	the	DET
bracis-28392	268	39	autism	autism	NOUN
bracis-28392	268	40	spectrum	spectrum	NOUN
bracis-28392	268	41	program	program	NOUN
bracis-28392	268	42	of	of	ADP
bracis-28392	268	43	the	the	DET
bracis-28392	268	44	clinics	clinic	NOUN
bracis-28392	268	45	hospital	hospital	NOUN
bracis-28392	268	46	(	(	PUNCT
bracis-28392	268	47	protea	protea	NOUN
bracis-28392	268	48	-	-	PUNCT
bracis-28392	268	49	hc	hc	NOUN
bracis-28392	268	50	)	)	PUNCT
bracis-28392	268	51	.	.	PUNCT
bracis-28392	269	1	this	this	DET
bracis-28392	269	2	study	study	NOUN
bracis-28392	269	3	was	be	AUX
bracis-28392	269	4	funded	fund	VERB
bracis-28392	269	5	by	by	ADP
bracis-28392	269	6	brazilian	brazilian	ADJ
bracis-28392	269	7	national	national	PROPN
bracis-28392	269	8	council	council	PROPN
bracis-28392	269	9	of	of	ADP
bracis-28392	269	10	scientific	scientific	ADJ
bracis-28392	269	11	and	and	CCONJ
bracis-28392	269	12	technological	technological	ADJ
bracis-28392	269	13	development	development	NOUN
bracis-28392	269	14	,	,	PUNCT
bracis-28392	269	15	(	(	PUNCT
bracis-28392	269	16	cnpq	cnpq	NOUN
bracis-28392	269	17	)	)	PUNCT
bracis-28392	269	18	(	(	PUNCT
bracis-28392	269	19	grants	grant	NOUN
bracis-28392	269	20	309330/2018	309330/2018	NUM
bracis-28392	269	21	-	-	SYM
bracis-28392	269	22	1	1	NUM
bracis-28392	269	23	,	,	PUNCT
bracis-28392	269	24	157535/2017	157535/2017	NUM
bracis-28392	269	25	-	-	SYM
bracis-28392	269	26	7	7	NUM
bracis-28392	269	27	and	and	CCONJ
bracis-28392	269	28	309030/2019	309030/2019	NUM
bracis-28392	269	29	-	-	SYM
bracis-28392	269	30	6	6	NUM
bracis-28392	269	31	)	)	PUNCT
bracis-28392	269	32	and	and	CCONJ
bracis-28392	269	33	scientific	scientific	ADJ
bracis-28392	269	34	and	and	CCONJ
bracis-28392	269	35	technological	technological	ADJ
bracis-28392	269	36	initiation	initiation	NOUN
bracis-28392	269	37	program	program	NOUN
bracis-28392	269	38	at	at	ADP
bracis-28392	269	39	university	university	PROPN
bracis-28392	269	40	of	of	ADP
bracis-28392	269	41	sao	sao	PROPN
bracis-28392	269	42	paulo	paulo	PROPN
bracis-28392	269	43	(	(	PUNCT
bracis-28392	269	44	pibic	pibic	ADJ
bracis-28392	269	45	/	/	SYM
bracis-28392	269	46	pibit	pibit	NOUN
bracis-28392	269	47	-	-	PUNCT
bracis-28392	269	48	cnpq	cnpq	NOUN
bracis-28392	269	49	/	/	SYM
bracis-28392	269	50	usp	usp	NOUN
bracis-28392	269	51	2020/2021	2020/2021	NUM
bracis-28392	269	52	)	)	PUNCT
bracis-28392	269	53	,	,	PUNCT
bracis-28392	269	54	the	the	DET
bracis-28392	269	55	são	são	PROPN
bracis-28392	269	56	paulo	paulo	PROPN
bracis-28392	269	57	research	research	PROPN
bracis-28392	269	58	foundation	foundation	PROPN
bracis-28392	269	59	(	(	PUNCT
bracis-28392	269	60	fapesp	fapesp	PROPN
bracis-28392	269	61	)	)	PUNCT
bracis-28392	269	62	national	national	PROPN
bracis-28392	269	63	institute	institute	PROPN
bracis-28392	269	64	of	of	ADP
bracis-28392	269	65	science	science	PROPN
bracis-28392	269	66	and	and	CCONJ
bracis-28392	269	67	technology	technology	NOUN
bracis-28392	269	68	medicine	medicine	NOUN
bracis-28392	269	69	assisted	assist	VERB
bracis-28392	269	70	by	by	ADP
bracis-28392	269	71	scientific	scientific	ADJ
bracis-28392	269	72	computing	computing	NOUN
bracis-28392	269	73	(	(	PUNCT
bracis-28392	269	74	inct	inct	NOUN
bracis-28392	269	75	-	-	PUNCT
bracis-28392	269	76	macc	macc	PROPN
bracis-28392	269	77	)	)	PUNCT
bracis-28392	269	78	grant	grant	NOUN
bracis-28392	269	79	2014/50889	2014/50889	NUM
bracis-28392	269	80	-	-	SYM
bracis-28392	269	81	7	7	NUM
bracis-28392	269	82	,	,	PUNCT
bracis-28392	269	83	sao	sao	PROPN
bracis-28392	269	84	paulo	paulo	PROPN
bracis-28392	269	85	research	research	PROPN
bracis-28392	269	86	foundation	foundation	PROPN
bracis-28392	269	87	(	(	PUNCT
bracis-28392	269	88	fapesp	fapesp	NOUN
bracis-28392	269	89	)	)	PUNCT
bracis-28392	269	90	grants	grant	VERB
bracis-28392	269	91	#	#	SYM
bracis-28392	269	92	2017/12646	2017/12646	NUM
bracis-28392	269	93	-	-	SYM
bracis-28392	269	94	3	3	NUM
bracis-28392	269	95	,	,	PUNCT
bracis-28392	269	96	#	#	SYM
bracis-28392	269	97	2020/01992	2020/01992	NUM
bracis-28392	269	98	-	-	SYM
bracis-28392	269	99	0	0	NUM
bracis-28392	269	100	,	,	PUNCT
bracis-28392	269	101	coordenação	coordenação	PROPN
bracis-28392	269	102	de	de	PROPN
bracis-28392	269	103	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-28392	269	104	de	de	X
bracis-28392	269	105	pessoal	pessoal	PROPN
bracis-28392	269	106	de	de	PROPN
bracis-28392	269	107	nível	nível	PROPN
bracis-28392	269	108	superior	superior	ADJ
bracis-28392	269	109	–	–	PUNCT
bracis-28392	269	110	brasil	brasil	PROPN
bracis-28392	269	111	(	(	PUNCT
bracis-28392	269	112	capes	cape	NOUN
bracis-28392	269	113	)	)	PUNCT
bracis-28392	269	114	,	,	PUNCT
bracis-28392	269	115	dean	dean	PROPN
bracis-28392	269	116	’s	’s	PART
bracis-28392	269	117	office	office	NOUN
bracis-28392	269	118	for	for	ADP
bracis-28392	269	119	research	research	NOUN
bracis-28392	269	120	of	of	ADP
bracis-28392	269	121	the	the	DET
bracis-28392	269	122	university	university	PROPN
bracis-28392	269	123	of	of	ADP
bracis-28392	269	124	são	são	PROPN
bracis-28392	269	125	paulo	paulo	PROPN
bracis-28392	269	126	(	(	PUNCT
bracis-28392	269	127	prp	prp	NOUN
bracis-28392	269	128	-	-	PUNCT
bracis-28392	269	129	usp	usp	NOUN
bracis-28392	269	130	,	,	PUNCT
bracis-28392	269	131	grant	grant	NOUN
bracis-28392	269	132	18.5.245.86.7	18.5.245.86.7	NUM
bracis-28392	269	133	)	)	PUNCT
bracis-28392	269	134	and	and	CCONJ
bracis-28392	269	135	the	the	DET
bracis-28392	269	136	national	national	PROPN
bracis-28392	269	137	health	health	PROPN
bracis-28392	269	138	support	support	NOUN
bracis-28392	269	139	program	program	NOUN
bracis-28392	269	140	for	for	ADP
bracis-28392	269	141	people	people	NOUN
bracis-28392	269	142	with	with	ADP
bracis-28392	269	143	disabilities	disability	NOUN
bracis-28392	269	144	(	(	PUNCT
bracis-28392	269	145	pronas	pronas	PROPN
bracis-28392	269	146	/	/	SYM
bracis-28392	269	147	pcd	pcd	PROPN
bracis-28392	269	148	)	)	PUNCT
bracis-28392	269	149	grant	grant	NOUN
bracis-28392	269	150	25000.002484/2017	25000.002484/2017	NOUN
bracis-28392	269	151	-	-	SYM
bracis-28392	269	152	17	17	NUM
bracis-28392	269	153	.	.	PUNCT
bracis-28392	270	1	author	author	NOUN
bracis-28392	270	2	information	information	NOUN
bracis-28392	270	3	authors	author	NOUN
bracis-28392	270	4	and	and	CCONJ
bracis-28392	270	5	affiliations	affiliation	NOUN
bracis-28392	270	6	school	school	NOUN
bracis-28392	270	7	of	of	ADP
bracis-28392	270	8	arts	art	NOUN
bracis-28392	270	9	,	,	PUNCT
bracis-28392	270	10	sciences	science	NOUN
bracis-28392	270	11	and	and	CCONJ
bracis-28392	270	12	humanities	humanity	NOUN
bracis-28392	270	13	,	,	PUNCT
bracis-28392	270	14	university	university	NOUN
bracis-28392	270	15	of	of	ADP
bracis-28392	270	16	sao	sao	PROPN
bracis-28392	270	17	paulo	paulo	PROPN
bracis-28392	270	18	,	,	PUNCT
bracis-28392	270	19	r.	r.	PROPN
bracis-28392	270	20	arlindo	arlindo	PROPN
bracis-28392	270	21	béttio	béttio	PROPN
bracis-28392	270	22	,	,	PUNCT
bracis-28392	270	23	1000	1000	NUM
bracis-28392	270	24	ermelino	ermelino	PROPN
bracis-28392	270	25	matarazzo	matarazzo	PROPN
bracis-28392	270	26	,	,	PUNCT
bracis-28392	270	27	sao	sao	PROPN
bracis-28392	270	28	paulo	paulo	PROPN
bracis-28392	270	29	-	-	PUNCT
bracis-28392	270	30	sp	sp	NOUN
bracis-28392	270	31	,	,	PUNCT
bracis-28392	270	32	03828	03828	NUM
bracis-28392	270	33	-	-	PUNCT
bracis-28392	270	34	000	000	NUM
bracis-28392	270	35	,	,	PUNCT
bracis-28392	270	36	brazil	brazil	PROPN
bracis-28392	270	37	gabriel	gabriel	PROPN
bracis-28392	270	38	c.	c.	PROPN
bracis-28392	270	39	michelassi	michelassi	PROPN
bracis-28392	270	40	,	,	PUNCT
bracis-28392	270	41	 	 	SPACE
bracis-28392	270	42	henrique	henrique	PROPN
bracis-28392	270	43	s.	s.	PROPN
bracis-28392	270	44	bortoletti	bortoletti	PROPN
bracis-28392	270	45	,	,	PUNCT
bracis-28392	270	46	 	 	SPACE
bracis-28392	270	47	tuany	tuany	NOUN
bracis-28392	270	48	d.	d.	PROPN
bracis-28392	270	49	pinheiro	pinheiro	PROPN
bracis-28392	270	50	,	,	PUNCT
bracis-28392	270	51	 	 	SPACE
bracis-28392	270	52	thiago	thiago	PROPN
bracis-28392	270	53	nobayashi	nobayashi	PROPN
bracis-28392	270	54	,	,	PUNCT
bracis-28392	270	55	 	 	SPACE
bracis-28392	270	56	fabio	fabio	PROPN
bracis-28392	270	57	r.	r.	PROPN
bracis-28392	270	58	d.	d.	PROPN
bracis-28392	270	59	de	de	PROPN
bracis-28392	270	60	barros	barros	PROPN
bracis-28392	270	61	,	,	PUNCT
bracis-28392	270	62	 	 	SPACE
bracis-28392	270	63	rafael	rafael	PROPN
bracis-28392	270	64	l.	l.	PROPN
bracis-28392	270	65	testa	testa	PROPN
bracis-28392	270	66	,	,	PUNCT
bracis-28392	270	67	 	 	SPACE
bracis-28392	270	68	fatima	fatima	PROPN
bracis-28392	270	69	l.	l.	PROPN
bracis-28392	270	70	s.	s.	PROPN
bracis-28392	270	71	nunes	nunes	PROPN
bracis-28392	270	72	 	 	SPACE
bracis-28392	270	73	&	&	CCONJ
bracis-28392	270	74	 	 	SPACE
bracis-28392	270	75	ariane	ariane	PROPN
bracis-28392	270	76	machado	machado	PROPN
bracis-28392	270	77	-	-	PUNCT
bracis-28392	270	78	lima	lima	PROPN
bracis-28392	270	79	department	department	PROPN
bracis-28392	270	80	of	of	ADP
bracis-28392	270	81	psychiatry	psychiatry	NOUN
bracis-28392	270	82	,	,	PUNCT
bracis-28392	270	83	school	school	NOUN
bracis-28392	270	84	of	of	ADP
bracis-28392	270	85	medicine	medicine	NOUN
bracis-28392	270	86	,	,	PUNCT
bracis-28392	270	87	university	university	NOUN
bracis-28392	270	88	of	of	ADP
bracis-28392	270	89	sao	sao	PROPN
bracis-28392	270	90	paulo	paulo	PROPN
bracis-28392	270	91	,	,	PUNCT
bracis-28392	270	92	r.	r.	PROPN
bracis-28392	270	93	dr	dr	PROPN
bracis-28392	270	94	.	.	PROPN
bracis-28392	270	95	ovídio	ovídio	PROPN
bracis-28392	270	96	pires	pire	NOUN
bracis-28392	270	97	de	de	PROPN
bracis-28392	270	98	campos	campos	PROPN
bracis-28392	270	99	,	,	PUNCT
bracis-28392	270	100	785	785	NUM
bracis-28392	270	101	,	,	PUNCT
bracis-28392	270	102	sao	sao	PROPN
bracis-28392	270	103	paulo	paulo	PROPN
bracis-28392	270	104	-	-	PUNCT
bracis-28392	270	105	sp	sp	NOUN
bracis-28392	270	106	,	,	PUNCT
bracis-28392	270	107	05403	05403	NUM
bracis-28392	270	108	-	-	SYM
bracis-28392	270	109	903	903	NUM
bracis-28392	270	110	,	,	PUNCT
bracis-28392	270	111	brazil	brazil	PROPN
bracis-28392	270	112	andréia	andréia	PROPN
bracis-28392	270	113	f.	f.	PROPN
bracis-28392	270	114	silva	silva	PROPN
bracis-28392	270	115	,	,	PUNCT
bracis-28392	270	116	 	 	SPACE
bracis-28392	270	117	mirian	mirian	PROPN
bracis-28392	270	118	c.	c.	PROPN
bracis-28392	270	119	revers	rever	NOUN
bracis-28392	270	120	,	,	PUNCT
bracis-28392	270	121	 	 	SPACE
bracis-28392	270	122	joana	joana	PROPN
bracis-28392	270	123	portolese	portolese	PROPN
bracis-28392	270	124	 	 	SPACE
bracis-28392	270	125	&	&	CCONJ
bracis-28392	270	126	 	 	SPACE
bracis-28392	270	127	helena	helena	PROPN
bracis-28392	270	128	brentani	brentani	PROPN
bracis-28392	270	129	institute	institute	PROPN
bracis-28392	270	130	of	of	ADP
bracis-28392	270	131	computing	computing	PROPN
bracis-28392	270	132	,	,	PUNCT
bracis-28392	270	133	university	university	PROPN
bracis-28392	270	134	of	of	ADP
bracis-28392	270	135	campinas	campinas	PROPN
bracis-28392	270	136	,	,	PUNCT
bracis-28392	270	137	av	av	PROPN
bracis-28392	270	138	.	.	PUNCT
bracis-28392	270	139	albert	albert	PROPN
bracis-28392	270	140	einstein	einstein	PROPN
bracis-28392	270	141	,	,	PUNCT
bracis-28392	270	142	1251	1251	NUM
bracis-28392	270	143	cidade	cidade	NOUN
bracis-28392	270	144	universitária	universitária	PROPN
bracis-28392	270	145	,	,	PUNCT
bracis-28392	270	146	campinas	campinas	PROPN
bracis-28392	270	147	-	-	PUNCT
bracis-28392	270	148	sp	sp	NOUN
bracis-28392	270	149	,	,	PUNCT
bracis-28392	270	150	13083	13083	NUM
bracis-28392	270	151	-	-	SYM
bracis-28392	270	152	852	852	NUM
bracis-28392	270	153	,	,	PUNCT
bracis-28392	270	154	brazil	brazil	PROPN
bracis-28392	270	155	helio	helio	PROPN
bracis-28392	270	156	pedrini	pedrini	PROPN
bracis-28392	270	157	authors	author	NOUN
bracis-28392	270	158	gabriel	gabriel	PROPN
bracis-28392	270	159	c.	c.	PROPN
bracis-28392	270	160	michelassiview	michelassiview	PROPN
bracis-28392	270	161	author	author	NOUN
bracis-28392	270	162	publications	publication	NOUN
bracis-28392	270	163	search	search	NOUN
bracis-28392	270	164	author	author	NOUN
bracis-28392	270	165	on	on	ADP
bracis-28392	270	166	:	:	PUNCT
bracis-28392	270	167	pubmed	pubmed	PROPN
bracis-28392	270	168	 	 	SPACE
bracis-28392	270	169	google	google	PROPN
bracis-28392	270	170	scholar	scholar	NOUN
bracis-28392	270	171	henrique	henrique	PROPN
bracis-28392	270	172	s.	s.	PROPN
bracis-28392	270	173	bortolettiview	bortolettiview	PROPN
bracis-28392	270	174	author	author	NOUN
bracis-28392	270	175	publications	publication	NOUN
bracis-28392	270	176	search	search	NOUN
bracis-28392	270	177	author	author	NOUN
bracis-28392	270	178	on	on	ADP
bracis-28392	270	179	:	:	PUNCT
bracis-28392	270	180	pubmed	pubmed	PROPN
bracis-28392	270	181	 	 	SPACE
bracis-28392	270	182	google	google	PROPN
bracis-28392	270	183	scholar	scholar	NOUN
bracis-28392	270	184	tuany	tuany	NOUN
bracis-28392	270	185	d.	d.	PROPN
bracis-28392	270	186	pinheiroview	pinheiroview	PROPN
bracis-28392	270	187	author	author	NOUN
bracis-28392	270	188	publications	publication	VERB
bracis-28392	270	189	search	search	NOUN
bracis-28392	270	190	author	author	NOUN
bracis-28392	270	191	on	on	ADP
bracis-28392	270	192	:	:	PUNCT
bracis-28392	270	193	pubmed	pubmed	PROPN
bracis-28392	270	194	 	 	SPACE
bracis-28392	270	195	google	google	PROPN
bracis-28392	270	196	scholar	scholar	PROPN
bracis-28392	270	197	thiago	thiago	PROPN
bracis-28392	270	198	nobayashiview	nobayashiview	PROPN
bracis-28392	270	199	author	author	NOUN
bracis-28392	270	200	publications	publication	NOUN
bracis-28392	270	201	search	search	NOUN
bracis-28392	270	202	author	author	NOUN
bracis-28392	270	203	on	on	ADP
bracis-28392	270	204	:	:	PUNCT
bracis-28392	270	205	pubmed	pubmed	PROPN
bracis-28392	270	206	 	 	SPACE
bracis-28392	270	207	google	google	PROPN
bracis-28392	270	208	scholar	scholar	PROPN
bracis-28392	270	209	fabio	fabio	PROPN
bracis-28392	270	210	r.	r.	PROPN
bracis-28392	270	211	d.	d.	PROPN
bracis-28392	270	212	de	de	PROPN
bracis-28392	270	213	barrosview	barrosview	PROPN
bracis-28392	270	214	author	author	NOUN
bracis-28392	270	215	publications	publication	NOUN
bracis-28392	270	216	search	search	NOUN
bracis-28392	270	217	author	author	NOUN
bracis-28392	270	218	on	on	ADP
bracis-28392	270	219	:	:	PUNCT
bracis-28392	270	220	pubmed	pubmed	PROPN
bracis-28392	270	221	 	 	SPACE
bracis-28392	270	222	google	google	PROPN
bracis-28392	270	223	scholar	scholar	NOUN
bracis-28392	270	224	rafael	rafael	PROPN
bracis-28392	270	225	l.	l.	PROPN
bracis-28392	270	226	testaview	testaview	PROPN
bracis-28392	270	227	author	author	NOUN
bracis-28392	270	228	publications	publication	NOUN
bracis-28392	270	229	search	search	NOUN
bracis-28392	270	230	author	author	NOUN
bracis-28392	270	231	on	on	ADP
bracis-28392	270	232	:	:	PUNCT
bracis-28392	270	233	pubmed	pubmed	PROPN
bracis-28392	270	234	 	 	SPACE
bracis-28392	270	235	google	google	PROPN
bracis-28392	270	236	scholar	scholar	PROPN
bracis-28392	270	237	andréia	andréia	PROPN
bracis-28392	270	238	f.	f.	PROPN
bracis-28392	270	239	silvaview	silvaview	PROPN
bracis-28392	270	240	author	author	NOUN
bracis-28392	270	241	publications	publication	NOUN
bracis-28392	270	242	search	search	NOUN
bracis-28392	270	243	author	author	NOUN
bracis-28392	270	244	on	on	ADP
bracis-28392	270	245	:	:	PUNCT
bracis-28392	270	246	pubmed	pubmed	PROPN
bracis-28392	270	247	 	 	SPACE
bracis-28392	270	248	google	google	PROPN
bracis-28392	270	249	scholar	scholar	NOUN
bracis-28392	270	250	mirian	mirian	PROPN
bracis-28392	270	251	c.	c.	PROPN
bracis-28392	270	252	reversview	reversview	PROPN
bracis-28392	270	253	author	author	NOUN
bracis-28392	270	254	publications	publication	NOUN
bracis-28392	270	255	search	search	NOUN
bracis-28392	270	256	author	author	NOUN
bracis-28392	270	257	on	on	ADP
bracis-28392	270	258	:	:	PUNCT
bracis-28392	270	259	pubmed	pubmed	PROPN
bracis-28392	270	260	 	 	SPACE
bracis-28392	270	261	google	google	PROPN
bracis-28392	270	262	scholar	scholar	PROPN
bracis-28392	270	263	joana	joana	PROPN
bracis-28392	270	264	portoleseview	portoleseview	PROPN
bracis-28392	270	265	author	author	NOUN
bracis-28392	270	266	publications	publication	NOUN
bracis-28392	270	267	search	search	NOUN
bracis-28392	270	268	author	author	NOUN
bracis-28392	270	269	on	on	ADP
bracis-28392	270	270	:	:	PUNCT
bracis-28392	270	271	pubmed	pubmed	PROPN
bracis-28392	270	272	 	 	SPACE
bracis-28392	270	273	google	google	PROPN
bracis-28392	270	274	scholar	scholar	NOUN
bracis-28392	270	275	helio	helio	NOUN
bracis-28392	270	276	pedriniview	pedriniview	NOUN
bracis-28392	270	277	author	author	NOUN
bracis-28392	270	278	publications	publication	NOUN
bracis-28392	270	279	search	search	NOUN
bracis-28392	270	280	author	author	NOUN
bracis-28392	270	281	on	on	ADP
bracis-28392	270	282	:	:	PUNCT
bracis-28392	270	283	pubmed	pubmed	PROPN
bracis-28392	270	284	 	 	SPACE
bracis-28392	270	285	google	google	PROPN
bracis-28392	270	286	scholar	scholar	PROPN
bracis-28392	270	287	helena	helena	PROPN
bracis-28392	270	288	brentaniview	brentaniview	PROPN
bracis-28392	270	289	author	author	NOUN
bracis-28392	270	290	publications	publication	NOUN
bracis-28392	270	291	search	search	NOUN
bracis-28392	270	292	author	author	NOUN
bracis-28392	270	293	on	on	ADP
bracis-28392	270	294	:	:	PUNCT
bracis-28392	270	295	pubmed	pubmed	PROPN
bracis-28392	270	296	 	 	SPACE
bracis-28392	270	297	google	google	PROPN
bracis-28392	270	298	scholar	scholar	PROPN
bracis-28392	270	299	fatima	fatima	PROPN
bracis-28392	270	300	l.	l.	PROPN
bracis-28392	270	301	s.	s.	PROPN
bracis-28392	270	302	nunesview	nunesview	PROPN
bracis-28392	270	303	author	author	NOUN
bracis-28392	270	304	publications	publication	NOUN
bracis-28392	270	305	search	search	NOUN
bracis-28392	270	306	author	author	NOUN
bracis-28392	270	307	on	on	ADP
bracis-28392	270	308	:	:	PUNCT
bracis-28392	270	309	pubmed	pubmed	PROPN
bracis-28392	270	310	 	 	SPACE
bracis-28392	270	311	google	google	PROPN
bracis-28392	270	312	scholar	scholar	PROPN
bracis-28392	270	313	ariane	ariane	PROPN
bracis-28392	270	314	machado	machado	PROPN
bracis-28392	270	315	-	-	PUNCT
bracis-28392	270	316	limaview	limaview	PROPN
bracis-28392	270	317	author	author	NOUN
bracis-28392	270	318	publications	publication	NOUN
bracis-28392	270	319	search	search	NOUN
bracis-28392	270	320	author	author	NOUN
bracis-28392	270	321	on	on	ADP
bracis-28392	270	322	:	:	PUNCT
bracis-28392	270	323	pubmed	pubmed	PROPN
bracis-28392	270	324	 	 	SPACE
bracis-28392	270	325	google	google	PROPN
bracis-28392	270	326	scholar	scholar	NOUN
bracis-28392	270	327	corresponding	correspond	VERB
bracis-28392	270	328	author	author	NOUN
bracis-28392	270	329	correspondence	correspondence	NOUN
bracis-28392	270	330	to	to	ADP
bracis-28392	270	331	ariane	ariane	PROPN
bracis-28392	270	332	machado	machado	PROPN
bracis-28392	270	333	-	-	PUNCT
bracis-28392	270	334	lima	lima	PROPN
bracis-28392	270	335	.	.	PUNCT
bracis-28392	271	1	editor	editor	NOUN
bracis-28392	271	2	information	information	NOUN
bracis-28392	271	3	editors	editor	NOUN
bracis-28392	271	4	and	and	CCONJ
bracis-28392	271	5	affiliations	affiliation	NOUN
bracis-28392	271	6	federal	federal	PROPN
bracis-28392	271	7	university	university	PROPN
bracis-28392	271	8	of	of	ADP
bracis-28392	271	9	são	são	PROPN
bracis-28392	271	10	carlos	carlos	PROPN
bracis-28392	271	11	,	,	PUNCT
bracis-28392	271	12	são	são	PROPN
bracis-28392	271	13	carlos	carlos	PROPN
bracis-28392	271	14	,	,	PUNCT
bracis-28392	271	15	brazil	brazil	PROPN
bracis-28392	271	16	murilo	murilo	PROPN
bracis-28392	271	17	c.	c.	PROPN
bracis-28392	271	18	naldi	naldi	PROPN
bracis-28392	271	19	centro	centro	PROPN
bracis-28392	271	20	universitario	universitario	PROPN
bracis-28392	271	21	da	da	PROPN
bracis-28392	271	22	fei	fei	PROPN
bracis-28392	271	23	,	,	PUNCT
bracis-28392	271	24	são	são	PROPN
bracis-28392	271	25	bernardo	bernardo	PROPN
bracis-28392	271	26	do	do	AUX
bracis-28392	271	27	campo	campo	PROPN
bracis-28392	271	28	,	,	PUNCT
bracis-28392	271	29	brazil	brazil	PROPN
bracis-28392	271	30	reinaldo	reinaldo	PROPN
bracis-28392	271	31	a.	a.	PROPN
bracis-28392	271	32	c.	c.	PROPN
bracis-28392	271	33	bianchi	bianchi	PROPN
bracis-28392	271	34	rights	right	NOUN
bracis-28392	271	35	and	and	CCONJ
bracis-28392	271	36	permissions	permission	NOUN
bracis-28392	271	37	reprints	reprint	NOUN
bracis-28392	271	38	and	and	CCONJ
bracis-28392	271	39	permissions	permission	VERB
bracis-28392	271	40	copyright	copyright	NOUN
bracis-28392	271	41	information	information	NOUN
bracis-28392	271	42	©	©	ADP
bracis-28392	271	43	2023	2023	NUM
bracis-28392	271	44	the	the	DET
bracis-28392	271	45	author(s	author(s	NOUN
bracis-28392	271	46	)	)	PUNCT
bracis-28392	271	47	,	,	PUNCT
bracis-28392	271	48	under	under	ADP
bracis-28392	271	49	exclusive	exclusive	ADJ
bracis-28392	271	50	license	license	NOUN
bracis-28392	271	51	to	to	ADP
bracis-28392	271	52	springer	springer	NOUN
bracis-28392	271	53	nature	nature	PROPN
bracis-28392	271	54	switzerland	switzerland	PROPN
bracis-28392	271	55	ag	ag	PROPN
bracis-28392	271	56	about	about	ADP
bracis-28392	271	57	this	this	DET
bracis-28392	271	58	paper	paper	NOUN
bracis-28392	271	59	cite	cite	VERB
bracis-28392	271	60	this	this	DET
bracis-28392	271	61	paper	paper	NOUN
bracis-28392	271	62	michelassi	michelassi	PROPN
bracis-28392	271	63	,	,	PUNCT
bracis-28392	271	64	g.c	g.c	PROPN
bracis-28392	271	65	.	.	PROPN
bracis-28392	271	66	et	et	PROPN
bracis-28392	271	67	al	al	PROPN
bracis-28392	271	68	.	.	PROPN
bracis-28392	272	1	(	(	PUNCT
bracis-28392	272	2	2023	2023	NUM
bracis-28392	272	3	)	)	PUNCT
bracis-28392	272	4	.	.	PUNCT
bracis-28392	273	1	classification	classification	NOUN
bracis-28392	273	2	of	of	ADP
bracis-28392	273	3	 	 	SPACE
bracis-28392	273	4	facial	facial	ADJ
bracis-28392	273	5	images	image	NOUN
bracis-28392	273	6	to	to	PART
bracis-28392	273	7	 	 	SPACE
bracis-28392	273	8	assist	assist	VERB
bracis-28392	273	9	in	in	ADP
bracis-28392	273	10	 	 	SPACE
bracis-28392	273	11	the	the	DET
bracis-28392	273	12	 	 	SPACE
bracis-28392	273	13	diagnosis	diagnosis	NOUN
bracis-28392	273	14	of	of	ADP
bracis-28392	273	15	 	 	SPACE
bracis-28392	273	16	autism	autism	NOUN
bracis-28392	273	17	spectrum	spectrum	NOUN
bracis-28392	273	18	disorder	disorder	NOUN
bracis-28392	273	19	:	:	PUNCT
bracis-28392	273	20	a	a	DET
bracis-28392	273	21	study	study	NOUN
bracis-28392	273	22	on	on	ADP
bracis-28392	273	23	 	 	SPACE
bracis-28392	273	24	the	the	DET
bracis-28392	273	25	 	 	SPACE
bracis-28392	273	26	effect	effect	NOUN
bracis-28392	273	27	of	of	ADP
bracis-28392	273	28	 	 	SPACE
bracis-28392	273	29	face	face	NOUN
bracis-28392	273	30	detection	detection	NOUN
bracis-28392	273	31	and	and	CCONJ
bracis-28392	273	32	 	 	SPACE
bracis-28392	273	33	landmark	landmark	NOUN
bracis-28392	273	34	identification	identification	NOUN
bracis-28392	273	35	algorithms	algorithm	NOUN
bracis-28392	273	36	.	.	PUNCT
bracis-28392	274	1	in	in	ADP
bracis-28392	274	2	:	:	PUNCT
bracis-28392	274	3	naldi	naldi	PROPN
bracis-28392	274	4	,	,	PUNCT
bracis-28392	274	5	m.c	m.c	PROPN
bracis-28392	274	6	.	.	PROPN
bracis-28392	274	7	,	,	PUNCT
bracis-28392	274	8	bianchi	bianchi	PROPN
bracis-28392	274	9	,	,	PUNCT
bracis-28392	274	10	r.a.c	r.a.c	ADP
bracis-28392	274	11	.	.	PUNCT
bracis-28392	274	12	(	(	PUNCT
bracis-28392	274	13	eds	ed	NOUN
bracis-28392	274	14	)	)	PUNCT
bracis-28392	274	15	intelligent	intelligent	ADJ
bracis-28392	274	16	systems	system	NOUN
bracis-28392	274	17	.	.	PUNCT
bracis-28392	275	1	bracis	bracis	PROPN
bracis-28392	275	2	2023	2023	NUM
bracis-28392	275	3	.	.	PUNCT
bracis-28392	276	1	lecture	lecture	NOUN
bracis-28392	276	2	notes	note	NOUN
bracis-28392	276	3	in	in	ADP
bracis-28392	276	4	computer	computer	NOUN
bracis-28392	276	5	science	science	NOUN
bracis-28392	276	6	(	(	PUNCT
bracis-28392	276	7	)	)	PUNCT
bracis-28392	276	8	,	,	PUNCT
bracis-28392	276	9	vol	vol	NOUN
bracis-28392	276	10	14196	14196	NUM
bracis-28392	276	11	.	.	PUNCT
bracis-28392	277	1	springer	springer	NOUN
bracis-28392	277	2	,	,	PUNCT
bracis-28392	277	3	cham	cham	PROPN
bracis-28392	277	4	.	.	PUNCT
bracis-28392	278	1	https://doi.org/10.1007/978-3-031-45389-2_18	https://doi.org/10.1007/978-3-031-45389-2_18	PROPN
bracis-28392	278	2	download	download	NOUN
bracis-28392	278	3	citation	citation	NOUN
bracis-28392	278	4	.ris	.ris	PUNCT
bracis-28392	278	5	.enw	.enw	PROPN
bracis-28392	278	6	.bib	.bib	PUNCT
bracis-28392	279	1	doi	doi	PROPN
bracis-28392	279	2	:	:	PUNCT
bracis-28392	279	3	https://doi.org/10.1007/978-3-031-45389-2_18	https://doi.org/10.1007/978-3-031-45389-2_18	PROPN
bracis-28392	279	4	published	publish	VERB
bracis-28392	279	5	:	:	PUNCT
bracis-28392	279	6	12	12	NUM
bracis-28392	279	7	october	october	PROPN
bracis-28392	279	8	2023	2023	NUM
bracis-28392	279	9	publisher	publisher	NOUN
bracis-28392	279	10	name	name	NOUN
bracis-28392	279	11	:	:	PUNCT
bracis-28392	279	12	springer	springer	NOUN
bracis-28392	279	13	,	,	PUNCT
bracis-28392	279	14	cham	cham	PROPN
bracis-28392	279	15	print	print	PROPN
bracis-28392	279	16	isbn	isbn	PROPN
bracis-28392	279	17	:	:	PUNCT
bracis-28392	279	18	978	978	NUM
bracis-28392	279	19	-	-	SYM
bracis-28392	279	20	3	3	NUM
bracis-28392	279	21	-	-	PUNCT
bracis-28392	279	22	031	031	NUM
bracis-28392	279	23	-	-	PUNCT
bracis-28392	279	24	45388	45388	NUM
bracis-28392	279	25	-	-	SYM
bracis-28392	279	26	5	5	NUM
bracis-28392	279	27	online	online	ADJ
bracis-28392	279	28	isbn	isbn	NOUN
bracis-28392	279	29	:	:	PUNCT
bracis-28392	279	30	978	978	NUM
bracis-28392	279	31	-	-	SYM
bracis-28392	279	32	3	3	NUM
bracis-28392	279	33	-	-	PUNCT
bracis-28392	279	34	031	031	NUM
bracis-28392	279	35	-	-	PUNCT
bracis-28392	279	36	45389	45389	NUM
bracis-28392	279	37	-	-	SYM
bracis-28392	279	38	2	2	NUM
bracis-28392	279	39	ebook	ebook	NOUN
bracis-28392	279	40	packages	package	NOUN
bracis-28392	279	41	:	:	PUNCT
bracis-28392	279	42	computer	computer	NOUN
bracis-28392	279	43	sciencecomputer	sciencecomputer	NOUN
bracis-28392	279	44	science	science	NOUN
bracis-28392	279	45	(	(	PUNCT
bracis-28392	279	46	r0	r0	NOUN
bracis-28392	279	47	)	)	PUNCT
bracis-28392	279	48	share	share	VERB
bracis-28392	279	49	this	this	DET
bracis-28392	279	50	paper	paper	NOUN
bracis-28392	279	51	anyone	anyone	PRON
bracis-28392	279	52	you	you	PRON
bracis-28392	279	53	share	share	VERB
bracis-28392	279	54	the	the	DET
bracis-28392	279	55	following	follow	VERB
bracis-28392	279	56	link	link	NOUN
bracis-28392	279	57	with	with	ADP
bracis-28392	279	58	will	will	AUX
bracis-28392	279	59	be	be	AUX
bracis-28392	279	60	able	able	ADJ
bracis-28392	279	61	to	to	PART
bracis-28392	279	62	read	read	VERB
bracis-28392	279	63	this	this	DET
bracis-28392	279	64	content	content	NOUN
bracis-28392	279	65	:	:	PUNCT
bracis-28392	279	66	get	get	VERB
bracis-28392	279	67	shareable	shareable	ADJ
bracis-28392	279	68	linksorry	linksorry	NOUN
bracis-28392	279	69	,	,	PUNCT
bracis-28392	279	70	a	a	DET
bracis-28392	279	71	shareable	shareable	ADJ
bracis-28392	279	72	link	link	NOUN
bracis-28392	279	73	is	be	AUX
bracis-28392	279	74	not	not	PART
bracis-28392	279	75	currently	currently	ADV
bracis-28392	279	76	available	available	ADJ
bracis-28392	279	77	for	for	ADP
bracis-28392	279	78	this	this	DET
bracis-28392	279	79	article	article	NOUN
bracis-28392	279	80	.	.	PUNCT
bracis-28392	280	1	copy	copy	VERB
bracis-28392	280	2	shareable	shareable	ADJ
bracis-28392	280	3	link	link	NOUN
bracis-28392	280	4	to	to	PART
bracis-28392	280	5	clipboard	clipboard	NOUN
bracis-28392	280	6	provided	provide	VERB
bracis-28392	280	7	by	by	ADP
bracis-28392	280	8	the	the	DET
bracis-28392	280	9	springer	springer	NOUN
bracis-28392	280	10	nature	nature	PROPN
bracis-28392	280	11	sharedit	sharedit	PROPN
bracis-28392	281	1	content	content	NOUN
bracis-28392	281	2	-	-	PUNCT
bracis-28392	281	3	sharing	share	VERB
bracis-28392	281	4	initiative	initiative	NOUN
bracis-28392	281	5	keywords	keyword	VERB
bracis-28392	281	6	image	image	NOUN
bracis-28392	281	7	processing	processing	NOUN
bracis-28392	281	8	face	face	NOUN
bracis-28392	281	9	detection	detection	NOUN
bracis-28392	281	10	landmark	landmark	NOUN
bracis-28392	281	11	identification	identification	NOUN
bracis-28392	281	12	anthropometry	anthropometry	NOUN
bracis-28392	281	13	autism	autism	NOUN
bracis-28392	281	14	spectrum	spectrum	NOUN
bracis-28392	281	15	disorder	disorder	NOUN
bracis-28392	281	16	classification	classification	NOUN
bracis-28392	281	17	publish	publish	NOUN
bracis-28392	281	18	with	with	ADP
bracis-28392	281	19	us	us	PROPN
bracis-28392	281	20	policies	policy	NOUN
bracis-28392	281	21	and	and	CCONJ
bracis-28392	281	22	ethics	ethic	NOUN
bracis-28392	281	23	search	search	NOUN
bracis-28392	281	24	search	search	NOUN
bracis-28392	281	25	by	by	ADP
bracis-28392	281	26	keyword	keyword	NOUN
bracis-28392	281	27	or	or	CCONJ
bracis-28392	281	28	author	author	NOUN
bracis-28392	281	29	search	search	NOUN
bracis-28392	281	30	navigation	navigation	NOUN
bracis-28392	281	31	find	find	VERB
bracis-28392	281	32	a	a	DET
bracis-28392	281	33	journal	journal	NOUN
bracis-28392	281	34	publish	publish	VERB
bracis-28392	281	35	with	with	ADP
bracis-28392	281	36	us	we	PRON
bracis-28392	281	37	track	track	VERB
bracis-28392	281	38	your	your	PRON
bracis-28392	281	39	research	research	NOUN
bracis-28392	281	40	discover	discover	VERB
bracis-28392	281	41	content	content	NOUN
bracis-28392	281	42	journals	journal	NOUN
bracis-28392	281	43	a	a	DET
bracis-28392	281	44	-	-	PUNCT
bracis-28392	281	45	z	z	NOUN
bracis-28392	281	46	books	book	NOUN
bracis-28392	281	47	a	a	DET
bracis-28392	281	48	-	-	PUNCT
bracis-28392	281	49	z	z	NOUN
bracis-28392	281	50	publish	publish	NOUN
bracis-28392	281	51	with	with	ADP
bracis-28392	281	52	us	us	PROPN
bracis-28392	281	53	journal	journal	PROPN
bracis-28392	281	54	finder	finder	PROPN
bracis-28392	281	55	publish	publish	VERB
bracis-28392	281	56	your	your	PRON
bracis-28392	281	57	research	research	NOUN
bracis-28392	281	58	language	language	NOUN
bracis-28392	281	59	editing	edit	VERB
bracis-28392	281	60	open	open	ADJ
bracis-28392	281	61	access	access	NOUN
bracis-28392	281	62	publishing	publishing	NOUN
bracis-28392	281	63	products	product	NOUN
bracis-28392	281	64	and	and	CCONJ
bracis-28392	281	65	services	service	NOUN
bracis-28392	281	66	our	our	PRON
bracis-28392	281	67	products	product	NOUN
bracis-28392	281	68	librarians	librarian	VERB
bracis-28392	281	69	societies	society	NOUN
bracis-28392	281	70	partners	partner	NOUN
bracis-28392	281	71	and	and	CCONJ
bracis-28392	281	72	advertisers	advertiser	NOUN
bracis-28392	281	73	our	our	PRON
bracis-28392	281	74	brands	brand	NOUN
bracis-28392	281	75	springer	springer	NOUN
bracis-28392	281	76	nature	nature	PROPN
bracis-28392	281	77	portfolio	portfolio	PROPN
bracis-28392	281	78	bmc	bmc	PROPN
bracis-28392	281	79	palgrave	palgrave	PROPN
bracis-28392	281	80	macmillan	macmillan	PROPN
bracis-28392	281	81	apress	apress	PROPN
bracis-28392	281	82	discover	discover	VERB
bracis-28392	281	83	your	your	PRON
bracis-28392	281	84	privacy	privacy	NOUN
bracis-28392	281	85	choices	choice	NOUN
bracis-28392	281	86	/	/	SYM
bracis-28392	281	87	manage	manage	NOUN
bracis-28392	281	88	cookies	cookie	NOUN
bracis-28392	281	89	your	your	PRON
bracis-28392	281	90	us	us	PROPN
bracis-28392	282	1	state	state	NOUN
bracis-28392	282	2	privacy	privacy	NOUN
bracis-28392	282	3	rights	right	NOUN
bracis-28392	282	4	accessibility	accessibility	NOUN
bracis-28392	282	5	statement	statement	NOUN
bracis-28392	282	6	terms	term	NOUN
bracis-28392	282	7	and	and	CCONJ
bracis-28392	282	8	conditions	condition	NOUN
bracis-28392	282	9	privacy	privacy	NOUN
bracis-28392	282	10	policy	policy	NOUN
bracis-28392	282	11	help	help	NOUN
bracis-28392	282	12	and	and	CCONJ
bracis-28392	282	13	support	support	VERB
bracis-28392	282	14	legal	legal	ADJ
bracis-28392	282	15	notice	notice	NOUN
bracis-28392	282	16	cancel	cancel	VERB
bracis-28392	282	17	contracts	contract	NOUN
bracis-28392	282	18	here	here	ADV
bracis-28392	282	19	129.74.145.123	129.74.145.123	NUM
bracis-28392	282	20	hesburgh	hesburgh	PROPN
bracis-28392	282	21	library	library	PROPN
bracis-28392	282	22	er	er	INTJ
bracis-28392	282	23	unit	unit	NOUN
bracis-28392	282	24	(	(	PUNCT
bracis-28392	282	25	3005732405	3005732405	NUM
bracis-28392	282	26	)	)	PUNCT
bracis-28392	282	27	northeast	northeast	ADJ
bracis-28392	282	28	research	research	NOUN
bracis-28392	282	29	libraries	library	NOUN
bracis-28392	282	30	(	(	PUNCT
bracis-28392	282	31	nerl	nerl	PROPN
bracis-28392	282	32	)	)	PUNCT
bracis-28392	282	33	(	(	PUNCT
bracis-28392	282	34	8200828607	8200828607	NUM
bracis-28392	282	35	)	)	PUNCT
bracis-28392	282	36	nerl	nerl	VERB
bracis-28392	282	37	ta	ta	X
bracis-28392	282	38	account	account	NOUN
bracis-28392	282	39	(	(	PUNCT
bracis-28392	282	40	3006206169	3006206169	NUM
bracis-28392	282	41	)	)	PUNCT
bracis-28392	282	42	university	university	NOUN
bracis-28392	282	43	of	of	ADP
bracis-28392	282	44	notre	notre	PROPN
bracis-28392	282	45	dame	dame	PROPN
bracis-28392	282	46	hesburgh	hesburgh	PROPN
bracis-28392	282	47	library	library	NOUN
bracis-28392	282	48	(	(	PUNCT
bracis-28392	282	49	3000184373	3000184373	NUM
bracis-28392	282	50	)	)	PUNCT
bracis-28392	283	1	©	©	ADP
bracis-28392	283	2	2025	2025	NUM
bracis-28392	283	3	springer	springer	NOUN
bracis-28392	283	4	nature	nature	NOUN