id	sid	tid	token	lemma	pos
fis-3955	1	1	microsoft	microsoft	PROPN
fis-3955	1	2	word	word	PROPN
fis-3955	1	3	numero_63_art_18_3955.docx	numero_63_art_18_3955.docx	ADP
fis-3955	1	4	a.	a.	PROPN
fis-3955	1	5	mishra	mishra	PROPN
fis-3955	1	6	et	et	PROPN
fis-3955	1	7	alii	alii	PROPN
fis-3955	1	8	,	,	PUNCT
fis-3955	1	9	frattura	frattura	PROPN
fis-3955	1	10	ed	ed	PROPN
fis-3955	1	11	integrità	integrità	PROPN
fis-3955	1	12	strutturale	strutturale	PROPN
fis-3955	1	13	,	,	PUNCT
fis-3955	1	14	63	63	NUM
fis-3955	1	15	(	(	PUNCT
fis-3955	1	16	2023	2023	NUM
fis-3955	1	17	)	)	PUNCT
fis-3955	1	18	234	234	NUM
fis-3955	1	19	-	-	SYM
fis-3955	1	20	245	245	NUM
fis-3955	1	21	;	;	PUNCT
fis-3955	1	22	doi	doi	NOUN
fis-3955	1	23	:	:	PUNCT
fis-3955	1	24	10.3221	10.3221	NUM
fis-3955	1	25	/	/	SYM
fis-3955	1	26	igf	igf	PROPN
fis-3955	1	27	-	-	PUNCT
fis-3955	1	28	esis.63.18	esis.63.18	PROPN
fis-3955	1	29	234	234	NUM
fis-3955	1	30	computer	computer	NOUN
fis-3955	1	31	vision	vision	NOUN
fis-3955	1	32	algorithm	algorithm	NOUN
fis-3955	1	33	for	for	ADP
fis-3955	1	34	the	the	DET
fis-3955	1	35	detection	detection	NOUN
fis-3955	1	36	of	of	ADP
fis-3955	1	37	fracture	fracture	NOUN
fis-3955	1	38	cracks	crack	NOUN
fis-3955	1	39	in	in	ADP
fis-3955	1	40	oil	oil	NOUN
fis-3955	1	41	hardening	harden	VERB
fis-3955	1	42	non	non	ADJ
fis-3955	1	43	-	-	ADJ
fis-3955	1	44	shrinking	shrinking	ADJ
fis-3955	1	45	(	(	PUNCT
fis-3955	1	46	ohns	ohns	ADJ
fis-3955	1	47	)	)	PUNCT
fis-3955	1	48	die	die	VERB
fis-3955	1	49	steel	steel	NOUN
fis-3955	1	50	after	after	ADP
fis-3955	1	51	machining	machining	NOUN
fis-3955	1	52	process	process	NOUN
fis-3955	1	53	akshansh	akshansh	PROPN
fis-3955	1	54	mishra	mishra	PROPN
fis-3955	1	55	school	school	PROPN
fis-3955	1	56	of	of	ADP
fis-3955	1	57	industrial	industrial	ADJ
fis-3955	1	58	and	and	CCONJ
fis-3955	1	59	information	information	NOUN
fis-3955	1	60	engineering	engineering	NOUN
fis-3955	1	61	,	,	PUNCT
fis-3955	1	62	politecnico	politecnico	PROPN
fis-3955	1	63	di	di	PROPN
fis-3955	1	64	milano	milano	PROPN
fis-3955	1	65	,	,	PUNCT
fis-3955	1	66	milan	milan	PROPN
fis-3955	1	67	,	,	PUNCT
fis-3955	1	68	italy	italy	PROPN
fis-3955	1	69	akshansh.mishra@mail.polimi.it	akshansh.mishra@mail.polimi.it	PROPN
fis-3955	1	70	,	,	PUNCT
fis-3955	1	71	https://orcid.org/0000-0003-4939-359x	https://orcid.org/0000-0003-4939-359x	PROPN
fis-3955	1	72	vijaykumar	vijaykumar	PROPN
fis-3955	1	73	s.	s.	PROPN
fis-3955	1	74	jatti	jatti	PROPN
fis-3955	1	75	department	department	PROPN
fis-3955	1	76	of	of	ADP
fis-3955	1	77	mechanical	mechanical	ADJ
fis-3955	1	78	engineering	engineering	NOUN
fis-3955	1	79	,	,	PUNCT
fis-3955	1	80	symbiosis	symbiosis	NOUN
fis-3955	1	81	institute	institute	PROPN
fis-3955	1	82	of	of	ADP
fis-3955	1	83	technology	technology	PROPN
fis-3955	1	84	,	,	PUNCT
fis-3955	1	85	pune	pune	PROPN
fis-3955	1	86	,	,	PUNCT
fis-3955	1	87	india	india	PROPN
fis-3955	1	88	vijaykumar.jatti@sitpune.edu.in	vijaykumar.jatti@sitpune.edu.in	PROPN
fis-3955	1	89	,	,	PUNCT
fis-3955	2	1	https://orcid.org/0000-0001-7949-2551	https://orcid.org/0000-0001-7949-2551	PROPN
fis-3955	2	2	nitin	nitin	PROPN
fis-3955	2	3	k.	k.	PROPN
fis-3955	2	4	khedkar	khedkar	PROPN
fis-3955	2	5	,	,	PUNCT
fis-3955	2	6	rahul	rahul	PROPN
fis-3955	2	7	b.	b.	PROPN
fis-3955	2	8	dhabale	dhabale	PROPN
fis-3955	2	9	,	,	PUNCT
fis-3955	2	10	ashwini	ashwini	NOUN
fis-3955	2	11	v.	v.	PROPN
fis-3955	2	12	jatti	jatti	PROPN
fis-3955	2	13	symbiosis	symbiosis	PROPN
fis-3955	2	14	institute	institute	PROPN
fis-3955	2	15	of	of	ADP
fis-3955	2	16	technology	technology	PROPN
fis-3955	2	17	,	,	PUNCT
fis-3955	2	18	symbiosis	symbiosis	NOUN
fis-3955	2	19	international	international	ADJ
fis-3955	2	20	(	(	PUNCT
fis-3955	2	21	deemed	deem	VERB
fis-3955	2	22	)	)	PUNCT
fis-3955	2	23	university	university	NOUN
fis-3955	2	24	,	,	PUNCT
fis-3955	2	25	pune	pune	NOUN
fis-3955	2	26	412115	412115	NUM
fis-3955	2	27	,	,	PUNCT
fis-3955	2	28	india	india	PROPN
fis-3955	2	29	dydirectoradministration@sitpune.edu.in	dydirectoradministration@sitpune.edu.in	NOUN
fis-3955	2	30	,	,	PUNCT
fis-3955	2	31	https://orcid.org/0000-0003-2784-234x	https://orcid.org/0000-0003-2784-234x	NOUN
fis-3955	2	32	rahul@sitpune.edu.in	rahul@sitpune.edu.in	NOUN
fis-3955	2	33	,	,	PUNCT
fis-3955	2	34	https://orcid.org/0000-0002-8246-1745	https://orcid.org/0000-0002-8246-1745	NOUN
fis-3955	2	35	ashwini.jatti@sitpune.edu.in	ashwini.jatti@sitpune.edu.in	ADV
fis-3955	2	36	,	,	PUNCT
fis-3955	2	37	https://orcid.org/0000-0001-8201-2555	https://orcid.org/0000-0001-8201-2555	PROPN
fis-3955	2	38	abstract	abstract	NOUN
fis-3955	2	39	.	.	PUNCT
fis-3955	3	1	a	a	DET
fis-3955	3	2	variant	variant	NOUN
fis-3955	3	3	of	of	ADP
fis-3955	3	4	neural	neural	ADJ
fis-3955	3	5	network	network	NOUN
fis-3955	3	6	for	for	ADP
fis-3955	3	7	processing	processing	NOUN
fis-3955	3	8	with	with	ADP
fis-3955	3	9	images	image	NOUN
fis-3955	3	10	is	be	AUX
fis-3955	3	11	a	a	DET
fis-3955	3	12	convolutional	convolutional	ADJ
fis-3955	3	13	neural	neural	ADJ
fis-3955	3	14	network	network	NOUN
fis-3955	3	15	(	(	PUNCT
fis-3955	3	16	cnn	cnn	PROPN
fis-3955	3	17	)	)	PUNCT
fis-3955	3	18	.	.	PUNCT
fis-3955	4	1	this	this	DET
fis-3955	4	2	type	type	NOUN
fis-3955	4	3	of	of	ADP
fis-3955	4	4	neural	neural	ADJ
fis-3955	4	5	network	network	NOUN
fis-3955	4	6	receives	receive	VERB
fis-3955	4	7	input	input	NOUN
fis-3955	4	8	from	from	ADP
fis-3955	4	9	an	an	DET
fis-3955	4	10	image	image	NOUN
fis-3955	4	11	and	and	CCONJ
fis-3955	4	12	extracts	extract	NOUN
fis-3955	4	13	features	feature	NOUN
fis-3955	4	14	from	from	ADP
fis-3955	4	15	the	the	DET
fis-3955	4	16	image	image	NOUN
fis-3955	4	17	while	while	SCONJ
fis-3955	4	18	also	also	ADV
fis-3955	4	19	providing	provide	VERB
fis-3955	4	20	learnable	learnable	ADJ
fis-3955	4	21	parameters	parameter	NOUN
fis-3955	4	22	to	to	PART
fis-3955	4	23	effectively	effectively	ADV
fis-3955	4	24	do	do	VERB
fis-3955	4	25	the	the	DET
fis-3955	4	26	classification	classification	NOUN
fis-3955	4	27	,	,	PUNCT
fis-3955	4	28	detection	detection	NOUN
fis-3955	4	29	,	,	PUNCT
fis-3955	4	30	and	and	CCONJ
fis-3955	4	31	many	many	ADJ
fis-3955	4	32	other	other	ADJ
fis-3955	4	33	tasks	task	NOUN
fis-3955	4	34	.	.	PUNCT
fis-3955	5	1	in	in	ADP
fis-3955	5	2	the	the	DET
fis-3955	5	3	present	present	ADJ
fis-3955	5	4	work	work	NOUN
fis-3955	5	5	,	,	PUNCT
fis-3955	5	6	u	u	NOUN
fis-3955	5	7	-	-	ADJ
fis-3955	5	8	net	net	ADJ
fis-3955	5	9	convolutional	convolutional	ADJ
fis-3955	5	10	neural	neural	ADJ
fis-3955	5	11	network	network	NOUN
fis-3955	5	12	is	be	AUX
fis-3955	5	13	implemented	implement	VERB
fis-3955	5	14	on	on	ADP
fis-3955	5	15	jupyter	jupyter	ADJ
fis-3955	5	16	platform	platform	NOUN
fis-3955	5	17	by	by	ADP
fis-3955	5	18	using	use	VERB
fis-3955	5	19	python	python	NOUN
fis-3955	5	20	programming	programming	NOUN
fis-3955	5	21	for	for	ADP
fis-3955	5	22	fracture	fracture	NOUN
fis-3955	5	23	surface	surface	NOUN
fis-3955	5	24	image	image	NOUN
fis-3955	5	25	segmentation	segmentation	NOUN
fis-3955	5	26	in	in	ADP
fis-3955	5	27	oil	oil	NOUN
fis-3955	5	28	hardening	harden	VERB
fis-3955	5	29	non	non	ADJ
fis-3955	5	30	-	-	ADJ
fis-3955	5	31	shrinking	shrinking	ADJ
fis-3955	5	32	(	(	PUNCT
fis-3955	5	33	ohns	ohns	ADJ
fis-3955	5	34	)	)	PUNCT
fis-3955	5	35	die	die	VERB
fis-3955	5	36	steel	steel	NOUN
fis-3955	5	37	after	after	ADP
fis-3955	5	38	the	the	DET
fis-3955	5	39	machining	machining	NOUN
fis-3955	5	40	process	process	NOUN
fis-3955	5	41	.	.	PUNCT
fis-3955	6	1	the	the	DET
fis-3955	6	2	results	result	NOUN
fis-3955	6	3	showed	show	VERB
fis-3955	6	4	that	that	SCONJ
fis-3955	6	5	the	the	DET
fis-3955	6	6	fracture	fracture	NOUN
fis-3955	6	7	cracks	crack	NOUN
fis-3955	6	8	can	can	AUX
fis-3955	6	9	be	be	AUX
fis-3955	6	10	validated	validate	VERB
fis-3955	6	11	by	by	ADP
fis-3955	6	12	testing	test	VERB
fis-3955	6	13	with	with	ADP
fis-3955	6	14	higher	high	ADJ
fis-3955	6	15	accuracy	accuracy	NOUN
fis-3955	6	16	.	.	PUNCT
fis-3955	7	1	the	the	DET
fis-3955	7	2	plot	plot	NOUN
fis-3955	7	3	of	of	ADP
fis-3955	7	4	accuracy	accuracy	NOUN
fis-3955	7	5	vs.	vs.	ADP
fis-3955	7	6	number	number	NOUN
fis-3955	7	7	of	of	ADP
fis-3955	7	8	epochs	epoch	NOUN
fis-3955	7	9	showed	show	VERB
fis-3955	7	10	the	the	DET
fis-3955	7	11	obtained	obtain	VERB
fis-3955	7	12	accuracy	accuracy	NOUN
fis-3955	7	13	score	score	NOUN
fis-3955	7	14	0f	0f	NOUN
fis-3955	7	15	1.0	1.0	NUM
fis-3955	7	16	which	which	PRON
fis-3955	7	17	means	mean	VERB
fis-3955	7	18	that	that	SCONJ
fis-3955	7	19	100	100	NUM
fis-3955	7	20	%	%	NOUN
fis-3955	7	21	of	of	ADP
fis-3955	7	22	points	point	NOUN
fis-3955	7	23	were	be	AUX
fis-3955	7	24	correctly	correctly	ADV
fis-3955	7	25	labeled	label	VERB
fis-3955	7	26	by	by	ADP
fis-3955	7	27	our	our	PRON
fis-3955	7	28	implemented	implement	VERB
fis-3955	7	29	algorithm	algorithm	NOUN
fis-3955	7	30	.	.	PUNCT
fis-3955	8	1	keywords	keyword	NOUN
fis-3955	8	2	.	.	PUNCT
fis-3955	9	1	artificial	artificial	ADJ
fis-3955	9	2	intelligence	intelligence	NOUN
fis-3955	9	3	,	,	PUNCT
fis-3955	9	4	computer	computer	NOUN
fis-3955	9	5	vision	vision	NOUN
fis-3955	9	6	,	,	PUNCT
fis-3955	9	7	fracture	fracture	NOUN
fis-3955	9	8	cracks	crack	NOUN
fis-3955	9	9	,	,	PUNCT
fis-3955	9	10	segmentation	segmentation	NOUN
fis-3955	9	11	,	,	PUNCT
fis-3955	9	12	u	u	NOUN
fis-3955	9	13	-	-	NOUN
fis-3955	9	14	net	net	NOUN
fis-3955	9	15	.	.	PUNCT
fis-3955	10	1	citation	citation	NOUN
fis-3955	10	2	:	:	PUNCT
fis-3955	11	1	mishra	mishra	PROPN
fis-3955	11	2	,	,	PUNCT
fis-3955	11	3	a.	a.	PROPN
fis-3955	11	4	,	,	PUNCT
fis-3955	11	5	jatti	jatti	PROPN
fis-3955	11	6	,	,	PUNCT
fis-3955	11	7	v.	v.	PROPN
fis-3955	11	8	s.	s.	PROPN
fis-3955	11	9	,	,	PUNCT
fis-3955	11	10	khedlar	khedlar	ADJ
fis-3955	11	11	,	,	PUNCT
fis-3955	11	12	n.	n.	PROPN
fis-3955	11	13	k.	k.	PROPN
fis-3955	11	14	,	,	PUNCT
fis-3955	11	15	dhabale	dhabale	NOUN
fis-3955	11	16	,	,	PUNCT
fis-3955	11	17	r.	r.	PROPN
fis-3955	11	18	b.	b.	PROPN
fis-3955	11	19	,	,	PUNCT
fis-3955	11	20	jatti	jatti	PROPN
fis-3955	11	21	,	,	PUNCT
fis-3955	11	22	a.	a.	NOUN
fis-3955	11	23	v.	v.	PROPN
fis-3955	11	24	,	,	PUNCT
fis-3955	11	25	computer	computer	NOUN
fis-3955	11	26	vision	vision	NOUN
fis-3955	11	27	algorithm	algorithm	NOUN
fis-3955	11	28	for	for	ADP
fis-3955	11	29	the	the	DET
fis-3955	11	30	detection	detection	NOUN
fis-3955	11	31	of	of	ADP
fis-3955	11	32	fracture	fracture	NOUN
fis-3955	11	33	cracks	crack	NOUN
fis-3955	11	34	in	in	ADP
fis-3955	11	35	oil	oil	NOUN
fis-3955	11	36	hardening	harden	VERB
fis-3955	11	37	non	non	ADJ
fis-3955	11	38	-	-	ADJ
fis-3955	11	39	shrinking	shrinking	ADJ
fis-3955	11	40	(	(	PUNCT
fis-3955	11	41	ohns	ohns	ADJ
fis-3955	11	42	)	)	PUNCT
fis-3955	11	43	die	die	VERB
fis-3955	11	44	steel	steel	NOUN
fis-3955	11	45	after	after	ADP
fis-3955	11	46	machining	machining	NOUN
fis-3955	11	47	process	process	NOUN
fis-3955	11	48	,	,	PUNCT
fis-3955	11	49	frattura	frattura	PROPN
fis-3955	11	50	ed	ed	PROPN
fis-3955	11	51	integrità	integrità	PROPN
fis-3955	11	52	strutturale	strutturale	PROPN
fis-3955	11	53	,	,	PUNCT
fis-3955	11	54	63	63	NUM
fis-3955	11	55	(	(	PUNCT
fis-3955	11	56	2023	2023	NUM
fis-3955	11	57	)	)	PUNCT
fis-3955	11	58	234	234	NUM
fis-3955	11	59	-	-	SYM
fis-3955	11	60	245	245	NUM
fis-3955	11	61	.	.	PUNCT
fis-3955	12	1	received	receive	VERB
fis-3955	12	2	:	:	PUNCT
fis-3955	12	3	31.10.2022	31.10.2022	NOUN
fis-3955	12	4	accepted	accept	VERB
fis-3955	12	5	:	:	PUNCT
fis-3955	12	6	02.12.2022	02.12.2022	X
fis-3955	12	7	online	online	ADJ
fis-3955	12	8	first	first	ADV
fis-3955	12	9	:	:	PUNCT
fis-3955	12	10	06.12.2022	06.12.2022	NOUN
fis-3955	12	11	published	publish	VERB
fis-3955	12	12	:	:	PUNCT
fis-3955	12	13	01.01.2023	01.01.2023	NUM
fis-3955	12	14	copyright	copyright	NOUN
fis-3955	12	15	:	:	PUNCT
fis-3955	12	16	©	©	PROPN
fis-3955	12	17	2023	2023	NUM
fis-3955	12	18	this	this	PRON
fis-3955	12	19	is	be	AUX
fis-3955	12	20	an	an	DET
fis-3955	12	21	open	open	ADJ
fis-3955	12	22	access	access	NOUN
fis-3955	12	23	article	article	NOUN
fis-3955	12	24	under	under	ADP
fis-3955	12	25	the	the	DET
fis-3955	12	26	terms	term	NOUN
fis-3955	12	27	of	of	ADP
fis-3955	12	28	the	the	DET
fis-3955	12	29	cc	cc	NOUN
fis-3955	12	30	-	-	PUNCT
fis-3955	12	31	by	by	ADP
fis-3955	12	32	4.0	4.0	NUM
fis-3955	12	33	,	,	PUNCT
fis-3955	12	34	which	which	PRON
fis-3955	12	35	permits	permit	VERB
fis-3955	12	36	unrestricted	unrestricted	ADJ
fis-3955	12	37	use	use	NOUN
fis-3955	12	38	,	,	PUNCT
fis-3955	12	39	distribution	distribution	NOUN
fis-3955	12	40	,	,	PUNCT
fis-3955	12	41	and	and	CCONJ
fis-3955	12	42	reproduction	reproduction	NOUN
fis-3955	12	43	in	in	ADP
fis-3955	12	44	any	any	DET
fis-3955	12	45	medium	medium	NOUN
fis-3955	12	46	,	,	PUNCT
fis-3955	12	47	provided	provide	VERB
fis-3955	12	48	the	the	DET
fis-3955	12	49	original	original	ADJ
fis-3955	12	50	author	author	NOUN
fis-3955	12	51	and	and	CCONJ
fis-3955	12	52	source	source	NOUN
fis-3955	12	53	are	be	AUX
fis-3955	12	54	credited	credit	VERB
fis-3955	12	55	.	.	PUNCT
fis-3955	13	1	introduction	introduction	NOUN
fis-3955	13	2	omputer	omputer	PROPN
fis-3955	13	3	vision	vision	PROPN
fis-3955	13	4	is	be	AUX
fis-3955	13	5	a	a	DET
fis-3955	13	6	branch	branch	NOUN
fis-3955	13	7	of	of	ADP
fis-3955	13	8	artificial	artificial	ADJ
fis-3955	13	9	intelligence	intelligence	NOUN
fis-3955	13	10	(	(	PUNCT
fis-3955	13	11	ai	ai	NOUN
fis-3955	13	12	)	)	PUNCT
fis-3955	13	13	that	that	PRON
fis-3955	13	14	permits	permit	VERB
fis-3955	13	15	computers	computer	NOUN
fis-3955	13	16	and	and	CCONJ
fis-3955	13	17	systems	system	NOUN
fis-3955	13	18	to	to	PART
fis-3955	13	19	extract	extract	VERB
fis-3955	13	20	useful	useful	ADJ
fis-3955	13	21	information	information	NOUN
fis-3955	13	22	from	from	ADP
fis-3955	13	23	digital	digital	ADJ
fis-3955	13	24	photos	photo	NOUN
fis-3955	13	25	,	,	PUNCT
fis-3955	13	26	videos	video	NOUN
fis-3955	13	27	,	,	PUNCT
fis-3955	13	28	and	and	CCONJ
fis-3955	13	29	other	other	ADJ
fis-3955	13	30	visual	visual	ADJ
fis-3955	13	31	inputs	input	NOUN
fis-3955	13	32	and	and	CCONJ
fis-3955	13	33	to	to	PART
fis-3955	13	34	execute	execute	VERB
fis-3955	13	35	actions	action	NOUN
fis-3955	13	36	or	or	CCONJ
fis-3955	13	37	formulate	formulate	ADJ
fis-3955	13	38	predictions	prediction	NOUN
fis-3955	13	39	based	base	VERB
fis-3955	13	40	on	on	ADP
fis-3955	13	41	that	that	DET
fis-3955	13	42	information	information	NOUN
fis-3955	13	43	[	[	X
fis-3955	13	44	1	1	NUM
fis-3955	13	45	-	-	SYM
fis-3955	13	46	4	4	NUM
fis-3955	13	47	]	]	PUNCT
fis-3955	13	48	.	.	PUNCT
fis-3955	14	1	ai	ai	AUX
fis-3955	14	2	makes	make	VERB
fis-3955	14	3	it	it	PRON
fis-3955	14	4	possible	possible	ADJ
fis-3955	14	5	for	for	SCONJ
fis-3955	14	6	computers	computer	NOUN
fis-3955	14	7	to	to	PART
fis-3955	14	8	think	think	VERB
fis-3955	14	9	,	,	PUNCT
fis-3955	14	10	while	while	SCONJ
fis-3955	14	11	computer	computer	NOUN
fis-3955	14	12	vision	vision	NOUN
fis-3955	14	13	makes	make	VERB
fis-3955	14	14	it	it	PRON
fis-3955	14	15	c	c	VERB
fis-3955	14	16	https://youtu.be/05xt7is_shc	https://youtu.be/05xt7is_shc	PROPN
fis-3955	14	17	a.	a.	PROPN
fis-3955	14	18	mishra	mishra	PROPN
fis-3955	14	19	et	et	PROPN
fis-3955	14	20	alii	alii	PROPN
fis-3955	14	21	,	,	PUNCT
fis-3955	14	22	frattura	frattura	PROPN
fis-3955	14	23	ed	ed	PROPN
fis-3955	14	24	integrità	integrità	PROPN
fis-3955	14	25	strutturale	strutturale	PROPN
fis-3955	14	26	,	,	PUNCT
fis-3955	14	27	63	63	NUM
fis-3955	14	28	(	(	PUNCT
fis-3955	14	29	2023	2023	NUM
fis-3955	14	30	)	)	PUNCT
fis-3955	14	31	234	234	NUM
fis-3955	14	32	-	-	SYM
fis-3955	14	33	245	245	NUM
fis-3955	14	34	;	;	PUNCT
fis-3955	14	35	doi	doi	NOUN
fis-3955	14	36	:	:	PUNCT
fis-3955	14	37	10.3221	10.3221	NUM
fis-3955	14	38	/	/	SYM
fis-3955	14	39	igf	igf	PROPN
fis-3955	14	40	-	-	PUNCT
fis-3955	14	41	esis.63.18	esis.63.18	PROPN
fis-3955	14	42	235	235	NUM
fis-3955	14	43	possible	possible	ADJ
fis-3955	14	44	for	for	SCONJ
fis-3955	14	45	them	they	PRON
fis-3955	14	46	to	to	PART
fis-3955	14	47	see	see	VERB
fis-3955	14	48	,	,	PUNCT
fis-3955	14	49	hear	hear	VERB
fis-3955	14	50	,	,	PUNCT
fis-3955	14	51	and	and	CCONJ
fis-3955	14	52	comprehend	comprehend	VERB
fis-3955	14	53	.	.	PUNCT
fis-3955	15	1	humans	human	NOUN
fis-3955	15	2	have	have	VERB
fis-3955	15	3	an	an	DET
fis-3955	15	4	advantage	advantage	NOUN
fis-3955	15	5	over	over	ADP
fis-3955	15	6	computers	computer	NOUN
fis-3955	15	7	when	when	SCONJ
fis-3955	15	8	it	it	PRON
fis-3955	15	9	comes	come	VERB
fis-3955	15	10	to	to	ADP
fis-3955	15	11	how	how	SCONJ
fis-3955	15	12	eyesight	eyesight	ADJ
fis-3955	15	13	works	work	VERB
fis-3955	15	14	.	.	PUNCT
fis-3955	16	1	the	the	DET
fis-3955	16	2	benefit	benefit	NOUN
fis-3955	16	3	of	of	ADP
fis-3955	16	4	human	human	ADJ
fis-3955	16	5	sight	sight	NOUN
fis-3955	16	6	is	be	AUX
fis-3955	16	7	that	that	SCONJ
fis-3955	16	8	it	it	PRON
fis-3955	16	9	has	have	AUX
fis-3955	16	10	had	have	VERB
fis-3955	16	11	a	a	DET
fis-3955	16	12	lifetime	lifetime	NOUN
fis-3955	16	13	to	to	PART
fis-3955	16	14	learn	learn	VERB
fis-3955	16	15	how	how	SCONJ
fis-3955	16	16	to	to	PART
fis-3955	16	17	distinguish	distinguish	VERB
fis-3955	16	18	between	between	ADP
fis-3955	16	19	things	thing	NOUN
fis-3955	16	20	,	,	PUNCT
fis-3955	16	21	determine	determine	VERB
fis-3955	16	22	their	their	PRON
fis-3955	16	23	distance	distance	NOUN
fis-3955	16	24	from	from	ADP
fis-3955	16	25	the	the	DET
fis-3955	16	26	viewer	viewer	NOUN
fis-3955	16	27	,	,	PUNCT
fis-3955	16	28	whether	whether	SCONJ
fis-3955	16	29	they	they	PRON
fis-3955	16	30	are	be	AUX
fis-3955	16	31	moving	move	VERB
fis-3955	16	32	,	,	PUNCT
fis-3955	16	33	and	and	CCONJ
fis-3955	16	34	whether	whether	SCONJ
fis-3955	16	35	something	something	PRON
fis-3955	16	36	is	be	AUX
fis-3955	16	37	off	off	ADV
fis-3955	16	38	about	about	ADP
fis-3955	16	39	an	an	DET
fis-3955	16	40	image	image	NOUN
fis-3955	16	41	[	[	X
fis-3955	16	42	5	5	NUM
fis-3955	16	43	-	-	SYM
fis-3955	16	44	7	7	NUM
fis-3955	16	45	]	]	PUNCT
fis-3955	16	46	.	.	PUNCT
fis-3955	17	1	computer	computer	NOUN
fis-3955	17	2	vision	vision	NOUN
fis-3955	17	3	algorithms	algorithm	NOUN
fis-3955	17	4	are	be	AUX
fis-3955	17	5	implemented	implement	VERB
fis-3955	17	6	in	in	ADP
fis-3955	17	7	manufacturing	manufacturing	NOUN
fis-3955	17	8	industries	industry	NOUN
fis-3955	17	9	for	for	ADP
fis-3955	17	10	improving	improve	VERB
fis-3955	17	11	both	both	CCONJ
fis-3955	17	12	mechanical	mechanical	ADJ
fis-3955	17	13	and	and	CCONJ
fis-3955	17	14	microstructure	microstructure	ADJ
fis-3955	17	15	properties	property	NOUN
fis-3955	17	16	of	of	ADP
fis-3955	17	17	the	the	DET
fis-3955	17	18	fabricated	fabricate	VERB
fis-3955	17	19	components	component	NOUN
fis-3955	17	20	.	.	PUNCT
fis-3955	18	1	for	for	ADP
fis-3955	18	2	the	the	DET
fis-3955	18	3	structural	structural	ADJ
fis-3955	18	4	investigation	investigation	NOUN
fis-3955	18	5	of	of	ADP
fis-3955	18	6	the	the	DET
fis-3955	18	7	total	total	ADJ
fis-3955	18	8	pore	pore	ADJ
fis-3955	18	9	space	space	NOUN
fis-3955	18	10	,	,	PUNCT
fis-3955	18	11	singh	singh	PROPN
fis-3955	18	12	et	et	PROPN
fis-3955	18	13	al	al	PROPN
fis-3955	18	14	.	.	PUNCT
fis-3955	19	1	[	[	X
fis-3955	19	2	8	8	NUM
fis-3955	19	3	]	]	PUNCT
fis-3955	19	4	used	use	VERB
fis-3955	19	5	a	a	DET
fis-3955	19	6	contour	contour	NOUN
fis-3955	19	7	detection	detection	NOUN
fis-3955	19	8	computer	computer	NOUN
fis-3955	19	9	vision	vision	NOUN
fis-3955	19	10	technique	technique	NOUN
fis-3955	19	11	.	.	PUNCT
fis-3955	20	1	because	because	SCONJ
fis-3955	20	2	fractures	fracture	NOUN
fis-3955	20	3	are	be	AUX
fis-3955	20	4	typically	typically	ADV
fis-3955	20	5	thought	think	VERB
fis-3955	20	6	of	of	ADP
fis-3955	20	7	as	as	ADP
fis-3955	20	8	planar	planar	ADJ
fis-3955	20	9	structures	structure	NOUN
fis-3955	20	10	,	,	PUNCT
fis-3955	20	11	they	they	PRON
fis-3955	20	12	performed	perform	VERB
fis-3955	20	13	a	a	DET
fis-3955	20	14	slice	slice	NOUN
fis-3955	20	15	-	-	PUNCT
fis-3955	20	16	by	by	ADP
fis-3955	20	17	-	-	PUNCT
fis-3955	20	18	slice	slice	NOUN
fis-3955	20	19	study	study	NOUN
fis-3955	20	20	on	on	ADP
fis-3955	20	21	3d	3d	NUM
fis-3955	20	22	segmented	segment	VERB
fis-3955	20	23	pictures	picture	NOUN
fis-3955	20	24	of	of	ADP
fis-3955	20	25	cracked	crack	VERB
fis-3955	20	26	sandstones	sandstone	NOUN
fis-3955	20	27	and	and	CCONJ
fis-3955	20	28	carbonates	carbonate	NOUN
fis-3955	20	29	.	.	PUNCT
fis-3955	21	1	in	in	ADP
fis-3955	21	2	order	order	NOUN
fis-3955	21	3	to	to	PART
fis-3955	21	4	distinguish	distinguish	VERB
fis-3955	21	5	between	between	ADP
fis-3955	21	6	granular	granular	ADJ
fis-3955	21	7	pores	pore	NOUN
fis-3955	21	8	and	and	CCONJ
fis-3955	21	9	fractures	fracture	NOUN
fis-3955	21	10	,	,	PUNCT
fis-3955	21	11	the	the	DET
fis-3955	21	12	contours	contours	NOUN
fis-3955	21	13	of	of	ADP
fis-3955	21	14	pores	pore	NOUN
fis-3955	21	15	(	(	PUNCT
fis-3955	21	16	both	both	CCONJ
fis-3955	21	17	granular	granular	ADJ
fis-3955	21	18	pores	pore	NOUN
fis-3955	21	19	and	and	CCONJ
fis-3955	21	20	fractures	fracture	NOUN
fis-3955	21	21	)	)	PUNCT
fis-3955	21	22	and	and	CCONJ
fis-3955	21	23	their	their	PRON
fis-3955	21	24	composition	composition	NOUN
fis-3955	21	25	and	and	CCONJ
fis-3955	21	26	structure	structure	NOUN
fis-3955	21	27	are	be	AUX
fis-3955	21	28	taken	take	VERB
fis-3955	21	29	into	into	ADP
fis-3955	21	30	consideration	consideration	NOUN
fis-3955	21	31	.	.	PUNCT
fis-3955	22	1	the	the	DET
fis-3955	22	2	exploratory	exploratory	ADJ
fis-3955	22	3	research	research	NOUN
fis-3955	22	4	revealed	reveal	VERB
fis-3955	22	5	that	that	SCONJ
fis-3955	22	6	,	,	PUNCT
fis-3955	22	7	for	for	ADP
fis-3955	22	8	the	the	DET
fis-3955	22	9	both	both	CCONJ
fis-3955	22	10	sandstones	sandstone	NOUN
fis-3955	22	11	and	and	CCONJ
fis-3955	22	12	carbonates	carbonate	NOUN
fis-3955	22	13	,	,	PUNCT
fis-3955	22	14	two	two	NUM
fis-3955	22	15	principal	principal	ADJ
fis-3955	22	16	components	component	NOUN
fis-3955	22	17	are	be	AUX
fis-3955	22	18	the	the	DET
fis-3955	22	19	ideal	ideal	ADJ
fis-3955	22	20	number	number	NOUN
fis-3955	22	21	needed	need	VERB
fis-3955	22	22	for	for	ADP
fis-3955	22	23	segregation	segregation	NOUN
fis-3955	22	24	.	.	PUNCT
fis-3955	23	1	a	a	DET
fis-3955	23	2	deep	deep	ADJ
fis-3955	23	3	learning	learning	NOUN
fis-3955	23	4	strategy	strategy	NOUN
fis-3955	23	5	based	base	VERB
fis-3955	23	6	on	on	ADP
fis-3955	23	7	convolutional	convolutional	ADJ
fis-3955	23	8	neural	neural	ADJ
fis-3955	23	9	networks	network	NOUN
fis-3955	23	10	(	(	PUNCT
fis-3955	23	11	cnns	cnns	PROPN
fis-3955	23	12	)	)	PUNCT
fis-3955	23	13	,	,	PUNCT
fis-3955	23	14	known	know	VERB
fis-3955	23	15	as	as	ADP
fis-3955	23	16	the	the	DET
fis-3955	23	17	third	third	ADJ
fis-3955	23	18	iteration	iteration	NOUN
fis-3955	23	19	of	of	ADP
fis-3955	23	20	the	the	PRON
fis-3955	23	21	you	you	PRON
fis-3955	23	22	only	only	ADV
fis-3955	23	23	look	look	VERB
fis-3955	23	24	once	once	ADV
fis-3955	23	25	principle	principle	NOUN
fis-3955	23	26	(	(	PUNCT
fis-3955	23	27	yolov3	yolov3	PROPN
fis-3955	23	28	)	)	PUNCT
fis-3955	23	29	.	.	PUNCT
fis-3955	24	1	,	,	PUNCT
fis-3955	24	2	was	be	AUX
fis-3955	24	3	proposed	propose	VERB
fis-3955	24	4	by	by	ADP
fis-3955	24	5	zhou	zhou	PROPN
fis-3955	24	6	et	et	PROPN
fis-3955	24	7	al	al	PROPN
fis-3955	24	8	.	.	PUNCT
fis-3955	25	1	[	[	X
fis-3955	25	2	9	9	NUM
fis-3955	25	3	]	]	PUNCT
fis-3955	25	4	in	in	ADP
fis-3955	25	5	their	their	PRON
fis-3955	25	6	study	study	NOUN
fis-3955	25	7	.	.	PUNCT
fis-3955	26	1	there	there	PRON
fis-3955	26	2	are	be	VERB
fis-3955	26	3	n't	not	PART
fis-3955	26	4	many	many	ADJ
fis-3955	26	5	photos	photo	NOUN
fis-3955	26	6	of	of	ADP
fis-3955	26	7	the	the	DET
fis-3955	26	8	shattered	shattered	ADJ
fis-3955	26	9	bolts	bolt	NOUN
fis-3955	26	10	that	that	PRON
fis-3955	26	11	can	can	AUX
fis-3955	26	12	be	be	AUX
fis-3955	26	13	used	use	VERB
fis-3955	26	14	in	in	ADP
fis-3955	26	15	practice	practice	NOUN
fis-3955	26	16	,	,	PUNCT
fis-3955	26	17	which	which	PRON
fis-3955	26	18	presents	present	VERB
fis-3955	26	19	a	a	DET
fis-3955	26	20	problem	problem	NOUN
fis-3955	26	21	for	for	ADP
fis-3955	26	22	the	the	DET
fis-3955	26	23	detector	detector	NOUN
fis-3955	26	24	training	training	NOUN
fis-3955	26	25	using	use	VERB
fis-3955	26	26	yolov3	yolov3	PROPN
fis-3955	26	27	.	.	PUNCT
fis-3955	27	1	the	the	DET
fis-3955	27	2	brightness	brightness	NOUN
fis-3955	27	3	transformation	transformation	NOUN
fis-3955	27	4	,	,	PUNCT
fis-3955	27	5	gaussian	gaussian	NOUN
fis-3955	27	6	blur	blur	NOUN
fis-3955	27	7	,	,	PUNCT
fis-3955	27	8	flipping	flipping	NOUN
fis-3955	27	9	,	,	PUNCT
fis-3955	27	10	perspective	perspective	NOUN
fis-3955	27	11	transformation	transformation	NOUN
fis-3955	27	12	,	,	PUNCT
fis-3955	27	13	and	and	CCONJ
fis-3955	27	14	scaling	scaling	NOUN
fis-3955	27	15	are	be	AUX
fis-3955	27	16	five	five	NUM
fis-3955	27	17	data	datum	NOUN
fis-3955	27	18	augmentation	augmentation	NOUN
fis-3955	27	19	techniques	technique	NOUN
fis-3955	27	20	that	that	PRON
fis-3955	27	21	are	be	AUX
fis-3955	27	22	developed	develop	VERB
fis-3955	27	23	to	to	PART
fis-3955	27	24	overcome	overcome	VERB
fis-3955	27	25	this	this	DET
fis-3955	27	26	issue	issue	NOUN
fis-3955	27	27	and	and	CCONJ
fis-3955	27	28	provide	provide	VERB
fis-3955	27	29	better	well	ADJ
fis-3955	27	30	labeled	label	VERB
fis-3955	27	31	images	image	NOUN
fis-3955	27	32	.	.	PUNCT
fis-3955	28	1	six	six	NUM
fis-3955	28	2	yolov3	yolov3	PROPN
fis-3955	28	3	neural	neural	ADJ
fis-3955	28	4	networks	network	NOUN
fis-3955	28	5	are	be	AUX
fis-3955	28	6	developed	develop	VERB
fis-3955	28	7	using	use	VERB
fis-3955	28	8	six	six	NUM
fis-3955	28	9	various	various	ADJ
fis-3955	28	10	augmented	augment	VERB
fis-3955	28	11	training	training	NOUN
fis-3955	28	12	sets	set	NOUN
fis-3955	28	13	,	,	PUNCT
fis-3955	28	14	and	and	CCONJ
fis-3955	28	15	each	each	DET
fis-3955	28	16	network	network	NOUN
fis-3955	28	17	's	's	PART
fis-3955	28	18	performance	performance	NOUN
fis-3955	28	19	is	be	AUX
fis-3955	28	20	then	then	ADV
fis-3955	28	21	assessed	assess	VERB
fis-3955	28	22	on	on	ADP
fis-3955	28	23	the	the	DET
fis-3955	28	24	same	same	ADJ
fis-3955	28	25	testing	testing	NOUN
fis-3955	28	26	set	set	VERB
fis-3955	28	27	to	to	PART
fis-3955	28	28	determine	determine	VERB
fis-3955	28	29	the	the	DET
fis-3955	28	30	effectiveness	effectiveness	NOUN
fis-3955	28	31	of	of	ADP
fis-3955	28	32	various	various	ADJ
fis-3955	28	33	augmentation	augmentation	NOUN
fis-3955	28	34	techniques	technique	NOUN
fis-3955	28	35	.	.	PUNCT
fis-3955	29	1	by	by	ADP
fis-3955	29	2	analyzing	analyze	VERB
fis-3955	29	3	inline	inline	NOUN
fis-3955	29	4	measured	measure	VERB
fis-3955	29	5	process	process	NOUN
fis-3955	29	6	data	datum	NOUN
fis-3955	29	7	,	,	PUNCT
fis-3955	29	8	hartl	hartl	NOUN
fis-3955	29	9	et	et	PROPN
fis-3955	29	10	al	al	PROPN
fis-3955	29	11	.	.	PUNCT
fis-3955	30	1	[	[	X
fis-3955	30	2	10	10	NUM
fis-3955	30	3	]	]	PUNCT
fis-3955	30	4	used	use	VERB
fis-3955	30	5	cnn	cnn	PROPN
fis-3955	30	6	to	to	PART
fis-3955	30	7	find	find	VERB
fis-3955	30	8	voids	void	NOUN
fis-3955	30	9	inside	inside	ADP
fis-3955	30	10	friction	friction	NOUN
fis-3955	30	11	stir	stir	NOUN
fis-3955	30	12	welds	weld	NOUN
fis-3955	30	13	.	.	PUNCT
fis-3955	31	1	the	the	DET
fis-3955	31	2	goal	goal	NOUN
fis-3955	31	3	was	be	AUX
fis-3955	31	4	to	to	PART
fis-3955	31	5	test	test	VERB
fis-3955	31	6	whether	whether	SCONJ
fis-3955	31	7	interior	interior	ADJ
fis-3955	31	8	weld	weld	NOUN
fis-3955	31	9	faults	fault	NOUN
fis-3955	31	10	could	could	AUX
fis-3955	31	11	also	also	ADV
fis-3955	31	12	be	be	AUX
fis-3955	31	13	identified	identify	VERB
fis-3955	31	14	using	use	VERB
fis-3955	31	15	cnns	cnn	NOUN
fis-3955	31	16	rather	rather	ADV
fis-3955	31	17	than	than	ADP
fis-3955	31	18	only	only	ADV
fis-3955	31	19	surface	surface	NOUN
fis-3955	31	20	defects	defect	NOUN
fis-3955	31	21	.	.	PUNCT
fis-3955	32	1	ultrasonic	ultrasonic	ADJ
fis-3955	32	2	testing	testing	NOUN
fis-3955	32	3	was	be	AUX
fis-3955	32	4	used	use	VERB
fis-3955	32	5	to	to	PART
fis-3955	32	6	create	create	VERB
fis-3955	32	7	120	120	NUM
fis-3955	32	8	welds	weld	NOUN
fis-3955	32	9	for	for	ADP
fis-3955	32	10	this	this	DET
fis-3955	32	11	purpose	purpose	NOUN
fis-3955	32	12	,	,	PUNCT
fis-3955	32	13	and	and	CCONJ
fis-3955	32	14	that	that	SCONJ
fis-3955	32	15	data	datum	NOUN
fis-3955	32	16	was	be	AUX
fis-3955	32	17	used	use	VERB
fis-3955	32	18	to	to	PART
fis-3955	32	19	determine	determine	VERB
fis-3955	32	20	if	if	SCONJ
fis-3955	32	21	it	it	PRON
fis-3955	32	22	was	be	AUX
fis-3955	32	23	"	"	PUNCT
fis-3955	32	24	good	good	ADJ
fis-3955	32	25	"	"	PUNCT
fis-3955	32	26	or	or	CCONJ
fis-3955	32	27	"	"	PUNCT
fis-3955	32	28	defective	defective	ADJ
fis-3955	32	29	.	.	PUNCT
fis-3955	32	30	"	"	PUNCT
fis-3955	33	1	different	different	ADJ
fis-3955	33	2	artificial	artificial	ADJ
fis-3955	33	3	neural	neural	ADJ
fis-3955	33	4	network	network	NOUN
fis-3955	33	5	models	model	NOUN
fis-3955	33	6	were	be	AUX
fis-3955	33	7	examined	examine	VERB
fis-3955	33	8	for	for	ADP
fis-3955	33	9	their	their	PRON
fis-3955	33	10	ability	ability	NOUN
fis-3955	33	11	to	to	PART
fis-3955	33	12	anticipate	anticipate	VERB
fis-3955	33	13	where	where	SCONJ
fis-3955	33	14	the	the	DET
fis-3955	33	15	welds	weld	NOUN
fis-3955	33	16	would	would	AUX
fis-3955	33	17	fall	fall	VERB
fis-3955	33	18	within	within	ADP
fis-3955	33	19	the	the	DET
fis-3955	33	20	designated	designate	VERB
fis-3955	33	21	classes	class	NOUN
fis-3955	33	22	.	.	PUNCT
fis-3955	34	1	the	the	DET
fis-3955	34	2	method	method	NOUN
fis-3955	34	3	used	use	VERB
fis-3955	34	4	to	to	PART
fis-3955	34	5	label	label	VERB
fis-3955	34	6	the	the	DET
fis-3955	34	7	data	datum	NOUN
fis-3955	34	8	was	be	AUX
fis-3955	34	9	found	find	VERB
fis-3955	34	10	to	to	PART
fis-3955	34	11	be	be	AUX
fis-3955	34	12	important	important	ADJ
fis-3955	34	13	for	for	ADP
fis-3955	34	14	the	the	DET
fis-3955	34	15	level	level	NOUN
fis-3955	34	16	of	of	ADP
fis-3955	34	17	precision	precision	NOUN
fis-3955	34	18	that	that	PRON
fis-3955	34	19	could	could	AUX
fis-3955	34	20	be	be	AUX
fis-3955	34	21	attained	attain	VERB
fis-3955	34	22	.	.	PUNCT
fis-3955	35	1	these	these	DET
fis-3955	35	2	artificial	artificial	ADJ
fis-3955	35	3	intelligence	intelligence	NOUN
fis-3955	35	4	based	base	VERB
fis-3955	35	5	algorithms	algorithm	NOUN
fis-3955	35	6	can	can	AUX
fis-3955	35	7	be	be	AUX
fis-3955	35	8	further	far	ADV
fis-3955	35	9	used	use	VERB
fis-3955	35	10	various	various	ADJ
fis-3955	35	11	machining	machining	NOUN
fis-3955	35	12	process	process	NOUN
fis-3955	35	13	to	to	PART
fis-3955	35	14	determine	determine	VERB
fis-3955	35	15	the	the	DET
fis-3955	35	16	mechanical	mechanical	ADJ
fis-3955	35	17	and	and	CCONJ
fis-3955	35	18	microstructure	microstructure	ADJ
fis-3955	35	19	properties	property	NOUN
fis-3955	35	20	of	of	ADP
fis-3955	35	21	the	the	DET
fis-3955	35	22	fabricated	fabricate	VERB
fis-3955	35	23	components	component	NOUN
fis-3955	35	24	[	[	X
fis-3955	35	25	11	11	NUM
fis-3955	35	26	-	-	SYM
fis-3955	35	27	13	13	NUM
fis-3955	35	28	]	]	PUNCT
fis-3955	35	29	.	.	PUNCT
fis-3955	36	1	it	it	PRON
fis-3955	36	2	has	have	AUX
fis-3955	36	3	been	be	AUX
fis-3955	36	4	demonstrated	demonstrate	VERB
fis-3955	36	5	that	that	SCONJ
fis-3955	36	6	detecting	detect	VERB
fis-3955	36	7	the	the	DET
fis-3955	36	8	energy	energy	NOUN
fis-3955	36	9	release	release	NOUN
fis-3955	36	10	during	during	ADP
fis-3955	36	11	fatigue	fatigue	NOUN
fis-3955	36	12	tests	test	NOUN
fis-3955	36	13	of	of	ADP
fis-3955	36	14	common	common	ADJ
fis-3955	36	15	engineering	engineering	NOUN
fis-3955	36	16	materials	material	NOUN
fis-3955	36	17	provides	provide	VERB
fis-3955	36	18	pertinent	pertinent	ADJ
fis-3955	36	19	information	information	NOUN
fis-3955	36	20	on	on	ADP
fis-3955	36	21	fatigue	fatigue	NOUN
fis-3955	36	22	qualities	quality	NOUN
fis-3955	36	23	,	,	PUNCT
fis-3955	36	24	cutting	cut	VERB
fis-3955	36	25	down	down	ADP
fis-3955	36	26	on	on	ADP
fis-3955	36	27	testing	testing	NOUN
fis-3955	36	28	time	time	NOUN
fis-3955	36	29	and	and	CCONJ
fis-3955	36	30	material	material	NOUN
fis-3955	36	31	usage	usage	NOUN
fis-3955	36	32	.	.	PUNCT
fis-3955	37	1	a	a	DET
fis-3955	37	2	static	static	ADJ
fis-3955	37	3	tensile	tensile	NOUN
fis-3955	37	4	test	test	NOUN
fis-3955	37	5	allows	allow	VERB
fis-3955	37	6	for	for	ADP
fis-3955	37	7	the	the	DET
fis-3955	37	8	evaluation	evaluation	NOUN
fis-3955	37	9	of	of	ADP
fis-3955	37	10	two	two	NUM
fis-3955	37	11	separate	separate	ADJ
fis-3955	37	12	phases	phase	NOUN
fis-3955	37	13	:	:	PUNCT
fis-3955	37	14	when	when	SCONJ
fis-3955	37	15	all	all	DET
fis-3955	37	16	crystals	crystal	NOUN
fis-3955	37	17	are	be	AUX
fis-3955	37	18	elastically	elastically	ADV
fis-3955	37	19	strained	strain	VERB
fis-3955	37	20	in	in	ADP
fis-3955	37	21	the	the	DET
fis-3955	37	22	first	first	ADJ
fis-3955	37	23	phase	phase	NOUN
fis-3955	37	24	(	(	PUNCT
fis-3955	37	25	phase	phase	NOUN
fis-3955	37	26	i	i	PROPN
fis-3955	37	27	)	)	PUNCT
fis-3955	37	28	,	,	PUNCT
fis-3955	37	29	the	the	DET
fis-3955	37	30	temperature	temperature	NOUN
fis-3955	37	31	trend	trend	NOUN
fis-3955	37	32	is	be	AUX
fis-3955	37	33	linear	linear	ADJ
fis-3955	37	34	and	and	CCONJ
fis-3955	37	35	follows	follow	VERB
fis-3955	37	36	the	the	DET
fis-3955	37	37	thermoelastic	thermoelastic	ADJ
fis-3955	37	38	rule	rule	NOUN
fis-3955	37	39	.	.	PUNCT
fis-3955	38	1	however	however	ADV
fis-3955	38	2	,	,	PUNCT
fis-3955	38	3	when	when	SCONJ
fis-3955	38	4	certain	certain	ADJ
fis-3955	38	5	crystals	crystal	NOUN
fis-3955	38	6	start	start	VERB
fis-3955	38	7	to	to	PART
fis-3955	38	8	deform	deform	VERB
fis-3955	38	9	in	in	ADP
fis-3955	38	10	the	the	DET
fis-3955	38	11	second	second	ADJ
fis-3955	38	12	phase	phase	NOUN
fis-3955	38	13	(	(	PUNCT
fis-3955	38	14	phase	phase	NOUN
fis-3955	38	15	ii	ii	NOUN
fis-3955	38	16	)	)	PUNCT
fis-3955	38	17	,	,	PUNCT
fis-3955	38	18	the	the	DET
fis-3955	38	19	temperature	temperature	NOUN
fis-3955	38	20	trend	trend	NOUN
fis-3955	38	21	becomes	become	VERB
fis-3955	38	22	non	non	ADJ
fis-3955	38	23	-	-	ADJ
fis-3955	38	24	linear	linear	ADJ
fis-3955	38	25	.	.	PUNCT
fis-3955	39	1	the	the	DET
fis-3955	39	2	"	"	PUNCT
fis-3955	39	3	limit	limit	NOUN
fis-3955	39	4	stress	stress	NOUN
fis-3955	39	5	"	"	PUNCT
fis-3955	39	6	that	that	PRON
fis-3955	39	7	,	,	PUNCT
fis-3955	39	8	if	if	SCONJ
fis-3955	39	9	repeatedly	repeatedly	ADV
fis-3955	39	10	applied	apply	VERB
fis-3955	39	11	,	,	PUNCT
fis-3955	39	12	would	would	AUX
fis-3955	39	13	cause	cause	VERB
fis-3955	39	14	material	material	NOUN
fis-3955	39	15	failure	failure	NOUN
fis-3955	39	16	could	could	AUX
fis-3955	39	17	be	be	AUX
fis-3955	39	18	related	relate	VERB
fis-3955	39	19	to	to	ADP
fis-3955	39	20	the	the	DET
fis-3955	39	21	macroscopic	macroscopic	ADJ
fis-3955	39	22	transition	transition	NOUN
fis-3955	39	23	stress	stress	NOUN
fis-3955	39	24	between	between	ADP
fis-3955	39	25	phase	phase	NOUN
fis-3955	39	26	i	i	PRON
fis-3955	39	27	and	and	CCONJ
fis-3955	39	28	phase	phase	PROPN
fis-3955	39	29	ii	ii	PROPN
fis-3955	39	30	.	.	PUNCT
fis-3955	40	1	a	a	DET
fis-3955	40	2	universal	universal	ADJ
fis-3955	40	3	methodology	methodology	NOUN
fis-3955	40	4	was	be	AUX
fis-3955	40	5	developed	develop	VERB
fis-3955	40	6	by	by	ADP
fis-3955	40	7	milone	milone	NOUN
fis-3955	40	8	et	et	PROPN
fis-3955	40	9	al	al	PROPN
fis-3955	40	10	.	.	PUNCT
fis-3955	41	1	[	[	X
fis-3955	41	2	15	15	NUM
fis-3955	41	3	]	]	PUNCT
fis-3955	41	4	that	that	PRON
fis-3955	41	5	uses	use	VERB
fis-3955	41	6	neural	neural	ADJ
fis-3955	41	7	networks	network	NOUN
fis-3955	41	8	to	to	PART
fis-3955	41	9	evaluate	evaluate	VERB
fis-3955	41	10	the	the	DET
fis-3955	41	11	variation	variation	NOUN
fis-3955	41	12	in	in	ADP
fis-3955	41	13	temperature	temperature	NOUN
fis-3955	41	14	trend	trend	NOUN
fis-3955	41	15	in	in	ADP
fis-3955	41	16	order	order	NOUN
fis-3955	41	17	to	to	PART
fis-3955	41	18	estimate	estimate	VERB
fis-3955	41	19	the	the	DET
fis-3955	41	20	limit	limit	NOUN
fis-3955	41	21	stress	stress	NOUN
fis-3955	41	22	.	.	PUNCT
fis-3955	42	1	buccino	buccino	PROPN
fis-3955	42	2	et	et	PROPN
fis-3955	42	3	al	al	PROPN
fis-3955	42	4	.	.	PUNCT
fis-3955	43	1	[	[	PUNCT
fis-3955	43	2	16	16	NUM
fis-3955	43	3	]	]	PUNCT
fis-3955	43	4	innovative	innovative	ADJ
fis-3955	43	5	use	use	NOUN
fis-3955	43	6	of	of	ADP
fis-3955	43	7	convolutional	convolutional	ADJ
fis-3955	43	8	neural	neural	ADJ
fis-3955	43	9	networks	network	NOUN
fis-3955	43	10	was	be	AUX
fis-3955	43	11	integrated	integrate	VERB
fis-3955	43	12	with	with	ADP
fis-3955	43	13	the	the	DET
fis-3955	43	14	depiction	depiction	NOUN
fis-3955	43	15	of	of	ADP
fis-3955	43	16	the	the	DET
fis-3955	43	17	micro	micro	NOUN
fis-3955	43	18	-	-	ADJ
fis-3955	43	19	crack	crack	ADJ
fis-3955	43	20	propagation	propagation	NOUN
fis-3955	43	21	mechanism	mechanism	NOUN
fis-3955	43	22	.	.	PUNCT
fis-3955	44	1	for	for	ADP
fis-3955	44	2	the	the	DET
fis-3955	44	3	first	first	ADJ
fis-3955	44	4	time	time	NOUN
fis-3955	44	5	,	,	PUNCT
fis-3955	44	6	a	a	DET
fis-3955	44	7	substantial	substantial	ADJ
fis-3955	44	8	collection	collection	NOUN
fis-3955	44	9	of	of	ADP
fis-3955	44	10	human	human	ADJ
fis-3955	44	11	synchrotron	synchrotron	NOUN
fis-3955	44	12	data	datum	NOUN
fis-3955	44	13	from	from	ADP
fis-3955	44	14	osteoporotic	osteoporotic	ADJ
fis-3955	44	15	and	and	CCONJ
fis-3955	44	16	healthy	healthy	ADJ
fis-3955	44	17	femoral	femoral	ADJ
fis-3955	44	18	heads	head	NOUN
fis-3955	44	19	that	that	PRON
fis-3955	44	20	were	be	AUX
fis-3955	44	21	tested	test	VERB
fis-3955	44	22	using	use	VERB
fis-3955	44	23	micro	micro	NOUN
fis-3955	44	24	-	-	NOUN
fis-3955	44	25	compression	compression	NOUN
fis-3955	44	26	served	serve	VERB
fis-3955	44	27	as	as	ADP
fis-3955	44	28	the	the	DET
fis-3955	44	29	foundation	foundation	NOUN
fis-3955	44	30	for	for	ADP
fis-3955	44	31	the	the	DET
fis-3955	44	32	artificial	artificial	ADJ
fis-3955	44	33	intelligence	intelligence	NOUN
fis-3955	44	34	technology	technology	NOUN
fis-3955	44	35	that	that	PRON
fis-3955	44	36	was	be	AUX
fis-3955	44	37	used	use	VERB
fis-3955	44	38	.	.	PUNCT
fis-3955	45	1	in	in	ADP
fis-3955	45	2	the	the	DET
fis-3955	45	3	present	present	ADJ
fis-3955	45	4	work	work	NOUN
fis-3955	45	5	,	,	PUNCT
fis-3955	45	6	u	u	NOUN
fis-3955	45	7	-	-	ADJ
fis-3955	45	8	net	net	ADJ
fis-3955	45	9	convolutional	convolutional	ADJ
fis-3955	45	10	neural	neural	ADJ
fis-3955	45	11	network	network	NOUN
fis-3955	45	12	is	be	AUX
fis-3955	45	13	implemented	implement	VERB
fis-3955	45	14	on	on	ADP
fis-3955	45	15	jupyter	jupyter	ADJ
fis-3955	45	16	platform	platform	NOUN
fis-3955	45	17	by	by	ADP
fis-3955	45	18	using	use	VERB
fis-3955	45	19	python	python	NOUN
fis-3955	45	20	programming	programming	NOUN
fis-3955	45	21	for	for	ADP
fis-3955	45	22	fracture	fracture	NOUN
fis-3955	45	23	surface	surface	NOUN
fis-3955	45	24	image	image	NOUN
fis-3955	45	25	segmentation	segmentation	NOUN
fis-3955	45	26	in	in	ADP
fis-3955	45	27	oil	oil	NOUN
fis-3955	45	28	hardening	harden	VERB
fis-3955	45	29	non	non	ADJ
fis-3955	45	30	-	-	ADJ
fis-3955	45	31	shrinking	shrinking	ADJ
fis-3955	45	32	(	(	PUNCT
fis-3955	45	33	ohns	ohns	ADJ
fis-3955	45	34	)	)	PUNCT
fis-3955	45	35	die	die	VERB
fis-3955	45	36	steel	steel	NOUN
fis-3955	45	37	after	after	ADP
fis-3955	45	38	the	the	DET
fis-3955	45	39	machining	machining	NOUN
fis-3955	45	40	process	process	NOUN
fis-3955	45	41	.	.	PUNCT
fis-3955	46	1	the	the	DET
fis-3955	46	2	results	result	NOUN
fis-3955	46	3	showed	show	VERB
fis-3955	46	4	that	that	SCONJ
fis-3955	46	5	the	the	DET
fis-3955	46	6	fracture	fracture	NOUN
fis-3955	46	7	cracks	crack	NOUN
fis-3955	46	8	can	can	AUX
fis-3955	46	9	be	be	AUX
fis-3955	46	10	validated	validate	VERB
fis-3955	46	11	by	by	ADP
fis-3955	46	12	testing	test	VERB
fis-3955	46	13	with	with	ADP
fis-3955	46	14	higher	high	ADJ
fis-3955	46	15	accuracy	accuracy	NOUN
fis-3955	46	16	.	.	PUNCT
fis-3955	47	1	experimental	experimental	ADJ
fis-3955	47	2	procedure	procedure	NOUN
fis-3955	47	3	obtaining	obtain	VERB
fis-3955	47	4	microstructures	microstructure	NOUN
fis-3955	47	5	scanning	scan	VERB
fis-3955	47	6	electron	electron	NOUN
fis-3955	47	7	microscope	microscope	NOUN
fis-3955	47	8	was	be	AUX
fis-3955	47	9	used	use	VERB
fis-3955	47	10	to	to	PART
fis-3955	47	11	study	study	VERB
fis-3955	47	12	the	the	DET
fis-3955	47	13	surface	surface	NOUN
fis-3955	47	14	morphology	morphology	NOUN
fis-3955	47	15	and	and	CCONJ
fis-3955	47	16	microstructures	microstructure	NOUN
fis-3955	47	17	(	(	PUNCT
fis-3955	47	18	sem	sem	NOUN
fis-3955	47	19	)	)	PUNCT
fis-3955	47	20	.	.	PUNCT
fis-3955	48	1	samples	sample	NOUN
fis-3955	48	2	were	be	AUX
fis-3955	48	3	etched	etch	VERB
fis-3955	48	4	and	and	CCONJ
fis-3955	48	5	polished	polish	VERB
fis-3955	48	6	according	accord	VERB
fis-3955	48	7	to	to	ADP
fis-3955	48	8	conventional	conventional	ADJ
fis-3955	48	9	metallographic	metallographic	ADJ
fis-3955	48	10	procedure	procedure	NOUN
fis-3955	48	11	before	before	SCONJ
fis-3955	48	12	sem	sem	PROPN
fis-3955	48	13	pictures	picture	NOUN
fis-3955	48	14	were	be	AUX
fis-3955	48	15	taken	take	VERB
fis-3955	48	16	.	.	PUNCT
fis-3955	49	1	when	when	SCONJ
fis-3955	49	2	using	use	VERB
fis-3955	49	3	edm	edm	PROPN
fis-3955	49	4	or	or	CCONJ
fis-3955	49	5	pmedm	pmedm	NOUN
fis-3955	49	6	,	,	PUNCT
fis-3955	49	7	the	the	DET
fis-3955	49	8	material	material	NOUN
fis-3955	49	9	attrition	attrition	NOUN
fis-3955	49	10	is	be	AUX
fis-3955	49	11	determined	determine	VERB
fis-3955	49	12	by	by	ADP
fis-3955	49	13	the	the	DET
fis-3955	49	14	influence	influence	NOUN
fis-3955	49	15	of	of	ADP
fis-3955	49	16	heat	heat	NOUN
fis-3955	49	17	concentration	concentration	NOUN
fis-3955	49	18	.	.	PUNCT
fis-3955	50	1	the	the	DET
fis-3955	50	2	abrupt	abrupt	ADJ
fis-3955	50	3	temperature	temperature	NOUN
fis-3955	50	4	increase	increase	NOUN
fis-3955	50	5	may	may	AUX
fis-3955	50	6	cause	cause	VERB
fis-3955	50	7	some	some	DET
fis-3955	50	8	material	material	NOUN
fis-3955	50	9	to	to	PART
fis-3955	50	10	melt	melt	VERB
fis-3955	50	11	and	and	CCONJ
fis-3955	50	12	be	be	AUX
fis-3955	50	13	removed	remove	VERB
fis-3955	50	14	.	.	PUNCT
fis-3955	51	1	heat	heat	NOUN
fis-3955	51	2	-	-	PUNCT
fis-3955	51	3	induced	induce	VERB
fis-3955	51	4	metallographic	metallographic	ADJ
fis-3955	51	5	changes	change	NOUN
fis-3955	51	6	in	in	ADP
fis-3955	51	7	some	some	PRON
fis-3955	51	8	of	of	ADP
fis-3955	51	9	the	the	DET
fis-3955	51	10	nearby	nearby	ADJ
fis-3955	51	11	material	material	NOUN
fis-3955	51	12	lead	lead	NOUN
fis-3955	51	13	to	to	ADP
fis-3955	51	14	the	the	DET
fis-3955	51	15	creation	creation	NOUN
fis-3955	51	16	of	of	ADP
fis-3955	51	17	discharge	discharge	NOUN
fis-3955	51	18	pits	pit	NOUN
fis-3955	51	19	and	and	CCONJ
fis-3955	51	20	fracture	fracture	NOUN
fis-3955	51	21	cracks	crack	NOUN
fis-3955	51	22	of	of	ADP
fis-3955	51	23	various	various	ADJ
fis-3955	51	24	sizes	size	NOUN
fis-3955	51	25	.	.	PUNCT
fis-3955	52	1	while	while	SCONJ
fis-3955	52	2	a	a	DET
fis-3955	52	3	tiny	tiny	ADJ
fis-3955	52	4	amount	amount	NOUN
fis-3955	52	5	of	of	ADP
fis-3955	52	6	this	this	DET
fis-3955	52	7	melted	melt	VERB
fis-3955	52	8	surface	surface	NOUN
fis-3955	52	9	hardens	harden	NOUN
fis-3955	52	10	once	once	ADV
fis-3955	52	11	more	more	ADV
fis-3955	52	12	as	as	ADP
fis-3955	52	13	a	a	DET
fis-3955	52	14	result	result	NOUN
fis-3955	52	15	of	of	ADP
fis-3955	52	16	the	the	DET
fis-3955	52	17	dielectric	dielectric	NOUN
fis-3955	52	18	's	's	PART
fis-3955	52	19	cooling	cool	VERB
fis-3955	52	20	effect	effect	NOUN
fis-3955	52	21	.	.	PUNCT
fis-3955	53	1	the	the	DET
fis-3955	53	2	flushing	flush	VERB
fis-3955	53	3	operation	operation	NOUN
fis-3955	53	4	of	of	ADP
fis-3955	53	5	the	the	DET
fis-3955	53	6	dielectric	dielectric	NOUN
fis-3955	53	7	fails	fail	VERB
fis-3955	53	8	to	to	PART
fis-3955	53	9	completely	completely	ADV
fis-3955	53	10	remove	remove	VERB
fis-3955	53	11	some	some	PRON
fis-3955	53	12	of	of	ADP
fis-3955	53	13	the	the	DET
fis-3955	53	14	molten	molten	ADJ
fis-3955	53	15	material	material	NOUN
fis-3955	53	16	.	.	PUNCT
fis-3955	54	1	the	the	DET
fis-3955	54	2	density	density	NOUN
fis-3955	54	3	and	and	CCONJ
fis-3955	54	4	thickness	thickness	NOUN
fis-3955	54	5	of	of	ADP
fis-3955	54	6	these	these	DET
fis-3955	54	7	numerous	numerous	ADJ
fis-3955	54	8	pockmarks	pockmark	NOUN
fis-3955	54	9	,	,	PUNCT
fis-3955	54	10	globules	globule	NOUN
fis-3955	54	11	,	,	PUNCT
fis-3955	54	12	and	and	CCONJ
fis-3955	54	13	microcracks	microcrack	NOUN
fis-3955	54	14	,	,	PUNCT
fis-3955	54	15	which	which	PRON
fis-3955	54	16	are	be	AUX
fis-3955	54	17	all	all	PRON
fis-3955	54	18	part	part	NOUN
fis-3955	54	19	of	of	ADP
fis-3955	54	20	the	the	DET
fis-3955	54	21	resolidified	resolidifie	VERB
fis-3955	54	22	layer	layer	NOUN
fis-3955	54	23	known	know	VERB
fis-3955	54	24	as	as	ADP
fis-3955	54	25	the	the	DET
fis-3955	54	26	white	white	ADJ
fis-3955	54	27	layer	layer	NOUN
fis-3955	54	28	,	,	PUNCT
fis-3955	54	29	depend	depend	VERB
fis-3955	54	30	on	on	ADP
fis-3955	54	31	the	the	DET
fis-3955	54	32	process	process	NOUN
fis-3955	54	33	parameters	parameter	NOUN
fis-3955	54	34	.	.	PUNCT
fis-3955	55	1	other	other	ADJ
fis-3955	55	2	layers	layer	NOUN
fis-3955	55	3	may	may	AUX
fis-3955	55	4	be	be	AUX
fis-3955	55	5	seen	see	VERB
fis-3955	55	6	behind	behind	ADP
fis-3955	55	7	the	the	DET
fis-3955	55	8	white	white	ADJ
fis-3955	55	9	layer	layer	NOUN
fis-3955	55	10	,	,	PUNCT
fis-3955	55	11	and	and	CCONJ
fis-3955	55	12	the	the	DET
fis-3955	55	13	number	number	NOUN
fis-3955	55	14	of	of	ADP
fis-3955	55	15	layers	layer	NOUN
fis-3955	55	16	varies	vary	VERB
fis-3955	55	17	from	from	ADP
fis-3955	55	18	sample	sample	NOUN
fis-3955	55	19	to	to	ADP
fis-3955	55	20	sample	sample	NOUN
fis-3955	55	21	.	.	PUNCT
fis-3955	56	1	images	image	NOUN
fis-3955	56	2	were	be	AUX
fis-3955	56	3	collected	collect	VERB
fis-3955	56	4	using	use	VERB
fis-3955	56	5	scanning	scan	VERB
fis-3955	56	6	electron	electron	NOUN
fis-3955	56	7	microscope	microscope	NOUN
fis-3955	56	8	(	(	PUNCT
fis-3955	56	9	sem	sem	NOUN
fis-3955	56	10	)	)	PUNCT
fis-3955	56	11	,	,	PUNCT
fis-3955	56	12	where	where	SCONJ
fis-3955	56	13	the	the	DET
fis-3955	56	14	surface	surface	NOUN
fis-3955	56	15	morphology	morphology	NOUN
fis-3955	56	16	of	of	ADP
fis-3955	56	17	ohns	ohns	NOUN
fis-3955	56	18	dies	die	VERB
fis-3955	56	19	steel	steel	NOUN
fis-3955	56	20	was	be	AUX
fis-3955	56	21	captured	capture	VERB
fis-3955	56	22	after	after	ADP
fis-3955	56	23	powder	powder	NOUN
fis-3955	56	24	mixed	mix	VERB
fis-3955	56	25	electrical	electrical	ADJ
fis-3955	56	26	discharge	discharge	NOUN
fis-3955	56	27	machining	machining	NOUN
fis-3955	56	28	.	.	PUNCT
fis-3955	57	1	before	before	ADP
fis-3955	57	2	taking	take	VERB
fis-3955	57	3	sem	sem	NOUN
fis-3955	57	4	images	image	NOUN
fis-3955	57	5	samples	sample	NOUN
fis-3955	57	6	were	be	AUX
fis-3955	57	7	etched	etch	VERB
fis-3955	57	8	and	and	CCONJ
fis-3955	57	9	polished	polish	VERB
fis-3955	57	10	as	as	ADP
fis-3955	57	11	per	per	ADP
fis-3955	57	12	standard	standard	NOUN
fis-3955	57	13	a	a	DET
fis-3955	57	14	a.	a.	NOUN
fis-3955	57	15	mishra	mishra	PROPN
fis-3955	57	16	et	et	PROPN
fis-3955	57	17	alii	alii	PROPN
fis-3955	57	18	,	,	PUNCT
fis-3955	57	19	frattura	frattura	PROPN
fis-3955	57	20	ed	ed	PROPN
fis-3955	57	21	integrità	integrità	PROPN
fis-3955	57	22	strutturale	strutturale	PROPN
fis-3955	57	23	,	,	PUNCT
fis-3955	57	24	63	63	NUM
fis-3955	57	25	(	(	PUNCT
fis-3955	57	26	2023	2023	NUM
fis-3955	57	27	)	)	PUNCT
fis-3955	57	28	234	234	NUM
fis-3955	57	29	-	-	SYM
fis-3955	57	30	245	245	NUM
fis-3955	57	31	;	;	PUNCT
fis-3955	57	32	doi	doi	NOUN
fis-3955	57	33	:	:	PUNCT
fis-3955	57	34	10.3221	10.3221	NUM
fis-3955	57	35	/	/	SYM
fis-3955	57	36	igf	igf	PROPN
fis-3955	57	37	-	-	PUNCT
fis-3955	57	38	esis.63.18	esis.63.18	PROPN
fis-3955	57	39	236	236	NUM
fis-3955	57	40	metallographic	metallographic	ADJ
fis-3955	57	41	process	process	NOUN
fis-3955	57	42	.	.	PUNCT
fis-3955	58	1	in	in	ADP
fis-3955	58	2	the	the	DET
fis-3955	58	3	present	present	ADJ
fis-3955	58	4	work	work	NOUN
fis-3955	58	5	total	total	NOUN
fis-3955	58	6	of	of	ADP
fis-3955	58	7	fifty	fifty	NUM
fis-3955	58	8	microstructure	microstructure	ADJ
fis-3955	58	9	images	image	NOUN
fis-3955	58	10	were	be	AUX
fis-3955	58	11	collected	collect	VERB
fis-3955	58	12	for	for	ADP
fis-3955	58	13	both	both	DET
fis-3955	58	14	training	training	NOUN
fis-3955	58	15	and	and	CCONJ
fis-3955	58	16	testing	testing	NOUN
fis-3955	58	17	purposes	purpose	NOUN
fis-3955	58	18	.	.	PUNCT
fis-3955	59	1	u	u	ADJ
fis-3955	59	2	-	-	ADJ
fis-3955	59	3	net	net	ADJ
fis-3955	59	4	architecture	architecture	NOUN
fis-3955	59	5	biomedical	biomedical	ADJ
fis-3955	59	6	image	image	NOUN
fis-3955	59	7	segmentation	segmentation	NOUN
fis-3955	59	8	was	be	AUX
fis-3955	59	9	the	the	DET
fis-3955	59	10	first	first	ADJ
fis-3955	59	11	use	use	NOUN
fis-3955	59	12	for	for	ADP
fis-3955	59	13	u	u	NOUN
fis-3955	59	14	-	-	NOUN
fis-3955	59	15	net	net	NOUN
fis-3955	59	16	.	.	PUNCT
fis-3955	60	1	a	a	DET
fis-3955	60	2	general	general	ADJ
fis-3955	60	3	description	description	NOUN
fis-3955	60	4	of	of	ADP
fis-3955	60	5	its	its	PRON
fis-3955	60	6	design	design	NOUN
fis-3955	60	7	would	would	AUX
fis-3955	60	8	be	be	AUX
fis-3955	60	9	an	an	DET
fis-3955	60	10	encoder	encoder	NOUN
fis-3955	60	11	network	network	NOUN
fis-3955	60	12	accompanied	accompany	VERB
fis-3955	60	13	by	by	ADP
fis-3955	60	14	a	a	DET
fis-3955	60	15	decoder	decoder	NOUN
fis-3955	60	16	network	network	NOUN
fis-3955	60	17	.	.	PUNCT
fis-3955	61	1	in	in	ADP
fis-3955	61	2	contrast	contrast	NOUN
fis-3955	61	3	to	to	ADP
fis-3955	61	4	classification	classification	NOUN
fis-3955	61	5	,	,	PUNCT
fis-3955	61	6	where	where	SCONJ
fis-3955	61	7	the	the	DET
fis-3955	61	8	deep	deep	ADJ
fis-3955	61	9	network	network	NOUN
fis-3955	61	10	's	's	PART
fis-3955	61	11	final	final	ADJ
fis-3955	61	12	output	output	NOUN
fis-3955	61	13	is	be	AUX
fis-3955	61	14	the	the	DET
fis-3955	61	15	only	only	ADJ
fis-3955	61	16	factor	factor	NOUN
fis-3955	61	17	that	that	PRON
fis-3955	61	18	matters	matter	VERB
fis-3955	61	19	,	,	PUNCT
fis-3955	61	20	semantic	semantic	ADJ
fis-3955	61	21	segmentation	segmentation	NOUN
fis-3955	61	22	requires	require	VERB
fis-3955	61	23	not	not	PART
fis-3955	61	24	only	only	ADV
fis-3955	61	25	pixel	pixel	ADJ
fis-3955	61	26	-	-	PUNCT
fis-3955	61	27	level	level	NOUN
fis-3955	61	28	discrimination	discrimination	NOUN
fis-3955	61	29	but	but	CCONJ
fis-3955	61	30	also	also	ADV
fis-3955	61	31	a	a	DET
fis-3955	61	32	method	method	NOUN
fis-3955	61	33	for	for	ADP
fis-3955	61	34	projecting	project	VERB
fis-3955	61	35	the	the	DET
fis-3955	61	36	discriminative	discriminative	NOUN
fis-3955	61	37	features	feature	NOUN
fis-3955	61	38	that	that	PRON
fis-3955	61	39	were	be	AUX
fis-3955	61	40	learned	learn	VERB
fis-3955	61	41	at	at	ADP
fis-3955	61	42	varying	vary	VERB
fis-3955	61	43	phases	phase	NOUN
fis-3955	61	44	of	of	ADP
fis-3955	61	45	the	the	DET
fis-3955	61	46	encoder	encoder	NOUN
fis-3955	61	47	onto	onto	ADP
fis-3955	61	48	the	the	DET
fis-3955	61	49	pixel	pixel	PROPN
fis-3955	61	50	space	space	NOUN
fis-3955	61	51	.	.	PUNCT
fis-3955	62	1	the	the	DET
fis-3955	62	2	architecture	architecture	NOUN
fis-3955	62	3	diagram	diagram	NOUN
fis-3955	62	4	's	's	PART
fis-3955	62	5	first	first	ADJ
fis-3955	62	6	half	half	NOUN
fis-3955	62	7	is	be	AUX
fis-3955	62	8	the	the	DET
fis-3955	62	9	encoder	encoder	NOUN
fis-3955	62	10	as	as	SCONJ
fis-3955	62	11	shown	show	VERB
fis-3955	62	12	in	in	ADP
fis-3955	62	13	fig	fig	NOUN
fis-3955	62	14	.	.	PUNCT
fis-3955	63	1	1	1	X
fis-3955	63	2	.	.	X
fis-3955	64	1	in	in	ADP
fis-3955	64	2	order	order	NOUN
fis-3955	64	3	to	to	PART
fis-3955	64	4	encode	encode	VERB
fis-3955	64	5	the	the	DET
fis-3955	64	6	input	input	NOUN
fis-3955	64	7	image	image	NOUN
fis-3955	64	8	into	into	ADP
fis-3955	64	9	feature	feature	NOUN
fis-3955	64	10	representations	representation	NOUN
fis-3955	64	11	at	at	ADP
fis-3955	64	12	many	many	ADJ
fis-3955	64	13	different	different	ADJ
fis-3955	64	14	levels	level	NOUN
fis-3955	64	15	,	,	PUNCT
fis-3955	64	16	it	it	PRON
fis-3955	64	17	is	be	AUX
fis-3955	64	18	typically	typically	ADV
fis-3955	64	19	a	a	DET
fis-3955	64	20	pre	pre	ADJ
fis-3955	64	21	-	-	ADJ
fis-3955	64	22	trained	train	VERB
fis-3955	64	23	classification	classification	NOUN
fis-3955	64	24	network	network	NOUN
fis-3955	64	25	like	like	ADP
fis-3955	64	26	vgg	vgg	PROPN
fis-3955	64	27	/	/	SYM
fis-3955	64	28	resnet	resnet	NOUN
fis-3955	64	29	where	where	SCONJ
fis-3955	64	30	convolution	convolution	NOUN
fis-3955	64	31	blocks	block	NOUN
fis-3955	64	32	are	be	AUX
fis-3955	64	33	applied	apply	VERB
fis-3955	64	34	followed	follow	VERB
fis-3955	64	35	by	by	ADP
fis-3955	64	36	a	a	DET
fis-3955	64	37	maxpool	maxpool	NOUN
fis-3955	64	38	downsampling	downsampling	NOUN
fis-3955	64	39	.	.	PUNCT
fis-3955	65	1	the	the	DET
fis-3955	65	2	architecture	architecture	NOUN
fis-3955	65	3	's	's	PART
fis-3955	65	4	second	second	ADJ
fis-3955	65	5	component	component	NOUN
fis-3955	65	6	is	be	AUX
fis-3955	65	7	the	the	DET
fis-3955	65	8	decoder	decoder	NOUN
fis-3955	65	9	.	.	PUNCT
fis-3955	66	1	the	the	DET
fis-3955	66	2	objective	objective	NOUN
fis-3955	66	3	is	be	AUX
fis-3955	66	4	to	to	PART
fis-3955	66	5	obtain	obtain	VERB
fis-3955	66	6	a	a	DET
fis-3955	66	7	dense	dense	ADJ
fis-3955	66	8	classification	classification	NOUN
fis-3955	66	9	by	by	ADP
fis-3955	66	10	semantically	semantically	ADV
fis-3955	66	11	projecting	project	VERB
fis-3955	66	12	the	the	DET
fis-3955	66	13	discriminative	discriminative	NOUN
fis-3955	66	14	features	feature	NOUN
fis-3955	66	15	(	(	PUNCT
fis-3955	66	16	lower	low	ADJ
fis-3955	66	17	resolution	resolution	NOUN
fis-3955	66	18	)	)	PUNCT
fis-3955	66	19	learned	learn	VERB
fis-3955	66	20	by	by	ADP
fis-3955	66	21	the	the	DET
fis-3955	66	22	encoder	encoder	NOUN
fis-3955	66	23	onto	onto	ADP
fis-3955	66	24	the	the	DET
fis-3955	66	25	pixel	pixel	PROPN
fis-3955	66	26	space	space	NOUN
fis-3955	66	27	(	(	PUNCT
fis-3955	66	28	higher	high	ADJ
fis-3955	66	29	resolution	resolution	NOUN
fis-3955	66	30	)	)	PUNCT
fis-3955	66	31	.	.	PUNCT
fis-3955	67	1	upsampling	upsample	VERB
fis-3955	67	2	,	,	PUNCT
fis-3955	67	3	concatenation	concatenation	NOUN
fis-3955	67	4	,	,	PUNCT
fis-3955	67	5	and	and	CCONJ
fis-3955	67	6	standard	standard	ADJ
fis-3955	67	7	convolution	convolution	NOUN
fis-3955	67	8	operations	operation	NOUN
fis-3955	67	9	make	make	VERB
fis-3955	67	10	up	up	ADP
fis-3955	67	11	the	the	DET
fis-3955	67	12	decoder	decoder	NOUN
fis-3955	67	13	.	.	PUNCT
fis-3955	68	1	figure	figure	VERB
fis-3955	68	2	1	1	NUM
fis-3955	68	3	:	:	PUNCT
fis-3955	68	4	representation	representation	NOUN
fis-3955	68	5	of	of	ADP
fis-3955	68	6	u	u	NOUN
fis-3955	68	7	-	-	ADJ
fis-3955	68	8	net	net	ADJ
fis-3955	68	9	architecture	architecture	NOUN
fis-3955	68	10	.	.	PUNCT
fis-3955	69	1	white	white	ADJ
fis-3955	69	2	boxes	box	NOUN
fis-3955	69	3	denote	denote	VERB
fis-3955	69	4	cloned	cloned	ADJ
fis-3955	69	5	feature	feature	NOUN
fis-3955	69	6	maps	map	NOUN
fis-3955	69	7	,	,	PUNCT
fis-3955	69	8	whereas	whereas	SCONJ
fis-3955	69	9	blue	blue	ADJ
fis-3955	69	10	boxes	box	NOUN
fis-3955	69	11	depict	depict	VERB
fis-3955	69	12	multi	multi	ADJ
fis-3955	69	13	-	-	ADJ
fis-3955	69	14	channel	channel	ADJ
fis-3955	69	15	feature	feature	NOUN
fis-3955	69	16	maps	map	NOUN
fis-3955	69	17	.	.	PUNCT
fis-3955	70	1	different	different	ADJ
fis-3955	70	2	colored	colored	ADJ
fis-3955	70	3	arrows	arrow	NOUN
fis-3955	70	4	denote	denote	VERB
fis-3955	70	5	various	various	ADJ
fis-3955	70	6	operations	operation	NOUN
fis-3955	70	7	[	[	X
fis-3955	70	8	14	14	NUM
fis-3955	70	9	]	]	PUNCT
fis-3955	70	10	.	.	PUNCT
fis-3955	71	1	fig	fig	NOUN
fis-3955	71	2	.	.	PUNCT
fis-3955	72	1	2	2	NUM
fis-3955	72	2	shows	show	VERB
fis-3955	72	3	the	the	DET
fis-3955	72	4	implemented	implement	VERB
fis-3955	72	5	framework	framework	NOUN
fis-3955	72	6	used	use	VERB
fis-3955	72	7	in	in	ADP
fis-3955	72	8	the	the	DET
fis-3955	72	9	present	present	ADJ
fis-3955	72	10	study	study	NOUN
fis-3955	72	11	.	.	PUNCT
fis-3955	73	1	the	the	DET
fis-3955	73	2	collected	collect	VERB
fis-3955	73	3	microstructure	microstructure	ADJ
fis-3955	73	4	images	image	NOUN
fis-3955	73	5	are	be	AUX
fis-3955	73	6	stored	store	VERB
fis-3955	73	7	in	in	ADP
fis-3955	73	8	two	two	NUM
fis-3955	73	9	folders	folder	NOUN
fis-3955	73	10	in	in	ADP
fis-3955	73	11	the	the	DET
fis-3955	73	12	system	system	NOUN
fis-3955	73	13	i.e.	i.e.	X
fis-3955	73	14	training	training	NOUN
fis-3955	73	15	and	and	CCONJ
fis-3955	73	16	testing	testing	NOUN
fis-3955	73	17	folders	folder	NOUN
fis-3955	73	18	.	.	PUNCT
fis-3955	74	1	in	in	ADP
fis-3955	74	2	the	the	DET
fis-3955	74	3	training	training	NOUN
fis-3955	74	4	folder	folder	NOUN
fis-3955	74	5	,	,	PUNCT
fis-3955	74	6	there	there	PRON
fis-3955	74	7	are	be	VERB
fis-3955	74	8	two	two	NUM
fis-3955	74	9	sub	sub	NOUN
fis-3955	74	10	-	-	NOUN
fis-3955	74	11	folders	folder	NOUN
fis-3955	74	12	that	that	PRON
fis-3955	74	13	contain	contain	VERB
fis-3955	74	14	the	the	DET
fis-3955	74	15	original	original	ADJ
fis-3955	74	16	microstructure	microstructure	NOUN
fis-3955	74	17	images	image	NOUN
fis-3955	74	18	,	,	PUNCT
fis-3955	74	19	and	and	CCONJ
fis-3955	74	20	another	another	DET
fis-3955	74	21	folder	folder	NOUN
fis-3955	74	22	contains	contain	VERB
fis-3955	74	23	the	the	DET
fis-3955	74	24	respective	respective	ADJ
fis-3955	74	25	mask	mask	NOUN
fis-3955	74	26	of	of	ADP
fis-3955	74	27	that	that	DET
fis-3955	74	28	particular	particular	ADJ
fis-3955	74	29	microstructure	microstructure	NOUN
fis-3955	74	30	.	.	PUNCT
fis-3955	75	1	the	the	DET
fis-3955	75	2	training	training	NOUN
fis-3955	75	3	folder	folder	NOUN
fis-3955	75	4	consisted	consist	VERB
fis-3955	75	5	of	of	ADP
fis-3955	75	6	40	40	NUM
fis-3955	75	7	microstructure	microstructure	ADJ
fis-3955	75	8	images	image	NOUN
fis-3955	75	9	with	with	ADP
fis-3955	75	10	their	their	PRON
fis-3955	75	11	respective	respective	ADJ
fis-3955	75	12	masks	mask	NOUN
fis-3955	75	13	while	while	SCONJ
fis-3955	75	14	the	the	DET
fis-3955	75	15	testing	testing	NOUN
fis-3955	75	16	folder	folder	NOUN
fis-3955	75	17	consisted	consist	VERB
fis-3955	75	18	of	of	ADP
fis-3955	75	19	10	10	NUM
fis-3955	75	20	microstructure	microstructure	ADJ
fis-3955	75	21	images	image	NOUN
fis-3955	75	22	.	.	PUNCT
fis-3955	76	1	training	training	NOUN
fis-3955	76	2	and	and	CCONJ
fis-3955	76	3	testing	testing	NOUN
fis-3955	76	4	of	of	ADP
fis-3955	76	5	the	the	DET
fis-3955	76	6	images	image	NOUN
fis-3955	76	7	were	be	AUX
fis-3955	76	8	performed	perform	VERB
fis-3955	76	9	by	by	ADP
fis-3955	76	10	indicating	indicate	VERB
fis-3955	76	11	the	the	DET
fis-3955	76	12	location	location	NOUN
fis-3955	76	13	of	of	ADP
fis-3955	76	14	the	the	DET
fis-3955	76	15	folders	folder	NOUN
fis-3955	76	16	located	locate	VERB
fis-3955	76	17	in	in	ADP
fis-3955	76	18	our	our	PRON
fis-3955	76	19	system	system	NOUN
fis-3955	76	20	.	.	PUNCT
fis-3955	77	1	the	the	DET
fis-3955	77	2	masks	mask	NOUN
fis-3955	77	3	were	be	AUX
fis-3955	77	4	created	create	VERB
fis-3955	77	5	using	use	VERB
fis-3955	77	6	the	the	DET
fis-3955	77	7	canny	canny	ADJ
fis-3955	77	8	edge	edge	NOUN
fis-3955	77	9	descriptors	descriptor	NOUN
fis-3955	77	10	.	.	PUNCT
fis-3955	78	1	with	with	ADP
fis-3955	78	2	the	the	DET
fis-3955	78	3	use	use	NOUN
fis-3955	78	4	of	of	ADP
fis-3955	78	5	the	the	DET
fis-3955	78	6	canny	canny	ADJ
fis-3955	78	7	edge	edge	NOUN
fis-3955	78	8	detection	detection	NOUN
fis-3955	78	9	technology	technology	NOUN
fis-3955	78	10	,	,	PUNCT
fis-3955	78	11	the	the	DET
fis-3955	78	12	amount	amount	NOUN
fis-3955	78	13	of	of	ADP
fis-3955	78	14	data	datum	NOUN
fis-3955	78	15	that	that	PRON
fis-3955	78	16	needs	need	VERB
fis-3955	78	17	to	to	PART
fis-3955	78	18	be	be	AUX
fis-3955	78	19	processed	process	VERB
fis-3955	78	20	can	can	AUX
fis-3955	78	21	be	be	AUX
fis-3955	78	22	drastically	drastically	ADV
fis-3955	78	23	reduced	reduce	VERB
fis-3955	78	24	while	while	SCONJ
fis-3955	78	25	still	still	ADV
fis-3955	78	26	extracting	extract	VERB
fis-3955	78	27	meaningful	meaningful	ADJ
fis-3955	78	28	structural	structural	ADJ
fis-3955	78	29	information	information	NOUN
fis-3955	78	30	from	from	ADP
fis-3955	78	31	various	various	ADJ
fis-3955	78	32	vision	vision	NOUN
fis-3955	78	33	objects	object	NOUN
fis-3955	78	34	.	.	PUNCT
fis-3955	79	1	it	it	PRON
fis-3955	79	2	is	be	AUX
fis-3955	79	3	frequently	frequently	ADV
fis-3955	79	4	used	use	VERB
fis-3955	79	5	in	in	ADP
fis-3955	79	6	many	many	ADJ
fis-3955	79	7	computer	computer	NOUN
fis-3955	79	8	vision	vision	NOUN
fis-3955	79	9	systems	system	NOUN
fis-3955	79	10	.	.	PUNCT
fis-3955	80	1	canny	canny	ADJ
fis-3955	80	2	edge	edge	NOUN
fis-3955	80	3	detection	detection	NOUN
fis-3955	80	4	quantifies	quantify	VERB
fis-3955	80	5	the	the	DET
fis-3955	80	6	edge	edge	NOUN
fis-3955	80	7	a.	a.	PROPN
fis-3955	80	8	mishra	mishra	PROPN
fis-3955	80	9	et	et	PROPN
fis-3955	80	10	alii	alii	PROPN
fis-3955	80	11	,	,	PUNCT
fis-3955	80	12	frattura	frattura	PROPN
fis-3955	80	13	ed	ed	PROPN
fis-3955	80	14	integrità	integrità	PROPN
fis-3955	80	15	strutturale	strutturale	PROPN
fis-3955	80	16	,	,	PUNCT
fis-3955	80	17	63	63	NUM
fis-3955	80	18	(	(	PUNCT
fis-3955	80	19	2023	2023	NUM
fis-3955	80	20	)	)	PUNCT
fis-3955	80	21	234	234	NUM
fis-3955	80	22	-	-	SYM
fis-3955	80	23	245	245	NUM
fis-3955	80	24	;	;	PUNCT
fis-3955	80	25	doi	doi	NOUN
fis-3955	80	26	:	:	PUNCT
fis-3955	80	27	10.3221	10.3221	NUM
fis-3955	80	28	/	/	SYM
fis-3955	80	29	igf	igf	PROPN
fis-3955	80	30	-	-	PUNCT
fis-3955	80	31	esis.63.18	esis.63.18	PROPN
fis-3955	80	32	237	237	NUM
fis-3955	80	33	strength	strength	NOUN
fis-3955	80	34	and	and	CCONJ
fis-3955	80	35	direction	direction	NOUN
fis-3955	80	36	for	for	ADP
fis-3955	80	37	each	each	DET
fis-3955	80	38	pixel	pixel	NOUN
fis-3955	80	39	in	in	ADP
fis-3955	80	40	the	the	DET
fis-3955	80	41	noise	noise	NOUN
fis-3955	80	42	-	-	PUNCT
fis-3955	80	43	smoothed	smooth	VERB
fis-3955	80	44	image	image	NOUN
fis-3955	80	45	using	use	VERB
fis-3955	80	46	linear	linear	NOUN
fis-3955	80	47	filtering	filter	VERB
fis-3955	80	48	with	with	ADP
fis-3955	80	49	a	a	DET
fis-3955	80	50	gaussian	gaussian	ADJ
fis-3955	80	51	kernel	kernel	NOUN
fis-3955	80	52	.	.	PUNCT
fis-3955	81	1	the	the	DET
fis-3955	81	2	pixels	pixel	NOUN
fis-3955	81	3	that	that	PRON
fis-3955	81	4	endure	endure	VERB
fis-3955	81	5	a	a	DET
fis-3955	81	6	process	process	NOUN
fis-3955	81	7	of	of	ADP
fis-3955	81	8	thinning	thin	VERB
fis-3955	81	9	known	know	VERB
fis-3955	81	10	as	as	ADP
fis-3955	81	11	non	non	ADJ
fis-3955	81	12	-	-	ADJ
fis-3955	81	13	maximal	maximal	ADJ
fis-3955	81	14	suppression	suppression	NOUN
fis-3955	81	15	are	be	AUX
fis-3955	81	16	those	those	PRON
fis-3955	81	17	that	that	PRON
fis-3955	81	18	are	be	AUX
fis-3955	81	19	used	use	VERB
fis-3955	81	20	to	to	PART
fis-3955	81	21	identify	identify	VERB
fis-3955	81	22	candidate	candidate	NOUN
fis-3955	81	23	edge	edge	NOUN
fis-3955	81	24	pixels	pixel	NOUN
fis-3955	81	25	.	.	PUNCT
fis-3955	82	1	each	each	DET
fis-3955	82	2	potential	potential	ADJ
fis-3955	82	3	edge	edge	NOUN
fis-3955	82	4	pixel	pixel	NOUN
fis-3955	82	5	in	in	ADP
fis-3955	82	6	this	this	DET
fis-3955	82	7	method	method	NOUN
fis-3955	82	8	has	have	VERB
fis-3955	82	9	its	its	PRON
fis-3955	82	10	edge	edge	NOUN
fis-3955	82	11	strength	strength	NOUN
fis-3955	82	12	set	set	VERB
fis-3955	82	13	to	to	ADP
fis-3955	82	14	zero	zero	NUM
fis-3955	82	15	if	if	SCONJ
fis-3955	82	16	it	it	PRON
fis-3955	82	17	is	be	AUX
fis-3955	82	18	not	not	PART
fis-3955	82	19	greater	great	ADJ
fis-3955	82	20	than	than	ADP
fis-3955	82	21	the	the	DET
fis-3955	82	22	edge	edge	NOUN
fis-3955	82	23	strengths	strength	NOUN
fis-3955	82	24	of	of	ADP
fis-3955	82	25	the	the	DET
fis-3955	82	26	two	two	NUM
fis-3955	82	27	pixels	pixel	NOUN
fis-3955	82	28	next	next	ADV
fis-3955	82	29	to	to	ADP
fis-3955	82	30	it	it	PRON
fis-3955	82	31	in	in	ADP
fis-3955	82	32	the	the	DET
fis-3955	82	33	gradient	gradient	ADJ
fis-3955	82	34	direction	direction	NOUN
fis-3955	82	35	.	.	PUNCT
fis-3955	83	1	the	the	DET
fis-3955	83	2	flattened	flatten	VERB
fis-3955	83	3	edge	edge	NOUN
fis-3955	83	4	magnitude	magnitude	NOUN
fis-3955	83	5	image	image	NOUN
fis-3955	83	6	is	be	AUX
fis-3955	83	7	then	then	ADV
fis-3955	83	8	thresholded	thresholde	VERB
fis-3955	83	9	using	use	VERB
fis-3955	83	10	hysteresis	hysteresis	NOUN
fis-3955	83	11	.	.	PUNCT
fis-3955	84	1	two	two	NUM
fis-3955	84	2	edge	edge	NOUN
fis-3955	84	3	strength	strength	NOUN
fis-3955	84	4	thresholds	threshold	NOUN
fis-3955	84	5	are	be	AUX
fis-3955	84	6	applied	apply	VERB
fis-3955	84	7	in	in	ADP
fis-3955	84	8	hysteresis	hysteresis	NOUN
fis-3955	84	9	.	.	PUNCT
fis-3955	85	1	all	all	DET
fis-3955	85	2	potential	potential	ADJ
fis-3955	85	3	edge	edge	NOUN
fis-3955	85	4	pixels	pixel	NOUN
fis-3955	85	5	underneath	underneath	ADP
fis-3955	85	6	the	the	DET
fis-3955	85	7	lower	low	ADJ
fis-3955	85	8	threshold	threshold	NOUN
fis-3955	85	9	are	be	AUX
fis-3955	85	10	classified	classify	VERB
fis-3955	85	11	as	as	ADP
fis-3955	85	12	non	non	ADJ
fis-3955	85	13	-	-	NOUN
fis-3955	85	14	edges	edge	NOUN
fis-3955	85	15	,	,	PUNCT
fis-3955	85	16	and	and	CCONJ
fis-3955	85	17	all	all	DET
fis-3955	85	18	edge	edge	NOUN
fis-3955	85	19	pixels	pixel	NOUN
fis-3955	85	20	well	well	ADV
fis-3955	85	21	above	above	ADP
fis-3955	85	22	low	low	ADJ
fis-3955	85	23	threshold	threshold	NOUN
fis-3955	85	24	are	be	AUX
fis-3955	85	25	those	those	PRON
fis-3955	85	26	that	that	PRON
fis-3955	85	27	can	can	AUX
fis-3955	85	28	be	be	AUX
fis-3955	85	29	connected	connect	VERB
fis-3955	85	30	to	to	ADP
fis-3955	85	31	any	any	DET
fis-3955	85	32	edge	edge	NOUN
fis-3955	85	33	pixel	pixel	NOUN
fis-3955	85	34	well	well	ADV
fis-3955	85	35	above	above	ADP
fis-3955	85	36	high	high	ADJ
fis-3955	85	37	threshold	threshold	NOUN
fis-3955	85	38	by	by	ADP
fis-3955	85	39	a	a	DET
fis-3955	85	40	chain	chain	NOUN
fis-3955	85	41	of	of	ADP
fis-3955	85	42	edge	edge	NOUN
fis-3955	85	43	pixels	pixel	NOUN
fis-3955	85	44	.	.	PUNCT
fis-3955	86	1	three	three	NUM
fis-3955	86	2	settings	setting	NOUN
fis-3955	86	3	must	must	AUX
fis-3955	86	4	be	be	AUX
fis-3955	86	5	entered	enter	VERB
fis-3955	86	6	by	by	ADP
fis-3955	86	7	the	the	DET
fis-3955	86	8	user	user	NOUN
fis-3955	86	9	to	to	PART
fis-3955	86	10	use	use	VERB
fis-3955	86	11	the	the	DET
fis-3955	86	12	canny	canny	ADJ
fis-3955	86	13	edge	edge	NOUN
fis-3955	86	14	detector	detector	NOUN
fis-3955	86	15	.	.	PUNCT
fis-3955	87	1	the	the	DET
fis-3955	87	2	first	first	ADJ
fis-3955	87	3	is	be	AUX
fis-3955	87	4	sigma	sigma	NOUN
fis-3955	87	5	,	,	PUNCT
fis-3955	87	6	which	which	PRON
fis-3955	87	7	is	be	AUX
fis-3955	87	8	the	the	DET
fis-3955	87	9	pixel	pixel	PROPN
fis-3955	87	10	-	-	PUNCT
fis-3955	87	11	based	base	VERB
fis-3955	87	12	standard	standard	ADJ
fis-3955	87	13	deviation	deviation	NOUN
fis-3955	87	14	of	of	ADP
fis-3955	87	15	the	the	DET
fis-3955	87	16	gaussian	gaussian	ADJ
fis-3955	87	17	filter	filter	NOUN
fis-3955	87	18	.	.	PUNCT
fis-3955	88	1	the	the	DET
fis-3955	88	2	low	low	ADJ
fis-3955	88	3	threshold	threshold	NOUN
fis-3955	88	4	,	,	PUNCT
fis-3955	88	5	which	which	PRON
fis-3955	88	6	is	be	AUX
fis-3955	88	7	defined	define	VERB
fis-3955	88	8	as	as	ADP
fis-3955	88	9	a	a	DET
fis-3955	88	10	percentage	percentage	NOUN
fis-3955	88	11	of	of	ADP
fis-3955	88	12	the	the	DET
fis-3955	88	13	calculated	calculate	VERB
fis-3955	88	14	high	high	ADJ
fis-3955	88	15	threshold	threshold	NOUN
fis-3955	88	16	,	,	PUNCT
fis-3955	88	17	is	be	AUX
fis-3955	88	18	the	the	DET
fis-3955	88	19	second	second	ADJ
fis-3955	88	20	low	low	ADJ
fis-3955	88	21	parameter	parameter	NOUN
fis-3955	88	22	.	.	PUNCT
fis-3955	89	1	the	the	DET
fis-3955	89	2	third	third	ADJ
fis-3955	89	3	parameter	parameter	NOUN
fis-3955	89	4	high	high	NOUN
fis-3955	89	5	,	,	PUNCT
fis-3955	89	6	which	which	PRON
fis-3955	89	7	is	be	AUX
fis-3955	89	8	supplied	supply	VERB
fis-3955	89	9	as	as	ADP
fis-3955	89	10	a	a	DET
fis-3955	89	11	percentage	percentage	NOUN
fis-3955	89	12	point	point	NOUN
fis-3955	89	13	in	in	ADP
fis-3955	89	14	the	the	DET
fis-3955	89	15	distribution	distribution	NOUN
fis-3955	89	16	of	of	ADP
fis-3955	89	17	gradient	gradient	ADJ
fis-3955	89	18	magnitude	magnitude	NOUN
fis-3955	89	19	value	value	NOUN
fis-3955	89	20	systems	system	NOUN
fis-3955	89	21	for	for	ADP
fis-3955	89	22	the	the	DET
fis-3955	89	23	candidate	candidate	NOUN
fis-3955	89	24	edge	edge	NOUN
fis-3955	89	25	pixels	pixel	NOUN
fis-3955	89	26	,	,	PUNCT
fis-3955	89	27	is	be	AUX
fis-3955	89	28	the	the	DET
fis-3955	89	29	high	high	ADJ
fis-3955	89	30	threshold	threshold	NOUN
fis-3955	89	31	to	to	PART
fis-3955	89	32	be	be	AUX
fis-3955	89	33	used	use	VERB
fis-3955	89	34	in	in	ADP
fis-3955	89	35	the	the	DET
fis-3955	89	36	hysteresis	hysteresis	NOUN
fis-3955	89	37	.	.	PUNCT
fis-3955	90	1	the	the	DET
fis-3955	90	2	laplacian	laplacian	ADJ
fis-3955	90	3	operator	operator	NOUN
fis-3955	90	4	is	be	AUX
fis-3955	90	5	used	use	VERB
fis-3955	90	6	to	to	PART
fis-3955	90	7	calculate	calculate	VERB
fis-3955	90	8	a	a	DET
fis-3955	90	9	matrix	matrix	NOUN
fis-3955	90	10	's	's	PART
fis-3955	90	11	derivative	derivative	NOUN
fis-3955	90	12	.	.	PUNCT
fis-3955	91	1	we	we	PRON
fis-3955	91	2	must	must	AUX
fis-3955	91	3	first	first	ADV
fis-3955	91	4	compute	compute	VERB
fis-3955	91	5	the	the	DET
fis-3955	91	6	first	first	ADJ
fis-3955	91	7	two	two	NUM
fis-3955	91	8	derivatives	derivative	NOUN
fis-3955	91	9	,	,	PUNCT
fis-3955	91	10	also	also	ADV
fis-3955	91	11	known	know	VERB
fis-3955	91	12	as	as	ADP
fis-3955	91	13	sobel	sobel	NOUN
fis-3955	91	14	derivatives	derivative	NOUN
fis-3955	91	15	,	,	PUNCT
fis-3955	91	16	which	which	PRON
fis-3955	91	17	each	each	DET
fis-3955	91	18	account	account	VERB
fis-3955	91	19	for	for	ADP
fis-3955	91	20	gradient	gradient	ADJ
fis-3955	91	21	variations	variation	NOUN
fis-3955	91	22	in	in	ADP
fis-3955	91	23	a	a	DET
fis-3955	91	24	certain	certain	ADJ
fis-3955	91	25	direction	direction	NOUN
fis-3955	91	26	:	:	PUNCT
fis-3955	91	27	one	one	NUM
fis-3955	91	28	horizontal	horizontal	ADJ
fis-3955	91	29	and	and	CCONJ
fis-3955	91	30	the	the	DET
fis-3955	91	31	other	other	ADJ
fis-3955	91	32	vertical	vertical	NOUN
fis-3955	91	33	.	.	PUNCT
fis-3955	92	1	through	through	ADP
fis-3955	92	2	the	the	DET
fis-3955	92	3	convolution	convolution	NOUN
fis-3955	92	4	of	of	ADP
fis-3955	92	5	the	the	DET
fis-3955	92	6	picture	picture	NOUN
fis-3955	92	7	with	with	ADP
fis-3955	92	8	a	a	DET
fis-3955	92	9	matrix	matrix	NOUN
fis-3955	92	10	called	call	VERB
fis-3955	92	11	kernel	kernel	NOUN
fis-3955	92	12	,	,	PUNCT
fis-3955	92	13	which	which	PRON
fis-3955	92	14	is	be	AUX
fis-3955	92	15	always	always	ADV
fis-3955	92	16	of	of	ADP
fis-3955	92	17	odd	odd	ADJ
fis-3955	92	18	size	size	NOUN
fis-3955	92	19	,	,	PUNCT
fis-3955	92	20	the	the	DET
fis-3955	92	21	horizontal	horizontal	PROPN
fis-3955	92	22	sobel	sobel	PROPN
fis-3955	92	23	derivative	derivative	PROPN
fis-3955	92	24	(	(	PUNCT
fis-3955	92	25	sobel	sobel	NOUN
fis-3955	92	26	x	x	X
fis-3955	92	27	)	)	PUNCT
fis-3955	92	28	is	be	AUX
fis-3955	92	29	obtained	obtain	VERB
fis-3955	92	30	.	.	PUNCT
fis-3955	93	1	the	the	DET
fis-3955	93	2	simplest	simple	ADJ
fis-3955	93	3	situation	situation	NOUN
fis-3955	93	4	is	be	AUX
fis-3955	93	5	a	a	DET
fis-3955	93	6	kernel	kernel	NOUN
fis-3955	93	7	with	with	ADP
fis-3955	93	8	a	a	DET
fis-3955	93	9	size	size	NOUN
fis-3955	93	10	of	of	ADP
fis-3955	93	11	3	3	NUM
fis-3955	93	12	.	.	PUNCT
fis-3955	93	13	through	through	ADP
fis-3955	93	14	the	the	DET
fis-3955	93	15	convolution	convolution	NOUN
fis-3955	93	16	of	of	ADP
fis-3955	93	17	the	the	DET
fis-3955	93	18	picture	picture	NOUN
fis-3955	93	19	with	with	ADP
fis-3955	93	20	a	a	DET
fis-3955	93	21	matrix	matrix	NOUN
fis-3955	93	22	called	call	VERB
fis-3955	93	23	kernel	kernel	NOUN
fis-3955	93	24	,	,	PUNCT
fis-3955	93	25	which	which	PRON
fis-3955	93	26	is	be	AUX
fis-3955	93	27	always	always	ADV
fis-3955	93	28	of	of	ADP
fis-3955	93	29	odd	odd	ADJ
fis-3955	93	30	size	size	NOUN
fis-3955	93	31	,	,	PUNCT
fis-3955	93	32	the	the	DET
fis-3955	93	33	vertical	vertical	ADJ
fis-3955	93	34	sobel	sobel	PROPN
fis-3955	93	35	derivative	derivative	PROPN
fis-3955	93	36	(	(	PUNCT
fis-3955	93	37	sobel	sobel	PROPN
fis-3955	93	38	y	y	PROPN
fis-3955	93	39	)	)	PUNCT
fis-3955	93	40	is	be	AUX
fis-3955	93	41	obtained	obtain	VERB
fis-3955	93	42	.	.	PUNCT
fis-3955	94	1	the	the	DET
fis-3955	94	2	simplest	simple	ADJ
fis-3955	94	3	situation	situation	NOUN
fis-3955	94	4	is	be	AUX
fis-3955	94	5	a	a	DET
fis-3955	94	6	kernel	kernel	NOUN
fis-3955	94	7	with	with	ADP
fis-3955	94	8	a	a	DET
fis-3955	94	9	size	size	NOUN
fis-3955	94	10	of	of	ADP
fis-3955	94	11	3	3	NUM
fis-3955	94	12	.	.	PUNCT
fis-3955	95	1	the	the	DET
fis-3955	95	2	gradient	gradient	ADJ
fis-3955	95	3	strength	strength	NOUN
fis-3955	95	4	and	and	CCONJ
fis-3955	95	5	direction	direction	NOUN
fis-3955	95	6	of	of	ADP
fis-3955	95	7	the	the	DET
fis-3955	95	8	pixel	pixel	NOUN
fis-3955	95	9	is	be	AUX
fis-3955	95	10	calculated	calculate	VERB
fis-3955	95	11	by	by	ADP
fis-3955	95	12	using	use	VERB
fis-3955	95	13	the	the	DET
fis-3955	95	14	eqn	eqn	NOUN
fis-3955	95	15	.	.	PROPN
fis-3955	95	16	1	1	NUM
fis-3955	95	17	and	and	CCONJ
fis-3955	95	18	2	2	NUM
fis-3955	95	19	.	.	X
fis-3955	96	1			NUM
fis-3955	96	2	2	2	NOUN
fis-3955	96	3	2	2	NUM
fis-3955	96	4	x	x	SYM
fis-3955	96	5	yg	yg	PROPN
fis-3955	96	6	g	g	PROPN
fis-3955	96	7	g	g	PROPN
fis-3955	96	8	(	(	PUNCT
fis-3955	96	9	1	1	NUM
fis-3955	96	10	)	)	PUNCT
fis-3955	96	11			NOUN
fis-3955	97	1			VERB
fis-3955	97	2			NOUN
fis-3955	97	3			PROPN
fis-3955	97	4			PROPN
fis-3955	97	5			PROPN
fis-3955	97	6			PROPN
fis-3955	98	1			ADJ
fis-3955	98	2			NOUN
fis-3955	98	3	1	1	NUM
fis-3955	98	4	y	y	NOUN
fis-3955	98	5	x	x	SYM
fis-3955	98	6	g	g	PROPN
fis-3955	98	7	tan	tan	PROPN
fis-3955	98	8	g	g	PROPN
fis-3955	98	9	(	(	PUNCT
fis-3955	98	10	2	2	NUM
fis-3955	98	11	)	)	PUNCT
fis-3955	98	12	where	where	SCONJ
fis-3955	98	13	xg	xg	PROPN
fis-3955	98	14	and	and	CCONJ
fis-3955	98	15	yg	yg	PROPN
fis-3955	98	16	are	be	AUX
fis-3955	98	17	pair	pair	NOUN
fis-3955	98	18	of	of	ADP
fis-3955	98	19	convolution	convolution	NOUN
fis-3955	98	20	masks	mask	NOUN
fis-3955	98	21	in	in	ADP
fis-3955	98	22	x	x	PUNCT
fis-3955	98	23	and	and	CCONJ
fis-3955	98	24	y	y	PROPN
fis-3955	98	25	directions	direction	NOUN
fis-3955	98	26	.	.	PUNCT
fis-3955	99	1	in	in	ADP
fis-3955	99	2	the	the	DET
fis-3955	99	3	present	present	ADJ
fis-3955	99	4	work	work	NOUN
fis-3955	99	5	,	,	PUNCT
fis-3955	99	6	the	the	DET
fis-3955	99	7	u	u	ADJ
fis-3955	99	8	-	-	ADJ
fis-3955	99	9	net	net	ADJ
fis-3955	99	10	algorithm	algorithm	NOUN
fis-3955	99	11	is	be	AUX
fis-3955	99	12	used	use	VERB
fis-3955	99	13	for	for	ADP
fis-3955	99	14	the	the	DET
fis-3955	99	15	identification	identification	NOUN
fis-3955	99	16	of	of	ADP
fis-3955	99	17	fracture	fracture	NOUN
fis-3955	99	18	cracks	crack	NOUN
fis-3955	99	19	present	present	ADJ
fis-3955	99	20	in	in	ADP
fis-3955	99	21	the	the	DET
fis-3955	99	22	microstructure	microstructure	ADJ
fis-3955	99	23	images	image	NOUN
fis-3955	99	24	.	.	PUNCT
fis-3955	100	1	the	the	DET
fis-3955	100	2	u	u	ADJ
fis-3955	100	3	-	-	ADJ
fis-3955	100	4	net	net	ADJ
fis-3955	100	5	approach	approach	NOUN
fis-3955	100	6	has	have	VERB
fis-3955	100	7	various	various	ADJ
fis-3955	100	8	benefits	benefit	NOUN
fis-3955	100	9	for	for	ADP
fis-3955	100	10	segmentation	segmentation	NOUN
fis-3955	100	11	tasks	task	NOUN
fis-3955	100	12	,	,	PUNCT
fis-3955	100	13	starting	start	VERB
fis-3955	100	14	with	with	ADP
fis-3955	100	15	the	the	DET
fis-3955	100	16	simultaneous	simultaneous	ADJ
fis-3955	100	17	use	use	NOUN
fis-3955	100	18	of	of	ADP
fis-3955	100	19	central	central	ADJ
fis-3955	100	20	place	place	NOUN
fis-3955	100	21	and	and	CCONJ
fis-3955	100	22	context	context	NOUN
fis-3955	100	23	.	.	PUNCT
fis-3955	101	1	second	second	ADJ
fis-3955	101	2	,	,	PUNCT
fis-3955	101	3	it	it	PRON
fis-3955	101	4	performs	perform	VERB
fis-3955	101	5	better	well	ADV
fis-3955	101	6	for	for	ADP
fis-3955	101	7	segmentation	segmentation	NOUN
fis-3955	101	8	tasks	task	NOUN
fis-3955	101	9	even	even	ADV
fis-3955	101	10	with	with	ADP
fis-3955	101	11	a	a	DET
fis-3955	101	12	small	small	ADJ
fis-3955	101	13	number	number	NOUN
fis-3955	101	14	of	of	ADP
fis-3955	101	15	training	training	NOUN
fis-3955	101	16	examples	example	NOUN
fis-3955	101	17	.	.	PUNCT
fis-3955	102	1	the	the	DET
fis-3955	102	2	network	network	NOUN
fis-3955	102	3	has	have	VERB
fis-3955	102	4	a	a	DET
fis-3955	102	5	u	u	NOUN
fis-3955	102	6	-	-	ADJ
fis-3955	102	7	shaped	shape	VERB
fis-3955	102	8	architecture	architecture	NOUN
fis-3955	102	9	because	because	SCONJ
fis-3955	102	10	it	it	PRON
fis-3955	102	11	has	have	VERB
fis-3955	102	12	both	both	CCONJ
fis-3955	102	13	a	a	DET
fis-3955	102	14	constricting	constricting	NOUN
fis-3955	102	15	path	path	NOUN
fis-3955	102	16	and	and	CCONJ
fis-3955	102	17	an	an	DET
fis-3955	102	18	expandable	expandable	ADJ
fis-3955	102	19	path	path	NOUN
fis-3955	102	20	.	.	PUNCT
fis-3955	103	1	the	the	DET
fis-3955	103	2	contracting	contracting	NOUN
fis-3955	103	3	path	path	NOUN
fis-3955	103	4	is	be	AUX
fis-3955	103	5	a	a	DET
fis-3955	103	6	standard	standard	ADJ
fis-3955	103	7	convolutional	convolutional	ADJ
fis-3955	103	8	network	network	NOUN
fis-3955	103	9	that	that	PRON
fis-3955	103	10	applies	apply	VERB
fis-3955	103	11	convolutions	convolution	NOUN
fis-3955	103	12	repeatedly	repeatedly	ADV
fis-3955	103	13	,	,	PUNCT
fis-3955	103	14	followed	follow	VERB
fis-3955	103	15	by	by	ADP
fis-3955	103	16	rectified	rectified	ADJ
fis-3955	103	17	linear	linear	ADJ
fis-3955	103	18	units	unit	NOUN
fis-3955	103	19	(	(	PUNCT
fis-3955	103	20	relu	relu	NOUN
fis-3955	103	21	)	)	PUNCT
fis-3955	103	22	and	and	CCONJ
fis-3955	103	23	max	max	PROPN
fis-3955	103	24	pooling	pool	VERB
fis-3955	103	25	operations	operation	NOUN
fis-3955	103	26	for	for	ADP
fis-3955	103	27	each	each	DET
fis-3955	103	28	one	one	NUM
fis-3955	103	29	.	.	PUNCT
fis-3955	104	1	figure	figure	NOUN
fis-3955	104	2	2	2	NUM
fis-3955	104	3	:	:	PUNCT
fis-3955	104	4	framework	framework	NOUN
fis-3955	104	5	implemented	implement	VERB
fis-3955	104	6	to	to	PART
fis-3955	104	7	identify	identify	VERB
fis-3955	104	8	fracture	fracture	NOUN
fis-3955	104	9	cracks	crack	NOUN
fis-3955	104	10	in	in	ADP
fis-3955	104	11	the	the	DET
fis-3955	104	12	present	present	ADJ
fis-3955	104	13	research	research	NOUN
fis-3955	104	14	work	work	NOUN
fis-3955	104	15	.	.	PUNCT
fis-3955	105	1	a.	a.	PROPN
fis-3955	105	2	mishra	mishra	PROPN
fis-3955	105	3	et	et	PROPN
fis-3955	105	4	alii	alii	PROPN
fis-3955	105	5	,	,	PUNCT
fis-3955	105	6	frattura	frattura	PROPN
fis-3955	105	7	ed	ed	PROPN
fis-3955	105	8	integrità	integrità	PROPN
fis-3955	105	9	strutturale	strutturale	PROPN
fis-3955	105	10	,	,	PUNCT
fis-3955	105	11	63	63	NUM
fis-3955	105	12	(	(	PUNCT
fis-3955	105	13	2023	2023	NUM
fis-3955	105	14	)	)	PUNCT
fis-3955	105	15	234	234	NUM
fis-3955	105	16	-	-	SYM
fis-3955	105	17	245	245	NUM
fis-3955	105	18	;	;	PUNCT
fis-3955	105	19	doi	doi	NOUN
fis-3955	105	20	:	:	PUNCT
fis-3955	105	21	10.3221	10.3221	NUM
fis-3955	105	22	/	/	SYM
fis-3955	105	23	igf	igf	PROPN
fis-3955	105	24	-	-	PUNCT
fis-3955	105	25	esis.63.18	esis.63.18	PROPN
fis-3955	105	26	238	238	NUM
fis-3955	105	27	the	the	DET
fis-3955	105	28	performance	performance	NOUN
fis-3955	105	29	evaluation	evaluation	NOUN
fis-3955	105	30	of	of	ADP
fis-3955	105	31	the	the	DET
fis-3955	105	32	framework	framework	NOUN
fis-3955	105	33	was	be	AUX
fis-3955	105	34	carried	carry	VERB
fis-3955	105	35	out	out	ADP
fis-3955	105	36	by	by	ADP
fis-3955	105	37	using	use	VERB
fis-3955	105	38	loss	loss	NOUN
fis-3955	105	39	function	function	NOUN
fis-3955	105	40	and	and	CCONJ
fis-3955	105	41	accuracy	accuracy	NOUN
fis-3955	105	42	evaluation	evaluation	NOUN
fis-3955	105	43	.	.	PUNCT
fis-3955	106	1	one	one	NUM
fis-3955	106	2	of	of	ADP
fis-3955	106	3	the	the	DET
fis-3955	106	4	most	most	ADV
fis-3955	106	5	crucial	crucial	ADJ
fis-3955	106	6	components	component	NOUN
fis-3955	106	7	of	of	ADP
fis-3955	106	8	neural	neural	ADJ
fis-3955	106	9	networks	network	NOUN
fis-3955	106	10	is	be	AUX
fis-3955	106	11	the	the	DET
fis-3955	106	12	loss	loss	NOUN
fis-3955	106	13	function	function	NOUN
fis-3955	106	14	,	,	PUNCT
fis-3955	106	15	which	which	PRON
fis-3955	106	16	,	,	PUNCT
fis-3955	106	17	together	together	ADV
fis-3955	106	18	with	with	ADP
fis-3955	106	19	the	the	DET
fis-3955	106	20	optimization	optimization	NOUN
fis-3955	106	21	functions	function	NOUN
fis-3955	106	22	,	,	PUNCT
fis-3955	106	23	is	be	AUX
fis-3955	106	24	directly	directly	ADV
fis-3955	106	25	in	in	ADP
fis-3955	106	26	charge	charge	NOUN
fis-3955	106	27	of	of	ADP
fis-3955	106	28	fitting	fit	VERB
fis-3955	106	29	the	the	DET
fis-3955	106	30	model	model	NOUN
fis-3955	106	31	to	to	ADP
fis-3955	106	32	the	the	DET
fis-3955	106	33	provided	provide	VERB
fis-3955	106	34	training	training	NOUN
fis-3955	106	35	data	datum	NOUN
fis-3955	106	36	.	.	PUNCT
fis-3955	107	1	a	a	DET
fis-3955	107	2	loss	loss	NOUN
fis-3955	107	3	function	function	NOUN
fis-3955	107	4	analyzes	analyze	VERB
fis-3955	107	5	how	how	SCONJ
fis-3955	107	6	effectively	effectively	ADV
fis-3955	107	7	the	the	DET
fis-3955	107	8	neural	neural	ADJ
fis-3955	107	9	network	network	NOUN
fis-3955	107	10	models	model	NOUN
fis-3955	107	11	the	the	DET
fis-3955	107	12	training	training	NOUN
fis-3955	107	13	data	datum	NOUN
fis-3955	107	14	by	by	ADP
fis-3955	107	15	comparing	compare	VERB
fis-3955	107	16	the	the	DET
fis-3955	107	17	target	target	NOUN
fis-3955	107	18	and	and	CCONJ
fis-3955	107	19	predicted	predict	VERB
fis-3955	107	20	output	output	NOUN
fis-3955	107	21	values	value	NOUN
fis-3955	107	22	.	.	PUNCT
fis-3955	108	1	we	we	PRON
fis-3955	108	2	try	try	VERB
fis-3955	108	3	to	to	PART
fis-3955	108	4	reduce	reduce	VERB
fis-3955	108	5	this	this	DET
fis-3955	108	6	difference	difference	NOUN
fis-3955	108	7	in	in	ADP
fis-3955	108	8	output	output	NOUN
fis-3955	108	9	between	between	ADP
fis-3955	108	10	the	the	DET
fis-3955	108	11	predicted	predict	VERB
fis-3955	108	12	and	and	CCONJ
fis-3955	108	13	the	the	DET
fis-3955	108	14	target	target	NOUN
fis-3955	108	15	during	during	ADP
fis-3955	108	16	training	training	NOUN
fis-3955	108	17	.	.	PUNCT
fis-3955	109	1	we	we	PRON
fis-3955	109	2	discover	discover	VERB
fis-3955	109	3	the	the	DET
fis-3955	109	4	weights	weight	NOUN
fis-3955	109	5	,	,	PUNCT
fis-3955	109	6	wt	wt	NOUN
fis-3955	109	7	,	,	PUNCT
fis-3955	109	8	and	and	CCONJ
fis-3955	109	9	biases	bias	NOUN
fis-3955	109	10	b	b	X
fis-3955	109	11	,	,	PUNCT
fis-3955	109	12	that	that	PRON
fis-3955	109	13	minimize	minimize	VERB
fis-3955	109	14	the	the	DET
fis-3955	109	15	magnitude	magnitude	NOUN
fis-3955	109	16	of	of	ADP
fis-3955	109	17	j	j	PROPN
fis-3955	109	18	after	after	ADP
fis-3955	109	19	adjusting	adjust	VERB
fis-3955	109	20	the	the	DET
fis-3955	109	21	hyperparameters	hyperparameter	NOUN
fis-3955	109	22	to	to	PART
fis-3955	109	23	minimize	minimize	VERB
fis-3955	109	24	the	the	DET
fis-3955	109	25	average	average	ADJ
fis-3955	109	26	loss	loss	NOUN
fis-3955	109	27	(	(	PUNCT
fis-3955	109	28	average	average	ADJ
fis-3955	109	29	loss	loss	NOUN
fis-3955	109	30	)	)	PUNCT
fis-3955	109	31	as	as	SCONJ
fis-3955	109	32	indicated	indicate	VERB
fis-3955	109	33	in	in	ADP
fis-3955	109	34	eqn	eqn	NOUN
fis-3955	109	35	.	.	PUNCT
fis-3955	110	1	3	3	X
fis-3955	110	2	.	.	X
fis-3955	110	3			NOUN
fis-3955	110	4			SYM
fis-3955	110	5			NOUN
fis-3955	110	6			PUNCT
fis-3955	111	1			NUM
fis-3955	112	1			NUM
fis-3955	112	2			NOUN
fis-3955	112	3			ADP
fis-3955	112	4	1	1	NUM
fis-3955	112	5	1	1	NUM
fis-3955	112	6	,	,	PUNCT
fis-3955	112	7	,	,	PUNCT
fis-3955	112	8	  	  	SPACE
fis-3955	112	9	m	m	VERB
fis-3955	112	10	t	t	NOUN
fis-3955	113	1	i	i	PRON
fis-3955	113	2	i	i	PRON
fis-3955	114	1	i	i	PRON
fis-3955	114	2	j	j	PROPN
fis-3955	115	1	w	w	PROPN
fis-3955	115	2	b	b	PROPN
fis-3955	115	3	l	l	NOUN
fis-3955	115	4	y	y	PROPN
fis-3955	115	5	y	y	PROPN
fis-3955	115	6	m	m	PROPN
fis-3955	115	7	(	(	PUNCT
fis-3955	115	8	3	3	NUM
fis-3955	115	9	)	)	PUNCT
fis-3955	115	10	results	result	NOUN
fis-3955	115	11	and	and	CCONJ
fis-3955	115	12	discussion	discussion	NOUN
fis-3955	115	13	microstructure	microstructure	NOUN
fis-3955	115	14	analysis	analysis	NOUN
fis-3955	115	15	his	his	PRON
fis-3955	115	16	section	section	NOUN
fis-3955	115	17	discusses	discuss	VERB
fis-3955	115	18	the	the	DET
fis-3955	115	19	surface	surface	NOUN
fis-3955	115	20	analysis	analysis	NOUN
fis-3955	115	21	of	of	ADP
fis-3955	115	22	ohns	ohns	ADJ
fis-3955	115	23	die	die	VERB
fis-3955	115	24	steel	steel	NOUN
fis-3955	115	25	that	that	PRON
fis-3955	115	26	has	have	AUX
fis-3955	115	27	been	be	AUX
fis-3955	115	28	machined	machine	VERB
fis-3955	115	29	using	use	VERB
fis-3955	115	30	a	a	DET
fis-3955	115	31	copper	copper	NOUN
fis-3955	115	32	electrode	electrode	NOUN
fis-3955	115	33	and	and	CCONJ
fis-3955	115	34	tungsten	tungsten	ADJ
fis-3955	115	35	powder	powder	NOUN
fis-3955	115	36	as	as	ADV
fis-3955	115	37	well	well	ADV
fis-3955	115	38	as	as	ADP
fis-3955	115	39	electrical	electrical	ADJ
fis-3955	115	40	parameters	parameter	NOUN
fis-3955	115	41	such	such	DET
fis-3955	115	42	a	a	DET
fis-3955	115	43	5a	5a	NUM
fis-3955	115	44	gap	gap	NOUN
fis-3955	115	45	current	current	ADJ
fis-3955	115	46	,	,	PUNCT
fis-3955	115	47	an	an	DET
fis-3955	115	48	8	8	NUM
fis-3955	115	49	-	-	PUNCT
fis-3955	115	50	s	s	NOUN
fis-3955	115	51	pulse	pulse	NOUN
fis-3955	115	52	on	on	ADP
fis-3955	115	53	time	time	NOUN
fis-3955	115	54	,	,	PUNCT
fis-3955	115	55	and	and	CCONJ
fis-3955	115	56	a	a	DET
fis-3955	115	57	9	9	NUM
fis-3955	115	58	-	-	PUNCT
fis-3955	115	59	s	s	NOUN
fis-3955	115	60	pulse	pulse	NOUN
fis-3955	115	61	off	off	ADP
fis-3955	115	62	time	time	NOUN
fis-3955	115	63	.	.	PUNCT
fis-3955	116	1	the	the	DET
fis-3955	116	2	micrograph	micrograph	NOUN
fis-3955	116	3	of	of	ADP
fis-3955	116	4	ohns	ohns	ADJ
fis-3955	116	5	die	die	VERB
fis-3955	116	6	steel	steel	NOUN
fis-3955	116	7	material	material	NOUN
fis-3955	116	8	without	without	ADP
fis-3955	116	9	machining	machining	NOUN
fis-3955	116	10	is	be	AUX
fis-3955	116	11	shown	show	VERB
fis-3955	116	12	in	in	ADP
fis-3955	116	13	fig	fig	NOUN
fis-3955	116	14	.	.	PUNCT
fis-3955	117	1	3	3	X
fis-3955	117	2	.	.	X
fis-3955	118	1	it	it	PRON
fis-3955	118	2	is	be	AUX
fis-3955	118	3	visible	visible	ADJ
fis-3955	118	4	that	that	SCONJ
fis-3955	118	5	the	the	DET
fis-3955	118	6	cementite	cementite	ADJ
fis-3955	118	7	phase	phase	NOUN
fis-3955	118	8	appears	appear	VERB
fis-3955	118	9	as	as	ADP
fis-3955	118	10	tiny	tiny	ADJ
fis-3955	118	11	white	white	ADJ
fis-3955	118	12	dots	dot	NOUN
fis-3955	118	13	in	in	ADP
fis-3955	118	14	the	the	DET
fis-3955	118	15	tempered	temper	VERB
fis-3955	118	16	martensite	martensite	NOUN
fis-3955	118	17	's	's	PART
fis-3955	118	18	gray	gray	ADJ
fis-3955	118	19	matrix	matrix	NOUN
fis-3955	118	20	.	.	PUNCT
fis-3955	119	1	figs	fig	NOUN
fis-3955	119	2	.	.	PUNCT
fis-3955	120	1	4	4	NUM
fis-3955	120	2	and	and	CCONJ
fis-3955	120	3	5	5	NUM
fis-3955	120	4	depict	depict	VERB
fis-3955	120	5	the	the	DET
fis-3955	120	6	micrograph	micrograph	NOUN
fis-3955	120	7	of	of	ADP
fis-3955	120	8	the	the	DET
fis-3955	120	9	ohns	ohns	NOUN
fis-3955	120	10	die	die	VERB
fis-3955	120	11	steel	steel	NOUN
fis-3955	120	12	material	material	NOUN
fis-3955	120	13	after	after	ADP
fis-3955	120	14	edm	edm	PROPN
fis-3955	120	15	machining	machining	NOUN
fis-3955	120	16	,	,	PUNCT
fis-3955	120	17	which	which	PRON
fis-3955	120	18	was	be	AUX
fis-3955	120	19	taken	take	VERB
fis-3955	120	20	at	at	ADP
fis-3955	120	21	100x	100x	NUM
fis-3955	120	22	and	and	CCONJ
fis-3955	120	23	1000x	1000x	NUM
fis-3955	120	24	magnifications	magnification	NOUN
fis-3955	120	25	,	,	PUNCT
fis-3955	120	26	respectively	respectively	ADV
fis-3955	120	27	.	.	PUNCT
fis-3955	121	1	fig	fig	NOUN
fis-3955	121	2	.	.	PUNCT
fis-3955	122	1	3	3	NUM
fis-3955	122	2	depicts	depict	VERB
fis-3955	122	3	the	the	DET
fis-3955	122	4	surface	surface	NOUN
fis-3955	122	5	of	of	ADP
fis-3955	122	6	ohns	ohns	ADJ
fis-3955	122	7	die	die	VERB
fis-3955	122	8	steel	steel	NOUN
fis-3955	122	9	that	that	PRON
fis-3955	122	10	has	have	AUX
fis-3955	122	11	been	be	AUX
fis-3955	122	12	edm	edm	ADJ
fis-3955	122	13	-	-	PUNCT
fis-3955	122	14	milled	mill	VERB
fis-3955	122	15	using	use	VERB
fis-3955	122	16	tungsten	tungsten	NOUN
fis-3955	122	17	powder	powder	NOUN
fis-3955	122	18	suspended	suspend	VERB
fis-3955	122	19	in	in	ADP
fis-3955	122	20	dielectric	dielectric	NOUN
fis-3955	122	21	.	.	PUNCT
fis-3955	123	1	the	the	DET
fis-3955	123	2	topography	topography	NOUN
fis-3955	123	3	shows	show	VERB
fis-3955	123	4	that	that	SCONJ
fis-3955	123	5	there	there	PRON
fis-3955	123	6	are	be	VERB
fis-3955	123	7	several	several	ADJ
fis-3955	123	8	spherical	spherical	ADJ
fis-3955	123	9	droplets	droplet	NOUN
fis-3955	123	10	left	leave	VERB
fis-3955	123	11	on	on	ADP
fis-3955	123	12	the	the	DET
fis-3955	123	13	machined	machine	VERB
fis-3955	123	14	surface	surface	NOUN
fis-3955	123	15	,	,	PUNCT
fis-3955	123	16	along	along	ADP
fis-3955	123	17	with	with	ADP
fis-3955	123	18	some	some	DET
fis-3955	123	19	discrete	discrete	ADJ
fis-3955	123	20	craters	crater	NOUN
fis-3955	123	21	and	and	CCONJ
fis-3955	123	22	volcanic	volcanic	ADJ
fis-3955	123	23	characteristics	characteristic	NOUN
fis-3955	123	24	,	,	PUNCT
fis-3955	123	25	which	which	PRON
fis-3955	123	26	suggests	suggest	VERB
fis-3955	123	27	that	that	SCONJ
fis-3955	123	28	melting	melting	NOUN
fis-3955	123	29	and	and	CCONJ
fis-3955	123	30	evaporation	evaporation	NOUN
fis-3955	123	31	is	be	AUX
fis-3955	123	32	how	how	SCONJ
fis-3955	123	33	the	the	DET
fis-3955	123	34	material	material	NOUN
fis-3955	123	35	was	be	AUX
fis-3955	123	36	removed	remove	VERB
fis-3955	123	37	.	.	PUNCT
fis-3955	124	1	in	in	ADP
fis-3955	124	2	regions	region	NOUN
fis-3955	124	3	of	of	ADP
fis-3955	124	4	extremely	extremely	ADV
fis-3955	124	5	high	high	ADJ
fis-3955	124	6	temperature	temperature	NOUN
fis-3955	124	7	,	,	PUNCT
fis-3955	124	8	the	the	DET
fis-3955	124	9	upper	upper	ADJ
fis-3955	124	10	material	material	NOUN
fis-3955	124	11	will	will	AUX
fis-3955	124	12	vaporize	vaporize	VERB
fis-3955	124	13	while	while	SCONJ
fis-3955	124	14	the	the	DET
fis-3955	124	15	bottom	bottom	ADJ
fis-3955	124	16	material	material	NOUN
fis-3955	124	17	melts	melt	NOUN
fis-3955	124	18	.	.	PUNCT
fis-3955	125	1	the	the	DET
fis-3955	125	2	original	original	ADJ
fis-3955	125	3	material	material	NOUN
fis-3955	125	4	and	and	CCONJ
fis-3955	125	5	the	the	DET
fis-3955	125	6	recast	recast	ADJ
fis-3955	125	7	layer	layer	NOUN
fis-3955	125	8	,	,	PUNCT
fis-3955	125	9	which	which	PRON
fis-3955	125	10	is	be	AUX
fis-3955	125	11	a	a	DET
fis-3955	125	12	brighter	bright	ADJ
fis-3955	125	13	white	white	ADJ
fis-3955	125	14	,	,	PUNCT
fis-3955	125	15	are	be	AUX
fis-3955	125	16	both	both	ADV
fis-3955	125	17	clearly	clearly	ADV
fis-3955	125	18	distinguishable	distinguishable	ADJ
fis-3955	125	19	regions	region	NOUN
fis-3955	125	20	.	.	PUNCT
fis-3955	126	1	the	the	DET
fis-3955	126	2	lower	low	ADJ
fis-3955	126	3	pulse	pulse	NOUN
fis-3955	126	4	current	current	ADJ
fis-3955	126	5	results	result	NOUN
fis-3955	126	6	in	in	ADP
fis-3955	126	7	a	a	DET
fis-3955	126	8	smaller	small	ADJ
fis-3955	126	9	thermal	thermal	ADJ
fis-3955	126	10	gradient	gradient	NOUN
fis-3955	126	11	,	,	PUNCT
fis-3955	126	12	which	which	PRON
fis-3955	126	13	results	result	VERB
fis-3955	126	14	in	in	ADP
fis-3955	126	15	a	a	DET
fis-3955	126	16	thinner	thin	ADJ
fis-3955	126	17	recast	recast	ADJ
fis-3955	126	18	layer	layer	NOUN
fis-3955	126	19	.	.	PUNCT
fis-3955	127	1	because	because	SCONJ
fis-3955	127	2	a	a	DET
fis-3955	127	3	steeper	steep	ADJ
fis-3955	127	4	thermal	thermal	ADJ
fis-3955	127	5	gradient	gradient	NOUN
fis-3955	127	6	sets	set	VERB
fis-3955	127	7	up	up	ADP
fis-3955	127	8	at	at	ADP
fis-3955	127	9	higher	high	ADJ
fis-3955	127	10	pulse	pulse	NOUN
fis-3955	127	11	currents	current	NOUN
fis-3955	127	12	,	,	PUNCT
fis-3955	127	13	potentially	potentially	ADV
fis-3955	127	14	producing	produce	VERB
fis-3955	127	15	a	a	DET
fis-3955	127	16	thermal	thermal	ADJ
fis-3955	127	17	effect	effect	NOUN
fis-3955	127	18	beneath	beneath	ADP
fis-3955	127	19	the	the	DET
fis-3955	127	20	melting	melting	NOUN
fis-3955	127	21	zone	zone	NOUN
fis-3955	127	22	,	,	PUNCT
fis-3955	127	23	the	the	DET
fis-3955	127	24	recast	recast	NOUN
fis-3955	127	25	layer	layer	NOUN
fis-3955	127	26	seems	seem	VERB
fis-3955	127	27	thicker	thick	ADJ
fis-3955	127	28	as	as	ADP
fis-3955	127	29	the	the	DET
fis-3955	127	30	pulse	pulse	NOUN
fis-3955	127	31	current	current	ADJ
fis-3955	127	32	rises	rise	NOUN
fis-3955	127	33	.	.	PUNCT
fis-3955	128	1	due	due	ADP
fis-3955	128	2	to	to	ADP
fis-3955	128	3	this	this	DET
fis-3955	128	4	phenomenon	phenomenon	NOUN
fis-3955	128	5	,	,	PUNCT
fis-3955	128	6	molten	molten	ADJ
fis-3955	128	7	layer	layer	NOUN
fis-3955	128	8	that	that	PRON
fis-3955	128	9	is	be	AUX
fis-3955	128	10	connected	connect	VERB
fis-3955	128	11	to	to	ADP
fis-3955	128	12	the	the	DET
fis-3955	128	13	machined	machine	VERB
fis-3955	128	14	surface	surface	NOUN
fis-3955	128	15	but	but	CCONJ
fis-3955	128	16	is	be	AUX
fis-3955	128	17	not	not	PART
fis-3955	128	18	washed	wash	VERB
fis-3955	128	19	out	out	ADP
fis-3955	128	20	by	by	ADP
fis-3955	128	21	the	the	DET
fis-3955	128	22	dielectric	dielectric	ADJ
fis-3955	128	23	fluid	fluid	NOUN
fis-3955	128	24	is	be	AUX
fis-3955	128	25	removed	remove	VERB
fis-3955	128	26	to	to	ADP
fis-3955	128	27	a	a	DET
fis-3955	128	28	higher	high	ADJ
fis-3955	128	29	extent	extent	NOUN
fis-3955	128	30	.	.	PUNCT
fis-3955	129	1	the	the	DET
fis-3955	129	2	electrode	electrode	NOUN
fis-3955	129	3	material	material	NOUN
fis-3955	129	4	,	,	PUNCT
fis-3955	129	5	the	the	DET
fis-3955	129	6	type	type	NOUN
fis-3955	129	7	of	of	ADP
fis-3955	129	8	dielectric	dielectric	NOUN
fis-3955	129	9	,	,	PUNCT
fis-3955	129	10	and	and	CCONJ
fis-3955	129	11	the	the	DET
fis-3955	129	12	flushing	flush	VERB
fis-3955	129	13	conditions	condition	NOUN
fis-3955	129	14	all	all	PRON
fis-3955	129	15	affect	affect	VERB
fis-3955	129	16	how	how	SCONJ
fis-3955	129	17	thick	thick	ADJ
fis-3955	129	18	the	the	DET
fis-3955	129	19	recast	recast	NOUN
fis-3955	129	20	layer	layer	NOUN
fis-3955	129	21	is	be	AUX
fis-3955	129	22	.	.	PUNCT
fis-3955	130	1	edm	edm	PROPN
fis-3955	130	2	randomly	randomly	ADV
fis-3955	130	3	wears	wear	VERB
fis-3955	130	4	down	down	ADP
fis-3955	130	5	the	the	DET
fis-3955	130	6	surface	surface	NOUN
fis-3955	130	7	,	,	PUNCT
fis-3955	130	8	and	and	CCONJ
fis-3955	130	9	the	the	DET
fis-3955	130	10	surface	surface	NOUN
fis-3955	130	11	finish	finish	NOUN
fis-3955	130	12	is	be	AUX
fis-3955	130	13	poor	poor	ADJ
fis-3955	130	14	due	due	ADJ
fis-3955	130	15	to	to	ADP
fis-3955	130	16	more	more	ADV
fis-3955	130	17	frequent	frequent	ADJ
fis-3955	130	18	dielectric	dielectric	ADJ
fis-3955	130	19	fluid	fluid	NOUN
fis-3955	130	20	breaking	breaking	NOUN
fis-3955	130	21	and	and	CCONJ
fis-3955	130	22	metal	metal	NOUN
fis-3955	130	23	expulsion	expulsion	NOUN
fis-3955	130	24	.	.	PUNCT
fis-3955	131	1	the	the	DET
fis-3955	131	2	differential	differential	ADJ
fis-3955	131	3	temperature	temperature	NOUN
fis-3955	131	4	gradient	gradient	NOUN
fis-3955	131	5	on	on	ADP
fis-3955	131	6	the	the	DET
fis-3955	131	7	surface	surface	NOUN
fis-3955	131	8	is	be	AUX
fis-3955	131	9	what	what	PRON
fis-3955	131	10	causes	cause	VERB
fis-3955	131	11	the	the	DET
fis-3955	131	12	microcracks	microcrack	NOUN
fis-3955	131	13	shown	show	VERB
fis-3955	131	14	on	on	ADP
fis-3955	131	15	the	the	DET
fis-3955	131	16	resolidified	resolidifie	VERB
fis-3955	131	17	features	feature	NOUN
fis-3955	131	18	seen	see	VERB
fis-3955	131	19	in	in	ADP
fis-3955	131	20	fig	fig	NOUN
fis-3955	131	21	.	.	PUNCT
fis-3955	132	1	5	5	X
fis-3955	132	2	.	.	PUNCT
fis-3955	132	3	the	the	DET
fis-3955	132	4	microstructures	microstructure	NOUN
fis-3955	132	5	of	of	ADP
fis-3955	132	6	ohns	ohns	ADJ
fis-3955	132	7	die	die	VERB
fis-3955	132	8	steel	steel	NOUN
fis-3955	132	9	are	be	AUX
fis-3955	132	10	shown	show	VERB
fis-3955	132	11	in	in	ADP
fis-3955	132	12	fig	fig	NOUN
fis-3955	132	13	.	.	PUNCT
fis-3955	133	1	5	5	NUM
fis-3955	133	2	along	along	ADP
fis-3955	133	3	with	with	ADP
fis-3955	133	4	compound	compound	NOUN
fis-3955	133	5	formation	formation	NOUN
fis-3955	133	6	,	,	PUNCT
fis-3955	133	7	pock	pock	NOUN
fis-3955	133	8	mark	mark	NOUN
fis-3955	133	9	formation	formation	NOUN
fis-3955	133	10	,	,	PUNCT
fis-3955	133	11	region	region	NOUN
fis-3955	133	12	with	with	ADP
fis-3955	133	13	and	and	CCONJ
fis-3955	133	14	without	without	ADP
fis-3955	133	15	white	white	ADJ
fis-3955	133	16	layer	layer	NOUN
fis-3955	133	17	deposition	deposition	NOUN
fis-3955	133	18	,	,	PUNCT
fis-3955	133	19	and	and	CCONJ
fis-3955	133	20	globule	globule	NOUN
fis-3955	133	21	creation	creation	NOUN
fis-3955	133	22	.	.	PUNCT
fis-3955	134	1	figure	figure	VERB
fis-3955	134	2	3	3	NUM
fis-3955	134	3	:	:	PUNCT
fis-3955	134	4	micrograph	micrograph	NOUN
fis-3955	134	5	of	of	ADP
fis-3955	134	6	ohns	ohns	ADJ
fis-3955	134	7	die	die	VERB
fis-3955	134	8	steel	steel	NOUN
fis-3955	134	9	before	before	ADP
fis-3955	134	10	machining	machining	NOUN
fis-3955	134	11	.	.	PUNCT
fis-3955	135	1	t	t	PROPN
fis-3955	135	2	a.	a.	PROPN
fis-3955	135	3	mishra	mishra	PROPN
fis-3955	135	4	et	et	PROPN
fis-3955	135	5	alii	alii	PROPN
fis-3955	135	6	,	,	PUNCT
fis-3955	135	7	frattura	frattura	PROPN
fis-3955	135	8	ed	ed	PROPN
fis-3955	135	9	integrità	integrità	PROPN
fis-3955	135	10	strutturale	strutturale	PROPN
fis-3955	135	11	,	,	PUNCT
fis-3955	135	12	63	63	NUM
fis-3955	135	13	(	(	PUNCT
fis-3955	135	14	2023	2023	NUM
fis-3955	135	15	)	)	PUNCT
fis-3955	135	16	234	234	NUM
fis-3955	135	17	-	-	SYM
fis-3955	135	18	245	245	NUM
fis-3955	135	19	;	;	PUNCT
fis-3955	135	20	doi	doi	NOUN
fis-3955	135	21	:	:	PUNCT
fis-3955	135	22	10.3221	10.3221	NUM
fis-3955	135	23	/	/	SYM
fis-3955	135	24	igf	igf	PROPN
fis-3955	135	25	-	-	PUNCT
fis-3955	135	26	esis.63.18	esis.63.18	VERB
fis-3955	135	27	239	239	NUM
fis-3955	135	28	figure	figure	NOUN
fis-3955	135	29	4	4	NUM
fis-3955	135	30	:	:	PUNCT
fis-3955	135	31	micrograph	micrograph	NOUN
fis-3955	135	32	of	of	ADP
fis-3955	135	33	ohns	ohns	ADJ
fis-3955	135	34	die	die	VERB
fis-3955	135	35	steel	steel	NOUN
fis-3955	135	36	after	after	ADP
fis-3955	135	37	machining	machine	VERB
fis-3955	135	38	at	at	ADP
fis-3955	135	39	100x	100x	NUM
fis-3955	135	40	magnification	magnification	NOUN
fis-3955	135	41	figure	figure	NOUN
fis-3955	135	42	5	5	NUM
fis-3955	135	43	:	:	PUNCT
fis-3955	135	44	micrograph	micrograph	NOUN
fis-3955	135	45	of	of	ADP
fis-3955	135	46	ohns	ohns	ADJ
fis-3955	135	47	die	die	VERB
fis-3955	135	48	steel	steel	NOUN
fis-3955	135	49	after	after	ADP
fis-3955	135	50	machining	machine	VERB
fis-3955	135	51	at	at	ADP
fis-3955	135	52	1000x	1000x	NUM
fis-3955	135	53	magnification	magnification	NOUN
fis-3955	135	54	elements	element	NOUN
fis-3955	135	55	chemical	chemical	NOUN
fis-3955	135	56	composition	composition	NOUN
fis-3955	135	57	before	before	ADV
fis-3955	135	58	and	and	CCONJ
fis-3955	135	59	after	after	ADP
fis-3955	135	60	machining	machining	NOUN
fis-3955	135	61	(	(	PUNCT
fis-3955	135	62	wt	wt	NUM
fis-3955	135	63	%	%	NOUN
fis-3955	135	64	)	)	PUNCT
fis-3955	135	65	expt	expt	NOUN
fis-3955	135	66	.	.	PUNCT
fis-3955	136	1	no	no	INTJ
fis-3955	136	2	.	.	NOUN
fis-3955	136	3	20	20	NUM
fis-3955	136	4	(	(	PUNCT
fis-3955	136	5	ohns	ohns	ADJ
fis-3955	136	6	-	-	PUNCT
fis-3955	136	7	cu	cu	NOUN
fis-3955	136	8	-	-	PUNCT
fis-3955	136	9	w	w	NOUN
fis-3955	136	10	)	)	PUNCT
fis-3955	136	11	parent	parent	NOUN
fis-3955	136	12	material	material	NOUN
fis-3955	136	13	after	after	ADP
fis-3955	136	14	edx	edx	PROPN
fis-3955	136	15	c	c	PROPN
fis-3955	136	16	0.94	0.94	NUM
fis-3955	136	17	8.87	8.87	NUM
fis-3955	136	18	si	si	NOUN
fis-3955	136	19	0.29	0.29	NUM
fis-3955	136	20	0.59	0.59	NUM
fis-3955	136	21	mn	mn	PROPN
fis-3955	136	22	1.5	1.5	NUM
fis-3955	136	23	1.51	1.51	NUM
fis-3955	136	24	cr	cr	PROPN
fis-3955	136	25	0.35	0.35	NUM
fis-3955	136	26	0.86	0.86	NUM
fis-3955	136	27	w	w	ADP
fis-3955	136	28	0.025	0.025	NUM
fis-3955	136	29	1.891	1.891	NUM
fis-3955	136	30	v	v	NOUN
fis-3955	136	31	0.13	0.13	NUM
fis-3955	136	32	0.95	0.95	NUM
fis-3955	136	33	mo	mo	NOUN
fis-3955	136	34	0.17	0.17	NUM
fis-3955	136	35	0.16	0.16	NUM
fis-3955	136	36	ni	ni	PROPN
fis-3955	136	37	0.019	0.019	NUM
fis-3955	136	38	0.026	0.026	NUM
fis-3955	136	39	fe	fe	NOUN
fis-3955	136	40	balance	balance	NOUN
fis-3955	136	41	balance	balance	NOUN
fis-3955	136	42	table	table	NOUN
fis-3955	136	43	1	1	NUM
fis-3955	136	44	:	:	PUNCT
fis-3955	136	45	analysis	analysis	NOUN
fis-3955	136	46	of	of	ADP
fis-3955	136	47	chemical	chemical	ADJ
fis-3955	136	48	composition	composition	NOUN
fis-3955	136	49	of	of	ADP
fis-3955	136	50	ohns	ohns	NOUN
fis-3955	136	51	by	by	ADP
fis-3955	136	52	edx	edx	PROPN
fis-3955	136	53	.	.	PROPN
fis-3955	136	54	a.	a.	PROPN
fis-3955	136	55	mishra	mishra	PROPN
fis-3955	136	56	et	et	PROPN
fis-3955	136	57	alii	alii	PROPN
fis-3955	136	58	,	,	PUNCT
fis-3955	136	59	frattura	frattura	PROPN
fis-3955	136	60	ed	ed	PROPN
fis-3955	136	61	integrità	integrità	PROPN
fis-3955	136	62	strutturale	strutturale	PROPN
fis-3955	136	63	,	,	PUNCT
fis-3955	136	64	63	63	NUM
fis-3955	136	65	(	(	PUNCT
fis-3955	136	66	2023	2023	NUM
fis-3955	136	67	)	)	PUNCT
fis-3955	136	68	234	234	NUM
fis-3955	136	69	-	-	SYM
fis-3955	136	70	245	245	NUM
fis-3955	136	71	;	;	PUNCT
fis-3955	136	72	doi	doi	NOUN
fis-3955	136	73	:	:	PUNCT
fis-3955	136	74	10.3221	10.3221	NUM
fis-3955	136	75	/	/	SYM
fis-3955	136	76	igf	igf	PROPN
fis-3955	136	77	-	-	PUNCT
fis-3955	136	78	esis.63.18	esis.63.18	PROPN
fis-3955	136	79	240	240	NUM
fis-3955	136	80	the	the	DET
fis-3955	136	81	edx	edx	PROPN
fis-3955	136	82	result	result	NOUN
fis-3955	136	83	for	for	ADP
fis-3955	136	84	the	the	DET
fis-3955	136	85	chemical	chemical	NOUN
fis-3955	136	86	composition	composition	NOUN
fis-3955	136	87	of	of	ADP
fis-3955	136	88	the	the	DET
fis-3955	136	89	ohns	ohns	NOUN
fis-3955	136	90	die	die	VERB
fis-3955	136	91	steel	steel	NOUN
fis-3955	136	92	material	material	NOUN
fis-3955	136	93	is	be	AUX
fis-3955	136	94	displayed	display	VERB
fis-3955	136	95	in	in	ADP
fis-3955	136	96	tab	tab	NOUN
fis-3955	136	97	.	.	PUNCT
fis-3955	137	1	1	1	X
fis-3955	137	2	.	.	PUNCT
fis-3955	137	3	the	the	DET
fis-3955	137	4	edx	edx	PROPN
fis-3955	137	5	of	of	ADP
fis-3955	137	6	ohns	ohns	NOUN
fis-3955	137	7	die	die	VERB
fis-3955	137	8	steel	steel	NOUN
fis-3955	137	9	is	be	AUX
fis-3955	137	10	displayed	display	VERB
fis-3955	137	11	in	in	ADP
fis-3955	137	12	fig	fig	NOUN
fis-3955	137	13	.	.	PUNCT
fis-3955	138	1	6	6	NUM
fis-3955	138	2	.	.	PUNCT
fis-3955	138	3	the	the	DET
fis-3955	138	4	percentages	percentage	NOUN
fis-3955	138	5	of	of	ADP
fis-3955	138	6	vanadium	vanadium	NOUN
fis-3955	138	7	have	have	AUX
fis-3955	138	8	climbed	climb	VERB
fis-3955	138	9	from	from	ADP
fis-3955	138	10	0.13	0.13	NUM
fis-3955	138	11	%	%	NOUN
fis-3955	138	12	to	to	PART
fis-3955	138	13	0.95	0.95	NUM
fis-3955	138	14	%	%	NOUN
fis-3955	138	15	,	,	PUNCT
fis-3955	138	16	tungsten	tungsten	VERB
fis-3955	138	17	from	from	ADP
fis-3955	138	18	0.025	0.025	NUM
fis-3955	138	19	%	%	NOUN
fis-3955	138	20	to	to	ADP
fis-3955	138	21	1.891	1.891	NUM
fis-3955	138	22	%	%	NOUN
fis-3955	138	23	,	,	PUNCT
fis-3955	138	24	and	and	CCONJ
fis-3955	138	25	carbon	carbon	NOUN
fis-3955	138	26	from	from	ADP
fis-3955	138	27	0.94	0.94	NUM
fis-3955	138	28	%	%	NOUN
fis-3955	138	29	to	to	PART
fis-3955	138	30	8.87	8.87	NUM
fis-3955	138	31	%	%	NOUN
fis-3955	138	32	have	have	AUX
fis-3955	138	33	all	all	ADV
fis-3955	138	34	increased	increase	VERB
fis-3955	138	35	.	.	PUNCT
fis-3955	139	1	the	the	DET
fis-3955	139	2	percentage	percentage	NOUN
fis-3955	139	3	of	of	ADP
fis-3955	139	4	chromium	chromium	NOUN
fis-3955	139	5	has	have	AUX
fis-3955	139	6	increased	increase	VERB
fis-3955	139	7	from	from	ADP
fis-3955	139	8	0.35	0.35	NUM
fis-3955	139	9	%	%	NOUN
fis-3955	139	10	to	to	PART
fis-3955	139	11	0.86	0.86	NUM
fis-3955	139	12	%	%	NOUN
fis-3955	139	13	.	.	PUNCT
fis-3955	140	1	the	the	DET
fis-3955	140	2	increase	increase	NOUN
fis-3955	140	3	in	in	ADP
fis-3955	140	4	the	the	DET
fis-3955	140	5	percentage	percentage	NOUN
fis-3955	140	6	of	of	ADP
fis-3955	140	7	carbon	carbon	NOUN
fis-3955	140	8	,	,	PUNCT
fis-3955	140	9	tungsten	tungsten	NOUN
fis-3955	140	10	,	,	PUNCT
fis-3955	140	11	and	and	CCONJ
fis-3955	140	12	silicon	silicon	NOUN
fis-3955	140	13	confirms	confirm	VERB
fis-3955	140	14	the	the	DET
fis-3955	140	15	improvement	improvement	NOUN
fis-3955	140	16	in	in	ADP
fis-3955	140	17	the	the	DET
fis-3955	140	18	hardness	hardness	NOUN
fis-3955	140	19	of	of	ADP
fis-3955	140	20	the	the	DET
fis-3955	140	21	machined	machine	VERB
fis-3955	140	22	surface	surface	NOUN
fis-3955	140	23	.	.	PUNCT
fis-3955	141	1	the	the	DET
fis-3955	141	2	percentage	percentage	NOUN
fis-3955	141	3	increase	increase	NOUN
fis-3955	141	4	of	of	ADP
fis-3955	141	5	tungsten	tungsten	ADJ
fis-3955	141	6	element	element	NOUN
fis-3955	141	7	in	in	ADP
fis-3955	141	8	ohns	ohns	ADJ
fis-3955	141	9	die	die	VERB
fis-3955	141	10	steel	steel	PROPN
fis-3955	141	11	,	,	PUNCT
fis-3955	141	12	shows	show	VERB
fis-3955	141	13	the	the	DET
fis-3955	141	14	possibility	possibility	NOUN
fis-3955	141	15	of	of	ADP
fis-3955	141	16	deposition	deposition	NOUN
fis-3955	141	17	of	of	ADP
fis-3955	141	18	tungsten	tungsten	NOUN
fis-3955	141	19	in	in	ADP
fis-3955	141	20	free	free	ADJ
fis-3955	141	21	form	form	NOUN
fis-3955	141	22	.	.	PUNCT
fis-3955	142	1	similarly	similarly	ADV
fis-3955	142	2	presence	presence	NOUN
fis-3955	142	3	of	of	ADP
fis-3955	142	4	carbon	carbon	NOUN
fis-3955	142	5	in	in	ADP
fis-3955	142	6	work	work	NOUN
fis-3955	142	7	material	material	NOUN
fis-3955	142	8	can	can	AUX
fis-3955	142	9	be	be	AUX
fis-3955	142	10	in	in	ADP
fis-3955	142	11	free	free	ADJ
fis-3955	142	12	form	form	NOUN
fis-3955	142	13	,	,	PUNCT
fis-3955	142	14	carbides	carbide	NOUN
fis-3955	142	15	or	or	CCONJ
fis-3955	142	16	in	in	ADP
fis-3955	142	17	the	the	DET
fis-3955	142	18	form	form	NOUN
fis-3955	142	19	of	of	ADP
fis-3955	142	20	alloyed	alloyed	ADJ
fis-3955	142	21	cementite	cementite	NOUN
fis-3955	142	22	.	.	PUNCT
fis-3955	143	1	this	this	PRON
fis-3955	143	2	can	can	AUX
fis-3955	143	3	be	be	AUX
fis-3955	143	4	understood	understand	VERB
fis-3955	143	5	by	by	ADP
fis-3955	143	6	observing	observe	VERB
fis-3955	143	7	the	the	DET
fis-3955	143	8	xrd	xrd	NOUN
fis-3955	143	9	pattern	pattern	NOUN
fis-3955	143	10	.	.	PUNCT
fis-3955	144	1	the	the	DET
fis-3955	144	2	percentage	percentage	NOUN
fis-3955	144	3	of	of	ADP
fis-3955	144	4	carbon	carbon	NOUN
fis-3955	144	5	has	have	AUX
fis-3955	144	6	increased	increase	VERB
fis-3955	144	7	from	from	ADP
fis-3955	144	8	0.94	0.94	NUM
fis-3955	144	9	%	%	NOUN
fis-3955	144	10	to	to	ADP
fis-3955	144	11	8.87	8.87	NUM
fis-3955	144	12	%	%	NOUN
fis-3955	144	13	,	,	PUNCT
fis-3955	144	14	percentage	percentage	NOUN
fis-3955	144	15	of	of	ADP
fis-3955	144	16	chromium	chromium	NOUN
fis-3955	144	17	has	have	AUX
fis-3955	144	18	increased	increase	VERB
fis-3955	144	19	from	from	ADP
fis-3955	144	20	0.35	0.35	NUM
fis-3955	144	21	%	%	NOUN
fis-3955	144	22	to	to	PART
fis-3955	144	23	0.86	0.86	NUM
fis-3955	144	24	%	%	NOUN
fis-3955	144	25	,	,	PUNCT
fis-3955	144	26	percentage	percentage	NOUN
fis-3955	144	27	of	of	ADP
fis-3955	144	28	tungsten	tungsten	NOUN
fis-3955	144	29	has	have	AUX
fis-3955	144	30	increased	increase	VERB
fis-3955	144	31	from	from	ADP
fis-3955	144	32	0.025	0.025	NUM
fis-3955	144	33	%	%	NOUN
fis-3955	144	34	to	to	ADP
fis-3955	144	35	1.891	1.891	NUM
fis-3955	144	36	%	%	NOUN
fis-3955	144	37	and	and	CCONJ
fis-3955	144	38	percentage	percentage	NOUN
fis-3955	144	39	of	of	ADP
fis-3955	144	40	vanadium	vanadium	NOUN
fis-3955	144	41	has	have	AUX
fis-3955	144	42	increased	increase	VERB
fis-3955	144	43	from	from	ADP
fis-3955	144	44	0.13	0.13	NUM
fis-3955	144	45	%	%	NOUN
fis-3955	144	46	to	to	PART
fis-3955	144	47	0.95	0.95	NUM
fis-3955	144	48	%	%	NOUN
fis-3955	144	49	.	.	PUNCT
fis-3955	145	1	the	the	DET
fis-3955	145	2	percentage	percentage	NOUN
fis-3955	145	3	increase	increase	NOUN
fis-3955	145	4	of	of	ADP
fis-3955	145	5	tungsten	tungsten	ADJ
fis-3955	145	6	element	element	NOUN
fis-3955	145	7	in	in	ADP
fis-3955	145	8	ohns	ohns	ADJ
fis-3955	145	9	die	die	VERB
fis-3955	145	10	steel	steel	PROPN
fis-3955	145	11	,	,	PUNCT
fis-3955	145	12	shows	show	VERB
fis-3955	145	13	the	the	DET
fis-3955	145	14	possibility	possibility	NOUN
fis-3955	145	15	of	of	ADP
fis-3955	145	16	deposition	deposition	NOUN
fis-3955	145	17	of	of	ADP
fis-3955	145	18	tungsten	tungsten	NOUN
fis-3955	145	19	in	in	ADP
fis-3955	145	20	free	free	ADJ
fis-3955	145	21	form	form	NOUN
fis-3955	145	22	.	.	PUNCT
fis-3955	146	1	similarly	similarly	ADV
fis-3955	146	2	presence	presence	NOUN
fis-3955	146	3	of	of	ADP
fis-3955	146	4	carbon	carbon	NOUN
fis-3955	146	5	in	in	ADP
fis-3955	146	6	work	work	NOUN
fis-3955	146	7	material	material	NOUN
fis-3955	146	8	can	can	AUX
fis-3955	146	9	be	be	AUX
fis-3955	146	10	in	in	ADP
fis-3955	146	11	free	free	ADJ
fis-3955	146	12	form	form	NOUN
fis-3955	146	13	,	,	PUNCT
fis-3955	146	14	carbides	carbide	NOUN
fis-3955	146	15	or	or	CCONJ
fis-3955	146	16	in	in	ADP
fis-3955	146	17	the	the	DET
fis-3955	146	18	form	form	NOUN
fis-3955	146	19	of	of	ADP
fis-3955	146	20	alloyed	alloyed	ADJ
fis-3955	146	21	cementite	cementite	NOUN
fis-3955	146	22	.	.	PUNCT
fis-3955	147	1	xrd	xrd	PROPN
fis-3955	147	2	peaks	peak	NOUN
fis-3955	147	3	are	be	AUX
fis-3955	147	4	obtained	obtain	VERB
fis-3955	147	5	for	for	ADP
fis-3955	147	6	the	the	DET
fis-3955	147	7	material	material	NOUN
fis-3955	147	8	by	by	ADP
fis-3955	147	9	scanning	scan	VERB
fis-3955	147	10	the	the	DET
fis-3955	147	11	workpiece	workpiece	NOUN
fis-3955	147	12	with	with	ADP
fis-3955	147	13	a	a	DET
fis-3955	147	14	scan	scan	ADJ
fis-3955	147	15	speed	speed	NOUN
fis-3955	147	16	of	of	ADP
fis-3955	147	17	50	50	NUM
fis-3955	147	18	/	/	SYM
fis-3955	147	19	min	min	NOUN
fis-3955	147	20	and	and	CCONJ
fis-3955	147	21	the	the	DET
fis-3955	147	22	2θ	2θ	NUM
fis-3955	147	23	range	range	NOUN
fis-3955	147	24	from	from	ADP
fis-3955	147	25	50	50	NUM
fis-3955	147	26	to	to	ADP
fis-3955	147	27	1000	1000	NUM
fis-3955	147	28	.	.	PUNCT
fis-3955	148	1	fig	fig	NOUN
fis-3955	148	2	.	.	PUNCT
fis-3955	149	1	7	7	NUM
fis-3955	149	2	shows	show	VERB
fis-3955	149	3	the	the	DET
fis-3955	149	4	xrd	xrd	NOUN
fis-3955	149	5	pattern	pattern	NOUN
fis-3955	149	6	of	of	ADP
fis-3955	149	7	ohns	ohns	ADJ
fis-3955	149	8	die	die	VERB
fis-3955	149	9	steel	steel	NOUN
fis-3955	149	10	material	material	NOUN
fis-3955	149	11	.	.	PUNCT
fis-3955	150	1	it	it	PRON
fis-3955	150	2	can	can	AUX
fis-3955	150	3	be	be	AUX
fis-3955	150	4	seen	see	VERB
fis-3955	150	5	from	from	ADP
fis-3955	150	6	xrd	xrd	NOUN
fis-3955	150	7	pattern	pattern	NOUN
fis-3955	150	8	that	that	PRON
fis-3955	150	9	peaks	peaks	AUX
fis-3955	150	10	corresponding	correspond	VERB
fis-3955	150	11	to	to	ADP
fis-3955	150	12	270	270	NUM
fis-3955	150	13	and	and	CCONJ
fis-3955	150	14	350	350	NUM
fis-3955	150	15	show	show	VERB
fis-3955	150	16	the	the	DET
fis-3955	150	17	presence	presence	NOUN
fis-3955	150	18	of	of	ADP
fis-3955	150	19	tungsten	tungsten	ADJ
fis-3955	150	20	carbide	carbide	NOUN
fis-3955	150	21	(	(	PUNCT
fis-3955	150	22	wc	wc	PROPN
fis-3955	150	23	)	)	PUNCT
fis-3955	150	24	and	and	CCONJ
fis-3955	150	25	iron	iron	NOUN
fis-3955	150	26	carbide	carbide	NOUN
fis-3955	150	27	(	(	PUNCT
fis-3955	150	28	fe3c	fe3c	NOUN
fis-3955	150	29	)	)	PUNCT
fis-3955	150	30	respectively	respectively	ADV
fis-3955	150	31	.	.	PUNCT
fis-3955	151	1	this	this	PRON
fis-3955	151	2	confirms	confirm	VERB
fis-3955	151	3	the	the	DET
fis-3955	151	4	transfer	transfer	NOUN
fis-3955	151	5	of	of	ADP
fis-3955	151	6	tungsten	tungsten	NOUN
fis-3955	151	7	powder	powder	NOUN
fis-3955	151	8	suspended	suspend	VERB
fis-3955	151	9	in	in	ADP
fis-3955	151	10	the	the	DET
fis-3955	151	11	dielectric	dielectric	NOUN
fis-3955	151	12	and	and	CCONJ
fis-3955	151	13	migration	migration	NOUN
fis-3955	151	14	of	of	ADP
fis-3955	151	15	carbon	carbon	NOUN
fis-3955	151	16	from	from	ADP
fis-3955	151	17	the	the	DET
fis-3955	151	18	dielectric	dielectric	NOUN
fis-3955	151	19	onto	onto	ADP
fis-3955	151	20	the	the	DET
fis-3955	151	21	surface	surface	NOUN
fis-3955	151	22	of	of	ADP
fis-3955	151	23	die	die	NOUN
fis-3955	151	24	material	material	NOUN
fis-3955	151	25	.	.	PUNCT
fis-3955	152	1	from	from	ADP
fis-3955	152	2	the	the	DET
fis-3955	152	3	above	above	ADJ
fis-3955	152	4	analysis	analysis	NOUN
fis-3955	152	5	it	it	PRON
fis-3955	152	6	is	be	AUX
fis-3955	152	7	confirmed	confirm	VERB
fis-3955	152	8	that	that	SCONJ
fis-3955	152	9	the	the	DET
fis-3955	152	10	increase	increase	NOUN
fis-3955	152	11	in	in	ADP
fis-3955	152	12	micro	micro	NOUN
fis-3955	152	13	-	-	ADJ
fis-3955	152	14	hardness	hardness	ADJ
fis-3955	152	15	is	be	AUX
fis-3955	152	16	due	due	ADJ
fis-3955	152	17	to	to	ADP
fis-3955	152	18	the	the	DET
fis-3955	152	19	presence	presence	NOUN
fis-3955	152	20	of	of	ADP
fis-3955	152	21	tungsten	tungsten	ADJ
fis-3955	152	22	carbide	carbide	NOUN
fis-3955	152	23	and	and	CCONJ
fis-3955	152	24	iron	iron	NOUN
fis-3955	152	25	carbide	carbide	NOUN
fis-3955	152	26	.	.	PUNCT
fis-3955	153	1	similarly	similarly	ADV
fis-3955	153	2	the	the	DET
fis-3955	153	3	distribution	distribution	NOUN
fis-3955	153	4	of	of	ADP
fis-3955	153	5	micro	micro	NOUN
fis-3955	153	6	-	-	NOUN
fis-3955	153	7	cavities	cavity	NOUN
fis-3955	153	8	with	with	ADP
fis-3955	153	9	shallow	shallow	ADJ
fis-3955	153	10	carter	carter	NOUN
fis-3955	153	11	depth	depth	NOUN
fis-3955	153	12	confirms	confirm	VERB
fis-3955	153	13	the	the	DET
fis-3955	153	14	moderate	moderate	ADJ
fis-3955	153	15	value	value	NOUN
fis-3955	153	16	of	of	ADP
fis-3955	153	17	surface	surface	NOUN
fis-3955	153	18	roughness	roughness	NOUN
fis-3955	153	19	as	as	SCONJ
fis-3955	153	20	observed	observe	VERB
fis-3955	153	21	from	from	ADP
fis-3955	153	22	the	the	DET
fis-3955	153	23	micrographs	micrograph	NOUN
fis-3955	153	24	.	.	PUNCT
fis-3955	154	1	different	different	ADJ
fis-3955	154	2	types	type	NOUN
fis-3955	154	3	of	of	ADP
fis-3955	154	4	carbides	carbide	NOUN
fis-3955	154	5	observed	observe	VERB
fis-3955	154	6	on	on	ADP
fis-3955	154	7	the	the	DET
fis-3955	154	8	other	other	ADJ
fis-3955	154	9	ohns	ohns	NOUN
fis-3955	154	10	die	die	VERB
fis-3955	154	11	steel	steel	NOUN
fis-3955	154	12	materials	material	NOUN
fis-3955	154	13	are	be	AUX
fis-3955	154	14	such	such	ADJ
fis-3955	154	15	as	as	ADP
fis-3955	154	16	cr4c	cr4c	PROPN
fis-3955	154	17	,	,	PUNCT
fis-3955	154	18	cr7c3	cr7c3	NOUN
fis-3955	154	19	,	,	PUNCT
fis-3955	154	20	(	(	PUNCT
fis-3955	154	21	fecr)3c	fecr)3c	PROPN
fis-3955	154	22	,	,	PUNCT
fis-3955	154	23	and	and	CCONJ
fis-3955	154	24	fe5c2	fe5c2	PROPN
fis-3955	154	25	.	.	NOUN
fis-3955	154	26	figure	figure	VERB
fis-3955	154	27	6	6	NUM
fis-3955	154	28	:	:	PUNCT
fis-3955	154	29	edx	edx	NOUN
fis-3955	154	30	graph	graph	NOUN
fis-3955	154	31	of	of	ADP
fis-3955	154	32	ohns	ohns	ADJ
fis-3955	154	33	die	die	VERB
fis-3955	154	34	steel	steel	PROPN
fis-3955	154	35	.	.	PUNCT
fis-3955	155	1	figure	figure	NOUN
fis-3955	155	2	7	7	NUM
fis-3955	155	3	:	:	PUNCT
fis-3955	155	4	xrd	xrd	NOUN
fis-3955	155	5	pattern	pattern	NOUN
fis-3955	155	6	of	of	ADP
fis-3955	155	7	ohns	ohns	ADJ
fis-3955	155	8	die	die	VERB
fis-3955	155	9	steel	steel	NOUN
fis-3955	155	10	after	after	ADP
fis-3955	155	11	machining	machining	NOUN
fis-3955	155	12	.	.	PUNCT
fis-3955	156	1	a.	a.	PROPN
fis-3955	156	2	mishra	mishra	PROPN
fis-3955	156	3	et	et	PROPN
fis-3955	156	4	alii	alii	PROPN
fis-3955	156	5	,	,	PUNCT
fis-3955	156	6	frattura	frattura	PROPN
fis-3955	156	7	ed	ed	PROPN
fis-3955	156	8	integrità	integrità	PROPN
fis-3955	156	9	strutturale	strutturale	PROPN
fis-3955	156	10	,	,	PUNCT
fis-3955	156	11	63	63	NUM
fis-3955	156	12	(	(	PUNCT
fis-3955	156	13	2023	2023	NUM
fis-3955	156	14	)	)	PUNCT
fis-3955	156	15	234	234	NUM
fis-3955	156	16	-	-	SYM
fis-3955	156	17	245	245	NUM
fis-3955	156	18	;	;	PUNCT
fis-3955	156	19	doi	doi	NOUN
fis-3955	156	20	:	:	PUNCT
fis-3955	156	21	10.3221	10.3221	NUM
fis-3955	156	22	/	/	SYM
fis-3955	156	23	igf	igf	PROPN
fis-3955	156	24	-	-	PUNCT
fis-3955	156	25	esis.63.18	esis.63.18	PROPN
fis-3955	156	26	241	241	NUM
fis-3955	156	27	(	(	PUNCT
fis-3955	156	28	a	a	NOUN
fis-3955	156	29	)	)	PUNCT
fis-3955	156	30	(	(	PUNCT
fis-3955	156	31	b	b	X
fis-3955	156	32	)	)	PUNCT
fis-3955	156	33	(	(	PUNCT
fis-3955	156	34	c	c	X
fis-3955	156	35	)	)	PUNCT
fis-3955	156	36	(	(	PUNCT
fis-3955	156	37	d	d	X
fis-3955	156	38	)	)	PUNCT
fis-3955	156	39	(	(	PUNCT
fis-3955	156	40	e	e	NOUN
fis-3955	156	41	)	)	PUNCT
fis-3955	156	42	(	(	PUNCT
fis-3955	156	43	f	f	X
fis-3955	156	44	)	)	PUNCT
fis-3955	156	45	figure	figure	NOUN
fis-3955	156	46	8	8	NUM
fis-3955	156	47	:	:	PUNCT
fis-3955	156	48	part	part	NOUN
fis-3955	156	49	of	of	ADP
fis-3955	156	50	microstructure	microstructure	ADJ
fis-3955	156	51	images	image	NOUN
fis-3955	156	52	used	use	VERB
fis-3955	156	53	in	in	ADP
fis-3955	156	54	training	training	NOUN
fis-3955	156	55	dataset	dataset	VERB
fis-3955	156	56	a	a	DET
fis-3955	156	57	)	)	PUNCT
fis-3955	156	58	sample	sample	NOUN
fis-3955	156	59	1	1	NUM
fis-3955	156	60	,	,	PUNCT
fis-3955	156	61	b	b	NOUN
fis-3955	156	62	)	)	PUNCT
fis-3955	156	63	sample	sample	NOUN
fis-3955	156	64	2	2	NUM
fis-3955	156	65	,	,	PUNCT
fis-3955	156	66	c	c	NOUN
fis-3955	156	67	)	)	PUNCT
fis-3955	156	68	sample	sample	NOUN
fis-3955	156	69	3	3	NUM
fis-3955	156	70	,	,	PUNCT
fis-3955	156	71	d	d	NOUN
fis-3955	156	72	)	)	PUNCT
fis-3955	156	73	sample	sample	NOUN
fis-3955	156	74	4	4	NUM
fis-3955	156	75	,	,	PUNCT
fis-3955	156	76	e	e	NOUN
fis-3955	156	77	)	)	PUNCT
fis-3955	156	78	sample	sample	NOUN
fis-3955	156	79	5	5	NUM
fis-3955	156	80	,	,	PUNCT
fis-3955	156	81	f	f	X
fis-3955	156	82	)	)	PUNCT
fis-3955	156	83	sample	sample	NOUN
fis-3955	156	84	6	6	NUM
fis-3955	156	85	.	.	PUNCT
fis-3955	156	86	a.	a.	PROPN
fis-3955	156	87	mishra	mishra	PROPN
fis-3955	156	88	et	et	PROPN
fis-3955	156	89	alii	alii	PROPN
fis-3955	156	90	,	,	PUNCT
fis-3955	156	91	frattura	frattura	PROPN
fis-3955	156	92	ed	ed	PROPN
fis-3955	156	93	integrità	integrità	PROPN
fis-3955	156	94	strutturale	strutturale	PROPN
fis-3955	156	95	,	,	PUNCT
fis-3955	156	96	63	63	NUM
fis-3955	156	97	(	(	PUNCT
fis-3955	156	98	2023	2023	NUM
fis-3955	156	99	)	)	PUNCT
fis-3955	156	100	234	234	NUM
fis-3955	156	101	-	-	SYM
fis-3955	156	102	245	245	NUM
fis-3955	156	103	;	;	PUNCT
fis-3955	156	104	doi	doi	NOUN
fis-3955	156	105	:	:	PUNCT
fis-3955	156	106	10.3221	10.3221	NUM
fis-3955	156	107	/	/	SYM
fis-3955	156	108	igf	igf	PROPN
fis-3955	156	109	-	-	PUNCT
fis-3955	156	110	esis.63.18	esis.63.18	PROPN
fis-3955	156	111	242	242	NUM
fis-3955	156	112	identification	identification	NOUN
fis-3955	156	113	of	of	ADP
fis-3955	156	114	fracture	fracture	NOUN
fis-3955	156	115	cracks	crack	NOUN
fis-3955	156	116	fig	fig	NOUN
fis-3955	156	117	.	.	PUNCT
fis-3955	157	1	8	8	NUM
fis-3955	157	2	shows	show	VERB
fis-3955	157	3	the	the	DET
fis-3955	157	4	samples	sample	NOUN
fis-3955	157	5	of	of	ADP
fis-3955	157	6	the	the	DET
fis-3955	157	7	reference	reference	NOUN
fis-3955	157	8	training	train	VERB
fis-3955	157	9	microstructure	microstructure	NOUN
fis-3955	157	10	images	image	NOUN
fis-3955	157	11	and	and	CCONJ
fis-3955	157	12	fig	fig	NOUN
fis-3955	157	13	.	.	PUNCT
fis-3955	158	1	9	9	NUM
fis-3955	158	2	shows	show	VERB
fis-3955	158	3	the	the	DET
fis-3955	158	4	mask	mask	NOUN
fis-3955	158	5	of	of	ADP
fis-3955	158	6	the	the	DET
fis-3955	158	7	corresponding	corresponding	ADJ
fis-3955	158	8	microstructure	microstructure	ADJ
fis-3955	158	9	images	image	NOUN
fis-3955	158	10	.	.	PUNCT
fis-3955	159	1	in	in	ADP
fis-3955	159	2	the	the	DET
fis-3955	159	3	present	present	ADJ
fis-3955	159	4	work	work	NOUN
fis-3955	159	5	,	,	PUNCT
fis-3955	159	6	the	the	DET
fis-3955	159	7	masks	mask	NOUN
fis-3955	159	8	are	be	AUX
fis-3955	159	9	created	create	VERB
fis-3955	159	10	by	by	ADP
fis-3955	159	11	using	use	VERB
fis-3955	159	12	canny	canny	ADJ
fis-3955	159	13	edge	edge	NOUN
fis-3955	159	14	descriptors	descriptor	NOUN
fis-3955	159	15	.	.	PUNCT
fis-3955	160	1	the	the	DET
fis-3955	160	2	simplest	simple	ADJ
fis-3955	160	3	technique	technique	NOUN
fis-3955	160	4	to	to	PART
fis-3955	160	5	show	show	VERB
fis-3955	160	6	or	or	CCONJ
fis-3955	160	7	hide	hide	VERB
fis-3955	160	8	any	any	DET
fis-3955	160	9	particular	particular	ADJ
fis-3955	160	10	section	section	NOUN
fis-3955	160	11	of	of	ADP
fis-3955	160	12	an	an	DET
fis-3955	160	13	image	image	NOUN
fis-3955	160	14	is	be	AUX
fis-3955	160	15	to	to	PART
fis-3955	160	16	use	use	VERB
fis-3955	160	17	image	image	NOUN
fis-3955	160	18	masking	masking	NOUN
fis-3955	160	19	.	.	PUNCT
fis-3955	161	1	it	it	PRON
fis-3955	161	2	enables	enable	VERB
fis-3955	161	3	editors	editor	NOUN
fis-3955	161	4	to	to	PART
fis-3955	161	5	effectively	effectively	ADV
fis-3955	161	6	extract	extract	VERB
fis-3955	161	7	the	the	DET
fis-3955	161	8	desired	desire	VERB
fis-3955	161	9	shots	shot	NOUN
fis-3955	161	10	and	and	CCONJ
fis-3955	161	11	separate	separate	VERB
fis-3955	161	12	them	they	PRON
fis-3955	161	13	from	from	ADP
fis-3955	161	14	the	the	DET
fis-3955	161	15	backdrop	backdrop	NOUN
fis-3955	161	16	.	.	PUNCT
fis-3955	162	1	image	image	NOUN
fis-3955	162	2	masking	masking	NOUN
fis-3955	162	3	also	also	ADV
fis-3955	162	4	makes	make	VERB
fis-3955	162	5	it	it	PRON
fis-3955	162	6	possible	possible	ADJ
fis-3955	162	7	to	to	PART
fis-3955	162	8	trim	trim	VERB
fis-3955	162	9	pictures	picture	NOUN
fis-3955	162	10	out	out	ADP
fis-3955	162	11	of	of	ADP
fis-3955	162	12	the	the	DET
fis-3955	162	13	backdrop	backdrop	NOUN
fis-3955	162	14	.	.	PUNCT
fis-3955	163	1	parts	part	NOUN
fis-3955	163	2	of	of	ADP
fis-3955	163	3	photos	photo	NOUN
fis-3955	163	4	can	can	AUX
fis-3955	163	5	be	be	AUX
fis-3955	163	6	hidden	hide	VERB
fis-3955	163	7	or	or	CCONJ
fis-3955	163	8	made	make	VERB
fis-3955	163	9	visible	visible	ADJ
fis-3955	163	10	with	with	ADP
fis-3955	163	11	layer	layer	NOUN
fis-3955	163	12	masking	masking	NOUN
fis-3955	163	13	.	.	PUNCT
fis-3955	164	1	this	this	DET
fis-3955	164	2	method	method	NOUN
fis-3955	164	3	can	can	AUX
fis-3955	164	4	be	be	AUX
fis-3955	164	5	used	use	VERB
fis-3955	164	6	to	to	PART
fis-3955	164	7	remove	remove	VERB
fis-3955	164	8	an	an	DET
fis-3955	164	9	image	image	NOUN
fis-3955	164	10	's	's	PART
fis-3955	164	11	background	background	NOUN
fis-3955	164	12	.	.	PUNCT
fis-3955	165	1	for	for	ADP
fis-3955	165	2	example	example	NOUN
fis-3955	165	3	,	,	PUNCT
fis-3955	165	4	when	when	SCONJ
fis-3955	165	5	it	it	PRON
fis-3955	165	6	pertains	pertain	VERB
fis-3955	165	7	to	to	ADP
fis-3955	165	8	product	product	NOUN
fis-3955	165	9	photographs	photograph	NOUN
fis-3955	165	10	,	,	PUNCT
fis-3955	165	11	layer	layer	NOUN
fis-3955	165	12	masking	masking	NOUN
fis-3955	165	13	can	can	AUX
fis-3955	165	14	be	be	AUX
fis-3955	165	15	really	really	ADV
fis-3955	165	16	helpful	helpful	ADJ
fis-3955	165	17	.	.	PUNCT
fis-3955	166	1	the	the	DET
fis-3955	166	2	image	image	NOUN
fis-3955	166	3	can	can	AUX
fis-3955	166	4	be	be	AUX
fis-3955	166	5	utilized	utilize	VERB
fis-3955	166	6	more	more	ADV
fis-3955	166	7	freely	freely	ADV
fis-3955	166	8	and	and	CCONJ
fis-3955	166	9	imaginatively	imaginatively	ADV
fis-3955	166	10	when	when	SCONJ
fis-3955	166	11	the	the	DET
fis-3955	166	12	background	background	NOUN
fis-3955	166	13	is	be	AUX
fis-3955	166	14	removed	remove	VERB
fis-3955	166	15	.	.	PUNCT
fis-3955	167	1	in	in	ADP
fis-3955	167	2	the	the	DET
fis-3955	167	3	present	present	ADJ
fis-3955	167	4	work	work	NOUN
fis-3955	167	5	,	,	PUNCT
fis-3955	167	6	the	the	DET
fis-3955	167	7	masks	mask	NOUN
fis-3955	167	8	are	be	AUX
fis-3955	167	9	created	create	VERB
fis-3955	167	10	by	by	ADP
fis-3955	167	11	using	use	VERB
fis-3955	167	12	canny	canny	ADJ
fis-3955	167	13	edge	edge	NOUN
fis-3955	167	14	descriptors	descriptor	NOUN
fis-3955	167	15	.	.	PUNCT
fis-3955	168	1	canny	canny	ADJ
fis-3955	168	2	edge	edge	NOUN
fis-3955	168	3	detection	detection	NOUN
fis-3955	168	4	quantifies	quantify	VERB
fis-3955	168	5	the	the	DET
fis-3955	168	6	edge	edge	NOUN
fis-3955	168	7	intensity	intensity	NOUN
fis-3955	168	8	and	and	CCONJ
fis-3955	168	9	direction	direction	NOUN
fis-3955	168	10	for	for	ADP
fis-3955	168	11	each	each	DET
fis-3955	168	12	pixel	pixel	NOUN
fis-3955	168	13	in	in	ADP
fis-3955	168	14	the	the	DET
fis-3955	168	15	noise	noise	NOUN
fis-3955	168	16	-	-	PUNCT
fis-3955	168	17	smoothed	smooth	VERB
fis-3955	168	18	image	image	NOUN
fis-3955	168	19	using	use	VERB
fis-3955	168	20	linear	linear	NOUN
fis-3955	168	21	filtering	filter	VERB
fis-3955	168	22	with	with	ADP
fis-3955	168	23	a	a	DET
fis-3955	168	24	gaussian	gaussian	ADJ
fis-3955	168	25	kernel	kernel	NOUN
fis-3955	168	26	.	.	PUNCT
fis-3955	169	1	the	the	DET
fis-3955	169	2	pixels	pixel	NOUN
fis-3955	169	3	that	that	PRON
fis-3955	169	4	endure	endure	VERB
fis-3955	169	5	a	a	DET
fis-3955	169	6	process	process	NOUN
fis-3955	169	7	of	of	ADP
fis-3955	169	8	thinning	thin	VERB
fis-3955	169	9	known	know	VERB
fis-3955	169	10	as	as	ADP
fis-3955	169	11	non	non	ADJ
fis-3955	169	12	-	-	ADJ
fis-3955	169	13	maximal	maximal	ADJ
fis-3955	169	14	suppression	suppression	NOUN
fis-3955	169	15	are	be	AUX
fis-3955	169	16	those	those	PRON
fis-3955	169	17	that	that	PRON
fis-3955	169	18	are	be	AUX
fis-3955	169	19	used	use	VERB
fis-3955	169	20	to	to	PART
fis-3955	169	21	identify	identify	VERB
fis-3955	169	22	candidate	candidate	NOUN
fis-3955	169	23	edge	edge	NOUN
fis-3955	169	24	pixels	pixel	NOUN
fis-3955	169	25	.	.	PUNCT
fis-3955	170	1	each	each	DET
fis-3955	170	2	potential	potential	ADJ
fis-3955	170	3	edge	edge	NOUN
fis-3955	170	4	pixel	pixel	NOUN
fis-3955	170	5	in	in	ADP
fis-3955	170	6	this	this	DET
fis-3955	170	7	method	method	NOUN
fis-3955	170	8	has	have	VERB
fis-3955	170	9	its	its	PRON
fis-3955	170	10	edge	edge	NOUN
fis-3955	170	11	strength	strength	NOUN
fis-3955	170	12	set	set	VERB
fis-3955	170	13	to	to	ADP
fis-3955	170	14	zero	zero	NUM
fis-3955	170	15	if	if	SCONJ
fis-3955	170	16	it	it	PRON
fis-3955	170	17	is	be	AUX
fis-3955	170	18	not	not	PART
fis-3955	170	19	greater	great	ADJ
fis-3955	170	20	than	than	ADP
fis-3955	170	21	the	the	DET
fis-3955	170	22	edge	edge	NOUN
fis-3955	170	23	strengths	strength	NOUN
fis-3955	170	24	of	of	ADP
fis-3955	170	25	the	the	DET
fis-3955	170	26	two	two	NUM
fis-3955	170	27	pixels	pixel	NOUN
fis-3955	170	28	next	next	ADV
fis-3955	170	29	to	to	ADP
fis-3955	170	30	it	it	PRON
fis-3955	170	31	in	in	ADP
fis-3955	170	32	the	the	DET
fis-3955	170	33	coordinates	coordinate	NOUN
fis-3955	170	34	.	.	PUNCT
fis-3955	171	1	the	the	DET
fis-3955	171	2	flattened	flatten	VERB
fis-3955	171	3	edge	edge	NOUN
fis-3955	171	4	magnitude	magnitude	NOUN
fis-3955	171	5	image	image	NOUN
fis-3955	171	6	is	be	AUX
fis-3955	171	7	then	then	ADV
fis-3955	171	8	thresholded	thresholde	VERB
fis-3955	171	9	using	use	VERB
fis-3955	171	10	hysteresis	hysteresis	NOUN
fis-3955	171	11	.	.	PUNCT
fis-3955	172	1	two	two	NUM
fis-3955	172	2	edge	edge	NOUN
fis-3955	172	3	intensity	intensity	NOUN
fis-3955	172	4	thresholds	threshold	NOUN
fis-3955	172	5	are	be	AUX
fis-3955	172	6	applied	apply	VERB
fis-3955	172	7	in	in	ADP
fis-3955	172	8	hysteresis	hysteresis	NOUN
fis-3955	172	9	.	.	PUNCT
fis-3955	173	1	all	all	DET
fis-3955	173	2	potential	potential	ADJ
fis-3955	173	3	edge	edge	NOUN
fis-3955	173	4	pixels	pixel	NOUN
fis-3955	173	5	underneath	underneath	ADP
fis-3955	173	6	the	the	DET
fis-3955	173	7	lower	low	ADJ
fis-3955	173	8	bar	bar	NOUN
fis-3955	173	9	are	be	AUX
fis-3955	173	10	classified	classify	VERB
fis-3955	173	11	as	as	ADP
fis-3955	173	12	non	non	ADJ
fis-3955	173	13	-	-	NOUN
fis-3955	173	14	edges	edge	NOUN
fis-3955	173	15	,	,	PUNCT
fis-3955	173	16	and	and	CCONJ
fis-3955	173	17	all	all	DET
fis-3955	173	18	edge	edge	NOUN
fis-3955	173	19	pixels	pixel	NOUN
fis-3955	173	20	above	above	ADP
fis-3955	173	21	the	the	DET
fis-3955	173	22	defined	define	VERB
fis-3955	173	23	level	level	NOUN
fis-3955	173	24	are	be	AUX
fis-3955	173	25	those	those	PRON
fis-3955	173	26	that	that	PRON
fis-3955	173	27	can	can	AUX
fis-3955	173	28	be	be	AUX
fis-3955	173	29	coupled	couple	VERB
fis-3955	173	30	to	to	ADP
fis-3955	173	31	any	any	DET
fis-3955	173	32	edge	edge	NOUN
fis-3955	173	33	pixel	pixel	NOUN
fis-3955	173	34	above	above	ADP
fis-3955	173	35	the	the	DET
fis-3955	173	36	higher	high	ADJ
fis-3955	173	37	bar	bar	NOUN
fis-3955	173	38	by	by	ADP
fis-3955	173	39	a	a	DET
fis-3955	173	40	chain	chain	NOUN
fis-3955	173	41	of	of	ADP
fis-3955	173	42	edge	edge	NOUN
fis-3955	173	43	pixels	pixel	NOUN
fis-3955	173	44	.	.	PUNCT
fis-3955	174	1	cnn	cnn	PROPN
fis-3955	174	2	's	's	PART
fis-3955	174	3	major	major	ADJ
fis-3955	174	4	goal	goal	NOUN
fis-3955	174	5	is	be	AUX
fis-3955	174	6	to	to	PART
fis-3955	174	7	learn	learn	VERB
fis-3955	174	8	an	an	DET
fis-3955	174	9	image	image	NOUN
fis-3955	174	10	's	's	PART
fis-3955	174	11	feature	feature	NOUN
fis-3955	174	12	mapping	mapping	NOUN
fis-3955	174	13	and	and	CCONJ
fis-3955	174	14	use	use	VERB
fis-3955	174	15	it	it	PRON
fis-3955	174	16	to	to	PART
fis-3955	174	17	create	create	VERB
fis-3955	174	18	a	a	DET
fis-3955	174	19	more	more	ADV
fis-3955	174	20	accurate	accurate	ADJ
fis-3955	174	21	feature	feature	NOUN
fis-3955	174	22	mapping	mapping	NOUN
fis-3955	174	23	.	.	PUNCT
fis-3955	175	1	this	this	PRON
fis-3955	175	2	is	be	AUX
fis-3955	175	3	effective	effective	ADJ
fis-3955	175	4	for	for	ADP
fis-3955	175	5	classification	classification	NOUN
fis-3955	175	6	issues	issue	NOUN
fis-3955	175	7	since	since	SCONJ
fis-3955	175	8	it	it	PRON
fis-3955	175	9	turns	turn	VERB
fis-3955	175	10	the	the	DET
fis-3955	175	11	image	image	NOUN
fis-3955	175	12	into	into	ADP
fis-3955	175	13	a	a	DET
fis-3955	175	14	vector	vector	NOUN
fis-3955	175	15	that	that	PRON
fis-3955	175	16	can	can	AUX
fis-3955	175	17	then	then	ADV
fis-3955	175	18	be	be	AUX
fis-3955	175	19	utilized	utilize	VERB
fis-3955	175	20	for	for	ADP
fis-3955	175	21	classification	classification	NOUN
fis-3955	175	22	.	.	PUNCT
fis-3955	176	1	however	however	ADV
fis-3955	176	2	,	,	PUNCT
fis-3955	176	3	in	in	ADP
fis-3955	176	4	order	order	NOUN
fis-3955	176	5	to	to	PART
fis-3955	176	6	segment	segment	VERB
fis-3955	176	7	an	an	DET
fis-3955	176	8	image	image	NOUN
fis-3955	176	9	,	,	PUNCT
fis-3955	176	10	we	we	PRON
fis-3955	176	11	must	must	AUX
fis-3955	176	12	first	first	ADV
fis-3955	176	13	transform	transform	VERB
fis-3955	176	14	a	a	DET
fis-3955	176	15	feature	feature	NOUN
fis-3955	176	16	map	map	NOUN
fis-3955	176	17	into	into	ADP
fis-3955	176	18	a	a	DET
fis-3955	176	19	vector	vector	NOUN
fis-3955	176	20	and	and	CCONJ
fis-3955	176	21	then	then	ADV
fis-3955	176	22	use	use	VERB
fis-3955	176	23	this	this	DET
fis-3955	176	24	vector	vector	NOUN
fis-3955	176	25	to	to	PART
fis-3955	176	26	reassemble	reassemble	VERB
fis-3955	176	27	the	the	DET
fis-3955	176	28	image	image	NOUN
fis-3955	176	29	.	.	PUNCT
fis-3955	177	1	this	this	PRON
fis-3955	177	2	is	be	AUX
fis-3955	177	3	a	a	DET
fis-3955	177	4	huge	huge	ADJ
fis-3955	177	5	undertaking	undertaking	NOUN
fis-3955	177	6	because	because	SCONJ
fis-3955	177	7	it	it	PRON
fis-3955	177	8	's	be	AUX
fis-3955	177	9	much	much	ADV
fis-3955	177	10	more	more	ADV
fis-3955	177	11	difficult	difficult	ADJ
fis-3955	177	12	to	to	PART
fis-3955	177	13	turn	turn	VERB
fis-3955	177	14	a	a	DET
fis-3955	177	15	vector	vector	NOUN
fis-3955	177	16	into	into	ADP
fis-3955	177	17	an	an	DET
fis-3955	177	18	image	image	NOUN
fis-3955	177	19	than	than	ADP
fis-3955	177	20	the	the	DET
fis-3955	177	21	opposite	opposite	NOUN
fis-3955	177	22	.	.	PUNCT
fis-3955	178	1	this	this	DET
fis-3955	178	2	issue	issue	NOUN
fis-3955	178	3	is	be	AUX
fis-3955	178	4	at	at	ADP
fis-3955	178	5	the	the	DET
fis-3955	178	6	center	center	NOUN
fis-3955	178	7	of	of	ADP
fis-3955	178	8	u	u	PROPN
fis-3955	178	9	-	-	PROPN
fis-3955	178	10	net	net	NOUN
fis-3955	178	11	's	's	PART
fis-3955	178	12	entire	entire	ADJ
fis-3955	178	13	design	design	NOUN
fis-3955	178	14	.	.	PUNCT
fis-3955	179	1	the	the	DET
fis-3955	179	2	contraction	contraction	NOUN
fis-3955	179	3	,	,	PUNCT
fis-3955	179	4	bottleneck	bottleneck	NOUN
fis-3955	179	5	,	,	PUNCT
fis-3955	179	6	and	and	CCONJ
fis-3955	179	7	expansion	expansion	NOUN
fis-3955	179	8	sections	section	NOUN
fis-3955	179	9	of	of	ADP
fis-3955	179	10	the	the	DET
fis-3955	179	11	u	u	ADJ
fis-3955	179	12	-	-	ADJ
fis-3955	179	13	net	net	ADJ
fis-3955	179	14	architecture	architecture	NOUN
fis-3955	179	15	are	be	AUX
fis-3955	179	16	depicted	depict	VERB
fis-3955	179	17	in	in	ADP
fis-3955	179	18	fig	fig	NOUN
fis-3955	179	19	.	.	PUNCT
fis-3955	180	1	10	10	NUM
fis-3955	180	2	.	.	PUNCT
fis-3955	181	1	numerous	numerous	ADJ
fis-3955	181	2	contraction	contraction	NOUN
fis-3955	181	3	blocks	block	NOUN
fis-3955	181	4	make	make	VERB
fis-3955	181	5	up	up	ADP
fis-3955	181	6	the	the	DET
fis-3955	181	7	contraction	contraction	NOUN
fis-3955	181	8	section	section	NOUN
fis-3955	181	9	.	.	PUNCT
fis-3955	182	1	every	every	DET
fis-3955	182	2	block	block	NOUN
fis-3955	182	3	takes	take	VERB
fis-3955	182	4	a	a	DET
fis-3955	182	5	single	single	ADJ
fis-3955	182	6	input	input	NOUN
fis-3955	182	7	,	,	PUNCT
fis-3955	182	8	applies	apply	VERB
fis-3955	182	9	two	two	NUM
fis-3955	182	10	3x3	3x3	NUM
fis-3955	182	11	convolution	convolution	NOUN
fis-3955	182	12	layers	layer	NOUN
fis-3955	182	13	,	,	PUNCT
fis-3955	182	14	and	and	CCONJ
fis-3955	182	15	then	then	ADV
fis-3955	182	16	does	do	VERB
fis-3955	182	17	a	a	DET
fis-3955	182	18	2x2	2x2	NUM
fis-3955	182	19	max	max	PROPN
fis-3955	182	20	pooling	pooling	NOUN
fis-3955	182	21	.	.	PUNCT
fis-3955	183	1	after	after	ADP
fis-3955	183	2	each	each	DET
fis-3955	183	3	block	block	NOUN
fis-3955	183	4	,	,	PUNCT
fis-3955	183	5	there	there	PRON
fis-3955	183	6	are	be	VERB
fis-3955	183	7	twice	twice	ADV
fis-3955	183	8	as	as	ADV
fis-3955	183	9	many	many	ADJ
fis-3955	183	10	kernels	kernel	NOUN
fis-3955	183	11	or	or	CCONJ
fis-3955	183	12	feature	feature	NOUN
fis-3955	183	13	maps	map	NOUN
fis-3955	183	14	,	,	PUNCT
fis-3955	183	15	allowing	allow	VERB
fis-3955	183	16	the	the	DET
fis-3955	183	17	architecture	architecture	NOUN
fis-3955	183	18	to	to	PART
fis-3955	183	19	efficiently	efficiently	ADV
fis-3955	183	20	learn	learn	VERB
fis-3955	183	21	the	the	DET
fis-3955	183	22	intricate	intricate	ADJ
fis-3955	183	23	structures	structure	NOUN
fis-3955	183	24	.	.	PUNCT
fis-3955	184	1	between	between	ADP
fis-3955	184	2	the	the	DET
fis-3955	184	3	contraction	contraction	NOUN
fis-3955	184	4	layer	layer	NOUN
fis-3955	184	5	and	and	CCONJ
fis-3955	184	6	the	the	DET
fis-3955	184	7	expansion	expansion	NOUN
fis-3955	184	8	layer	layer	NOUN
fis-3955	184	9	,	,	PUNCT
fis-3955	184	10	the	the	DET
fis-3955	184	11	bottom	bottom	ADJ
fis-3955	184	12	layer	layer	NOUN
fis-3955	184	13	serves	serve	VERB
fis-3955	184	14	as	as	ADP
fis-3955	184	15	a	a	DET
fis-3955	184	16	mediator	mediator	NOUN
fis-3955	184	17	.	.	PUNCT
fis-3955	185	1	a	a	DET
fis-3955	185	2	2x2	2x2	NUM
fis-3955	185	3	up	up	NOUN
fis-3955	185	4	convolution	convolution	NOUN
fis-3955	185	5	layer	layer	NOUN
fis-3955	185	6	is	be	AUX
fis-3955	185	7	used	use	VERB
fis-3955	185	8	after	after	ADP
fis-3955	185	9	two	two	NUM
fis-3955	185	10	3x3	3x3	NUM
fis-3955	185	11	cnn	cnn	PROPN
fis-3955	185	12	layers	layer	NOUN
fis-3955	185	13	.	.	PUNCT
fis-3955	186	1	(	(	PUNCT
fis-3955	186	2	a	a	X
fis-3955	186	3	)	)	PUNCT
fis-3955	186	4	(	(	PUNCT
fis-3955	186	5	b	b	X
fis-3955	186	6	)	)	PUNCT
fis-3955	186	7	(	(	PUNCT
fis-3955	186	8	c	c	X
fis-3955	186	9	)	)	PUNCT
fis-3955	186	10	(	(	PUNCT
fis-3955	186	11	d	d	X
fis-3955	186	12	)	)	PUNCT
fis-3955	186	13	a.	a.	PROPN
fis-3955	186	14	mishra	mishra	PROPN
fis-3955	186	15	et	et	PROPN
fis-3955	186	16	alii	alii	PROPN
fis-3955	186	17	,	,	PUNCT
fis-3955	186	18	frattura	frattura	PROPN
fis-3955	186	19	ed	ed	PROPN
fis-3955	186	20	integrità	integrità	PROPN
fis-3955	186	21	strutturale	strutturale	PROPN
fis-3955	186	22	,	,	PUNCT
fis-3955	186	23	63	63	NUM
fis-3955	186	24	(	(	PUNCT
fis-3955	186	25	2023	2023	NUM
fis-3955	186	26	)	)	PUNCT
fis-3955	186	27	234	234	NUM
fis-3955	186	28	-	-	SYM
fis-3955	186	29	245	245	NUM
fis-3955	186	30	;	;	PUNCT
fis-3955	186	31	doi	doi	NOUN
fis-3955	186	32	:	:	PUNCT
fis-3955	186	33	10.3221	10.3221	NUM
fis-3955	186	34	/	/	SYM
fis-3955	186	35	igf	igf	PROPN
fis-3955	186	36	-	-	PUNCT
fis-3955	186	37	esis.63.18	esis.63.18	PRON
fis-3955	186	38	243	243	NUM
fis-3955	186	39	(	(	PUNCT
fis-3955	186	40	e	e	NOUN
fis-3955	186	41	)	)	PUNCT
fis-3955	186	42	(	(	PUNCT
fis-3955	186	43	f	f	X
fis-3955	186	44	)	)	PUNCT
fis-3955	186	45	figure	figure	NOUN
fis-3955	186	46	9	9	NUM
fis-3955	186	47	:	:	PUNCT
fis-3955	186	48	masks	mask	NOUN
fis-3955	186	49	(	(	PUNCT
fis-3955	186	50	binary	binary	NOUN
fis-3955	186	51	images	image	NOUN
fis-3955	186	52	)	)	PUNCT
fis-3955	186	53	of	of	ADP
fis-3955	186	54	the	the	DET
fis-3955	186	55	training	training	NOUN
fis-3955	186	56	set	set	NOUN
fis-3955	186	57	microstructures	microstructure	NOUN
fis-3955	186	58	:	:	PUNCT
fis-3955	186	59	a	a	X
fis-3955	186	60	)	)	PUNCT
fis-3955	186	61	sample	sample	NOUN
fis-3955	186	62	1	1	NUM
fis-3955	186	63	,	,	PUNCT
fis-3955	186	64	b	b	NOUN
fis-3955	186	65	)	)	PUNCT
fis-3955	186	66	sample2	sample2	NOUN
fis-3955	186	67	,	,	PUNCT
fis-3955	186	68	c	c	X
fis-3955	186	69	)	)	PUNCT
fis-3955	186	70	sample	sample	NOUN
fis-3955	186	71	3	3	NUM
fis-3955	186	72	,	,	PUNCT
fis-3955	186	73	d	d	NOUN
fis-3955	186	74	)	)	PUNCT
fis-3955	186	75	sample	sample	NOUN
fis-3955	186	76	4	4	NUM
fis-3955	186	77	,	,	PUNCT
fis-3955	186	78	e	e	NOUN
fis-3955	186	79	)	)	PUNCT
fis-3955	186	80	sample	sample	NOUN
fis-3955	186	81	5	5	NUM
fis-3955	186	82	,	,	PUNCT
fis-3955	186	83	and	and	CCONJ
fis-3955	186	84	f	f	X
fis-3955	186	85	)	)	PUNCT
fis-3955	186	86	sample	sample	NOUN
fis-3955	186	87	6	6	NUM
fis-3955	186	88	.	.	PUNCT
fis-3955	186	89	figure	figure	NOUN
fis-3955	186	90	10	10	NUM
fis-3955	186	91	:	:	PUNCT
fis-3955	186	92	u	u	ADJ
fis-3955	186	93	-	-	ADJ
fis-3955	186	94	net	net	ADJ
fis-3955	186	95	architecture	architecture	NOUN
fis-3955	186	96	for	for	ADP
fis-3955	186	97	detection	detection	NOUN
fis-3955	186	98	of	of	ADP
fis-3955	186	99	fracture	fracture	NOUN
fis-3955	186	100	cracks	crack	NOUN
fis-3955	186	101	in	in	ADP
fis-3955	186	102	microstructure	microstructure	ADJ
fis-3955	186	103	images	image	NOUN
fis-3955	186	104	however	however	ADV
fis-3955	186	105	,	,	PUNCT
fis-3955	186	106	the	the	DET
fis-3955	186	107	extension	extension	NOUN
fis-3955	186	108	portion	portion	NOUN
fis-3955	186	109	is	be	AUX
fis-3955	186	110	where	where	SCONJ
fis-3955	186	111	this	this	DET
fis-3955	186	112	architecture	architecture	NOUN
fis-3955	186	113	's	's	PART
fis-3955	186	114	core	core	NOUN
fis-3955	186	115	is	be	AUX
fis-3955	186	116	located	locate	VERB
fis-3955	186	117	.	.	PUNCT
fis-3955	187	1	it	it	PRON
fis-3955	187	2	also	also	ADV
fis-3955	187	3	consists	consist	VERB
fis-3955	187	4	of	of	ADP
fis-3955	187	5	a	a	DET
fis-3955	187	6	number	number	NOUN
fis-3955	187	7	of	of	ADP
fis-3955	187	8	expansion	expansion	NOUN
fis-3955	187	9	blocks	block	NOUN
fis-3955	187	10	,	,	PUNCT
fis-3955	187	11	similar	similar	ADJ
fis-3955	187	12	to	to	ADP
fis-3955	187	13	the	the	DET
fis-3955	187	14	contraction	contraction	NOUN
fis-3955	187	15	layer	layer	NOUN
fis-3955	187	16	.	.	PUNCT
fis-3955	188	1	a	a	DET
fis-3955	188	2	2x2	2x2	NUM
fis-3955	188	3	upsampling	upsample	VERB
fis-3955	188	4	layer	layer	NOUN
fis-3955	188	5	is	be	AUX
fis-3955	188	6	added	add	VERB
fis-3955	188	7	after	after	SCONJ
fis-3955	188	8	each	each	DET
fis-3955	188	9	block	block	NOUN
fis-3955	188	10	's	's	PART
fis-3955	188	11	two	two	NUM
fis-3955	188	12	3x3	3x3	NUM
fis-3955	188	13	cnn	cnn	PROPN
fis-3955	188	14	layers	layer	NOUN
fis-3955	188	15	to	to	PART
fis-3955	188	16	process	process	VERB
fis-3955	188	17	the	the	DET
fis-3955	188	18	input	input	NOUN
fis-3955	188	19	.	.	PUNCT
fis-3955	189	1	additionally	additionally	ADV
fis-3955	189	2	,	,	PUNCT
fis-3955	189	3	to	to	PART
fis-3955	189	4	maintain	maintain	VERB
fis-3955	189	5	symmetry	symmetry	NOUN
fis-3955	189	6	,	,	PUNCT
fis-3955	189	7	the	the	DET
fis-3955	189	8	number	number	NOUN
fis-3955	189	9	of	of	ADP
fis-3955	189	10	feature	feature	NOUN
fis-3955	189	11	maps	map	NOUN
fis-3955	189	12	used	use	VERB
fis-3955	189	13	by	by	ADP
fis-3955	189	14	the	the	DET
fis-3955	189	15	convolutional	convolutional	ADJ
fis-3955	189	16	layer	layer	NOUN
fis-3955	189	17	is	be	AUX
fis-3955	189	18	cut	cut	VERB
fis-3955	189	19	in	in	ADP
fis-3955	189	20	half	half	NOUN
fis-3955	189	21	after	after	ADP
fis-3955	189	22	each	each	DET
fis-3955	189	23	block	block	NOUN
fis-3955	189	24	.	.	PUNCT
fis-3955	190	1	but	but	CCONJ
fis-3955	190	2	each	each	DET
fis-3955	190	3	time	time	NOUN
fis-3955	190	4	,	,	PUNCT
fis-3955	190	5	feature	feature	NOUN
fis-3955	190	6	maps	map	NOUN
fis-3955	190	7	from	from	ADP
fis-3955	190	8	the	the	DET
fis-3955	190	9	corresponding	correspond	VERB
fis-3955	190	10	contraction	contraction	NOUN
fis-3955	190	11	layer	layer	NOUN
fis-3955	190	12	are	be	AUX
fis-3955	190	13	also	also	ADV
fis-3955	190	14	added	add	VERB
fis-3955	190	15	to	to	ADP
fis-3955	190	16	the	the	DET
fis-3955	190	17	input	input	NOUN
fis-3955	190	18	.	.	PUNCT
fis-3955	191	1	this	this	PRON
fis-3955	191	2	would	would	AUX
fis-3955	191	3	guarantee	guarantee	VERB
fis-3955	191	4	that	that	SCONJ
fis-3955	191	5	the	the	DET
fis-3955	191	6	features	feature	NOUN
fis-3955	191	7	that	that	PRON
fis-3955	191	8	are	be	AUX
fis-3955	191	9	acquired	acquire	VERB
fis-3955	191	10	during	during	ADP
fis-3955	191	11	the	the	DET
fis-3955	191	12	image	image	NOUN
fis-3955	191	13	's	's	PART
fis-3955	191	14	contraction	contraction	NOUN
fis-3955	191	15	will	will	AUX
fis-3955	191	16	be	be	AUX
fis-3955	191	17	used	use	VERB
fis-3955	191	18	to	to	PART
fis-3955	191	19	rebuild	rebuild	VERB
fis-3955	191	20	it	it	PRON
fis-3955	191	21	.	.	PUNCT
fis-3955	192	1	the	the	DET
fis-3955	192	2	frequency	frequency	NOUN
fis-3955	192	3	of	of	ADP
fis-3955	192	4	expansion	expansion	NOUN
fis-3955	192	5	blocks	block	NOUN
fis-3955	192	6	and	and	CCONJ
fis-3955	192	7	contraction	contraction	NOUN
fis-3955	192	8	blocks	block	NOUN
fis-3955	192	9	is	be	AUX
fis-3955	192	10	equal	equal	ADJ
fis-3955	192	11	.	.	PUNCT
fis-3955	193	1	following	follow	VERB
fis-3955	193	2	that	that	PRON
fis-3955	193	3	,	,	PUNCT
fis-3955	193	4	a	a	DET
fis-3955	193	5	second	second	ADJ
fis-3955	193	6	3x3	3x3	NUM
fis-3955	193	7	cnn	cnn	NOUN
fis-3955	193	8	layer	layer	NOUN
fis-3955	193	9	with	with	ADP
fis-3955	193	10	as	as	ADV
fis-3955	193	11	many	many	ADJ
fis-3955	193	12	feature	feature	NOUN
fis-3955	193	13	maps	map	NOUN
fis-3955	193	14	as	as	SCONJ
fis-3955	193	15	desired	desire	VERB
fis-3955	193	16	segments	segment	NOUN
fis-3955	193	17	is	be	AUX
fis-3955	193	18	applied	apply	VERB
fis-3955	193	19	to	to	ADP
fis-3955	193	20	the	the	DET
fis-3955	193	21	output	output	NOUN
fis-3955	193	22	mapping	mapping	NOUN
fis-3955	193	23	.	.	PUNCT
fis-3955	194	1	for	for	ADP
fis-3955	194	2	each	each	DET
fis-3955	194	3	pixel	pixel	NOUN
fis-3955	194	4	,	,	PUNCT
fis-3955	194	5	u	u	NOUN
fis-3955	194	6	-	-	ADJ
fis-3955	194	7	net	net	ADJ
fis-3955	194	8	employs	employ	VERB
fis-3955	194	9	a	a	DET
fis-3955	194	10	pretty	pretty	ADV
fis-3955	194	11	unique	unique	ADJ
fis-3955	194	12	loss	loss	NOUN
fis-3955	194	13	weighting	weighting	NOUN
fis-3955	194	14	system	system	NOUN
fis-3955	194	15	that	that	PRON
fis-3955	194	16	places	place	VERB
fis-3955	194	17	a	a	DET
fis-3955	194	18	larger	large	ADJ
fis-3955	194	19	weight	weight	NOUN
fis-3955	194	20	near	near	ADP
fis-3955	194	21	the	the	DET
fis-3955	194	22	edge	edge	NOUN
fis-3955	194	23	of	of	ADP
fis-3955	194	24	segmented	segment	VERB
fis-3955	194	25	objects	object	NOUN
fis-3955	194	26	.	.	PUNCT
fis-3955	195	1	the	the	DET
fis-3955	195	2	u	u	ADJ
fis-3955	195	3	-	-	ADJ
fis-3955	195	4	net	net	ADJ
fis-3955	195	5	model	model	NOUN
fis-3955	195	6	was	be	AUX
fis-3955	195	7	able	able	ADJ
fis-3955	195	8	to	to	PART
fis-3955	195	9	segment	segment	VERB
fis-3955	195	10	cells	cell	NOUN
fis-3955	195	11	in	in	ADP
fis-3955	195	12	biomedical	biomedical	ADJ
fis-3955	195	13	pictures	picture	NOUN
fis-3955	195	14	discontinuously	discontinuously	ADV
fis-3955	195	15	thanks	thank	NOUN
fis-3955	195	16	to	to	ADP
fis-3955	195	17	this	this	DET
fis-3955	195	18	loss	loss	NOUN
fis-3955	195	19	weighting	weighting	NOUN
fis-3955	195	20	approach	approach	NOUN
fis-3955	195	21	,	,	PUNCT
fis-3955	195	22	making	make	VERB
fis-3955	195	23	it	it	PRON
fis-3955	195	24	simple	simple	ADJ
fis-3955	195	25	to	to	PART
fis-3955	195	26	distinguish	distinguish	VERB
fis-3955	195	27	individual	individual	ADJ
fis-3955	195	28	cells	cell	NOUN
fis-3955	195	29	within	within	ADP
fis-3955	195	30	the	the	DET
fis-3955	195	31	binary	binary	PROPN
fis-3955	195	32	segmentation	segmentation	NOUN
fis-3955	195	33	map	map	NOUN
fis-3955	195	34	.	.	PUNCT
fis-3955	196	1	the	the	DET
fis-3955	196	2	generated	generate	VERB
fis-3955	196	3	image	image	NOUN
fis-3955	196	4	is	be	AUX
fis-3955	196	5	first	first	ADV
fis-3955	196	6	subjected	subject	VERB
fis-3955	196	7	to	to	ADP
fis-3955	196	8	pixel	pixel	VERB
fis-3955	196	9	-	-	PUNCT
fis-3955	196	10	by	by	ADP
fis-3955	196	11	-	-	PUNCT
fis-3955	196	12	pixel	pixel	NOUN
fis-3955	196	13	softmax	softmax	NOUN
fis-3955	196	14	,	,	PUNCT
fis-3955	196	15	which	which	PRON
fis-3955	196	16	is	be	AUX
fis-3955	196	17	then	then	ADV
fis-3955	196	18	followed	follow	VERB
fis-3955	196	19	by	by	ADP
fis-3955	196	20	a	a	DET
fis-3955	196	21	cross	cross	ADJ
fis-3955	196	22	-	-	ADJ
fis-3955	196	23	entropy	entropy	ADJ
fis-3955	196	24	loss	loss	NOUN
fis-3955	196	25	function	function	NOUN
fis-3955	196	26	.	.	PUNCT
fis-3955	197	1	therefore	therefore	ADV
fis-3955	197	2	,	,	PUNCT
fis-3955	197	3	we	we	PRON
fis-3955	197	4	are	be	AUX
fis-3955	197	5	assigning	assign	VERB
fis-3955	197	6	each	each	DET
fis-3955	197	7	pixel	pixel	NOUN
fis-3955	197	8	to	to	ADP
fis-3955	197	9	a	a	DET
fis-3955	197	10	certain	certain	ADJ
fis-3955	197	11	class	class	NOUN
fis-3955	197	12	.	.	PUNCT
fis-3955	198	1	every	every	DET
fis-3955	198	2	pixel	pixel	NOUN
fis-3955	198	3	must	must	AUX
fis-3955	198	4	fall	fall	VERB
fis-3955	198	5	into	into	ADP
fis-3955	198	6	a	a	DET
fis-3955	198	7	certain	certain	ADJ
fis-3955	198	8	group	group	NOUN
fis-3955	198	9	even	even	ADV
fis-3955	198	10	during	during	ADP
fis-3955	198	11	segmentation	segmentation	NOUN
fis-3955	198	12	,	,	PUNCT
fis-3955	198	13	therefore	therefore	ADV
fis-3955	198	14	all	all	PRON
fis-3955	198	15	we	we	PRON
fis-3955	198	16	need	need	VERB
fis-3955	198	17	to	to	PART
fis-3955	198	18	do	do	VERB
fis-3955	198	19	is	be	AUX
fis-3955	198	20	make	make	VERB
fis-3955	198	21	sure	sure	ADJ
fis-3955	198	22	they	they	PRON
fis-3955	198	23	do	do	VERB
fis-3955	198	24	.	.	PUNCT
fis-3955	199	1	the	the	DET
fis-3955	199	2	segmentation	segmentation	NOUN
fis-3955	199	3	problem	problem	NOUN
fis-3955	199	4	was	be	AUX
fis-3955	199	5	simply	simply	ADV
fis-3955	199	6	transformed	transform	VERB
fis-3955	199	7	into	into	ADP
fis-3955	199	8	a	a	DET
fis-3955	199	9	multiclass	multiclass	ADJ
fis-3955	199	10	classification	classification	NOUN
fis-3955	199	11	problem	problem	NOUN
fis-3955	199	12	,	,	PUNCT
fis-3955	199	13	and	and	CCONJ
fis-3955	199	14	it	it	PRON
fis-3955	199	15	outperformed	outperform	VERB
fis-3955	199	16	the	the	DET
fis-3955	199	17	conventional	conventional	ADJ
fis-3955	199	18	loss	loss	NOUN
fis-3955	199	19	functions	function	NOUN
fis-3955	199	20	.	.	PUNCT
fis-3955	200	1	fig	fig	NOUN
fis-3955	200	2	.	.	PUNCT
fis-3955	201	1	11	11	NUM
fis-3955	201	2	a	a	X
fis-3955	201	3	)	)	PUNCT
fis-3955	201	4	shows	show	VERB
fis-3955	201	5	the	the	DET
fis-3955	201	6	plot	plot	NOUN
fis-3955	201	7	of	of	ADP
fis-3955	201	8	loss	loss	NOUN
fis-3955	201	9	function	function	NOUN
fis-3955	201	10	with	with	ADP
fis-3955	201	11	increasing	increase	VERB
fis-3955	201	12	number	number	NOUN
fis-3955	201	13	of	of	ADP
fis-3955	201	14	epochs	epoch	NOUN
fis-3955	201	15	.	.	PUNCT
fis-3955	202	1	it	it	PRON
fis-3955	202	2	is	be	AUX
fis-3955	202	3	observed	observe	VERB
fis-3955	202	4	that	that	SCONJ
fis-3955	202	5	the	the	DET
fis-3955	202	6	loss	loss	NOUN
fis-3955	202	7	function	function	NOUN
fis-3955	202	8	decreases	decrease	VERB
fis-3955	202	9	with	with	ADP
fis-3955	202	10	increasing	increase	VERB
fis-3955	202	11	number	number	NOUN
fis-3955	202	12	of	of	ADP
fis-3955	202	13	epochs	epoch	NOUN
fis-3955	202	14	.	.	PUNCT
fis-3955	203	1	fig	fig	NOUN
fis-3955	203	2	.	.	PUNCT
fis-3955	204	1	11	11	NUM
fis-3955	204	2	b	b	X
fis-3955	204	3	)	)	PUNCT
fis-3955	204	4	shows	show	VERB
fis-3955	204	5	the	the	DET
fis-3955	204	6	accuracy	accuracy	NOUN
fis-3955	204	7	of	of	ADP
fis-3955	204	8	the	the	DET
fis-3955	204	9	prediction	prediction	NOUN
fis-3955	204	10	of	of	ADP
fis-3955	204	11	fracture	fracture	NOUN
fis-3955	204	12	cracks	crack	NOUN
fis-3955	204	13	present	present	ADJ
fis-3955	204	14	in	in	ADP
fis-3955	204	15	the	the	DET
fis-3955	204	16	microstructure	microstructure	ADJ
fis-3955	204	17	images	image	NOUN
fis-3955	204	18	.	.	PUNCT
fis-3955	205	1	a.	a.	PROPN
fis-3955	205	2	mishra	mishra	PROPN
fis-3955	205	3	et	et	PROPN
fis-3955	205	4	alii	alii	PROPN
fis-3955	205	5	,	,	PUNCT
fis-3955	205	6	frattura	frattura	PROPN
fis-3955	205	7	ed	ed	PROPN
fis-3955	205	8	integrità	integrità	PROPN
fis-3955	205	9	strutturale	strutturale	PROPN
fis-3955	205	10	,	,	PUNCT
fis-3955	205	11	63	63	NUM
fis-3955	205	12	(	(	PUNCT
fis-3955	205	13	2023	2023	NUM
fis-3955	205	14	)	)	PUNCT
fis-3955	205	15	234	234	NUM
fis-3955	205	16	-	-	SYM
fis-3955	205	17	245	245	NUM
fis-3955	205	18	;	;	PUNCT
fis-3955	205	19	doi	doi	NOUN
fis-3955	205	20	:	:	PUNCT
fis-3955	205	21	10.3221	10.3221	NUM
fis-3955	205	22	/	/	SYM
fis-3955	205	23	igf	igf	PROPN
fis-3955	205	24	-	-	PUNCT
fis-3955	205	25	esis.63.18	esis.63.18	PROPN
fis-3955	205	26	244	244	NUM
fis-3955	206	1	it	it	PRON
fis-3955	206	2	is	be	AUX
fis-3955	206	3	observed	observe	VERB
fis-3955	206	4	that	that	SCONJ
fis-3955	206	5	the	the	DET
fis-3955	206	6	u	u	ADJ
fis-3955	206	7	-	-	ADJ
fis-3955	206	8	net	net	ADJ
fis-3955	206	9	architecture	architecture	NOUN
fis-3955	206	10	is	be	AUX
fis-3955	206	11	resulting	result	VERB
fis-3955	206	12	in	in	ADP
fis-3955	206	13	the	the	DET
fis-3955	206	14	accuracy	accuracy	NOUN
fis-3955	206	15	score	score	NOUN
fis-3955	206	16	of	of	ADP
fis-3955	206	17	1.0	1.0	NUM
fis-3955	206	18	which	which	PRON
fis-3955	206	19	is	be	AUX
fis-3955	206	20	highly	highly	ADV
fis-3955	206	21	efficient	efficient	ADJ
fis-3955	206	22	for	for	ADP
fis-3955	206	23	characterization	characterization	NOUN
fis-3955	206	24	of	of	ADP
fis-3955	206	25	the	the	DET
fis-3955	206	26	fracture	fracture	NOUN
fis-3955	206	27	surfaces	surface	NOUN
fis-3955	206	28	.	.	PUNCT
fis-3955	207	1	(	(	PUNCT
fis-3955	207	2	a	a	X
fis-3955	207	3	)	)	PUNCT
fis-3955	207	4	(	(	PUNCT
fis-3955	207	5	b	b	X
fis-3955	207	6	)	)	PUNCT
fis-3955	207	7	figure	figure	NOUN
fis-3955	207	8	11	11	NUM
fis-3955	207	9	:	:	PUNCT
fis-3955	207	10	a	a	X
fis-3955	207	11	)	)	PUNCT
fis-3955	207	12	plot	plot	NOUN
fis-3955	207	13	of	of	ADP
fis-3955	207	14	loss	loss	NOUN
fis-3955	207	15	function	function	NOUN
fis-3955	207	16	with	with	ADP
fis-3955	207	17	number	number	NOUN
fis-3955	207	18	of	of	ADP
fis-3955	207	19	epochs	epoch	NOUN
fis-3955	207	20	b	b	NOUN
fis-3955	207	21	)	)	PUNCT
fis-3955	207	22	accuracy	accuracy	NOUN
fis-3955	207	23	evaluation	evaluation	NOUN
fis-3955	207	24	conclusion	conclusion	NOUN
fis-3955	208	1	n	n	PRON
fis-3955	208	2	order	order	NOUN
fis-3955	208	3	to	to	PART
fis-3955	208	4	elicit	elicit	VERB
fis-3955	208	5	the	the	DET
fis-3955	208	6	appropriate	appropriate	ADJ
fis-3955	208	7	responses	response	NOUN
fis-3955	208	8	and	and	CCONJ
fis-3955	208	9	help	help	VERB
fis-3955	208	10	humans	human	NOUN
fis-3955	208	11	with	with	ADP
fis-3955	208	12	a	a	DET
fis-3955	208	13	variety	variety	NOUN
fis-3955	208	14	of	of	ADP
fis-3955	208	15	production	production	NOUN
fis-3955	208	16	-	-	PUNCT
fis-3955	208	17	related	relate	VERB
fis-3955	208	18	tasks	task	NOUN
fis-3955	208	19	,	,	PUNCT
fis-3955	208	20	computer	computer	NOUN
fis-3955	208	21	vision	vision	NOUN
fis-3955	208	22	in	in	ADP
fis-3955	208	23	manufacturing	manufacturing	NOUN
fis-3955	208	24	concentrates	concentrate	VERB
fis-3955	208	25	on	on	ADP
fis-3955	208	26	creating	create	VERB
fis-3955	208	27	artificial	artificial	ADJ
fis-3955	208	28	systems	system	NOUN
fis-3955	208	29	that	that	PRON
fis-3955	208	30	can	can	AUX
fis-3955	208	31	capture	capture	VERB
fis-3955	208	32	,	,	PUNCT
fis-3955	208	33	process	process	NOUN
fis-3955	208	34	,	,	PUNCT
fis-3955	208	35	and	and	CCONJ
fis-3955	208	36	thus	thus	ADV
fis-3955	208	37	recognize	recognize	VERB
fis-3955	208	38	visual	visual	ADJ
fis-3955	208	39	inputs	input	NOUN
fis-3955	208	40	from	from	ADP
fis-3955	208	41	the	the	DET
fis-3955	208	42	physical	physical	ADJ
fis-3955	208	43	world	world	NOUN
fis-3955	208	44	(	(	PUNCT
fis-3955	208	45	primarily	primarily	ADV
fis-3955	208	46	factories	factory	NOUN
fis-3955	208	47	and	and	CCONJ
fis-3955	208	48	other	other	ADJ
fis-3955	208	49	industrial	industrial	ADJ
fis-3955	208	50	sites	site	NOUN
fis-3955	208	51	)	)	PUNCT
fis-3955	208	52	.	.	PUNCT
fis-3955	209	1	the	the	DET
fis-3955	209	2	simplest	simple	ADJ
fis-3955	209	3	forms	form	NOUN
fis-3955	209	4	of	of	ADP
fis-3955	209	5	computer	computer	NOUN
fis-3955	209	6	vision	vision	NOUN
fis-3955	209	7	,	,	PUNCT
fis-3955	209	8	used	use	VERB
fis-3955	209	9	in	in	ADP
fis-3955	209	10	manufacturing	manufacturing	NOUN
fis-3955	209	11	as	as	ADV
fis-3955	209	12	well	well	ADV
fis-3955	209	13	as	as	ADP
fis-3955	209	14	other	other	ADJ
fis-3955	209	15	industries	industry	NOUN
fis-3955	209	16	,	,	PUNCT
fis-3955	209	17	can	can	AUX
fis-3955	209	18	identify	identify	VERB
fis-3955	209	19	particular	particular	ADJ
fis-3955	209	20	objects	object	NOUN
fis-3955	209	21	and	and	CCONJ
fis-3955	209	22	prompt	prompt	VERB
fis-3955	209	23	a	a	DET
fis-3955	209	24	response	response	NOUN
fis-3955	209	25	using	use	VERB
fis-3955	209	26	a	a	DET
fis-3955	209	27	rule	rule	NOUN
fis-3955	209	28	-	-	PUNCT
fis-3955	209	29	based	base	VERB
fis-3955	209	30	principle	principle	NOUN
fis-3955	209	31	.	.	PUNCT
fis-3955	210	1	specifically	specifically	ADV
fis-3955	210	2	,	,	PUNCT
fis-3955	210	3	they	they	PRON
fis-3955	210	4	do	do	VERB
fis-3955	210	5	this	this	PRON
fis-3955	210	6	by	by	ADP
fis-3955	210	7	identifying	identify	VERB
fis-3955	210	8	key	key	ADJ
fis-3955	210	9	characteristics	characteristic	NOUN
fis-3955	210	10	in	in	ADP
fis-3955	210	11	the	the	DET
fis-3955	210	12	collected	collect	VERB
fis-3955	210	13	visual	visual	ADJ
fis-3955	210	14	elements	element	NOUN
fis-3955	210	15	and	and	CCONJ
fis-3955	210	16	determining	determine	VERB
fis-3955	210	17	whether	whether	SCONJ
fis-3955	210	18	they	they	PRON
fis-3955	210	19	match	match	VERB
fis-3955	210	20	a	a	DET
fis-3955	210	21	set	set	NOUN
fis-3955	210	22	of	of	ADP
fis-3955	210	23	predetermined	predetermine	VERB
fis-3955	210	24	parameters	parameter	NOUN
fis-3955	210	25	.	.	PUNCT
fis-3955	211	1	this	this	DET
fis-3955	211	2	method	method	NOUN
fis-3955	211	3	is	be	AUX
fis-3955	211	4	less	less	ADV
fis-3955	211	5	effective	effective	ADJ
fis-3955	211	6	at	at	ADP
fis-3955	211	7	handling	handle	VERB
fis-3955	211	8	the	the	DET
fis-3955	211	9	finer	fine	ADJ
fis-3955	211	10	distinctions	distinction	NOUN
fis-3955	211	11	and	and	CCONJ
fis-3955	211	12	variances	variance	NOUN
fis-3955	211	13	that	that	PRON
fis-3955	211	14	frequently	frequently	ADV
fis-3955	211	15	appear	appear	VERB
fis-3955	211	16	when	when	SCONJ
fis-3955	211	17	working	work	VERB
fis-3955	211	18	with	with	ADP
fis-3955	211	19	unstructured	unstructured	ADJ
fis-3955	211	20	sources	source	NOUN
fis-3955	211	21	of	of	ADP
fis-3955	211	22	information	information	NOUN
fis-3955	211	23	like	like	ADP
fis-3955	211	24	images	image	NOUN
fis-3955	211	25	and	and	CCONJ
fis-3955	211	26	is	be	AUX
fis-3955	211	27	prone	prone	ADJ
fis-3955	211	28	to	to	ADP
fis-3955	211	29	producing	produce	VERB
fis-3955	211	30	a	a	DET
fis-3955	211	31	lot	lot	NOUN
fis-3955	211	32	of	of	ADP
fis-3955	211	33	misclassification	misclassification	NOUN
fis-3955	211	34	.	.	PUNCT
fis-3955	212	1	the	the	DET
fis-3955	212	2	following	follow	VERB
fis-3955	212	3	conclusions	conclusion	NOUN
fis-3955	212	4	are	be	AUX
fis-3955	212	5	drawn	draw	VERB
fis-3955	212	6	from	from	ADP
fis-3955	212	7	the	the	DET
fis-3955	212	8	current	current	ADJ
fis-3955	212	9	study	study	NOUN
fis-3955	212	10	:	:	PUNCT
fis-3955	212	11			NOUN
fis-3955	212	12	the	the	DET
fis-3955	212	13	abrupt	abrupt	ADJ
fis-3955	212	14	temperature	temperature	NOUN
fis-3955	212	15	increase	increase	NOUN
fis-3955	212	16	may	may	AUX
fis-3955	212	17	cause	cause	VERB
fis-3955	212	18	some	some	DET
fis-3955	212	19	material	material	NOUN
fis-3955	212	20	to	to	PART
fis-3955	212	21	melt	melt	VERB
fis-3955	212	22	and	and	CCONJ
fis-3955	212	23	be	be	AUX
fis-3955	212	24	removed	remove	VERB
fis-3955	212	25	.	.	PUNCT
fis-3955	213	1	heat	heat	NOUN
fis-3955	213	2	-	-	PUNCT
fis-3955	213	3	induced	induce	VERB
fis-3955	213	4	metallographic	metallographic	ADJ
fis-3955	213	5	changes	change	NOUN
fis-3955	213	6	in	in	ADP
fis-3955	213	7	some	some	PRON
fis-3955	213	8	of	of	ADP
fis-3955	213	9	the	the	DET
fis-3955	213	10	nearby	nearby	ADJ
fis-3955	213	11	material	material	NOUN
fis-3955	213	12	lead	lead	NOUN
fis-3955	213	13	to	to	ADP
fis-3955	213	14	the	the	DET
fis-3955	213	15	creation	creation	NOUN
fis-3955	213	16	of	of	ADP
fis-3955	213	17	discharge	discharge	NOUN
fis-3955	213	18	pits	pit	NOUN
fis-3955	213	19	of	of	ADP
fis-3955	213	20	various	various	ADJ
fis-3955	213	21	sizes	size	NOUN
fis-3955	213	22	.	.	PUNCT
fis-3955	214	1	while	while	SCONJ
fis-3955	214	2	a	a	DET
fis-3955	214	3	tiny	tiny	ADJ
fis-3955	214	4	amount	amount	NOUN
fis-3955	214	5	of	of	ADP
fis-3955	214	6	this	this	DET
fis-3955	214	7	melted	melt	VERB
fis-3955	214	8	surface	surface	NOUN
fis-3955	214	9	hardens	harden	NOUN
fis-3955	214	10	once	once	ADV
fis-3955	214	11	more	more	ADV
fis-3955	214	12	as	as	ADP
fis-3955	214	13	a	a	DET
fis-3955	214	14	result	result	NOUN
fis-3955	214	15	of	of	ADP
fis-3955	214	16	the	the	DET
fis-3955	214	17	dielectric	dielectric	NOUN
fis-3955	214	18	's	's	PART
fis-3955	214	19	cooling	cool	VERB
fis-3955	214	20	effect	effect	NOUN
fis-3955	214	21	.	.	PUNCT
fis-3955	215	1	the	the	DET
fis-3955	215	2	flushing	flush	VERB
fis-3955	215	3	operation	operation	NOUN
fis-3955	215	4	of	of	ADP
fis-3955	215	5	the	the	DET
fis-3955	215	6	dielectric	dielectric	NOUN
fis-3955	215	7	fails	fail	VERB
fis-3955	215	8	to	to	PART
fis-3955	215	9	completely	completely	ADV
fis-3955	215	10	remove	remove	VERB
fis-3955	215	11	some	some	PRON
fis-3955	215	12	of	of	ADP
fis-3955	215	13	the	the	DET
fis-3955	215	14	molten	molten	ADJ
fis-3955	215	15	material	material	NOUN
fis-3955	215	16	.	.	PUNCT
fis-3955	216	1	the	the	DET
fis-3955	216	2	density	density	NOUN
fis-3955	216	3	and	and	CCONJ
fis-3955	216	4	thickness	thickness	NOUN
fis-3955	216	5	of	of	ADP
fis-3955	216	6	these	these	DET
fis-3955	216	7	numerous	numerous	ADJ
fis-3955	216	8	pockmarks	pockmark	NOUN
fis-3955	216	9	,	,	PUNCT
fis-3955	216	10	globules	globule	NOUN
fis-3955	216	11	,	,	PUNCT
fis-3955	216	12	and	and	CCONJ
fis-3955	216	13	microcracks	microcrack	NOUN
fis-3955	216	14	,	,	PUNCT
fis-3955	216	15	which	which	PRON
fis-3955	216	16	are	be	AUX
fis-3955	216	17	all	all	PRON
fis-3955	216	18	part	part	NOUN
fis-3955	216	19	of	of	ADP
fis-3955	216	20	the	the	DET
fis-3955	216	21	resolidified	resolidifie	VERB
fis-3955	216	22	layer	layer	NOUN
fis-3955	216	23	known	know	VERB
fis-3955	216	24	as	as	ADP
fis-3955	216	25	the	the	DET
fis-3955	216	26	white	white	ADJ
fis-3955	216	27	layer	layer	NOUN
fis-3955	216	28	,	,	PUNCT
fis-3955	216	29	depend	depend	VERB
fis-3955	216	30	on	on	ADP
fis-3955	216	31	the	the	DET
fis-3955	216	32	process	process	NOUN
fis-3955	216	33	parameters	parameter	NOUN
fis-3955	216	34	.	.	PUNCT
fis-3955	217	1			X
fis-3955	218	1	the	the	DET
fis-3955	218	2	goal	goal	NOUN
fis-3955	218	3	of	of	ADP
fis-3955	218	4	picture	picture	NOUN
fis-3955	218	5	segmentation	segmentation	NOUN
fis-3955	218	6	is	be	AUX
fis-3955	218	7	to	to	PART
fis-3955	218	8	separate	separate	VERB
fis-3955	218	9	an	an	DET
fis-3955	218	10	image	image	NOUN
fis-3955	218	11	into	into	ADP
fis-3955	218	12	a	a	DET
fis-3955	218	13	number	number	NOUN
fis-3955	218	14	of	of	ADP
fis-3955	218	15	smaller	small	ADJ
fis-3955	218	16	pieces	piece	NOUN
fis-3955	218	17	.	.	PUNCT
fis-3955	219	1	the	the	DET
fis-3955	219	2	computations	computation	NOUN
fis-3955	219	3	of	of	ADP
fis-3955	219	4	image	image	NOUN
fis-3955	219	5	object	object	NOUN
fis-3955	219	6	segmentation	segmentation	NOUN
fis-3955	219	7	will	will	AUX
fis-3955	219	8	be	be	AUX
fis-3955	219	9	aided	aid	VERB
fis-3955	219	10	by	by	ADP
fis-3955	219	11	these	these	DET
fis-3955	219	12	segments	segment	NOUN
fis-3955	219	13	or	or	CCONJ
fis-3955	219	14	these	these	DET
fis-3955	219	15	numerous	numerous	ADJ
fis-3955	219	16	segments	segment	NOUN
fis-3955	219	17	that	that	PRON
fis-3955	219	18	were	be	AUX
fis-3955	219	19	formed	form	VERB
fis-3955	219	20	.	.	PUNCT
fis-3955	220	1	use	use	NOUN
fis-3955	220	2	of	of	ADP
fis-3955	220	3	masks	mask	NOUN
fis-3955	220	4	is	be	AUX
fis-3955	220	5	another	another	DET
fis-3955	220	6	crucial	crucial	ADJ
fis-3955	220	7	prerequisite	prerequisite	NOUN
fis-3955	220	8	for	for	ADP
fis-3955	220	9	picture	picture	NOUN
fis-3955	220	10	segmentation	segmentation	NOUN
fis-3955	220	11	jobs	job	NOUN
fis-3955	220	12	.	.	PUNCT
fis-3955	221	1	we	we	PRON
fis-3955	221	2	may	may	AUX
fis-3955	221	3	get	get	VERB
fis-3955	221	4	the	the	DET
fis-3955	221	5	desired	desire	VERB
fis-3955	221	6	outcome	outcome	NOUN
fis-3955	221	7	needed	need	VERB
fis-3955	221	8	for	for	ADP
fis-3955	221	9	the	the	DET
fis-3955	221	10	segmentation	segmentation	NOUN
fis-3955	221	11	task	task	NOUN
fis-3955	221	12	with	with	ADP
fis-3955	221	13	the	the	DET
fis-3955	221	14	use	use	NOUN
fis-3955	221	15	of	of	ADP
fis-3955	221	16	masking	masking	NOUN
fis-3955	221	17	,	,	PUNCT
fis-3955	221	18	which	which	PRON
fis-3955	221	19	is	be	AUX
fis-3955	221	20	essentially	essentially	ADV
fis-3955	221	21	a	a	DET
fis-3955	221	22	binary	binary	ADJ
fis-3955	221	23	image	image	NOUN
fis-3955	221	24	made	make	VERB
fis-3955	221	25	up	up	ADP
fis-3955	221	26	of	of	ADP
fis-3955	221	27	zero	zero	NUM
fis-3955	221	28	or	or	CCONJ
fis-3955	221	29	nonzero	nonzero	NOUN
fis-3955	221	30	values	value	NOUN
fis-3955	221	31	.	.	PUNCT
fis-3955	222	1	with	with	ADP
fis-3955	222	2	the	the	DET
fis-3955	222	3	aid	aid	NOUN
fis-3955	222	4	of	of	ADP
fis-3955	222	5	images	image	NOUN
fis-3955	222	6	and	and	CCONJ
fis-3955	222	7	their	their	PRON
fis-3955	222	8	corresponding	correspond	VERB
fis-3955	222	9	masks	mask	NOUN
fis-3955	222	10	,	,	PUNCT
fis-3955	222	11	we	we	PRON
fis-3955	222	12	can	can	AUX
fis-3955	222	13	explain	explain	VERB
fis-3955	222	14	the	the	DET
fis-3955	222	15	key	key	ADJ
fis-3955	222	16	elements	element	NOUN
fis-3955	222	17	of	of	ADP
fis-3955	222	18	the	the	DET
fis-3955	222	19	image	image	NOUN
fis-3955	222	20	that	that	PRON
fis-3955	222	21	were	be	AUX
fis-3955	222	22	discovered	discover	VERB
fis-3955	222	23	during	during	ADP
fis-3955	222	24	image	image	NOUN
fis-3955	222	25	segmentation	segmentation	NOUN
fis-3955	222	26	,	,	PUNCT
fis-3955	222	27	allowing	allow	VERB
fis-3955	222	28	us	we	PRON
fis-3955	222	29	to	to	PART
fis-3955	222	30	use	use	VERB
fis-3955	222	31	them	they	PRON
fis-3955	222	32	for	for	ADP
fis-3955	222	33	a	a	DET
fis-3955	222	34	variety	variety	NOUN
fis-3955	222	35	of	of	ADP
fis-3955	222	36	future	future	ADJ
fis-3955	222	37	tasks	task	NOUN
fis-3955	222	38	.	.	PUNCT
fis-3955	223	1			X
fis-3955	224	1	the	the	DET
fis-3955	224	2	future	future	ADJ
fis-3955	224	3	scope	scope	NOUN
fis-3955	224	4	of	of	ADP
fis-3955	224	5	this	this	DET
fis-3955	224	6	work	work	NOUN
fis-3955	224	7	can	can	AUX
fis-3955	224	8	be	be	AUX
fis-3955	224	9	based	base	VERB
fis-3955	224	10	on	on	ADP
fis-3955	224	11	the	the	DET
fis-3955	224	12	implementation	implementation	NOUN
fis-3955	224	13	of	of	ADP
fis-3955	224	14	the	the	DET
fis-3955	224	15	embedded	embed	VERB
fis-3955	224	16	machine	machine	NOUN
fis-3955	224	17	learning	learn	VERB
fis-3955	224	18	to	to	PART
fis-3955	224	19	incorporate	incorporate	VERB
fis-3955	224	20	our	our	PRON
fis-3955	224	21	proposed	propose	VERB
fis-3955	224	22	framework	framework	NOUN
fis-3955	224	23	for	for	ADP
fis-3955	224	24	identification	identification	NOUN
fis-3955	224	25	of	of	ADP
fis-3955	224	26	the	the	DET
fis-3955	224	27	presence	presence	NOUN
fis-3955	224	28	of	of	ADP
fis-3955	224	29	the	the	DET
fis-3955	224	30	fracture	fracture	NOUN
fis-3955	224	31	cracks	crack	NOUN
fis-3955	224	32	in	in	ADP
fis-3955	224	33	a	a	DET
fis-3955	224	34	real	real	ADJ
fis-3955	224	35	-	-	PUNCT
fis-3955	224	36	time	time	NOUN
fis-3955	224	37	by	by	ADP
fis-3955	224	38	a	a	DET
fis-3955	224	39	normal	normal	ADJ
fis-3955	224	40	human	human	ADJ
fis-3955	224	41	operator	operator	NOUN
fis-3955	224	42	.	.	PUNCT
fis-3955	225	1	references	reference	NOUN
fis-3955	225	2	[	[	X
fis-3955	225	3	1	1	NUM
fis-3955	225	4	]	]	PUNCT
fis-3955	225	5	malik	malik	PROPN
fis-3955	225	6	,	,	PUNCT
fis-3955	225	7	k.	k.	PROPN
fis-3955	225	8	,	,	PUNCT
fis-3955	225	9	robertson	robertson	PROPN
fis-3955	225	10	,	,	PUNCT
fis-3955	225	11	c.	c.	PROPN
fis-3955	225	12	,	,	PUNCT
fis-3955	225	13	roberts	roberts	PROPN
fis-3955	225	14	,	,	PUNCT
fis-3955	225	15	s.a	s.a	PROPN
fis-3955	225	16	.	.	PROPN
fis-3955	225	17	,	,	PUNCT
fis-3955	225	18	remmel	remmel	PROPN
fis-3955	225	19	,	,	PUNCT
fis-3955	225	20	t.k	t.k	PROPN
fis-3955	225	21	.	.	PROPN
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fis-3955	225	23	long	long	ADV
fis-3955	225	24	,	,	PUNCT
fis-3955	225	25	j.a	j.a	PROPN
fis-3955	225	26	.	.	PROPN
fis-3955	225	27	(	(	PUNCT
fis-3955	225	28	2022	2022	NUM
fis-3955	225	29	)	)	PUNCT
fis-3955	225	30	.	.	PUNCT
fis-3955	226	1	computer	computer	NOUN
fis-3955	226	2	vision	vision	NOUN
fis-3955	226	3	models	model	NOUN
fis-3955	226	4	for	for	ADP
fis-3955	226	5	comparing	compare	VERB
fis-3955	226	6	spatial	spatial	ADJ
fis-3955	226	7	patterns	pattern	NOUN
fis-3955	226	8	:	:	PUNCT
fis-3955	226	9	understanding	understand	VERB
fis-3955	226	10	spatial	spatial	ADJ
fis-3955	226	11	scale	scale	NOUN
fis-3955	226	12	.	.	PUNCT
fis-3955	227	1	international	international	ADJ
fis-3955	227	2	journal	journal	NOUN
fis-3955	227	3	of	of	ADP
fis-3955	227	4	geographical	geographical	ADJ
fis-3955	227	5	information	information	NOUN
fis-3955	227	6	science	science	NOUN
fis-3955	227	7	,	,	PUNCT
fis-3955	227	8	pp.1	pp.1	NOUN
fis-3955	227	9	-	-	PUNCT
fis-3955	227	10	35	35	NUM
fis-3955	227	11	.	.	PUNCT
fis-3955	228	1	i	i	PRON
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fis-3955	228	3	mishra	mishra	PROPN
fis-3955	228	4	et	et	PROPN
fis-3955	228	5	alii	alii	PROPN
fis-3955	228	6	,	,	PUNCT
fis-3955	228	7	frattura	frattura	PROPN
fis-3955	228	8	ed	ed	PROPN
fis-3955	228	9	integrità	integrità	PROPN
fis-3955	228	10	strutturale	strutturale	PROPN
fis-3955	228	11	,	,	PUNCT
fis-3955	228	12	63	63	NUM
fis-3955	228	13	(	(	PUNCT
fis-3955	228	14	2023	2023	NUM
fis-3955	228	15	)	)	PUNCT
fis-3955	228	16	234	234	NUM
fis-3955	228	17	-	-	SYM
fis-3955	228	18	245	245	NUM
fis-3955	228	19	;	;	PUNCT
fis-3955	228	20	doi	doi	NOUN
fis-3955	228	21	:	:	PUNCT
fis-3955	228	22	10.3221	10.3221	NUM
fis-3955	228	23	/	/	SYM
fis-3955	228	24	igf	igf	PROPN
fis-3955	228	25	-	-	PUNCT
fis-3955	228	26	esis.63.18	esis.63.18	PROPN
fis-3955	228	27	245	245	NUM
fis-3955	228	28	[	[	X
fis-3955	228	29	2	2	NUM
fis-3955	228	30	]	]	PUNCT
fis-3955	228	31	bi	bi	NOUN
fis-3955	228	32	,	,	PUNCT
fis-3955	228	33	y.	y.	PROPN
fis-3955	228	34	,	,	PUNCT
fis-3955	228	35	xue	xue	PROPN
fis-3955	228	36	,	,	PUNCT
fis-3955	228	37	b.	b.	PROPN
fis-3955	228	38	,	,	PUNCT
fis-3955	228	39	mesejo	mesejo	PROPN
fis-3955	228	40	,	,	PUNCT
fis-3955	228	41	p.	p.	PROPN
fis-3955	228	42	,	,	PUNCT
fis-3955	228	43	cagnoni	cagnoni	VERB
fis-3955	228	44	,	,	PUNCT
fis-3955	228	45	s.	s.	PROPN
fis-3955	228	46	and	and	CCONJ
fis-3955	228	47	zhang	zhang	PROPN
fis-3955	228	48	,	,	PUNCT
fis-3955	228	49	m.	m.	NOUN
fis-3955	228	50	(	(	PUNCT
fis-3955	228	51	2022	2022	NUM
fis-3955	228	52	)	)	PUNCT
fis-3955	228	53	.	.	PUNCT
fis-3955	229	1	a	a	DET
fis-3955	229	2	survey	survey	NOUN
fis-3955	229	3	on	on	ADP
fis-3955	229	4	evolutionary	evolutionary	ADJ
fis-3955	229	5	computation	computation	NOUN
fis-3955	229	6	for	for	ADP
fis-3955	229	7	computer	computer	NOUN
fis-3955	229	8	vision	vision	NOUN
fis-3955	229	9	and	and	CCONJ
fis-3955	229	10	image	image	NOUN
fis-3955	229	11	analysis	analysis	NOUN
fis-3955	229	12	:	:	PUNCT
fis-3955	229	13	past	past	ADJ
fis-3955	229	14	,	,	PUNCT
fis-3955	229	15	present	present	ADJ
fis-3955	229	16	,	,	PUNCT
fis-3955	229	17	and	and	CCONJ
fis-3955	229	18	future	future	ADJ
fis-3955	229	19	trends	trend	NOUN
fis-3955	229	20	.	.	PUNCT
fis-3955	230	1	arxiv	arxiv	PROPN
fis-3955	230	2	preprint	preprint	PROPN
fis-3955	230	3	arxiv:2209.06399	arxiv:2209.06399	PROPN
fis-3955	230	4	.	.	PUNCT
fis-3955	231	1	[	[	X
fis-3955	231	2	3	3	NUM
fis-3955	231	3	]	]	PUNCT
fis-3955	231	4	szeliski	szeliski	PROPN
fis-3955	231	5	,	,	PUNCT
fis-3955	231	6	r.	r.	PROPN
fis-3955	231	7	(	(	PUNCT
fis-3955	231	8	2022	2022	NUM
fis-3955	231	9	)	)	PUNCT
fis-3955	231	10	.	.	PUNCT
fis-3955	232	1	computer	computer	NOUN
fis-3955	232	2	vision	vision	NOUN
fis-3955	232	3	:	:	PUNCT
fis-3955	232	4	algorithms	algorithm	NOUN
fis-3955	232	5	and	and	CCONJ
fis-3955	232	6	applications	application	NOUN
fis-3955	232	7	.	.	PUNCT
fis-3955	233	1	springer	springer	NOUN
fis-3955	233	2	nature	nature	NOUN
fis-3955	233	3	.	.	PUNCT
fis-3955	234	1	[	[	X
fis-3955	234	2	4	4	NUM
fis-3955	234	3	]	]	X
fis-3955	234	4	esteva	esteva	PROPN
fis-3955	234	5	,	,	PUNCT
fis-3955	234	6	a.	a.	NOUN
fis-3955	234	7	,	,	PUNCT
fis-3955	234	8	chou	chou	NOUN
fis-3955	234	9	,	,	PUNCT
fis-3955	234	10	k.	k.	PROPN
fis-3955	234	11	,	,	PUNCT
fis-3955	234	12	yeung	yeung	PROPN
fis-3955	234	13	,	,	PUNCT
fis-3955	234	14	s.	s.	PROPN
fis-3955	234	15	,	,	PUNCT
fis-3955	234	16	naik	naik	PROPN
fis-3955	234	17	,	,	PUNCT
fis-3955	234	18	n.	n.	PROPN
fis-3955	234	19	,	,	PUNCT
fis-3955	234	20	madani	madani	PROPN
fis-3955	234	21	,	,	PUNCT
fis-3955	234	22	a.	a.	PROPN
fis-3955	234	23	,	,	PUNCT
fis-3955	234	24	mottaghi	mottaghi	PROPN
fis-3955	234	25	,	,	PUNCT
fis-3955	234	26	a.	a.	NOUN
fis-3955	234	27	,	,	PUNCT
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fis-3955	234	29	,	,	PUNCT
fis-3955	234	30	y.	y.	PROPN
fis-3955	234	31	,	,	PUNCT
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fis-3955	234	33	,	,	PUNCT
fis-3955	234	34	e.	e.	PROPN
fis-3955	234	35	,	,	PUNCT
fis-3955	234	36	dean	dean	PROPN
fis-3955	234	37	,	,	PUNCT
fis-3955	234	38	j.	j.	PROPN
fis-3955	234	39	and	and	CCONJ
fis-3955	234	40	socher	socher	PROPN
fis-3955	234	41	,	,	PUNCT
fis-3955	234	42	r.	r.	PROPN
fis-3955	234	43	(	(	PUNCT
fis-3955	234	44	2021	2021	NUM
fis-3955	234	45	)	)	PUNCT
fis-3955	234	46	.	.	PUNCT
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fis-3955	235	5	medical	medical	ADJ
fis-3955	235	6	computer	computer	NOUN
fis-3955	235	7	vision	vision	NOUN
fis-3955	235	8	.	.	PUNCT
fis-3955	236	1	npj	npj	PROPN
fis-3955	236	2	digital	digital	ADJ
fis-3955	236	3	medicine	medicine	NOUN
fis-3955	236	4	,	,	PUNCT
fis-3955	236	5	4(1	4(1	NOUN
fis-3955	236	6	)	)	PUNCT
fis-3955	236	7	,	,	PUNCT
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fis-3955	236	9	-	-	PUNCT
fis-3955	236	10	9	9	NUM
fis-3955	236	11	.	.	PUNCT
fis-3955	237	1	[	[	X
fis-3955	237	2	5	5	NUM
fis-3955	237	3	]	]	SYM
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fis-3955	237	5	,	,	PUNCT
fis-3955	237	6	s.	s.	PROPN
fis-3955	237	7	,	,	PUNCT
fis-3955	237	8	wang	wang	PROPN
fis-3955	237	9	,	,	PUNCT
fis-3955	237	10	j.	j.	PROPN
fis-3955	237	11	,	,	PUNCT
fis-3955	237	12	shou	shou	PROPN
fis-3955	237	13	,	,	PUNCT
fis-3955	237	14	w.	w.	PROPN
fis-3955	237	15	,	,	PUNCT
fis-3955	237	16	ngo	ngo	PROPN
fis-3955	237	17	,	,	PUNCT
fis-3955	237	18	t.	t.	PROPN
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fis-3955	237	28	2021	2021	NUM
fis-3955	237	29	)	)	PUNCT
fis-3955	237	30	.	.	PUNCT
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fis-3955	238	3	techniques	technique	NOUN
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fis-3955	238	6	:	:	PUNCT
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fis-3955	239	2	of	of	ADP
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fis-3955	239	4	methods	method	NOUN
fis-3955	239	5	in	in	ADP
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fis-3955	239	7	,	,	PUNCT
fis-3955	239	8	28(5	28(5	NUM
fis-3955	239	9	)	)	PUNCT
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fis-3955	240	3	]	]	PUNCT
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fis-3955	242	2	proceedings	proceeding	NOUN
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fis-3955	242	6	/	/	SYM
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fis-3955	242	9	conference	conference	NOUN
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fis-3955	243	20	(	(	PUNCT
fis-3955	243	21	2021	2021	NUM
fis-3955	243	22	)	)	PUNCT
fis-3955	243	23	.	.	PUNCT
fis-3955	244	1	deep	deep	ADJ
fis-3955	244	2	learning	learning	NOUN
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fis-3955	244	6	:	:	PUNCT
fis-3955	244	7	a	a	DET
fis-3955	244	8	critical	critical	ADJ
fis-3955	244	9	review	review	NOUN
fis-3955	244	10	of	of	ADP
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fis-3955	244	12	techniques	technique	NOUN
fis-3955	244	13	and	and	CCONJ
fis-3955	244	14	application	application	NOUN
fis-3955	244	15	scenarios	scenario	NOUN
fis-3955	244	16	.	.	PUNCT
fis-3955	245	1	machine	machine	NOUN
fis-3955	245	2	learning	learn	VERB
fis-3955	245	3	with	with	ADP
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fis-3955	245	5	,	,	PUNCT
fis-3955	245	6	6	6	NUM
fis-3955	245	7	,	,	PUNCT
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fis-3955	245	9	.	.	PUNCT
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fis-3955	246	15	,	,	PUNCT
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fis-3955	246	17	,	,	PUNCT
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fis-3955	246	26	(	(	PUNCT
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fis-3955	246	28	)	)	PUNCT
fis-3955	246	29	.	.	PUNCT
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fis-3955	247	15	porous	porous	ADJ
fis-3955	247	16	media	medium	NOUN
fis-3955	247	17	.	.	PUNCT
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fis-3955	248	2	in	in	ADP
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fis-3955	248	5	,	,	PUNCT
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fis-3955	249	3	]	]	X
fis-3955	249	4	zhou	zhou	X
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fis-3955	249	6	j.	j.	PROPN
fis-3955	249	7	and	and	CCONJ
fis-3955	249	8	huo	huo	PROPN
fis-3955	249	9	,	,	PUNCT
fis-3955	249	10	l.	l.	PROPN
fis-3955	249	11	(	(	PUNCT
fis-3955	249	12	2021	2021	NUM
fis-3955	249	13	)	)	PUNCT
fis-3955	249	14	.	.	PUNCT
fis-3955	250	1	computer	computer	NOUN
fis-3955	250	2	vision	vision	NOUN
fis-3955	250	3	-	-	PUNCT
fis-3955	250	4	based	base	VERB
fis-3955	250	5	detection	detection	NOUN
fis-3955	250	6	for	for	ADP
fis-3955	250	7	delayed	delay	VERB
fis-3955	250	8	fracture	fracture	NOUN
fis-3955	250	9	of	of	ADP
fis-3955	250	10	bolts	bolt	NOUN
fis-3955	250	11	in	in	ADP
fis-3955	250	12	steel	steel	NOUN
fis-3955	250	13	bridges	bridge	NOUN
fis-3955	250	14	.	.	PUNCT
fis-3955	251	1	journal	journal	NOUN
fis-3955	251	2	of	of	ADP
fis-3955	251	3	sensors	sensor	NOUN
fis-3955	251	4	.	.	PUNCT
fis-3955	252	1	[	[	X
fis-3955	252	2	10	10	NUM
fis-3955	252	3	]	]	SYM
fis-3955	252	4	hartl	hartl	NOUN
fis-3955	252	5	,	,	PUNCT
fis-3955	252	6	r.	r.	PROPN
fis-3955	252	7	,	,	PUNCT
fis-3955	252	8	bachmann	bachmann	PROPN
fis-3955	252	9	,	,	PUNCT
fis-3955	252	10	a.	a.	PROPN
fis-3955	252	11	,	,	PUNCT
fis-3955	252	12	habedank	habedank	PROPN
fis-3955	252	13	,	,	PUNCT
fis-3955	252	14	j.b	j.b	PROPN
fis-3955	252	15	.	.	PROPN
fis-3955	252	16	,	,	PUNCT
fis-3955	252	17	semm	semm	PROPN
fis-3955	252	18	,	,	PUNCT
fis-3955	252	19	t.	t.	NOUN
fis-3955	252	20	and	and	CCONJ
fis-3955	252	21	zaeh	zaeh	PROPN
fis-3955	252	22	,	,	PUNCT
fis-3955	252	23	m.f	m.f	PROPN
fis-3955	252	24	.	.	PUNCT
fis-3955	252	25	(	(	PUNCT
fis-3955	252	26	2021	2021	NUM
fis-3955	252	27	)	)	PUNCT
fis-3955	252	28	.	.	PUNCT
fis-3955	252	29	process	process	NOUN
fis-3955	252	30	monitoring	monitoring	NOUN
fis-3955	252	31	in	in	ADP
fis-3955	252	32	friction	friction	NOUN
fis-3955	252	33	stir	stir	NOUN
fis-3955	252	34	welding	weld	VERB
fis-3955	252	35	using	use	VERB
fis-3955	252	36	convolutional	convolutional	ADJ
fis-3955	252	37	neural	neural	ADJ
fis-3955	252	38	networks	network	NOUN
fis-3955	252	39	.	.	PUNCT
fis-3955	253	1	metals	metal	NOUN
fis-3955	253	2	,	,	PUNCT
fis-3955	253	3	11(4	11(4	NUM
fis-3955	253	4	)	)	PUNCT
fis-3955	253	5	,	,	PUNCT
fis-3955	253	6	p.535	p.535	NOUN
fis-3955	253	7	.	.	PUNCT
fis-3955	254	1	[	[	X
fis-3955	254	2	11	11	NUM
fis-3955	254	3	]	]	PUNCT
fis-3955	254	4	arya	arya	NOUN
fis-3955	254	5	,	,	PUNCT
fis-3955	254	6	r.k	r.k	PROPN
fis-3955	254	7	.	.	PROPN
fis-3955	254	8	,	,	PUNCT
fis-3955	254	9	paliwal	paliwal	NOUN
fis-3955	254	10	,	,	PUNCT
fis-3955	254	11	s.	s.	PROPN
fis-3955	254	12	,	,	PUNCT
fis-3955	254	13	dvivedi	dvivedi	PROPN
fis-3955	254	14	,	,	PUNCT
fis-3955	254	15	a.	a.	NOUN
fis-3955	254	16	and	and	CCONJ
fis-3955	254	17	maran	maran	PROPN
fis-3955	254	18	,	,	PUNCT
fis-3955	254	19	r.	r.	PROPN
fis-3955	254	20	(	(	PUNCT
fis-3955	254	21	2022	2022	NUM
fis-3955	254	22	)	)	PUNCT
fis-3955	254	23	.	.	PUNCT
fis-3955	255	1	investigation	investigation	NOUN
fis-3955	255	2	on	on	ADP
fis-3955	255	3	deposition	deposition	NOUN
fis-3955	255	4	of	of	ADP
fis-3955	255	5	the	the	DET
fis-3955	255	6	machined	machine	VERB
fis-3955	255	7	by	by	ADP
fis-3955	255	8	-	-	PUNCT
fis-3955	255	9	products	product	NOUN
fis-3955	255	10	and	and	CCONJ
fis-3955	255	11	its	its	PRON
fis-3955	255	12	reduction	reduction	NOUN
fis-3955	255	13	during	during	ADP
fis-3955	255	14	electrochemical	electrochemical	ADJ
fis-3955	255	15	discharge	discharge	NOUN
fis-3955	255	16	machining	machining	NOUN
fis-3955	255	17	(	(	PUNCT
fis-3955	255	18	ecdm	ecdm	ADJ
fis-3955	255	19	)	)	PUNCT
fis-3955	255	20	.	.	PUNCT
fis-3955	256	1	journal	journal	NOUN
fis-3955	256	2	of	of	ADP
fis-3955	256	3	the	the	DET
fis-3955	256	4	electrochemical	electrochemical	ADJ
fis-3955	256	5	society	society	NOUN
fis-3955	256	6	,	,	PUNCT
fis-3955	256	7	169(2	169(2	NUM
fis-3955	256	8	)	)	PUNCT
fis-3955	256	9	,	,	PUNCT
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fis-3955	256	11	.	.	PUNCT
fis-3955	257	1	[	[	X
fis-3955	257	2	12	12	NUM
fis-3955	257	3	]	]	PUNCT
fis-3955	257	4	paliwal	paliwal	NOUN
fis-3955	257	5	,	,	PUNCT
fis-3955	257	6	s.	s.	PROPN
fis-3955	257	7	and	and	CCONJ
fis-3955	257	8	rao	rao	PROPN
fis-3955	257	9	,	,	PUNCT
fis-3955	257	10	p.s	p.s	PROPN
fis-3955	257	11	.	.	PROPN
fis-3955	257	12	(	(	PUNCT
fis-3955	257	13	2021	2021	NUM
fis-3955	257	14	)	)	PUNCT
fis-3955	257	15	.	.	PUNCT
fis-3955	258	1	parametric	parametric	ADJ
fis-3955	258	2	analysis	analysis	NOUN
fis-3955	258	3	on	on	ADP
fis-3955	258	4	the	the	DET
fis-3955	258	5	effect	effect	NOUN
fis-3955	258	6	of	of	ADP
fis-3955	258	7	process	process	NOUN
fis-3955	258	8	parameters	parameter	NOUN
fis-3955	258	9	in	in	ADP
fis-3955	258	10	ecdm	ecdm	NOUN
fis-3955	258	11	through	through	ADP
fis-3955	258	12	changes	change	NOUN
fis-3955	258	13	in	in	ADP
fis-3955	258	14	geometry	geometry	NOUN
fis-3955	258	15	of	of	ADP
fis-3955	258	16	tool	tool	NOUN
fis-3955	258	17	electrode	electrode	NOUN
fis-3955	258	18	in	in	ADP
fis-3955	258	19	ecdm	ecdm	PROPN
fis-3955	258	20	.	.	PUNCT
fis-3955	259	1	materials	material	NOUN
fis-3955	259	2	today	today	NOUN
fis-3955	259	3	:	:	PUNCT
fis-3955	259	4	proceedings	proceeding	NOUN
fis-3955	259	5	.	.	PUNCT
fis-3955	260	1	[	[	X
fis-3955	260	2	13	13	NUM
fis-3955	260	3	]	]	SYM
fis-3955	260	4	paliwal	paliwal	NOUN
fis-3955	260	5	,	,	PUNCT
fis-3955	260	6	s.	s.	PROPN
fis-3955	260	7	,	,	PUNCT
fis-3955	260	8	rao	rao	PROPN
fis-3955	260	9	,	,	PUNCT
fis-3955	260	10	p.s	p.s	PROPN
fis-3955	260	11	.	.	PROPN
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fis-3955	260	14	,	,	PUNCT
fis-3955	260	15	k.k	k.k	PROPN
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fis-3955	260	17	(	(	PUNCT
fis-3955	260	18	2021	2021	NUM
fis-3955	260	19	)	)	PUNCT
fis-3955	260	20	.	.	PUNCT
fis-3955	261	1	study	study	NOUN
fis-3955	261	2	of	of	ADP
fis-3955	261	3	electrochemical	electrochemical	ADJ
fis-3955	261	4	discharge	discharge	NOUN
fis-3955	261	5	machining	machining	NOUN
fis-3955	261	6	of	of	ADP
fis-3955	261	7	glass	glass	NOUN
fis-3955	261	8	.	.	PUNCT
fis-3955	262	1	materials	material	NOUN
fis-3955	262	2	today	today	NOUN
fis-3955	262	3	:	:	PUNCT
fis-3955	262	4	proceedings	proceeding	NOUN
fis-3955	262	5	,	,	PUNCT
fis-3955	262	6	37	37	NUM
fis-3955	262	7	,	,	PUNCT
fis-3955	262	8	pp.1828	pp.1828	NOUN
fis-3955	262	9	-	-	PUNCT
fis-3955	262	10	1833	1833	NUM
fis-3955	262	11	.	.	PUNCT
fis-3955	263	1	[	[	X
fis-3955	263	2	14	14	NUM
fis-3955	263	3	]	]	PUNCT
fis-3955	263	4	ronneberger	ronneberger	NOUN
fis-3955	263	5	,	,	PUNCT
fis-3955	263	6	o.	o.	PROPN
fis-3955	263	7	,	,	PUNCT
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fis-3955	263	9	,	,	PUNCT
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fis-3955	263	13	,	,	PUNCT
fis-3955	263	14	t.	t.	PROPN
fis-3955	263	15	(	(	PUNCT
fis-3955	263	16	2015	2015	NUM
fis-3955	263	17	)	)	PUNCT
fis-3955	263	18	.	.	PUNCT
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fis-3955	264	2	-	-	NOUN
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fis-3955	264	4	:	:	PUNCT
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fis-3955	264	6	networks	network	NOUN
fis-3955	264	7	for	for	ADP
fis-3955	264	8	biomedical	biomedical	ADJ
fis-3955	264	9	image	image	NOUN
fis-3955	264	10	segmentation	segmentation	NOUN
fis-3955	264	11	.	.	PUNCT
fis-3955	265	1	in	in	ADP
fis-3955	265	2	international	international	ADJ
fis-3955	265	3	conference	conference	NOUN
fis-3955	265	4	on	on	ADP
fis-3955	265	5	medical	medical	ADJ
fis-3955	265	6	image	image	NOUN
fis-3955	265	7	computing	computing	NOUN
fis-3955	265	8	and	and	CCONJ
fis-3955	265	9	computer	computer	NOUN
fis-3955	265	10	-	-	PUNCT
fis-3955	265	11	assisted	assist	VERB
fis-3955	265	12	intervention	intervention	NOUN
fis-3955	265	13	,	,	PUNCT
fis-3955	265	14	pp	pp	PROPN
fis-3955	265	15	.	.	PUNCT
fis-3955	266	1	234	234	NUM
fis-3955	266	2	-	-	SYM
fis-3955	266	3	241	241	NUM
fis-3955	266	4	.	.	PUNCT
fis-3955	266	5	springer	springer	PROPN
fis-3955	266	6	,	,	PUNCT
fis-3955	266	7	cham	cham	PROPN
fis-3955	266	8	.	.	PUNCT
fis-3955	267	1	[	[	X
fis-3955	267	2	15	15	NUM
fis-3955	267	3	]	]	X
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fis-3955	267	5	,	,	PUNCT
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fis-3955	267	9	,	,	PUNCT
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fis-3955	267	11	(	(	PUNCT
fis-3955	267	12	2022	2022	NUM
fis-3955	267	13	)	)	PUNCT
fis-3955	267	14	.	.	PUNCT
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fis-3955	268	2	learning	learn	VERB
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fis-3955	268	5	the	the	DET
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fis-3955	268	8	the	the	DET
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fis-3955	268	11	initiation	initiation	NOUN
fis-3955	268	12	monitoring	monitor	VERB
fis-3955	268	13	the	the	DET
fis-3955	268	14	energy	energy	NOUN
fis-3955	268	15	release	release	NOUN
fis-3955	268	16	of	of	ADP
fis-3955	268	17	materials	material	NOUN
fis-3955	268	18	,	,	PUNCT
fis-3955	268	19	frattura	frattura	PROPN
fis-3955	268	20	ed	ed	PROPN
fis-3955	268	21	integrità	integrità	PROPN
fis-3955	268	22	strutturale	strutturale	PROPN
fis-3955	268	23	,	,	PUNCT
fis-3955	268	24	16(62	16(62	NUM
fis-3955	268	25	)	)	PUNCT
fis-3955	268	26	,	,	PUNCT
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fis-3955	268	28	.	.	PUNCT
fis-3955	269	1	505–515	505–515	NUM
fis-3955	269	2	.	.	PUNCT
fis-3955	270	1	doi	doi	NOUN
fis-3955	270	2	:	:	PUNCT
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fis-3955	271	3	]	]	X
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fis-3955	271	7	,	,	PUNCT
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fis-3955	271	9	,	,	PUNCT
fis-3955	271	10	i.	i.	PROPN
fis-3955	271	11	,	,	PUNCT
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fis-3955	271	13	,	,	PUNCT
fis-3955	271	14	a.	a.	PROPN
fis-3955	271	15	,	,	PUNCT
fis-3955	271	16	liu	liu	PROPN
fis-3955	271	17	,	,	PUNCT
fis-3955	271	18	b.	b.	PROPN
fis-3955	271	19	,	,	PUNCT
fis-3955	271	20	sbarra	sbarra	PROPN
fis-3955	271	21	,	,	PUNCT
fis-3955	271	22	m.c	m.c	PROPN
fis-3955	271	23	.	.	PROPN
fis-3955	271	24	,	,	PUNCT
fis-3955	271	25	ziarelli	ziarelli	PROPN
fis-3955	271	26	,	,	PUNCT
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fis-3955	271	28	,	,	PUNCT
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fis-3955	271	30	,	,	PUNCT
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fis-3955	271	32	and	and	CCONJ
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fis-3955	271	34	,	,	PUNCT
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fis-3955	271	36	.	.	PROPN
fis-3955	271	37	(	(	PUNCT
fis-3955	271	38	2022	2022	NUM
fis-3955	271	39	)	)	PUNCT
fis-3955	271	40	.	.	PUNCT
fis-3955	272	1	the	the	DET
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fis-3955	272	3	of	of	ADP
fis-3955	272	4	synchrotron	synchrotron	NOUN
fis-3955	272	5	imaging	imaging	NOUN
fis-3955	272	6	and	and	CCONJ
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fis-3955	272	8	neural	neural	ADJ
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fis-3955	272	16	-	-	NOUN
fis-3955	272	17	scale	scale	ADJ
fis-3955	272	18	bone	bone	NOUN
fis-3955	272	19	architecture	architecture	NOUN
fis-3955	272	20	and	and	CCONJ
fis-3955	272	21	damage	damage	NOUN
fis-3955	272	22	.	.	PUNCT
fis-3955	273	1	journal	journal	NOUN
fis-3955	273	2	of	of	ADP
fis-3955	273	3	the	the	DET
fis-3955	273	4	mechanical	mechanical	ADJ
fis-3955	273	5	behavior	behavior	NOUN
fis-3955	273	6	of	of	ADP
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fis-3955	273	8	materials	material	NOUN
fis-3955	273	9	,	,	PUNCT
fis-3955	273	10	p.105576	p.105576	NOUN
fis-3955	273	11	.	.	PUNCT
fis-3955	274	1	<	<	X
fis-3955	274	2	<	<	X
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fis-3955	274	10	/none	/none	PUNCT
fis-3955	274	11	/binding	/binding	PUNCT
fis-3955	274	12	/left	/left	ADJ
fis-3955	275	1	/calgrayprofile	/calgrayprofile	VERB
fis-3955	275	2	(	(	PUNCT
fis-3955	275	3	dot	dot	NOUN
fis-3955	275	4	gain	gain	NOUN
fis-3955	275	5	20	20	NUM
fis-3955	275	6	%	%	NOUN
fis-3955	275	7	)	)	PUNCT
fis-3955	275	8	/calrgbprofile	/calrgbprofile	PUNCT
fis-3955	276	1	(	(	PUNCT
fis-3955	276	2	srgb	srgb	PROPN
fis-3955	276	3	iec61966	iec61966	NOUN
fis-3955	276	4	-	-	PUNCT
fis-3955	276	5	2.1	2.1	NUM
fis-3955	276	6	)	)	PUNCT
fis-3955	276	7	/calcmykprofile	/calcmykprofile	PUNCT
fis-3955	277	1	(	(	PUNCT
fis-3955	277	2	u.s	u.s	PROPN
fis-3955	277	3	.	.	PROPN
fis-3955	277	4	web	web	NOUN
fis-3955	277	5	coated	coat	VERB
fis-3955	277	6	\050swop\051	\050swop\051	ADJ
fis-3955	277	7	v2	v2	NOUN
fis-3955	277	8	)	)	PUNCT
fis-3955	277	9	/srgbprofile	/srgbprofile	PUNCT
fis-3955	277	10	(	(	PUNCT
fis-3955	277	11	srgb	srgb	PROPN
fis-3955	277	12	iec61966	iec61966	NOUN
fis-3955	277	13	-	-	PUNCT
fis-3955	277	14	2.1	2.1	NUM
fis-3955	277	15	)	)	PUNCT
fis-3955	277	16	/cannotembedfontpolicy	/cannotembedfontpolicy	PUNCT
fis-3955	278	1	/error	/error	INTJ
fis-3955	278	2	/compatibilitylevel	/compatibilitylevel	NOUN
fis-3955	279	1	1.4	1.4	NUM
fis-3955	279	2	/compressobjects	/compressobject	NOUN
fis-3955	279	3	/tags	/tag	VERB
fis-3955	279	4	/compresspages	/compresspage	NOUN
fis-3955	279	5	true	true	ADJ
fis-3955	279	6	/convertimagestoindexed	/convertimagestoindexed	ADJ
fis-3955	279	7	true	true	ADJ
fis-3955	279	8	/passthroughjpegimages	/passthroughjpegimage	NOUN
fis-3955	279	9	true	true	ADJ
fis-3955	279	10	/createjobticket	/createjobticket	NOUN
fis-3955	279	11	false	false	ADJ
fis-3955	279	12	/defaultrenderingintent	/defaultrenderingintent	NOUN
fis-3955	279	13	/default	/default	PUNCT
fis-3955	279	14	/detectblends	/detectblend	NOUN
fis-3955	279	15	true	true	ADJ
fis-3955	279	16	/detectcurves	/detectcurve	VERB
fis-3955	280	1	0.0000	0.0000	NUM
fis-3955	280	2	/colorconversionstrategy	/colorconversionstrategy	NOUN
fis-3955	280	3	/cmyk	/cmyk	PUNCT
fis-3955	281	1	/dothumbnails	/dothumbnail	VERB
fis-3955	282	1	false	false	ADJ
fis-3955	282	2	/embedallfonts	/embedallfont	NOUN
fis-3955	282	3	true	true	ADJ
fis-3955	282	4	/embedopentype	/embedopentype	PUNCT
fis-3955	282	5	false	false	ADJ
fis-3955	282	6	/parseiccprofilesincomments	/parseiccprofilesincomment	NOUN
fis-3955	282	7	true	true	ADJ
fis-3955	282	8	/embedjoboptions	/embedjoboption	NOUN
fis-3955	282	9	true	true	ADJ
fis-3955	282	10	/dscreportinglevel	/dscreportinglevel	NOUN
fis-3955	282	11	0	0	NUM
fis-3955	282	12	/emitdscwarnings	/emitdscwarning	NOUN
fis-3955	282	13	false	false	ADJ
fis-3955	282	14	/endpage	/endpage	NOUN
fis-3955	282	15	-1	-1	NOUN
fis-3955	282	16	/imagememory	/imagememory	NUM
fis-3955	282	17	1048576	1048576	NUM
fis-3955	282	18	/lockdistillerparams	/lockdistillerparams	NOUN
fis-3955	282	19	false	false	ADJ
fis-3955	282	20	/maxsubsetpct	/maxsubsetpct	ADJ
fis-3955	282	21	100	100	NUM
fis-3955	282	22	/optimize	/optimize	NOUN
fis-3955	282	23	true	true	ADJ
fis-3955	282	24	/opm	/opm	NOUN
fis-3955	282	25	1	1	NUM
fis-3955	282	26	/parsedsccomments	/parsedsccomment	NOUN
fis-3955	282	27	true	true	ADJ
fis-3955	282	28	/parsedsccommentsfordocinfo	/parsedsccommentsfordocinfo	VERB
fis-3955	282	29	true	true	ADJ
fis-3955	282	30	/preservecopypage	/preservecopypage	NOUN
fis-3955	282	31	true	true	ADJ
fis-3955	282	32	/preservedicmykvalues	/preservedicmykvalue	NOUN
fis-3955	282	33	true	true	ADJ
fis-3955	282	34	/preserveepsinfo	/preserveepsinfo	NOUN
fis-3955	282	35	true	true	ADJ
fis-3955	282	36	/preserveflatness	/preserveflatness	NOUN
fis-3955	282	37	true	true	ADJ
fis-3955	282	38	/preservehalftoneinfo	/preservehalftoneinfo	PUNCT
fis-3955	282	39	false	false	ADJ
fis-3955	282	40	/preserveopicomments	/preserveopicomment	NOUN
fis-3955	282	41	true	true	ADJ
fis-3955	282	42	/preserveoverprintsettings	/preserveoverprintsetting	NOUN
fis-3955	282	43	true	true	ADJ
fis-3955	282	44	/startpage	/startpage	NOUN
fis-3955	282	45	1	1	NUM
fis-3955	282	46	/subsetfonts	/subsetfont	NOUN
fis-3955	282	47	true	true	ADJ
fis-3955	282	48	/transferfunctioninfo	/transferfunctioninfo	PUNCT
fis-3955	282	49	/apply	/apply	PUNCT
fis-3955	282	50	/ucrandbginfo	/ucrandbginfo	PUNCT
fis-3955	283	1	/preserve	/preserve	NOUN
fis-3955	283	2	/useprologue	/useprologue	NOUN
fis-3955	283	3	false	false	ADJ
fis-3955	283	4	/colorsettingsfile	/colorsettingsfile	NOUN
fis-3955	283	5	(	(	PUNCT
fis-3955	283	6	)	)	PUNCT
fis-3955	283	7	/alwaysembed	/alwaysembe	VERB
fis-3955	283	8	[	[	PUNCT
fis-3955	283	9	true	true	ADJ
fis-3955	283	10	]	]	PUNCT
fis-3955	283	11	/neverembed	/neverembed	PUNCT
fis-3955	284	1	[	[	PUNCT
fis-3955	284	2	true	true	ADJ
fis-3955	284	3	]	]	PUNCT
fis-3955	284	4	/antialiascolorimages	/antialiascolorimages	X
fis-3955	284	5	false	false	ADJ
fis-3955	284	6	/cropcolorimages	/cropcolorimages	PUNCT
fis-3955	284	7	true	true	ADJ
fis-3955	284	8	/colorimageminresolution	/colorimageminresolution	PUNCT
fis-3955	284	9	300	300	NUM
fis-3955	284	10	/colorimageminresolutionpolicy	/colorimageminresolutionpolicy	NOUN
fis-3955	284	11	/ok	/ok	ADJ
fis-3955	285	1	/downsamplecolorimages	/downsamplecolorimage	VERB
fis-3955	286	1	true	true	ADJ
fis-3955	286	2	/colorimagedownsampletype	/colorimagedownsampletype	PUNCT
fis-3955	286	3	/bicubic	/bicubic	NOUN
fis-3955	286	4	/colorimageresolution	/colorimageresolution	NOUN
fis-3955	287	1	300	300	NUM
fis-3955	287	2	/colorimagedepth	/colorimagedepth	PRON
fis-3955	287	3	-1	-1	INTJ
fis-3955	287	4	/colorimagemindownsampledepth	/colorimagemindownsampledepth	SYM
fis-3955	287	5	1	1	NUM
fis-3955	287	6	/colorimagedownsamplethreshold	/colorimagedownsamplethreshold	SYM
fis-3955	287	7	1.50000	1.50000	NUM
fis-3955	287	8	/encodecolorimages	/encodecolorimage	NOUN
fis-3955	287	9	true	true	ADJ
fis-3955	287	10	/colorimagefilter	/colorimagefilter	PUNCT
fis-3955	287	11	/dctencode	/dctencode	PUNCT
fis-3955	288	1	/autofiltercolorimages	/autofiltercolorimage	NOUN
fis-3955	288	2	true	true	ADJ
fis-3955	288	3	/colorimageautofilterstrategy	/colorimageautofilterstrategy	PUNCT
fis-3955	288	4	/jpeg	/jpeg	PUNCT
fis-3955	288	5	/coloracsimagedict	/coloracsimagedict	PUNCT
fis-3955	289	1	<	<	X
fis-3955	289	2	<	<	X
fis-3955	289	3	/qfactor	/qfactor	NOUN
fis-3955	289	4	0.15	0.15	NUM
fis-3955	289	5	/hsamples	/hsample	NOUN
fis-3955	290	1	[	[	X
fis-3955	290	2	1	1	NUM
fis-3955	290	3	1	1	NUM
fis-3955	290	4	1	1	NUM
fis-3955	290	5	1	1	NUM
fis-3955	290	6	]	]	PUNCT
fis-3955	290	7	/vsamples	/vsample	NOUN
fis-3955	291	1	[	[	X
fis-3955	291	2	1	1	NUM
fis-3955	291	3	1	1	NUM
fis-3955	291	4	1	1	NUM
fis-3955	291	5	1	1	NUM
fis-3955	291	6	]	]	PUNCT
fis-3955	291	7	>	>	PUNCT
fis-3955	291	8	>	>	X
fis-3955	291	9	/colorimagedict	/colorimagedict	PUNCT
fis-3955	292	1	<	<	X
fis-3955	292	2	<	<	X
fis-3955	292	3	/qfactor	/qfactor	NOUN
fis-3955	292	4	0.15	0.15	NUM
fis-3955	292	5	/hsamples	/hsample	NOUN
fis-3955	293	1	[	[	X
fis-3955	293	2	1	1	NUM
fis-3955	293	3	1	1	NUM
fis-3955	293	4	1	1	NUM
fis-3955	293	5	1	1	NUM
fis-3955	293	6	]	]	PUNCT
fis-3955	293	7	/vsamples	/vsample	NOUN
fis-3955	294	1	[	[	X
fis-3955	294	2	1	1	NUM
fis-3955	294	3	1	1	NUM
fis-3955	294	4	1	1	NUM
fis-3955	294	5	1	1	NUM
fis-3955	294	6	]	]	PUNCT
fis-3955	294	7	>	>	PUNCT
fis-3955	294	8	>	>	X
fis-3955	294	9	/jpeg2000coloracsimagedict	/jpeg2000coloracsimagedict	PUNCT
fis-3955	295	1	<	<	X
fis-3955	295	2	<	<	X
fis-3955	295	3	/tilewidth	/tilewidth	PUNCT
fis-3955	295	4	256	256	NUM
fis-3955	295	5	/tileheight	/tileheight	NUM
fis-3955	295	6	256	256	NUM
fis-3955	295	7	/quality	/quality	NOUN
fis-3955	295	8	30	30	NUM
fis-3955	295	9	>	>	PUNCT
fis-3955	295	10	>	>	X
fis-3955	295	11	/jpeg2000colorimagedict	/jpeg2000colorimagedict	PUNCT
fis-3955	295	12	<	<	X
fis-3955	295	13	<	<	X
fis-3955	295	14	/tilewidth	/tilewidth	PUNCT
fis-3955	295	15	256	256	NUM
fis-3955	295	16	/tileheight	/tileheight	NUM
fis-3955	295	17	256	256	NUM
fis-3955	295	18	/quality	/quality	NOUN
fis-3955	295	19	30	30	NUM
fis-3955	295	20	>	>	PUNCT
fis-3955	295	21	>	>	X
fis-3955	295	22	/antialiasgrayimages	/antialiasgrayimages	X
fis-3955	295	23	false	false	ADJ
fis-3955	295	24	/cropgrayimages	/cropgrayimage	NOUN
fis-3955	295	25	true	true	ADJ
fis-3955	295	26	/grayimageminresolution	/grayimageminresolution	ADV
fis-3955	295	27	300	300	NUM
fis-3955	295	28	/grayimageminresolutionpolicy	/grayimageminresolutionpolicy	NOUN
fis-3955	295	29	/ok	/ok	ADJ
fis-3955	295	30	/downsamplegrayimages	/downsamplegrayimages	PUNCT
fis-3955	296	1	true	true	ADJ
fis-3955	296	2	/grayimagedownsampletype	/grayimagedownsampletype	INTJ
fis-3955	296	3	/bicubic	/bicubic	NOUN
fis-3955	296	4	/grayimageresolution	/grayimageresolution	NOUN
fis-3955	296	5	300	300	NUM
fis-3955	296	6	/grayimagedepth	/grayimagedepth	PUNCT
fis-3955	296	7	-1	-1	PUNCT
fis-3955	296	8	/grayimagemindownsampledepth	/grayimagemindownsampledepth	PUNCT
fis-3955	297	1	2	2	NUM
fis-3955	297	2	/grayimagedownsamplethreshold	/grayimagedownsamplethreshold	NUM
fis-3955	297	3	1.50000	1.50000	NUM
fis-3955	297	4	/encodegrayimages	/encodegrayimage	NOUN
fis-3955	297	5	true	true	ADJ
fis-3955	297	6	/grayimagefilter	/grayimagefilter	NOUN
fis-3955	297	7	/dctencode	/dctencode	PUNCT
fis-3955	298	1	/autofiltergrayimages	/autofiltergrayimages	VERB
fis-3955	298	2	true	true	ADJ
fis-3955	298	3	/grayimageautofilterstrategy	/grayimageautofilterstrategy	INTJ
fis-3955	298	4	/jpeg	/jpeg	PUNCT
fis-3955	298	5	/grayacsimagedict	/grayacsimagedict	PUNCT
fis-3955	299	1	<	<	X
fis-3955	299	2	<	<	X
fis-3955	299	3	/qfactor	/qfactor	NOUN
fis-3955	299	4	0.15	0.15	NUM
fis-3955	299	5	/hsamples	/hsample	NOUN
fis-3955	300	1	[	[	X
fis-3955	300	2	1	1	NUM
fis-3955	300	3	1	1	NUM
fis-3955	300	4	1	1	NUM
fis-3955	300	5	1	1	NUM
fis-3955	300	6	]	]	PUNCT
fis-3955	300	7	/vsamples	/vsample	NOUN
fis-3955	301	1	[	[	X
fis-3955	301	2	1	1	NUM
fis-3955	301	3	1	1	NUM
fis-3955	301	4	1	1	NUM
fis-3955	301	5	1	1	NUM
fis-3955	301	6	]	]	PUNCT
fis-3955	301	7	>	>	PUNCT
fis-3955	301	8	>	>	X
fis-3955	301	9	/grayimagedict	/grayimagedict	PUNCT
fis-3955	302	1	<	<	X
fis-3955	302	2	<	<	X
fis-3955	302	3	/qfactor	/qfactor	NOUN
fis-3955	302	4	0.15	0.15	NUM
fis-3955	302	5	/hsamples	/hsample	NOUN
fis-3955	303	1	[	[	X
fis-3955	303	2	1	1	NUM
fis-3955	303	3	1	1	NUM
fis-3955	303	4	1	1	NUM
fis-3955	303	5	1	1	NUM
fis-3955	303	6	]	]	PUNCT
fis-3955	303	7	/vsamples	/vsample	NOUN
fis-3955	304	1	[	[	X
fis-3955	304	2	1	1	NUM
fis-3955	304	3	1	1	NUM
fis-3955	304	4	1	1	NUM
fis-3955	304	5	1	1	NUM
fis-3955	304	6	]	]	PUNCT
fis-3955	304	7	>	>	X
fis-3955	304	8	>	>	X
fis-3955	304	9	/jpeg2000grayacsimagedict	/jpeg2000grayacsimagedict	PUNCT
fis-3955	305	1	<	<	X
fis-3955	305	2	<	<	X
fis-3955	305	3	/tilewidth	/tilewidth	PUNCT
fis-3955	305	4	256	256	NUM
fis-3955	305	5	/tileheight	/tileheight	NUM
fis-3955	305	6	256	256	NUM
fis-3955	305	7	/quality	/quality	NOUN
fis-3955	305	8	30	30	NUM
fis-3955	305	9	>	>	PUNCT
fis-3955	305	10	>	>	X
fis-3955	305	11	/jpeg2000grayimagedict	/jpeg2000grayimagedict	PUNCT
fis-3955	305	12	<	<	X
fis-3955	305	13	<	<	X
fis-3955	305	14	/tilewidth	/tilewidth	PUNCT
fis-3955	305	15	256	256	NUM
fis-3955	305	16	/tileheight	/tileheight	NUM
fis-3955	305	17	256	256	NUM
fis-3955	305	18	/quality	/quality	NOUN
fis-3955	305	19	30	30	NUM
fis-3955	305	20	>	>	PUNCT
fis-3955	305	21	>	>	X
fis-3955	305	22	/antialiasmonoimages	/antialiasmonoimage	NOUN
fis-3955	305	23	false	false	ADJ
fis-3955	305	24	/cropmonoimages	/cropmonoimage	NOUN
fis-3955	305	25	true	true	ADJ
fis-3955	305	26	/monoimageminresolution	/monoimageminresolution	NUM
fis-3955	305	27	1200	1200	NUM
fis-3955	305	28	/monoimageminresolutionpolicy	/monoimageminresolutionpolicy	PUNCT
fis-3955	306	1	/ok	/ok	PROPN
fis-3955	306	2	/downsamplemonoimages	/downsamplemonoimage	VERB
fis-3955	307	1	true	true	ADJ
fis-3955	307	2	/monoimagedownsampletype	/monoimagedownsampletype	PUNCT
fis-3955	307	3	/bicubic	/bicubic	NOUN
fis-3955	307	4	/monoimageresolution	/monoimageresolution	NOUN
fis-3955	307	5	1200	1200	NUM
fis-3955	307	6	/monoimagedepth	/monoimagedepth	PRON
fis-3955	307	7	-1	-1	PUNCT
fis-3955	308	1	/monoimagedownsamplethreshold	/monoimagedownsamplethreshold	PUNCT
fis-3955	308	2	1.50000	1.50000	NUM
fis-3955	308	3	/encodemonoimages	/encodemonoimage	NOUN
fis-3955	308	4	true	true	ADJ
fis-3955	308	5	/monoimagefilter	/monoimagefilter	ADP
fis-3955	308	6	/ccittfaxencode	/ccittfaxencode	INTJ
fis-3955	308	7	/monoimagedict	/monoimagedict	PUNCT
fis-3955	309	1	<	<	X
fis-3955	309	2	<	<	X
fis-3955	309	3	/k	/k	PUNCT
fis-3955	309	4	-1	-1	INTJ
fis-3955	309	5	>	>	PUNCT
fis-3955	309	6	>	>	X
fis-3955	309	7	/allowpsxobjects	/allowpsxobjects	PROPN
fis-3955	309	8	false	false	ADJ
fis-3955	309	9	/checkcompliance	/checkcompliance	NOUN
fis-3955	309	10	[	[	PUNCT
fis-3955	309	11	/none	/none	X
fis-3955	309	12	]	]	PUNCT
fis-3955	309	13	/pdfx1acheck	/pdfx1acheck	PUNCT
fis-3955	309	14	false	false	ADJ
fis-3955	309	15	/pdfx3check	/pdfx3check	PUNCT
fis-3955	309	16	false	false	ADJ
fis-3955	309	17	/pdfxcompliantpdfonly	/pdfxcompliantpdfonly	ADV
fis-3955	309	18	false	false	ADJ
fis-3955	309	19	/pdfxnotrimboxerror	/pdfxnotrimboxerror	NOUN
fis-3955	309	20	true	true	ADJ
fis-3955	309	21	/pdfxtrimboxtomediaboxoffset	/pdfxtrimboxtomediaboxoffset	NOUN
fis-3955	309	22	[	[	PUNCT
fis-3955	309	23	0.00000	0.00000	NUM
fis-3955	309	24	0.00000	0.00000	NUM
fis-3955	309	25	0.00000	0.00000	NUM
fis-3955	309	26	0.00000	0.00000	NUM
fis-3955	309	27	]	]	PUNCT
fis-3955	309	28	/pdfxsetbleedboxtomediabox	/pdfxsetbleedboxtomediabox	PUNCT
fis-3955	310	1	true	true	ADJ
fis-3955	310	2	/pdfxbleedboxtotrimboxoffset	/pdfxbleedboxtotrimboxoffset	PUNCT
fis-3955	310	3	[	[	PUNCT
fis-3955	310	4	0.00000	0.00000	NUM
fis-3955	310	5	0.00000	0.00000	NUM
fis-3955	310	6	0.00000	0.00000	NUM
fis-3955	310	7	0.00000	0.00000	NUM
fis-3955	310	8	]	]	PUNCT
fis-3955	310	9	/pdfxoutputintentprofile	/pdfxoutputintentprofile	PUNCT
fis-3955	311	1	(	(	PUNCT
fis-3955	311	2	)	)	PUNCT
fis-3955	311	3	/pdfxoutputconditionidentifier	/pdfxoutputconditionidentifi	ADJ
fis-3955	311	4	(	(	PUNCT
fis-3955	311	5	)	)	PUNCT
fis-3955	311	6	/pdfxoutputcondition	/pdfxoutputcondition	PRON
fis-3955	311	7	(	(	PUNCT
fis-3955	311	8	)	)	PUNCT
fis-3955	311	9	/pdfxregistryname	/pdfxregistryname	PUNCT
fis-3955	311	10	(	(	PUNCT
fis-3955	311	11	)	)	PUNCT
fis-3955	311	12	/pdfxtrapped	/pdfxtrapped	PUNCT
fis-3955	311	13	/false	/false	INTJ
fis-3955	312	1	/createjdffile	/createjdffile	INTJ
fis-3955	312	2	false	false	ADJ
fis-3955	312	3	/description	/description	NOUN
fis-3955	313	1	<	<	X
fis-3955	313	2	<	<	X
fis-3955	313	3	/ara	/ara	PUNCT
fis-3955	313	4	<	<	X
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fis-3955	321	11	>	>	X
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fis-3955	322	2	za	za	PROPN
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fis-3955	322	7	najpogodnijih	najpogodnijih	PROPN
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fis-3955	322	9	visokokvalitetni	visokokvalitetni	VERB
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fis-3955	331	3	>	>	X
fis-3955	331	4	/nld	/nld	PUNCT
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fis-3955	332	2	gebruik	gebruik	NOUN
fis-3955	332	3	deze	deze	PROPN
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fis-3955	332	21	kwaliteit	kwaliteit	PROPN
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fis-3955	335	3	>	>	X
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fis-3955	337	7	>	>	X
fis-3955	337	8	/suo	/suo	PROPN
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fis-3955	338	3	>	>	X
fis-3955	338	4	/sve	/sve	PROPN
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fis-3955	338	15	>	>	X
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fis-3955	338	20	settings	setting	NOUN
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fis-3955	338	23	adobe	adobe	PROPN
fis-3955	338	24	pdf	pdf	PROPN
fis-3955	338	25	documents	document	NOUN
fis-3955	338	26	best	well	ADV
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fis-3955	338	32	prepress	prepress	NOUN
fis-3955	338	33	printing	printing	NOUN
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fis-3955	339	4	can	can	AUX
fis-3955	339	5	be	be	AUX
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fis-3955	339	7	with	with	ADP
fis-3955	339	8	acrobat	acrobat	PROPN
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fis-3955	339	10	adobe	adobe	PROPN
fis-3955	339	11	reader	reader	PROPN
fis-3955	339	12	5.0	5.0	NUM
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fis-3955	339	14	later	later	ADV
fis-3955	339	15	.	.	PUNCT
fis-3955	339	16	)	)	PUNCT
fis-3955	340	1	>	>	PUNCT
fis-3955	340	2	>	>	X
fis-3955	340	3	/namespace	/namespace	PUNCT
fis-3955	341	1	[	[	PUNCT
fis-3955	341	2	(	(	PUNCT
fis-3955	341	3	adobe	adobe	PROPN
fis-3955	341	4	)	)	PUNCT
fis-3955	341	5	(	(	PUNCT
fis-3955	341	6	common	common	ADJ
fis-3955	341	7	)	)	PUNCT
fis-3955	341	8	(	(	PUNCT
fis-3955	341	9	1.0	1.0	NUM
fis-3955	341	10	)	)	PUNCT
fis-3955	341	11	]	]	PUNCT
fis-3955	342	1	/othernamespaces	/othernamespace	VERB
fis-3955	342	2	[	[	PUNCT
fis-3955	342	3	<	<	X
fis-3955	342	4	<	<	X
fis-3955	342	5	/asreaderspreads	/asreaderspreads	X
fis-3955	342	6	false	false	ADJ
fis-3955	342	7	/cropimagestoframes	/cropimagestoframe	NOUN
fis-3955	342	8	true	true	ADJ
fis-3955	342	9	/errorcontrol	/errorcontrol	NOUN
fis-3955	343	1	/warnandcontinue	/warnandcontinue	PUNCT
fis-3955	343	2	/flattenerignorespreadoverrides	/flattenerignorespreadoverride	NOUN
fis-3955	343	3	false	false	ADJ
fis-3955	343	4	/includeguidesgrids	/includeguidesgrid	NOUN
fis-3955	343	5	false	false	ADJ
fis-3955	343	6	/includenonprinting	/includenonprinting	NOUN
fis-3955	343	7	false	false	ADJ
fis-3955	343	8	/includeslug	/includeslug	INTJ
fis-3955	343	9	false	false	ADJ
fis-3955	343	10	/namespace	/namespace	NOUN
fis-3955	344	1	[	[	PUNCT
fis-3955	344	2	(	(	PUNCT
fis-3955	344	3	adobe	adobe	PROPN
fis-3955	344	4	)	)	PUNCT
fis-3955	344	5	(	(	PUNCT
fis-3955	344	6	indesign	indesign	NOUN
fis-3955	344	7	)	)	PUNCT
fis-3955	344	8	(	(	PUNCT
fis-3955	344	9	4.0	4.0	NUM
fis-3955	344	10	)	)	PUNCT
fis-3955	344	11	]	]	PUNCT
fis-3955	344	12	/omitplacedbitmaps	/omitplacedbitmaps	PUNCT
fis-3955	345	1	false	false	ADJ
fis-3955	345	2	/omitplacedeps	/omitplacedeps	INTJ
fis-3955	345	3	false	false	ADJ
fis-3955	345	4	/omitplacedpdf	/omitplacedpdf	PUNCT
fis-3955	345	5	false	false	ADJ
fis-3955	345	6	/simulateoverprint	/simulateoverprint	NOUN
fis-3955	345	7	/legacy	/legacy	PUNCT
fis-3955	346	1	>	>	PUNCT
fis-3955	346	2	>	>	X
fis-3955	347	1	<	<	X
fis-3955	347	2	<	<	X
fis-3955	347	3	/addbleedmarks	/addbleedmarks	X
fis-3955	347	4	false	false	ADJ
fis-3955	347	5	/addcolorbars	/addcolorbars	INTJ
fis-3955	347	6	false	false	ADJ
fis-3955	347	7	/addcropmarks	/addcropmarks	PUNCT
fis-3955	347	8	false	false	ADJ
fis-3955	347	9	/addpageinfo	/addpageinfo	INTJ
fis-3955	347	10	false	false	ADJ
fis-3955	347	11	/addregmarks	/addregmark	NOUN
fis-3955	347	12	false	false	ADJ
fis-3955	347	13	/convertcolors	/convertcolor	NOUN
fis-3955	347	14	/converttocmyk	/converttocmyk	INTJ
fis-3955	347	15	/destinationprofilename	/destinationprofilename	PUNCT
fis-3955	347	16	(	(	PUNCT
fis-3955	347	17	)	)	PUNCT
fis-3955	347	18	/destinationprofileselector	/destinationprofileselector	NOUN
fis-3955	347	19	/documentcmyk	/documentcmyk	PUNCT
fis-3955	347	20	/downsample16bitimages	/downsample16bitimage	NOUN
fis-3955	347	21	true	true	ADJ
fis-3955	347	22	/flattenerpreset	/flattenerpreset	PUNCT
fis-3955	348	1	<	<	X
fis-3955	348	2	<	<	X
fis-3955	348	3	/presetselector	/presetselector	X
fis-3955	348	4	/mediumresolution	/mediumresolution	NOUN
fis-3955	348	5	>	>	PUNCT
fis-3955	348	6	>	>	X
fis-3955	348	7	/formelements	/formelement	NOUN
fis-3955	349	1	false	false	ADJ
fis-3955	349	2	/generatestructure	/generatestructure	PUNCT
fis-3955	349	3	false	false	ADJ
fis-3955	349	4	/includebookmarks	/includebookmark	NOUN
fis-3955	349	5	false	false	ADJ
fis-3955	349	6	/includehyperlinks	/includehyperlinks	INTJ
fis-3955	349	7	false	false	ADJ
fis-3955	349	8	/includeinteractive	/includeinteractive	ADJ
fis-3955	349	9	false	false	ADJ
fis-3955	349	10	/includelayers	/includelayer	NOUN
fis-3955	349	11	false	false	ADJ
fis-3955	349	12	/includeprofiles	/includeprofiles	INTJ
fis-3955	349	13	false	false	ADJ
fis-3955	349	14	/multimediahandling	/multimediahandling	NOUN
fis-3955	350	1	/useobjectsettings	/useobjectsettings	PRON
fis-3955	351	1	/namespace	/namespace	PUNCT
fis-3955	352	1	[	[	PUNCT
fis-3955	352	2	(	(	PUNCT
fis-3955	352	3	adobe	adobe	PROPN
fis-3955	352	4	)	)	PUNCT
fis-3955	352	5	(	(	PUNCT
fis-3955	352	6	creativesuite	creativesuite	NOUN
fis-3955	352	7	)	)	PUNCT
fis-3955	352	8	(	(	PUNCT
fis-3955	352	9	2.0	2.0	NUM
fis-3955	352	10	)	)	PUNCT
fis-3955	352	11	]	]	PUNCT
fis-3955	353	1	/pdfxoutputintentprofileselector	/pdfxoutputintentprofileselector	INTJ
fis-3955	353	2	/documentcmyk	/documentcmyk	PUNCT
fis-3955	354	1	/preserveediting	/preserveedite	VERB
fis-3955	354	2	true	true	ADJ
fis-3955	354	3	/untaggedcmykhandling	/untaggedcmykhandling	NOUN
fis-3955	354	4	/leaveuntagged	/leaveuntagge	VERB
fis-3955	354	5	/untaggedrgbhandling	/untaggedrgbhandling	NOUN
fis-3955	354	6	/usedocumentprofile	/usedocumentprofile	INTJ
fis-3955	354	7	/usedocumentbleed	/usedocumentbleed	NOUN
fis-3955	355	1	false	false	ADJ
fis-3955	355	2	>	>	PUNCT
fis-3955	355	3	>	>	X
fis-3955	355	4	]	]	PUNCT
fis-3955	355	5	>	>	PUNCT
fis-3955	355	6	>	>	X
fis-3955	355	7	setdistillerparams	setdistillerparam	NOUN
fis-3955	356	1	<	<	X
fis-3955	356	2	<	<	X
fis-3955	356	3	/hwresolution	/hwresolution	NOUN
fis-3955	357	1	[	[	X
fis-3955	357	2	2400	2400	NUM
fis-3955	357	3	2400	2400	NUM
fis-3955	357	4	]	]	PUNCT
fis-3955	357	5	/pagesize	/pagesize	X
fis-3955	358	1	[	[	X
fis-3955	358	2	612.000	612.000	NUM
fis-3955	358	3	792.000	792.000	NUM
fis-3955	358	4	]	]	PUNCT
fis-3955	358	5	>	>	PUNCT
fis-3955	358	6	>	>	X
fis-3955	358	7	setpagedevice	setpagedevice	PROPN