id	sid	tid	token	lemma	pos
bracis-33566	1	1	classifying	classify	VERB
bracis-33566	1	2	graphs	graph	NOUN
bracis-33566	1	3	of	of	ADP
bracis-33566	1	4	 	 	SPACE
bracis-33566	1	5	elementary	elementary	ADJ
bracis-33566	1	6	mathematical	mathematical	ADJ
bracis-33566	1	7	functions	function	NOUN
bracis-33566	1	8	using	use	VERB
bracis-33566	1	9	convolutional	convolutional	ADJ
bracis-33566	1	10	neural	neural	ADJ
bracis-33566	1	11	networks	network	NOUN
bracis-33566	1	12	|	|	ADV
bracis-33566	1	13	springer	springer	NOUN
bracis-33566	1	14	nature	nature	PROPN
bracis-33566	1	15	link	link	PROPN
bracis-33566	1	16	(	(	PUNCT
bracis-33566	1	17	formerly	formerly	ADV
bracis-33566	1	18	springerlink	springerlink	NOUN
bracis-33566	1	19	)	)	PUNCT
bracis-33566	1	20	skip	skip	VERB
bracis-33566	1	21	to	to	ADP
bracis-33566	1	22	main	main	ADJ
bracis-33566	1	23	content	content	NOUN
bracis-33566	1	24	advertisement	advertisement	NOUN
bracis-33566	1	25	log	log	NOUN
bracis-33566	1	26	in	in	ADP
bracis-33566	1	27	menu	menu	NOUN
bracis-33566	1	28	find	find	VERB
bracis-33566	1	29	a	a	DET
bracis-33566	1	30	journal	journal	NOUN
bracis-33566	1	31	publish	publish	VERB
bracis-33566	1	32	with	with	ADP
bracis-33566	1	33	us	we	PRON
bracis-33566	1	34	track	track	VERB
bracis-33566	1	35	your	your	PRON
bracis-33566	1	36	research	research	NOUN
bracis-33566	1	37	search	search	NOUN
bracis-33566	1	38	cart	cart	NOUN
bracis-33566	1	39	home	home	NOUN
bracis-33566	1	40	intelligent	intelligent	ADJ
bracis-33566	1	41	systems	system	NOUN
bracis-33566	1	42	conference	conference	NOUN
bracis-33566	1	43	paper	paper	NOUN
bracis-33566	1	44	classifying	classify	VERB
bracis-33566	1	45	graphs	graph	NOUN
bracis-33566	1	46	of	of	ADP
bracis-33566	1	47	 	 	SPACE
bracis-33566	1	48	elementary	elementary	ADJ
bracis-33566	1	49	mathematical	mathematical	ADJ
bracis-33566	1	50	functions	function	NOUN
bracis-33566	1	51	using	use	VERB
bracis-33566	1	52	convolutional	convolutional	ADJ
bracis-33566	1	53	neural	neural	ADJ
bracis-33566	1	54	networks	network	NOUN
bracis-33566	1	55	conference	conference	NOUN
bracis-33566	1	56	paper	paper	NOUN
bracis-33566	1	57	first	first	ADV
bracis-33566	1	58	online	online	ADV
bracis-33566	1	59	:	:	PUNCT
bracis-33566	1	60	30	30	NUM
bracis-33566	1	61	january	january	NOUN
bracis-33566	1	62	2025	2025	NUM
bracis-33566	2	1	pp	pp	ADP
bracis-33566	2	2	270–280	270–280	NUM
bracis-33566	2	3	cite	cite	VERB
bracis-33566	2	4	this	this	DET
bracis-33566	2	5	conference	conference	NOUN
bracis-33566	2	6	paper	paper	NOUN
bracis-33566	2	7	access	access	NOUN
bracis-33566	2	8	provided	provide	VERB
bracis-33566	2	9	by	by	ADP
bracis-33566	2	10	university	university	PROPN
bracis-33566	2	11	of	of	ADP
bracis-33566	2	12	notre	notre	PROPN
bracis-33566	2	13	dame	dame	PROPN
bracis-33566	2	14	hesburgh	hesburgh	PROPN
bracis-33566	2	15	library	library	PROPN
bracis-33566	2	16	download	download	PROPN
bracis-33566	2	17	book	book	NOUN
bracis-33566	2	18	pdf	pdf	PROPN
bracis-33566	2	19	download	download	NOUN
bracis-33566	2	20	book	book	NOUN
bracis-33566	2	21	epub	epub	PROPN
bracis-33566	2	22	intelligent	intelligent	ADJ
bracis-33566	2	23	systems	system	NOUN
bracis-33566	2	24	(	(	PUNCT
bracis-33566	2	25	bracis	bracis	NOUN
bracis-33566	2	26	2024	2024	NUM
bracis-33566	2	27	)	)	PUNCT
bracis-33566	2	28	classifying	classify	VERB
bracis-33566	2	29	graphs	graph	NOUN
bracis-33566	2	30	of	of	ADP
bracis-33566	2	31	 	 	SPACE
bracis-33566	2	32	elementary	elementary	ADJ
bracis-33566	2	33	mathematical	mathematical	ADJ
bracis-33566	2	34	functions	function	NOUN
bracis-33566	2	35	using	use	VERB
bracis-33566	2	36	convolutional	convolutional	ADJ
bracis-33566	2	37	neural	neural	ADJ
bracis-33566	2	38	networks	network	NOUN
bracis-33566	2	39	download	download	NOUN
bracis-33566	2	40	book	book	NOUN
bracis-33566	2	41	pdf	pdf	PROPN
bracis-33566	2	42	download	download	NOUN
bracis-33566	2	43	book	book	PROPN
bracis-33566	2	44	epub	epub	PROPN
bracis-33566	2	45	joaquim	joaquim	PROPN
bracis-33566	2	46	viana	viana	PROPN
bracis-33566	2	47	  	  	SPACE
bracis-33566	2	48	orcid	orcid	NOUN
bracis-33566	2	49	:	:	PUNCT
bracis-33566	2	50	orcid.org/0009-0008-0755-64119	orcid.org/0009-0008-0755-64119	NOUN
bracis-33566	2	51	,	,	PUNCT
bracis-33566	2	52	helder	helder	PROPN
bracis-33566	2	53	matos	matos	PROPN
bracis-33566	2	54	  	  	SPACE
bracis-33566	2	55	orcid	orcid	NOUN
bracis-33566	2	56	:	:	PUNCT
bracis-33566	2	57	orcid.org/0000-0002-5632-79489	orcid.org/0000-0002-5632-79489	PROPN
bracis-33566	2	58	,	,	PUNCT
bracis-33566	2	59	marcelle	marcelle	NOUN
bracis-33566	2	60	mota	mota	NOUN
bracis-33566	2	61	  	  	SPACE
bracis-33566	2	62	orcid	orcid	NOUN
bracis-33566	2	63	:	:	PUNCT
bracis-33566	2	64	orcid.org/0000-0001-9226-90209	orcid.org/0000-0001-9226-90209	NOUN
bracis-33566	2	65	&	&	CCONJ
bracis-33566	2	66	…	…	PUNCT
bracis-33566	2	67	reginaldo	reginaldo	PROPN
bracis-33566	2	68	santos	santos	PROPN
bracis-33566	2	69	  	  	SPACE
bracis-33566	2	70	orcid	orcid	NOUN
bracis-33566	2	71	:	:	PUNCT
bracis-33566	2	72	orcid.org/0000-0002-0456-85479	orcid.org/0000-0002-0456-85479	ADJ
bracis-33566	2	73	  	  	SPACE
bracis-33566	2	74	show	show	VERB
bracis-33566	2	75	authors	author	NOUN
bracis-33566	2	76	part	part	NOUN
bracis-33566	2	77	of	of	ADP
bracis-33566	2	78	the	the	DET
bracis-33566	2	79	book	book	NOUN
bracis-33566	2	80	series	series	NOUN
bracis-33566	2	81	:	:	PUNCT
bracis-33566	2	82	lecture	lecture	NOUN
bracis-33566	2	83	notes	note	NOUN
bracis-33566	2	84	in	in	ADP
bracis-33566	2	85	computer	computer	NOUN
bracis-33566	2	86	science	science	NOUN
bracis-33566	2	87	(	(	PUNCT
bracis-33566	2	88	(	(	PUNCT
bracis-33566	2	89	lnai	lnai	ADJ
bracis-33566	2	90	,	,	PUNCT
bracis-33566	2	91	volume	volume	NOUN
bracis-33566	2	92	15412	15412	NUM
bracis-33566	2	93	)	)	PUNCT
bracis-33566	2	94	)	)	PUNCT
bracis-33566	2	95	included	include	VERB
bracis-33566	2	96	in	in	ADP
bracis-33566	2	97	the	the	DET
bracis-33566	2	98	following	follow	VERB
bracis-33566	2	99	conference	conference	NOUN
bracis-33566	2	100	series	series	NOUN
bracis-33566	2	101	:	:	PUNCT
bracis-33566	2	102	brazilian	brazilian	ADJ
bracis-33566	2	103	conference	conference	NOUN
bracis-33566	2	104	on	on	ADP
bracis-33566	2	105	intelligent	intelligent	ADJ
bracis-33566	2	106	systems	system	NOUN
bracis-33566	2	107	470	470	NUM
bracis-33566	2	108	accesses	access	NOUN
bracis-33566	2	109	abstract	abstract	VERB
bracis-33566	2	110	the	the	DET
bracis-33566	2	111	classification	classification	NOUN
bracis-33566	2	112	of	of	ADP
bracis-33566	2	113	images	image	NOUN
bracis-33566	2	114	of	of	ADP
bracis-33566	2	115	elementary	elementary	ADJ
bracis-33566	2	116	mathematical	mathematical	ADJ
bracis-33566	2	117	function	function	NOUN
bracis-33566	2	118	graphs	graph	NOUN
bracis-33566	2	119	presents	present	VERB
bracis-33566	2	120	a	a	DET
bracis-33566	2	121	significant	significant	ADJ
bracis-33566	2	122	challenge	challenge	NOUN
bracis-33566	2	123	in	in	ADP
bracis-33566	2	124	computer	computer	NOUN
bracis-33566	2	125	vision	vision	NOUN
bracis-33566	2	126	;	;	PUNCT
bracis-33566	2	127	this	this	PRON
bracis-33566	2	128	is	be	AUX
bracis-33566	2	129	due	due	ADJ
bracis-33566	2	130	to	to	ADP
bracis-33566	2	131	the	the	DET
bracis-33566	2	132	varied	varied	ADJ
bracis-33566	2	133	shapes	shape	NOUN
bracis-33566	2	134	and	and	CCONJ
bracis-33566	2	135	formats	format	NOUN
bracis-33566	2	136	of	of	ADP
bracis-33566	2	137	each	each	DET
bracis-33566	2	138	functions	function	NOUN
bracis-33566	2	139	curves	curve	NOUN
bracis-33566	2	140	.	.	PUNCT
bracis-33566	3	1	this	this	DET
bracis-33566	3	2	classification	classification	NOUN
bracis-33566	3	3	is	be	AUX
bracis-33566	3	4	crucial	crucial	ADJ
bracis-33566	3	5	for	for	ADP
bracis-33566	3	6	identifying	identify	VERB
bracis-33566	3	7	function	function	NOUN
bracis-33566	3	8	graphs	graph	NOUN
bracis-33566	3	9	,	,	PUNCT
bracis-33566	3	10	which	which	PRON
bracis-33566	3	11	have	have	VERB
bracis-33566	3	12	important	important	ADJ
bracis-33566	3	13	applications	application	NOUN
bracis-33566	3	14	in	in	ADP
bracis-33566	3	15	text	text	NOUN
bracis-33566	3	16	and	and	CCONJ
bracis-33566	3	17	mathematical	mathematical	ADJ
bracis-33566	3	18	symbol	symbol	NOUN
bracis-33566	3	19	recognition	recognition	NOUN
bracis-33566	3	20	technologies	technology	NOUN
bracis-33566	3	21	,	,	PUNCT
bracis-33566	3	22	aiding	aid	VERB
bracis-33566	3	23	visually	visually	ADV
bracis-33566	3	24	impaired	impaired	ADJ
bracis-33566	3	25	individuals	individual	NOUN
bracis-33566	3	26	by	by	ADP
bracis-33566	3	27	providing	provide	VERB
bracis-33566	3	28	access	access	NOUN
bracis-33566	3	29	to	to	ADP
bracis-33566	3	30	printed	print	VERB
bracis-33566	3	31	content	content	NOUN
bracis-33566	3	32	.	.	PUNCT
bracis-33566	4	1	in	in	ADP
bracis-33566	4	2	educational	educational	ADJ
bracis-33566	4	3	environments	environment	NOUN
bracis-33566	4	4	,	,	PUNCT
bracis-33566	4	5	this	this	DET
bracis-33566	4	6	identification	identification	NOUN
bracis-33566	4	7	helps	help	VERB
bracis-33566	4	8	obtain	obtain	VERB
bracis-33566	4	9	the	the	DET
bracis-33566	4	10	analytical	analytical	ADJ
bracis-33566	4	11	expression	expression	NOUN
bracis-33566	4	12	of	of	ADP
bracis-33566	4	13	drawn	draw	VERB
bracis-33566	4	14	graphs	graph	NOUN
bracis-33566	4	15	,	,	PUNCT
bracis-33566	4	16	facilitating	facilitate	VERB
bracis-33566	4	17	the	the	DET
bracis-33566	4	18	extraction	extraction	NOUN
bracis-33566	4	19	of	of	ADP
bracis-33566	4	20	information	information	NOUN
bracis-33566	4	21	from	from	ADP
bracis-33566	4	22	educational	educational	ADJ
bracis-33566	4	23	materials	material	NOUN
bracis-33566	4	24	.	.	PUNCT
bracis-33566	5	1	this	this	DET
bracis-33566	5	2	article	article	NOUN
bracis-33566	5	3	investigates	investigate	VERB
bracis-33566	5	4	various	various	ADJ
bracis-33566	5	5	convolutional	convolutional	ADJ
bracis-33566	5	6	neural	neural	ADJ
bracis-33566	5	7	network	network	NOUN
bracis-33566	5	8	(	(	PUNCT
bracis-33566	5	9	cnn	cnn	PROPN
bracis-33566	5	10	)	)	PUNCT
bracis-33566	5	11	architectures	architecture	NOUN
bracis-33566	5	12	to	to	PART
bracis-33566	5	13	identify	identify	VERB
bracis-33566	5	14	the	the	DET
bracis-33566	5	15	most	most	ADV
bracis-33566	5	16	suitable	suitable	ADJ
bracis-33566	5	17	model	model	NOUN
bracis-33566	5	18	for	for	ADP
bracis-33566	5	19	classifying	classify	VERB
bracis-33566	5	20	images	image	NOUN
bracis-33566	5	21	of	of	ADP
bracis-33566	5	22	elementary	elementary	ADJ
bracis-33566	5	23	mathematical	mathematical	ADJ
bracis-33566	5	24	function	function	NOUN
bracis-33566	5	25	graphs	graph	NOUN
bracis-33566	5	26	.	.	PUNCT
bracis-33566	6	1	we	we	PRON
bracis-33566	6	2	compare	compare	VERB
bracis-33566	6	3	our	our	PRON
bracis-33566	6	4	model	model	NOUN
bracis-33566	6	5	with	with	ADP
bracis-33566	6	6	other	other	ADJ
bracis-33566	6	7	renowned	renowned	ADJ
bracis-33566	6	8	architectures	architecture	NOUN
bracis-33566	6	9	,	,	PUNCT
bracis-33566	6	10	such	such	ADJ
bracis-33566	6	11	as	as	ADP
bracis-33566	6	12	resnet	resnet	NOUN
bracis-33566	6	13	,	,	PUNCT
bracis-33566	6	14	mobilenet	mobilenet	NOUN
bracis-33566	6	15	,	,	PUNCT
bracis-33566	6	16	and	and	CCONJ
bracis-33566	6	17	efficientnet	efficientnet	NOUN
bracis-33566	6	18	,	,	PUNCT
bracis-33566	6	19	using	use	VERB
bracis-33566	6	20	a	a	DET
bracis-33566	6	21	custom	custom	NOUN
bracis-33566	6	22	dataset	dataset	NOUN
bracis-33566	6	23	of	of	ADP
bracis-33566	6	24	function	function	NOUN
bracis-33566	6	25	graphs	graph	NOUN
bracis-33566	6	26	.	.	PUNCT
bracis-33566	7	1	our	our	PRON
bracis-33566	7	2	experiments	experiment	NOUN
bracis-33566	7	3	show	show	VERB
bracis-33566	7	4	that	that	SCONJ
bracis-33566	7	5	the	the	DET
bracis-33566	7	6	proposed	propose	VERB
bracis-33566	7	7	architecture	architecture	NOUN
bracis-33566	7	8	significantly	significantly	ADV
bracis-33566	7	9	outperforms	outperform	VERB
bracis-33566	7	10	networks	network	NOUN
bracis-33566	7	11	of	of	ADP
bracis-33566	7	12	general	general	ADJ
bracis-33566	7	13	purpose	purpose	NOUN
bracis-33566	7	14	,	,	PUNCT
bracis-33566	7	15	achieving	achieve	VERB
bracis-33566	7	16	an	an	DET
bracis-33566	7	17	accuracy	accuracy	NOUN
bracis-33566	7	18	of	of	ADP
bracis-33566	7	19	\(98.51\%\	\(98.51\%\	NOUN
bracis-33566	7	20	)	)	PUNCT
bracis-33566	7	21	in	in	ADP
bracis-33566	7	22	classifying	classify	VERB
bracis-33566	7	23	elementary	elementary	ADJ
bracis-33566	7	24	mathematical	mathematical	ADJ
bracis-33566	7	25	function	function	NOUN
bracis-33566	7	26	graphs	graph	NOUN
bracis-33566	7	27	.	.	PUNCT
bracis-33566	8	1	access	access	NOUN
bracis-33566	8	2	provided	provide	VERB
bracis-33566	8	3	by	by	ADP
bracis-33566	8	4	university	university	PROPN
bracis-33566	8	5	of	of	ADP
bracis-33566	8	6	notre	notre	PROPN
bracis-33566	8	7	dame	dame	PROPN
bracis-33566	8	8	hesburgh	hesburgh	PROPN
bracis-33566	8	9	library	library	PROPN
bracis-33566	8	10	.	.	PUNCT
bracis-33566	9	1	download	download	PROPN
bracis-33566	9	2	conference	conference	NOUN
bracis-33566	9	3	paper	paper	NOUN
bracis-33566	9	4	pdf	pdf	NOUN
bracis-33566	9	5	similar	similar	ADJ
bracis-33566	9	6	content	content	NOUN
bracis-33566	9	7	being	be	AUX
bracis-33566	9	8	viewed	view	VERB
bracis-33566	9	9	by	by	ADP
bracis-33566	9	10	others	other	NOUN
bracis-33566	9	11	efficient	efficient	ADJ
bracis-33566	9	12	design	design	NOUN
bracis-33566	9	13	of	of	ADP
bracis-33566	9	14	pruned	prune	VERB
bracis-33566	9	15	convolutional	convolutional	ADJ
bracis-33566	9	16	neural	neural	ADJ
bracis-33566	9	17	networks	network	NOUN
bracis-33566	9	18	on	on	ADP
bracis-33566	9	19	fpga	fpga	PROPN
bracis-33566	9	20	article	article	NOUN
bracis-33566	9	21	14	14	NUM
bracis-33566	9	22	november	november	PROPN
bracis-33566	9	23	2020	2020	NUM
bracis-33566	9	24	pushing	push	VERB
bracis-33566	9	25	data	datum	NOUN
bracis-33566	9	26	into	into	ADP
bracis-33566	9	27	cp	cp	PROPN
bracis-33566	9	28	models	model	NOUN
bracis-33566	9	29	using	use	VERB
bracis-33566	9	30	graphical	graphical	ADJ
bracis-33566	9	31	model	model	NOUN
bracis-33566	9	32	learning	learning	NOUN
bracis-33566	9	33	and	and	CCONJ
bracis-33566	9	34	solving	solve	VERB
bracis-33566	9	35	chapter	chapter	NOUN
bracis-33566	9	36	©	©	PROPN
bracis-33566	9	37	2020	2020	NUM
bracis-33566	9	38	fast	fast	ADJ
bracis-33566	9	39	evolution	evolution	NOUN
bracis-33566	9	40	of	of	ADP
bracis-33566	9	41	cnn	cnn	PROPN
bracis-33566	9	42	architecture	architecture	NOUN
bracis-33566	9	43	for	for	ADP
bracis-33566	9	44	image	image	NOUN
bracis-33566	9	45	classification	classification	NOUN
bracis-33566	9	46	chapter	chapter	NOUN
bracis-33566	9	47	©	©	NOUN
bracis-33566	9	48	2020	2020	NUM
bracis-33566	9	49	1	1	NUM
bracis-33566	9	50	introduction	introduction	NOUN
bracis-33566	9	51	classifying	classify	VERB
bracis-33566	9	52	images	image	NOUN
bracis-33566	9	53	of	of	ADP
bracis-33566	9	54	elementary	elementary	ADJ
bracis-33566	9	55	mathematical	mathematical	ADJ
bracis-33566	9	56	function	function	NOUN
bracis-33566	9	57	graphs	graph	NOUN
bracis-33566	9	58	is	be	AUX
bracis-33566	9	59	challenging	challenge	VERB
bracis-33566	9	60	in	in	ADP
bracis-33566	9	61	computer	computer	NOUN
bracis-33566	9	62	vision	vision	NOUN
bracis-33566	9	63	because	because	SCONJ
bracis-33566	9	64	of	of	ADP
bracis-33566	9	65	the	the	DET
bracis-33566	9	66	varied	varied	ADJ
bracis-33566	9	67	shapes	shape	NOUN
bracis-33566	9	68	and	and	CCONJ
bracis-33566	9	69	formats	format	NOUN
bracis-33566	9	70	of	of	ADP
bracis-33566	9	71	these	these	DET
bracis-33566	9	72	curves	curve	NOUN
bracis-33566	10	1	[	[	X
bracis-33566	10	2	7	7	NUM
bracis-33566	10	3	]	]	PUNCT
bracis-33566	10	4	.	.	PUNCT
bracis-33566	11	1	identifying	identify	VERB
bracis-33566	11	2	the	the	DET
bracis-33566	11	3	type	type	NOUN
bracis-33566	11	4	of	of	ADP
bracis-33566	11	5	graph	graph	NOUN
bracis-33566	11	6	of	of	ADP
bracis-33566	11	7	a	a	DET
bracis-33566	11	8	function	function	NOUN
bracis-33566	11	9	is	be	AUX
bracis-33566	11	10	a	a	DET
bracis-33566	11	11	preliminary	preliminary	ADJ
bracis-33566	11	12	step	step	NOUN
bracis-33566	11	13	toward	toward	ADP
bracis-33566	11	14	identifying	identify	VERB
bracis-33566	11	15	the	the	DET
bracis-33566	11	16	analytic	analytic	ADJ
bracis-33566	11	17	expression	expression	NOUN
bracis-33566	11	18	of	of	ADP
bracis-33566	11	19	the	the	DET
bracis-33566	11	20	graph	graph	NOUN
bracis-33566	11	21	in	in	ADP
bracis-33566	11	22	question	question	NOUN
bracis-33566	11	23	.	.	PUNCT
bracis-33566	12	1	determining	determine	VERB
bracis-33566	12	2	the	the	DET
bracis-33566	12	3	analytic	analytic	ADJ
bracis-33566	12	4	expression	expression	NOUN
bracis-33566	12	5	of	of	ADP
bracis-33566	12	6	graphs	graph	NOUN
bracis-33566	12	7	of	of	ADP
bracis-33566	12	8	elementary	elementary	ADJ
bracis-33566	12	9	mathematical	mathematical	ADJ
bracis-33566	12	10	functions	function	NOUN
bracis-33566	12	11	can	can	AUX
bracis-33566	12	12	be	be	AUX
bracis-33566	12	13	used	use	VERB
bracis-33566	12	14	in	in	ADP
bracis-33566	12	15	technologies	technology	NOUN
bracis-33566	12	16	for	for	ADP
bracis-33566	12	17	recognizing	recognize	VERB
bracis-33566	12	18	text	text	NOUN
bracis-33566	12	19	and	and	CCONJ
bracis-33566	12	20	mathematical	mathematical	ADJ
bracis-33566	12	21	symbols	symbol	NOUN
bracis-33566	12	22	,	,	PUNCT
bracis-33566	12	23	assisting	assist	VERB
bracis-33566	12	24	visually	visually	ADV
bracis-33566	12	25	impaired	impair	VERB
bracis-33566	12	26	individuals	individual	NOUN
bracis-33566	12	27	by	by	ADP
bracis-33566	12	28	enabling	enable	VERB
bracis-33566	12	29	them	they	PRON
bracis-33566	12	30	to	to	PART
bracis-33566	12	31	access	access	VERB
bracis-33566	12	32	information	information	NOUN
bracis-33566	12	33	contained	contain	VERB
bracis-33566	12	34	in	in	ADP
bracis-33566	12	35	printed	print	VERB
bracis-33566	12	36	material	material	NOUN
bracis-33566	12	37	[	[	X
bracis-33566	12	38	10	10	NUM
bracis-33566	12	39	]	]	PUNCT
bracis-33566	12	40	.	.	PUNCT
bracis-33566	13	1	in	in	ADP
bracis-33566	13	2	educational	educational	ADJ
bracis-33566	13	3	environments	environment	NOUN
bracis-33566	13	4	,	,	PUNCT
bracis-33566	13	5	such	such	ADJ
bracis-33566	13	6	identification	identification	NOUN
bracis-33566	13	7	can	can	AUX
bracis-33566	13	8	aid	aid	VERB
bracis-33566	13	9	in	in	ADP
bracis-33566	13	10	extracting	extract	VERB
bracis-33566	13	11	information	information	NOUN
bracis-33566	13	12	from	from	ADP
bracis-33566	13	13	educational	educational	ADJ
bracis-33566	13	14	materials	material	NOUN
bracis-33566	13	15	,	,	PUNCT
bracis-33566	13	16	helping	help	VERB
bracis-33566	13	17	research	research	NOUN
bracis-33566	13	18	,	,	PUNCT
bracis-33566	13	19	and	and	CCONJ
bracis-33566	13	20	the	the	DET
bracis-33566	13	21	study	study	NOUN
bracis-33566	13	22	of	of	ADP
bracis-33566	13	23	mathematical	mathematical	ADJ
bracis-33566	13	24	concepts	concept	NOUN
bracis-33566	13	25	.	.	PUNCT
bracis-33566	14	1	in	in	ADP
bracis-33566	14	2	this	this	DET
bracis-33566	14	3	article	article	NOUN
bracis-33566	14	4	,	,	PUNCT
bracis-33566	14	5	we	we	PRON
bracis-33566	14	6	propose	propose	VERB
bracis-33566	14	7	a	a	DET
bracis-33566	14	8	solution	solution	NOUN
bracis-33566	14	9	for	for	ADP
bracis-33566	14	10	classifying	classify	VERB
bracis-33566	14	11	images	image	NOUN
bracis-33566	14	12	of	of	ADP
bracis-33566	14	13	graphs	graph	NOUN
bracis-33566	14	14	of	of	ADP
bracis-33566	14	15	elementary	elementary	ADJ
bracis-33566	14	16	mathematical	mathematical	ADJ
bracis-33566	14	17	functions	function	NOUN
bracis-33566	14	18	using	use	VERB
bracis-33566	14	19	convolutional	convolutional	ADJ
bracis-33566	14	20	neural	neural	ADJ
bracis-33566	14	21	networks	network	NOUN
bracis-33566	14	22	(	(	PUNCT
bracis-33566	14	23	cnns	cnns	PROPN
bracis-33566	14	24	)	)	PUNCT
bracis-33566	14	25	.	.	PUNCT
bracis-33566	15	1	our	our	PRON
bracis-33566	15	2	goal	goal	NOUN
bracis-33566	15	3	is	be	AUX
bracis-33566	15	4	to	to	PART
bracis-33566	15	5	find	find	VERB
bracis-33566	15	6	a	a	DET
bracis-33566	15	7	cnn	cnn	NOUN
bracis-33566	15	8	architecture	architecture	NOUN
bracis-33566	15	9	that	that	PRON
bracis-33566	15	10	best	good	ADJ
bracis-33566	15	11	suits	suit	NOUN
bracis-33566	15	12	this	this	DET
bracis-33566	15	13	problem	problem	NOUN
bracis-33566	15	14	.	.	PUNCT
bracis-33566	16	1	this	this	DET
bracis-33566	16	2	article	article	NOUN
bracis-33566	16	3	is	be	AUX
bracis-33566	16	4	structured	structure	VERB
bracis-33566	16	5	as	as	SCONJ
bracis-33566	16	6	follows	follow	VERB
bracis-33566	16	7	:	:	PUNCT
bracis-33566	16	8	sect	sect	NOUN
bracis-33566	16	9	.	.	PUNCT
bracis-33566	16	10	 	 	SPACE
bracis-33566	17	1	2	2	NUM
bracis-33566	17	2	discusses	discuss	VERB
bracis-33566	17	3	related	related	ADJ
bracis-33566	17	4	work	work	NOUN
bracis-33566	17	5	regarding	regard	VERB
bracis-33566	17	6	the	the	DET
bracis-33566	17	7	use	use	NOUN
bracis-33566	17	8	of	of	ADP
bracis-33566	17	9	cnns	cnn	NOUN
bracis-33566	17	10	for	for	ADP
bracis-33566	17	11	image	image	NOUN
bracis-33566	17	12	classification	classification	NOUN
bracis-33566	17	13	;	;	PUNCT
bracis-33566	17	14	sect	sect	NOUN
bracis-33566	17	15	.	.	PUNCT
bracis-33566	17	16	 	 	SPACE
bracis-33566	18	1	3	3	NUM
bracis-33566	18	2	describes	describe	VERB
bracis-33566	18	3	the	the	DET
bracis-33566	18	4	proposed	propose	VERB
bracis-33566	18	5	methodology	methodology	NOUN
bracis-33566	18	6	;	;	PUNCT
bracis-33566	18	7	sect	sect	NOUN
bracis-33566	18	8	.	.	PUNCT
bracis-33566	18	9	 	 	SPACE
bracis-33566	19	1	4	4	NUM
bracis-33566	19	2	presents	present	VERB
bracis-33566	19	3	results	result	NOUN
bracis-33566	19	4	and	and	CCONJ
bracis-33566	19	5	discussions	discussion	NOUN
bracis-33566	19	6	;	;	PUNCT
bracis-33566	19	7	and	and	CCONJ
bracis-33566	19	8	sect	sect	NOUN
bracis-33566	19	9	.	.	PUNCT
bracis-33566	19	10	 	 	SPACE
bracis-33566	19	11	5	5	NUM
bracis-33566	19	12	lists	list	VERB
bracis-33566	19	13	the	the	DET
bracis-33566	19	14	study	study	NOUN
bracis-33566	19	15	’s	’s	PART
bracis-33566	19	16	conclusions	conclusion	NOUN
bracis-33566	19	17	.	.	PUNCT
bracis-33566	20	1	2	2	NUM
bracis-33566	20	2	related	relate	VERB
bracis-33566	20	3	work	work	NOUN
bracis-33566	20	4	in	in	ADP
bracis-33566	20	5	the	the	DET
bracis-33566	20	6	literature	literature	NOUN
bracis-33566	20	7	,	,	PUNCT
bracis-33566	20	8	there	there	PRON
bracis-33566	20	9	are	be	VERB
bracis-33566	20	10	few	few	ADJ
bracis-33566	20	11	works	work	NOUN
bracis-33566	20	12	demonstrating	demonstrate	VERB
bracis-33566	20	13	techniques	technique	NOUN
bracis-33566	20	14	for	for	ADP
bracis-33566	20	15	extracting	extract	VERB
bracis-33566	20	16	elements	element	NOUN
bracis-33566	20	17	within	within	ADP
bracis-33566	20	18	images	image	NOUN
bracis-33566	20	19	of	of	ADP
bracis-33566	20	20	graphs	graph	NOUN
bracis-33566	20	21	of	of	ADP
bracis-33566	20	22	elementary	elementary	ADJ
bracis-33566	20	23	mathematical	mathematical	ADJ
bracis-33566	20	24	functions	function	NOUN
bracis-33566	20	25	.	.	PUNCT
bracis-33566	21	1	in	in	ADP
bracis-33566	21	2	[	[	X
bracis-33566	21	3	9	9	NUM
bracis-33566	21	4	]	]	PUNCT
bracis-33566	21	5	,	,	PUNCT
bracis-33566	21	6	a	a	DET
bracis-33566	21	7	method	method	NOUN
bracis-33566	21	8	is	be	AUX
bracis-33566	21	9	proposed	propose	VERB
bracis-33566	21	10	that	that	SCONJ
bracis-33566	21	11	divides	divide	VERB
bracis-33566	21	12	the	the	DET
bracis-33566	21	13	graph	graph	NOUN
bracis-33566	21	14	image	image	NOUN
bracis-33566	21	15	into	into	ADP
bracis-33566	21	16	regions	region	NOUN
bracis-33566	21	17	:	:	PUNCT
bracis-33566	21	18	regions	region	NOUN
bracis-33566	21	19	outside	outside	ADP
bracis-33566	21	20	the	the	DET
bracis-33566	21	21	axes	axis	NOUN
bracis-33566	21	22	(	(	PUNCT
bracis-33566	21	23	such	such	ADJ
bracis-33566	21	24	as	as	ADP
bracis-33566	21	25	titles	title	NOUN
bracis-33566	21	26	,	,	PUNCT
bracis-33566	21	27	axis	axis	ADJ
bracis-33566	21	28	labels	label	NOUN
bracis-33566	21	29	,	,	PUNCT
bracis-33566	21	30	and	and	CCONJ
bracis-33566	21	31	scales	scale	NOUN
bracis-33566	21	32	)	)	PUNCT
bracis-33566	21	33	and	and	CCONJ
bracis-33566	21	34	contour	contour	NOUN
bracis-33566	21	35	regions	region	NOUN
bracis-33566	21	36	of	of	ADP
bracis-33566	21	37	the	the	DET
bracis-33566	21	38	line	line	NOUN
bracis-33566	21	39	.	.	PUNCT
bracis-33566	22	1	scale	scale	NOUN
bracis-33566	22	2	information	information	NOUN
bracis-33566	22	3	is	be	AUX
bracis-33566	22	4	obtained	obtain	VERB
bracis-33566	22	5	from	from	ADP
bracis-33566	22	6	the	the	DET
bracis-33566	22	7	regions	region	NOUN
bracis-33566	22	8	outside	outside	ADP
bracis-33566	22	9	the	the	DET
bracis-33566	22	10	axes	axis	NOUN
bracis-33566	22	11	,	,	PUNCT
bracis-33566	22	12	and	and	CCONJ
bracis-33566	22	13	the	the	DET
bracis-33566	22	14	coordinate	coordinate	ADJ
bracis-33566	22	15	values	value	NOUN
bracis-33566	22	16	of	of	ADP
bracis-33566	22	17	each	each	DET
bracis-33566	22	18	line	line	NOUN
bracis-33566	22	19	graph	graph	NOUN
bracis-33566	22	20	are	be	AUX
bracis-33566	22	21	also	also	ADV
bracis-33566	22	22	extracted	extract	VERB
bracis-33566	22	23	from	from	ADP
bracis-33566	22	24	these	these	DET
bracis-33566	22	25	regions	region	NOUN
bracis-33566	22	26	.	.	PUNCT
bracis-33566	23	1	finally	finally	ADV
bracis-33566	23	2	,	,	PUNCT
bracis-33566	23	3	this	this	DET
bracis-33566	23	4	information	information	NOUN
bracis-33566	23	5	is	be	AUX
bracis-33566	23	6	integrated	integrate	VERB
bracis-33566	23	7	to	to	PART
bracis-33566	23	8	convert	convert	VERB
bracis-33566	23	9	graph	graph	NOUN
bracis-33566	23	10	data	datum	NOUN
bracis-33566	23	11	into	into	ADP
bracis-33566	23	12	numerical	numerical	ADJ
bracis-33566	23	13	information	information	NOUN
bracis-33566	23	14	.	.	PUNCT
bracis-33566	24	1	however	however	ADV
bracis-33566	24	2	,	,	PUNCT
bracis-33566	24	3	the	the	DET
bracis-33566	24	4	method	method	NOUN
bracis-33566	24	5	in	in	ADP
bracis-33566	24	6	[	[	X
bracis-33566	24	7	9	9	NUM
bracis-33566	24	8	]	]	PUNCT
bracis-33566	24	9	was	be	AUX
bracis-33566	24	10	used	use	VERB
bracis-33566	24	11	only	only	ADV
bracis-33566	24	12	for	for	ADP
bracis-33566	24	13	graphs	graph	NOUN
bracis-33566	24	14	with	with	ADP
bracis-33566	24	15	a	a	DET
bracis-33566	24	16	single	single	ADJ
bracis-33566	24	17	configuration	configuration	NOUN
bracis-33566	24	18	regarding	regard	VERB
bracis-33566	24	19	the	the	DET
bracis-33566	24	20	positioning	positioning	NOUN
bracis-33566	24	21	of	of	ADP
bracis-33566	24	22	graph	graph	NOUN
bracis-33566	24	23	elements	element	NOUN
bracis-33566	24	24	within	within	ADP
bracis-33566	24	25	the	the	DET
bracis-33566	24	26	image	image	NOUN
bracis-33566	24	27	.	.	PUNCT
bracis-33566	25	1	in	in	ADP
bracis-33566	25	2	[	[	X
bracis-33566	25	3	21	21	NUM
bracis-33566	25	4	]	]	X
bracis-33566	25	5	,	,	PUNCT
bracis-33566	25	6	an	an	DET
bracis-33566	25	7	offline	offline	ADJ
bracis-33566	25	8	image	image	NOUN
bracis-33566	25	9	segmentation	segmentation	NOUN
bracis-33566	25	10	approach	approach	NOUN
bracis-33566	25	11	based	base	VERB
bracis-33566	25	12	on	on	ADP
bracis-33566	25	13	the	the	DET
bracis-33566	25	14	technique	technique	NOUN
bracis-33566	25	15	from	from	ADP
bracis-33566	25	16	[	[	X
bracis-33566	25	17	9	9	NUM
bracis-33566	25	18	]	]	PUNCT
bracis-33566	25	19	is	be	AUX
bracis-33566	25	20	proposed	propose	VERB
bracis-33566	25	21	.	.	PUNCT
bracis-33566	26	1	images	image	NOUN
bracis-33566	26	2	are	be	AUX
bracis-33566	26	3	segmented	segment	VERB
bracis-33566	26	4	into	into	ADP
bracis-33566	26	5	connected	connected	ADJ
bracis-33566	26	6	components	component	NOUN
bracis-33566	26	7	and	and	CCONJ
bracis-33566	26	8	characters	character	NOUN
bracis-33566	26	9	.	.	PUNCT
bracis-33566	27	1	the	the	DET
bracis-33566	27	2	characters	character	NOUN
bracis-33566	27	3	represent	represent	VERB
bracis-33566	27	4	the	the	DET
bracis-33566	27	5	analytical	analytical	ADJ
bracis-33566	27	6	expressions	expression	NOUN
bracis-33566	27	7	typically	typically	ADV
bracis-33566	27	8	accompanying	accompany	VERB
bracis-33566	27	9	the	the	DET
bracis-33566	27	10	image	image	NOUN
bracis-33566	27	11	,	,	PUNCT
bracis-33566	27	12	while	while	SCONJ
bracis-33566	27	13	the	the	DET
bracis-33566	27	14	connected	connect	VERB
bracis-33566	27	15	components	component	NOUN
bracis-33566	27	16	encompass	encompass	VERB
bracis-33566	27	17	everything	everything	PRON
bracis-33566	27	18	from	from	ADP
bracis-33566	27	19	the	the	DET
bracis-33566	27	20	axes	axis	NOUN
bracis-33566	27	21	to	to	ADP
bracis-33566	27	22	the	the	DET
bracis-33566	27	23	function	function	NOUN
bracis-33566	27	24	curves	curve	NOUN
bracis-33566	27	25	.	.	PUNCT
bracis-33566	28	1	subsequently	subsequently	ADV
bracis-33566	28	2	,	,	PUNCT
bracis-33566	28	3	elements	element	NOUN
bracis-33566	28	4	of	of	ADP
bracis-33566	28	5	connected	connected	ADJ
bracis-33566	28	6	components	component	NOUN
bracis-33566	28	7	are	be	AUX
bracis-33566	28	8	grouped	group	VERB
bracis-33566	28	9	to	to	PART
bracis-33566	28	10	identify	identify	VERB
bracis-33566	28	11	the	the	DET
bracis-33566	28	12	function	function	NOUN
bracis-33566	28	13	curve	curve	NOUN
bracis-33566	28	14	.	.	PUNCT
bracis-33566	29	1	thus	thus	ADV
bracis-33566	29	2	,	,	PUNCT
bracis-33566	29	3	the	the	DET
bracis-33566	29	4	author	author	NOUN
bracis-33566	29	5	managed	manage	VERB
bracis-33566	29	6	to	to	PART
bracis-33566	29	7	separate	separate	VERB
bracis-33566	29	8	15	15	NUM
bracis-33566	29	9	of	of	ADP
bracis-33566	29	10	a	a	DET
bracis-33566	29	11	universe	universe	NOUN
bracis-33566	29	12	of	of	ADP
bracis-33566	29	13	20	20	NUM
bracis-33566	29	14	images	image	NOUN
bracis-33566	29	15	and	and	CCONJ
bracis-33566	29	16	group	group	NOUN
bracis-33566	29	17	104	104	NUM
bracis-33566	29	18	of	of	ADP
bracis-33566	29	19	a	a	DET
bracis-33566	29	20	total	total	NOUN
bracis-33566	29	21	of	of	ADP
bracis-33566	29	22	112	112	NUM
bracis-33566	29	23	components	component	NOUN
bracis-33566	29	24	within	within	ADP
bracis-33566	29	25	the	the	DET
bracis-33566	29	26	images	image	NOUN
bracis-33566	29	27	.	.	PUNCT
bracis-33566	30	1	the	the	DET
bracis-33566	30	2	study	study	NOUN
bracis-33566	30	3	highlights	highlight	VERB
bracis-33566	30	4	the	the	DET
bracis-33566	30	5	need	need	NOUN
bracis-33566	30	6	to	to	PART
bracis-33566	30	7	improve	improve	VERB
bracis-33566	30	8	the	the	DET
bracis-33566	30	9	accuracy	accuracy	NOUN
bracis-33566	30	10	of	of	ADP
bracis-33566	30	11	their	their	PRON
bracis-33566	30	12	results	result	NOUN
bracis-33566	30	13	.	.	PUNCT
bracis-33566	31	1	another	another	DET
bracis-33566	31	2	study	study	NOUN
bracis-33566	31	3	,	,	PUNCT
bracis-33566	31	4	aimed	aim	VERB
bracis-33566	31	5	at	at	ADP
bracis-33566	31	6	developing	develop	VERB
bracis-33566	31	7	an	an	DET
bracis-33566	31	8	automatic	automatic	ADJ
bracis-33566	31	9	system	system	NOUN
bracis-33566	31	10	for	for	ADP
bracis-33566	31	11	transforming	transform	VERB
bracis-33566	31	12	function	function	NOUN
bracis-33566	31	13	graphs	graph	NOUN
bracis-33566	31	14	into	into	ADP
bracis-33566	31	15	tactile	tactile	ADJ
bracis-33566	31	16	graphics	graphic	NOUN
bracis-33566	31	17	that	that	PRON
bracis-33566	31	18	can	can	AUX
bracis-33566	31	19	be	be	AUX
bracis-33566	31	20	used	use	VERB
bracis-33566	31	21	by	by	ADP
bracis-33566	31	22	visually	visually	ADV
bracis-33566	31	23	impaired	impair	VERB
bracis-33566	31	24	individuals	individual	NOUN
bracis-33566	31	25	,	,	PUNCT
bracis-33566	31	26	was	be	AUX
bracis-33566	31	27	conducted	conduct	VERB
bracis-33566	31	28	by	by	ADP
bracis-33566	31	29	[	[	X
bracis-33566	31	30	5	5	NUM
bracis-33566	31	31	]	]	PUNCT
bracis-33566	31	32	.	.	PUNCT
bracis-33566	32	1	the	the	DET
bracis-33566	32	2	authors	author	NOUN
bracis-33566	32	3	present	present	VERB
bracis-33566	32	4	a	a	DET
bracis-33566	32	5	method	method	NOUN
bracis-33566	32	6	for	for	ADP
bracis-33566	32	7	extracting	extract	VERB
bracis-33566	32	8	graphical	graphical	ADJ
bracis-33566	32	9	elements	element	NOUN
bracis-33566	32	10	in	in	ADP
bracis-33566	32	11	mathematical	mathematical	ADJ
bracis-33566	32	12	function	function	NOUN
bracis-33566	32	13	graphs	graph	NOUN
bracis-33566	32	14	.	.	PUNCT
bracis-33566	33	1	the	the	DET
bracis-33566	33	2	method	method	NOUN
bracis-33566	33	3	involves	involve	VERB
bracis-33566	33	4	identifying	identify	VERB
bracis-33566	33	5	all	all	DET
bracis-33566	33	6	components	component	NOUN
bracis-33566	33	7	of	of	ADP
bracis-33566	33	8	the	the	DET
bracis-33566	33	9	images	image	NOUN
bracis-33566	33	10	(	(	PUNCT
bracis-33566	33	11	curves	curve	NOUN
bracis-33566	33	12	,	,	PUNCT
bracis-33566	33	13	lines	line	NOUN
bracis-33566	33	14	,	,	PUNCT
bracis-33566	33	15	axes	axis	NOUN
bracis-33566	33	16	,	,	PUNCT
bracis-33566	33	17	equations	equation	NOUN
bracis-33566	33	18	,	,	PUNCT
bracis-33566	33	19	dashed	dash	VERB
bracis-33566	33	20	lines	line	NOUN
bracis-33566	33	21	,	,	PUNCT
bracis-33566	33	22	points	point	NOUN
bracis-33566	33	23	,	,	PUNCT
bracis-33566	33	24	etc	etc	X
bracis-33566	33	25	.	.	X
bracis-33566	33	26	)	)	PUNCT
bracis-33566	33	27	and	and	CCONJ
bracis-33566	33	28	dividing	divide	VERB
bracis-33566	33	29	them	they	PRON
bracis-33566	33	30	into	into	ADP
bracis-33566	33	31	primitive	primitive	ADJ
bracis-33566	33	32	elements	element	NOUN
bracis-33566	33	33	(	(	PUNCT
bracis-33566	33	34	x	x	SYM
bracis-33566	33	35	and	and	CCONJ
bracis-33566	33	36	y	y	PROPN
bracis-33566	33	37	axes	axis	NOUN
bracis-33566	33	38	,	,	PUNCT
bracis-33566	33	39	main	main	ADJ
bracis-33566	33	40	lines	line	NOUN
bracis-33566	33	41	,	,	PUNCT
bracis-33566	33	42	and	and	CCONJ
bracis-33566	33	43	curves	curve	NOUN
bracis-33566	33	44	)	)	PUNCT
bracis-33566	33	45	.	.	PUNCT
bracis-33566	34	1	after	after	ADP
bracis-33566	34	2	identifying	identify	VERB
bracis-33566	34	3	the	the	DET
bracis-33566	34	4	primitive	primitive	ADJ
bracis-33566	34	5	elements	element	NOUN
bracis-33566	34	6	,	,	PUNCT
bracis-33566	34	7	these	these	DET
bracis-33566	34	8	elements	element	NOUN
bracis-33566	34	9	are	be	AUX
bracis-33566	34	10	combined	combine	VERB
bracis-33566	34	11	to	to	PART
bracis-33566	34	12	form	form	VERB
bracis-33566	34	13	graphical	graphical	ADJ
bracis-33566	34	14	elements	element	NOUN
bracis-33566	34	15	.	.	PUNCT
bracis-33566	35	1	in	in	ADP
bracis-33566	35	2	an	an	DET
bracis-33566	35	3	experiment	experiment	NOUN
bracis-33566	35	4	with	with	ADP
bracis-33566	35	5	33	33	NUM
bracis-33566	35	6	scanned	scan	VERB
bracis-33566	35	7	images	image	NOUN
bracis-33566	35	8	from	from	ADP
bracis-33566	35	9	science	science	NOUN
bracis-33566	35	10	textbooks	textbook	NOUN
bracis-33566	35	11	,	,	PUNCT
bracis-33566	35	12	the	the	DET
bracis-33566	35	13	authors	author	NOUN
bracis-33566	35	14	were	be	AUX
bracis-33566	35	15	able	able	ADJ
bracis-33566	35	16	to	to	PART
bracis-33566	35	17	extract	extract	VERB
bracis-33566	35	18	502	502	NUM
bracis-33566	35	19	primitive	primitive	ADJ
bracis-33566	35	20	elements	element	NOUN
bracis-33566	35	21	.	.	PUNCT
bracis-33566	36	1	of	of	ADP
bracis-33566	36	2	these	these	PRON
bracis-33566	36	3	,	,	PUNCT
bracis-33566	36	4	373	373	NUM
bracis-33566	36	5	were	be	AUX
bracis-33566	36	6	successfully	successfully	ADV
bracis-33566	36	7	combined	combine	VERB
bracis-33566	36	8	into	into	ADP
bracis-33566	36	9	115	115	NUM
bracis-33566	36	10	graphical	graphical	ADJ
bracis-33566	36	11	elements	element	NOUN
bracis-33566	36	12	,	,	PUNCT
bracis-33566	36	13	while	while	SCONJ
bracis-33566	36	14	another	another	DET
bracis-33566	36	15	129	129	NUM
bracis-33566	36	16	were	be	AUX
bracis-33566	36	17	not	not	PART
bracis-33566	36	18	.	.	PUNCT
bracis-33566	37	1	another	another	DET
bracis-33566	37	2	approach	approach	NOUN
bracis-33566	37	3	suggested	suggest	VERB
bracis-33566	37	4	by	by	ADP
bracis-33566	37	5	[	[	X
bracis-33566	37	6	18	18	NUM
bracis-33566	37	7	]	]	PUNCT
bracis-33566	37	8	uses	use	VERB
bracis-33566	37	9	the	the	DET
bracis-33566	37	10	mathgraphreader	mathgraphreader	NOUN
bracis-33566	37	11	,	,	PUNCT
bracis-33566	37	12	a	a	DET
bracis-33566	37	13	tool	tool	NOUN
bracis-33566	37	14	that	that	PRON
bracis-33566	37	15	extracts	extract	VERB
bracis-33566	37	16	data	datum	NOUN
bracis-33566	37	17	from	from	ADP
bracis-33566	37	18	graphs	graph	NOUN
bracis-33566	37	19	and	and	CCONJ
bracis-33566	37	20	creates	create	VERB
bracis-33566	37	21	alternative	alternative	ADJ
bracis-33566	37	22	textual	textual	ADJ
bracis-33566	37	23	descriptions	description	NOUN
bracis-33566	37	24	.	.	PUNCT
bracis-33566	38	1	using	use	VERB
bracis-33566	38	2	text	text	NOUN
bracis-33566	38	3	processing	processing	NOUN
bracis-33566	38	4	,	,	PUNCT
bracis-33566	38	5	image	image	NOUN
bracis-33566	38	6	processing	processing	NOUN
bracis-33566	38	7	,	,	PUNCT
bracis-33566	38	8	plotting	plotting	NOUN
bracis-33566	38	9	,	,	PUNCT
bracis-33566	38	10	and	and	CCONJ
bracis-33566	38	11	mathematical	mathematical	ADJ
bracis-33566	38	12	concepts	concept	NOUN
bracis-33566	38	13	,	,	PUNCT
bracis-33566	38	14	the	the	DET
bracis-33566	38	15	authors	author	NOUN
bracis-33566	38	16	built	build	VERB
bracis-33566	38	17	a	a	DET
bracis-33566	38	18	tool	tool	NOUN
bracis-33566	38	19	that	that	PRON
bracis-33566	38	20	allows	allow	VERB
bracis-33566	38	21	visually	visually	ADV
bracis-33566	38	22	impaired	impaired	ADJ
bracis-33566	38	23	students	student	NOUN
bracis-33566	38	24	to	to	AUX
bracis-33566	38	25	access	access	NOUN
bracis-33566	38	26	graph	graph	NOUN
bracis-33566	38	27	information	information	NOUN
bracis-33566	38	28	interactively	interactively	ADV
bracis-33566	38	29	.	.	PUNCT
bracis-33566	39	1	the	the	DET
bracis-33566	39	2	technique	technique	NOUN
bracis-33566	39	3	involves	involve	VERB
bracis-33566	39	4	first	first	ADV
bracis-33566	39	5	detecting	detect	VERB
bracis-33566	39	6	the	the	DET
bracis-33566	39	7	origin	origin	NOUN
bracis-33566	39	8	of	of	ADP
bracis-33566	39	9	the	the	DET
bracis-33566	39	10	axes	axis	NOUN
bracis-33566	39	11	and	and	CCONJ
bracis-33566	39	12	then	then	ADV
bracis-33566	39	13	tracing	trace	VERB
bracis-33566	39	14	the	the	DET
bracis-33566	39	15	intersection	intersection	NOUN
bracis-33566	39	16	points	point	NOUN
bracis-33566	39	17	of	of	ADP
bracis-33566	39	18	the	the	DET
bracis-33566	39	19	axes	axis	NOUN
bracis-33566	39	20	with	with	ADP
bracis-33566	39	21	the	the	DET
bracis-33566	39	22	function	function	NOUN
bracis-33566	39	23	curve	curve	NOUN
bracis-33566	39	24	to	to	PART
bracis-33566	39	25	find	find	VERB
bracis-33566	39	26	inflection	inflection	NOUN
bracis-33566	39	27	points	point	NOUN
bracis-33566	39	28	.	.	PUNCT
bracis-33566	40	1	however	however	ADV
bracis-33566	40	2	,	,	PUNCT
bracis-33566	40	3	the	the	DET
bracis-33566	40	4	study	study	NOUN
bracis-33566	40	5	does	do	AUX
bracis-33566	40	6	not	not	PART
bracis-33566	40	7	address	address	VERB
bracis-33566	40	8	cases	case	NOUN
bracis-33566	40	9	where	where	SCONJ
bracis-33566	40	10	the	the	DET
bracis-33566	40	11	dashed	dash	VERB
bracis-33566	40	12	line	line	NOUN
bracis-33566	40	13	of	of	ADP
bracis-33566	40	14	the	the	DET
bracis-33566	40	15	graph	graph	NOUN
bracis-33566	40	16	curve	curve	NOUN
bracis-33566	40	17	is	be	AUX
bracis-33566	40	18	displayed	display	VERB
bracis-33566	40	19	without	without	ADP
bracis-33566	40	20	intersecting	intersect	VERB
bracis-33566	40	21	the	the	DET
bracis-33566	40	22	axes	axis	NOUN
bracis-33566	40	23	.	.	PUNCT
bracis-33566	41	1	the	the	DET
bracis-33566	41	2	methods	method	NOUN
bracis-33566	41	3	mentioned	mention	VERB
bracis-33566	41	4	so	so	ADV
bracis-33566	41	5	far	far	ADV
bracis-33566	41	6	propose	propose	VERB
bracis-33566	41	7	offline	offline	ADJ
bracis-33566	41	8	extraction	extraction	NOUN
bracis-33566	41	9	techniques	technique	NOUN
bracis-33566	41	10	,	,	PUNCT
bracis-33566	41	11	where	where	SCONJ
bracis-33566	41	12	the	the	DET
bracis-33566	41	13	extraction	extraction	NOUN
bracis-33566	41	14	of	of	ADP
bracis-33566	41	15	elements	element	NOUN
bracis-33566	41	16	is	be	AUX
bracis-33566	41	17	performed	perform	VERB
bracis-33566	41	18	on	on	ADP
bracis-33566	41	19	previously	previously	ADV
bracis-33566	41	20	provided	provide	VERB
bracis-33566	41	21	images	image	NOUN
bracis-33566	41	22	.	.	PUNCT
bracis-33566	42	1	a	a	DET
bracis-33566	42	2	different	different	ADJ
bracis-33566	42	3	method	method	NOUN
bracis-33566	42	4	was	be	AUX
bracis-33566	42	5	suggested	suggest	VERB
bracis-33566	42	6	by	by	ADP
bracis-33566	42	7	[	[	X
bracis-33566	42	8	19	19	NUM
bracis-33566	42	9	]	]	PUNCT
bracis-33566	42	10	,	,	PUNCT
bracis-33566	42	11	which	which	PRON
bracis-33566	42	12	proposes	propose	VERB
bracis-33566	42	13	obtaining	obtain	VERB
bracis-33566	42	14	the	the	DET
bracis-33566	42	15	analytic	analytic	ADJ
bracis-33566	42	16	expression	expression	NOUN
bracis-33566	42	17	from	from	ADP
bracis-33566	42	18	a	a	DET
bracis-33566	42	19	function	function	NOUN
bracis-33566	42	20	constructed	construct	VERB
bracis-33566	42	21	online	online	ADV
bracis-33566	42	22	,	,	PUNCT
bracis-33566	42	23	i.e.	i.e.	X
bracis-33566	42	24	,	,	PUNCT
bracis-33566	42	25	when	when	SCONJ
bracis-33566	42	26	the	the	DET
bracis-33566	42	27	graph	graph	NOUN
bracis-33566	42	28	curve	curve	NOUN
bracis-33566	42	29	is	be	AUX
bracis-33566	42	30	drawn	draw	VERB
bracis-33566	42	31	in	in	ADP
bracis-33566	42	32	real	real	ADJ
bracis-33566	42	33	-	-	PUNCT
bracis-33566	42	34	time	time	NOUN
bracis-33566	42	35	.	.	PUNCT
bracis-33566	43	1	this	this	DET
bracis-33566	43	2	method	method	NOUN
bracis-33566	43	3	captures	capture	VERB
bracis-33566	43	4	the	the	DET
bracis-33566	43	5	pixels	pixel	NOUN
bracis-33566	43	6	of	of	ADP
bracis-33566	43	7	the	the	DET
bracis-33566	43	8	curve	curve	NOUN
bracis-33566	43	9	on	on	ADP
bracis-33566	43	10	the	the	DET
bracis-33566	43	11	screen	screen	NOUN
bracis-33566	43	12	and	and	CCONJ
bracis-33566	43	13	then	then	ADV
bracis-33566	43	14	uses	use	VERB
bracis-33566	43	15	polynomial	polynomial	ADJ
bracis-33566	43	16	regression	regression	NOUN
bracis-33566	43	17	to	to	PART
bracis-33566	43	18	find	find	VERB
bracis-33566	43	19	a	a	DET
bracis-33566	43	20	curve	curve	NOUN
bracis-33566	43	21	that	that	PRON
bracis-33566	43	22	best	well	ADV
bracis-33566	43	23	fits	fit	VERB
bracis-33566	43	24	the	the	DET
bracis-33566	43	25	pixel	pixel	PROPN
bracis-33566	43	26	points	point	NOUN
bracis-33566	43	27	.	.	PUNCT
bracis-33566	44	1	although	although	SCONJ
bracis-33566	44	2	the	the	DET
bracis-33566	44	3	method	method	NOUN
bracis-33566	44	4	yields	yield	VERB
bracis-33566	44	5	good	good	ADJ
bracis-33566	44	6	results	result	NOUN
bracis-33566	44	7	,	,	PUNCT
bracis-33566	44	8	it	it	PRON
bracis-33566	44	9	has	have	AUX
bracis-33566	44	10	not	not	PART
bracis-33566	44	11	been	be	AUX
bracis-33566	44	12	evaluated	evaluate	VERB
bracis-33566	44	13	on	on	ADP
bracis-33566	44	14	a	a	DET
bracis-33566	44	15	large	large	ADJ
bracis-33566	44	16	dataset	dataset	NOUN
bracis-33566	44	17	to	to	PART
bracis-33566	44	18	verify	verify	VERB
bracis-33566	44	19	accuracy	accuracy	NOUN
bracis-33566	44	20	.	.	PUNCT
bracis-33566	45	1	additionally	additionally	ADV
bracis-33566	45	2	,	,	PUNCT
bracis-33566	45	3	it	it	PRON
bracis-33566	45	4	is	be	AUX
bracis-33566	45	5	limited	limit	VERB
bracis-33566	45	6	to	to	ADP
bracis-33566	45	7	polynomial	polynomial	ADJ
bracis-33566	45	8	expressions	expression	NOUN
bracis-33566	45	9	and	and	CCONJ
bracis-33566	45	10	is	be	AUX
bracis-33566	45	11	restricted	restrict	VERB
bracis-33566	45	12	to	to	ADP
bracis-33566	45	13	the	the	DET
bracis-33566	45	14	range	range	NOUN
bracis-33566	45	15	\	\	PROPN
bracis-33566	45	16	(	(	PUNCT
bracis-33566	45	17	x	x	SYM
bracis-33566	45	18	\in	\in	PROPN
bracis-33566	45	19	[	[	X
bracis-33566	45	20	-1	-1	ADJ
bracis-33566	45	21	,	,	PUNCT
bracis-33566	45	22	1	1	NUM
bracis-33566	45	23	]	]	PUNCT
bracis-33566	45	24	\	\	NOUN
bracis-33566	45	25	)	)	PUNCT
bracis-33566	45	26	.	.	PUNCT
bracis-33566	46	1	cnns	cnns	PROPN
bracis-33566	46	2	have	have	AUX
bracis-33566	46	3	revolutionized	revolutionize	VERB
bracis-33566	46	4	the	the	DET
bracis-33566	46	5	field	field	NOUN
bracis-33566	46	6	of	of	ADP
bracis-33566	46	7	computer	computer	NOUN
bracis-33566	46	8	vision	vision	NOUN
bracis-33566	46	9	and	and	CCONJ
bracis-33566	46	10	have	have	AUX
bracis-33566	46	11	been	be	AUX
bracis-33566	46	12	widely	widely	ADV
bracis-33566	46	13	used	use	VERB
bracis-33566	46	14	in	in	ADP
bracis-33566	46	15	a	a	DET
bracis-33566	46	16	broad	broad	ADJ
bracis-33566	46	17	range	range	NOUN
bracis-33566	46	18	of	of	ADP
bracis-33566	46	19	applications	application	NOUN
bracis-33566	46	20	[	[	X
bracis-33566	46	21	1	1	NUM
bracis-33566	46	22	,	,	PUNCT
bracis-33566	46	23	3	3	NUM
bracis-33566	46	24	]	]	PUNCT
bracis-33566	46	25	,	,	PUNCT
bracis-33566	46	26	such	such	ADJ
bracis-33566	46	27	as	as	ADP
bracis-33566	46	28	image	image	NOUN
bracis-33566	46	29	recognition	recognition	NOUN
bracis-33566	46	30	,	,	PUNCT
bracis-33566	46	31	object	object	NOUN
bracis-33566	46	32	detection	detection	NOUN
bracis-33566	46	33	,	,	PUNCT
bracis-33566	46	34	image	image	NOUN
bracis-33566	46	35	segmentation	segmentation	NOUN
bracis-33566	46	36	,	,	PUNCT
bracis-33566	46	37	among	among	ADP
bracis-33566	46	38	others	other	NOUN
bracis-33566	47	1	[	[	X
bracis-33566	47	2	2	2	NUM
bracis-33566	47	3	,	,	PUNCT
bracis-33566	47	4	15	15	NUM
bracis-33566	47	5	,	,	PUNCT
bracis-33566	47	6	16	16	NUM
bracis-33566	47	7	]	]	PUNCT
bracis-33566	47	8	.	.	PUNCT
bracis-33566	48	1	however	however	ADV
bracis-33566	48	2	,	,	PUNCT
bracis-33566	48	3	the	the	DET
bracis-33566	48	4	use	use	NOUN
bracis-33566	48	5	of	of	ADP
bracis-33566	48	6	cnns	cnn	NOUN
bracis-33566	48	7	for	for	ADP
bracis-33566	48	8	classifying	classify	VERB
bracis-33566	48	9	images	image	NOUN
bracis-33566	48	10	of	of	ADP
bracis-33566	48	11	graphs	graph	NOUN
bracis-33566	48	12	of	of	ADP
bracis-33566	48	13	elementary	elementary	ADJ
bracis-33566	48	14	mathematical	mathematical	ADJ
bracis-33566	48	15	functions	function	NOUN
bracis-33566	48	16	has	have	AUX
bracis-33566	48	17	been	be	AUX
bracis-33566	48	18	limited	limit	VERB
bracis-33566	48	19	due	due	ADP
bracis-33566	48	20	to	to	ADP
bracis-33566	48	21	the	the	DET
bracis-33566	48	22	scarcity	scarcity	NOUN
bracis-33566	48	23	of	of	ADP
bracis-33566	48	24	datasets	dataset	NOUN
bracis-33566	48	25	[	[	X
bracis-33566	48	26	4	4	NUM
bracis-33566	48	27	]	]	PUNCT
bracis-33566	48	28	.	.	PUNCT
bracis-33566	49	1	the	the	DET
bracis-33566	49	2	proposed	propose	VERB
bracis-33566	49	3	methodology	methodology	NOUN
bracis-33566	49	4	encompasses	encompass	VERB
bracis-33566	49	5	not	not	PART
bracis-33566	49	6	only	only	ADV
bracis-33566	49	7	the	the	DET
bracis-33566	49	8	creation	creation	NOUN
bracis-33566	49	9	of	of	ADP
bracis-33566	49	10	a	a	DET
bracis-33566	49	11	dataset	dataset	NOUN
bracis-33566	49	12	that	that	PRON
bracis-33566	49	13	contains	contain	VERB
bracis-33566	49	14	different	different	ADJ
bracis-33566	49	15	types	type	NOUN
bracis-33566	49	16	of	of	ADP
bracis-33566	49	17	functions	function	NOUN
bracis-33566	49	18	and	and	CCONJ
bracis-33566	49	19	their	their	PRON
bracis-33566	49	20	variations	variation	NOUN
bracis-33566	49	21	but	but	CCONJ
bracis-33566	49	22	also	also	ADV
bracis-33566	49	23	conducts	conduct	VERB
bracis-33566	49	24	an	an	DET
bracis-33566	49	25	investigation	investigation	NOUN
bracis-33566	49	26	into	into	ADP
bracis-33566	49	27	cnn	cnn	PROPN
bracis-33566	49	28	architectures	architecture	NOUN
bracis-33566	49	29	applied	apply	VERB
bracis-33566	49	30	to	to	ADP
bracis-33566	49	31	the	the	DET
bracis-33566	49	32	recognition	recognition	NOUN
bracis-33566	49	33	of	of	ADP
bracis-33566	49	34	mathematical	mathematical	ADJ
bracis-33566	49	35	function	function	NOUN
bracis-33566	49	36	patterns	pattern	NOUN
bracis-33566	49	37	in	in	ADP
bracis-33566	49	38	graphs	graph	NOUN
bracis-33566	49	39	.	.	PUNCT
bracis-33566	50	1	additionally	additionally	ADV
bracis-33566	50	2	,	,	PUNCT
bracis-33566	50	3	it	it	PRON
bracis-33566	50	4	compares	compare	VERB
bracis-33566	50	5	these	these	DET
bracis-33566	50	6	results	result	NOUN
bracis-33566	50	7	with	with	ADP
bracis-33566	50	8	a	a	DET
bracis-33566	50	9	set	set	NOUN
bracis-33566	50	10	of	of	ADP
bracis-33566	50	11	renowned	renowned	ADJ
bracis-33566	50	12	architectures	architecture	NOUN
bracis-33566	50	13	applied	apply	VERB
bracis-33566	50	14	to	to	ADP
bracis-33566	50	15	more	more	ADV
bracis-33566	50	16	generalizable	generalizable	ADJ
bracis-33566	50	17	computer	computer	NOUN
bracis-33566	50	18	vision	vision	NOUN
bracis-33566	50	19	tasks	task	NOUN
bracis-33566	50	20	.	.	PUNCT
bracis-33566	51	1	3	3	NUM
bracis-33566	51	2	methodology	methodology	NOUN
bracis-33566	51	3	this	this	DET
bracis-33566	51	4	section	section	NOUN
bracis-33566	51	5	describes	describe	VERB
bracis-33566	51	6	the	the	DET
bracis-33566	51	7	generation	generation	NOUN
bracis-33566	51	8	of	of	ADP
bracis-33566	51	9	a	a	DET
bracis-33566	51	10	dataset	dataset	NOUN
bracis-33566	51	11	of	of	ADP
bracis-33566	51	12	images	image	NOUN
bracis-33566	51	13	of	of	ADP
bracis-33566	51	14	elementary	elementary	ADJ
bracis-33566	51	15	functions	function	NOUN
bracis-33566	51	16	graphs	graph	NOUN
bracis-33566	51	17	,	,	PUNCT
bracis-33566	51	18	the	the	DET
bracis-33566	51	19	rationale	rationale	NOUN
bracis-33566	51	20	behind	behind	ADP
bracis-33566	51	21	the	the	DET
bracis-33566	51	22	chosen	choose	VERB
bracis-33566	51	23	deep	deep	ADJ
bracis-33566	51	24	learning	learning	NOUN
bracis-33566	51	25	model	model	NOUN
bracis-33566	51	26	architecture	architecture	NOUN
bracis-33566	51	27	,	,	PUNCT
bracis-33566	51	28	and	and	CCONJ
bracis-33566	51	29	how	how	SCONJ
bracis-33566	51	30	the	the	DET
bracis-33566	51	31	model	model	NOUN
bracis-33566	51	32	’s	’s	PART
bracis-33566	51	33	performance	performance	NOUN
bracis-33566	51	34	was	be	AUX
bracis-33566	51	35	assessed	assess	VERB
bracis-33566	51	36	and	and	CCONJ
bracis-33566	51	37	benchmarked	benchmarke	VERB
bracis-33566	51	38	against	against	ADP
bracis-33566	51	39	other	other	ADJ
bracis-33566	51	40	existing	exist	VERB
bracis-33566	51	41	methods	method	NOUN
bracis-33566	51	42	.	.	PUNCT
bracis-33566	52	1	3.1	3.1	NUM
bracis-33566	52	2	process	process	NOUN
bracis-33566	52	3	of	of	ADP
bracis-33566	52	4	 	 	SPACE
bracis-33566	52	5	data	datum	NOUN
bracis-33566	52	6	generation	generation	NOUN
bracis-33566	52	7	the	the	DET
bracis-33566	52	8	lack	lack	NOUN
bracis-33566	52	9	of	of	ADP
bracis-33566	52	10	open	open	ADJ
bracis-33566	52	11	public	public	ADJ
bracis-33566	52	12	datasets	dataset	NOUN
bracis-33566	52	13	addressing	address	VERB
bracis-33566	52	14	the	the	DET
bracis-33566	52	15	problem	problem	NOUN
bracis-33566	52	16	of	of	ADP
bracis-33566	52	17	classifying	classify	VERB
bracis-33566	52	18	function	function	NOUN
bracis-33566	52	19	graphs	graph	NOUN
bracis-33566	52	20	motivated	motivate	VERB
bracis-33566	52	21	the	the	DET
bracis-33566	52	22	development	development	NOUN
bracis-33566	52	23	of	of	ADP
bracis-33566	52	24	a	a	DET
bracis-33566	52	25	systematic	systematic	ADJ
bracis-33566	52	26	dataset	dataset	NOUN
bracis-33566	52	27	generation	generation	NOUN
bracis-33566	52	28	process	process	NOUN
bracis-33566	52	29	.	.	PUNCT
bracis-33566	53	1	figure	figure	NOUN
bracis-33566	53	2	 	 	SPACE
bracis-33566	53	3	1	1	NUM
bracis-33566	53	4	illustrates	illustrate	VERB
bracis-33566	53	5	the	the	DET
bracis-33566	53	6	process	process	NOUN
bracis-33566	53	7	of	of	ADP
bracis-33566	53	8	creating	create	VERB
bracis-33566	53	9	a	a	DET
bracis-33566	53	10	dataset	dataset	NOUN
bracis-33566	53	11	containing	contain	VERB
bracis-33566	53	12	images	image	NOUN
bracis-33566	53	13	of	of	ADP
bracis-33566	53	14	various	various	ADJ
bracis-33566	53	15	elementary	elementary	ADJ
bracis-33566	53	16	functions	function	NOUN
bracis-33566	53	17	to	to	PART
bracis-33566	53	18	be	be	AUX
bracis-33566	53	19	modeled	model	VERB
bracis-33566	53	20	.	.	PUNCT
bracis-33566	54	1	fig	fig	NOUN
bracis-33566	54	2	.	.	PUNCT
bracis-33566	55	1	1	1	X
bracis-33566	55	2	.	.	X
bracis-33566	55	3	image	image	NOUN
bracis-33566	55	4	processing	processing	NOUN
bracis-33566	55	5	in	in	ADP
bracis-33566	55	6	function	function	NOUN
bracis-33566	55	7	graphs	graph	NOUN
bracis-33566	55	8	dataset	dataset	VERB
bracis-33566	55	9	.	.	PUNCT
bracis-33566	56	1	full	full	ADJ
bracis-33566	56	2	size	size	NOUN
bracis-33566	56	3	image	image	NOUN
bracis-33566	56	4	fig	fig	NOUN
bracis-33566	56	5	.	.	PUNCT
bracis-33566	57	1	2	2	X
bracis-33566	57	2	.	.	X
bracis-33566	57	3	graphs	graph	NOUN
bracis-33566	57	4	of	of	ADP
bracis-33566	57	5	elementary	elementary	ADJ
bracis-33566	57	6	mathematical	mathematical	ADJ
bracis-33566	57	7	functions	function	NOUN
bracis-33566	57	8	.	.	PUNCT
bracis-33566	58	1	full	full	ADJ
bracis-33566	58	2	size	size	NOUN
bracis-33566	58	3	image	image	NOUN
bracis-33566	58	4	to	to	PART
bracis-33566	58	5	create	create	VERB
bracis-33566	58	6	the	the	DET
bracis-33566	58	7	dataset	dataset	NOUN
bracis-33566	58	8	,	,	PUNCT
bracis-33566	58	9	we	we	PRON
bracis-33566	58	10	first	first	ADV
bracis-33566	58	11	listed	list	VERB
bracis-33566	58	12	various	various	ADJ
bracis-33566	58	13	types	type	NOUN
bracis-33566	58	14	of	of	ADP
bracis-33566	58	15	elementary	elementary	ADJ
bracis-33566	58	16	functions	function	NOUN
bracis-33566	58	17	,	,	PUNCT
bracis-33566	58	18	as	as	SCONJ
bracis-33566	58	19	depicted	depict	VERB
bracis-33566	58	20	in	in	ADP
bracis-33566	58	21	fig	fig	NOUN
bracis-33566	58	22	.	.	PUNCT
bracis-33566	58	23	 	 	SPACE
bracis-33566	59	1	2	2	NUM
bracis-33566	59	2	:	:	PUNCT
bracis-33566	59	3	linear	linear	PROPN
bracis-33566	59	4	(	(	PUNCT
bracis-33566	59	5	2a	2a	NUM
bracis-33566	59	6	)	)	PUNCT
bracis-33566	59	7	,	,	PUNCT
bracis-33566	59	8	quadratic	quadratic	ADJ
bracis-33566	59	9	(	(	PUNCT
bracis-33566	59	10	2b	2b	NUM
bracis-33566	59	11	)	)	PUNCT
bracis-33566	59	12	,	,	PUNCT
bracis-33566	59	13	cubic	cubic	NOUN
bracis-33566	59	14	(	(	PUNCT
bracis-33566	59	15	2c	2c	NOUN
bracis-33566	59	16	)	)	PUNCT
bracis-33566	59	17	,	,	PUNCT
bracis-33566	59	18	exponential	exponential	NOUN
bracis-33566	59	19	(	(	PUNCT
bracis-33566	59	20	2d	2d	NOUN
bracis-33566	59	21	)	)	PUNCT
bracis-33566	59	22	,	,	PUNCT
bracis-33566	59	23	logarithmic	logarithmic	NOUN
bracis-33566	59	24	(	(	PUNCT
bracis-33566	59	25	2e	2e	NUM
bracis-33566	59	26	)	)	PUNCT
bracis-33566	59	27	,	,	PUNCT
bracis-33566	59	28	square	square	ADJ
bracis-33566	59	29	root	root	NOUN
bracis-33566	59	30	and	and	CCONJ
bracis-33566	59	31	cubic	cubic	ADJ
bracis-33566	59	32	root	root	NOUN
bracis-33566	59	33	(	(	PUNCT
bracis-33566	59	34	2f	2f	NUM
bracis-33566	59	35	)	)	PUNCT
bracis-33566	59	36	,	,	PUNCT
bracis-33566	59	37	sine	sine	NOUN
bracis-33566	59	38	(	(	PUNCT
bracis-33566	59	39	2	2	NUM
bracis-33566	59	40	g	g	NOUN
bracis-33566	59	41	)	)	PUNCT
bracis-33566	59	42	,	,	PUNCT
bracis-33566	59	43	cosine	cosine	NOUN
bracis-33566	59	44	(	(	PUNCT
bracis-33566	59	45	2h	2h	NUM
bracis-33566	59	46	)	)	PUNCT
bracis-33566	59	47	,	,	PUNCT
bracis-33566	59	48	tangent	tangent	NOUN
bracis-33566	59	49	(	(	PUNCT
bracis-33566	59	50	2i	2i	NUM
bracis-33566	59	51	)	)	PUNCT
bracis-33566	59	52	,	,	PUNCT
bracis-33566	59	53	and	and	CCONJ
bracis-33566	59	54	cotangent	cotangent	NOUN
bracis-33566	59	55	(	(	PUNCT
bracis-33566	59	56	2j	2j	NUM
bracis-33566	59	57	)	)	PUNCT
bracis-33566	59	58	.	.	PUNCT
bracis-33566	60	1	we	we	PRON
bracis-33566	60	2	randomly	randomly	VERB
bracis-33566	60	3	generated	generate	VERB
bracis-33566	60	4	analytic	analytic	ADJ
bracis-33566	60	5	expressions	expression	NOUN
bracis-33566	60	6	that	that	PRON
bracis-33566	60	7	could	could	AUX
bracis-33566	60	8	plot	plot	VERB
bracis-33566	60	9	visible	visible	ADJ
bracis-33566	60	10	graphs	graph	NOUN
bracis-33566	60	11	within	within	ADP
bracis-33566	60	12	the	the	DET
bracis-33566	60	13	range	range	NOUN
bracis-33566	60	14	\(y	\(y	NUM
bracis-33566	60	15	\in	\in	PROPN
bracis-33566	60	16	[	[	X
bracis-33566	60	17	-5	-5	ADJ
bracis-33566	60	18	,	,	PUNCT
bracis-33566	60	19	5]\	5]\	NUM
bracis-33566	60	20	)	)	PUNCT
bracis-33566	60	21	and	and	CCONJ
bracis-33566	60	22	for	for	ADP
bracis-33566	60	23	the	the	DET
bracis-33566	60	24	domain	domain	NOUN
bracis-33566	60	25	x	x	PUNCT
bracis-33566	60	26	the	the	DET
bracis-33566	60	27	interval	interval	NOUN
bracis-33566	60	28	was	be	AUX
bracis-33566	60	29	set	set	VERB
bracis-33566	60	30	to	to	ADP
bracis-33566	60	31	\(x	\(x	ADJ
bracis-33566	60	32	\in	\in	PROPN
bracis-33566	60	33	[	[	X
bracis-33566	60	34	-2\pi	-2\pi	X
bracis-33566	60	35	,	,	PUNCT
bracis-33566	60	36	2\pi	2\pi	PROPN
bracis-33566	60	37	]	]	PUNCT
bracis-33566	60	38	\	\	NOUN
bracis-33566	60	39	)	)	PUNCT
bracis-33566	60	40	for	for	ADP
bracis-33566	60	41	trigonometric	trigonometric	ADJ
bracis-33566	60	42	functions	function	NOUN
bracis-33566	60	43	and	and	CCONJ
bracis-33566	60	44	\(x	\(x	ADJ
bracis-33566	60	45	\in	\in	PROPN
bracis-33566	61	1	[	[	X
bracis-33566	61	2	-5	-5	ADJ
bracis-33566	61	3	,	,	PUNCT
bracis-33566	61	4	5]\	5]\	NOUN
bracis-33566	61	5	)	)	PUNCT
bracis-33566	61	6	for	for	ADP
bracis-33566	61	7	other	other	ADJ
bracis-33566	61	8	functions	function	NOUN
bracis-33566	61	9	.	.	PUNCT
bracis-33566	62	1	subsequently	subsequently	ADV
bracis-33566	62	2	,	,	PUNCT
bracis-33566	62	3	a	a	DET
bracis-33566	62	4	script	script	NOUN
bracis-33566	62	5	was	be	AUX
bracis-33566	62	6	generated	generate	VERB
bracis-33566	62	7	to	to	PART
bracis-33566	62	8	automate	automate	VERB
bracis-33566	62	9	the	the	DET
bracis-33566	62	10	construction	construction	NOUN
bracis-33566	62	11	of	of	ADP
bracis-33566	62	12	these	these	DET
bracis-33566	62	13	functions	function	NOUN
bracis-33566	62	14	using	use	VERB
bracis-33566	62	15	winplot	winplot	NOUN
bracis-33566	62	16	[	[	X
bracis-33566	62	17	20	20	NUM
bracis-33566	62	18	]	]	PUNCT
bracis-33566	62	19	,	,	PUNCT
bracis-33566	62	20	a	a	DET
bracis-33566	62	21	free	free	ADJ
bracis-33566	62	22	software	software	NOUN
bracis-33566	62	23	for	for	ADP
bracis-33566	62	24	plotting	plot	VERB
bracis-33566	62	25	two	two	NUM
bracis-33566	62	26	-	-	PUNCT
bracis-33566	62	27	dimensional	dimensional	ADJ
bracis-33566	62	28	and	and	CCONJ
bracis-33566	62	29	three	three	NUM
bracis-33566	62	30	-	-	PUNCT
bracis-33566	62	31	dimensional	dimensional	ADJ
bracis-33566	62	32	graphs	graph	NOUN
bracis-33566	62	33	of	of	ADP
bracis-33566	62	34	mathematical	mathematical	ADJ
bracis-33566	62	35	functions	function	NOUN
bracis-33566	62	36	,	,	PUNCT
bracis-33566	62	37	including	include	VERB
bracis-33566	62	38	explicit	explicit	ADJ
bracis-33566	62	39	,	,	PUNCT
bracis-33566	62	40	implicit	implicit	ADJ
bracis-33566	62	41	,	,	PUNCT
bracis-33566	62	42	parametric	parametric	ADJ
bracis-33566	62	43	,	,	PUNCT
bracis-33566	62	44	and	and	CCONJ
bracis-33566	62	45	polar	polar	ADJ
bracis-33566	62	46	function	function	NOUN
bracis-33566	62	47	graphs	graph	NOUN
bracis-33566	62	48	.	.	PUNCT
bracis-33566	63	1	some	some	DET
bracis-33566	63	2	functions	function	NOUN
bracis-33566	63	3	,	,	PUNCT
bracis-33566	63	4	such	such	ADJ
bracis-33566	63	5	as	as	ADP
bracis-33566	63	6	exponential	exponential	ADJ
bracis-33566	63	7	and	and	CCONJ
bracis-33566	63	8	logarithmic	logarithmic	ADJ
bracis-33566	63	9	functions	function	NOUN
bracis-33566	63	10	,	,	PUNCT
bracis-33566	63	11	do	do	AUX
bracis-33566	63	12	not	not	PART
bracis-33566	63	13	offer	offer	VERB
bracis-33566	63	14	many	many	ADJ
bracis-33566	63	15	variations	variation	NOUN
bracis-33566	63	16	within	within	ADP
bracis-33566	63	17	the	the	DET
bracis-33566	63	18	specified	specified	ADJ
bracis-33566	63	19	range	range	NOUN
bracis-33566	63	20	and	and	CCONJ
bracis-33566	63	21	therefore	therefore	ADV
bracis-33566	63	22	could	could	AUX
bracis-33566	63	23	generate	generate	VERB
bracis-33566	63	24	a	a	DET
bracis-33566	63	25	limited	limited	ADJ
bracis-33566	63	26	number	number	NOUN
bracis-33566	63	27	of	of	ADP
bracis-33566	63	28	images	image	NOUN
bracis-33566	63	29	.	.	PUNCT
bracis-33566	64	1	to	to	PART
bracis-33566	64	2	avoid	avoid	VERB
bracis-33566	64	3	class	class	NOUN
bracis-33566	64	4	imbalance	imbalance	NOUN
bracis-33566	64	5	,	,	PUNCT
bracis-33566	64	6	we	we	PRON
bracis-33566	64	7	limited	limit	VERB
bracis-33566	64	8	the	the	DET
bracis-33566	64	9	number	number	NOUN
bracis-33566	64	10	of	of	ADP
bracis-33566	64	11	generated	generate	VERB
bracis-33566	64	12	images	image	NOUN
bracis-33566	64	13	to	to	ADP
bracis-33566	64	14	1,450	1,450	NUM
bracis-33566	64	15	per	per	ADP
bracis-33566	64	16	class	class	NOUN
bracis-33566	64	17	.	.	PUNCT
bracis-33566	65	1	in	in	ADP
bracis-33566	65	2	total	total	ADJ
bracis-33566	65	3	,	,	PUNCT
bracis-33566	65	4	14,500	14,500	NUM
bracis-33566	65	5	images	image	NOUN
bracis-33566	65	6	were	be	AUX
bracis-33566	65	7	generated	generate	VERB
bracis-33566	65	8	with	with	ADP
bracis-33566	65	9	a	a	DET
bracis-33566	65	10	resolution	resolution	NOUN
bracis-33566	65	11	of	of	ADP
bracis-33566	65	12	128\(\,\times	128\(\,\times	NUM
bracis-33566	65	13	\,\)128	\,\)128	NUM
bracis-33566	65	14	pixels	pixel	NOUN
bracis-33566	65	15	and	and	CCONJ
bracis-33566	65	16	saved	save	VERB
bracis-33566	65	17	with	with	ADP
bracis-33566	65	18	names	name	NOUN
bracis-33566	65	19	like	like	ADP
bracis-33566	65	20	\(\texttt	\(\texttt	NOUN
bracis-33566	65	21	{	{	PUNCT
bracis-33566	65	22	<	<	X
bracis-33566	65	23	class>\_<expression>.png}\	class>\_<expression>.png}\	NOUN
bracis-33566	65	24	)	)	PUNCT
bracis-33566	65	25	.	.	PUNCT
bracis-33566	66	1	as	as	ADP
bracis-33566	66	2	for	for	ADP
bracis-33566	66	3	generated	generate	VERB
bracis-33566	66	4	images	image	NOUN
bracis-33566	66	5	,	,	PUNCT
bracis-33566	66	6	we	we	PRON
bracis-33566	66	7	divided	divide	VERB
bracis-33566	66	8	them	they	PRON
bracis-33566	66	9	into	into	ADP
bracis-33566	66	10	training	training	NOUN
bracis-33566	66	11	(	(	PUNCT
bracis-33566	66	12	80	80	NUM
bracis-33566	66	13	%	%	NOUN
bracis-33566	66	14	,	,	PUNCT
bracis-33566	66	15	11,600	11,600	NUM
bracis-33566	66	16	images	image	NOUN
bracis-33566	66	17	)	)	PUNCT
bracis-33566	66	18	,	,	PUNCT
bracis-33566	66	19	validation	validation	NOUN
bracis-33566	66	20	(	(	PUNCT
bracis-33566	66	21	10	10	NUM
bracis-33566	66	22	%	%	NOUN
bracis-33566	66	23	,	,	PUNCT
bracis-33566	66	24	1,450	1,450	NUM
bracis-33566	66	25	images	image	NOUN
bracis-33566	66	26	)	)	PUNCT
bracis-33566	66	27	,	,	PUNCT
bracis-33566	66	28	and	and	CCONJ
bracis-33566	66	29	test	test	NOUN
bracis-33566	66	30	sets	set	NOUN
bracis-33566	66	31	(	(	PUNCT
bracis-33566	66	32	10	10	NUM
bracis-33566	66	33	%	%	NOUN
bracis-33566	66	34	,	,	PUNCT
bracis-33566	66	35	1,450	1,450	NUM
bracis-33566	66	36	images	image	NOUN
bracis-33566	66	37	)	)	PUNCT
bracis-33566	66	38	.	.	PUNCT
bracis-33566	67	1	each	each	DET
bracis-33566	67	2	group	group	NOUN
bracis-33566	67	3	contains	contain	VERB
bracis-33566	67	4	all	all	DET
bracis-33566	67	5	classes	class	NOUN
bracis-33566	67	6	with	with	ADP
bracis-33566	67	7	a	a	DET
bracis-33566	67	8	balanced	balanced	ADJ
bracis-33566	67	9	number	number	NOUN
bracis-33566	67	10	of	of	ADP
bracis-33566	67	11	samples	sample	NOUN
bracis-33566	67	12	.	.	PUNCT
bracis-33566	68	1	the	the	DET
bracis-33566	68	2	images	image	NOUN
bracis-33566	68	3	were	be	AUX
bracis-33566	68	4	flattened	flatten	VERB
bracis-33566	68	5	into	into	ADP
bracis-33566	68	6	a	a	DET
bracis-33566	68	7	one	one	NUM
bracis-33566	68	8	-	-	PUNCT
bracis-33566	68	9	dimensional	dimensional	ADJ
bracis-33566	68	10	vector	vector	NOUN
bracis-33566	68	11	and	and	CCONJ
bracis-33566	68	12	labeled	label	VERB
bracis-33566	68	13	using	use	VERB
bracis-33566	68	14	a	a	DET
bracis-33566	68	15	one	one	NUM
bracis-33566	68	16	-	-	PUNCT
bracis-33566	68	17	hot	hot	ADJ
bracis-33566	68	18	encoding	encoding	NOUN
bracis-33566	68	19	format	format	NOUN
bracis-33566	68	20	.	.	PUNCT
bracis-33566	69	1	finally	finally	ADV
bracis-33566	69	2	,	,	PUNCT
bracis-33566	69	3	the	the	DET
bracis-33566	69	4	dataset	dataset	NOUN
bracis-33566	69	5	was	be	AUX
bracis-33566	69	6	shuffled	shuffle	VERB
bracis-33566	69	7	and	and	CCONJ
bracis-33566	69	8	saved	save	VERB
bracis-33566	69	9	in	in	ADP
bracis-33566	69	10	serialized	serialized	ADJ
bracis-33566	69	11	pickle	pickle	NOUN
bracis-33566	69	12	files	file	NOUN
bracis-33566	69	13	.	.	PUNCT
bracis-33566	70	1	3.2	3.2	NUM
bracis-33566	70	2	selection	selection	NOUN
bracis-33566	70	3	and	and	CCONJ
bracis-33566	70	4	 	 	SPACE
bracis-33566	70	5	definition	definition	NOUN
bracis-33566	70	6	of	of	ADP
bracis-33566	70	7	 	 	SPACE
bracis-33566	70	8	the	the	DET
bracis-33566	70	9	 	 	SPACE
bracis-33566	70	10	cnn	cnn	NOUN
bracis-33566	70	11	architecture	architecture	NOUN
bracis-33566	70	12	due	due	ADP
bracis-33566	70	13	to	to	ADP
bracis-33566	70	14	the	the	DET
bracis-33566	70	15	scarcity	scarcity	NOUN
bracis-33566	70	16	of	of	ADP
bracis-33566	70	17	studies	study	NOUN
bracis-33566	70	18	focusing	focus	VERB
bracis-33566	70	19	on	on	ADP
bracis-33566	70	20	constructing	construct	VERB
bracis-33566	70	21	deep	deep	ADJ
bracis-33566	70	22	neural	neural	ADJ
bracis-33566	70	23	network	network	NOUN
bracis-33566	70	24	architectures	architecture	NOUN
bracis-33566	70	25	for	for	ADP
bracis-33566	70	26	classifying	classify	VERB
bracis-33566	70	27	images	image	NOUN
bracis-33566	70	28	in	in	ADP
bracis-33566	70	29	elementary	elementary	ADJ
bracis-33566	70	30	function	function	NOUN
bracis-33566	70	31	graphs	graph	NOUN
bracis-33566	70	32	data	datum	NOUN
bracis-33566	70	33	,	,	PUNCT
bracis-33566	70	34	we	we	PRON
bracis-33566	70	35	will	will	AUX
bracis-33566	70	36	compare	compare	VERB
bracis-33566	70	37	the	the	DET
bracis-33566	70	38	performance	performance	NOUN
bracis-33566	70	39	of	of	ADP
bracis-33566	70	40	the	the	DET
bracis-33566	70	41	proposed	propose	VERB
bracis-33566	70	42	architecture	architecture	NOUN
bracis-33566	70	43	with	with	ADP
bracis-33566	70	44	architectures	architecture	NOUN
bracis-33566	70	45	that	that	PRON
bracis-33566	70	46	have	have	AUX
bracis-33566	70	47	excelled	excel	VERB
bracis-33566	70	48	on	on	ADP
bracis-33566	70	49	broader	broad	ADJ
bracis-33566	70	50	datasets	dataset	NOUN
bracis-33566	70	51	.	.	PUNCT
bracis-33566	71	1	three	three	NUM
bracis-33566	71	2	cnn	cnn	PROPN
bracis-33566	71	3	architectures	architecture	NOUN
bracis-33566	71	4	were	be	AUX
bracis-33566	71	5	selected	select	VERB
bracis-33566	71	6	for	for	ADP
bracis-33566	71	7	comparison	comparison	NOUN
bracis-33566	71	8	,	,	PUNCT
bracis-33566	71	9	known	know	VERB
bracis-33566	71	10	for	for	ADP
bracis-33566	71	11	their	their	PRON
bracis-33566	71	12	strong	strong	ADJ
bracis-33566	71	13	performance	performance	NOUN
bracis-33566	71	14	in	in	ADP
bracis-33566	71	15	image	image	NOUN
bracis-33566	71	16	classification	classification	NOUN
bracis-33566	71	17	tasks	task	NOUN
bracis-33566	71	18	on	on	ADP
bracis-33566	71	19	datasets	dataset	NOUN
bracis-33566	71	20	such	such	ADJ
bracis-33566	71	21	as	as	ADP
bracis-33566	71	22	imagenet	imagenet	NOUN
bracis-33566	71	23	[	[	X
bracis-33566	71	24	8	8	NUM
bracis-33566	71	25	]	]	PUNCT
bracis-33566	71	26	and	and	CCONJ
bracis-33566	71	27	cifar-10	cifar-10	PROPN
bracis-33566	72	1	[	[	X
bracis-33566	72	2	14	14	NUM
bracis-33566	72	3	]	]	X
bracis-33566	72	4	:	:	PUNCT
bracis-33566	72	5	resnet	resnet	VERB
bracis-33566	72	6	[	[	X
bracis-33566	72	7	11	11	NUM
bracis-33566	72	8	]	]	PUNCT
bracis-33566	72	9	:	:	PUNCT
bracis-33566	72	10	designed	design	VERB
bracis-33566	72	11	to	to	PART
bracis-33566	72	12	ensure	ensure	VERB
bracis-33566	72	13	that	that	SCONJ
bracis-33566	72	14	learning	learning	NOUN
bracis-33566	72	15	is	be	AUX
bracis-33566	72	16	not	not	PART
bracis-33566	72	17	hindered	hinder	VERB
bracis-33566	72	18	by	by	ADP
bracis-33566	72	19	adding	add	VERB
bracis-33566	72	20	more	more	ADJ
bracis-33566	72	21	layers	layer	NOUN
bracis-33566	72	22	,	,	PUNCT
bracis-33566	72	23	using	use	VERB
bracis-33566	72	24	shortcuts	shortcut	NOUN
bracis-33566	72	25	or	or	CCONJ
bracis-33566	72	26	residual	residual	ADJ
bracis-33566	72	27	connections	connection	NOUN
bracis-33566	72	28	to	to	PART
bracis-33566	72	29	facilitate	facilitate	VERB
bracis-33566	72	30	optimization	optimization	NOUN
bracis-33566	72	31	.	.	PUNCT
bracis-33566	73	1	variants	variant	NOUN
bracis-33566	73	2	include	include	VERB
bracis-33566	73	3	resnet-50	resnet-50	PROPN
bracis-33566	73	4	(	(	PUNCT
bracis-33566	73	5	50	50	NUM
bracis-33566	73	6	layers	layer	NOUN
bracis-33566	73	7	)	)	PUNCT
bracis-33566	73	8	,	,	PUNCT
bracis-33566	73	9	resnet-101	resnet-101	NOUN
bracis-33566	73	10	(	(	PUNCT
bracis-33566	73	11	101	101	NUM
bracis-33566	73	12	layers	layer	NOUN
bracis-33566	73	13	)	)	PUNCT
bracis-33566	73	14	,	,	PUNCT
bracis-33566	73	15	resnet-152	resnet-152	NOUN
bracis-33566	73	16	(	(	PUNCT
bracis-33566	73	17	152	152	NUM
bracis-33566	73	18	layers	layer	NOUN
bracis-33566	73	19	)	)	PUNCT
bracis-33566	73	20	.	.	PUNCT
bracis-33566	74	1	resnet-50	resnet-50	PROPN
bracis-33566	74	2	was	be	AUX
bracis-33566	74	3	chosen	choose	VERB
bracis-33566	74	4	for	for	ADP
bracis-33566	74	5	comparison	comparison	NOUN
bracis-33566	74	6	as	as	SCONJ
bracis-33566	74	7	it	it	PRON
bracis-33566	74	8	achieved	achieve	VERB
bracis-33566	74	9	93	93	NUM
bracis-33566	74	10	%	%	NOUN
bracis-33566	74	11	to	to	PART
bracis-33566	74	12	94	94	NUM
bracis-33566	74	13	%	%	NOUN
bracis-33566	74	14	accuracy	accuracy	NOUN
bracis-33566	74	15	on	on	ADP
bracis-33566	74	16	cifar-10	cifar-10	PROPN
bracis-33566	74	17	dataset	dataset	NOUN
bracis-33566	74	18	.	.	PUNCT
bracis-33566	75	1	mobilenet	mobilenet	NOUN
bracis-33566	76	1	[	[	X
bracis-33566	76	2	12	12	NUM
bracis-33566	76	3	]	]	X
bracis-33566	76	4	:	:	PUNCT
bracis-33566	76	5	designed	design	VERB
bracis-33566	76	6	for	for	ADP
bracis-33566	76	7	mobile	mobile	ADJ
bracis-33566	76	8	and	and	CCONJ
bracis-33566	76	9	low	low	ADJ
bracis-33566	76	10	-	-	PUNCT
bracis-33566	76	11	power	power	NOUN
bracis-33566	76	12	devices	device	NOUN
bracis-33566	76	13	,	,	PUNCT
bracis-33566	76	14	known	know	VERB
bracis-33566	76	15	for	for	ADP
bracis-33566	76	16	its	its	PRON
bracis-33566	76	17	lightweight	lightweight	ADJ
bracis-33566	76	18	and	and	CCONJ
bracis-33566	76	19	low	low	ADJ
bracis-33566	76	20	computational	computational	ADJ
bracis-33566	76	21	cost	cost	NOUN
bracis-33566	76	22	.	.	PUNCT
bracis-33566	77	1	variants	variant	NOUN
bracis-33566	77	2	include	include	VERB
bracis-33566	77	3	v1	v1	NOUN
bracis-33566	77	4	(	(	PUNCT
bracis-33566	77	5	depthwise	depthwise	NOUN
bracis-33566	77	6	separable	separable	ADJ
bracis-33566	77	7	convolutions	convolution	NOUN
bracis-33566	77	8	)	)	PUNCT
bracis-33566	77	9	,	,	PUNCT
bracis-33566	77	10	v2	v2	PROPN
bracis-33566	77	11	(	(	PUNCT
bracis-33566	77	12	inverted	invert	VERB
bracis-33566	77	13	residual	residual	ADJ
bracis-33566	77	14	blocks	block	NOUN
bracis-33566	77	15	and	and	CCONJ
bracis-33566	77	16	linear	linear	ADJ
bracis-33566	77	17	bottlenecks	bottleneck	NOUN
bracis-33566	77	18	)	)	PUNCT
bracis-33566	77	19	,	,	PUNCT
bracis-33566	77	20	and	and	CCONJ
bracis-33566	77	21	v3	v3	PROPN
bracis-33566	77	22	(	(	PUNCT
bracis-33566	77	23	automated	automate	VERB
bracis-33566	77	24	neural	neural	ADJ
bracis-33566	77	25	architecture	architecture	NOUN
bracis-33566	77	26	search	search	NOUN
bracis-33566	77	27	and	and	CCONJ
bracis-33566	77	28	additional	additional	ADJ
bracis-33566	77	29	optimizations	optimization	NOUN
bracis-33566	77	30	)	)	PUNCT
bracis-33566	77	31	.	.	PUNCT
bracis-33566	78	1	mobilenetv3	mobilenetv3	PROPN
bracis-33566	78	2	was	be	AUX
bracis-33566	78	3	chosen	choose	VERB
bracis-33566	78	4	for	for	ADP
bracis-33566	78	5	comparison	comparison	NOUN
bracis-33566	78	6	as	as	SCONJ
bracis-33566	78	7	it	it	PRON
bracis-33566	78	8	achieved	achieve	VERB
bracis-33566	78	9	91	91	NUM
bracis-33566	78	10	%	%	NOUN
bracis-33566	78	11	to	to	ADP
bracis-33566	78	12	92	92	NUM
bracis-33566	78	13	%	%	NOUN
bracis-33566	78	14	accuracy	accuracy	NOUN
bracis-33566	78	15	on	on	ADP
bracis-33566	78	16	cifar-10	cifar-10	PROPN
bracis-33566	78	17	dataset	dataset	NOUN
bracis-33566	78	18	.	.	PUNCT
bracis-33566	79	1	efficientnet	efficientnet	PROPN
bracis-33566	80	1	[	[	X
bracis-33566	80	2	22	22	NUM
bracis-33566	80	3	]	]	PUNCT
bracis-33566	80	4	:	:	PUNCT
bracis-33566	80	5	designed	design	VERB
bracis-33566	80	6	to	to	PART
bracis-33566	80	7	optimize	optimize	VERB
bracis-33566	80	8	the	the	DET
bracis-33566	80	9	balance	balance	NOUN
bracis-33566	80	10	between	between	ADP
bracis-33566	80	11	accuracy	accuracy	NOUN
bracis-33566	80	12	and	and	CCONJ
bracis-33566	80	13	computational	computational	ADJ
bracis-33566	80	14	efficiency	efficiency	NOUN
bracis-33566	80	15	,	,	PUNCT
bracis-33566	80	16	using	use	VERB
bracis-33566	80	17	a	a	DET
bracis-33566	80	18	compound	compound	NOUN
bracis-33566	80	19	scaling	scale	VERB
bracis-33566	80	20	method	method	NOUN
bracis-33566	80	21	that	that	PRON
bracis-33566	80	22	simultaneously	simultaneously	ADV
bracis-33566	80	23	scales	scale	VERB
bracis-33566	80	24	depth	depth	NOUN
bracis-33566	80	25	,	,	PUNCT
bracis-33566	80	26	width	width	ADJ
bracis-33566	80	27	,	,	PUNCT
bracis-33566	80	28	and	and	CCONJ
bracis-33566	80	29	resolution	resolution	NOUN
bracis-33566	80	30	of	of	ADP
bracis-33566	80	31	the	the	DET
bracis-33566	80	32	network	network	NOUN
bracis-33566	80	33	.	.	PUNCT
bracis-33566	81	1	variants	variant	NOUN
bracis-33566	81	2	include	include	VERB
bracis-33566	81	3	efficientnet	efficientnet	NOUN
bracis-33566	81	4	-	-	PUNCT
bracis-33566	81	5	b0	b0	NOUN
bracis-33566	81	6	(	(	PUNCT
bracis-33566	81	7	more	more	ADV
bracis-33566	81	8	efficient	efficient	ADJ
bracis-33566	81	9	)	)	PUNCT
bracis-33566	81	10	to	to	ADP
bracis-33566	81	11	b7	b7	PROPN
bracis-33566	81	12	(	(	PUNCT
bracis-33566	81	13	more	more	ADJ
bracis-33566	81	14	layers	layer	NOUN
bracis-33566	81	15	,	,	PUNCT
bracis-33566	81	16	filters	filter	NOUN
bracis-33566	81	17	,	,	PUNCT
bracis-33566	81	18	and	and	CCONJ
bracis-33566	81	19	resolution	resolution	NOUN
bracis-33566	81	20	)	)	PUNCT
bracis-33566	81	21	.	.	PUNCT
bracis-33566	82	1	efficientnet	efficientnet	NOUN
bracis-33566	82	2	-	-	PUNCT
bracis-33566	82	3	b0	b0	NOUN
bracis-33566	82	4	was	be	AUX
bracis-33566	82	5	chosen	choose	VERB
bracis-33566	82	6	for	for	ADP
bracis-33566	82	7	comparison	comparison	NOUN
bracis-33566	82	8	as	as	SCONJ
bracis-33566	82	9	it	it	PRON
bracis-33566	82	10	achieved	achieve	VERB
bracis-33566	82	11	approximately	approximately	ADV
bracis-33566	82	12	95	95	NUM
bracis-33566	82	13	%	%	NOUN
bracis-33566	82	14	accuracy	accuracy	NOUN
bracis-33566	82	15	on	on	ADP
bracis-33566	82	16	cifar-10	cifar-10	PROPN
bracis-33566	82	17	dataset	dataset	NOUN
bracis-33566	82	18	.	.	PUNCT
bracis-33566	83	1	the	the	DET
bracis-33566	83	2	cnn	cnn	PROPN
bracis-33566	83	3	architecture	architecture	NOUN
bracis-33566	83	4	proposed	propose	VERB
bracis-33566	83	5	for	for	ADP
bracis-33566	83	6	classifying	classify	VERB
bracis-33566	83	7	elementary	elementary	ADJ
bracis-33566	83	8	function	function	NOUN
bracis-33566	83	9	graph	graph	NOUN
bracis-33566	83	10	images	image	NOUN
bracis-33566	83	11	was	be	AUX
bracis-33566	83	12	named	name	VERB
bracis-33566	83	13	f	f	NOUN
bracis-33566	83	14	-	-	PUNCT
bracis-33566	83	15	graphs	graph	NOUN
bracis-33566	83	16	.	.	PUNCT
bracis-33566	84	1	the	the	DET
bracis-33566	84	2	hyperband	hyperband	ADJ
bracis-33566	84	3	algorithm	algorithm	NOUN
bracis-33566	84	4	[	[	X
bracis-33566	84	5	17	17	NUM
bracis-33566	84	6	]	]	PUNCT
bracis-33566	84	7	was	be	AUX
bracis-33566	84	8	used	use	VERB
bracis-33566	84	9	to	to	PART
bracis-33566	84	10	perform	perform	VERB
bracis-33566	84	11	an	an	DET
bracis-33566	84	12	optimized	optimize	VERB
bracis-33566	84	13	search	search	NOUN
bracis-33566	84	14	of	of	ADP
bracis-33566	84	15	neural	neural	ADJ
bracis-33566	84	16	network	network	NOUN
bracis-33566	84	17	hyperparameters	hyperparameter	NOUN
bracis-33566	84	18	that	that	PRON
bracis-33566	84	19	enhance	enhance	VERB
bracis-33566	84	20	its	its	PRON
bracis-33566	84	21	performance	performance	NOUN
bracis-33566	84	22	in	in	ADP
bracis-33566	84	23	image	image	NOUN
bracis-33566	84	24	classification	classification	NOUN
bracis-33566	84	25	tasks	task	NOUN
bracis-33566	84	26	.	.	PUNCT
bracis-33566	85	1	from	from	ADP
bracis-33566	85	2	the	the	DET
bracis-33566	85	3	initializations	initialization	NOUN
bracis-33566	85	4	made	make	VERB
bracis-33566	85	5	,	,	PUNCT
bracis-33566	85	6	the	the	DET
bracis-33566	85	7	hyperband	hyperband	ADJ
bracis-33566	85	8	algorithm	algorithm	PROPN
bracis-33566	85	9	returned	return	VERB
bracis-33566	85	10	the	the	DET
bracis-33566	85	11	cnn	cnn	PROPN
bracis-33566	85	12	architecture	architecture	NOUN
bracis-33566	85	13	illustrated	illustrate	VERB
bracis-33566	85	14	in	in	ADP
bracis-33566	85	15	fig	fig	NOUN
bracis-33566	85	16	.	.	PUNCT
bracis-33566	85	17	 	 	SPACE
bracis-33566	86	1	3	3	X
bracis-33566	86	2	.	.	PUNCT
bracis-33566	87	1	the	the	DET
bracis-33566	87	2	network	network	NOUN
bracis-33566	87	3	consists	consist	VERB
bracis-33566	87	4	of	of	ADP
bracis-33566	87	5	three	three	NUM
bracis-33566	87	6	convolutional	convolutional	ADJ
bracis-33566	87	7	layers	layer	NOUN
bracis-33566	87	8	activated	activate	VERB
bracis-33566	87	9	with	with	ADP
bracis-33566	87	10	the	the	DET
bracis-33566	87	11	rectified	rectified	ADJ
bracis-33566	87	12	linear	linear	NOUN
bracis-33566	87	13	unit	unit	NOUN
bracis-33566	87	14	(	(	PUNCT
bracis-33566	87	15	relu	relu	NOUN
bracis-33566	87	16	)	)	PUNCT
bracis-33566	87	17	function	function	NOUN
bracis-33566	87	18	,	,	PUNCT
bracis-33566	87	19	combined	combine	VERB
bracis-33566	87	20	with	with	ADP
bracis-33566	87	21	max	max	PROPN
bracis-33566	87	22	pooling	pool	VERB
bracis-33566	87	23	layers	layer	NOUN
bracis-33566	87	24	after	after	ADP
bracis-33566	87	25	the	the	DET
bracis-33566	87	26	convolutional	convolutional	ADJ
bracis-33566	87	27	layers	layer	NOUN
bracis-33566	87	28	.	.	PUNCT
bracis-33566	88	1	in	in	ADP
bracis-33566	88	2	the	the	DET
bracis-33566	88	3	fully	fully	ADV
bracis-33566	88	4	connected	connect	VERB
bracis-33566	88	5	layer	layer	NOUN
bracis-33566	88	6	,	,	PUNCT
bracis-33566	88	7	only	only	ADV
bracis-33566	88	8	one	one	NUM
bracis-33566	88	9	hidden	hide	VERB
bracis-33566	88	10	layer	layer	NOUN
bracis-33566	88	11	with	with	ADP
bracis-33566	88	12	128	128	NUM
bracis-33566	88	13	neurons	neuron	NOUN
bracis-33566	88	14	activated	activate	VERB
bracis-33566	88	15	with	with	ADP
bracis-33566	88	16	the	the	DET
bracis-33566	88	17	sigmoid	sigmoid	NOUN
bracis-33566	88	18	function	function	NOUN
bracis-33566	88	19	was	be	AUX
bracis-33566	88	20	included	include	VERB
bracis-33566	88	21	.	.	PUNCT
bracis-33566	89	1	at	at	ADP
bracis-33566	89	2	the	the	DET
bracis-33566	89	3	output	output	NOUN
bracis-33566	89	4	,	,	PUNCT
bracis-33566	89	5	a	a	DET
bracis-33566	89	6	dense	dense	ADJ
bracis-33566	89	7	layer	layer	NOUN
bracis-33566	89	8	with	with	ADP
bracis-33566	89	9	10	10	NUM
bracis-33566	89	10	neurons	neuron	NOUN
bracis-33566	89	11	corresponding	correspond	VERB
bracis-33566	89	12	to	to	ADP
bracis-33566	89	13	the	the	DET
bracis-33566	89	14	10	10	NUM
bracis-33566	89	15	classes	class	NOUN
bracis-33566	89	16	of	of	ADP
bracis-33566	89	17	the	the	DET
bracis-33566	89	18	dataset	dataset	NOUN
bracis-33566	89	19	and	and	CCONJ
bracis-33566	89	20	activated	activate	VERB
bracis-33566	89	21	with	with	ADP
bracis-33566	89	22	the	the	DET
bracis-33566	89	23	softmax	softmax	NOUN
bracis-33566	89	24	function	function	NOUN
bracis-33566	89	25	produces	produce	VERB
bracis-33566	89	26	the	the	DET
bracis-33566	89	27	probability	probability	NOUN
bracis-33566	89	28	distribution	distribution	NOUN
bracis-33566	89	29	for	for	ADP
bracis-33566	89	30	the	the	DET
bracis-33566	89	31	output	output	NOUN
bracis-33566	89	32	classes	class	NOUN
bracis-33566	89	33	.	.	PUNCT
bracis-33566	90	1	fig	fig	NOUN
bracis-33566	90	2	.	.	PUNCT
bracis-33566	91	1	3	3	X
bracis-33566	91	2	.	.	X
bracis-33566	91	3	f	f	X
bracis-33566	91	4	-	-	PUNCT
bracis-33566	91	5	graphs	graph	NOUN
bracis-33566	91	6	’	'	PUNCT
bracis-33566	91	7	network	network	NOUN
bracis-33566	91	8	architecture	architecture	NOUN
bracis-33566	91	9	.	.	PUNCT
bracis-33566	92	1	full	full	ADJ
bracis-33566	92	2	size	size	NOUN
bracis-33566	92	3	image	image	NOUN
bracis-33566	92	4	3.3	3.3	NUM
bracis-33566	92	5	model	model	NOUN
bracis-33566	92	6	training	training	NOUN
bracis-33566	92	7	and	and	CCONJ
bracis-33566	92	8	 	 	SPACE
bracis-33566	92	9	evaluation	evaluation	NOUN
bracis-33566	92	10	f	f	X
bracis-33566	92	11	-	-	PUNCT
bracis-33566	92	12	ggraphs	ggraph	NOUN
bracis-33566	92	13	was	be	AUX
bracis-33566	92	14	created	create	VERB
bracis-33566	92	15	using	use	VERB
bracis-33566	92	16	the	the	DET
bracis-33566	92	17	keras	keras	PROPN
bracis-33566	92	18	library	library	NOUN
bracis-33566	92	19	for	for	ADP
bracis-33566	92	20	python	python	NOUN
bracis-33566	93	1	[	[	X
bracis-33566	93	2	6	6	NUM
bracis-33566	93	3	]	]	PUNCT
bracis-33566	93	4	,	,	PUNCT
bracis-33566	93	5	which	which	PRON
bracis-33566	93	6	simplifies	simplify	VERB
bracis-33566	93	7	the	the	DET
bracis-33566	93	8	construction	construction	NOUN
bracis-33566	93	9	and	and	CCONJ
bracis-33566	93	10	training	training	NOUN
bracis-33566	93	11	of	of	ADP
bracis-33566	93	12	neural	neural	ADJ
bracis-33566	93	13	networks	network	NOUN
bracis-33566	93	14	,	,	PUNCT
bracis-33566	93	15	often	often	ADV
bracis-33566	93	16	used	use	VERB
bracis-33566	93	17	to	to	PART
bracis-33566	93	18	create	create	VERB
bracis-33566	93	19	and	and	CCONJ
bracis-33566	93	20	experiment	experiment	NOUN
bracis-33566	93	21	with	with	ADP
bracis-33566	93	22	deep	deep	ADJ
bracis-33566	93	23	learning	learning	NOUN
bracis-33566	93	24	models	model	NOUN
bracis-33566	93	25	.	.	PUNCT
bracis-33566	94	1	figure	figure	NOUN
bracis-33566	94	2	 	 	SPACE
bracis-33566	94	3	4	4	NUM
bracis-33566	94	4	shows	show	VERB
bracis-33566	94	5	the	the	DET
bracis-33566	94	6	loss	loss	NOUN
bracis-33566	94	7	behavior	behavior	NOUN
bracis-33566	94	8	and	and	CCONJ
bracis-33566	94	9	accuracy	accuracy	NOUN
bracis-33566	94	10	evolution	evolution	NOUN
bracis-33566	94	11	during	during	ADP
bracis-33566	94	12	the	the	DET
bracis-33566	94	13	training	training	NOUN
bracis-33566	94	14	of	of	ADP
bracis-33566	94	15	the	the	DET
bracis-33566	94	16	proposed	propose	VERB
bracis-33566	94	17	model	model	NOUN
bracis-33566	94	18	.	.	PUNCT
bracis-33566	95	1	training	training	NOUN
bracis-33566	95	2	included	include	VERB
bracis-33566	95	3	five	five	NUM
bracis-33566	95	4	different	different	ADJ
bracis-33566	95	5	initializations	initialization	NOUN
bracis-33566	95	6	for	for	ADP
bracis-33566	95	7	each	each	DET
bracis-33566	95	8	architecture	architecture	NOUN
bracis-33566	95	9	and	and	CCONJ
bracis-33566	95	10	40	40	NUM
bracis-33566	95	11	epochs	epoch	NOUN
bracis-33566	95	12	using	use	VERB
bracis-33566	95	13	early	early	ADJ
bracis-33566	95	14	stopping	stopping	NOUN
bracis-33566	95	15	based	base	VERB
bracis-33566	95	16	on	on	ADP
bracis-33566	95	17	monitoring	monitor	VERB
bracis-33566	95	18	loss	loss	NOUN
bracis-33566	95	19	on	on	ADP
bracis-33566	95	20	the	the	DET
bracis-33566	95	21	validation	validation	NOUN
bracis-33566	95	22	data	datum	NOUN
bracis-33566	95	23	as	as	ADP
bracis-33566	95	24	the	the	DET
bracis-33566	95	25	stopping	stopping	NOUN
bracis-33566	95	26	criteria	criterion	NOUN
bracis-33566	95	27	.	.	PUNCT
bracis-33566	96	1	fig	fig	NOUN
bracis-33566	96	2	.	.	PUNCT
bracis-33566	97	1	4	4	X
bracis-33566	97	2	.	.	X
bracis-33566	97	3	loss	loss	NOUN
bracis-33566	97	4	and	and	CCONJ
bracis-33566	97	5	accuracy	accuracy	NOUN
bracis-33566	97	6	values	value	NOUN
bracis-33566	97	7	for	for	ADP
bracis-33566	97	8	training	training	NOUN
bracis-33566	97	9	and	and	CCONJ
bracis-33566	97	10	validation	validation	NOUN
bracis-33566	97	11	of	of	ADP
bracis-33566	97	12	the	the	DET
bracis-33566	97	13	proposed	propose	VERB
bracis-33566	97	14	model	model	NOUN
bracis-33566	97	15	.	.	PUNCT
bracis-33566	98	1	full	full	ADJ
bracis-33566	98	2	size	size	NOUN
bracis-33566	98	3	image	image	NOUN
bracis-33566	98	4	to	to	PART
bracis-33566	98	5	optimize	optimize	VERB
bracis-33566	98	6	training	training	NOUN
bracis-33566	98	7	,	,	PUNCT
bracis-33566	98	8	the	the	DET
bracis-33566	98	9	adaptive	adaptive	ADJ
bracis-33566	98	10	moment	moment	NOUN
bracis-33566	98	11	estimation	estimation	NOUN
bracis-33566	98	12	(	(	PUNCT
bracis-33566	98	13	adam	adam	PROPN
bracis-33566	98	14	)	)	PUNCT
bracis-33566	98	15	optimizer	optimizer	NOUN
bracis-33566	98	16	[	[	X
bracis-33566	98	17	13	13	NUM
bracis-33566	98	18	]	]	PUNCT
bracis-33566	98	19	and	and	CCONJ
bracis-33566	98	20	a	a	DET
bracis-33566	98	21	learning	learning	NOUN
bracis-33566	98	22	rate	rate	NOUN
bracis-33566	98	23	of	of	ADP
bracis-33566	98	24	\(9	\(9	PROPN
bracis-33566	98	25	\times	\times	PROPN
bracis-33566	98	26	10^{-5}\	10^{-5}\	NUM
bracis-33566	98	27	)	)	PUNCT
bracis-33566	98	28	were	be	AUX
bracis-33566	98	29	used	use	VERB
bracis-33566	98	30	.	.	PUNCT
bracis-33566	99	1	loss	loss	NOUN
bracis-33566	99	2	estimation	estimation	NOUN
bracis-33566	99	3	during	during	ADP
bracis-33566	99	4	training	training	NOUN
bracis-33566	99	5	for	for	ADP
bracis-33566	99	6	the	the	DET
bracis-33566	99	7	10	10	NUM
bracis-33566	99	8	classes	class	NOUN
bracis-33566	99	9	was	be	AUX
bracis-33566	99	10	performed	perform	VERB
bracis-33566	99	11	using	use	VERB
bracis-33566	99	12	categorical	categorical	ADJ
bracis-33566	99	13	cross	cross	NOUN
bracis-33566	99	14	-	-	NOUN
bracis-33566	99	15	entropy	entropy	NOUN
bracis-33566	99	16	.	.	PUNCT
bracis-33566	100	1	the	the	DET
bracis-33566	100	2	metric	metric	NOUN
bracis-33566	100	3	used	use	VERB
bracis-33566	100	4	to	to	PART
bracis-33566	100	5	evaluate	evaluate	VERB
bracis-33566	100	6	performance	performance	NOUN
bracis-33566	100	7	during	during	ADP
bracis-33566	100	8	training	training	NOUN
bracis-33566	100	9	was	be	AUX
bracis-33566	100	10	accuracy	accuracy	NOUN
bracis-33566	100	11	.	.	PUNCT
bracis-33566	101	1	the	the	DET
bracis-33566	101	2	results	result	NOUN
bracis-33566	101	3	will	will	AUX
bracis-33566	101	4	be	be	AUX
bracis-33566	101	5	shown	show	VERB
bracis-33566	101	6	through	through	ADP
bracis-33566	101	7	comparisons	comparison	NOUN
bracis-33566	101	8	between	between	ADP
bracis-33566	101	9	the	the	DET
bracis-33566	101	10	accuracy	accuracy	NOUN
bracis-33566	101	11	,	,	PUNCT
bracis-33566	101	12	precision	precision	NOUN
bracis-33566	101	13	,	,	PUNCT
bracis-33566	101	14	recall	recall	NOUN
bracis-33566	101	15	,	,	PUNCT
bracis-33566	101	16	and	and	CCONJ
bracis-33566	101	17	f1	f1	ADJ
bracis-33566	101	18	-	-	PUNCT
bracis-33566	101	19	score	score	NOUN
bracis-33566	101	20	metrics	metric	NOUN
bracis-33566	101	21	averaged	average	VERB
bracis-33566	101	22	over	over	ADP
bracis-33566	101	23	the	the	DET
bracis-33566	101	24	5	5	NUM
bracis-33566	101	25	runs	run	NOUN
bracis-33566	101	26	of	of	ADP
bracis-33566	101	27	the	the	DET
bracis-33566	101	28	model	model	NOUN
bracis-33566	101	29	fit	fit	ADJ
bracis-33566	101	30	on	on	ADP
bracis-33566	101	31	the	the	DET
bracis-33566	101	32	data	datum	NOUN
bracis-33566	101	33	,	,	PUNCT
bracis-33566	101	34	as	as	ADV
bracis-33566	101	35	well	well	ADV
bracis-33566	101	36	as	as	ADP
bracis-33566	101	37	the	the	DET
bracis-33566	101	38	memory	memory	NOUN
bracis-33566	101	39	size	size	NOUN
bracis-33566	101	40	used	use	VERB
bracis-33566	101	41	to	to	PART
bracis-33566	101	42	load	load	VERB
bracis-33566	101	43	the	the	DET
bracis-33566	101	44	model	model	NOUN
bracis-33566	101	45	and	and	CCONJ
bracis-33566	101	46	the	the	DET
bracis-33566	101	47	total	total	ADJ
bracis-33566	101	48	number	number	NOUN
bracis-33566	101	49	of	of	ADP
bracis-33566	101	50	parameters	parameter	NOUN
bracis-33566	101	51	for	for	ADP
bracis-33566	101	52	each	each	DET
bracis-33566	101	53	architecture	architecture	NOUN
bracis-33566	101	54	.	.	PUNCT
bracis-33566	102	1	visualizations	visualization	NOUN
bracis-33566	102	2	have	have	AUX
bracis-33566	102	3	also	also	ADV
bracis-33566	102	4	been	be	AUX
bracis-33566	102	5	built	build	VERB
bracis-33566	102	6	to	to	PART
bracis-33566	102	7	show	show	VERB
bracis-33566	102	8	the	the	DET
bracis-33566	102	9	model	model	NOUN
bracis-33566	102	10	’s	’s	PART
bracis-33566	102	11	predictions	prediction	NOUN
bracis-33566	102	12	between	between	ADP
bracis-33566	102	13	classes	class	NOUN
bracis-33566	102	14	.	.	PUNCT
bracis-33566	103	1	4	4	NUM
bracis-33566	103	2	results	result	VERB
bracis-33566	103	3	the	the	DET
bracis-33566	103	4	average	average	ADJ
bracis-33566	103	5	behavior	behavior	NOUN
bracis-33566	103	6	results	result	VERB
bracis-33566	103	7	for	for	ADP
bracis-33566	103	8	accuracy	accuracy	NOUN
bracis-33566	103	9	,	,	PUNCT
bracis-33566	103	10	precision	precision	NOUN
bracis-33566	103	11	,	,	PUNCT
bracis-33566	103	12	recall	recall	NOUN
bracis-33566	103	13	,	,	PUNCT
bracis-33566	103	14	f1	f1	NOUN
bracis-33566	103	15	-	-	PUNCT
bracis-33566	103	16	score	score	NOUN
bracis-33566	103	17	,	,	PUNCT
bracis-33566	103	18	size	size	NOUN
bracis-33566	103	19	,	,	PUNCT
bracis-33566	103	20	and	and	CCONJ
bracis-33566	103	21	number	number	NOUN
bracis-33566	103	22	of	of	ADP
bracis-33566	103	23	parameters	parameter	NOUN
bracis-33566	103	24	for	for	ADP
bracis-33566	103	25	the	the	DET
bracis-33566	103	26	five	five	NUM
bracis-33566	103	27	runs	run	NOUN
bracis-33566	103	28	of	of	ADP
bracis-33566	103	29	the	the	DET
bracis-33566	103	30	compared	compare	VERB
bracis-33566	103	31	models	model	NOUN
bracis-33566	103	32	are	be	AUX
bracis-33566	103	33	presented	present	VERB
bracis-33566	103	34	in	in	ADP
bracis-33566	103	35	table	table	NOUN
bracis-33566	103	36	 	 	SPACE
bracis-33566	103	37	1	1	NUM
bracis-33566	103	38	.	.	PUNCT
bracis-33566	104	1	the	the	DET
bracis-33566	104	2	proposed	propose	VERB
bracis-33566	104	3	architecture	architecture	NOUN
bracis-33566	104	4	achieved	achieve	VERB
bracis-33566	104	5	its	its	PRON
bracis-33566	104	6	best	good	ADJ
bracis-33566	104	7	performance	performance	NOUN
bracis-33566	104	8	with	with	ADP
bracis-33566	104	9	the	the	DET
bracis-33566	104	10	configuration	configuration	NOUN
bracis-33566	104	11	described	describe	VERB
bracis-33566	104	12	in	in	ADP
bracis-33566	104	13	subsect	subsect	NOUN
bracis-33566	104	14	.	.	PUNCT
bracis-33566	105	1	3.2	3.2	NUM
bracis-33566	105	2	,	,	PUNCT
bracis-33566	105	3	reaching	reach	VERB
bracis-33566	105	4	\(98.51\%\	\(98.51\%\	NOUN
bracis-33566	105	5	)	)	PUNCT
bracis-33566	105	6	accuracy	accuracy	NOUN
bracis-33566	105	7	on	on	ADP
bracis-33566	105	8	the	the	DET
bracis-33566	105	9	test	test	NOUN
bracis-33566	105	10	data	datum	NOUN
bracis-33566	105	11	.	.	PUNCT
bracis-33566	106	1	in	in	ADP
bracis-33566	106	2	contrast	contrast	NOUN
bracis-33566	106	3	,	,	PUNCT
bracis-33566	106	4	resnet-50	resnet-50	NUM
bracis-33566	106	5	,	,	PUNCT
bracis-33566	106	6	mobilenet	mobilenet	NOUN
bracis-33566	106	7	-	-	PUNCT
bracis-33566	106	8	v3	v3	PROPN
bracis-33566	106	9	,	,	PUNCT
bracis-33566	106	10	and	and	CCONJ
bracis-33566	106	11	efficientnet	efficientnet	NOUN
bracis-33566	106	12	-	-	PUNCT
bracis-33566	106	13	b0	b0	NOUN
bracis-33566	106	14	returned	return	VERB
bracis-33566	106	15	low	low	ADJ
bracis-33566	106	16	accuracies	accuracy	NOUN
bracis-33566	106	17	of	of	ADP
bracis-33566	106	18	\(10.57\%\	\(10.57\%\	NOUN
bracis-33566	106	19	)	)	PUNCT
bracis-33566	106	20	,	,	PUNCT
bracis-33566	106	21	\(13.02\%\	\(13.02\%\	NOUN
bracis-33566	106	22	)	)	PUNCT
bracis-33566	106	23	,	,	PUNCT
bracis-33566	106	24	and	and	CCONJ
bracis-33566	106	25	\(11.09\%\	\(11.09\%\	NOUN
bracis-33566	106	26	)	)	PUNCT
bracis-33566	106	27	,	,	PUNCT
bracis-33566	106	28	respectively	respectively	ADV
bracis-33566	106	29	.	.	PUNCT
bracis-33566	106	30	table	table	NOUN
bracis-33566	106	31	1	1	NUM
bracis-33566	106	32	.	.	PUNCT
bracis-33566	106	33	mean	mean	VERB
bracis-33566	106	34	and	and	CCONJ
bracis-33566	106	35	standard	standard	ADJ
bracis-33566	106	36	deviation	deviation	NOUN
bracis-33566	106	37	results	result	NOUN
bracis-33566	106	38	for	for	ADP
bracis-33566	106	39	training	training	NOUN
bracis-33566	106	40	on	on	ADP
bracis-33566	106	41	the	the	DET
bracis-33566	106	42	function	function	NOUN
bracis-33566	106	43	graphs	graph	NOUN
bracis-33566	106	44	dataset.full	dataset.full	NOUN
bracis-33566	106	45	size	size	NOUN
bracis-33566	106	46	table	table	NOUN
bracis-33566	106	47	the	the	DET
bracis-33566	106	48	proposed	propose	VERB
bracis-33566	106	49	model	model	NOUN
bracis-33566	106	50	f	f	NOUN
bracis-33566	106	51	-	-	PUNCT
bracis-33566	106	52	graphs	graph	NOUN
bracis-33566	106	53	also	also	ADV
bracis-33566	106	54	achieved	achieve	VERB
bracis-33566	106	55	better	well	ADJ
bracis-33566	106	56	results	result	NOUN
bracis-33566	106	57	in	in	ADP
bracis-33566	106	58	precision	precision	NOUN
bracis-33566	106	59	,	,	PUNCT
bracis-33566	106	60	recall	recall	NOUN
bracis-33566	106	61	,	,	PUNCT
bracis-33566	106	62	and	and	CCONJ
bracis-33566	106	63	f1	f1	NOUN
bracis-33566	106	64	-	-	PUNCT
bracis-33566	106	65	score	score	NOUN
bracis-33566	106	66	,	,	PUNCT
bracis-33566	106	67	with	with	ADP
bracis-33566	106	68	values	value	NOUN
bracis-33566	106	69	of	of	ADP
bracis-33566	106	70	\(98.43\%\	\(98.43\%\	PROPN
bracis-33566	106	71	)	)	PUNCT
bracis-33566	106	72	,	,	PUNCT
bracis-33566	106	73	\(98.41\%\	\(98.41\%\	PROPN
bracis-33566	106	74	)	)	PUNCT
bracis-33566	106	75	,	,	PUNCT
bracis-33566	106	76	and	and	CCONJ
bracis-33566	106	77	\(98.41\%\	\(98.41\%\	PROPN
bracis-33566	106	78	)	)	PUNCT
bracis-33566	106	79	,	,	PUNCT
bracis-33566	106	80	respectively	respectively	ADV
bracis-33566	106	81	.	.	PUNCT
bracis-33566	107	1	however	however	ADV
bracis-33566	107	2	,	,	PUNCT
bracis-33566	107	3	f	f	X
bracis-33566	107	4	-	-	PUNCT
bracis-33566	107	5	graphs	graph	NOUN
bracis-33566	107	6	is	be	AUX
bracis-33566	107	7	surpassed	surpass	VERB
bracis-33566	107	8	in	in	ADP
bracis-33566	107	9	terms	term	NOUN
bracis-33566	107	10	of	of	ADP
bracis-33566	107	11	memory	memory	NOUN
bracis-33566	107	12	size	size	NOUN
bracis-33566	107	13	and	and	CCONJ
bracis-33566	107	14	number	number	NOUN
bracis-33566	107	15	of	of	ADP
bracis-33566	107	16	parameters	parameter	NOUN
bracis-33566	107	17	by	by	ADP
bracis-33566	107	18	mobilenet	mobilenet	PROPN
bracis-33566	107	19	-	-	PUNCT
bracis-33566	107	20	v3	v3	PROPN
bracis-33566	107	21	,	,	PUNCT
bracis-33566	107	22	which	which	PRON
bracis-33566	107	23	has	have	VERB
bracis-33566	107	24	the	the	DET
bracis-33566	107	25	smallest	small	ADJ
bracis-33566	107	26	memory	memory	NOUN
bracis-33566	107	27	footprint	footprint	NOUN
bracis-33566	107	28	at	at	ADP
bracis-33566	107	29	38.63	38.63	NUM
bracis-33566	107	30	mb	mb	ADP
bracis-33566	107	31	and	and	CCONJ
bracis-33566	107	32	the	the	DET
bracis-33566	107	33	lowest	low	ADJ
bracis-33566	107	34	number	number	NOUN
bracis-33566	107	35	of	of	ADP
bracis-33566	107	36	parameters	parameter	NOUN
bracis-33566	107	37	at	at	ADP
bracis-33566	107	38	10,126,560	10,126,560	NUM
bracis-33566	107	39	.	.	PUNCT
bracis-33566	108	1	as	as	SCONJ
bracis-33566	108	2	expected	expect	VERB
bracis-33566	108	3	,	,	PUNCT
bracis-33566	108	4	the	the	DET
bracis-33566	108	5	latter	latter	ADJ
bracis-33566	108	6	presents	present	VERB
bracis-33566	108	7	a	a	DET
bracis-33566	108	8	lower	low	ADJ
bracis-33566	108	9	space	space	NOUN
bracis-33566	108	10	complexity	complexity	NOUN
bracis-33566	108	11	,	,	PUNCT
bracis-33566	108	12	due	due	ADP
bracis-33566	108	13	to	to	ADP
bracis-33566	108	14	the	the	DET
bracis-33566	108	15	fact	fact	NOUN
bracis-33566	108	16	that	that	SCONJ
bracis-33566	108	17	it	it	PRON
bracis-33566	108	18	is	be	AUX
bracis-33566	108	19	specifically	specifically	ADV
bracis-33566	108	20	designed	design	VERB
bracis-33566	108	21	for	for	ADP
bracis-33566	108	22	mobile	mobile	ADJ
bracis-33566	108	23	devices	device	NOUN
bracis-33566	108	24	,	,	PUNCT
bracis-33566	108	25	which	which	PRON
bracis-33566	108	26	are	be	AUX
bracis-33566	108	27	constrained	constrain	VERB
bracis-33566	108	28	by	by	ADP
bracis-33566	108	29	limited	limited	ADJ
bracis-33566	108	30	computational	computational	ADJ
bracis-33566	108	31	resources	resource	NOUN
bracis-33566	108	32	.	.	PUNCT
bracis-33566	109	1	resnet-50	resnet-50	PROPN
bracis-33566	109	2	is	be	AUX
bracis-33566	109	3	a	a	DET
bracis-33566	109	4	deep	deep	ADJ
bracis-33566	109	5	cnn	cnn	NOUN
bracis-33566	109	6	with	with	ADP
bracis-33566	109	7	multiple	multiple	ADJ
bracis-33566	109	8	convolutional	convolutional	ADJ
bracis-33566	109	9	layers	layer	NOUN
bracis-33566	109	10	designed	design	VERB
bracis-33566	109	11	to	to	PART
bracis-33566	109	12	extract	extract	VERB
bracis-33566	109	13	more	more	ADJ
bracis-33566	109	14	features	feature	NOUN
bracis-33566	109	15	from	from	ADP
bracis-33566	109	16	images	image	NOUN
bracis-33566	109	17	[	[	X
bracis-33566	109	18	11	11	NUM
bracis-33566	109	19	]	]	PUNCT
bracis-33566	109	20	.	.	PUNCT
bracis-33566	110	1	the	the	DET
bracis-33566	110	2	number	number	NOUN
bracis-33566	110	3	of	of	ADP
bracis-33566	110	4	convolutional	convolutional	ADJ
bracis-33566	110	5	layers	layer	NOUN
bracis-33566	110	6	influences	influence	VERB
bracis-33566	110	7	the	the	DET
bracis-33566	110	8	models	model	NOUN
bracis-33566	110	9	learning	learn	VERB
bracis-33566	110	10	process	process	NOUN
bracis-33566	110	11	,	,	PUNCT
bracis-33566	110	12	leading	lead	VERB
bracis-33566	110	13	to	to	ADP
bracis-33566	110	14	inferior	inferior	ADJ
bracis-33566	110	15	performance	performance	NOUN
bracis-33566	110	16	in	in	ADP
bracis-33566	110	17	classifying	classify	VERB
bracis-33566	110	18	images	image	NOUN
bracis-33566	110	19	of	of	ADP
bracis-33566	110	20	function	function	NOUN
bracis-33566	110	21	graphs	graph	NOUN
bracis-33566	110	22	.	.	PUNCT
bracis-33566	111	1	in	in	ADP
bracis-33566	111	2	terms	term	NOUN
bracis-33566	111	3	of	of	ADP
bracis-33566	111	4	memory	memory	NOUN
bracis-33566	111	5	size	size	NOUN
bracis-33566	111	6	,	,	PUNCT
bracis-33566	111	7	it	it	PRON
bracis-33566	111	8	occupies	occupy	VERB
bracis-33566	111	9	approximately	approximately	ADV
bracis-33566	111	10	138	138	NUM
bracis-33566	111	11	mb	mb	NOUN
bracis-33566	111	12	,	,	PUNCT
bracis-33566	111	13	making	make	VERB
bracis-33566	111	14	it	it	PRON
bracis-33566	111	15	heavier	heavy	ADJ
bracis-33566	111	16	due	due	ADP
bracis-33566	111	17	to	to	ADP
bracis-33566	111	18	the	the	DET
bracis-33566	111	19	large	large	ADJ
bracis-33566	111	20	number	number	NOUN
bracis-33566	111	21	of	of	ADP
bracis-33566	111	22	network	network	NOUN
bracis-33566	111	23	parameters	parameter	NOUN
bracis-33566	111	24	.	.	PUNCT
bracis-33566	112	1	similarly	similarly	ADV
bracis-33566	112	2	,	,	PUNCT
bracis-33566	112	3	the	the	DET
bracis-33566	112	4	number	number	NOUN
bracis-33566	112	5	of	of	ADP
bracis-33566	112	6	convolutional	convolutional	ADJ
bracis-33566	112	7	layers	layer	NOUN
bracis-33566	112	8	heavily	heavily	ADV
bracis-33566	112	9	influenced	influence	VERB
bracis-33566	112	10	the	the	DET
bracis-33566	112	11	generalization	generalization	NOUN
bracis-33566	112	12	power	power	NOUN
bracis-33566	112	13	of	of	ADP
bracis-33566	112	14	mobilenet	mobilenet	PROPN
bracis-33566	112	15	-	-	PUNCT
bracis-33566	112	16	v3	v3	PROPN
bracis-33566	112	17	and	and	CCONJ
bracis-33566	112	18	efficientnet	efficientnet	NOUN
bracis-33566	112	19	-	-	PUNCT
bracis-33566	112	20	b0	b0	NOUN
bracis-33566	112	21	,	,	PUNCT
bracis-33566	112	22	although	although	SCONJ
bracis-33566	112	23	these	these	DET
bracis-33566	112	24	architectures	architecture	NOUN
bracis-33566	112	25	outperformed	outperform	VERB
bracis-33566	112	26	resnet-50	resnet-50	PROPN
bracis-33566	112	27	.	.	PROPN
bracis-33566	112	28	to	to	PART
bracis-33566	112	29	improve	improve	VERB
bracis-33566	112	30	the	the	DET
bracis-33566	112	31	performance	performance	NOUN
bracis-33566	112	32	of	of	ADP
bracis-33566	112	33	resnet-50	resnet-50	PROPN
bracis-33566	112	34	,	,	PUNCT
bracis-33566	112	35	mobilenet	mobilenet	NOUN
bracis-33566	112	36	-	-	PUNCT
bracis-33566	112	37	v3	v3	PROPN
bracis-33566	112	38	,	,	PUNCT
bracis-33566	112	39	and	and	CCONJ
bracis-33566	112	40	efficientnet	efficientnet	NOUN
bracis-33566	112	41	-	-	PUNCT
bracis-33566	112	42	b0	b0	NOUN
bracis-33566	112	43	on	on	ADP
bracis-33566	112	44	the	the	DET
bracis-33566	112	45	dataset	dataset	NOUN
bracis-33566	112	46	of	of	ADP
bracis-33566	112	47	elementary	elementary	ADJ
bracis-33566	112	48	function	function	NOUN
bracis-33566	112	49	images	image	NOUN
bracis-33566	112	50	,	,	PUNCT
bracis-33566	112	51	parameter	parameter	NOUN
bracis-33566	112	52	tuning	tuning	NOUN
bracis-33566	112	53	would	would	AUX
bracis-33566	112	54	be	be	AUX
bracis-33566	112	55	necessary	necessary	ADJ
bracis-33566	112	56	.	.	PUNCT
bracis-33566	113	1	although	although	SCONJ
bracis-33566	113	2	the	the	DET
bracis-33566	113	3	proposed	propose	VERB
bracis-33566	113	4	model	model	NOUN
bracis-33566	113	5	f	f	NOUN
bracis-33566	113	6	-	-	PUNCT
bracis-33566	113	7	graphs	graph	NOUN
bracis-33566	113	8	achieved	achieve	VERB
bracis-33566	113	9	an	an	DET
bracis-33566	113	10	accuracy	accuracy	NOUN
bracis-33566	113	11	of	of	ADP
bracis-33566	113	12	98.51	98.51	NUM
bracis-33566	113	13	%	%	NOUN
bracis-33566	113	14	,	,	PUNCT
bracis-33566	113	15	it	it	PRON
bracis-33566	113	16	struggled	struggle	VERB
bracis-33566	113	17	with	with	ADP
bracis-33566	113	18	misclassifying	misclassifye	VERB
bracis-33566	113	19	some	some	DET
bracis-33566	113	20	functions	function	NOUN
bracis-33566	113	21	,	,	PUNCT
bracis-33566	113	22	as	as	SCONJ
bracis-33566	113	23	illustrated	illustrate	VERB
bracis-33566	113	24	in	in	ADP
bracis-33566	113	25	fig	fig	NOUN
bracis-33566	113	26	.	.	PUNCT
bracis-33566	113	27	 	 	SPACE
bracis-33566	114	1	5	5	NUM
bracis-33566	114	2	.	.	X
bracis-33566	114	3	for	for	ADP
bracis-33566	114	4	example	example	NOUN
bracis-33566	114	5	,	,	PUNCT
bracis-33566	114	6	the	the	DET
bracis-33566	114	7	misclassification	misclassification	NOUN
bracis-33566	114	8	of	of	ADP
bracis-33566	114	9	the	the	DET
bracis-33566	114	10	cosine	cosine	NOUN
bracis-33566	114	11	function	function	NOUN
bracis-33566	114	12	with	with	ADP
bracis-33566	114	13	sine	sine	NOUN
bracis-33566	114	14	occurs	occur	VERB
bracis-33566	114	15	quite	quite	ADV
bracis-33566	114	16	often	often	ADV
bracis-33566	114	17	,	,	PUNCT
bracis-33566	114	18	since	since	SCONJ
bracis-33566	114	19	these	these	DET
bracis-33566	114	20	functions	function	NOUN
bracis-33566	114	21	are	be	AUX
bracis-33566	114	22	very	very	ADV
bracis-33566	114	23	similar	similar	ADJ
bracis-33566	114	24	,	,	PUNCT
bracis-33566	114	25	especially	especially	ADV
bracis-33566	114	26	when	when	SCONJ
bracis-33566	114	27	translated	translate	VERB
bracis-33566	114	28	horizontally	horizontally	ADV
bracis-33566	114	29	.	.	PUNCT
bracis-33566	115	1	another	another	DET
bracis-33566	115	2	important	important	ADJ
bracis-33566	115	3	fact	fact	NOUN
bracis-33566	115	4	is	be	AUX
bracis-33566	115	5	that	that	SCONJ
bracis-33566	115	6	the	the	DET
bracis-33566	115	7	f	f	NOUN
bracis-33566	115	8	-	-	PUNCT
bracis-33566	115	9	graphs	graph	NOUN
bracis-33566	115	10	model	model	NOUN
bracis-33566	115	11	tends	tend	VERB
bracis-33566	115	12	to	to	PART
bracis-33566	115	13	generalize	generalize	VERB
bracis-33566	115	14	linear	linear	ADJ
bracis-33566	115	15	functions	function	NOUN
bracis-33566	115	16	more	more	ADV
bracis-33566	115	17	frequently	frequently	ADV
bracis-33566	115	18	.	.	PUNCT
bracis-33566	116	1	functions	function	NOUN
bracis-33566	116	2	such	such	ADJ
bracis-33566	116	3	as	as	ADP
bracis-33566	116	4	the	the	DET
bracis-33566	116	5	exponential	exponential	ADJ
bracis-33566	116	6	function	function	NOUN
bracis-33566	116	7	(	(	PUNCT
bracis-33566	116	8	eq	eq	NOUN
bracis-33566	116	9	.	.	PUNCT
bracis-33566	116	10	 	 	SPACE
bracis-33566	116	11	1	1	NUM
bracis-33566	116	12	)	)	PUNCT
bracis-33566	116	13	,	,	PUNCT
bracis-33566	116	14	shown	show	VERB
bracis-33566	116	15	in	in	ADP
bracis-33566	116	16	fig	fig	NOUN
bracis-33566	116	17	.	.	PUNCT
bracis-33566	116	18	 	 	SPACE
bracis-33566	116	19	6a	6a	NOUN
bracis-33566	116	20	,	,	PUNCT
bracis-33566	116	21	and	and	CCONJ
bracis-33566	116	22	the	the	DET
bracis-33566	116	23	cubic	cubic	ADJ
bracis-33566	116	24	function	function	NOUN
bracis-33566	116	25	(	(	PUNCT
bracis-33566	116	26	eq	eq	NOUN
bracis-33566	116	27	.	.	PUNCT
bracis-33566	116	28	 	 	SPACE
bracis-33566	116	29	2	2	NUM
bracis-33566	116	30	)	)	PUNCT
bracis-33566	116	31	,	,	PUNCT
bracis-33566	116	32	shown	show	VERB
bracis-33566	116	33	in	in	ADP
bracis-33566	116	34	fig	fig	NOUN
bracis-33566	116	35	.	.	PUNCT
bracis-33566	116	36	 	 	SPACE
bracis-33566	116	37	6b	6b	NOUN
bracis-33566	116	38	,	,	PUNCT
bracis-33566	116	39	were	be	AUX
bracis-33566	116	40	often	often	ADV
bracis-33566	116	41	misclassified	misclassifie	VERB
bracis-33566	116	42	as	as	ADP
bracis-33566	116	43	linear	linear	NOUN
bracis-33566	116	44	.	.	PUNCT
bracis-33566	117	1	this	this	PRON
bracis-33566	117	2	is	be	AUX
bracis-33566	117	3	because	because	SCONJ
bracis-33566	117	4	the	the	DET
bracis-33566	117	5	coefficients	coefficient	NOUN
bracis-33566	117	6	of	of	ADP
bracis-33566	117	7	the	the	DET
bracis-33566	117	8	functions	function	NOUN
bracis-33566	117	9	were	be	AUX
bracis-33566	117	10	generated	generate	VERB
bracis-33566	117	11	randomly	randomly	ADV
bracis-33566	117	12	,	,	PUNCT
bracis-33566	117	13	forming	form	VERB
bracis-33566	117	14	analytical	analytical	ADJ
bracis-33566	117	15	expressions	expression	NOUN
bracis-33566	117	16	that	that	PRON
bracis-33566	117	17	generate	generate	VERB
bracis-33566	117	18	functions	function	NOUN
bracis-33566	117	19	of	of	ADP
bracis-33566	117	20	this	this	DET
bracis-33566	117	21	type	type	NOUN
bracis-33566	117	22	.	.	PUNCT
bracis-33566	118	1	to	to	PART
bracis-33566	118	2	address	address	VERB
bracis-33566	118	3	this	this	DET
bracis-33566	118	4	issue	issue	NOUN
bracis-33566	118	5	,	,	PUNCT
bracis-33566	118	6	we	we	PRON
bracis-33566	118	7	replaced	replace	VERB
bracis-33566	118	8	some	some	PRON
bracis-33566	118	9	of	of	ADP
bracis-33566	118	10	these	these	DET
bracis-33566	118	11	functions	function	NOUN
bracis-33566	118	12	that	that	PRON
bracis-33566	118	13	tended	tend	VERB
bracis-33566	118	14	to	to	PART
bracis-33566	118	15	be	be	AUX
bracis-33566	118	16	confused	confuse	VERB
bracis-33566	118	17	with	with	ADP
bracis-33566	118	18	other	other	ADJ
bracis-33566	118	19	less	less	ADV
bracis-33566	118	20	ambiguous	ambiguous	ADJ
bracis-33566	118	21	functions	function	NOUN
bracis-33566	118	22	.	.	PUNCT
bracis-33566	119	1	$	$	SYM
bracis-33566	119	2	$	$	SYM
bracis-33566	119	3	\begin{aligned	\begin{aligne	VERB
bracis-33566	119	4	}	}	PUNCT
bracis-33566	119	5	f(x)=1.25^x-1	f(x)=1.25^x-1	NOUN
bracis-33566	119	6	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-33566	119	7	(	(	PUNCT
bracis-33566	119	8	1	1	NUM
bracis-33566	119	9	)	)	PUNCT
bracis-33566	119	10	$	$	SYM
bracis-33566	119	11	$	$	SYM
bracis-33566	119	12	\begin{aligned	\begin{aligne	VERB
bracis-33566	119	13	}	}	PUNCT
bracis-33566	119	14	g(x)=x^3	g(x)=x^3	NOUN
bracis-33566	119	15	+	+	NOUN
bracis-33566	119	16	2x^2	2x^2	ADJ
bracis-33566	119	17	+	+	ADJ
bracis-33566	119	18	5x+0	5x+0	PROPN
bracis-33566	119	19	\end{aligned}$$	\end{aligned}$$	X
bracis-33566	119	20	(	(	PUNCT
bracis-33566	119	21	2	2	NUM
bracis-33566	119	22	)	)	PUNCT
bracis-33566	119	23	fig	fig	NOUN
bracis-33566	119	24	.	.	PUNCT
bracis-33566	120	1	5	5	NUM
bracis-33566	120	2	.	.	PUNCT
bracis-33566	120	3	misclassifications	misclassification	NOUN
bracis-33566	120	4	among	among	ADP
bracis-33566	120	5	classes	class	NOUN
bracis-33566	120	6	.	.	PUNCT
bracis-33566	121	1	full	full	ADJ
bracis-33566	121	2	size	size	NOUN
bracis-33566	121	3	image	image	NOUN
bracis-33566	121	4	fig	fig	NOUN
bracis-33566	121	5	.	.	PUNCT
bracis-33566	122	1	6	6	NUM
bracis-33566	122	2	.	.	X
bracis-33566	122	3	exponential	exponential	ADJ
bracis-33566	122	4	and	and	CCONJ
bracis-33566	122	5	cubic	cubic	ADJ
bracis-33566	122	6	functions	function	NOUN
bracis-33566	122	7	that	that	PRON
bracis-33566	122	8	resemble	resemble	VERB
bracis-33566	122	9	linear	linear	ADJ
bracis-33566	122	10	ones	one	NOUN
bracis-33566	122	11	.	.	PUNCT
bracis-33566	123	1	full	full	ADJ
bracis-33566	123	2	size	size	NOUN
bracis-33566	123	3	image	image	NOUN
bracis-33566	123	4	5	5	NUM
bracis-33566	123	5	conclusion	conclusion	NOUN
bracis-33566	123	6	in	in	ADP
bracis-33566	123	7	this	this	DET
bracis-33566	123	8	work	work	NOUN
bracis-33566	123	9	,	,	PUNCT
bracis-33566	123	10	we	we	PRON
bracis-33566	123	11	aimed	aim	VERB
bracis-33566	123	12	to	to	PART
bracis-33566	123	13	find	find	VERB
bracis-33566	123	14	an	an	DET
bracis-33566	123	15	optimal	optimal	ADJ
bracis-33566	123	16	architecture	architecture	NOUN
bracis-33566	123	17	for	for	ADP
bracis-33566	123	18	the	the	DET
bracis-33566	123	19	classification	classification	NOUN
bracis-33566	123	20	of	of	ADP
bracis-33566	123	21	elementary	elementary	ADJ
bracis-33566	123	22	mathematical	mathematical	ADJ
bracis-33566	123	23	function	function	NOUN
bracis-33566	123	24	graphs	graph	NOUN
bracis-33566	123	25	.	.	PUNCT
bracis-33566	124	1	cnns	cnns	PROPN
bracis-33566	124	2	are	be	AUX
bracis-33566	124	3	excellent	excellent	ADJ
bracis-33566	124	4	for	for	ADP
bracis-33566	124	5	solving	solve	VERB
bracis-33566	124	6	image	image	NOUN
bracis-33566	124	7	classification	classification	NOUN
bracis-33566	124	8	tasks	task	NOUN
bracis-33566	124	9	.	.	PUNCT
bracis-33566	125	1	however	however	ADV
bracis-33566	125	2	,	,	PUNCT
bracis-33566	125	3	different	different	ADJ
bracis-33566	125	4	datasets	dataset	NOUN
bracis-33566	125	5	with	with	ADP
bracis-33566	125	6	different	different	ADJ
bracis-33566	125	7	characteristics	characteristic	NOUN
bracis-33566	125	8	may	may	AUX
bracis-33566	125	9	require	require	VERB
bracis-33566	125	10	a	a	DET
bracis-33566	125	11	specific	specific	ADJ
bracis-33566	125	12	architecture	architecture	NOUN
bracis-33566	125	13	for	for	ADP
bracis-33566	125	14	the	the	DET
bracis-33566	125	15	problem	problem	NOUN
bracis-33566	125	16	being	be	AUX
bracis-33566	125	17	solved	solve	VERB
bracis-33566	125	18	.	.	PUNCT
bracis-33566	126	1	images	image	NOUN
bracis-33566	126	2	of	of	ADP
bracis-33566	126	3	graphs	graph	NOUN
bracis-33566	126	4	of	of	ADP
bracis-33566	126	5	elementary	elementary	ADJ
bracis-33566	126	6	mathematical	mathematical	ADJ
bracis-33566	126	7	functions	function	NOUN
bracis-33566	126	8	tend	tend	VERB
bracis-33566	126	9	to	to	PART
bracis-33566	126	10	have	have	VERB
bracis-33566	126	11	few	few	ADJ
bracis-33566	126	12	features	feature	NOUN
bracis-33566	126	13	when	when	SCONJ
bracis-33566	126	14	compared	compare	VERB
bracis-33566	126	15	to	to	ADP
bracis-33566	126	16	images	image	NOUN
bracis-33566	126	17	of	of	ADP
bracis-33566	126	18	other	other	ADJ
bracis-33566	126	19	objects	object	NOUN
bracis-33566	126	20	in	in	ADP
bracis-33566	126	21	the	the	DET
bracis-33566	126	22	real	real	ADJ
bracis-33566	126	23	world	world	NOUN
bracis-33566	126	24	.	.	PUNCT
bracis-33566	127	1	in	in	ADP
bracis-33566	127	2	an	an	DET
bracis-33566	127	3	image	image	NOUN
bracis-33566	127	4	of	of	ADP
bracis-33566	127	5	a	a	DET
bracis-33566	127	6	mathematical	mathematical	ADJ
bracis-33566	127	7	function	function	NOUN
bracis-33566	127	8	graph	graph	NOUN
bracis-33566	127	9	,	,	PUNCT
bracis-33566	127	10	the	the	DET
bracis-33566	127	11	convolution	convolution	NOUN
bracis-33566	127	12	process	process	NOUN
bracis-33566	127	13	involves	involve	VERB
bracis-33566	127	14	extracting	extract	VERB
bracis-33566	127	15	features	feature	NOUN
bracis-33566	127	16	to	to	PART
bracis-33566	127	17	identify	identify	VERB
bracis-33566	127	18	the	the	DET
bracis-33566	127	19	vertical	vertical	ADJ
bracis-33566	127	20	line	line	NOUN
bracis-33566	127	21	(	(	PUNCT
bracis-33566	127	22	y	y	NOUN
bracis-33566	127	23	-	-	PUNCT
bracis-33566	127	24	axis	axis	NOUN
bracis-33566	127	25	)	)	PUNCT
bracis-33566	127	26	,	,	PUNCT
bracis-33566	127	27	horizontal	horizontal	ADJ
bracis-33566	127	28	line	line	NOUN
bracis-33566	127	29	(	(	PUNCT
bracis-33566	127	30	x	x	NOUN
bracis-33566	127	31	-	-	NOUN
bracis-33566	127	32	axis	axis	ADJ
bracis-33566	127	33	)	)	PUNCT
bracis-33566	127	34	,	,	PUNCT
bracis-33566	127	35	and	and	CCONJ
bracis-33566	127	36	the	the	DET
bracis-33566	127	37	curve	curve	NOUN
bracis-33566	127	38	of	of	ADP
bracis-33566	127	39	the	the	DET
bracis-33566	127	40	function	function	NOUN
bracis-33566	127	41	.	.	PUNCT
bracis-33566	128	1	with	with	ADP
bracis-33566	128	2	fewer	few	ADJ
bracis-33566	128	3	features	feature	NOUN
bracis-33566	128	4	,	,	PUNCT
bracis-33566	128	5	the	the	DET
bracis-33566	128	6	model	model	NOUN
bracis-33566	128	7	does	do	AUX
bracis-33566	128	8	not	not	PART
bracis-33566	128	9	require	require	VERB
bracis-33566	128	10	many	many	ADJ
bracis-33566	128	11	convolutional	convolutional	ADJ
bracis-33566	128	12	layers	layer	NOUN
bracis-33566	128	13	for	for	ADP
bracis-33566	128	14	feature	feature	NOUN
bracis-33566	128	15	extraction	extraction	NOUN
bracis-33566	128	16	,	,	PUNCT
bracis-33566	128	17	making	make	VERB
bracis-33566	128	18	the	the	DET
bracis-33566	128	19	learning	learning	NOUN
bracis-33566	128	20	process	process	NOUN
bracis-33566	128	21	lighter	light	ADJ
bracis-33566	128	22	and	and	CCONJ
bracis-33566	128	23	faster	fast	ADV
bracis-33566	128	24	.	.	PUNCT
bracis-33566	129	1	despite	despite	SCONJ
bracis-33566	129	2	having	have	VERB
bracis-33566	129	3	a	a	DET
bracis-33566	129	4	larger	large	ADJ
bracis-33566	129	5	size	size	NOUN
bracis-33566	129	6	and	and	CCONJ
bracis-33566	129	7	number	number	NOUN
bracis-33566	129	8	of	of	ADP
bracis-33566	129	9	parameters	parameter	NOUN
bracis-33566	129	10	compared	compare	VERB
bracis-33566	129	11	to	to	ADP
bracis-33566	129	12	mobilenet	mobilenet	NOUN
bracis-33566	129	13	-	-	PUNCT
bracis-33566	129	14	v3	v3	PROPN
bracis-33566	129	15	,	,	PUNCT
bracis-33566	129	16	the	the	DET
bracis-33566	129	17	proposed	propose	VERB
bracis-33566	129	18	model	model	NOUN
bracis-33566	129	19	f	f	NOUN
bracis-33566	129	20	-	-	PUNCT
bracis-33566	129	21	graphs	graph	NOUN
bracis-33566	129	22	could	could	AUX
bracis-33566	129	23	be	be	AUX
bracis-33566	129	24	beneficial	beneficial	ADJ
bracis-33566	129	25	for	for	ADP
bracis-33566	129	26	incorporation	incorporation	NOUN
bracis-33566	129	27	into	into	ADP
bracis-33566	129	28	mobile	mobile	ADJ
bracis-33566	129	29	assistive	assistive	ADJ
bracis-33566	129	30	technologies	technology	NOUN
bracis-33566	129	31	that	that	PRON
bracis-33566	129	32	aid	aid	VERB
bracis-33566	129	33	in	in	ADP
bracis-33566	129	34	extracting	extract	VERB
bracis-33566	129	35	information	information	NOUN
bracis-33566	129	36	from	from	ADP
bracis-33566	129	37	printed	print	VERB
bracis-33566	129	38	texts	text	NOUN
bracis-33566	129	39	for	for	ADP
bracis-33566	129	40	visually	visually	ADV
bracis-33566	129	41	impaired	impaired	ADJ
bracis-33566	129	42	people	people	NOUN
bracis-33566	129	43	.	.	PUNCT
bracis-33566	130	1	the	the	DET
bracis-33566	130	2	proposed	propose	VERB
bracis-33566	130	3	model	model	NOUN
bracis-33566	130	4	f	f	NOUN
bracis-33566	130	5	-	-	PUNCT
bracis-33566	130	6	graphs	graph	NOUN
bracis-33566	130	7	demonstrated	demonstrate	VERB
bracis-33566	130	8	good	good	ADJ
bracis-33566	130	9	performance	performance	NOUN
bracis-33566	130	10	on	on	ADP
bracis-33566	130	11	the	the	DET
bracis-33566	130	12	test	test	NOUN
bracis-33566	130	13	data	datum	NOUN
bracis-33566	130	14	.	.	PUNCT
bracis-33566	131	1	however	however	ADV
bracis-33566	131	2	,	,	PUNCT
bracis-33566	131	3	although	although	SCONJ
bracis-33566	131	4	the	the	DET
bracis-33566	131	5	model	model	NOUN
bracis-33566	131	6	made	make	VERB
bracis-33566	131	7	errors	error	NOUN
bracis-33566	131	8	in	in	ADP
bracis-33566	131	9	classifying	classify	VERB
bracis-33566	131	10	some	some	DET
bracis-33566	131	11	graphs	graph	NOUN
bracis-33566	131	12	that	that	PRON
bracis-33566	131	13	had	have	VERB
bracis-33566	131	14	ambiguities	ambiguity	NOUN
bracis-33566	131	15	,	,	PUNCT
bracis-33566	131	16	we	we	PRON
bracis-33566	131	17	think	think	VERB
bracis-33566	131	18	that	that	SCONJ
bracis-33566	131	19	this	this	PRON
bracis-33566	131	20	will	will	AUX
bracis-33566	131	21	not	not	PART
bracis-33566	131	22	be	be	AUX
bracis-33566	131	23	an	an	DET
bracis-33566	131	24	issue	issue	NOUN
bracis-33566	131	25	in	in	ADP
bracis-33566	131	26	deployment	deployment	ADJ
bracis-33566	131	27	environments	environment	NOUN
bracis-33566	131	28	,	,	PUNCT
bracis-33566	131	29	since	since	SCONJ
bracis-33566	131	30	scenarios	scenario	NOUN
bracis-33566	131	31	of	of	ADP
bracis-33566	131	32	this	this	DET
bracis-33566	131	33	kind	kind	NOUN
bracis-33566	131	34	are	be	AUX
bracis-33566	131	35	unlikely	unlikely	ADJ
bracis-33566	131	36	to	to	PART
bracis-33566	131	37	occur	occur	VERB
bracis-33566	131	38	.	.	PUNCT
bracis-33566	132	1	one	one	NUM
bracis-33566	132	2	limitation	limitation	NOUN
bracis-33566	132	3	of	of	ADP
bracis-33566	132	4	this	this	DET
bracis-33566	132	5	model	model	NOUN
bracis-33566	132	6	arises	arise	VERB
bracis-33566	132	7	when	when	SCONJ
bracis-33566	132	8	presented	present	VERB
bracis-33566	132	9	with	with	ADP
bracis-33566	132	10	two	two	NUM
bracis-33566	132	11	or	or	CCONJ
bracis-33566	132	12	more	more	ADJ
bracis-33566	132	13	graphs	graph	NOUN
bracis-33566	132	14	sketched	sketch	VERB
bracis-33566	132	15	on	on	ADP
bracis-33566	132	16	the	the	DET
bracis-33566	132	17	same	same	ADJ
bracis-33566	132	18	axes	axis	NOUN
bracis-33566	132	19	.	.	PUNCT
bracis-33566	133	1	in	in	ADP
bracis-33566	133	2	some	some	DET
bracis-33566	133	3	real	real	ADJ
bracis-33566	133	4	-	-	PUNCT
bracis-33566	133	5	world	world	NOUN
bracis-33566	133	6	scenarios	scenario	NOUN
bracis-33566	133	7	,	,	PUNCT
bracis-33566	133	8	the	the	DET
bracis-33566	133	9	model	model	NOUN
bracis-33566	133	10	tends	tend	VERB
bracis-33566	133	11	to	to	PART
bracis-33566	133	12	misclassify	misclassify	VERB
bracis-33566	133	13	functions	function	NOUN
bracis-33566	133	14	when	when	SCONJ
bracis-33566	133	15	there	there	PRON
bracis-33566	133	16	are	be	VERB
bracis-33566	133	17	multiple	multiple	ADJ
bracis-33566	133	18	analytical	analytical	ADJ
bracis-33566	133	19	expressions	expression	NOUN
bracis-33566	133	20	in	in	ADP
bracis-33566	133	21	the	the	DET
bracis-33566	133	22	image	image	NOUN
bracis-33566	133	23	.	.	PUNCT
bracis-33566	134	1	future	future	ADJ
bracis-33566	134	2	work	work	NOUN
bracis-33566	134	3	should	should	AUX
bracis-33566	134	4	focus	focus	VERB
bracis-33566	134	5	on	on	ADP
bracis-33566	134	6	extracting	extract	VERB
bracis-33566	134	7	additional	additional	ADJ
bracis-33566	134	8	information	information	NOUN
bracis-33566	134	9	from	from	ADP
bracis-33566	134	10	images	image	NOUN
bracis-33566	134	11	,	,	PUNCT
bracis-33566	134	12	such	such	ADJ
bracis-33566	134	13	as	as	ADP
bracis-33566	134	14	identifying	identify	VERB
bracis-33566	134	15	the	the	DET
bracis-33566	134	16	analytical	analytical	ADJ
bracis-33566	134	17	expressions	expression	NOUN
bracis-33566	134	18	of	of	ADP
bracis-33566	134	19	functions	function	NOUN
bracis-33566	134	20	,	,	PUNCT
bracis-33566	134	21	to	to	PART
bracis-33566	134	22	provide	provide	VERB
bracis-33566	134	23	more	more	ADV
bracis-33566	134	24	comprehensive	comprehensive	ADJ
bracis-33566	134	25	details	detail	NOUN
bracis-33566	134	26	about	about	ADP
bracis-33566	134	27	graph	graph	NOUN
bracis-33566	134	28	behaviors	behavior	NOUN
bracis-33566	134	29	.	.	PUNCT
bracis-33566	135	1	references	reference	NOUN
bracis-33566	135	2	algan	algan	PROPN
bracis-33566	135	3	,	,	PUNCT
bracis-33566	135	4	g.	g.	PROPN
bracis-33566	135	5	,	,	PUNCT
bracis-33566	135	6	ulusoy	ulusoy	NOUN
bracis-33566	135	7	,	,	PUNCT
bracis-33566	135	8	i.	i.	NOUN
bracis-33566	135	9	:	:	PUNCT
bracis-33566	135	10	image	image	VERB
bracis-33566	135	11	classification	classification	NOUN
bracis-33566	135	12	with	with	ADP
bracis-33566	135	13	deep	deep	ADJ
bracis-33566	135	14	learning	learning	NOUN
bracis-33566	135	15	in	in	ADP
bracis-33566	135	16	the	the	DET
bracis-33566	135	17	presence	presence	NOUN
bracis-33566	135	18	of	of	ADP
bracis-33566	135	19	noisy	noisy	ADJ
bracis-33566	135	20	labels	label	NOUN
bracis-33566	135	21	:	:	PUNCT
bracis-33566	135	22	a	a	DET
bracis-33566	135	23	survey	survey	NOUN
bracis-33566	135	24	.	.	PUNCT
bracis-33566	136	1	knowl.-based	knowl.-based	PROPN
bracis-33566	136	2	syst	syst	PROPN
bracis-33566	136	3	.	.	PUNCT
bracis-33566	136	4	215	215	NUM
bracis-33566	136	5	,	,	PUNCT
bracis-33566	136	6	106771	106771	NUM
bracis-33566	136	7	(	(	PUNCT
bracis-33566	136	8	2021	2021	NUM
bracis-33566	136	9	)	)	PUNCT
bracis-33566	136	10	.	.	PUNCT
bracis-33566	137	1	https://doi.org/10.48550/arxiv.1912.05170	https://doi.org/10.48550/arxiv.1912.05170	PROPN
bracis-33566	137	2	bakhtiarnia	bakhtiarnia	PROPN
bracis-33566	137	3	,	,	PUNCT
bracis-33566	137	4	a.	a.	PROPN
bracis-33566	137	5	,	,	PUNCT
bracis-33566	137	6	zhang	zhang	PROPN
bracis-33566	137	7	,	,	PUNCT
bracis-33566	137	8	q.	q.	PROPN
bracis-33566	137	9	,	,	PUNCT
bracis-33566	137	10	iosifidis	iosifidis	PROPN
bracis-33566	137	11	,	,	PUNCT
bracis-33566	137	12	a.	a.	NOUN
bracis-33566	137	13	:	:	PUNCT
bracis-33566	137	14	efficient	efficient	ADJ
bracis-33566	137	15	high	high	ADJ
bracis-33566	137	16	-	-	PUNCT
bracis-33566	137	17	resolution	resolution	NOUN
bracis-33566	137	18	deep	deep	ADJ
bracis-33566	137	19	learning	learning	NOUN
bracis-33566	137	20	:	:	PUNCT
bracis-33566	137	21	a	a	DET
bracis-33566	137	22	survey	survey	NOUN
bracis-33566	137	23	.	.	PUNCT
bracis-33566	138	1	acm	acm	PROPN
bracis-33566	138	2	comput	comput	NOUN
bracis-33566	138	3	.	.	PUNCT
bracis-33566	139	1	surv	surv	NOUN
bracis-33566	139	2	.	.	PUNCT
bracis-33566	140	1	56	56	NUM
bracis-33566	140	2	(	(	PUNCT
bracis-33566	140	3	2024	2024	NUM
bracis-33566	140	4	)	)	PUNCT
bracis-33566	140	5	.	.	PUNCT
bracis-33566	141	1	https://doi.org/10.1145/3645107	https://doi.org/10.1145/3645107	PROPN
bracis-33566	141	2	bhatt	bhatt	PROPN
bracis-33566	141	3	,	,	PUNCT
bracis-33566	141	4	d.	d.	PROPN
bracis-33566	141	5	,	,	PUNCT
bracis-33566	141	6	et	et	PROPN
bracis-33566	141	7	al	al	PROPN
bracis-33566	141	8	.	.	PUNCT
bracis-33566	141	9	:	:	PUNCT
bracis-33566	142	1	cnn	cnn	PROPN
bracis-33566	142	2	variants	variant	NOUN
bracis-33566	142	3	for	for	ADP
bracis-33566	142	4	computer	computer	NOUN
bracis-33566	142	5	vision	vision	NOUN
bracis-33566	142	6	:	:	PUNCT
bracis-33566	142	7	history	history	NOUN
bracis-33566	142	8	,	,	PUNCT
bracis-33566	142	9	architecture	architecture	NOUN
bracis-33566	142	10	,	,	PUNCT
bracis-33566	142	11	application	application	NOUN
bracis-33566	142	12	,	,	PUNCT
bracis-33566	142	13	challenges	challenge	NOUN
bracis-33566	142	14	and	and	CCONJ
bracis-33566	142	15	future	future	ADJ
bracis-33566	142	16	scope	scope	NOUN
bracis-33566	142	17	.	.	PUNCT
bracis-33566	143	1	electronics	electronic	NOUN
bracis-33566	143	2	10(20	10(20	NUM
bracis-33566	143	3	)	)	PUNCT
bracis-33566	143	4	(	(	PUNCT
bracis-33566	143	5	2021	2021	NUM
bracis-33566	143	6	)	)	PUNCT
bracis-33566	143	7	.	.	PUNCT
bracis-33566	144	1	https://doi.org/10.3390/electronics10202470	https://doi.org/10.3390/electronics10202470	PROPN
bracis-33566	144	2	cao	cao	PROPN
bracis-33566	144	3	,	,	PUNCT
bracis-33566	144	4	p.	p.	PROPN
bracis-33566	144	5	,	,	PUNCT
bracis-33566	144	6	zhu	zhu	PROPN
bracis-33566	144	7	,	,	PUNCT
bracis-33566	144	8	z.	z.	PROPN
bracis-33566	144	9	,	,	PUNCT
bracis-33566	144	10	wang	wang	PROPN
bracis-33566	144	11	,	,	PUNCT
bracis-33566	144	12	z.	z.	PROPN
bracis-33566	144	13	,	,	PUNCT
bracis-33566	144	14	zhu	zhu	PROPN
bracis-33566	144	15	,	,	PUNCT
bracis-33566	144	16	y.	y.	PROPN
bracis-33566	144	17	,	,	PUNCT
bracis-33566	144	18	niu	niu	PROPN
bracis-33566	144	19	,	,	PUNCT
bracis-33566	144	20	q.	q.	PROPN
bracis-33566	144	21	:	:	PUNCT
bracis-33566	144	22	applications	application	NOUN
bracis-33566	144	23	of	of	ADP
bracis-33566	144	24	graph	graph	NOUN
bracis-33566	144	25	convolutional	convolutional	ADJ
bracis-33566	144	26	networks	network	NOUN
bracis-33566	144	27	in	in	ADP
bracis-33566	144	28	computer	computer	NOUN
bracis-33566	144	29	vision	vision	NOUN
bracis-33566	144	30	.	.	PUNCT
bracis-33566	145	1	neural	neural	ADJ
bracis-33566	145	2	comput	comput	NOUN
bracis-33566	145	3	.	.	PUNCT
bracis-33566	146	1	appl	appl	PROPN
bracis-33566	146	2	.	.	PUNCT
bracis-33566	147	1	34(16	34(16	NUM
bracis-33566	147	2	)	)	PUNCT
bracis-33566	147	3	,	,	PUNCT
bracis-33566	147	4	13387–13405	13387–13405	NUM
bracis-33566	147	5	(	(	PUNCT
bracis-33566	147	6	2022	2022	NUM
bracis-33566	147	7	)	)	PUNCT
bracis-33566	147	8	.	.	PUNCT
bracis-33566	148	1	https://doi.org/10.1007/s00521-022-07368-1	https://doi.org/10.1007/s00521-022-07368-1	NUM
bracis-33566	148	2	article	article	NOUN
bracis-33566	148	3	  	  	SPACE
bracis-33566	148	4	math	math	NOUN
bracis-33566	148	5	  	  	SPACE
bracis-33566	148	6	google	google	PROPN
bracis-33566	148	7	scholar	scholar	NOUN
bracis-33566	148	8	  	  	SPACE
bracis-33566	148	9	chen	chen	PROPN
bracis-33566	148	10	,	,	PUNCT
bracis-33566	148	11	j.	j.	PROPN
bracis-33566	148	12	,	,	PUNCT
bracis-33566	148	13	nagaya	nagaya	PROPN
bracis-33566	148	14	,	,	PUNCT
bracis-33566	148	15	r.	r.	PROPN
bracis-33566	148	16	,	,	PUNCT
bracis-33566	148	17	takagi	takagi	PROPN
bracis-33566	148	18	,	,	PUNCT
bracis-33566	148	19	n.	n.	NOUN
bracis-33566	148	20	:	:	PUNCT
bracis-33566	148	21	development	development	NOUN
bracis-33566	148	22	of	of	ADP
bracis-33566	148	23	a	a	DET
bracis-33566	148	24	method	method	NOUN
bracis-33566	148	25	for	for	ADP
bracis-33566	148	26	extracting	extract	VERB
bracis-33566	148	27	graph	graph	NOUN
bracis-33566	148	28	elements	element	NOUN
bracis-33566	148	29	from	from	ADP
bracis-33566	148	30	mathematical	mathematical	ADJ
bracis-33566	148	31	graphs	graph	NOUN
bracis-33566	148	32	.	.	PUNCT
bracis-33566	149	1	in	in	ADP
bracis-33566	149	2	:	:	PUNCT
bracis-33566	149	3	2012	2012	NUM
bracis-33566	149	4	ieee	ieee	PROPN
bracis-33566	149	5	international	international	ADJ
bracis-33566	149	6	conference	conference	NOUN
bracis-33566	149	7	on	on	ADP
bracis-33566	149	8	systems	system	NOUN
bracis-33566	149	9	,	,	PUNCT
bracis-33566	149	10	man	man	NOUN
bracis-33566	149	11	,	,	PUNCT
bracis-33566	149	12	and	and	CCONJ
bracis-33566	149	13	cybernetics	cybernetic	NOUN
bracis-33566	149	14	(	(	PUNCT
bracis-33566	149	15	smc	smc	PROPN
bracis-33566	149	16	)	)	PUNCT
bracis-33566	149	17	,	,	PUNCT
bracis-33566	149	18	pp	pp	PROPN
bracis-33566	149	19	.	.	PUNCT
bracis-33566	150	1	2921–2926	2921–2926	NUM
bracis-33566	150	2	.	.	PUNCT
bracis-33566	151	1	ieee	ieee	NOUN
bracis-33566	151	2	(	(	PUNCT
bracis-33566	151	3	2012	2012	NUM
bracis-33566	151	4	)	)	PUNCT
bracis-33566	151	5	google	google	PROPN
bracis-33566	151	6	scholar	scholar	NOUN
bracis-33566	151	7	  	  	SPACE
bracis-33566	151	8	chollet	chollet	NOUN
bracis-33566	151	9	,	,	PUNCT
bracis-33566	151	10	f.	f.	PROPN
bracis-33566	151	11	,	,	PUNCT
bracis-33566	151	12	et	et	PROPN
bracis-33566	151	13	 	 	SPACE
bracis-33566	151	14	al	al	PROPN
bracis-33566	151	15	.	.	PROPN
bracis-33566	151	16	:	:	PUNCT
bracis-33566	151	17	keras	keras	PROPN
bracis-33566	151	18	(	(	PUNCT
bracis-33566	151	19	2015	2015	NUM
bracis-33566	151	20	)	)	PUNCT
bracis-33566	151	21	.	.	PUNCT
bracis-33566	152	1	https://keras.io	https://keras.io	PROPN
bracis-33566	152	2	dai	dai	PROPN
bracis-33566	152	3	,	,	PUNCT
bracis-33566	152	4	j.	j.	PROPN
bracis-33566	152	5	,	,	PUNCT
bracis-33566	152	6	lin	lin	PROPN
bracis-33566	152	7	,	,	PUNCT
bracis-33566	152	8	s.	s.	PROPN
bracis-33566	152	9	:	:	PUNCT
bracis-33566	152	10	image	image	NOUN
bracis-33566	152	11	recognition	recognition	NOUN
bracis-33566	152	12	:	:	PUNCT
bracis-33566	152	13	current	current	ADJ
bracis-33566	152	14	challenges	challenge	NOUN
bracis-33566	152	15	and	and	CCONJ
bracis-33566	152	16	emerging	emerge	VERB
bracis-33566	152	17	opportunities	opportunity	NOUN
bracis-33566	152	18	(	(	PUNCT
bracis-33566	152	19	2018	2018	NUM
bracis-33566	152	20	)	)	PUNCT
bracis-33566	152	21	.	.	PUNCT
bracis-33566	153	1	https://www.microsoft.com/en-us/research/lab/microsoft-research-asia/articles/image-recognition-current-challenges-and-emerging-opportunities/.	https://www.microsoft.com/en-us/research/lab/microsoft-research-asia/articles/image-recognition-current-challenges-and-emerging-opportunities/.	PRON
bracis-33566	153	2	accessed	access	VERB
bracis-33566	153	3	20	20	NUM
bracis-33566	153	4	jun	jun	PROPN
bracis-33566	153	5	2024	2024	NUM
bracis-33566	153	6	deng	deng	PROPN
bracis-33566	153	7	,	,	PUNCT
bracis-33566	153	8	j.	j.	PROPN
bracis-33566	153	9	,	,	PUNCT
bracis-33566	153	10	dong	dong	PROPN
bracis-33566	153	11	,	,	PUNCT
bracis-33566	153	12	w.	w.	PROPN
bracis-33566	153	13	,	,	PUNCT
bracis-33566	153	14	socher	socher	PROPN
bracis-33566	153	15	,	,	PUNCT
bracis-33566	153	16	r.	r.	PROPN
bracis-33566	153	17	,	,	PUNCT
bracis-33566	153	18	li	li	PROPN
bracis-33566	153	19	,	,	PUNCT
bracis-33566	153	20	l.j	l.j	PROPN
bracis-33566	153	21	.	.	PROPN
bracis-33566	153	22	,	,	PUNCT
bracis-33566	153	23	li	li	PROPN
bracis-33566	153	24	,	,	PUNCT
bracis-33566	153	25	k.	k.	PROPN
bracis-33566	153	26	,	,	PUNCT
bracis-33566	153	27	fei	fei	PROPN
bracis-33566	153	28	-	-	PUNCT
bracis-33566	153	29	fei	fei	PROPN
bracis-33566	153	30	,	,	PUNCT
bracis-33566	153	31	l.	l.	PROPN
bracis-33566	153	32	:	:	PUNCT
bracis-33566	153	33	imagenet	imagenet	PROPN
bracis-33566	153	34	:	:	PUNCT
bracis-33566	153	35	a	a	DET
bracis-33566	153	36	large	large	ADJ
bracis-33566	153	37	-	-	PUNCT
bracis-33566	153	38	scale	scale	NOUN
bracis-33566	153	39	hierarchical	hierarchical	ADJ
bracis-33566	153	40	image	image	NOUN
bracis-33566	153	41	database	database	NOUN
bracis-33566	153	42	.	.	PUNCT
bracis-33566	154	1	in	in	ADP
bracis-33566	154	2	:	:	PUNCT
bracis-33566	154	3	2009	2009	NUM
bracis-33566	154	4	ieee	ieee	NOUN
bracis-33566	154	5	conference	conference	NOUN
bracis-33566	154	6	on	on	ADP
bracis-33566	154	7	computer	computer	NOUN
bracis-33566	154	8	vision	vision	NOUN
bracis-33566	154	9	and	and	CCONJ
bracis-33566	154	10	pattern	pattern	NOUN
bracis-33566	154	11	recognition	recognition	NOUN
bracis-33566	154	12	,	,	PUNCT
bracis-33566	154	13	pp	pp	ADP
bracis-33566	154	14	.	.	PUNCT
bracis-33566	155	1	248–255	248–255	NUM
bracis-33566	155	2	.	.	X
bracis-33566	155	3	ieee	ieee	NOUN
bracis-33566	155	4	(	(	PUNCT
bracis-33566	155	5	2009).https://doi.org/10.1109	2009).https://doi.org/10.1109	PROPN
bracis-33566	155	6	/	/	SYM
bracis-33566	155	7	cvpr.2009.5206848	cvpr.2009.5206848	PROPN
bracis-33566	155	8	fuda	fuda	NOUN
bracis-33566	155	9	,	,	PUNCT
bracis-33566	155	10	t.	t.	PROPN
bracis-33566	155	11	,	,	PUNCT
bracis-33566	155	12	omachi	omachi	PROPN
bracis-33566	155	13	,	,	PUNCT
bracis-33566	155	14	s.	s.	PROPN
bracis-33566	155	15	,	,	PUNCT
bracis-33566	155	16	aso	aso	PROPN
bracis-33566	155	17	,	,	PUNCT
bracis-33566	155	18	h.	h.	PROPN
bracis-33566	155	19	:	:	PUNCT
bracis-33566	155	20	recognition	recognition	NOUN
bracis-33566	155	21	of	of	ADP
bracis-33566	155	22	line	line	NOUN
bracis-33566	155	23	graph	graph	NOUN
bracis-33566	155	24	images	image	NOUN
bracis-33566	155	25	in	in	ADP
bracis-33566	155	26	documents	document	NOUN
bracis-33566	155	27	by	by	ADP
bracis-33566	155	28	tracing	trace	VERB
bracis-33566	155	29	connected	connected	ADJ
bracis-33566	155	30	components	component	NOUN
bracis-33566	155	31	.	.	PUNCT
bracis-33566	156	1	syst	syst	PROPN
bracis-33566	156	2	.	.	PUNCT
bracis-33566	157	1	comput	comput	PROPN
bracis-33566	157	2	.	.	PUNCT
bracis-33566	158	1	japan	japan	PROPN
bracis-33566	158	2	38(14	38(14	PROPN
bracis-33566	158	3	)	)	PUNCT
bracis-33566	158	4	,	,	PUNCT
bracis-33566	158	5	103–114	103–114	NUM
bracis-33566	158	6	(	(	PUNCT
bracis-33566	158	7	2007	2007	NUM
bracis-33566	158	8	)	)	PUNCT
bracis-33566	158	9	.	.	PUNCT
bracis-33566	159	1	https://doi.org/10.1002/scj.10615	https://doi.org/10.1002/scj.10615	INTJ
bracis-33566	159	2	goncu	goncu	PROPN
bracis-33566	159	3	,	,	PUNCT
bracis-33566	159	4	c.	c.	PROPN
bracis-33566	159	5	,	,	PUNCT
bracis-33566	159	6	marriott	marriott	PROPN
bracis-33566	159	7	,	,	PUNCT
bracis-33566	159	8	k.	k.	PROPN
bracis-33566	159	9	:	:	PUNCT
bracis-33566	159	10	accessible	accessible	ADJ
bracis-33566	159	11	graphics	graphic	NOUN
bracis-33566	159	12	:	:	PUNCT
bracis-33566	159	13	graphics	graphic	NOUN
bracis-33566	159	14	for	for	ADP
bracis-33566	159	15	vision	vision	NOUN
bracis-33566	159	16	impaired	impair	VERB
bracis-33566	159	17	people	people	NOUN
bracis-33566	159	18	.	.	PUNCT
bracis-33566	160	1	in	in	ADP
bracis-33566	160	2	:	:	PUNCT
bracis-33566	160	3	cox	cox	PROPN
bracis-33566	160	4	,	,	PUNCT
bracis-33566	160	5	p.	p.	PROPN
bracis-33566	160	6	,	,	PUNCT
bracis-33566	160	7	plimmer	plimmer	PROPN
bracis-33566	160	8	,	,	PUNCT
bracis-33566	160	9	b.	b.	PROPN
bracis-33566	160	10	,	,	PUNCT
bracis-33566	160	11	rodgers	rodger	VERB
bracis-33566	160	12	,	,	PUNCT
bracis-33566	160	13	p.	p.	NOUN
bracis-33566	160	14	(	(	PUNCT
bracis-33566	160	15	eds	ed	NOUN
bracis-33566	160	16	.	.	PUNCT
bracis-33566	160	17	)	)	PUNCT
bracis-33566	160	18	diagrams	diagram	NOUN
bracis-33566	160	19	2012	2012	NUM
bracis-33566	160	20	.	.	PUNCT
bracis-33566	161	1	lncs	lncs	PROPN
bracis-33566	161	2	(	(	PUNCT
bracis-33566	161	3	lnai	lnai	ADJ
bracis-33566	161	4	)	)	PUNCT
bracis-33566	161	5	,	,	PUNCT
bracis-33566	161	6	vol	vol	NOUN
bracis-33566	161	7	.	.	PROPN
bracis-33566	161	8	7352	7352	NUM
bracis-33566	161	9	,	,	PUNCT
bracis-33566	161	10	pp	pp	ADJ
bracis-33566	161	11	.	.	PUNCT
bracis-33566	162	1	6–6	6–6	NOUN
bracis-33566	162	2	.	.	PROPN
bracis-33566	162	3	springer	springer	PROPN
bracis-33566	162	4	,	,	PUNCT
bracis-33566	162	5	heidelberg	heidelberg	PROPN
bracis-33566	162	6	(	(	PUNCT
bracis-33566	162	7	2012	2012	NUM
bracis-33566	162	8	)	)	PUNCT
bracis-33566	162	9	.	.	PUNCT
bracis-33566	163	1	https://doi.org/10.1007/978-3-642-31223-6_5	https://doi.org/10.1007/978-3-642-31223-6_5	PUNCT
bracis-33566	163	2	chapter	chapter	NOUN
bracis-33566	163	3	  	  	SPACE
bracis-33566	163	4	math	math	NOUN
bracis-33566	163	5	  	  	SPACE
bracis-33566	163	6	google	google	PROPN
bracis-33566	163	7	scholar	scholar	NOUN
bracis-33566	163	8	  	  	SPACE
bracis-33566	163	9	he	he	PRON
bracis-33566	163	10	,	,	PUNCT
bracis-33566	163	11	k.	k.	PROPN
bracis-33566	163	12	,	,	PUNCT
bracis-33566	163	13	zhang	zhang	PROPN
bracis-33566	163	14	,	,	PUNCT
bracis-33566	163	15	x.	x.	PROPN
bracis-33566	163	16	,	,	PUNCT
bracis-33566	163	17	ren	ren	PROPN
bracis-33566	163	18	,	,	PUNCT
bracis-33566	163	19	s.	s.	PROPN
bracis-33566	163	20	,	,	PUNCT
bracis-33566	163	21	sun	sun	PROPN
bracis-33566	163	22	,	,	PUNCT
bracis-33566	163	23	j.	j.	PROPN
bracis-33566	163	24	:	:	PUNCT
bracis-33566	163	25	deep	deep	ADJ
bracis-33566	163	26	residual	residual	ADJ
bracis-33566	163	27	learning	learning	NOUN
bracis-33566	163	28	for	for	ADP
bracis-33566	163	29	image	image	NOUN
bracis-33566	163	30	recognition	recognition	NOUN
bracis-33566	163	31	.	.	PUNCT
bracis-33566	164	1	in	in	ADP
bracis-33566	164	2	:	:	PUNCT
bracis-33566	164	3	proceedings	proceeding	NOUN
bracis-33566	164	4	of	of	ADP
bracis-33566	164	5	the	the	DET
bracis-33566	164	6	ieee	ieee	NOUN
bracis-33566	164	7	conference	conference	NOUN
bracis-33566	164	8	on	on	ADP
bracis-33566	164	9	computer	computer	NOUN
bracis-33566	164	10	vision	vision	NOUN
bracis-33566	164	11	and	and	CCONJ
bracis-33566	164	12	pattern	pattern	NOUN
bracis-33566	164	13	recognition	recognition	NOUN
bracis-33566	164	14	,	,	PUNCT
bracis-33566	164	15	pp	pp	ADP
bracis-33566	164	16	.	.	PUNCT
bracis-33566	165	1	770–778	770–778	NUM
bracis-33566	165	2	(	(	PUNCT
bracis-33566	165	3	2016	2016	NUM
bracis-33566	165	4	)	)	PUNCT
bracis-33566	165	5	.	.	PUNCT
bracis-33566	166	1	https://doi.org/10.1109/cvpr.2016.90	https://doi.org/10.1109/cvpr.2016.90	PROPN
bracis-33566	166	2	howard	howard	PROPN
bracis-33566	166	3	,	,	PUNCT
bracis-33566	166	4	a.g	a.g	PROPN
bracis-33566	166	5	.	.	PROPN
bracis-33566	166	6	,	,	PUNCT
bracis-33566	166	7	et	et	PROPN
bracis-33566	166	8	al	al	PROPN
bracis-33566	166	9	.	.	PROPN
bracis-33566	166	10	:	:	PUNCT
bracis-33566	167	1	mobilenets	mobilenet	NOUN
bracis-33566	167	2	:	:	PUNCT
bracis-33566	167	3	efficient	efficient	ADJ
bracis-33566	167	4	convolutional	convolutional	ADJ
bracis-33566	167	5	neural	neural	ADJ
bracis-33566	167	6	networks	network	NOUN
bracis-33566	167	7	for	for	ADP
bracis-33566	167	8	mobile	mobile	ADJ
bracis-33566	167	9	vision	vision	NOUN
bracis-33566	167	10	applications	application	NOUN
bracis-33566	167	11	.	.	PUNCT
bracis-33566	168	1	comput	comput	NOUN
bracis-33566	168	2	.	.	PUNCT
bracis-33566	169	1	res	re	NOUN
bracis-33566	169	2	.	.	PUNCT
bracis-33566	170	1	repository	repository	NOUN
bracis-33566	170	2	(	(	PUNCT
bracis-33566	170	3	corr	corr	PROPN
bracis-33566	170	4	)	)	PUNCT
bracis-33566	170	5	(	(	PUNCT
bracis-33566	170	6	2017	2017	NUM
bracis-33566	170	7	)	)	PUNCT
bracis-33566	170	8	.	.	PUNCT
bracis-33566	171	1	https://doi.org/10.48550/arxiv.1704.04861	https://doi.org/10.48550/arxiv.1704.04861	PROPN
bracis-33566	171	2	kingma	kingma	PROPN
bracis-33566	171	3	,	,	PUNCT
bracis-33566	171	4	d.p	d.p	PROPN
bracis-33566	171	5	.	.	PROPN
bracis-33566	171	6	,	,	PUNCT
bracis-33566	171	7	ba	ba	PROPN
bracis-33566	171	8	,	,	PUNCT
bracis-33566	171	9	j.	j.	PROPN
bracis-33566	171	10	:	:	PUNCT
bracis-33566	171	11	adam	adam	PROPN
bracis-33566	171	12	:	:	PUNCT
bracis-33566	171	13	a	a	DET
bracis-33566	171	14	method	method	NOUN
bracis-33566	171	15	for	for	ADP
bracis-33566	171	16	stochastic	stochastic	ADJ
bracis-33566	171	17	optimization	optimization	NOUN
bracis-33566	171	18	.	.	PUNCT
bracis-33566	172	1	arxiv	arxiv	PROPN
bracis-33566	172	2	(	(	PUNCT
bracis-33566	172	3	2014	2014	NUM
bracis-33566	172	4	)	)	PUNCT
bracis-33566	172	5	.	.	PUNCT
bracis-33566	173	1	https://doi.org/10.48550/arxiv.1412.6980	https://doi.org/10.48550/arxiv.1412.6980	PROPN
bracis-33566	173	2	krizhevsky	krizhevsky	NOUN
bracis-33566	173	3	,	,	PUNCT
bracis-33566	173	4	a.	a.	PROPN
bracis-33566	173	5	,	,	PUNCT
bracis-33566	173	6	hinton	hinton	PROPN
bracis-33566	173	7	,	,	PUNCT
bracis-33566	173	8	g.	g.	PROPN
bracis-33566	173	9	:	:	PUNCT
bracis-33566	173	10	learning	learn	VERB
bracis-33566	173	11	multiple	multiple	ADJ
bracis-33566	173	12	layers	layer	NOUN
bracis-33566	173	13	of	of	ADP
bracis-33566	173	14	features	feature	NOUN
bracis-33566	173	15	from	from	ADP
bracis-33566	173	16	tiny	tiny	ADJ
bracis-33566	173	17	images	image	NOUN
bracis-33566	173	18	.	.	PUNCT
bracis-33566	174	1	tech	tech	NOUN
bracis-33566	174	2	.	.	PUNCT
bracis-33566	175	1	rep	rep	PROPN
bracis-33566	175	2	.	.	PROPN
bracis-33566	175	3	 	 	SPACE
bracis-33566	175	4	0	0	PROPN
bracis-33566	175	5	,	,	PUNCT
bracis-33566	175	6	university	university	NOUN
bracis-33566	175	7	of	of	ADP
bracis-33566	175	8	toronto	toronto	PROPN
bracis-33566	175	9	,	,	PUNCT
bracis-33566	175	10	toronto	toronto	PROPN
bracis-33566	175	11	,	,	PUNCT
bracis-33566	175	12	ontario	ontario	PROPN
bracis-33566	175	13	(	(	PUNCT
bracis-33566	175	14	2009	2009	NUM
bracis-33566	175	15	)	)	PUNCT
bracis-33566	175	16	.	.	PUNCT
bracis-33566	176	1	https://www.cs.toronto.edu/~kriz/learning-features-2009-tr.pdf	https://www.cs.toronto.edu/~kriz/learning-features-2009-tr.pdf	PROPN
bracis-33566	176	2	krizhevsky	krizhevsky	PROPN
bracis-33566	176	3	,	,	PUNCT
bracis-33566	176	4	a.	a.	PROPN
bracis-33566	176	5	,	,	PUNCT
bracis-33566	176	6	sutskever	sutskever	PROPN
bracis-33566	176	7	,	,	PUNCT
bracis-33566	176	8	i.	i.	PROPN
bracis-33566	176	9	,	,	PUNCT
bracis-33566	176	10	hinton	hinton	PROPN
bracis-33566	176	11	,	,	PUNCT
bracis-33566	176	12	g.e	g.e	PROPN
bracis-33566	176	13	.	.	PUNCT
bracis-33566	176	14	:	:	PUNCT
bracis-33566	177	1	imagenet	imagenet	PROPN
bracis-33566	177	2	classification	classification	NOUN
bracis-33566	177	3	with	with	ADP
bracis-33566	177	4	deep	deep	ADJ
bracis-33566	177	5	convolutional	convolutional	ADJ
bracis-33566	177	6	neural	neural	ADJ
bracis-33566	177	7	networks	network	NOUN
bracis-33566	177	8	.	.	PUNCT
bracis-33566	178	1	commun	commun	AUX
bracis-33566	178	2	.	.	PUNCT
bracis-33566	178	3	acm	acm	PROPN
bracis-33566	178	4	60(6	60(6	NOUN
bracis-33566	178	5	)	)	PUNCT
bracis-33566	178	6	,	,	PUNCT
bracis-33566	178	7	84–90	84–90	NUM
bracis-33566	178	8	(	(	PUNCT
bracis-33566	178	9	2017	2017	NUM
bracis-33566	178	10	)	)	PUNCT
bracis-33566	178	11	.	.	PUNCT
bracis-33566	179	1	https://doi.org/10.1145/3065386	https://doi.org/10.1145/3065386	X
bracis-33566	179	2	lecun	lecun	ADJ
bracis-33566	179	3	,	,	PUNCT
bracis-33566	179	4	y.	y.	PROPN
bracis-33566	179	5	,	,	PUNCT
bracis-33566	179	6	bengio	bengio	PROPN
bracis-33566	179	7	,	,	PUNCT
bracis-33566	179	8	y.	y.	PROPN
bracis-33566	179	9	,	,	PUNCT
bracis-33566	179	10	hinton	hinton	PROPN
bracis-33566	179	11	,	,	PUNCT
bracis-33566	179	12	g.	g.	PROPN
bracis-33566	179	13	:	:	PUNCT
bracis-33566	179	14	deep	deep	ADJ
bracis-33566	179	15	learning	learning	NOUN
bracis-33566	179	16	.	.	PUNCT
bracis-33566	180	1	nature	nature	NOUN
bracis-33566	180	2	521(7553	521(7553	NUM
bracis-33566	180	3	)	)	PUNCT
bracis-33566	180	4	,	,	PUNCT
bracis-33566	180	5	436–444	436–444	NUM
bracis-33566	180	6	(	(	PUNCT
bracis-33566	180	7	2015	2015	NUM
bracis-33566	180	8	)	)	PUNCT
bracis-33566	180	9	.	.	PUNCT
bracis-33566	181	1	https://doi.org/10.1038/nature14539	https://doi.org/10.1038/nature14539	PROPN
bracis-33566	181	2	li	li	PROPN
bracis-33566	181	3	,	,	PUNCT
bracis-33566	181	4	l.	l.	PROPN
bracis-33566	181	5	,	,	PUNCT
bracis-33566	181	6	jamieson	jamieson	PROPN
bracis-33566	181	7	,	,	PUNCT
bracis-33566	181	8	k.	k.	PROPN
bracis-33566	181	9	,	,	PUNCT
bracis-33566	181	10	desalvo	desalvo	PROPN
bracis-33566	181	11	,	,	PUNCT
bracis-33566	181	12	g.	g.	PROPN
bracis-33566	181	13	,	,	PUNCT
bracis-33566	181	14	rostamizadeh	rostamizadeh	PROPN
bracis-33566	181	15	,	,	PUNCT
bracis-33566	181	16	a.	a.	NOUN
bracis-33566	181	17	,	,	PUNCT
bracis-33566	181	18	talwalkar	talwalkar	PROPN
bracis-33566	181	19	,	,	PUNCT
bracis-33566	181	20	a.	a.	NOUN
bracis-33566	181	21	:	:	PUNCT
bracis-33566	181	22	hyperband	hyperband	ADJ
bracis-33566	181	23	:	:	PUNCT
bracis-33566	181	24	a	a	DET
bracis-33566	181	25	novel	novel	ADJ
bracis-33566	181	26	bandit	bandit	NOUN
bracis-33566	181	27	-	-	PUNCT
bracis-33566	181	28	based	base	VERB
bracis-33566	181	29	approach	approach	NOUN
bracis-33566	181	30	to	to	ADP
bracis-33566	181	31	hyperparameter	hyperparameter	NOUN
bracis-33566	181	32	optimization	optimization	NOUN
bracis-33566	181	33	.	.	PUNCT
bracis-33566	182	1	j.	j.	PROPN
bracis-33566	182	2	mach	mach	PROPN
bracis-33566	182	3	.	.	PUNCT
bracis-33566	183	1	learn	learn	VERB
bracis-33566	183	2	.	.	PUNCT
bracis-33566	184	1	res	re	NOUN
bracis-33566	184	2	.	.	PUNCT
bracis-33566	185	1	(	(	PUNCT
bracis-33566	185	2	2016	2016	NUM
bracis-33566	185	3	)	)	PUNCT
bracis-33566	185	4	.	.	PUNCT
bracis-33566	186	1	https://doi.org/10.48550/arxiv.1603.06560	https://doi.org/10.48550/arxiv.1603.06560	PROPN
bracis-33566	186	2	nazemi	nazemi	NOUN
bracis-33566	186	3	,	,	PUNCT
bracis-33566	186	4	a.	a.	NOUN
bracis-33566	186	5	,	,	PUNCT
bracis-33566	186	6	fernando	fernando	PROPN
bracis-33566	186	7	,	,	PUNCT
bracis-33566	186	8	c.	c.	PROPN
bracis-33566	186	9	,	,	PUNCT
bracis-33566	186	10	murray	murray	PROPN
bracis-33566	186	11	,	,	PUNCT
bracis-33566	186	12	i.	i.	PROPN
bracis-33566	186	13	,	,	PUNCT
bracis-33566	186	14	a.	a.	NOUN
bracis-33566	186	15	 	 	SPACE
bracis-33566	186	16	mcmeekin	mcmeekin	PROPN
bracis-33566	186	17	,	,	PUNCT
bracis-33566	186	18	d.	d.	PROPN
bracis-33566	186	19	:	:	PUNCT
bracis-33566	186	20	accessible	accessible	ADJ
bracis-33566	186	21	and	and	CCONJ
bracis-33566	186	22	navigable	navigable	ADJ
bracis-33566	186	23	representation	representation	NOUN
bracis-33566	186	24	of	of	ADP
bracis-33566	186	25	mathematical	mathematical	ADJ
bracis-33566	186	26	function	function	NOUN
bracis-33566	186	27	graphs	graph	NOUN
bracis-33566	186	28	to	to	ADP
bracis-33566	186	29	the	the	DET
bracis-33566	186	30	vision	vision	NOUN
bracis-33566	186	31	-	-	PUNCT
bracis-33566	186	32	impaired	impair	VERB
bracis-33566	186	33	.	.	PUNCT
bracis-33566	187	1	comput	comput	NOUN
bracis-33566	187	2	.	.	PUNCT
bracis-33566	188	1	inf	inf	PROPN
bracis-33566	188	2	.	.	PUNCT
bracis-33566	189	1	sci	sci	PROPN
bracis-33566	189	2	.	.	PROPN
bracis-33566	189	3	9(1	9(1	NUM
bracis-33566	189	4	)	)	PUNCT
bracis-33566	189	5	,	,	PUNCT
bracis-33566	189	6	31	31	NUM
bracis-33566	189	7	(	(	PUNCT
bracis-33566	189	8	2015	2015	NUM
bracis-33566	189	9	)	)	PUNCT
bracis-33566	189	10	.	.	PUNCT
bracis-33566	190	1	https://doi.org/10.5539/cis.v9n1p31	https://doi.org/10.5539/cis.v9n1p31	PROPN
bracis-33566	191	1	phyo	phyo	PROPN
bracis-33566	191	2	,	,	PUNCT
bracis-33566	191	3	y.k	y.k	PROPN
bracis-33566	191	4	.	.	PROPN
bracis-33566	191	5	:	:	PUNCT
bracis-33566	191	6	graphical	graphical	ADJ
bracis-33566	191	7	functions	function	NOUN
bracis-33566	191	8	made	make	VERB
bracis-33566	191	9	from	from	ADP
bracis-33566	191	10	an	an	DET
bracis-33566	191	11	effortless	effortless	ADJ
bracis-33566	191	12	sketch	sketch	NOUN
bracis-33566	191	13	.	.	PUNCT
bracis-33566	192	1	ms	ms	PROPN
bracis-33566	192	2	paint	paint	NOUN
bracis-33566	192	3	that	that	PRON
bracis-33566	192	4	returns	return	VERB
bracis-33566	192	5	equations	equation	NOUN
bracis-33566	192	6	.	.	PUNCT
bracis-33566	193	1	https://towardsdatascience.com/graphical-functions-made-from-an-effortless-sketch-266ccf95c46d	https://towardsdatascience.com/graphical-functions-made-from-an-effortless-sketch-266ccf95c46d	PROPN
bracis-33566	193	2	(	(	PUNCT
bracis-33566	193	3	2020	2020	NUM
bracis-33566	193	4	)	)	PUNCT
bracis-33566	193	5	.	.	PUNCT
bracis-33566	194	1	accessed	access	VERB
bracis-33566	194	2	8	8	NUM
bracis-33566	194	3	apr	apr	NOUN
bracis-33566	194	4	2024	2024	NUM
bracis-33566	194	5	souza	souza	PROPN
bracis-33566	194	6	,	,	PUNCT
bracis-33566	194	7	s.d.a	s.d.a	PROPN
bracis-33566	194	8	.	.	PUNCT
bracis-33566	194	9	:	:	PUNCT
bracis-33566	195	1	usando	usando	PROPN
bracis-33566	195	2	o	o	PROPN
bracis-33566	195	3	winplot	winplot	PROPN
bracis-33566	195	4	.	.	PUNCT
bracis-33566	196	1	http://www.mat.ufpb.br/~sergio/winplot/winplot.html	http://www.mat.ufpb.br/~sergio/winplot/winplot.html	PROPN
bracis-33566	196	2	(	(	PUNCT
bracis-33566	196	3	2004	2004	NUM
bracis-33566	196	4	)	)	PUNCT
bracis-33566	196	5	.	.	PUNCT
bracis-33566	197	1	accessed	access	VERB
bracis-33566	197	2	08	08	NUM
bracis-33566	197	3	apr	apr	PROPN
bracis-33566	197	4	2024	2024	NUM
bracis-33566	197	5	takagi	takagi	NOUN
bracis-33566	197	6	,	,	PUNCT
bracis-33566	197	7	n.	n.	NOUN
bracis-33566	197	8	:	:	PUNCT
bracis-33566	197	9	mathematical	mathematical	ADJ
bracis-33566	197	10	figure	figure	NOUN
bracis-33566	197	11	recognition	recognition	NOUN
bracis-33566	197	12	for	for	ADP
bracis-33566	197	13	automating	automate	VERB
bracis-33566	197	14	production	production	NOUN
bracis-33566	197	15	of	of	ADP
bracis-33566	197	16	tactile	tactile	ADJ
bracis-33566	197	17	graphics	graphic	NOUN
bracis-33566	197	18	.	.	PUNCT
bracis-33566	198	1	in	in	ADP
bracis-33566	198	2	:	:	PUNCT
bracis-33566	198	3	2009	2009	NUM
bracis-33566	198	4	ieee	ieee	PROPN
bracis-33566	198	5	international	international	ADJ
bracis-33566	198	6	conference	conference	NOUN
bracis-33566	198	7	on	on	ADP
bracis-33566	198	8	systems	system	NOUN
bracis-33566	198	9	,	,	PUNCT
bracis-33566	198	10	man	man	NOUN
bracis-33566	198	11	and	and	CCONJ
bracis-33566	198	12	cybernetics	cybernetic	NOUN
bracis-33566	198	13	,	,	PUNCT
bracis-33566	198	14	pp	pp	X
bracis-33566	198	15	.	.	PUNCT
bracis-33566	199	1	4651–4656	4651–4656	NUM
bracis-33566	199	2	(	(	PUNCT
bracis-33566	199	3	2009	2009	NUM
bracis-33566	199	4	)	)	PUNCT
bracis-33566	199	5	.	.	PUNCT
bracis-33566	200	1	https://doi.org/10.1109/icsmc.2009.5346749	https://doi.org/10.1109/icsmc.2009.5346749	PROPN
bracis-33566	200	2	tan	tan	PROPN
bracis-33566	200	3	,	,	PUNCT
bracis-33566	200	4	m.	m.	NOUN
bracis-33566	200	5	,	,	PUNCT
bracis-33566	200	6	le	le	X
bracis-33566	200	7	,	,	PUNCT
bracis-33566	200	8	q.v	q.v	PROPN
bracis-33566	200	9	.	.	PROPN
bracis-33566	200	10	:	:	PUNCT
bracis-33566	201	1	efficientnet	efficientnet	NOUN
bracis-33566	201	2	:	:	PUNCT
bracis-33566	201	3	rethinking	rethink	VERB
bracis-33566	201	4	model	model	NOUN
bracis-33566	201	5	scaling	scale	VERB
bracis-33566	201	6	for	for	ADP
bracis-33566	201	7	convolutional	convolutional	ADJ
bracis-33566	201	8	neural	neural	ADJ
bracis-33566	201	9	networks	network	NOUN
bracis-33566	201	10	.	.	PUNCT
bracis-33566	202	1	computing	compute	VERB
bracis-33566	202	2	research	research	NOUN
bracis-33566	202	3	repository	repository	NOUN
bracis-33566	202	4	(	(	PUNCT
bracis-33566	202	5	corr	corr	PROPN
bracis-33566	202	6	)	)	PUNCT
bracis-33566	202	7	(	(	PUNCT
bracis-33566	202	8	2019	2019	NUM
bracis-33566	202	9	)	)	PUNCT
bracis-33566	202	10	.	.	PUNCT
bracis-33566	203	1	https://doi.org/10.48550/arxiv.1905.11946	https://doi.org/10.48550/arxiv.1905.11946	PROPN
bracis-33566	203	2	download	download	NOUN
bracis-33566	203	3	references	reference	NOUN
bracis-33566	203	4	acknowledgments	acknowledgment	NOUN
bracis-33566	203	5	this	this	DET
bracis-33566	203	6	research	research	NOUN
bracis-33566	203	7	was	be	AUX
bracis-33566	203	8	funded	fund	VERB
bracis-33566	203	9	by	by	ADP
bracis-33566	203	10	the	the	DET
bracis-33566	203	11	brazilian	brazilian	ADJ
bracis-33566	203	12	federal	federal	ADJ
bracis-33566	203	13	agency	agency	NOUN
bracis-33566	203	14	for	for	ADP
bracis-33566	203	15	support	support	NOUN
bracis-33566	203	16	and	and	CCONJ
bracis-33566	203	17	evaluation	evaluation	NOUN
bracis-33566	203	18	of	of	ADP
bracis-33566	203	19	graduate	graduate	ADJ
bracis-33566	203	20	education	education	NOUN
bracis-33566	203	21	(	(	PUNCT
bracis-33566	203	22	capes	cape	NOUN
bracis-33566	203	23	)	)	PUNCT
bracis-33566	203	24	and	and	CCONJ
bracis-33566	203	25	developed	develop	VERB
bracis-33566	203	26	with	with	ADP
bracis-33566	203	27	the	the	DET
bracis-33566	203	28	support	support	NOUN
bracis-33566	203	29	of	of	ADP
bracis-33566	203	30	the	the	DET
bracis-33566	203	31	center	center	NOUN
bracis-33566	203	32	for	for	ADP
bracis-33566	203	33	high	high	ADJ
bracis-33566	203	34	-	-	PUNCT
bracis-33566	203	35	performance	performance	NOUN
bracis-33566	203	36	distributed	distribute	VERB
bracis-33566	203	37	computing	computing	NOUN
bracis-33566	203	38	of	of	ADP
bracis-33566	203	39	pará	pará	PROPN
bracis-33566	203	40	(	(	PUNCT
bracis-33566	203	41	ccad	ccad	PROPN
bracis-33566	203	42	)	)	PUNCT
bracis-33566	203	43	of	of	ADP
bracis-33566	203	44	the	the	DET
bracis-33566	203	45	federal	federal	ADJ
bracis-33566	203	46	university	university	PROPN
bracis-33566	203	47	of	of	ADP
bracis-33566	203	48	pará	pará	PROPN
bracis-33566	203	49	(	(	PUNCT
bracis-33566	203	50	ufpa	ufpa	PROPN
bracis-33566	203	51	)	)	PUNCT
bracis-33566	203	52	.	.	PUNCT
bracis-33566	204	1	author	author	NOUN
bracis-33566	204	2	information	information	NOUN
bracis-33566	204	3	authors	author	NOUN
bracis-33566	204	4	and	and	CCONJ
bracis-33566	204	5	affiliations	affiliation	NOUN
bracis-33566	204	6	instituto	instituto	PROPN
bracis-33566	204	7	de	de	PROPN
bracis-33566	204	8	ciências	ciências	PROPN
bracis-33566	204	9	exatas	exatas	PROPN
bracis-33566	204	10	e	e	PROPN
bracis-33566	204	11	naturais	naturais	PROPN
bracis-33566	204	12	,	,	PUNCT
bracis-33566	204	13	universidade	universidade	PROPN
bracis-33566	204	14	federal	federal	PROPN
bracis-33566	204	15	do	do	AUX
bracis-33566	204	16	pará	pará	PROPN
bracis-33566	204	17	,	,	PUNCT
bracis-33566	204	18	belém	belém	PROPN
bracis-33566	204	19	-	-	PUNCT
bracis-33566	204	20	pa	pa	PROPN
bracis-33566	204	21	,	,	PUNCT
bracis-33566	204	22	brazil	brazil	PROPN
bracis-33566	204	23	joaquim	joaquim	PROPN
bracis-33566	204	24	viana	viana	PROPN
bracis-33566	204	25	,	,	PUNCT
bracis-33566	204	26	 	 	SPACE
bracis-33566	204	27	helder	helder	NOUN
bracis-33566	204	28	matos	matos	PROPN
bracis-33566	204	29	,	,	PUNCT
bracis-33566	204	30	 	 	SPACE
bracis-33566	204	31	marcelle	marcelle	NOUN
bracis-33566	204	32	mota	mota	PROPN
bracis-33566	204	33	 	 	SPACE
bracis-33566	204	34	&	&	CCONJ
bracis-33566	204	35	 	 	SPACE
bracis-33566	204	36	reginaldo	reginaldo	PROPN
bracis-33566	204	37	santos	santos	PROPN
bracis-33566	204	38	authors	author	NOUN
bracis-33566	204	39	joaquim	joaquim	PROPN
bracis-33566	204	40	vianaview	vianaview	PROPN
bracis-33566	204	41	author	author	NOUN
bracis-33566	204	42	publications	publication	NOUN
bracis-33566	204	43	search	search	NOUN
bracis-33566	204	44	author	author	NOUN
bracis-33566	204	45	on	on	ADP
bracis-33566	204	46	:	:	PUNCT
bracis-33566	204	47	pubmed	pubmed	PROPN
bracis-33566	204	48	 	 	SPACE
bracis-33566	204	49	google	google	PROPN
bracis-33566	204	50	scholar	scholar	NOUN
bracis-33566	204	51	helder	helder	NOUN
bracis-33566	204	52	matosview	matosview	ADJ
bracis-33566	204	53	author	author	NOUN
bracis-33566	204	54	publications	publication	NOUN
bracis-33566	204	55	search	search	NOUN
bracis-33566	204	56	author	author	NOUN
bracis-33566	204	57	on	on	ADP
bracis-33566	204	58	:	:	PUNCT
bracis-33566	204	59	pubmed	pubmed	PROPN
bracis-33566	204	60	 	 	SPACE
bracis-33566	204	61	google	google	PROPN
bracis-33566	204	62	scholar	scholar	PROPN
bracis-33566	204	63	marcelle	marcelle	NOUN
bracis-33566	204	64	motaview	motaview	PROPN
bracis-33566	204	65	author	author	NOUN
bracis-33566	204	66	publications	publication	VERB
bracis-33566	204	67	search	search	NOUN
bracis-33566	204	68	author	author	NOUN
bracis-33566	204	69	on	on	ADP
bracis-33566	204	70	:	:	PUNCT
bracis-33566	204	71	pubmed	pubmed	PROPN
bracis-33566	204	72	 	 	SPACE
bracis-33566	204	73	google	google	PROPN
bracis-33566	204	74	scholar	scholar	NOUN
bracis-33566	204	75	reginaldo	reginaldo	NOUN
bracis-33566	204	76	santosview	santosview	NOUN
bracis-33566	204	77	author	author	NOUN
bracis-33566	204	78	publications	publication	NOUN
bracis-33566	204	79	search	search	NOUN
bracis-33566	204	80	author	author	NOUN
bracis-33566	204	81	on	on	ADP
bracis-33566	204	82	:	:	PUNCT
bracis-33566	204	83	pubmed	pubmed	PROPN
bracis-33566	204	84	 	 	SPACE
bracis-33566	204	85	google	google	PROPN
bracis-33566	204	86	scholar	scholar	NOUN
bracis-33566	204	87	corresponding	correspond	VERB
bracis-33566	204	88	author	author	NOUN
bracis-33566	204	89	correspondence	correspondence	NOUN
bracis-33566	204	90	to	to	ADP
bracis-33566	204	91	joaquim	joaquim	PROPN
bracis-33566	204	92	viana	viana	PROPN
bracis-33566	204	93	.	.	PUNCT
bracis-33566	205	1	editor	editor	NOUN
bracis-33566	205	2	information	information	NOUN
bracis-33566	205	3	editors	editor	NOUN
bracis-33566	205	4	and	and	CCONJ
bracis-33566	205	5	affiliations	affiliation	NOUN
bracis-33566	205	6	universidade	universidade	VERB
bracis-33566	205	7	federal	federal	PROPN
bracis-33566	205	8	fluminense	fluminense	PROPN
bracis-33566	205	9	,	,	PUNCT
bracis-33566	205	10	niterói	niterói	PROPN
bracis-33566	205	11	,	,	PUNCT
bracis-33566	205	12	brazil	brazil	PROPN
bracis-33566	205	13	aline	aline	PROPN
bracis-33566	205	14	paes	paes	PROPN
bracis-33566	205	15	instituto	instituto	PROPN
bracis-33566	205	16	tecnológico	tecnológico	PROPN
bracis-33566	205	17	de	de	PROPN
bracis-33566	205	18	aeronáutica	aeronáutica	PROPN
bracis-33566	205	19	,	,	PUNCT
bracis-33566	205	20	são	são	PROPN
bracis-33566	205	21	josé	josé	PROPN
bracis-33566	205	22	dos	dos	PROPN
bracis-33566	205	23	campos	campos	PROPN
bracis-33566	205	24	,	,	PUNCT
bracis-33566	205	25	brazil	brazil	PROPN
bracis-33566	205	26	filipe	filipe	PROPN
bracis-33566	205	27	a.	a.	PROPN
bracis-33566	205	28	n.	n.	PROPN
bracis-33566	205	29	verri	verri	PROPN
bracis-33566	205	30	ethics	ethic	NOUN
bracis-33566	205	31	declarations	declaration	VERB
bracis-33566	205	32	disclosure	disclosure	NOUN
bracis-33566	205	33	of	of	ADP
bracis-33566	205	34	interests	interest	NOUN
bracis-33566	205	35	the	the	DET
bracis-33566	205	36	authors	author	NOUN
bracis-33566	205	37	have	have	VERB
bracis-33566	205	38	no	no	DET
bracis-33566	205	39	competing	compete	VERB
bracis-33566	205	40	interests	interest	NOUN
bracis-33566	205	41	to	to	PART
bracis-33566	205	42	declare	declare	VERB
bracis-33566	205	43	that	that	PRON
bracis-33566	205	44	are	be	AUX
bracis-33566	205	45	relevant	relevant	ADJ
bracis-33566	205	46	to	to	ADP
bracis-33566	205	47	the	the	DET
bracis-33566	205	48	content	content	NOUN
bracis-33566	205	49	of	of	ADP
bracis-33566	205	50	this	this	DET
bracis-33566	205	51	article	article	NOUN
bracis-33566	205	52	.	.	PUNCT
bracis-33566	206	1	dataset	dataset	NOUN
bracis-33566	206	2	availability	availability	NOUN
bracis-33566	206	3	the	the	DET
bracis-33566	206	4	dataset	dataset	NOUN
bracis-33566	206	5	for	for	ADP
bracis-33566	206	6	this	this	DET
bracis-33566	206	7	project	project	NOUN
bracis-33566	206	8	is	be	AUX
bracis-33566	206	9	publicly	publicly	ADV
bracis-33566	206	10	available	available	ADJ
bracis-33566	206	11	to	to	PART
bracis-33566	206	12	facilitate	facilitate	VERB
bracis-33566	206	13	transparency	transparency	NOUN
bracis-33566	206	14	,	,	PUNCT
bracis-33566	206	15	reproducibility	reproducibility	NOUN
bracis-33566	206	16	,	,	PUNCT
bracis-33566	206	17	and	and	CCONJ
bracis-33566	206	18	further	further	ADJ
bracis-33566	206	19	research	research	NOUN
bracis-33566	206	20	through	through	ADP
bracis-33566	206	21	the	the	DET
bracis-33566	206	22	following	follow	VERB
bracis-33566	206	23	link	link	NOUN
bracis-33566	206	24	:	:	PUNCT
bracis-33566	206	25	https://github.com/jvianna07/fgraphs_dataset/.	https://github.com/jvianna07/fgraphs_dataset/.	PROPN
bracis-33566	206	26	the	the	DET
bracis-33566	206	27	script	script	NOUN
bracis-33566	206	28	used	use	VERB
bracis-33566	206	29	is	be	AUX
bracis-33566	206	30	available	available	ADJ
bracis-33566	206	31	here	here	ADV
bracis-33566	206	32	:	:	PUNCT
bracis-33566	206	33	https://github.com/jvianna07/functions_graphs/	https://github.com/jvianna07/functions_graphs/	NOUN
bracis-33566	206	34	rights	right	NOUN
bracis-33566	206	35	and	and	CCONJ
bracis-33566	206	36	permissions	permission	NOUN
bracis-33566	206	37	reprints	reprint	NOUN
bracis-33566	206	38	and	and	CCONJ
bracis-33566	206	39	permissions	permission	VERB
bracis-33566	206	40	copyright	copyright	NOUN
bracis-33566	206	41	information	information	NOUN
bracis-33566	206	42	©	©	ADP
bracis-33566	206	43	2025	2025	NUM
bracis-33566	206	44	the	the	DET
bracis-33566	206	45	author(s	author(s	NOUN
bracis-33566	206	46	)	)	PUNCT
bracis-33566	206	47	,	,	PUNCT
bracis-33566	206	48	under	under	ADP
bracis-33566	206	49	exclusive	exclusive	ADJ
bracis-33566	206	50	license	license	NOUN
bracis-33566	206	51	to	to	ADP
bracis-33566	206	52	springer	springer	NOUN
bracis-33566	206	53	nature	nature	PROPN
bracis-33566	206	54	switzerland	switzerland	PROPN
bracis-33566	206	55	ag	ag	PROPN
bracis-33566	206	56	about	about	ADP
bracis-33566	206	57	this	this	DET
bracis-33566	206	58	paper	paper	NOUN
bracis-33566	206	59	cite	cite	VERB
bracis-33566	206	60	this	this	DET
bracis-33566	206	61	paper	paper	NOUN
bracis-33566	206	62	viana	viana	PROPN
bracis-33566	206	63	,	,	PUNCT
bracis-33566	206	64	j.	j.	PROPN
bracis-33566	206	65	,	,	PUNCT
bracis-33566	206	66	matos	matos	PROPN
bracis-33566	206	67	,	,	PUNCT
bracis-33566	206	68	h.	h.	PROPN
bracis-33566	206	69	,	,	PUNCT
bracis-33566	206	70	mota	mota	PROPN
bracis-33566	206	71	,	,	PUNCT
bracis-33566	206	72	m.	m.	NOUN
bracis-33566	206	73	,	,	PUNCT
bracis-33566	206	74	santos	santos	PROPN
bracis-33566	206	75	,	,	PUNCT
bracis-33566	206	76	r.	r.	PROPN
bracis-33566	206	77	(	(	PUNCT
bracis-33566	206	78	2025	2025	NUM
bracis-33566	206	79	)	)	PUNCT
bracis-33566	206	80	.	.	PUNCT
bracis-33566	207	1	classifying	classify	VERB
bracis-33566	207	2	graphs	graph	NOUN
bracis-33566	207	3	of	of	ADP
bracis-33566	207	4	 	 	SPACE
bracis-33566	207	5	elementary	elementary	ADJ
bracis-33566	207	6	mathematical	mathematical	ADJ
bracis-33566	207	7	functions	function	NOUN
bracis-33566	207	8	using	use	VERB
bracis-33566	207	9	convolutional	convolutional	ADJ
bracis-33566	207	10	neural	neural	ADJ
bracis-33566	207	11	networks	network	NOUN
bracis-33566	207	12	.	.	PUNCT
bracis-33566	208	1	in	in	ADP
bracis-33566	208	2	:	:	PUNCT
bracis-33566	208	3	paes	paes	PROPN
bracis-33566	208	4	,	,	PUNCT
bracis-33566	208	5	a.	a.	PROPN
bracis-33566	208	6	,	,	PUNCT
bracis-33566	208	7	verri	verri	NOUN
bracis-33566	208	8	,	,	PUNCT
bracis-33566	208	9	f.a.n	f.a.n	ADJ
bracis-33566	208	10	.	.	PUNCT
bracis-33566	208	11	(	(	PUNCT
bracis-33566	208	12	eds	ed	NOUN
bracis-33566	208	13	)	)	PUNCT
bracis-33566	208	14	intelligent	intelligent	ADJ
bracis-33566	208	15	systems	system	NOUN
bracis-33566	208	16	.	.	PUNCT
bracis-33566	208	17	bracis	bracis	PROPN
bracis-33566	208	18	2024	2024	NUM
bracis-33566	208	19	.	.	PUNCT
bracis-33566	209	1	lecture	lecture	NOUN
bracis-33566	209	2	notes	note	NOUN
bracis-33566	209	3	in	in	ADP
bracis-33566	209	4	computer	computer	NOUN
bracis-33566	209	5	science	science	NOUN
bracis-33566	209	6	(	(	PUNCT
bracis-33566	209	7	)	)	PUNCT
bracis-33566	209	8	,	,	PUNCT
bracis-33566	209	9	vol	vol	NOUN
bracis-33566	209	10	15412	15412	NUM
bracis-33566	209	11	.	.	PUNCT
bracis-33566	210	1	springer	springer	NOUN
bracis-33566	210	2	,	,	PUNCT
bracis-33566	210	3	cham	cham	PROPN
bracis-33566	210	4	.	.	PUNCT
bracis-33566	211	1	https://doi.org/10.1007/978-3-031-79029-4_19	https://doi.org/10.1007/978-3-031-79029-4_19	PROPN
bracis-33566	211	2	download	download	NOUN
bracis-33566	211	3	citation	citation	NOUN
bracis-33566	211	4	.ris	.ris	PUNCT
bracis-33566	211	5	.enw	.enw	PROPN
bracis-33566	211	6	.bib	.bib	PUNCT
bracis-33566	212	1	doi	doi	PROPN
bracis-33566	212	2	:	:	PUNCT
bracis-33566	212	3	https://doi.org/10.1007/978-3-031-79029-4_19	https://doi.org/10.1007/978-3-031-79029-4_19	PROPN
bracis-33566	212	4	published	publish	VERB
bracis-33566	212	5	:	:	PUNCT
bracis-33566	212	6	30	30	NUM
bracis-33566	212	7	january	january	PROPN
bracis-33566	212	8	2025	2025	NUM
bracis-33566	212	9	publisher	publisher	NOUN
bracis-33566	212	10	name	name	NOUN
bracis-33566	212	11	:	:	PUNCT
bracis-33566	212	12	springer	springer	NOUN
bracis-33566	212	13	,	,	PUNCT
bracis-33566	212	14	cham	cham	PROPN
bracis-33566	212	15	print	print	PROPN
bracis-33566	212	16	isbn	isbn	PROPN
bracis-33566	212	17	:	:	PUNCT
bracis-33566	212	18	978	978	NUM
bracis-33566	212	19	-	-	SYM
bracis-33566	212	20	3	3	NUM
bracis-33566	212	21	-	-	PUNCT
bracis-33566	212	22	031	031	NUM
bracis-33566	212	23	-	-	PUNCT
bracis-33566	212	24	79028	79028	NUM
bracis-33566	212	25	-	-	SYM
bracis-33566	212	26	7	7	NUM
bracis-33566	212	27	online	online	ADJ
bracis-33566	212	28	isbn	isbn	NOUN
bracis-33566	212	29	:	:	PUNCT
bracis-33566	212	30	978	978	NUM
bracis-33566	212	31	-	-	SYM
bracis-33566	212	32	3	3	NUM
bracis-33566	212	33	-	-	PUNCT
bracis-33566	212	34	031	031	NUM
bracis-33566	212	35	-	-	PUNCT
bracis-33566	212	36	79029	79029	NUM
bracis-33566	212	37	-	-	SYM
bracis-33566	212	38	4	4	NUM
bracis-33566	212	39	ebook	ebook	NOUN
bracis-33566	212	40	packages	package	NOUN
bracis-33566	212	41	:	:	PUNCT
bracis-33566	212	42	computer	computer	NOUN
bracis-33566	212	43	sciencecomputer	sciencecomputer	NOUN
bracis-33566	212	44	science	science	NOUN
bracis-33566	212	45	(	(	PUNCT
bracis-33566	212	46	r0	r0	NOUN
bracis-33566	212	47	)	)	PUNCT
bracis-33566	212	48	share	share	VERB
bracis-33566	212	49	this	this	DET
bracis-33566	212	50	paper	paper	NOUN
bracis-33566	212	51	anyone	anyone	PRON
bracis-33566	212	52	you	you	PRON
bracis-33566	212	53	share	share	VERB
bracis-33566	212	54	the	the	DET
bracis-33566	212	55	following	follow	VERB
bracis-33566	212	56	link	link	NOUN
bracis-33566	212	57	with	with	ADP
bracis-33566	212	58	will	will	AUX
bracis-33566	212	59	be	be	AUX
bracis-33566	212	60	able	able	ADJ
bracis-33566	212	61	to	to	PART
bracis-33566	212	62	read	read	VERB
bracis-33566	212	63	this	this	DET
bracis-33566	212	64	content	content	NOUN
bracis-33566	212	65	:	:	PUNCT
bracis-33566	212	66	get	get	VERB
bracis-33566	212	67	shareable	shareable	ADJ
bracis-33566	212	68	linksorry	linksorry	NOUN
bracis-33566	212	69	,	,	PUNCT
bracis-33566	212	70	a	a	DET
bracis-33566	212	71	shareable	shareable	ADJ
bracis-33566	212	72	link	link	NOUN
bracis-33566	212	73	is	be	AUX
bracis-33566	212	74	not	not	PART
bracis-33566	212	75	currently	currently	ADV
bracis-33566	212	76	available	available	ADJ
bracis-33566	212	77	for	for	ADP
bracis-33566	212	78	this	this	DET
bracis-33566	212	79	article	article	NOUN
bracis-33566	212	80	.	.	PUNCT
bracis-33566	213	1	copy	copy	VERB
bracis-33566	213	2	shareable	shareable	ADJ
bracis-33566	213	3	link	link	NOUN
bracis-33566	213	4	to	to	PART
bracis-33566	213	5	clipboard	clipboard	NOUN
bracis-33566	213	6	provided	provide	VERB
bracis-33566	213	7	by	by	ADP
bracis-33566	213	8	the	the	DET
bracis-33566	213	9	springer	springer	NOUN
bracis-33566	213	10	nature	nature	PROPN
bracis-33566	213	11	sharedit	sharedit	PROPN
bracis-33566	213	12	content	content	NOUN
bracis-33566	213	13	-	-	PUNCT
bracis-33566	213	14	sharing	share	VERB
bracis-33566	213	15	initiative	initiative	NOUN
bracis-33566	213	16	keywords	keyword	NOUN
bracis-33566	213	17	graph	graph	NOUN
bracis-33566	213	18	of	of	ADP
bracis-33566	213	19	a	a	DET
bracis-33566	213	20	function	function	NOUN
bracis-33566	213	21	curve	curve	NOUN
bracis-33566	213	22	recognition	recognition	NOUN
bracis-33566	213	23	image	image	NOUN
bracis-33566	213	24	classification	classification	NOUN
bracis-33566	213	25	convolutional	convolutional	ADJ
bracis-33566	213	26	neural	neural	ADJ
bracis-33566	213	27	networks	network	NOUN
bracis-33566	213	28	deep	deep	ADJ
bracis-33566	213	29	learning	learning	NOUN
bracis-33566	213	30	publish	publish	VERB
bracis-33566	213	31	with	with	ADP
bracis-33566	213	32	us	us	PROPN
bracis-33566	213	33	policies	policy	NOUN
bracis-33566	213	34	and	and	CCONJ
bracis-33566	213	35	ethics	ethic	NOUN
bracis-33566	213	36	profiles	profile	NOUN
bracis-33566	213	37	joaquim	joaquim	PROPN
bracis-33566	213	38	viana	viana	PROPN
bracis-33566	213	39	view	view	PROPN
bracis-33566	213	40	author	author	NOUN
bracis-33566	213	41	profile	profile	NOUN
bracis-33566	213	42	search	search	NOUN
bracis-33566	213	43	search	search	NOUN
bracis-33566	213	44	by	by	ADP
bracis-33566	213	45	keyword	keyword	NOUN
bracis-33566	213	46	or	or	CCONJ
bracis-33566	213	47	author	author	NOUN
bracis-33566	213	48	search	search	NOUN
bracis-33566	213	49	navigation	navigation	NOUN
bracis-33566	213	50	find	find	VERB
bracis-33566	213	51	a	a	DET
bracis-33566	213	52	journal	journal	NOUN
bracis-33566	213	53	publish	publish	VERB
bracis-33566	213	54	with	with	ADP
bracis-33566	213	55	us	we	PRON
bracis-33566	213	56	track	track	VERB
bracis-33566	213	57	your	your	PRON
bracis-33566	213	58	research	research	NOUN
bracis-33566	213	59	discover	discover	VERB
bracis-33566	213	60	content	content	NOUN
bracis-33566	213	61	journals	journal	NOUN
bracis-33566	213	62	a	a	DET
bracis-33566	213	63	-	-	PUNCT
bracis-33566	213	64	z	z	NOUN
bracis-33566	213	65	books	book	NOUN
bracis-33566	213	66	a	a	DET
bracis-33566	213	67	-	-	PUNCT
bracis-33566	213	68	z	z	NOUN
bracis-33566	213	69	publish	publish	NOUN
bracis-33566	213	70	with	with	ADP
bracis-33566	213	71	us	us	PROPN
bracis-33566	213	72	journal	journal	PROPN
bracis-33566	213	73	finder	finder	PROPN
bracis-33566	213	74	publish	publish	VERB
bracis-33566	213	75	your	your	PRON
bracis-33566	213	76	research	research	NOUN
bracis-33566	213	77	language	language	NOUN
bracis-33566	213	78	editing	edit	VERB
bracis-33566	213	79	open	open	ADJ
bracis-33566	213	80	access	access	NOUN
bracis-33566	213	81	publishing	publishing	NOUN
bracis-33566	213	82	products	product	NOUN
bracis-33566	213	83	and	and	CCONJ
bracis-33566	213	84	services	service	NOUN
bracis-33566	213	85	our	our	PRON
bracis-33566	213	86	products	product	NOUN
bracis-33566	213	87	librarians	librarian	VERB
bracis-33566	213	88	societies	society	NOUN
bracis-33566	213	89	partners	partner	NOUN
bracis-33566	213	90	and	and	CCONJ
bracis-33566	213	91	advertisers	advertiser	NOUN
bracis-33566	213	92	our	our	PRON
bracis-33566	213	93	brands	brand	NOUN
bracis-33566	213	94	springer	springer	NOUN
bracis-33566	213	95	nature	nature	PROPN
bracis-33566	213	96	portfolio	portfolio	PROPN
bracis-33566	213	97	bmc	bmc	PROPN
bracis-33566	213	98	palgrave	palgrave	PROPN
bracis-33566	213	99	macmillan	macmillan	PROPN
bracis-33566	213	100	apress	apress	PROPN
bracis-33566	213	101	discover	discover	VERB
bracis-33566	213	102	your	your	PRON
bracis-33566	213	103	privacy	privacy	NOUN
bracis-33566	213	104	choices	choice	NOUN
bracis-33566	213	105	/	/	SYM
bracis-33566	213	106	manage	manage	NOUN
bracis-33566	213	107	cookies	cookie	NOUN
bracis-33566	213	108	your	your	PRON
bracis-33566	213	109	us	us	PROPN
bracis-33566	214	1	state	state	NOUN
bracis-33566	214	2	privacy	privacy	NOUN
bracis-33566	214	3	rights	right	NOUN
bracis-33566	214	4	accessibility	accessibility	NOUN
bracis-33566	214	5	statement	statement	NOUN
bracis-33566	214	6	terms	term	NOUN
bracis-33566	214	7	and	and	CCONJ
bracis-33566	214	8	conditions	condition	NOUN
bracis-33566	214	9	privacy	privacy	NOUN
bracis-33566	214	10	policy	policy	NOUN
bracis-33566	214	11	help	help	NOUN
bracis-33566	214	12	and	and	CCONJ
bracis-33566	214	13	support	support	VERB
bracis-33566	214	14	legal	legal	ADJ
bracis-33566	214	15	notice	notice	NOUN
bracis-33566	214	16	cancel	cancel	VERB
bracis-33566	214	17	contracts	contract	NOUN
bracis-33566	214	18	here	here	ADV
bracis-33566	214	19	129.74.145.123	129.74.145.123	NUM
bracis-33566	214	20	hesburgh	hesburgh	PROPN
bracis-33566	214	21	library	library	PROPN
bracis-33566	214	22	er	er	INTJ
bracis-33566	214	23	unit	unit	NOUN
bracis-33566	214	24	(	(	PUNCT
bracis-33566	214	25	3005732405	3005732405	NUM
bracis-33566	214	26	)	)	PUNCT
bracis-33566	214	27	northeast	northeast	ADJ
bracis-33566	214	28	research	research	NOUN
bracis-33566	214	29	libraries	library	NOUN
bracis-33566	214	30	(	(	PUNCT
bracis-33566	214	31	nerl	nerl	PROPN
bracis-33566	214	32	)	)	PUNCT
bracis-33566	214	33	(	(	PUNCT
bracis-33566	214	34	8200828607	8200828607	NUM
bracis-33566	214	35	)	)	PUNCT
bracis-33566	214	36	nerl	nerl	VERB
bracis-33566	214	37	ta	ta	X
bracis-33566	214	38	account	account	NOUN
bracis-33566	214	39	(	(	PUNCT
bracis-33566	214	40	3006206169	3006206169	NUM
bracis-33566	214	41	)	)	PUNCT
bracis-33566	214	42	university	university	NOUN
bracis-33566	214	43	of	of	ADP
bracis-33566	214	44	notre	notre	PROPN
bracis-33566	214	45	dame	dame	PROPN
bracis-33566	214	46	hesburgh	hesburgh	PROPN
bracis-33566	214	47	library	library	NOUN
bracis-33566	214	48	(	(	PUNCT
bracis-33566	214	49	3000184373	3000184373	NUM
bracis-33566	214	50	)	)	PUNCT
bracis-33566	215	1	©	©	ADP
bracis-33566	215	2	2025	2025	NUM
bracis-33566	215	3	springer	springer	NOUN
bracis-33566	215	4	nature	nature	NOUN