id	sid	tid	token	lemma	pos
m039k359n4p	1	1	image	image	NOUN
m039k359n4p	1	2	forensics	forensic	NOUN
m039k359n4p	1	3	has	have	AUX
m039k359n4p	1	4	become	become	VERB
m039k359n4p	1	5	an	an	DET
m039k359n4p	1	6	important	important	ADJ
m039k359n4p	1	7	area	area	NOUN
m039k359n4p	1	8	of	of	ADP
m039k359n4p	1	9	research	research	NOUN
m039k359n4p	1	10	due	due	ADP
m039k359n4p	1	11	to	to	ADP
m039k359n4p	1	12	the	the	DET
m039k359n4p	1	13	exponential	exponential	ADJ
m039k359n4p	1	14	increase	increase	NOUN
m039k359n4p	1	15	in	in	ADP
m039k359n4p	1	16	availability	availability	NOUN
m039k359n4p	1	17	and	and	CCONJ
m039k359n4p	1	18	free	free	ADJ
m039k359n4p	1	19	exchange	exchange	NOUN
m039k359n4p	1	20	of	of	ADP
m039k359n4p	1	21	media	medium	NOUN
m039k359n4p	1	22	.	.	PUNCT
m039k359n4p	2	1	the	the	DET
m039k359n4p	2	2	accessibility	accessibility	NOUN
m039k359n4p	2	3	to	to	ADP
m039k359n4p	2	4	good	good	ADJ
m039k359n4p	2	5	quality	quality	NOUN
m039k359n4p	2	6	sensors	sensor	NOUN
m039k359n4p	2	7	and	and	CCONJ
m039k359n4p	2	8	image	image	NOUN
m039k359n4p	2	9	hosting	hosting	NOUN
m039k359n4p	2	10	websites	website	NOUN
m039k359n4p	2	11	is	be	AUX
m039k359n4p	2	12	now	now	ADV
m039k359n4p	2	13	at	at	ADP
m039k359n4p	2	14	the	the	DET
m039k359n4p	2	15	disposal	disposal	NOUN
m039k359n4p	2	16	of	of	ADP
m039k359n4p	2	17	more	more	ADJ
m039k359n4p	2	18	users	user	NOUN
m039k359n4p	2	19	than	than	ADP
m039k359n4p	2	20	ever	ever	ADV
m039k359n4p	2	21	.	.	PUNCT
m039k359n4p	3	1	the	the	DET
m039k359n4p	3	2	increase	increase	NOUN
m039k359n4p	3	3	in	in	ADP
m039k359n4p	3	4	sharing	sharing	NOUN
m039k359n4p	3	5	of	of	ADP
m039k359n4p	3	6	images	image	NOUN
m039k359n4p	3	7	has	have	AUX
m039k359n4p	3	8	also	also	ADV
m039k359n4p	3	9	led	lead	VERB
m039k359n4p	3	10	to	to	ADP
m039k359n4p	3	11	more	more	ADJ
m039k359n4p	3	12	ways	way	NOUN
m039k359n4p	3	13	to	to	PART
m039k359n4p	3	14	edit	edit	VERB
m039k359n4p	3	15	image	image	NOUN
m039k359n4p	3	16	content	content	NOUN
m039k359n4p	3	17	aimed	aim	VERB
m039k359n4p	3	18	towards	towards	ADP
m039k359n4p	3	19	achieving	achieve	VERB
m039k359n4p	3	20	a	a	DET
m039k359n4p	3	21	certain	certain	ADJ
m039k359n4p	3	22	goal	goal	NOUN
m039k359n4p	3	23	.	.	PUNCT
m039k359n4p	4	1	improved	improve	VERB
m039k359n4p	4	2	and	and	CCONJ
m039k359n4p	4	3	freely	freely	ADV
m039k359n4p	4	4	available	available	ADJ
m039k359n4p	4	5	image	image	NOUN
m039k359n4p	4	6	editing	editing	NOUN
m039k359n4p	4	7	software	software	NOUN
m039k359n4p	4	8	can	can	AUX
m039k359n4p	4	9	allow	allow	VERB
m039k359n4p	4	10	a	a	DET
m039k359n4p	4	11	non	non	ADJ
m039k359n4p	4	12	-	-	ADJ
m039k359n4p	4	13	technical	technical	ADJ
m039k359n4p	4	14	person	person	NOUN
m039k359n4p	4	15	to	to	PART
m039k359n4p	4	16	create	create	VERB
m039k359n4p	4	17	images	image	NOUN
m039k359n4p	4	18	with	with	ADP
m039k359n4p	4	19	changes	change	NOUN
m039k359n4p	4	20	undetectable	undetectable	ADJ
m039k359n4p	4	21	to	to	ADP
m039k359n4p	4	22	the	the	DET
m039k359n4p	4	23	naked	naked	ADJ
m039k359n4p	4	24	eye	eye	NOUN
m039k359n4p	4	25	.	.	PUNCT
m039k359n4p	5	1	whether	whether	SCONJ
m039k359n4p	5	2	it	it	PRON
m039k359n4p	5	3	is	be	AUX
m039k359n4p	5	4	altering	alter	VERB
m039k359n4p	5	5	one	one	PRON
m039k359n4p	5	6	's	's	PART
m039k359n4p	5	7	portrait	portrait	NOUN
m039k359n4p	5	8	to	to	PART
m039k359n4p	5	9	look	look	VERB
m039k359n4p	5	10	younger	young	ADJ
m039k359n4p	5	11	,	,	PUNCT
m039k359n4p	5	12	increasing	increase	VERB
m039k359n4p	5	13	color	color	NOUN
m039k359n4p	5	14	contrast	contrast	NOUN
m039k359n4p	5	15	in	in	ADP
m039k359n4p	5	16	natural	natural	ADJ
m039k359n4p	5	17	scenes	scene	NOUN
m039k359n4p	5	18	,	,	PUNCT
m039k359n4p	5	19	or	or	CCONJ
m039k359n4p	5	20	adding	add	VERB
m039k359n4p	5	21	external	external	ADJ
m039k359n4p	5	22	objects	object	NOUN
m039k359n4p	5	23	to	to	ADP
m039k359n4p	5	24	the	the	DET
m039k359n4p	5	25	images	image	NOUN
m039k359n4p	5	26	to	to	PART
m039k359n4p	5	27	change	change	VERB
m039k359n4p	5	28	their	their	PRON
m039k359n4p	5	29	perception	perception	NOUN
m039k359n4p	5	30	and	and	CCONJ
m039k359n4p	5	31	understanding	understanding	NOUN
m039k359n4p	5	32	.	.	PUNCT
m039k359n4p	6	1	edits	edit	NOUN
m039k359n4p	6	2	or	or	CCONJ
m039k359n4p	6	3	manipulations	manipulation	NOUN
m039k359n4p	6	4	with	with	ADP
m039k359n4p	6	5	malicious	malicious	ADJ
m039k359n4p	6	6	intent	intent	NOUN
m039k359n4p	6	7	can	can	AUX
m039k359n4p	6	8	be	be	AUX
m039k359n4p	6	9	used	use	VERB
m039k359n4p	6	10	to	to	PART
m039k359n4p	6	11	mislead	mislead	VERB
m039k359n4p	6	12	readers	reader	NOUN
m039k359n4p	6	13	or	or	CCONJ
m039k359n4p	6	14	followers	follower	NOUN
m039k359n4p	6	15	.	.	PUNCT
m039k359n4p	7	1	certain	certain	ADJ
m039k359n4p	7	2	kinds	kind	NOUN
m039k359n4p	7	3	of	of	ADP
m039k359n4p	7	4	usage	usage	NOUN
m039k359n4p	7	5	create	create	VERB
m039k359n4p	7	6	social	social	ADJ
m039k359n4p	7	7	and	and	CCONJ
m039k359n4p	7	8	legal	legal	ADJ
m039k359n4p	7	9	concerns	concern	NOUN
m039k359n4p	7	10	with	with	ADP
m039k359n4p	7	11	respect	respect	NOUN
m039k359n4p	7	12	to	to	ADP
m039k359n4p	7	13	the	the	DET
m039k359n4p	7	14	spread	spread	NOUN
m039k359n4p	7	15	of	of	ADP
m039k359n4p	7	16	misinformation	misinformation	NOUN
m039k359n4p	7	17	while	while	SCONJ
m039k359n4p	7	18	others	other	NOUN
m039k359n4p	7	19	can	can	AUX
m039k359n4p	7	20	skew	skew	VERB
m039k359n4p	7	21	people	people	NOUN
m039k359n4p	7	22	's	's	PART
m039k359n4p	7	23	perception	perception	NOUN
m039k359n4p	7	24	of	of	ADP
m039k359n4p	7	25	reality	reality	NOUN
m039k359n4p	7	26	.	.	PUNCT
m039k359n4p	8	1	images	image	NOUN
m039k359n4p	8	2	manipulated	manipulate	VERB
m039k359n4p	8	3	with	with	ADP
m039k359n4p	8	4	benign	benign	ADJ
m039k359n4p	8	5	intent	intent	NOUN
m039k359n4p	8	6	behind	behind	ADP
m039k359n4p	8	7	them	they	PRON
m039k359n4p	8	8	may	may	AUX
m039k359n4p	8	9	also	also	ADV
m039k359n4p	8	10	be	be	AUX
m039k359n4p	8	11	fatal	fatal	ADJ
m039k359n4p	8	12	to	to	ADP
m039k359n4p	8	13	the	the	DET
m039k359n4p	8	14	society	society	NOUN
m039k359n4p	8	15	by	by	ADP
m039k359n4p	8	16	shifting	shift	VERB
m039k359n4p	8	17	what	what	PRON
m039k359n4p	8	18	is	be	AUX
m039k359n4p	8	19	perceived	perceive	VERB
m039k359n4p	8	20	as	as	ADP
m039k359n4p	8	21	normal	normal	ADJ
m039k359n4p	8	22	and	and	CCONJ
m039k359n4p	8	23	giving	give	VERB
m039k359n4p	8	24	the	the	DET
m039k359n4p	8	25	viewers	viewer	NOUN
m039k359n4p	8	26	unrealistic	unrealistic	ADJ
m039k359n4p	8	27	expectations.in	expectations.in	X
m039k359n4p	8	28	order	order	NOUN
m039k359n4p	8	29	to	to	PART
m039k359n4p	8	30	assess	assess	VERB
m039k359n4p	8	31	and	and	CCONJ
m039k359n4p	8	32	regulate	regulate	VERB
m039k359n4p	8	33	the	the	DET
m039k359n4p	8	34	quality	quality	NOUN
m039k359n4p	8	35	of	of	ADP
m039k359n4p	8	36	media	medium	NOUN
m039k359n4p	8	37	,	,	PUNCT
m039k359n4p	8	38	it	it	PRON
m039k359n4p	8	39	is	be	AUX
m039k359n4p	8	40	important	important	ADJ
m039k359n4p	8	41	to	to	PART
m039k359n4p	8	42	devise	devise	VERB
m039k359n4p	8	43	algorithms	algorithm	NOUN
m039k359n4p	8	44	that	that	PRON
m039k359n4p	8	45	detect	detect	VERB
m039k359n4p	8	46	and	and	CCONJ
m039k359n4p	8	47	analyze	analyze	VERB
m039k359n4p	8	48	manipulated	manipulate	VERB
m039k359n4p	8	49	content	content	NOUN
m039k359n4p	8	50	in	in	ADP
m039k359n4p	8	51	an	an	DET
m039k359n4p	8	52	automated	automated	ADJ
m039k359n4p	8	53	way	way	NOUN
m039k359n4p	8	54	.	.	PUNCT
m039k359n4p	9	1	this	this	DET
m039k359n4p	9	2	work	work	NOUN
m039k359n4p	9	3	focuses	focus	VERB
m039k359n4p	9	4	on	on	ADP
m039k359n4p	9	5	solving	solve	VERB
m039k359n4p	9	6	two	two	NUM
m039k359n4p	9	7	such	such	ADJ
m039k359n4p	9	8	problems	problem	NOUN
m039k359n4p	9	9	detecting	detect	VERB
m039k359n4p	9	10	retouching	retouch	VERB
m039k359n4p	9	11	effects	effect	NOUN
m039k359n4p	9	12	in	in	ADP
m039k359n4p	9	13	face	face	NOUN
m039k359n4p	9	14	images	image	NOUN
m039k359n4p	9	15	and	and	CCONJ
m039k359n4p	9	16	analyzing	analyze	VERB
m039k359n4p	9	17	the	the	DET
m039k359n4p	9	18	provenance	provenance	NOUN
m039k359n4p	9	19	of	of	ADP
m039k359n4p	9	20	a	a	DET
m039k359n4p	9	21	given	give	VERB
m039k359n4p	9	22	image	image	NOUN
m039k359n4p	9	23	.	.	PUNCT
m039k359n4p	10	1	the	the	DET
m039k359n4p	10	2	former	former	ADJ
m039k359n4p	10	3	one	one	NUM
m039k359n4p	10	4	detects	detect	VERB
m039k359n4p	10	5	appearance	appearance	NOUN
m039k359n4p	10	6	-	-	PUNCT
m039k359n4p	10	7	based	base	VERB
m039k359n4p	10	8	manipulations	manipulation	NOUN
m039k359n4p	10	9	in	in	ADP
m039k359n4p	10	10	face	face	NOUN
m039k359n4p	10	11	images	image	NOUN
m039k359n4p	10	12	of	of	ADP
m039k359n4p	10	13	individuals	individual	NOUN
m039k359n4p	10	14	while	while	SCONJ
m039k359n4p	10	15	the	the	DET
m039k359n4p	10	16	latter	latter	ADJ
m039k359n4p	10	17	implies	imply	VERB
m039k359n4p	10	18	understanding	understand	VERB
m039k359n4p	10	19	the	the	DET
m039k359n4p	10	20	evolution	evolution	NOUN
m039k359n4p	10	21	history	history	NOUN
m039k359n4p	10	22	of	of	ADP
m039k359n4p	10	23	an	an	DET
m039k359n4p	10	24	image	image	NOUN
m039k359n4p	10	25	.	.	PUNCT
m039k359n4p	11	1	in	in	ADP
m039k359n4p	11	2	addition	addition	NOUN
m039k359n4p	11	3	to	to	ADP
m039k359n4p	11	4	understanding	understand	VERB
m039k359n4p	11	5	single	single	ADJ
m039k359n4p	11	6	image	image	NOUN
m039k359n4p	11	7	properties	property	NOUN
m039k359n4p	11	8	,	,	PUNCT
m039k359n4p	11	9	provenance	provenance	NOUN
m039k359n4p	11	10	analysis	analysis	NOUN
m039k359n4p	11	11	considers	consider	VERB
m039k359n4p	11	12	a	a	DET
m039k359n4p	11	13	collection	collection	NOUN
m039k359n4p	11	14	of	of	ADP
m039k359n4p	11	15	active	active	ADJ
m039k359n4p	11	16	variants	variant	NOUN
m039k359n4p	11	17	of	of	ADP
m039k359n4p	11	18	the	the	DET
m039k359n4p	11	19	image	image	NOUN
m039k359n4p	11	20	in	in	ADP
m039k359n4p	11	21	question	question	NOUN
m039k359n4p	11	22	and	and	CCONJ
m039k359n4p	11	23	requires	require	VERB
m039k359n4p	11	24	retrieving	retrieve	VERB
m039k359n4p	11	25	the	the	DET
m039k359n4p	11	26	stages	stage	NOUN
m039k359n4p	11	27	of	of	ADP
m039k359n4p	11	28	evolution	evolution	NOUN
m039k359n4p	11	29	of	of	ADP
m039k359n4p	11	30	the	the	DET
m039k359n4p	11	31	manipulated	manipulate	VERB
m039k359n4p	11	32	media	media	NOUN
m039k359n4p	11	33	object	object	NOUN
m039k359n4p	11	34	and	and	CCONJ
m039k359n4p	11	35	the	the	DET
m039k359n4p	11	36	other	other	ADJ
m039k359n4p	11	37	objects	object	NOUN
m039k359n4p	11	38	contributing	contribute	VERB
m039k359n4p	11	39	parts	part	NOUN
m039k359n4p	11	40	to	to	ADP
m039k359n4p	11	41	the	the	DET
m039k359n4p	11	42	stages	stage	NOUN
m039k359n4p	11	43	.	.	PUNCT
m039k359n4p	12	1	the	the	DET
m039k359n4p	12	2	proposed	propose	VERB
m039k359n4p	12	3	methods	method	NOUN
m039k359n4p	12	4	used	use	VERB
m039k359n4p	12	5	to	to	PART
m039k359n4p	12	6	solve	solve	VERB
m039k359n4p	12	7	these	these	DET
m039k359n4p	12	8	problems	problem	NOUN
m039k359n4p	12	9	focus	focus	VERB
m039k359n4p	12	10	on	on	ADP
m039k359n4p	12	11	efficiency	efficiency	NOUN
m039k359n4p	12	12	and	and	CCONJ
m039k359n4p	12	13	generalizability	generalizability	NOUN
m039k359n4p	12	14	as	as	SCONJ
m039k359n4p	12	15	the	the	DET
m039k359n4p	12	16	scale	scale	NOUN
m039k359n4p	12	17	of	of	ADP
m039k359n4p	12	18	operation	operation	NOUN
m039k359n4p	12	19	is	be	AUX
m039k359n4p	12	20	quite	quite	ADV
m039k359n4p	12	21	large	large	ADJ
m039k359n4p	12	22	and	and	CCONJ
m039k359n4p	12	23	the	the	DET
m039k359n4p	12	24	problem	problem	NOUN
m039k359n4p	12	25	is	be	AUX
m039k359n4p	12	26	very	very	ADV
m039k359n4p	12	27	unconstrained	unconstrained	ADJ
m039k359n4p	12	28	.	.	PUNCT
m039k359n4p	13	1	this	this	DET
m039k359n4p	13	2	work	work	NOUN
m039k359n4p	13	3	contributes	contribute	VERB
m039k359n4p	13	4	towards	towards	ADP
m039k359n4p	13	5	formalizing	formalize	VERB
m039k359n4p	13	6	the	the	DET
m039k359n4p	13	7	problem	problem	NOUN
m039k359n4p	13	8	definition	definition	NOUN
m039k359n4p	13	9	and	and	CCONJ
m039k359n4p	13	10	creating	create	VERB
m039k359n4p	13	11	solutions	solution	NOUN
m039k359n4p	13	12	that	that	PRON
m039k359n4p	13	13	are	be	AUX
m039k359n4p	13	14	applicable	applicable	ADJ
m039k359n4p	13	15	to	to	ADP
m039k359n4p	13	16	general	general	ADJ
m039k359n4p	13	17	cases	case	NOUN
m039k359n4p	13	18	of	of	ADP
m039k359n4p	13	19	manipulated	manipulate	VERB
m039k359n4p	13	20	images	image	NOUN
m039k359n4p	13	21	at	at	ADP
m039k359n4p	13	22	a	a	DET
m039k359n4p	13	23	large	large	ADJ
m039k359n4p	13	24	scale	scale	NOUN
m039k359n4p	13	25	.	.	PUNCT
m039k359n4p	14	1	we	we	PRON
m039k359n4p	14	2	propose	propose	VERB
m039k359n4p	14	3	methods	method	NOUN
m039k359n4p	14	4	to	to	AUX
m039k359n4p	14	5	(	(	PUNCT
m039k359n4p	14	6	1	1	X
m039k359n4p	14	7	)	)	PUNCT
m039k359n4p	14	8	improve	improve	VERB
m039k359n4p	14	9	multi	multi	ADJ
m039k359n4p	14	10	-	-	ADJ
m039k359n4p	14	11	demographic	demographic	ADJ
m039k359n4p	14	12	operation	operation	NOUN
m039k359n4p	14	13	for	for	ADP
m039k359n4p	14	14	retouching	retouch	VERB
m039k359n4p	14	15	detection	detection	NOUN
m039k359n4p	14	16	in	in	ADP
m039k359n4p	14	17	faces	face	NOUN
m039k359n4p	14	18	,	,	PUNCT
m039k359n4p	14	19	(	(	PUNCT
m039k359n4p	14	20	2	2	X
m039k359n4p	14	21	)	)	PUNCT
m039k359n4p	14	22	image	image	NOUN
m039k359n4p	14	23	provenance	provenance	NOUN
m039k359n4p	14	24	analysis	analysis	NOUN
m039k359n4p	14	25	appliable	appliable	NOUN
m039k359n4p	14	26	to	to	ADP
m039k359n4p	14	27	image	image	NOUN
m039k359n4p	14	28	with	with	ADP
m039k359n4p	14	29	diverse	diverse	ADJ
m039k359n4p	14	30	content	content	NOUN
m039k359n4p	14	31	,	,	PUNCT
m039k359n4p	14	32	quality	quality	NOUN
m039k359n4p	14	33	and	and	CCONJ
m039k359n4p	14	34	source	source	NOUN
m039k359n4p	14	35	.	.	PUNCT
m039k359n4p	15	1	they	they	PRON
m039k359n4p	15	2	are	be	AUX
m039k359n4p	15	3	evaluated	evaluate	VERB
m039k359n4p	15	4	on	on	ADP
m039k359n4p	15	5	unconstrained	unconstrained	ADJ
m039k359n4p	15	6	scenarios	scenario	NOUN
m039k359n4p	15	7	and	and	CCONJ
m039k359n4p	15	8	tested	test	VERB
m039k359n4p	15	9	with	with	ADP
m039k359n4p	15	10	large	large	ADJ
m039k359n4p	15	11	scale	scale	NOUN
m039k359n4p	15	12	datasets	dataset	NOUN
m039k359n4p	15	13	.	.	PUNCT
m039k359n4p	16	1	our	our	PRON
m039k359n4p	16	2	proposed	propose	VERB
m039k359n4p	16	3	pipelines	pipeline	NOUN
m039k359n4p	16	4	solve	solve	VERB
m039k359n4p	16	5	important	important	ADJ
m039k359n4p	16	6	problems	problem	NOUN
m039k359n4p	16	7	in	in	ADP
m039k359n4p	16	8	the	the	DET
m039k359n4p	16	9	domain	domain	NOUN
m039k359n4p	16	10	of	of	ADP
m039k359n4p	16	11	image	image	NOUN
m039k359n4p	16	12	forensics	forensic	NOUN
m039k359n4p	16	13	and	and	CCONJ
m039k359n4p	16	14	utilize	utilize	VERB
m039k359n4p	16	15	techniques	technique	NOUN
m039k359n4p	16	16	from	from	ADP
m039k359n4p	16	17	image	image	NOUN
m039k359n4p	16	18	analysis	analysis	NOUN
m039k359n4p	16	19	,	,	PUNCT
m039k359n4p	16	20	pattern	pattern	NOUN
m039k359n4p	16	21	recognition	recognition	NOUN
m039k359n4p	16	22	,	,	PUNCT
m039k359n4p	16	23	and	and	CCONJ
m039k359n4p	16	24	computer	computer	NOUN
m039k359n4p	16	25	vision	vision	NOUN
m039k359n4p	16	26	.	.	PUNCT