id	sid	tid	token	lemma	pos
fcis-26327	1	1	frontiers	frontier	NOUN
fcis-26327	1	2	in	in	ADP
fcis-26327	1	3	computing	computing	NOUN
fcis-26327	1	4	and	and	CCONJ
fcis-26327	1	5	intelligent	intelligent	ADJ
fcis-26327	1	6	systems	system	NOUN
fcis-26327	1	7	issn	issn	VERB
fcis-26327	1	8	:	:	PUNCT
fcis-26327	1	9	2832	2832	NUM
fcis-26327	1	10	-	-	SYM
fcis-26327	1	11	6024	6024	NUM
fcis-26327	1	12	|	|	NOUN
fcis-26327	1	13	vol	vol	NOUN
fcis-26327	1	14	.	.	PROPN
fcis-26327	2	1	10	10	NUM
fcis-26327	2	2	,	,	PUNCT
fcis-26327	2	3	no	no	INTJ
fcis-26327	2	4	.	.	NOUN
fcis-26327	2	5	1	1	NUM
fcis-26327	2	6	,	,	PUNCT
fcis-26327	2	7	2024	2024	NUM
fcis-26327	2	8	22	22	NUM
fcis-26327	2	9	multi‐platform	multi‐platform	PROPN
fcis-26327	2	10	electric	electric	ADJ
fcis-26327	2	11	vehicle	vehicle	NOUN
fcis-26327	2	12	detection	detection	NOUN
fcis-26327	2	13	system	system	NOUN
fcis-26327	2	14	in	in	ADP
fcis-26327	2	15	elevators	elevator	NOUN
fcis-26327	2	16	yichen	yichen	PROPN
fcis-26327	3	1	li	li	PROPN
fcis-26327	3	2	,	,	PUNCT
fcis-26327	3	3	meina	meina	PROPN
fcis-26327	3	4	zhang	zhang	PROPN
fcis-26327	3	5	*	*	PROPN
fcis-26327	3	6	,	,	PUNCT
fcis-26327	3	7	jiayu	jiayu	PROPN
fcis-26327	3	8	wang	wang	PROPN
fcis-26327	3	9	,	,	PUNCT
fcis-26327	3	10	yuxuan	yuxuan	PROPN
fcis-26327	3	11	liu	liu	PROPN
fcis-26327	3	12	,	,	PUNCT
fcis-26327	3	13	yutong	yutong	PROPN
fcis-26327	3	14	xing	xing	PROPN
fcis-26327	3	15	,	,	PUNCT
fcis-26327	3	16	xinyuan	xinyuan	PROPN
fcis-26327	3	17	wang	wang	PROPN
fcis-26327	3	18	school	school	PROPN
fcis-26327	3	19	of	of	ADP
fcis-26327	3	20	computer	computer	NOUN
fcis-26327	3	21	science	science	NOUN
fcis-26327	3	22	and	and	CCONJ
fcis-26327	3	23	software	software	NOUN
fcis-26327	3	24	engineering	engineering	NOUN
fcis-26327	3	25	,	,	PUNCT
fcis-26327	3	26	university	university	NOUN
fcis-26327	3	27	of	of	ADP
fcis-26327	3	28	science	science	NOUN
fcis-26327	3	29	and	and	CCONJ
fcis-26327	3	30	technology	technology	NOUN
fcis-26327	3	31	liaoning	liaoning	NOUN
fcis-26327	3	32	,	,	PUNCT
fcis-26327	3	33	anshan	anshan	PROPN
fcis-26327	3	34	liaoning	liaoning	NOUN
fcis-26327	3	35	,	,	PUNCT
fcis-26327	3	36	114001	114001	NUM
fcis-26327	3	37	,	,	PUNCT
fcis-26327	3	38	china	china	PROPN
fcis-26327	3	39	*	*	PUNCT
fcis-26327	3	40	corresponding	correspond	VERB
fcis-26327	3	41	author	author	NOUN
fcis-26327	3	42	:	:	PUNCT
fcis-26327	3	43	meina	meina	PROPN
fcis-26327	3	44	zhang	zhang	PROPN
fcis-26327	3	45	(	(	PUNCT
fcis-26327	3	46	email	email	NOUN
fcis-26327	3	47	:	:	PUNCT
fcis-26327	3	48	zhangmeina@163.com	zhangmeina@163.com	X
fcis-26327	3	49	)	)	PUNCT
fcis-26327	3	50	abstract	abstract	NOUN
fcis-26327	3	51	:	:	PUNCT
fcis-26327	3	52	this	this	DET
fcis-26327	3	53	project	project	NOUN
fcis-26327	3	54	addresses	address	VERB
fcis-26327	3	55	elevator	elevator	NOUN
fcis-26327	3	56	safety	safety	NOUN
fcis-26327	3	57	by	by	ADP
fcis-26327	3	58	proposing	propose	VERB
fcis-26327	3	59	a	a	DET
fcis-26327	3	60	solution	solution	NOUN
fcis-26327	3	61	based	base	VERB
fcis-26327	3	62	on	on	ADP
fcis-26327	3	63	an	an	DET
fcis-26327	3	64	improved	improved	ADJ
fcis-26327	3	65	lightweight	lightweight	NOUN
fcis-26327	3	66	yolov3	yolov3	PROPN
fcis-26327	3	67	model	model	PROPN
fcis-26327	3	68	.	.	PUNCT
fcis-26327	4	1	the	the	DET
fcis-26327	4	2	system	system	NOUN
fcis-26327	4	3	is	be	AUX
fcis-26327	4	4	trained	train	VERB
fcis-26327	4	5	on	on	ADP
fcis-26327	4	6	a	a	DET
fcis-26327	4	7	custom	custom	ADV
fcis-26327	4	8	-	-	PUNCT
fcis-26327	4	9	built	build	VERB
fcis-26327	4	10	dataset	dataset	NOUN
fcis-26327	4	11	of	of	ADP
fcis-26327	4	12	electric	electric	ADJ
fcis-26327	4	13	vehicles	vehicle	NOUN
fcis-26327	4	14	inside	inside	ADP
fcis-26327	4	15	elevators	elevator	NOUN
fcis-26327	4	16	,	,	PUNCT
fcis-26327	4	17	achieving	achieve	VERB
fcis-26327	4	18	efficient	efficient	ADJ
fcis-26327	4	19	and	and	CCONJ
fcis-26327	4	20	accurate	accurate	ADJ
fcis-26327	4	21	object	object	NOUN
fcis-26327	4	22	detection	detection	NOUN
fcis-26327	4	23	suitable	suitable	ADJ
fcis-26327	4	24	for	for	ADP
fcis-26327	4	25	edge	edge	NOUN
fcis-26327	4	26	computing	computing	NOUN
fcis-26327	4	27	environments	environment	NOUN
fcis-26327	4	28	.	.	PUNCT
fcis-26327	5	1	it	it	PRON
fcis-26327	5	2	demonstrates	demonstrate	VERB
fcis-26327	5	3	excellent	excellent	ADJ
fcis-26327	5	4	performance	performance	NOUN
fcis-26327	5	5	through	through	ADP
fcis-26327	5	6	transfer	transfer	NOUN
fcis-26327	5	7	learning	learning	NOUN
fcis-26327	5	8	and	and	CCONJ
fcis-26327	5	9	comparative	comparative	ADJ
fcis-26327	5	10	experiments	experiment	NOUN
fcis-26327	5	11	.	.	PUNCT
fcis-26327	6	1	the	the	DET
fcis-26327	6	2	user	user	NOUN
fcis-26327	6	3	interface	interface	NOUN
fcis-26327	6	4	,	,	PUNCT
fcis-26327	6	5	developed	develop	VERB
fcis-26327	6	6	with	with	ADP
fcis-26327	6	7	pyqt5	pyqt5	NOUN
fcis-26327	6	8	and	and	CCONJ
fcis-26327	6	9	streamlit	streamlit	NOUN
fcis-26327	6	10	,	,	PUNCT
fcis-26327	6	11	supports	support	VERB
fcis-26327	6	12	image	image	NOUN
fcis-26327	6	13	,	,	PUNCT
fcis-26327	6	14	video	video	NOUN
fcis-26327	6	15	,	,	PUNCT
fcis-26327	6	16	and	and	CCONJ
fcis-26327	6	17	real	real	ADJ
fcis-26327	6	18	-	-	PUNCT
fcis-26327	6	19	time	time	NOUN
fcis-26327	6	20	detection	detection	NOUN
fcis-26327	6	21	,	,	PUNCT
fcis-26327	6	22	along	along	ADP
fcis-26327	6	23	with	with	ADP
fcis-26327	6	24	result	result	NOUN
fcis-26327	6	25	-	-	PUNCT
fcis-26327	6	26	saving	save	VERB
fcis-26327	6	27	capabilities	capability	NOUN
fcis-26327	6	28	.	.	PUNCT
fcis-26327	7	1	tests	test	NOUN
fcis-26327	7	2	on	on	ADP
fcis-26327	7	3	elevator	elevator	NOUN
fcis-26327	7	4	videos	video	NOUN
fcis-26327	7	5	show	show	VERB
fcis-26327	7	6	outstanding	outstanding	ADJ
fcis-26327	7	7	accuracy	accuracy	NOUN
fcis-26327	7	8	and	and	CCONJ
fcis-26327	7	9	practicality	practicality	NOUN
fcis-26327	7	10	,	,	PUNCT
fcis-26327	7	11	making	make	VERB
fcis-26327	7	12	this	this	DET
fcis-26327	7	13	solution	solution	NOUN
fcis-26327	7	14	highly	highly	ADV
fcis-26327	7	15	applicable	applicable	ADJ
fcis-26327	7	16	to	to	ADP
fcis-26327	7	17	smart	smart	ADJ
fcis-26327	7	18	elevators	elevator	NOUN
fcis-26327	7	19	and	and	CCONJ
fcis-26327	7	20	public	public	ADJ
fcis-26327	7	21	safety	safety	NOUN
fcis-26327	7	22	management	management	NOUN
fcis-26327	7	23	.	.	PUNCT
fcis-26327	8	1	keywords	keyword	NOUN
fcis-26327	8	2	:	:	PUNCT
fcis-26327	8	3	object	object	VERB
fcis-26327	8	4	detection	detection	NOUN
fcis-26327	8	5	system	system	NOUN
fcis-26327	8	6	;	;	PUNCT
fcis-26327	8	7	edge	edge	NOUN
fcis-26327	8	8	computing	computing	NOUN
fcis-26327	8	9	;	;	PUNCT
fcis-26327	8	10	elevator	elevator	NOUN
fcis-26327	8	11	safety	safety	NOUN
fcis-26327	8	12	.	.	PUNCT
fcis-26327	9	1	1	1	X
fcis-26327	9	2	.	.	X
fcis-26327	9	3	introduction	introduction	NOUN
fcis-26327	9	4	in	in	ADP
fcis-26327	9	5	recent	recent	ADJ
fcis-26327	9	6	years	year	NOUN
fcis-26327	9	7	,	,	PUNCT
fcis-26327	9	8	safety	safety	NOUN
fcis-26327	9	9	incidents	incident	NOUN
fcis-26327	9	10	within	within	ADP
fcis-26327	9	11	elevators	elevator	NOUN
fcis-26327	9	12	have	have	AUX
fcis-26327	9	13	surged	surge	VERB
fcis-26327	9	14	,	,	PUNCT
fcis-26327	9	15	primarily	primarily	ADV
fcis-26327	9	16	due	due	ADP
fcis-26327	9	17	to	to	ADP
fcis-26327	9	18	the	the	DET
fcis-26327	9	19	rising	rise	VERB
fcis-26327	9	20	popularity	popularity	NOUN
fcis-26327	9	21	of	of	ADP
fcis-26327	9	22	electric	electric	ADJ
fcis-26327	9	23	scooters	scooter	NOUN
fcis-26327	9	24	as	as	ADP
fcis-26327	9	25	a	a	DET
fcis-26327	9	26	mode	mode	NOUN
fcis-26327	9	27	of	of	ADP
fcis-26327	9	28	urban	urban	ADJ
fcis-26327	9	29	transportation	transportation	NOUN
fcis-26327	9	30	.	.	PUNCT
fcis-26327	10	1	with	with	ADP
fcis-26327	10	2	more	more	ADJ
fcis-26327	10	3	individuals	individual	NOUN
fcis-26327	10	4	bringing	bring	VERB
fcis-26327	10	5	electric	electric	ADJ
fcis-26327	10	6	scooters	scooter	NOUN
fcis-26327	10	7	into	into	ADP
fcis-26327	10	8	elevators	elevator	NOUN
fcis-26327	10	9	,	,	PUNCT
fcis-26327	10	10	a	a	DET
fcis-26327	10	11	range	range	NOUN
fcis-26327	10	12	of	of	ADP
fcis-26327	10	13	safety	safety	NOUN
fcis-26327	10	14	hazards	hazard	NOUN
fcis-26327	10	15	has	have	AUX
fcis-26327	10	16	emerged	emerge	VERB
fcis-26327	10	17	,	,	PUNCT
fcis-26327	10	18	underscoring	underscore	VERB
fcis-26327	10	19	the	the	DET
fcis-26327	10	20	urgent	urgent	ADJ
fcis-26327	10	21	need	need	NOUN
fcis-26327	10	22	for	for	ADP
fcis-26327	10	23	effective	effective	ADJ
fcis-26327	10	24	technological	technological	ADJ
fcis-26327	10	25	solutions	solution	NOUN
fcis-26327	10	26	to	to	PART
fcis-26327	10	27	prevent	prevent	VERB
fcis-26327	10	28	such	such	ADJ
fcis-26327	10	29	practices	practice	NOUN
fcis-26327	10	30	.	.	PUNCT
fcis-26327	11	1	this	this	DET
fcis-26327	11	2	project	project	NOUN
fcis-26327	11	3	addresses	address	VERB
fcis-26327	11	4	this	this	DET
fcis-26327	11	5	challenge	challenge	NOUN
fcis-26327	11	6	by	by	ADP
fcis-26327	11	7	integrating	integrate	VERB
fcis-26327	11	8	a	a	DET
fcis-26327	11	9	lightweight	lightweight	ADJ
fcis-26327	11	10	yolov3	yolov3	PROPN
fcis-26327	11	11	model	model	PROPN
fcis-26327	11	12	with	with	ADP
fcis-26327	11	13	multi	multi	ADJ
fcis-26327	11	14	-	-	ADJ
fcis-26327	11	15	platform	platform	ADJ
fcis-26327	11	16	interfaces	interface	NOUN
fcis-26327	11	17	built	build	VERB
fcis-26327	11	18	using	use	VERB
fcis-26327	11	19	pyqt5	pyqt5	NOUN
fcis-26327	11	20	and	and	CCONJ
fcis-26327	11	21	streamlit	streamlit	NOUN
fcis-26327	11	22	,	,	PUNCT
fcis-26327	11	23	resulting	result	VERB
fcis-26327	11	24	in	in	ADP
fcis-26327	11	25	a	a	DET
fcis-26327	11	26	highly	highly	ADV
fcis-26327	11	27	efficient	efficient	ADJ
fcis-26327	11	28	and	and	CCONJ
fcis-26327	11	29	user	user	NOUN
fcis-26327	11	30	-	-	PUNCT
fcis-26327	11	31	friendly	friendly	ADJ
fcis-26327	11	32	target	target	NOUN
fcis-26327	11	33	detection	detection	NOUN
fcis-26327	11	34	solution	solution	NOUN
fcis-26327	11	35	.	.	PUNCT
fcis-26327	12	1	the	the	DET
fcis-26327	12	2	model	model	NOUN
fcis-26327	12	3	is	be	AUX
fcis-26327	12	4	optimized	optimize	VERB
fcis-26327	12	5	to	to	PART
fcis-26327	12	6	deliver	deliver	VERB
fcis-26327	12	7	high	high	ADJ
fcis-26327	12	8	detection	detection	NOUN
fcis-26327	12	9	accuracy	accuracy	NOUN
fcis-26327	12	10	while	while	SCONJ
fcis-26327	12	11	being	be	AUX
fcis-26327	12	12	compact	compact	ADJ
fcis-26327	12	13	enough	enough	ADV
fcis-26327	12	14	for	for	ADP
fcis-26327	12	15	deployment	deployment	NOUN
fcis-26327	12	16	on	on	ADP
fcis-26327	12	17	edge	edge	NOUN
fcis-26327	12	18	devices	device	NOUN
fcis-26327	12	19	,	,	PUNCT
fcis-26327	12	20	such	such	ADJ
fcis-26327	12	21	as	as	ADP
fcis-26327	12	22	elevator	elevator	NOUN
fcis-26327	12	23	monitoring	monitoring	NOUN
fcis-26327	12	24	systems	system	NOUN
fcis-26327	12	25	.	.	PUNCT
fcis-26327	13	1	this	this	DET
fcis-26327	13	2	optimization	optimization	NOUN
fcis-26327	13	3	enhances	enhance	VERB
fcis-26327	13	4	the	the	DET
fcis-26327	13	5	practicality	practicality	NOUN
fcis-26327	13	6	and	and	CCONJ
fcis-26327	13	7	convenience	convenience	NOUN
fcis-26327	13	8	of	of	ADP
fcis-26327	13	9	safety	safety	NOUN
fcis-26327	13	10	monitoring	monitoring	NOUN
fcis-26327	13	11	in	in	ADP
fcis-26327	13	12	elevators	elevator	NOUN
fcis-26327	13	13	,	,	PUNCT
fcis-26327	13	14	offering	offer	VERB
fcis-26327	13	15	a	a	DET
fcis-26327	13	16	scalable	scalable	ADJ
fcis-26327	13	17	solution	solution	NOUN
fcis-26327	13	18	to	to	PART
fcis-26327	13	19	address	address	VERB
fcis-26327	13	20	emerging	emerge	VERB
fcis-26327	13	21	safety	safety	NOUN
fcis-26327	13	22	risks	risk	NOUN
fcis-26327	13	23	in	in	ADP
fcis-26327	13	24	urban	urban	ADJ
fcis-26327	13	25	environments	environment	NOUN
fcis-26327	13	26	.	.	PUNCT
fcis-26327	14	1	2	2	X
fcis-26327	14	2	.	.	X
fcis-26327	14	3	the	the	DET
fcis-26327	14	4	analysis	analysis	NOUN
fcis-26327	14	5	of	of	ADP
fcis-26327	14	6	current	current	ADJ
fcis-26327	14	7	issues	issue	NOUN
fcis-26327	14	8	related	relate	VERB
fcis-26327	14	9	to	to	ADP
fcis-26327	14	10	electric	electric	ADJ
fcis-26327	14	11	vehicle	vehicle	NOUN
fcis-26327	14	12	detection	detection	NOUN
fcis-26327	14	13	in	in	ADP
fcis-26327	14	14	elevators	elevator	NOUN
fcis-26327	14	15	(	(	PUNCT
fcis-26327	14	16	1	1	X
fcis-26327	14	17	)	)	PUNCT
fcis-26327	14	18	problem	problem	NOUN
fcis-26327	14	19	background	background	NOUN
fcis-26327	14	20	in	in	ADP
fcis-26327	14	21	recent	recent	ADJ
fcis-26327	14	22	years	year	NOUN
fcis-26327	14	23	,	,	PUNCT
fcis-26327	14	24	elevator	elevator	NOUN
fcis-26327	14	25	safety	safety	NOUN
fcis-26327	14	26	has	have	AUX
fcis-26327	14	27	become	become	VERB
fcis-26327	14	28	an	an	DET
fcis-26327	14	29	increasingly	increasingly	ADV
fcis-26327	14	30	important	important	ADJ
fcis-26327	14	31	area	area	NOUN
fcis-26327	14	32	of	of	ADP
fcis-26327	14	33	focus	focus	NOUN
fcis-26327	14	34	,	,	PUNCT
fcis-26327	14	35	especially	especially	ADV
fcis-26327	14	36	as	as	SCONJ
fcis-26327	14	37	the	the	DET
fcis-26327	14	38	use	use	NOUN
fcis-26327	14	39	of	of	ADP
fcis-26327	14	40	electric	electric	ADJ
fcis-26327	14	41	vehicles	vehicle	NOUN
fcis-26327	14	42	,	,	PUNCT
fcis-26327	14	43	such	such	ADJ
fcis-26327	14	44	as	as	ADP
fcis-26327	14	45	e	e	NOUN
fcis-26327	14	46	-	-	NOUN
fcis-26327	14	47	bikes	bike	NOUN
fcis-26327	14	48	,	,	PUNCT
fcis-26327	14	49	in	in	ADP
fcis-26327	14	50	elevators	elevator	NOUN
fcis-26327	14	51	has	have	AUX
fcis-26327	14	52	introduced	introduce	VERB
fcis-26327	14	53	new	new	ADJ
fcis-26327	14	54	safety	safety	NOUN
fcis-26327	14	55	risks	risk	NOUN
fcis-26327	14	56	.	.	PUNCT
fcis-26327	15	1	despite	despite	SCONJ
fcis-26327	15	2	this	this	DET
fcis-26327	15	3	growing	grow	VERB
fcis-26327	15	4	concern	concern	NOUN
fcis-26327	15	5	,	,	PUNCT
fcis-26327	15	6	there	there	PRON
fcis-26327	15	7	remains	remain	VERB
fcis-26327	15	8	a	a	DET
fcis-26327	15	9	substantial	substantial	ADJ
fcis-26327	15	10	gap	gap	NOUN
fcis-26327	15	11	in	in	ADP
fcis-26327	15	12	research	research	NOUN
fcis-26327	15	13	on	on	ADP
fcis-26327	15	14	the	the	DET
fcis-26327	15	15	interactions	interaction	NOUN
fcis-26327	15	16	between	between	ADP
fcis-26327	15	17	e	e	NOUN
fcis-26327	15	18	-	-	NOUN
fcis-26327	15	19	bikes	bike	NOUN
fcis-26327	15	20	and	and	CCONJ
fcis-26327	15	21	elevator	elevator	NOUN
fcis-26327	15	22	environments	environment	NOUN
fcis-26327	15	23	,	,	PUNCT
fcis-26327	15	24	resulting	result	VERB
fcis-26327	15	25	in	in	ADP
fcis-26327	15	26	a	a	DET
fcis-26327	15	27	shortage	shortage	NOUN
fcis-26327	15	28	of	of	ADP
fcis-26327	15	29	publicly	publicly	ADV
fcis-26327	15	30	available	available	ADJ
fcis-26327	15	31	datasets	dataset	NOUN
fcis-26327	15	32	specific	specific	ADJ
fcis-26327	15	33	to	to	ADP
fcis-26327	15	34	this	this	DET
fcis-26327	15	35	issue	issue	NOUN
fcis-26327	15	36	.	.	PUNCT
fcis-26327	16	1	this	this	DET
fcis-26327	16	2	lack	lack	NOUN
fcis-26327	16	3	of	of	ADP
fcis-26327	16	4	data	datum	NOUN
fcis-26327	16	5	presents	present	VERB
fcis-26327	16	6	a	a	DET
fcis-26327	16	7	significant	significant	ADJ
fcis-26327	16	8	barrier	barrier	NOUN
fcis-26327	16	9	to	to	ADP
fcis-26327	16	10	understanding	understanding	NOUN
fcis-26327	16	11	and	and	CCONJ
fcis-26327	16	12	mitigating	mitigate	VERB
fcis-26327	16	13	the	the	DET
fcis-26327	16	14	associated	associated	ADJ
fcis-26327	16	15	risks	risk	NOUN
fcis-26327	16	16	.	.	PUNCT
fcis-26327	17	1	in	in	ADP
fcis-26327	17	2	addition	addition	NOUN
fcis-26327	17	3	,	,	PUNCT
fcis-26327	17	4	elevator	elevator	NOUN
fcis-26327	17	5	surveillance	surveillance	NOUN
fcis-26327	17	6	systems	system	NOUN
fcis-26327	17	7	—	—	PUNCT
fcis-26327	17	8	often	often	ADV
fcis-26327	17	9	operating	operate	VERB
fcis-26327	17	10	as	as	ADP
fcis-26327	17	11	edge	edge	NOUN
fcis-26327	17	12	devices	device	NOUN
fcis-26327	17	13	with	with	ADP
fcis-26327	17	14	limited	limited	ADJ
fcis-26327	17	15	processing	processing	NOUN
fcis-26327	17	16	power	power	NOUN
fcis-26327	17	17	—	—	PUNCT
fcis-26327	17	18	face	face	VERB
fcis-26327	17	19	the	the	DET
fcis-26327	17	20	complex	complex	ADJ
fcis-26327	17	21	challenge	challenge	NOUN
fcis-26327	17	22	of	of	ADP
fcis-26327	17	23	balancing	balance	VERB
fcis-26327	17	24	high	high	ADJ
fcis-26327	17	25	detection	detection	NOUN
fcis-26327	17	26	accuracy	accuracy	NOUN
fcis-26327	17	27	with	with	ADP
fcis-26327	17	28	the	the	DET
fcis-26327	17	29	need	need	NOUN
fcis-26327	17	30	for	for	ADP
fcis-26327	17	31	lightweight	lightweight	ADJ
fcis-26327	17	32	models	model	NOUN
fcis-26327	17	33	.	.	PUNCT
fcis-26327	18	1	these	these	DET
fcis-26327	18	2	systems	system	NOUN
fcis-26327	18	3	must	must	AUX
fcis-26327	18	4	be	be	AUX
fcis-26327	18	5	able	able	ADJ
fcis-26327	18	6	to	to	PART
fcis-26327	18	7	accurately	accurately	ADV
fcis-26327	18	8	detect	detect	VERB
fcis-26327	18	9	e	e	NOUN
fcis-26327	18	10	-	-	NOUN
fcis-26327	18	11	bikes	bike	NOUN
fcis-26327	18	12	within	within	ADP
fcis-26327	18	13	elevators	elevator	NOUN
fcis-26327	18	14	in	in	ADP
fcis-26327	18	15	real	real	ADJ
fcis-26327	18	16	time	time	NOUN
fcis-26327	18	17	without	without	ADP
fcis-26327	18	18	compromising	compromise	VERB
fcis-26327	18	19	performance	performance	NOUN
fcis-26327	18	20	or	or	CCONJ
fcis-26327	18	21	overloading	overload	VERB
fcis-26327	18	22	the	the	DET
fcis-26327	18	23	device	device	NOUN
fcis-26327	18	24	’s	’s	PART
fcis-26327	18	25	computational	computational	ADJ
fcis-26327	18	26	resources	resource	NOUN
fcis-26327	18	27	.	.	PUNCT
fcis-26327	19	1	given	give	VERB
fcis-26327	19	2	these	these	DET
fcis-26327	19	3	constraints	constraint	NOUN
fcis-26327	19	4	,	,	PUNCT
fcis-26327	19	5	the	the	DET
fcis-26327	19	6	primary	primary	ADJ
fcis-26327	19	7	technical	technical	ADJ
fcis-26327	19	8	objectives	objective	NOUN
fcis-26327	19	9	of	of	ADP
fcis-26327	19	10	this	this	DET
fcis-26327	19	11	project	project	NOUN
fcis-26327	19	12	are	be	AUX
fcis-26327	19	13	twofold	twofold	ADJ
fcis-26327	19	14	.	.	PUNCT
fcis-26327	20	1	first	first	ADV
fcis-26327	20	2	,	,	PUNCT
fcis-26327	20	3	to	to	PART
fcis-26327	20	4	bridge	bridge	VERB
fcis-26327	20	5	the	the	DET
fcis-26327	20	6	data	data	NOUN
fcis-26327	20	7	gap	gap	NOUN
fcis-26327	20	8	by	by	ADP
fcis-26327	20	9	acquiring	acquire	VERB
fcis-26327	20	10	and	and	CCONJ
fcis-26327	20	11	curating	curate	VERB
fcis-26327	20	12	comprehensive	comprehensive	ADJ
fcis-26327	20	13	datasets	dataset	NOUN
fcis-26327	20	14	that	that	PRON
fcis-26327	20	15	capture	capture	VERB
fcis-26327	20	16	various	various	ADJ
fcis-26327	20	17	scenarios	scenario	NOUN
fcis-26327	20	18	involving	involve	VERB
fcis-26327	20	19	e	e	NOUN
fcis-26327	20	20	-	-	NOUN
fcis-26327	20	21	bikes	bike	NOUN
fcis-26327	20	22	inside	inside	ADP
fcis-26327	20	23	elevators	elevator	NOUN
fcis-26327	20	24	.	.	PUNCT
fcis-26327	21	1	second	second	ADJ
fcis-26327	21	2	,	,	PUNCT
fcis-26327	21	3	to	to	PART
fcis-26327	21	4	develop	develop	VERB
fcis-26327	21	5	a	a	DET
fcis-26327	21	6	highly	highly	ADV
fcis-26327	21	7	efficient	efficient	ADJ
fcis-26327	21	8	and	and	CCONJ
fcis-26327	21	9	lightweight	lightweight	ADJ
fcis-26327	21	10	detection	detection	NOUN
fcis-26327	21	11	model	model	NOUN
fcis-26327	21	12	that	that	PRON
fcis-26327	21	13	can	can	AUX
fcis-26327	21	14	reliably	reliably	ADV
fcis-26327	21	15	identify	identify	VERB
fcis-26327	21	16	e	e	NOUN
fcis-26327	21	17	-	-	NOUN
fcis-26327	21	18	bikes	bike	NOUN
fcis-26327	21	19	within	within	ADP
fcis-26327	21	20	confined	confine	VERB
fcis-26327	21	21	elevator	elevator	NOUN
fcis-26327	21	22	spaces	space	NOUN
fcis-26327	21	23	with	with	ADP
fcis-26327	21	24	high	high	ADJ
fcis-26327	21	25	accuracy	accuracy	NOUN
fcis-26327	21	26	.	.	PUNCT
fcis-26327	22	1	by	by	ADP
fcis-26327	22	2	addressing	address	VERB
fcis-26327	22	3	these	these	DET
fcis-26327	22	4	goals	goal	NOUN
fcis-26327	22	5	,	,	PUNCT
fcis-26327	22	6	the	the	DET
fcis-26327	22	7	project	project	NOUN
fcis-26327	22	8	aims	aim	VERB
fcis-26327	22	9	to	to	PART
fcis-26327	22	10	enhance	enhance	VERB
fcis-26327	22	11	overall	overall	ADJ
fcis-26327	22	12	elevator	elevator	NOUN
fcis-26327	22	13	safety	safety	NOUN
fcis-26327	22	14	,	,	PUNCT
fcis-26327	22	15	proactively	proactively	ADV
fcis-26327	22	16	tackling	tackle	VERB
fcis-26327	22	17	a	a	DET
fcis-26327	22	18	rising	rise	VERB
fcis-26327	22	19	safety	safety	NOUN
fcis-26327	22	20	risk	risk	NOUN
fcis-26327	22	21	within	within	ADP
fcis-26327	22	22	urban	urban	ADJ
fcis-26327	22	23	environments	environment	NOUN
fcis-26327	22	24	where	where	SCONJ
fcis-26327	22	25	e	e	NOUN
fcis-26327	22	26	-	-	NOUN
fcis-26327	22	27	bike	bike	ADJ
fcis-26327	22	28	usage	usage	NOUN
fcis-26327	22	29	continues	continue	VERB
fcis-26327	22	30	to	to	PART
fcis-26327	22	31	grow	grow	VERB
fcis-26327	22	32	.	.	PUNCT
fcis-26327	23	1	(	(	PUNCT
fcis-26327	23	2	2	2	X
fcis-26327	23	3	)	)	PUNCT
fcis-26327	23	4	existing	exist	VERB
fcis-26327	23	5	solutions	solution	NOUN
fcis-26327	23	6	in	in	ADP
fcis-26327	23	7	2019	2019	NUM
fcis-26327	23	8	,	,	PUNCT
fcis-26327	23	9	hua	hua	PROPN
fcis-26327	23	10	zhichao	zhichao	PROPN
fcis-26327	23	11	integrated	integrate	VERB
fcis-26327	23	12	a	a	DET
fcis-26327	23	13	batch	batch	NOUN
fcis-26327	23	14	normalization	normalization	NOUN
fcis-26327	23	15	algorithm	algorithm	NOUN
fcis-26327	23	16	into	into	ADP
fcis-26327	23	17	yolov1	yolov1	NOUN
fcis-26327	23	18	and	and	CCONJ
fcis-26327	23	19	improved	improve	VERB
fcis-26327	23	20	the	the	DET
fcis-26327	23	21	loss	loss	NOUN
fcis-26327	23	22	function	function	NOUN
fcis-26327	23	23	to	to	PART
fcis-26327	23	24	detect	detect	VERB
fcis-26327	23	25	prohibited	prohibit	VERB
fcis-26327	23	26	objects	object	NOUN
fcis-26327	23	27	inside	inside	ADP
fcis-26327	23	28	elevators[1	elevators[1	PROPN
fcis-26327	23	29	]	]	PUNCT
fcis-26327	23	30	.	.	PUNCT
fcis-26327	24	1	in	in	ADP
fcis-26327	24	2	2020	2020	NUM
fcis-26327	24	3	,	,	PUNCT
fcis-26327	24	4	cen	cen	PROPN
fcis-26327	24	5	siyang	siyang	PROPN
fcis-26327	24	6	used	use	VERB
fcis-26327	24	7	the	the	DET
fcis-26327	24	8	giou	giou	NOUN
fcis-26327	24	9	loss	loss	NOUN
fcis-26327	24	10	function	function	NOUN
fcis-26327	24	11	in	in	ADP
fcis-26327	24	12	yolov3	yolov3	PROPN
fcis-26327	24	13	and	and	CCONJ
fcis-26327	24	14	improved	improve	VERB
fcis-26327	24	15	the	the	DET
fcis-26327	24	16	generation	generation	NOUN
fcis-26327	24	17	of	of	ADP
fcis-26327	24	18	bounding	bound	VERB
fcis-26327	24	19	boxes	box	NOUN
fcis-26327	24	20	to	to	PART
fcis-26327	24	21	achieve	achieve	VERB
fcis-26327	24	22	facial	facial	ADJ
fcis-26327	24	23	detection	detection	NOUN
fcis-26327	24	24	inside	inside	ADP
fcis-26327	24	25	elevators[2	elevators[2	PROPN
fcis-26327	24	26	]	]	PUNCT
fcis-26327	24	27	.	.	PUNCT
fcis-26327	25	1	in	in	ADP
fcis-26327	25	2	2021	2021	NUM
fcis-26327	25	3	,	,	PUNCT
fcis-26327	25	4	zhang	zhang	PROPN
fcis-26327	25	5	yuan	yuan	PROPN
fcis-26327	25	6	and	and	CCONJ
fcis-26327	25	7	colleagues	colleague	NOUN
fcis-26327	25	8	proposed	propose	VERB
fcis-26327	25	9	an	an	DET
fcis-26327	25	10	e	e	NOUN
fcis-26327	25	11	-	-	ADJ
fcis-26327	25	12	bike	bike	ADJ
fcis-26327	25	13	detection	detection	NOUN
fcis-26327	25	14	algorithm	algorithm	NOUN
fcis-26327	25	15	based	base	VERB
fcis-26327	25	16	on	on	ADP
fcis-26327	25	17	yolov3	yolov3	PROPN
fcis-26327	25	18	,	,	PUNCT
fcis-26327	25	19	enabling	enable	VERB
fcis-26327	25	20	real	real	ADJ
fcis-26327	25	21	-	-	PUNCT
fcis-26327	25	22	time	time	NOUN
fcis-26327	25	23	detection	detection	NOUN
fcis-26327	25	24	of	of	ADP
fcis-26327	25	25	e	e	NOUN
fcis-26327	25	26	-	-	NOUN
fcis-26327	25	27	bikes	bike	NOUN
fcis-26327	25	28	in	in	ADP
fcis-26327	25	29	elevators[3	elevators[3	PROPN
fcis-26327	25	30	]	]	PUNCT
fcis-26327	25	31	.	.	PUNCT
fcis-26327	26	1	in	in	ADP
fcis-26327	26	2	2023	2023	NUM
fcis-26327	26	3	,	,	PUNCT
fcis-26327	26	4	yang	yang	PROPN
fcis-26327	26	5	xianyu	xianyu	PROPN
fcis-26327	26	6	improved	improve	VERB
fcis-26327	26	7	the	the	DET
fcis-26327	26	8	backbone	backbone	NOUN
fcis-26327	26	9	networks	network	NOUN
fcis-26327	26	10	of	of	ADP
fcis-26327	26	11	yolov3	yolov3	PROPN
fcis-26327	26	12	and	and	CCONJ
fcis-26327	26	13	yolov4	yolov4	PROPN
fcis-26327	26	14	to	to	PART
fcis-26327	26	15	make	make	VERB
fcis-26327	26	16	the	the	DET
fcis-26327	26	17	models	model	NOUN
fcis-26327	26	18	more	more	ADV
fcis-26327	26	19	lightweight	lightweight	ADJ
fcis-26327	26	20	,	,	PUNCT
fcis-26327	26	21	allowing	allow	VERB
fcis-26327	26	22	them	they	PRON
fcis-26327	26	23	to	to	PART
fcis-26327	26	24	be	be	AUX
fcis-26327	26	25	deployed	deploy	VERB
fcis-26327	26	26	on	on	ADP
fcis-26327	26	27	edge	edge	NOUN
fcis-26327	26	28	devices[4][5	devices[4][5	NOUN
fcis-26327	26	29	]	]	PUNCT
fcis-26327	26	30	.	.	PUNCT
fcis-26327	27	1	although	although	SCONJ
fcis-26327	27	2	these	these	DET
fcis-26327	27	3	algorithms	algorithm	NOUN
fcis-26327	27	4	have	have	AUX
fcis-26327	27	5	improved	improve	VERB
fcis-26327	27	6	detection	detection	NOUN
fcis-26327	27	7	performance	performance	NOUN
fcis-26327	27	8	,	,	PUNCT
fcis-26327	27	9	current	current	ADJ
fcis-26327	27	10	applications	application	NOUN
fcis-26327	27	11	still	still	ADV
fcis-26327	27	12	exhibit	exhibit	VERB
fcis-26327	27	13	a	a	DET
fcis-26327	27	14	high	high	ADJ
fcis-26327	27	15	rate	rate	NOUN
fcis-26327	27	16	of	of	ADP
fcis-26327	27	17	false	false	ADJ
fcis-26327	27	18	positives	positive	NOUN
fcis-26327	27	19	,	,	PUNCT
fcis-26327	27	20	such	such	ADJ
fcis-26327	27	21	as	as	ADP
fcis-26327	27	22	misidentifying	misidentify	VERB
fcis-26327	27	23	strollers	stroller	NOUN
fcis-26327	27	24	,	,	PUNCT
fcis-26327	27	25	pets	pet	NOUN
fcis-26327	27	26	,	,	PUNCT
fcis-26327	27	27	or	or	CCONJ
fcis-26327	27	28	children	child	NOUN
fcis-26327	27	29	as	as	ADP
fcis-26327	27	30	e	e	NOUN
fcis-26327	27	31	-	-	NOUN
fcis-26327	27	32	bikes	bike	NOUN
fcis-26327	27	33	,	,	PUNCT
fcis-26327	27	34	which	which	PRON
fcis-26327	27	35	disrupts	disrupt	VERB
fcis-26327	27	36	daily	daily	ADJ
fcis-26327	27	37	life	life	NOUN
fcis-26327	27	38	.	.	PUNCT
fcis-26327	28	1	(	(	PUNCT
fcis-26327	28	2	3	3	X
fcis-26327	28	3	)	)	PUNCT
fcis-26327	28	4	solution	solution	NOUN
fcis-26327	28	5	approach	approach	NOUN
fcis-26327	28	6	in	in	ADP
fcis-26327	28	7	this	this	DET
fcis-26327	28	8	project	project	NOUN
fcis-26327	28	9	,	,	PUNCT
fcis-26327	28	10	we	we	PRON
fcis-26327	28	11	gathered	gather	VERB
fcis-26327	28	12	images	image	NOUN
fcis-26327	28	13	from	from	ADP
fcis-26327	28	14	a	a	DET
fcis-26327	28	15	variety	variety	NOUN
fcis-26327	28	16	of	of	ADP
fcis-26327	28	17	sources	source	NOUN
fcis-26327	28	18	,	,	PUNCT
fcis-26327	28	19	including	include	VERB
fcis-26327	28	20	web	web	NOUN
fcis-26327	28	21	searches	search	NOUN
fcis-26327	28	22	,	,	PUNCT
fcis-26327	28	23	video	video	NOUN
fcis-26327	28	24	frame	frame	NOUN
fcis-26327	28	25	extraction	extraction	NOUN
fcis-26327	28	26	,	,	PUNCT
fcis-26327	28	27	and	and	CCONJ
fcis-26327	28	28	web	web	NOUN
fcis-26327	28	29	scraping	scraping	NOUN
fcis-26327	28	30	,	,	PUNCT
fcis-26327	28	31	to	to	PART
fcis-26327	28	32	build	build	VERB
fcis-26327	28	33	a	a	DET
fcis-26327	28	34	comprehensive	comprehensive	ADJ
fcis-26327	28	35	dataset	dataset	NOUN
fcis-26327	28	36	.	.	PUNCT
fcis-26327	29	1	to	to	PART
fcis-26327	29	2	simulate	simulate	VERB
fcis-26327	29	3	diverse	diverse	ADJ
fcis-26327	29	4	real	real	ADJ
fcis-26327	29	5	-	-	PUNCT
fcis-26327	29	6	world	world	NOUN
fcis-26327	29	7	scenarios	scenario	NOUN
fcis-26327	29	8	and	and	CCONJ
fcis-26327	29	9	enhance	enhance	VERB
fcis-26327	29	10	the	the	DET
fcis-26327	29	11	robustness	robustness	NOUN
fcis-26327	29	12	of	of	ADP
fcis-26327	29	13	our	our	PRON
fcis-26327	29	14	model	model	NOUN
fcis-26327	29	15	,	,	PUNCT
fcis-26327	29	16	we	we	PRON
fcis-26327	29	17	applied	apply	VERB
fcis-26327	29	18	three	three	NUM
fcis-26327	29	19	types	type	NOUN
fcis-26327	29	20	of	of	ADP
fcis-26327	29	21	data	datum	NOUN
fcis-26327	29	22	augmentation	augmentation	NOUN
fcis-26327	29	23	techniques	technique	NOUN
fcis-26327	29	24	to	to	ADP
fcis-26327	29	25	these	these	DET
fcis-26327	29	26	collected	collect	VERB
fcis-26327	29	27	images	image	NOUN
fcis-26327	29	28	.	.	PUNCT
fcis-26327	30	1	the	the	DET
fcis-26327	30	2	images	image	NOUN
fcis-26327	30	3	were	be	AUX
fcis-26327	30	4	then	then	ADV
fcis-26327	30	5	annotated	annotate	VERB
fcis-26327	30	6	using	use	VERB
fcis-26327	30	7	the	the	DET
fcis-26327	30	8	open	open	ADJ
fcis-26327	30	9	-	-	PUNCT
fcis-26327	30	10	source	source	NOUN
fcis-26327	30	11	tool	tool	NOUN
fcis-26327	30	12	labelimg	labelimg	NOUN
fcis-26327	30	13	,	,	PUNCT
fcis-26327	30	14	allowing	allow	VERB
fcis-26327	30	15	us	we	PRON
fcis-26327	30	16	to	to	PART
fcis-26327	30	17	generate	generate	VERB
fcis-26327	30	18	a	a	DET
fcis-26327	30	19	dataset	dataset	NOUN
fcis-26327	30	20	in	in	ADP
fcis-26327	30	21	yolo	yolo	ADJ
fcis-26327	30	22	format	format	NOUN
fcis-26327	30	23	specifically	specifically	ADV
fcis-26327	30	24	tailored	tailor	VERB
fcis-26327	30	25	for	for	ADP
fcis-26327	30	26	object	object	NOUN
fcis-26327	30	27	detection	detection	NOUN
fcis-26327	30	28	tasks	task	NOUN
fcis-26327	30	29	.	.	PUNCT
fcis-26327	31	1	once	once	SCONJ
fcis-26327	31	2	the	the	DET
fcis-26327	31	3	dataset	dataset	NOUN
fcis-26327	31	4	was	be	AUX
fcis-26327	31	5	prepared	prepare	VERB
fcis-26327	31	6	,	,	PUNCT
fcis-26327	31	7	we	we	PRON
fcis-26327	31	8	conducted	conduct	VERB
fcis-26327	31	9	multiple	multiple	ADJ
fcis-26327	31	10	rounds	round	NOUN
fcis-26327	31	11	of	of	ADP
fcis-26327	31	12	training	training	NOUN
fcis-26327	31	13	to	to	ADP
fcis-26327	31	14	fine	fine	ADJ
fcis-26327	31	15	-	-	PUNCT
fcis-26327	31	16	tune	tune	NOUN
fcis-26327	31	17	the	the	DET
fcis-26327	31	18	model	model	NOUN
fcis-26327	31	19	and	and	CCONJ
fcis-26327	31	20	optimize	optimize	VERB
fcis-26327	31	21	its	its	PRON
fcis-26327	31	22	weight	weight	NOUN
fcis-26327	31	23	file	file	NOUN
fcis-26327	31	24	for	for	ADP
fcis-26327	31	25	the	the	DET
fcis-26327	31	26	highest	high	ADJ
fcis-26327	31	27	possible	possible	ADJ
fcis-26327	31	28	accuracy	accuracy	NOUN
fcis-26327	31	29	.	.	PUNCT
fcis-26327	32	1	this	this	DET
fcis-26327	32	2	refined	refined	ADJ
fcis-26327	32	3	model	model	NOUN
fcis-26327	32	4	was	be	AUX
fcis-26327	32	5	subsequently	subsequently	ADV
fcis-26327	32	6	used	use	VERB
fcis-26327	32	7	for	for	ADP
fcis-26327	32	8	inference	inference	NOUN
fcis-26327	32	9	testing	testing	NOUN
fcis-26327	32	10	to	to	PART
fcis-26327	32	11	evaluate	evaluate	VERB
fcis-26327	32	12	its	its	PRON
fcis-26327	32	13	performance	performance	NOUN
fcis-26327	32	14	.	.	PUNCT
fcis-26327	33	1	to	to	PART
fcis-26327	33	2	make	make	VERB
fcis-26327	33	3	the	the	DET
fcis-26327	33	4	detection	detection	NOUN
fcis-26327	33	5	process	process	NOUN
fcis-26327	33	6	accessible	accessible	ADJ
fcis-26327	33	7	and	and	CCONJ
fcis-26327	33	8	user	user	NOUN
fcis-26327	33	9	-	-	PUNCT
fcis-26327	33	10	friendly	friendly	ADJ
fcis-26327	33	11	,	,	PUNCT
fcis-26327	33	12	we	we	PRON
fcis-26327	33	13	developed	develop	VERB
fcis-26327	33	14	a	a	DET
fcis-26327	33	15	visual	visual	ADJ
fcis-26327	33	16	detection	detection	NOUN
fcis-26327	33	17	interface	interface	NOUN
fcis-26327	33	18	,	,	PUNCT
fcis-26327	33	19	which	which	PRON
fcis-26327	33	20	was	be	AUX
fcis-26327	33	21	packaged	package	VERB
fcis-26327	33	22	as	as	ADP
fcis-26327	33	23	a	a	DET
fcis-26327	33	24	standalone	standalone	NOUN
fcis-26327	33	25	application	application	NOUN
fcis-26327	33	26	.	.	PUNCT
fcis-26327	34	1	in	in	ADP
fcis-26327	34	2	the	the	DET
fcis-26327	34	3	final	final	ADJ
fcis-26327	34	4	stage	stage	NOUN
fcis-26327	34	5	,	,	PUNCT
fcis-26327	34	6	we	we	PRON
fcis-26327	34	7	designed	design	VERB
fcis-26327	34	8	and	and	CCONJ
fcis-26327	34	9	deployed	deploy	VERB
fcis-26327	34	10	a	a	DET
fcis-26327	34	11	web	web	NOUN
fcis-26327	34	12	-	-	PUNCT
fcis-26327	34	13	based	base	VERB
fcis-26327	34	14	23	23	NUM
fcis-26327	34	15	platform	platform	NOUN
fcis-26327	34	16	hosted	host	VERB
fcis-26327	34	17	on	on	ADP
fcis-26327	34	18	the	the	DET
fcis-26327	34	19	cloud	cloud	NOUN
fcis-26327	34	20	,	,	PUNCT
fcis-26327	34	21	providing	provide	VERB
fcis-26327	34	22	users	user	NOUN
fcis-26327	34	23	with	with	ADP
fcis-26327	34	24	an	an	DET
fcis-26327	34	25	easyto	easyto	NOUN
fcis-26327	34	26	-	-	PUNCT
fcis-26327	34	27	access	access	NOUN
fcis-26327	34	28	link	link	NOUN
fcis-26327	34	29	to	to	PART
fcis-26327	34	30	interact	interact	VERB
fcis-26327	34	31	with	with	ADP
fcis-26327	34	32	the	the	DET
fcis-26327	34	33	model	model	NOUN
fcis-26327	34	34	.	.	PUNCT
fcis-26327	35	1	this	this	DET
fcis-26327	35	2	platform	platform	NOUN
fcis-26327	35	3	allows	allow	VERB
fcis-26327	35	4	users	user	NOUN
fcis-26327	35	5	to	to	PART
fcis-26327	35	6	experience	experience	VERB
fcis-26327	35	7	the	the	DET
fcis-26327	35	8	model	model	NOUN
fcis-26327	35	9	's	's	PART
fcis-26327	35	10	capabilities	capability	NOUN
fcis-26327	35	11	in	in	ADP
fcis-26327	35	12	real	real	ADJ
fcis-26327	35	13	time	time	NOUN
fcis-26327	35	14	,	,	PUNCT
fcis-26327	35	15	making	make	VERB
fcis-26327	35	16	advanced	advanced	ADJ
fcis-26327	35	17	visual	visual	ADJ
fcis-26327	35	18	detection	detection	NOUN
fcis-26327	35	19	technology	technology	NOUN
fcis-26327	35	20	more	more	ADV
fcis-26327	35	21	accessible	accessible	ADJ
fcis-26327	35	22	to	to	ADP
fcis-26327	35	23	a	a	DET
fcis-26327	35	24	broader	broad	ADJ
fcis-26327	35	25	audience	audience	NOUN
fcis-26327	35	26	.	.	PUNCT
fcis-26327	36	1	the	the	DET
fcis-26327	36	2	development	development	NOUN
fcis-26327	36	3	process	process	NOUN
fcis-26327	36	4	of	of	ADP
fcis-26327	36	5	the	the	DET
fcis-26327	36	6	system	system	NOUN
fcis-26327	36	7	is	be	AUX
fcis-26327	36	8	shown	show	VERB
fcis-26327	36	9	in	in	ADP
fcis-26327	36	10	figure	figure	NOUN
fcis-26327	36	11	1	1	NUM
fcis-26327	36	12	.	.	PUNCT
fcis-26327	36	13	figure	figure	NOUN
fcis-26327	36	14	1	1	NUM
fcis-26327	36	15	.	.	PUNCT
fcis-26327	37	1	the	the	DET
fcis-26327	37	2	development	development	NOUN
fcis-26327	37	3	process	process	NOUN
fcis-26327	37	4	of	of	ADP
fcis-26327	37	5	the	the	DET
fcis-26327	37	6	system	system	NOUN
fcis-26327	37	7	3	3	X
fcis-26327	37	8	.	.	PUNCT
fcis-26327	38	1	the	the	DET
fcis-26327	38	2	solutions	solution	NOUN
fcis-26327	38	3	for	for	ADP
fcis-26327	38	4	detection	detection	NOUN
fcis-26327	38	5	system	system	NOUN
fcis-26327	38	6	development	development	NOUN
fcis-26327	38	7	(	(	PUNCT
fcis-26327	38	8	1	1	X
fcis-26327	38	9	)	)	PUNCT
fcis-26327	38	10	data	datum	NOUN
fcis-26327	38	11	acquisition	acquisition	NOUN
fcis-26327	38	12	and	and	CCONJ
fcis-26327	38	13	annotation	annotation	NOUN
fcis-26327	38	14	the	the	DET
fcis-26327	38	15	dataset	dataset	NOUN
fcis-26327	38	16	was	be	AUX
fcis-26327	38	17	collected	collect	VERB
fcis-26327	38	18	and	and	CCONJ
fcis-26327	38	19	annotated	annotate	VERB
fcis-26327	38	20	using	use	VERB
fcis-26327	38	21	several	several	ADJ
fcis-26327	38	22	python	python	NOUN
fcis-26327	38	23	libraries	library	NOUN
fcis-26327	38	24	and	and	CCONJ
fcis-26327	38	25	tools	tool	NOUN
fcis-26327	38	26	to	to	PART
fcis-26327	38	27	streamline	streamline	VERB
fcis-26327	38	28	the	the	DET
fcis-26327	38	29	data	datum	NOUN
fcis-26327	38	30	acquisition	acquisition	NOUN
fcis-26327	38	31	and	and	CCONJ
fcis-26327	38	32	preparation	preparation	NOUN
fcis-26327	38	33	process	process	NOUN
fcis-26327	38	34	.	.	PUNCT
fcis-26327	39	1	first	first	ADV
fcis-26327	39	2	,	,	PUNCT
fcis-26327	39	3	the	the	DET
fcis-26327	39	4	you	you	PRON
fcis-26327	39	5	-	-	PUNCT
fcis-26327	39	6	get	get	VERB
fcis-26327	39	7	library	library	NOUN
fcis-26327	39	8	was	be	AUX
fcis-26327	39	9	employed	employ	VERB
fcis-26327	39	10	to	to	PART
fcis-26327	39	11	automatically	automatically	ADV
fcis-26327	39	12	download	download	VERB
fcis-26327	39	13	all	all	DET
fcis-26327	39	14	videos	video	NOUN
fcis-26327	39	15	from	from	ADP
fcis-26327	39	16	specified	specified	ADJ
fcis-26327	39	17	urls	url	NOUN
fcis-26327	39	18	,	,	PUNCT
fcis-26327	39	19	providing	provide	VERB
fcis-26327	39	20	an	an	DET
fcis-26327	39	21	efficient	efficient	ADJ
fcis-26327	39	22	way	way	NOUN
fcis-26327	39	23	to	to	PART
fcis-26327	39	24	gather	gather	VERB
fcis-26327	39	25	video	video	NOUN
fcis-26327	39	26	data	datum	NOUN
fcis-26327	39	27	in	in	ADP
fcis-26327	39	28	bulk	bulk	NOUN
fcis-26327	39	29	.	.	PUNCT
fcis-26327	40	1	for	for	ADP
fcis-26327	40	2	images	image	NOUN
fcis-26327	40	3	,	,	PUNCT
fcis-26327	40	4	the	the	DET
fcis-26327	40	5	beautifulsoup	beautifulsoup	NOUN
fcis-26327	40	6	library	library	NOUN
fcis-26327	40	7	was	be	AUX
fcis-26327	40	8	used	use	VERB
fcis-26327	40	9	to	to	PART
fcis-26327	40	10	parse	parse	VERB
fcis-26327	40	11	html	html	NOUN
fcis-26327	40	12	content	content	NOUN
fcis-26327	40	13	from	from	ADP
fcis-26327	40	14	baidu	baidu	NOUN
fcis-26327	40	15	image	image	NOUN
fcis-26327	40	16	search	search	NOUN
fcis-26327	40	17	results	result	NOUN
fcis-26327	40	18	based	base	VERB
fcis-26327	40	19	on	on	ADP
fcis-26327	40	20	targeted	target	VERB
fcis-26327	40	21	keywords	keyword	NOUN
fcis-26327	40	22	.	.	PUNCT
fcis-26327	41	1	this	this	PRON
fcis-26327	41	2	allowed	allow	VERB
fcis-26327	41	3	for	for	ADP
fcis-26327	41	4	automated	automate	VERB
fcis-26327	41	5	downloading	downloading	NOUN
fcis-26327	41	6	and	and	CCONJ
fcis-26327	41	7	local	local	ADJ
fcis-26327	41	8	storage	storage	NOUN
fcis-26327	41	9	of	of	ADP
fcis-26327	41	10	relevant	relevant	ADJ
fcis-26327	41	11	images	image	NOUN
fcis-26327	41	12	,	,	PUNCT
fcis-26327	41	13	significantly	significantly	ADV
fcis-26327	41	14	accelerating	accelerate	VERB
fcis-26327	41	15	the	the	DET
fcis-26327	41	16	data	data	NOUN
fcis-26327	41	17	collection	collection	NOUN
fcis-26327	41	18	process	process	NOUN
fcis-26327	41	19	.	.	PUNCT
fcis-26327	42	1	to	to	PART
fcis-26327	42	2	enhance	enhance	VERB
fcis-26327	42	3	the	the	DET
fcis-26327	42	4	diversity	diversity	NOUN
fcis-26327	42	5	and	and	CCONJ
fcis-26327	42	6	robustness	robustness	NOUN
fcis-26327	42	7	of	of	ADP
fcis-26327	42	8	the	the	DET
fcis-26327	42	9	dataset	dataset	NOUN
fcis-26327	42	10	,	,	PUNCT
fcis-26327	42	11	various	various	ADJ
fcis-26327	42	12	data	datum	NOUN
fcis-26327	42	13	augmentation	augmentation	NOUN
fcis-26327	42	14	techniques	technique	NOUN
fcis-26327	42	15	were	be	AUX
fcis-26327	42	16	applied	apply	VERB
fcis-26327	42	17	,	,	PUNCT
fcis-26327	42	18	including	include	VERB
fcis-26327	42	19	gaussian	gaussian	ADJ
fcis-26327	42	20	blur	blur	NOUN
fcis-26327	42	21	to	to	PART
fcis-26327	42	22	simulate	simulate	VERB
fcis-26327	42	23	different	different	ADJ
fcis-26327	42	24	levels	level	NOUN
fcis-26327	42	25	of	of	ADP
fcis-26327	42	26	focus	focus	NOUN
fcis-26327	42	27	,	,	PUNCT
fcis-26327	42	28	horizontal	horizontal	ADJ
fcis-26327	42	29	flipping	flipping	NOUN
fcis-26327	42	30	to	to	PART
fcis-26327	42	31	introduce	introduce	VERB
fcis-26327	42	32	variability	variability	NOUN
fcis-26327	42	33	in	in	ADP
fcis-26327	42	34	orientation	orientation	NOUN
fcis-26327	42	35	,	,	PUNCT
fcis-26327	42	36	and	and	CCONJ
fcis-26327	42	37	random	random	ADJ
fcis-26327	42	38	rotation	rotation	NOUN
fcis-26327	42	39	to	to	PART
fcis-26327	42	40	account	account	VERB
fcis-26327	42	41	for	for	ADP
fcis-26327	42	42	different	different	ADJ
fcis-26327	42	43	angles	angle	NOUN
fcis-26327	42	44	of	of	ADP
fcis-26327	42	45	view	view	NOUN
fcis-26327	42	46	.	.	PUNCT
fcis-26327	43	1	these	these	DET
fcis-26327	43	2	augmentations	augmentation	NOUN
fcis-26327	43	3	help	help	VERB
fcis-26327	43	4	improve	improve	VERB
fcis-26327	43	5	model	model	NOUN
fcis-26327	43	6	generalization	generalization	NOUN
fcis-26327	43	7	by	by	ADP
fcis-26327	43	8	providing	provide	VERB
fcis-26327	43	9	a	a	DET
fcis-26327	43	10	wider	wide	ADJ
fcis-26327	43	11	range	range	NOUN
fcis-26327	43	12	of	of	ADP
fcis-26327	43	13	examples	example	NOUN
fcis-26327	43	14	during	during	ADP
fcis-26327	43	15	training	training	NOUN
fcis-26327	43	16	.	.	PUNCT
fcis-26327	44	1	finally	finally	ADV
fcis-26327	44	2	,	,	PUNCT
fcis-26327	44	3	for	for	ADP
fcis-26327	44	4	annotation	annotation	NOUN
fcis-26327	44	5	,	,	PUNCT
fcis-26327	44	6	the	the	DET
fcis-26327	44	7	open	open	ADJ
fcis-26327	44	8	-	-	PUNCT
fcis-26327	44	9	source	source	NOUN
fcis-26327	44	10	tool	tool	NOUN
fcis-26327	44	11	labelimg	labelimg	NOUN
fcis-26327	44	12	was	be	AUX
fcis-26327	44	13	used	use	VERB
fcis-26327	44	14	to	to	PART
fcis-26327	44	15	manually	manually	ADV
fcis-26327	44	16	label	label	VERB
fcis-26327	44	17	the	the	DET
fcis-26327	44	18	data	datum	NOUN
fcis-26327	44	19	,	,	PUNCT
fcis-26327	44	20	ensuring	ensure	VERB
fcis-26327	44	21	that	that	SCONJ
fcis-26327	44	22	each	each	DET
fcis-26327	44	23	image	image	NOUN
fcis-26327	44	24	and	and	CCONJ
fcis-26327	44	25	video	video	NOUN
fcis-26327	44	26	frame	frame	NOUN
fcis-26327	44	27	was	be	AUX
fcis-26327	44	28	accurately	accurately	ADV
fcis-26327	44	29	annotated	annotate	VERB
fcis-26327	44	30	with	with	ADP
fcis-26327	44	31	bounding	bounding	NOUN
fcis-26327	44	32	boxes	box	NOUN
fcis-26327	44	33	.	.	PUNCT
fcis-26327	45	1	this	this	DET
fcis-26327	45	2	comprehensive	comprehensive	ADJ
fcis-26327	45	3	approach	approach	NOUN
fcis-26327	45	4	to	to	ADP
fcis-26327	45	5	dataset	dataset	ADJ
fcis-26327	45	6	preparation	preparation	NOUN
fcis-26327	45	7	establishes	establish	VERB
fcis-26327	45	8	a	a	DET
fcis-26327	45	9	strong	strong	ADJ
fcis-26327	45	10	foundation	foundation	NOUN
fcis-26327	45	11	for	for	ADP
fcis-26327	45	12	model	model	NOUN
fcis-26327	45	13	training	training	NOUN
fcis-26327	45	14	and	and	CCONJ
fcis-26327	45	15	validation	validation	NOUN
fcis-26327	45	16	,	,	PUNCT
fcis-26327	45	17	ultimately	ultimately	ADV
fcis-26327	45	18	contributing	contribute	VERB
fcis-26327	45	19	to	to	ADP
fcis-26327	45	20	the	the	DET
fcis-26327	45	21	overall	overall	ADJ
fcis-26327	45	22	success	success	NOUN
fcis-26327	45	23	of	of	ADP
fcis-26327	45	24	the	the	DET
fcis-26327	45	25	project	project	NOUN
fcis-26327	45	26	.	.	PUNCT
fcis-26327	46	1	(	(	PUNCT
fcis-26327	46	2	2	2	X
fcis-26327	46	3	)	)	PUNCT
fcis-26327	46	4	data	datum	NOUN
fcis-26327	46	5	training	training	NOUN
fcis-26327	46	6	and	and	CCONJ
fcis-26327	46	7	improvement	improvement	NOUN
fcis-26327	46	8	process	process	NOUN
fcis-26327	46	9	the	the	DET
fcis-26327	46	10	experiments	experiment	NOUN
fcis-26327	46	11	are	be	AUX
fcis-26327	46	12	run	run	VERB
fcis-26327	46	13	on	on	ADP
fcis-26327	46	14	the	the	DET
fcis-26327	46	15	ubuntu	ubuntu	ADJ
fcis-26327	46	16	20.04	20.04	NUM
fcis-26327	46	17	operating	operating	NOUN
fcis-26327	46	18	system	system	NOUN
fcis-26327	46	19	with	with	ADP
fcis-26327	46	20	python	python	NOUN
fcis-26327	46	21	3.8	3.8	NUM
fcis-26327	46	22	,	,	PUNCT
fcis-26327	46	23	using	use	VERB
fcis-26327	46	24	pytorch	pytorch	NOUN
fcis-26327	46	25	version	version	NOUN
fcis-26327	46	26	2.0.0	2.0.0	NUM
fcis-26327	46	27	.	.	PUNCT
fcis-26327	47	1	the	the	DET
fcis-26327	47	2	hardware	hardware	NOUN
fcis-26327	47	3	configuration	configuration	NOUN
fcis-26327	47	4	includes	include	VERB
fcis-26327	47	5	an	an	DET
fcis-26327	47	6	nvidia	nvidia	PROPN
fcis-26327	47	7	rtx	rtx	PROPN
fcis-26327	47	8	4090	4090	NUM
fcis-26327	47	9	gpu	gpu	NOUN
fcis-26327	47	10	with	with	ADP
fcis-26327	47	11	24	24	NUM
fcis-26327	47	12	gb	gb	NOUN
fcis-26327	47	13	of	of	ADP
fcis-26327	47	14	memory	memory	NOUN
fcis-26327	47	15	and	and	CCONJ
fcis-26327	47	16	a	a	DET
fcis-26327	47	17	single	single	ADJ
fcis-26327	47	18	intel(r	intel(r	NOUN
fcis-26327	47	19	)	)	PUNCT
fcis-26327	47	20	xeon(r	xeon(r	PROPN
fcis-26327	47	21	)	)	PUNCT
fcis-26327	47	22	platinum	platinum	NOUN
fcis-26327	47	23	8352v	8352v	NUM
fcis-26327	47	24	cpu	cpu	VERB
fcis-26327	47	25	with	with	ADP
fcis-26327	47	26	12	12	NUM
fcis-26327	47	27	virtual	virtual	ADJ
fcis-26327	47	28	cpus	cpu	NOUN
fcis-26327	47	29	,	,	PUNCT
fcis-26327	47	30	operating	operate	VERB
fcis-26327	47	31	at	at	ADP
fcis-26327	47	32	a	a	DET
fcis-26327	47	33	frequency	frequency	NOUN
fcis-26327	47	34	of	of	ADP
fcis-26327	47	35	2.10ghz	2.10ghz	NUM
fcis-26327	47	36	for	for	ADP
fcis-26327	47	37	computations	computation	NOUN
fcis-26327	47	38	.	.	PUNCT
fcis-26327	48	1	during	during	ADP
fcis-26327	48	2	the	the	DET
fcis-26327	48	3	experiments	experiment	NOUN
fcis-26327	48	4	,	,	PUNCT
fcis-26327	48	5	the	the	DET
fcis-26327	48	6	network	network	NOUN
fcis-26327	48	7	input	input	NOUN
fcis-26327	48	8	is	be	AUX
fcis-26327	48	9	set	set	VERB
fcis-26327	48	10	to	to	ADP
fcis-26327	48	11	640x640	640x640	NUM
fcis-26327	48	12	,	,	PUNCT
fcis-26327	48	13	utilizing	utilize	VERB
fcis-26327	48	14	the	the	DET
fcis-26327	48	15	adam	adam	PROPN
fcis-26327	48	16	optimizer	optimizer	NOUN
fcis-26327	48	17	along	along	ADP
fcis-26327	48	18	with	with	ADP
fcis-26327	48	19	transfer	transfer	NOUN
fcis-26327	48	20	learning	learn	VERB
fcis-26327	48	21	to	to	PART
fcis-26327	48	22	obtain	obtain	VERB
fcis-26327	48	23	pretrained	pretraine	VERB
fcis-26327	48	24	weights	weight	NOUN
fcis-26327	48	25	.	.	PUNCT
fcis-26327	49	1	the	the	DET
fcis-26327	49	2	initial	initial	ADJ
fcis-26327	49	3	learning	learning	NOUN
fcis-26327	49	4	rate	rate	NOUN
fcis-26327	49	5	for	for	ADP
fcis-26327	49	6	the	the	DET
fcis-26327	49	7	model	model	NOUN
fcis-26327	49	8	is	be	AUX
fcis-26327	49	9	set	set	VERB
fcis-26327	49	10	to	to	ADP
fcis-26327	49	11	0.001	0.001	NUM
fcis-26327	49	12	,	,	PUNCT
fcis-26327	49	13	with	with	ADP
fcis-26327	49	14	a	a	DET
fcis-26327	49	15	batch	batch	NOUN
fcis-26327	49	16	size	size	NOUN
fcis-26327	49	17	of	of	ADP
fcis-26327	49	18	16	16	NUM
fcis-26327	49	19	,	,	PUNCT
fcis-26327	49	20	and	and	CCONJ
fcis-26327	49	21	the	the	DET
fcis-26327	49	22	training	training	NOUN
fcis-26327	49	23	and	and	CCONJ
fcis-26327	49	24	testing	testing	NOUN
fcis-26327	49	25	dataset	dataset	NOUN
fcis-26327	49	26	ratio	ratio	NOUN
fcis-26327	49	27	is	be	AUX
fcis-26327	49	28	8:2	8:2	NUM
fcis-26327	49	29	.	.	PUNCT
fcis-26327	50	1	a	a	DET
fcis-26327	50	2	total	total	NOUN
fcis-26327	50	3	of	of	ADP
fcis-26327	50	4	200	200	NUM
fcis-26327	50	5	iterations	iteration	NOUN
fcis-26327	50	6	are	be	AUX
fcis-26327	50	7	conducted	conduct	VERB
fcis-26327	50	8	,	,	PUNCT
fcis-26327	50	9	and	and	CCONJ
fcis-26327	50	10	the	the	DET
fcis-26327	50	11	training	training	NOUN
fcis-26327	50	12	process	process	NOUN
fcis-26327	50	13	is	be	AUX
fcis-26327	50	14	illustrated	illustrate	VERB
fcis-26327	50	15	in	in	ADP
fcis-26327	50	16	figure	figure	NOUN
fcis-26327	50	17	2	2	NUM
fcis-26327	50	18	.	.	PUNCT
fcis-26327	50	19	figure	figure	NOUN
fcis-26327	50	20	2	2	NUM
fcis-26327	50	21	.	.	PUNCT
fcis-26327	51	1	the	the	DET
fcis-26327	51	2	process	process	NOUN
fcis-26327	51	3	of	of	ADP
fcis-26327	51	4	training	training	NOUN
fcis-26327	51	5	model	model	NOUN
fcis-26327	51	6	(	(	PUNCT
fcis-26327	51	7	3	3	NUM
fcis-26327	51	8	)	)	PUNCT
fcis-26327	51	9	system	system	NOUN
fcis-26327	51	10	development	development	NOUN
fcis-26327	51	11	and	and	CCONJ
fcis-26327	51	12	deployment	deployment	NOUN
fcis-26327	51	13	the	the	DET
fcis-26327	51	14	application	application	NOUN
fcis-26327	51	15	,	,	PUNCT
fcis-26327	51	16	built	build	VERB
fcis-26327	51	17	using	use	VERB
fcis-26327	51	18	pyqt5	pyqt5	NOUN
fcis-26327	51	19	,	,	PUNCT
fcis-26327	51	20	is	be	AUX
fcis-26327	51	21	designed	design	VERB
fcis-26327	51	22	to	to	PART
fcis-26327	51	23	operate	operate	VERB
fcis-26327	51	24	on	on	ADP
fcis-26327	51	25	windows	window	NOUN
fcis-26327	51	26	and	and	CCONJ
fcis-26327	51	27	features	feature	VERB
fcis-26327	51	28	a	a	DET
fcis-26327	51	29	fully	fully	ADV
fcis-26327	51	30	functional	functional	ADJ
fcis-26327	51	31	graphical	graphical	ADJ
fcis-26327	51	32	user	user	NOUN
fcis-26327	51	33	interface	interface	NOUN
fcis-26327	51	34	(	(	PUNCT
fcis-26327	51	35	gui	gui	NOUN
fcis-26327	51	36	)	)	PUNCT
fcis-26327	51	37	for	for	ADP
fcis-26327	51	38	an	an	DET
fcis-26327	51	39	intuitive	intuitive	ADJ
fcis-26327	51	40	user	user	NOUN
fcis-26327	51	41	experience	experience	NOUN
fcis-26327	51	42	.	.	PUNCT
fcis-26327	52	1	after	after	SCONJ
fcis-26327	52	2	development	development	NOUN
fcis-26327	52	3	is	be	AUX
fcis-26327	52	4	complete	complete	ADJ
fcis-26327	52	5	,	,	PUNCT
fcis-26327	52	6	the	the	DET
fcis-26327	52	7	python	python	NOUN
fcis-26327	52	8	script	script	NOUN
fcis-26327	52	9	is	be	AUX
fcis-26327	52	10	converted	convert	VERB
fcis-26327	52	11	into	into	ADP
fcis-26327	52	12	a	a	DET
fcis-26327	52	13	standalone	standalone	ADJ
fcis-26327	52	14	executable	executable	NOUN
fcis-26327	52	15	using	use	VERB
fcis-26327	52	16	the	the	DET
fcis-26327	52	17	auto	auto	NOUN
fcis-26327	52	18	-	-	PUNCT
fcis-26327	52	19	py	py	NOUN
fcis-26327	52	20	-	-	PUNCT
fcis-26327	52	21	to	to	ADP
fcis-26327	52	22	-	-	PUNCT
fcis-26327	52	23	exe	exe	NOUN
fcis-26327	52	24	tool	tool	NOUN
fcis-26327	52	25	,	,	PUNCT
fcis-26327	52	26	making	make	VERB
fcis-26327	52	27	it	it	PRON
fcis-26327	52	28	easy	easy	ADJ
fcis-26327	52	29	to	to	PART
fcis-26327	52	30	distribute	distribute	VERB
fcis-26327	52	31	and	and	CCONJ
fcis-26327	52	32	run	run	VERB
fcis-26327	52	33	independently	independently	ADV
fcis-26327	52	34	without	without	ADP
fcis-26327	52	35	requiring	require	VERB
fcis-26327	52	36	a	a	DET
fcis-26327	52	37	python	python	NOUN
fcis-26327	52	38	environment	environment	NOUN
fcis-26327	52	39	.	.	PUNCT
fcis-26327	53	1	in	in	ADP
fcis-26327	53	2	parallel	parallel	NOUN
fcis-26327	53	3	,	,	PUNCT
fcis-26327	53	4	an	an	DET
fcis-26327	53	5	interactive	interactive	ADJ
fcis-26327	53	6	web	web	NOUN
fcis-26327	53	7	application	application	NOUN
fcis-26327	53	8	is	be	AUX
fcis-26327	53	9	developed	develop	VERB
fcis-26327	53	10	using	use	VERB
fcis-26327	53	11	streamlit	streamlit	NOUN
fcis-26327	53	12	,	,	PUNCT
fcis-26327	53	13	an	an	DET
fcis-26327	53	14	open	open	ADJ
fcis-26327	53	15	-	-	PUNCT
fcis-26327	53	16	source	source	NOUN
fcis-26327	53	17	python	python	NOUN
fcis-26327	53	18	framework	framework	NOUN
fcis-26327	53	19	that	that	PRON
fcis-26327	53	20	streamlines	streamline	VERB
fcis-26327	53	21	web	web	NOUN
fcis-26327	53	22	app	app	NOUN
fcis-26327	53	23	creation	creation	NOUN
fcis-26327	53	24	.	.	PUNCT
fcis-26327	54	1	the	the	DET
fcis-26327	54	2	streamlit	streamlit	ADJ
fcis-26327	54	3	app	app	NOUN
fcis-26327	54	4	includes	include	VERB
fcis-26327	54	5	several	several	ADJ
fcis-26327	54	6	essential	essential	ADJ
fcis-26327	54	7	features	feature	NOUN
fcis-26327	54	8	to	to	PART
fcis-26327	54	9	improve	improve	VERB
fcis-26327	54	10	user	user	NOUN
fcis-26327	54	11	interaction	interaction	NOUN
fcis-26327	54	12	and	and	CCONJ
fcis-26327	54	13	functionality	functionality	NOUN
fcis-26327	54	14	:	:	PUNCT
fcis-26327	54	15	a	a	DET
fcis-26327	54	16	threshold	threshold	NOUN
fcis-26327	54	17	slider	slider	NOUN
fcis-26327	54	18	to	to	PART
fcis-26327	54	19	adjust	adjust	VERB
fcis-26327	54	20	detection	detection	NOUN
fcis-26327	54	21	sensitivity	sensitivity	NOUN
fcis-26327	54	22	,	,	PUNCT
fcis-26327	54	23	an	an	DET
fcis-26327	54	24	interactive	interactive	ADJ
fcis-26327	54	25	interface	interface	NOUN
fcis-26327	54	26	for	for	ADP
fcis-26327	54	27	real	real	ADJ
fcis-26327	54	28	-	-	PUNCT
fcis-26327	54	29	time	time	NOUN
fcis-26327	54	30	detection	detection	NOUN
fcis-26327	54	31	,	,	PUNCT
fcis-26327	54	32	options	option	NOUN
fcis-26327	54	33	to	to	PART
fcis-26327	54	34	select	select	VERB
fcis-26327	54	35	different	different	ADJ
fcis-26327	54	36	model	model	NOUN
fcis-26327	54	37	files	file	NOUN
fcis-26327	54	38	,	,	PUNCT
fcis-26327	54	39	and	and	CCONJ
fcis-26327	54	40	the	the	DET
fcis-26327	54	41	capability	capability	NOUN
fcis-26327	54	42	to	to	PART
fcis-26327	54	43	upload	upload	VERB
fcis-26327	54	44	images	image	NOUN
fcis-26327	54	45	or	or	CCONJ
fcis-26327	54	46	videos	video	NOUN
fcis-26327	54	47	for	for	ADP
fcis-26327	54	48	analysis	analysis	NOUN
fcis-26327	54	49	.	.	PUNCT
fcis-26327	55	1	upon	upon	SCONJ
fcis-26327	55	2	finalizing	finalize	VERB
fcis-26327	55	3	development	development	NOUN
fcis-26327	55	4	,	,	PUNCT
fcis-26327	55	5	the	the	DET
fcis-26327	55	6	entire	entire	ADJ
fcis-26327	55	7	codebase	codebase	NOUN
fcis-26327	55	8	is	be	AUX
fcis-26327	55	9	uploaded	upload	VERB
fcis-26327	55	10	to	to	ADP
fcis-26327	55	11	github	github	NOUN
fcis-26327	55	12	,	,	PUNCT
fcis-26327	55	13	allowing	allow	VERB
fcis-26327	55	14	for	for	ADP
fcis-26327	55	15	version	version	NOUN
fcis-26327	55	16	control	control	NOUN
fcis-26327	55	17	,	,	PUNCT
fcis-26327	55	18	easy	easy	ADJ
fcis-26327	55	19	collaboration	collaboration	NOUN
fcis-26327	55	20	,	,	PUNCT
fcis-26327	55	21	and	and	CCONJ
fcis-26327	55	22	transparency	transparency	NOUN
fcis-26327	55	23	.	.	PUNCT
fcis-26327	56	1	the	the	DET
fcis-26327	56	2	web	web	NOUN
fcis-26327	56	3	application	application	NOUN
fcis-26327	56	4	is	be	AUX
fcis-26327	56	5	then	then	ADV
fcis-26327	56	6	deployed	deploy	VERB
fcis-26327	56	7	on	on	ADP
fcis-26327	56	8	streamlit	streamlit	NOUN
fcis-26327	56	9	’s	’s	PART
fcis-26327	56	10	cloud	cloud	NOUN
fcis-26327	56	11	platform	platform	NOUN
fcis-26327	56	12	,	,	PUNCT
fcis-26327	56	13	creating	create	VERB
fcis-26327	56	14	a	a	DET
fcis-26327	56	15	public	public	ADJ
fcis-26327	56	16	link	link	NOUN
fcis-26327	56	17	24	24	NUM
fcis-26327	56	18	that	that	PRON
fcis-26327	56	19	allows	allow	VERB
fcis-26327	56	20	users	user	NOUN
fcis-26327	56	21	to	to	PART
fcis-26327	56	22	access	access	VERB
fcis-26327	56	23	and	and	CCONJ
fcis-26327	56	24	interact	interact	VERB
fcis-26327	56	25	with	with	ADP
fcis-26327	56	26	the	the	DET
fcis-26327	56	27	app	app	NOUN
fcis-26327	56	28	directly	directly	ADV
fcis-26327	56	29	from	from	ADP
fcis-26327	56	30	their	their	PRON
fcis-26327	56	31	browsers	browser	NOUN
fcis-26327	56	32	,	,	PUNCT
fcis-26327	56	33	as	as	SCONJ
fcis-26327	56	34	shown	show	VERB
fcis-26327	56	35	in	in	ADP
fcis-26327	56	36	figure	figure	NOUN
fcis-26327	56	37	3	3	NUM
fcis-26327	56	38	.	.	PUNCT
fcis-26327	57	1	this	this	DET
fcis-26327	57	2	deployment	deployment	ADJ
fcis-26327	57	3	strategy	strategy	NOUN
fcis-26327	57	4	not	not	PART
fcis-26327	57	5	only	only	ADV
fcis-26327	57	6	simplifies	simplifie	NOUN
fcis-26327	57	7	usage	usage	NOUN
fcis-26327	57	8	for	for	ADP
fcis-26327	57	9	end	end	NOUN
fcis-26327	57	10	-	-	PUNCT
fcis-26327	57	11	users	user	NOUN
fcis-26327	57	12	but	but	CCONJ
fcis-26327	57	13	also	also	ADV
fcis-26327	57	14	enhances	enhance	VERB
fcis-26327	57	15	accessibility	accessibility	NOUN
fcis-26327	57	16	,	,	PUNCT
fcis-26327	57	17	making	make	VERB
fcis-26327	57	18	it	it	PRON
fcis-26327	57	19	easier	easy	ADJ
fcis-26327	57	20	to	to	PART
fcis-26327	57	21	gather	gather	VERB
fcis-26327	57	22	user	user	NOUN
fcis-26327	57	23	feedback	feedback	NOUN
fcis-26327	57	24	and	and	CCONJ
fcis-26327	57	25	conduct	conduct	VERB
fcis-26327	57	26	wider	wide	ADJ
fcis-26327	57	27	testing	testing	NOUN
fcis-26327	57	28	.	.	PUNCT
fcis-26327	58	1	figure	figure	VERB
fcis-26327	58	2	3	3	NUM
fcis-26327	58	3	.	.	PUNCT
fcis-26327	59	1	the	the	DET
fcis-26327	59	2	detection	detection	NOUN
fcis-26327	59	3	system	system	NOUN
fcis-26327	59	4	4	4	NUM
fcis-26327	59	5	.	.	PUNCT
fcis-26327	60	1	the	the	DET
fcis-26327	60	2	testing	testing	NOUN
fcis-26327	60	3	analysis	analysis	NOUN
fcis-26327	60	4	of	of	ADP
fcis-26327	60	5	the	the	DET
fcis-26327	60	6	detection	detection	NOUN
fcis-26327	60	7	system	system	NOUN
fcis-26327	60	8	(	(	PUNCT
fcis-26327	60	9	1	1	X
fcis-26327	60	10	)	)	PUNCT
fcis-26327	60	11	model	model	NOUN
fcis-26327	60	12	performance	performance	NOUN
fcis-26327	60	13	and	and	CCONJ
fcis-26327	60	14	inference	inference	NOUN
fcis-26327	60	15	results	result	NOUN
fcis-26327	60	16	in	in	ADP
fcis-26327	60	17	this	this	DET
fcis-26327	60	18	project	project	NOUN
fcis-26327	60	19	,	,	PUNCT
fcis-26327	60	20	we	we	PRON
fcis-26327	60	21	conducted	conduct	VERB
fcis-26327	60	22	a	a	DET
fcis-26327	60	23	series	series	NOUN
fcis-26327	60	24	of	of	ADP
fcis-26327	60	25	rigorous	rigorous	ADJ
fcis-26327	60	26	comparative	comparative	ADJ
fcis-26327	60	27	experiments	experiment	NOUN
fcis-26327	60	28	using	use	VERB
fcis-26327	60	29	both	both	CCONJ
fcis-26327	60	30	the	the	DET
fcis-26327	60	31	original	original	ADJ
fcis-26327	60	32	and	and	CCONJ
fcis-26327	60	33	augmented	augment	VERB
fcis-26327	60	34	datasets	dataset	NOUN
fcis-26327	60	35	to	to	PART
fcis-26327	60	36	thoroughly	thoroughly	ADV
fcis-26327	60	37	assess	assess	VERB
fcis-26327	60	38	the	the	DET
fcis-26327	60	39	model	model	NOUN
fcis-26327	60	40	's	's	PART
fcis-26327	60	41	performance	performance	NOUN
fcis-26327	60	42	.	.	PUNCT
fcis-26327	61	1	our	our	PRON
fcis-26327	61	2	findings	finding	NOUN
fcis-26327	61	3	demonstrated	demonstrate	VERB
fcis-26327	61	4	a	a	DET
fcis-26327	61	5	marked	mark	VERB
fcis-26327	61	6	improvement	improvement	NOUN
fcis-26327	61	7	in	in	ADP
fcis-26327	61	8	mean	mean	ADJ
fcis-26327	61	9	average	average	ADJ
fcis-26327	61	10	precision	precision	NOUN
fcis-26327	61	11	(	(	PUNCT
fcis-26327	61	12	map	map	NOUN
fcis-26327	61	13	)	)	PUNCT
fcis-26327	61	14	across	across	ADP
fcis-26327	61	15	both	both	DET
fcis-26327	61	16	datasets	dataset	NOUN
fcis-26327	61	17	,	,	PUNCT
fcis-26327	61	18	with	with	ADP
fcis-26327	61	19	the	the	DET
fcis-26327	61	20	model	model	NOUN
fcis-26327	61	21	trained	train	VERB
fcis-26327	61	22	on	on	ADP
fcis-26327	61	23	the	the	DET
fcis-26327	61	24	augmented	augment	VERB
fcis-26327	61	25	dataset	dataset	NOUN
fcis-26327	61	26	achieving	achieve	VERB
fcis-26327	61	27	significantly	significantly	ADV
fcis-26327	61	28	higher	high	ADJ
fcis-26327	61	29	accuracy	accuracy	NOUN
fcis-26327	61	30	compared	compare	VERB
fcis-26327	61	31	to	to	ADP
fcis-26327	61	32	the	the	DET
fcis-26327	61	33	model	model	NOUN
fcis-26327	61	34	trained	train	VERB
fcis-26327	61	35	solely	solely	ADV
fcis-26327	61	36	on	on	ADP
fcis-26327	61	37	the	the	DET
fcis-26327	61	38	original	original	ADJ
fcis-26327	61	39	data	datum	NOUN
fcis-26327	61	40	.	.	PUNCT
fcis-26327	62	1	this	this	DET
fcis-26327	62	2	boost	boost	NOUN
fcis-26327	62	3	in	in	ADP
fcis-26327	62	4	performance	performance	NOUN
fcis-26327	62	5	underscores	underscore	VERB
fcis-26327	62	6	the	the	DET
fcis-26327	62	7	effectiveness	effectiveness	NOUN
fcis-26327	62	8	of	of	ADP
fcis-26327	62	9	data	datum	NOUN
fcis-26327	62	10	augmentation	augmentation	NOUN
fcis-26327	62	11	in	in	ADP
fcis-26327	62	12	enhancing	enhance	VERB
fcis-26327	62	13	the	the	DET
fcis-26327	62	14	model	model	NOUN
fcis-26327	62	15	’s	’s	PART
fcis-26327	62	16	generalization	generalization	NOUN
fcis-26327	62	17	capabilities	capability	NOUN
fcis-26327	62	18	,	,	PUNCT
fcis-26327	62	19	enabling	enable	VERB
fcis-26327	62	20	it	it	PRON
fcis-26327	62	21	to	to	PART
fcis-26327	62	22	maintain	maintain	VERB
fcis-26327	62	23	high	high	ADJ
fcis-26327	62	24	accuracy	accuracy	NOUN
fcis-26327	62	25	across	across	ADP
fcis-26327	62	26	a	a	DET
fcis-26327	62	27	broader	broad	ADJ
fcis-26327	62	28	array	array	NOUN
fcis-26327	62	29	of	of	ADP
fcis-26327	62	30	real	real	ADJ
fcis-26327	62	31	-	-	PUNCT
fcis-26327	62	32	world	world	NOUN
fcis-26327	62	33	scenarios	scenario	NOUN
fcis-26327	62	34	.	.	PUNCT
fcis-26327	63	1	as	as	ADP
fcis-26327	63	2	a	a	DET
fcis-26327	63	3	result	result	NOUN
fcis-26327	63	4	,	,	PUNCT
fcis-26327	63	5	the	the	DET
fcis-26327	63	6	detection	detection	NOUN
fcis-26327	63	7	model	model	NOUN
fcis-26327	63	8	implemented	implement	VERB
fcis-26327	63	9	in	in	ADP
fcis-26327	63	10	our	our	PRON
fcis-26327	63	11	system	system	NOUN
fcis-26327	63	12	was	be	AUX
fcis-26327	63	13	trained	train	VERB
fcis-26327	63	14	on	on	ADP
fcis-26327	63	15	the	the	DET
fcis-26327	63	16	augmented	augment	VERB
fcis-26327	63	17	dataset	dataset	NOUN
fcis-26327	63	18	,	,	PUNCT
fcis-26327	63	19	achieving	achieve	VERB
fcis-26327	63	20	high	high	ADJ
fcis-26327	63	21	recognition	recognition	NOUN
fcis-26327	63	22	rates	rate	NOUN
fcis-26327	63	23	and	and	CCONJ
fcis-26327	63	24	exceptional	exceptional	ADJ
fcis-26327	63	25	precision	precision	NOUN
fcis-26327	63	26	.	.	PUNCT
fcis-26327	64	1	these	these	DET
fcis-26327	64	2	results	result	VERB
fcis-26327	64	3	not	not	PART
fcis-26327	64	4	only	only	ADV
fcis-26327	64	5	meet	meet	VERB
fcis-26327	64	6	but	but	CCONJ
fcis-26327	64	7	,	,	PUNCT
fcis-26327	64	8	in	in	ADP
fcis-26327	64	9	several	several	ADJ
fcis-26327	64	10	cases	case	NOUN
fcis-26327	64	11	,	,	PUNCT
fcis-26327	64	12	surpass	surpass	VERB
fcis-26327	64	13	the	the	DET
fcis-26327	64	14	project	project	NOUN
fcis-26327	64	15	's	's	PART
fcis-26327	64	16	initial	initial	ADJ
fcis-26327	64	17	performance	performance	NOUN
fcis-26327	64	18	targets	target	NOUN
fcis-26327	64	19	,	,	PUNCT
fcis-26327	64	20	underscoring	underscore	VERB
fcis-26327	64	21	the	the	DET
fcis-26327	64	22	pivotal	pivotal	ADJ
fcis-26327	64	23	role	role	NOUN
fcis-26327	64	24	of	of	ADP
fcis-26327	64	25	data	datum	NOUN
fcis-26327	64	26	augmentation	augmentation	NOUN
fcis-26327	64	27	in	in	ADP
fcis-26327	64	28	strengthening	strengthen	VERB
fcis-26327	64	29	the	the	DET
fcis-26327	64	30	model	model	NOUN
fcis-26327	64	31	's	's	PART
fcis-26327	64	32	robustness	robustness	NOUN
fcis-26327	64	33	,	,	PUNCT
fcis-26327	64	34	accuracy	accuracy	NOUN
fcis-26327	64	35	,	,	PUNCT
fcis-26327	64	36	and	and	CCONJ
fcis-26327	64	37	overall	overall	ADJ
fcis-26327	64	38	reliability	reliability	NOUN
fcis-26327	64	39	.	.	PUNCT
fcis-26327	65	1	this	this	DET
fcis-26327	65	2	approach	approach	NOUN
fcis-26327	65	3	provides	provide	VERB
fcis-26327	65	4	a	a	DET
fcis-26327	65	5	solid	solid	ADJ
fcis-26327	65	6	foundation	foundation	NOUN
fcis-26327	65	7	for	for	ADP
fcis-26327	65	8	deploying	deploy	VERB
fcis-26327	65	9	the	the	DET
fcis-26327	65	10	model	model	NOUN
fcis-26327	65	11	in	in	ADP
fcis-26327	65	12	complex	complex	ADJ
fcis-26327	65	13	,	,	PUNCT
fcis-26327	65	14	realworld	realworld	PROPN
fcis-26327	65	15	applications	application	NOUN
fcis-26327	65	16	where	where	SCONJ
fcis-26327	65	17	precision	precision	NOUN
fcis-26327	65	18	and	and	CCONJ
fcis-26327	65	19	consistency	consistency	NOUN
fcis-26327	65	20	are	be	AUX
fcis-26327	65	21	paramount	paramount	ADJ
fcis-26327	65	22	.	.	PUNCT
fcis-26327	66	1	(	(	PUNCT
fcis-26327	66	2	2	2	X
fcis-26327	66	3	)	)	PUNCT
fcis-26327	66	4	application	application	NOUN
fcis-26327	66	5	testing	test	VERB
fcis-26327	66	6	the	the	DET
fcis-26327	66	7	application	application	NOUN
fcis-26327	66	8	features	feature	VERB
fcis-26327	66	9	an	an	DET
fcis-26327	66	10	intuitive	intuitive	ADJ
fcis-26327	66	11	graphical	graphical	ADJ
fcis-26327	66	12	interface	interface	NOUN
fcis-26327	66	13	developed	develop	VERB
fcis-26327	66	14	using	use	VERB
fcis-26327	66	15	pyqt5	pyqt5	PROPN
fcis-26327	66	16	,	,	PUNCT
fcis-26327	66	17	making	make	VERB
fcis-26327	66	18	it	it	PRON
fcis-26327	66	19	user	user	NOUN
fcis-26327	66	20	-	-	PUNCT
fcis-26327	66	21	friendly	friendly	ADJ
fcis-26327	66	22	and	and	CCONJ
fcis-26327	66	23	easily	easily	ADV
fcis-26327	66	24	deployable	deployable	ADJ
fcis-26327	66	25	as	as	ADP
fcis-26327	66	26	a	a	DET
fcis-26327	66	27	standalone	standalone	NOUN
fcis-26327	66	28	executable	executable	NOUN
fcis-26327	66	29	.	.	PUNCT
fcis-26327	67	1	through	through	ADP
fcis-26327	67	2	this	this	DET
fcis-26327	67	3	interface	interface	NOUN
fcis-26327	67	4	,	,	PUNCT
fcis-26327	67	5	users	user	NOUN
fcis-26327	67	6	can	can	AUX
fcis-26327	67	7	seamlessly	seamlessly	ADV
fcis-26327	67	8	upload	upload	VERB
fcis-26327	67	9	model	model	NOUN
fcis-26327	67	10	weight	weight	NOUN
fcis-26327	67	11	files	file	NOUN
fcis-26327	67	12	along	along	ADP
fcis-26327	67	13	with	with	ADP
fcis-26327	67	14	images	image	NOUN
fcis-26327	67	15	or	or	CCONJ
fcis-26327	67	16	videos	video	NOUN
fcis-26327	67	17	for	for	ADP
fcis-26327	67	18	analysis	analysis	NOUN
fcis-26327	67	19	.	.	PUNCT
fcis-26327	68	1	by	by	ADP
fcis-26327	68	2	simply	simply	ADV
fcis-26327	68	3	clicking	click	VERB
fcis-26327	68	4	the	the	DET
fcis-26327	68	5	"	"	PUNCT
fcis-26327	68	6	object	object	NOUN
fcis-26327	68	7	detection	detection	NOUN
fcis-26327	68	8	"	"	PUNCT
fcis-26327	68	9	button	button	NOUN
fcis-26327	68	10	,	,	PUNCT
fcis-26327	68	11	the	the	DET
fcis-26327	68	12	system	system	NOUN
fcis-26327	68	13	initiates	initiate	VERB
fcis-26327	68	14	the	the	DET
fcis-26327	68	15	detection	detection	NOUN
fcis-26327	68	16	process	process	NOUN
fcis-26327	68	17	,	,	PUNCT
fcis-26327	68	18	providing	provide	VERB
fcis-26327	68	19	quick	quick	ADJ
fcis-26327	68	20	and	and	CCONJ
fcis-26327	68	21	accurate	accurate	ADJ
fcis-26327	68	22	results	result	NOUN
fcis-26327	68	23	.	.	PUNCT
fcis-26327	69	1	for	for	ADP
fcis-26327	69	2	real	real	ADJ
fcis-26327	69	3	-	-	PUNCT
fcis-26327	69	4	time	time	NOUN
fcis-26327	69	5	monitoring	monitoring	NOUN
fcis-26327	69	6	needs	need	NOUN
fcis-26327	69	7	,	,	PUNCT
fcis-26327	69	8	the	the	DET
fcis-26327	69	9	application	application	NOUN
fcis-26327	69	10	also	also	ADV
fcis-26327	69	11	includes	include	VERB
fcis-26327	69	12	a	a	DET
fcis-26327	69	13	"	"	PUNCT
fcis-26327	69	14	camera	camera	NOUN
fcis-26327	69	15	detection	detection	NOUN
fcis-26327	69	16	"	"	PUNCT
fcis-26327	69	17	feature	feature	NOUN
fcis-26327	69	18	,	,	PUNCT
fcis-26327	69	19	which	which	PRON
fcis-26327	69	20	allows	allow	VERB
fcis-26327	69	21	users	user	NOUN
fcis-26327	69	22	to	to	PART
fcis-26327	69	23	access	access	VERB
fcis-26327	69	24	live	live	ADJ
fcis-26327	69	25	detection	detection	NOUN
fcis-26327	69	26	directly	directly	ADV
fcis-26327	69	27	through	through	ADP
fcis-26327	69	28	the	the	DET
fcis-26327	69	29	interface	interface	NOUN
fcis-26327	69	30	.	.	PUNCT
fcis-26327	70	1	this	this	PRON
fcis-26327	70	2	is	be	AUX
fcis-26327	70	3	particularly	particularly	ADV
fcis-26327	70	4	useful	useful	ADJ
fcis-26327	70	5	for	for	ADP
fcis-26327	70	6	applications	application	NOUN
fcis-26327	70	7	such	such	ADJ
fcis-26327	70	8	as	as	ADP
fcis-26327	70	9	elevator	elevator	NOUN
fcis-26327	70	10	surveillance	surveillance	NOUN
fcis-26327	70	11	,	,	PUNCT
fcis-26327	70	12	where	where	SCONJ
fcis-26327	70	13	continuous	continuous	ADJ
fcis-26327	70	14	monitoring	monitoring	NOUN
fcis-26327	70	15	is	be	AUX
fcis-26327	70	16	essential	essential	ADJ
fcis-26327	70	17	.	.	PUNCT
fcis-26327	71	1	detected	detect	VERB
fcis-26327	71	2	videos	video	NOUN
fcis-26327	71	3	can	can	AUX
fcis-26327	71	4	be	be	AUX
fcis-26327	71	5	exported	export	VERB
fcis-26327	71	6	and	and	CCONJ
fcis-26327	71	7	saved	save	VERB
fcis-26327	71	8	locally	locally	ADV
fcis-26327	71	9	,	,	PUNCT
fcis-26327	71	10	enabling	enable	VERB
fcis-26327	71	11	users	user	NOUN
fcis-26327	71	12	to	to	ADP
fcis-26327	71	13	archive	archive	NOUN
fcis-26327	71	14	footage	footage	NOUN
fcis-26327	71	15	for	for	ADP
fcis-26327	71	16	further	further	ADJ
fcis-26327	71	17	analysis	analysis	NOUN
fcis-26327	71	18	or	or	CCONJ
fcis-26327	71	19	record	record	NOUN
fcis-26327	71	20	-	-	PUNCT
fcis-26327	71	21	keeping	keep	VERB
fcis-26327	71	22	purposes	purpose	NOUN
fcis-26327	71	23	.	.	PUNCT
fcis-26327	72	1	during	during	ADP
fcis-26327	72	2	testing	testing	NOUN
fcis-26327	72	3	,	,	PUNCT
fcis-26327	72	4	the	the	DET
fcis-26327	72	5	system	system	NOUN
fcis-26327	72	6	exhibited	exhibit	VERB
fcis-26327	72	7	a	a	DET
fcis-26327	72	8	high	high	ADJ
fcis-26327	72	9	level	level	NOUN
fcis-26327	72	10	of	of	ADP
fcis-26327	72	11	accuracy	accuracy	NOUN
fcis-26327	72	12	,	,	PUNCT
fcis-26327	72	13	especially	especially	ADV
fcis-26327	72	14	in	in	ADP
fcis-26327	72	15	distinguishing	distinguish	VERB
fcis-26327	72	16	between	between	ADP
fcis-26327	72	17	electric	electric	ADJ
fcis-26327	72	18	vehicles	vehicle	NOUN
fcis-26327	72	19	(	(	PUNCT
fcis-26327	72	20	e	e	NOUN
fcis-26327	72	21	-	-	NOUN
fcis-26327	72	22	bikes	bike	NOUN
fcis-26327	72	23	)	)	PUNCT
fcis-26327	72	24	and	and	CCONJ
fcis-26327	72	25	other	other	ADJ
fcis-26327	72	26	objects	object	NOUN
fcis-26327	72	27	,	,	PUNCT
fcis-26327	72	28	such	such	ADJ
fcis-26327	72	29	as	as	ADP
fcis-26327	72	30	strollers	stroller	NOUN
fcis-26327	72	31	.	.	PUNCT
fcis-26327	73	1	the	the	DET
fcis-26327	73	2	model	model	NOUN
fcis-26327	73	3	consistently	consistently	ADV
fcis-26327	73	4	detected	detect	VERB
fcis-26327	73	5	e	e	NOUN
fcis-26327	73	6	-	-	NOUN
fcis-26327	73	7	bikes	bike	NOUN
fcis-26327	73	8	without	without	ADP
fcis-26327	73	9	mistakenly	mistakenly	ADV
fcis-26327	73	10	identifying	identify	VERB
fcis-26327	73	11	strollers	stroller	NOUN
fcis-26327	73	12	,	,	PUNCT
fcis-26327	73	13	demonstrating	demonstrate	VERB
fcis-26327	73	14	its	its	PRON
fcis-26327	73	15	robustness	robustness	NOUN
fcis-26327	73	16	and	and	CCONJ
fcis-26327	73	17	precision	precision	NOUN
fcis-26327	73	18	in	in	ADP
fcis-26327	73	19	complex	complex	ADJ
fcis-26327	73	20	,	,	PUNCT
fcis-26327	73	21	confined	confine	VERB
fcis-26327	73	22	environments	environment	NOUN
fcis-26327	73	23	.	.	PUNCT
fcis-26327	74	1	this	this	DET
fcis-26327	74	2	capability	capability	NOUN
fcis-26327	74	3	offers	offer	VERB
fcis-26327	74	4	a	a	DET
fcis-26327	74	5	reliable	reliable	ADJ
fcis-26327	74	6	tool	tool	NOUN
fcis-26327	74	7	for	for	ADP
fcis-26327	74	8	enhancing	enhance	VERB
fcis-26327	74	9	safety	safety	NOUN
fcis-26327	74	10	monitoring	monitoring	NOUN
fcis-26327	74	11	in	in	ADP
fcis-26327	74	12	spaces	space	NOUN
fcis-26327	74	13	where	where	SCONJ
fcis-26327	74	14	misclassification	misclassification	NOUN
fcis-26327	74	15	could	could	AUX
fcis-26327	74	16	lead	lead	VERB
fcis-26327	74	17	to	to	ADP
fcis-26327	74	18	safety	safety	NOUN
fcis-26327	74	19	risks	risk	NOUN
fcis-26327	74	20	.	.	PUNCT
fcis-26327	75	1	the	the	DET
fcis-26327	75	2	system	system	NOUN
fcis-26327	75	3	's	's	PART
fcis-26327	75	4	accuracy	accuracy	NOUN
fcis-26327	75	5	and	and	CCONJ
fcis-26327	75	6	real	real	ADJ
fcis-26327	75	7	-	-	PUNCT
fcis-26327	75	8	time	time	NOUN
fcis-26327	75	9	functionality	functionality	NOUN
fcis-26327	75	10	make	make	VERB
fcis-26327	75	11	it	it	PRON
fcis-26327	75	12	an	an	DET
fcis-26327	75	13	invaluable	invaluable	ADJ
fcis-26327	75	14	asset	asset	NOUN
fcis-26327	75	15	for	for	ADP
fcis-26327	75	16	improving	improve	VERB
fcis-26327	75	17	safety	safety	NOUN
fcis-26327	75	18	protocols	protocol	NOUN
fcis-26327	75	19	in	in	ADP
fcis-26327	75	20	enclosed	enclose	VERB
fcis-26327	75	21	areas	area	NOUN
fcis-26327	75	22	like	like	ADP
fcis-26327	75	23	elevators	elevator	NOUN
fcis-26327	75	24	.	.	PUNCT
fcis-26327	76	1	(	(	PUNCT
fcis-26327	76	2	3	3	X
fcis-26327	76	3	)	)	PUNCT
fcis-26327	76	4	web	web	NOUN
fcis-26327	76	5	testing	testing	NOUN
fcis-26327	76	6	the	the	DET
fcis-26327	76	7	electric	electric	ADJ
fcis-26327	76	8	vehicle	vehicle	NOUN
fcis-26327	76	9	detection	detection	NOUN
fcis-26327	76	10	system	system	NOUN
fcis-26327	76	11	has	have	AUX
fcis-26327	76	12	been	be	AUX
fcis-26327	76	13	designed	design	VERB
fcis-26327	76	14	as	as	ADP
fcis-26327	76	15	a	a	DET
fcis-26327	76	16	web	web	NOUN
fcis-26327	76	17	-	-	PUNCT
fcis-26327	76	18	based	base	VERB
fcis-26327	76	19	application	application	NOUN
fcis-26327	76	20	built	build	VERB
fcis-26327	76	21	with	with	ADP
fcis-26327	76	22	streamlit	streamlit	NOUN
fcis-26327	76	23	,	,	PUNCT
fcis-26327	76	24	offering	offer	VERB
fcis-26327	76	25	users	user	NOUN
fcis-26327	76	26	a	a	DET
fcis-26327	76	27	convenient	convenient	ADJ
fcis-26327	76	28	,	,	PUNCT
fcis-26327	76	29	cloud	cloud	NOUN
fcis-26327	76	30	-	-	PUNCT
fcis-26327	76	31	hosted	host	VERB
fcis-26327	76	32	solution	solution	NOUN
fcis-26327	76	33	accessible	accessible	ADJ
fcis-26327	76	34	through	through	ADP
fcis-26327	76	35	a	a	DET
fcis-26327	76	36	single	single	ADJ
fcis-26327	76	37	link	link	NOUN
fcis-26327	76	38	.	.	PUNCT
fcis-26327	77	1	this	this	DET
fcis-26327	77	2	online	online	ADJ
fcis-26327	77	3	platform	platform	NOUN
fcis-26327	77	4	enables	enable	VERB
fcis-26327	77	5	users	user	NOUN
fcis-26327	77	6	to	to	PART
fcis-26327	77	7	effortlessly	effortlessly	ADV
fcis-26327	77	8	upload	upload	VERB
fcis-26327	77	9	videos	video	NOUN
fcis-26327	77	10	or	or	CCONJ
fcis-26327	77	11	images	image	NOUN
fcis-26327	77	12	for	for	ADP
fcis-26327	77	13	electric	electric	ADJ
fcis-26327	77	14	vehicle	vehicle	NOUN
fcis-26327	77	15	detection	detection	NOUN
fcis-26327	77	16	,	,	PUNCT
fcis-26327	77	17	harnessing	harness	VERB
fcis-26327	77	18	advanced	advanced	ADJ
fcis-26327	77	19	pre	pre	ADJ
fcis-26327	77	20	-	-	ADJ
fcis-26327	77	21	trained	train	VERB
fcis-26327	77	22	models	model	NOUN
fcis-26327	77	23	to	to	PART
fcis-26327	77	24	provide	provide	VERB
fcis-26327	77	25	accurate	accurate	ADJ
fcis-26327	77	26	and	and	CCONJ
fcis-26327	77	27	reliable	reliable	ADJ
fcis-26327	77	28	results	result	NOUN
fcis-26327	77	29	.	.	PUNCT
fcis-26327	78	1	the	the	DET
fcis-26327	78	2	system	system	NOUN
fcis-26327	78	3	also	also	ADV
fcis-26327	78	4	offers	offer	VERB
fcis-26327	78	5	a	a	DET
fcis-26327	78	6	high	high	ADJ
fcis-26327	78	7	degree	degree	NOUN
fcis-26327	78	8	of	of	ADP
fcis-26327	78	9	customization	customization	NOUN
fcis-26327	78	10	,	,	PUNCT
fcis-26327	78	11	allowing	allow	VERB
fcis-26327	78	12	users	user	NOUN
fcis-26327	78	13	to	to	ADP
fcis-26327	78	14	fine	fine	ADJ
fcis-26327	78	15	-	-	PUNCT
fcis-26327	78	16	tune	tune	NOUN
fcis-26327	78	17	detection	detection	NOUN
fcis-26327	78	18	sensitivity	sensitivity	NOUN
fcis-26327	78	19	by	by	ADP
fcis-26327	78	20	adjusting	adjust	VERB
fcis-26327	78	21	threshold	threshold	NOUN
fcis-26327	78	22	settings	setting	NOUN
fcis-26327	78	23	.	.	PUNCT
fcis-26327	79	1	this	this	DET
fcis-26327	79	2	flexibility	flexibility	NOUN
fcis-26327	79	3	ensures	ensure	VERB
fcis-26327	79	4	that	that	SCONJ
fcis-26327	79	5	the	the	DET
fcis-26327	79	6	detection	detection	NOUN
fcis-26327	79	7	system	system	NOUN
fcis-26327	79	8	can	can	AUX
fcis-26327	79	9	be	be	AUX
fcis-26327	79	10	tailored	tailor	VERB
fcis-26327	79	11	to	to	PART
fcis-26327	79	12	meet	meet	VERB
fcis-26327	79	13	diverse	diverse	ADJ
fcis-26327	79	14	operational	operational	ADJ
fcis-26327	79	15	needs	need	NOUN
fcis-26327	79	16	and	and	CCONJ
fcis-26327	79	17	requirements	requirement	NOUN
fcis-26327	79	18	,	,	PUNCT
fcis-26327	79	19	making	make	VERB
fcis-26327	79	20	it	it	PRON
fcis-26327	79	21	adaptable	adaptable	ADJ
fcis-26327	79	22	to	to	ADP
fcis-26327	79	23	various	various	ADJ
fcis-26327	79	24	environments	environment	NOUN
fcis-26327	79	25	and	and	CCONJ
fcis-26327	79	26	use	use	NOUN
fcis-26327	79	27	cases	case	NOUN
fcis-26327	79	28	.	.	PUNCT
fcis-26327	80	1	with	with	ADP
fcis-26327	80	2	its	its	PRON
fcis-26327	80	3	user	user	NOUN
fcis-26327	80	4	-	-	PUNCT
fcis-26327	80	5	friendly	friendly	ADJ
fcis-26327	80	6	interface	interface	NOUN
fcis-26327	80	7	and	and	CCONJ
fcis-26327	80	8	robust	robust	ADJ
fcis-26327	80	9	performance	performance	NOUN
fcis-26327	80	10	,	,	PUNCT
fcis-26327	80	11	this	this	DET
fcis-26327	80	12	platform	platform	NOUN
fcis-26327	80	13	simplifies	simplify	VERB
fcis-26327	80	14	the	the	DET
fcis-26327	80	15	process	process	NOUN
fcis-26327	80	16	of	of	ADP
fcis-26327	80	17	electric	electric	ADJ
fcis-26327	80	18	vehicle	vehicle	NOUN
fcis-26327	80	19	detection	detection	NOUN
fcis-26327	80	20	,	,	PUNCT
fcis-26327	80	21	making	make	VERB
fcis-26327	80	22	it	it	PRON
fcis-26327	80	23	accessible	accessible	ADJ
fcis-26327	80	24	to	to	ADP
fcis-26327	80	25	both	both	CCONJ
fcis-26327	80	26	technical	technical	ADJ
fcis-26327	80	27	and	and	CCONJ
fcis-26327	80	28	non	non	ADJ
fcis-26327	80	29	-	-	ADJ
fcis-26327	80	30	technical	technical	ADJ
fcis-26327	80	31	users	user	NOUN
fcis-26327	80	32	alike	alike	ADV
fcis-26327	80	33	.	.	PUNCT
fcis-26327	81	1	since	since	SCONJ
fcis-26327	81	2	the	the	DET
fcis-26327	81	3	system	system	NOUN
fcis-26327	81	4	runs	run	VERB
fcis-26327	81	5	entirely	entirely	ADV
fcis-26327	81	6	within	within	ADP
fcis-26327	81	7	a	a	DET
fcis-26327	81	8	web	web	NOUN
fcis-26327	81	9	browser	browser	NOUN
fcis-26327	81	10	,	,	PUNCT
fcis-26327	81	11	it	it	PRON
fcis-26327	81	12	removes	remove	VERB
fcis-26327	81	13	the	the	DET
fcis-26327	81	14	need	need	NOUN
fcis-26327	81	15	for	for	ADP
fcis-26327	81	16	any	any	DET
fcis-26327	81	17	software	software	NOUN
fcis-26327	81	18	installation	installation	NOUN
fcis-26327	81	19	,	,	PUNCT
fcis-26327	81	20	making	make	VERB
fcis-26327	81	21	it	it	PRON
fcis-26327	81	22	easily	easily	ADV
fcis-26327	81	23	accessible	accessible	ADJ
fcis-26327	81	24	to	to	ADP
fcis-26327	81	25	users	user	NOUN
fcis-26327	81	26	regardless	regardless	ADV
fcis-26327	81	27	of	of	ADP
fcis-26327	81	28	their	their	PRON
fcis-26327	81	29	technical	technical	ADJ
fcis-26327	81	30	expertise	expertise	NOUN
fcis-26327	81	31	.	.	PUNCT
fcis-26327	82	1	this	this	PRON
fcis-26327	82	2	streamlined	streamlined	ADJ
fcis-26327	82	3	,	,	PUNCT
fcis-26327	82	4	hassle	hassle	NOUN
fcis-26327	82	5	-	-	PUNCT
fcis-26327	82	6	free	free	ADJ
fcis-26327	82	7	interface	interface	NOUN
fcis-26327	82	8	is	be	AUX
fcis-26327	82	9	designed	design	VERB
fcis-26327	82	10	to	to	PART
fcis-26327	82	11	accommodate	accommodate	VERB
fcis-26327	82	12	both	both	CCONJ
fcis-26327	82	13	quick	quick	ADJ
fcis-26327	82	14	,	,	PUNCT
fcis-26327	82	15	on	on	ADP
fcis-26327	82	16	-	-	PUNCT
fcis-26327	82	17	the	the	DET
fcis-26327	82	18	-	-	PUNCT
fcis-26327	82	19	go	go	NOUN
fcis-26327	82	20	checks	check	NOUN
fcis-26327	82	21	and	and	CCONJ
fcis-26327	82	22	more	more	ADJ
fcis-26327	82	23	indepth	indepth	ADJ
fcis-26327	82	24	monitoring	monitoring	NOUN
fcis-26327	82	25	tasks	task	NOUN
fcis-26327	82	26	.	.	PUNCT
fcis-26327	83	1	with	with	ADP
fcis-26327	83	2	a	a	DET
fcis-26327	83	3	thoughtful	thoughtful	ADJ
fcis-26327	83	4	blend	blend	NOUN
fcis-26327	83	5	of	of	ADP
fcis-26327	83	6	flexibility	flexibility	NOUN
fcis-26327	83	7	,	,	PUNCT
fcis-26327	83	8	ease	ease	NOUN
fcis-26327	83	9	of	of	ADP
fcis-26327	83	10	use	use	NOUN
fcis-26327	83	11	,	,	PUNCT
fcis-26327	83	12	and	and	CCONJ
fcis-26327	83	13	dependable	dependable	ADJ
fcis-26327	83	14	performance	performance	NOUN
fcis-26327	83	15	,	,	PUNCT
fcis-26327	83	16	the	the	DET
fcis-26327	83	17	platform	platform	NOUN
fcis-26327	83	18	provides	provide	VERB
fcis-26327	83	19	an	an	DET
fcis-26327	83	20	efficient	efficient	ADJ
fcis-26327	83	21	,	,	PUNCT
fcis-26327	83	22	adaptable	adaptable	ADJ
fcis-26327	83	23	solution	solution	NOUN
fcis-26327	83	24	for	for	ADP
fcis-26327	83	25	monitoring	monitor	VERB
fcis-26327	83	26	electric	electric	ADJ
fcis-26327	83	27	vehicles	vehicle	NOUN
fcis-26327	83	28	in	in	ADP
fcis-26327	83	29	various	various	ADJ
fcis-26327	83	30	settings	setting	NOUN
fcis-26327	83	31	.	.	PUNCT
fcis-26327	84	1	it	it	PRON
fcis-26327	84	2	meets	meet	VERB
fcis-26327	84	3	the	the	DET
fcis-26327	84	4	demands	demand	NOUN
fcis-26327	84	5	of	of	ADP
fcis-26327	84	6	a	a	DET
fcis-26327	84	7	wide	wide	ADJ
fcis-26327	84	8	range	range	NOUN
fcis-26327	84	9	of	of	ADP
fcis-26327	84	10	applications	application	NOUN
fcis-26327	84	11	without	without	ADP
fcis-26327	84	12	the	the	DET
fcis-26327	84	13	complications	complication	NOUN
fcis-26327	84	14	associated	associate	VERB
fcis-26327	84	15	with	with	ADP
fcis-26327	84	16	traditional	traditional	ADJ
fcis-26327	84	17	software	software	NOUN
fcis-26327	84	18	,	,	PUNCT
fcis-26327	84	19	offering	offer	VERB
fcis-26327	84	20	a	a	DET
fcis-26327	84	21	robust	robust	ADJ
fcis-26327	84	22	tool	tool	NOUN
fcis-26327	84	23	for	for	ADP
fcis-26327	84	24	users	user	NOUN
fcis-26327	84	25	who	who	PRON
fcis-26327	84	26	need	need	VERB
fcis-26327	84	27	powerful	powerful	ADJ
fcis-26327	84	28	yet	yet	CCONJ
fcis-26327	84	29	accessible	accessible	ADJ
fcis-26327	84	30	detection	detection	NOUN
fcis-26327	84	31	capabilities	capability	NOUN
fcis-26327	84	32	.	.	PUNCT
fcis-26327	85	1	whether	whether	SCONJ
fcis-26327	85	2	for	for	ADP
fcis-26327	85	3	occasional	occasional	ADJ
fcis-26327	85	4	checks	check	NOUN
fcis-26327	85	5	or	or	CCONJ
fcis-26327	85	6	continuous	continuous	ADJ
fcis-26327	85	7	monitoring	monitoring	NOUN
fcis-26327	85	8	,	,	PUNCT
fcis-26327	85	9	this	this	DET
fcis-26327	85	10	platform	platform	NOUN
fcis-26327	85	11	empowers	empower	VERB
fcis-26327	85	12	users	user	NOUN
fcis-26327	85	13	to	to	PART
fcis-26327	85	14	perform	perform	VERB
fcis-26327	85	15	sophisticated	sophisticated	ADJ
fcis-26327	85	16	detection	detection	NOUN
fcis-26327	85	17	with	with	ADP
fcis-26327	85	18	minimal	minimal	ADJ
fcis-26327	85	19	effort	effort	NOUN
fcis-26327	85	20	.	.	PUNCT
fcis-26327	86	1	25	25	NUM
fcis-26327	86	2	5	5	NUM
fcis-26327	86	3	.	.	PUNCT
fcis-26327	86	4	conclusion	conclusion	NOUN
fcis-26327	86	5	the	the	DET
fcis-26327	86	6	project	project	NOUN
fcis-26327	86	7	effectively	effectively	ADV
fcis-26327	86	8	compresses	compress	VERB
fcis-26327	86	9	the	the	DET
fcis-26327	86	10	model	model	NOUN
fcis-26327	86	11	size	size	NOUN
fcis-26327	86	12	by	by	ADP
fcis-26327	86	13	adopting	adopt	VERB
fcis-26327	86	14	the	the	DET
fcis-26327	86	15	lightweight	lightweight	ADJ
fcis-26327	86	16	version	version	NOUN
fcis-26327	86	17	of	of	ADP
fcis-26327	86	18	yolov3	yolov3	PROPN
fcis-26327	86	19	—	—	PUNCT
fcis-26327	86	20	yolov3tiny	yolov3tiny	PROPN
fcis-26327	86	21	—	—	PUNCT
fcis-26327	86	22	while	while	SCONJ
fcis-26327	86	23	maintaining	maintain	VERB
fcis-26327	86	24	high	high	ADJ
fcis-26327	86	25	precision	precision	NOUN
fcis-26327	86	26	and	and	CCONJ
fcis-26327	86	27	recall	recall	NOUN
fcis-26327	86	28	rates	rate	NOUN
fcis-26327	86	29	,	,	PUNCT
fcis-26327	86	30	making	make	VERB
fcis-26327	86	31	it	it	PRON
fcis-26327	86	32	suitable	suitable	ADJ
fcis-26327	86	33	for	for	ADP
fcis-26327	86	34	deployment	deployment	NOUN
fcis-26327	86	35	on	on	ADP
fcis-26327	86	36	resource	resource	NOUN
fcis-26327	86	37	-	-	PUNCT
fcis-26327	86	38	limited	limit	VERB
fcis-26327	86	39	edge	edge	NOUN
fcis-26327	86	40	devices	device	NOUN
fcis-26327	86	41	,	,	PUNCT
fcis-26327	86	42	such	such	ADJ
fcis-26327	86	43	as	as	ADP
fcis-26327	86	44	elevator	elevator	NOUN
fcis-26327	86	45	monitoring	monitoring	NOUN
fcis-26327	86	46	systems	system	NOUN
fcis-26327	86	47	.	.	PUNCT
fcis-26327	87	1	this	this	DET
fcis-26327	87	2	optimization	optimization	NOUN
fcis-26327	87	3	not	not	PART
fcis-26327	87	4	only	only	ADV
fcis-26327	87	5	enhances	enhance	VERB
fcis-26327	87	6	the	the	DET
fcis-26327	87	7	efficiency	efficiency	NOUN
fcis-26327	87	8	and	and	CCONJ
fcis-26327	87	9	reliability	reliability	NOUN
fcis-26327	87	10	of	of	ADP
fcis-26327	87	11	the	the	DET
fcis-26327	87	12	monitoring	monitoring	NOUN
fcis-26327	87	13	system	system	NOUN
fcis-26327	87	14	but	but	CCONJ
fcis-26327	87	15	also	also	ADV
fcis-26327	87	16	significantly	significantly	ADV
fcis-26327	87	17	reduces	reduce	VERB
fcis-26327	87	18	hardware	hardware	NOUN
fcis-26327	87	19	costs	cost	NOUN
fcis-26327	87	20	and	and	CCONJ
fcis-26327	87	21	computational	computational	ADJ
fcis-26327	87	22	resource	resource	NOUN
fcis-26327	87	23	requirements	requirement	NOUN
fcis-26327	87	24	.	.	PUNCT
fcis-26327	88	1	additionally	additionally	ADV
fcis-26327	88	2	,	,	PUNCT
fcis-26327	88	3	the	the	DET
fcis-26327	88	4	project	project	NOUN
fcis-26327	88	5	has	have	AUX
fcis-26327	88	6	developed	develop	VERB
fcis-26327	88	7	a	a	DET
fcis-26327	88	8	desktop	desktop	NOUN
fcis-26327	88	9	application	application	NOUN
fcis-26327	88	10	based	base	VERB
fcis-26327	88	11	on	on	ADP
fcis-26327	88	12	pyqt5	pyqt5	NOUN
fcis-26327	88	13	and	and	CCONJ
fcis-26327	88	14	a	a	DET
fcis-26327	88	15	web	web	NOUN
fcis-26327	88	16	application	application	NOUN
fcis-26327	88	17	interface	interface	NOUN
fcis-26327	88	18	using	use	VERB
fcis-26327	88	19	streamlit	streamlit	NOUN
fcis-26327	88	20	,	,	PUNCT
fcis-26327	88	21	providing	provide	VERB
fcis-26327	88	22	a	a	DET
fcis-26327	88	23	user	user	NOUN
fcis-26327	88	24	-	-	PUNCT
fcis-26327	88	25	friendly	friendly	ADJ
fcis-26327	88	26	and	and	CCONJ
fcis-26327	88	27	highly	highly	ADV
fcis-26327	88	28	interactive	interactive	ADJ
fcis-26327	88	29	operational	operational	ADJ
fcis-26327	88	30	interface	interface	NOUN
fcis-26327	88	31	that	that	PRON
fcis-26327	88	32	supports	support	VERB
fcis-26327	88	33	various	various	ADJ
fcis-26327	88	34	detection	detection	NOUN
fcis-26327	88	35	methods	method	NOUN
fcis-26327	88	36	(	(	PUNCT
fcis-26327	88	37	including	include	VERB
fcis-26327	88	38	images	image	NOUN
fcis-26327	88	39	,	,	PUNCT
fcis-26327	88	40	videos	video	NOUN
fcis-26327	88	41	,	,	PUNCT
fcis-26327	88	42	and	and	CCONJ
fcis-26327	88	43	real	real	ADJ
fcis-26327	88	44	-	-	PUNCT
fcis-26327	88	45	time	time	NOUN
fcis-26327	88	46	cameras	camera	NOUN
fcis-26327	88	47	)	)	PUNCT
fcis-26327	88	48	,	,	PUNCT
fcis-26327	88	49	further	far	ADV
fcis-26327	88	50	expanding	expand	VERB
fcis-26327	88	51	the	the	DET
fcis-26327	88	52	system	system	NOUN
fcis-26327	88	53	's	's	PART
fcis-26327	88	54	applicability	applicability	NOUN
fcis-26327	88	55	and	and	CCONJ
fcis-26327	88	56	flexibility	flexibility	NOUN
fcis-26327	88	57	.	.	PUNCT
fcis-26327	89	1	the	the	DET
fcis-26327	89	2	innovation	innovation	NOUN
fcis-26327	89	3	of	of	ADP
fcis-26327	89	4	this	this	DET
fcis-26327	89	5	project	project	NOUN
fcis-26327	89	6	lies	lie	VERB
fcis-26327	89	7	in	in	ADP
fcis-26327	89	8	its	its	PRON
fcis-26327	89	9	integration	integration	NOUN
fcis-26327	89	10	of	of	ADP
fcis-26327	89	11	deep	deep	ADJ
fcis-26327	89	12	learning	learning	NOUN
fcis-26327	89	13	models	model	NOUN
fcis-26327	89	14	with	with	ADP
fcis-26327	89	15	client	client	NOUN
fcis-26327	89	16	-	-	PUNCT
fcis-26327	89	17	side	side	NOUN
fcis-26327	89	18	and	and	CCONJ
fcis-26327	89	19	web	web	NOUN
fcis-26327	89	20	applications	application	NOUN
fcis-26327	89	21	,	,	PUNCT
fcis-26327	89	22	optimized	optimize	VERB
fcis-26327	89	23	for	for	ADP
fcis-26327	89	24	edge	edge	NOUN
fcis-26327	89	25	computing	computing	NOUN
fcis-26327	89	26	environments	environment	NOUN
fcis-26327	89	27	,	,	PUNCT
fcis-26327	89	28	and	and	CCONJ
fcis-26327	89	29	creatively	creatively	ADV
fcis-26327	89	30	applying	apply	VERB
fcis-26327	89	31	intelligent	intelligent	ADJ
fcis-26327	89	32	monitoring	monitoring	NOUN
fcis-26327	89	33	technology	technology	NOUN
fcis-26327	89	34	to	to	ADP
fcis-26327	89	35	elevator	elevator	NOUN
fcis-26327	89	36	monitoring	monitoring	NOUN
fcis-26327	89	37	,	,	PUNCT
fcis-26327	89	38	offering	offer	VERB
fcis-26327	89	39	new	new	ADJ
fcis-26327	89	40	solutions	solution	NOUN
fcis-26327	89	41	for	for	ADP
fcis-26327	89	42	safety	safety	NOUN
fcis-26327	89	43	management	management	NOUN
fcis-26327	89	44	.	.	PUNCT
fcis-26327	90	1	the	the	DET
fcis-26327	90	2	project	project	NOUN
fcis-26327	90	3	has	have	VERB
fcis-26327	90	4	significant	significant	ADJ
fcis-26327	90	5	potential	potential	NOUN
fcis-26327	90	6	for	for	ADP
fcis-26327	90	7	future	future	ADJ
fcis-26327	90	8	development	development	NOUN
fcis-26327	90	9	.	.	PUNCT
fcis-26327	91	1	with	with	ADP
fcis-26327	91	2	the	the	DET
fcis-26327	91	3	continuous	continuous	ADJ
fcis-26327	91	4	advancement	advancement	NOUN
fcis-26327	91	5	of	of	ADP
fcis-26327	91	6	deep	deep	ADJ
fcis-26327	91	7	learning	learning	NOUN
fcis-26327	91	8	technology	technology	NOUN
fcis-26327	91	9	and	and	CCONJ
fcis-26327	91	10	the	the	DET
fcis-26327	91	11	ongoing	ongoing	ADJ
fcis-26327	91	12	enhancement	enhancement	NOUN
fcis-26327	91	13	of	of	ADP
fcis-26327	91	14	edge	edge	NOUN
fcis-26327	91	15	computing	compute	VERB
fcis-26327	91	16	capabilities	capability	NOUN
fcis-26327	91	17	,	,	PUNCT
fcis-26327	91	18	the	the	DET
fcis-26327	91	19	project	project	NOUN
fcis-26327	91	20	can	can	AUX
fcis-26327	91	21	further	far	ADV
fcis-26327	91	22	optimize	optimize	VERB
fcis-26327	91	23	the	the	DET
fcis-26327	91	24	efficiency	efficiency	NOUN
fcis-26327	91	25	and	and	CCONJ
fcis-26327	91	26	accuracy	accuracy	NOUN
fcis-26327	91	27	of	of	ADP
fcis-26327	91	28	the	the	DET
fcis-26327	91	29	yolov3	yolov3	PROPN
fcis-26327	91	30	-	-	PUNCT
fcis-26327	91	31	tiny	tiny	ADJ
fcis-26327	91	32	model	model	NOUN
fcis-26327	91	33	to	to	PART
fcis-26327	91	34	achieve	achieve	VERB
fcis-26327	91	35	more	more	ADV
fcis-26327	91	36	effective	effective	ADJ
fcis-26327	91	37	and	and	CCONJ
fcis-26327	91	38	precise	precise	ADJ
fcis-26327	91	39	object	object	NOUN
fcis-26327	91	40	detection	detection	NOUN
fcis-26327	91	41	.	.	PUNCT
fcis-26327	92	1	at	at	ADP
fcis-26327	92	2	the	the	DET
fcis-26327	92	3	same	same	ADJ
fcis-26327	92	4	time	time	NOUN
fcis-26327	92	5	,	,	PUNCT
fcis-26327	92	6	by	by	ADP
fcis-26327	92	7	continually	continually	ADV
fcis-26327	92	8	improving	improve	VERB
fcis-26327	92	9	the	the	DET
fcis-26327	92	10	user	user	NOUN
fcis-26327	92	11	interfaces	interface	NOUN
fcis-26327	92	12	based	base	VERB
fcis-26327	92	13	on	on	ADP
fcis-26327	92	14	pyqt5	pyqt5	NOUN
fcis-26327	92	15	and	and	CCONJ
fcis-26327	92	16	streamlit	streamlit	NOUN
fcis-26327	92	17	,	,	PUNCT
fcis-26327	92	18	the	the	DET
fcis-26327	92	19	project	project	NOUN
fcis-26327	92	20	can	can	AUX
fcis-26327	92	21	offer	offer	VERB
fcis-26327	92	22	richer	rich	ADJ
fcis-26327	92	23	functionalities	functionality	NOUN
fcis-26327	92	24	and	and	CCONJ
fcis-26327	92	25	a	a	DET
fcis-26327	92	26	better	well	ADJ
fcis-26327	92	27	user	user	NOUN
fcis-26327	92	28	experience	experience	NOUN
fcis-26327	92	29	,	,	PUNCT
fcis-26327	92	30	catering	cater	VERB
fcis-26327	92	31	to	to	ADP
fcis-26327	92	32	the	the	DET
fcis-26327	92	33	needs	need	NOUN
fcis-26327	92	34	of	of	ADP
fcis-26327	92	35	diverse	diverse	ADJ
fcis-26327	92	36	user	user	NOUN
fcis-26327	92	37	groups	group	NOUN
fcis-26327	92	38	.	.	PUNCT
fcis-26327	93	1	acknowledgments	acknowledgment	NOUN
fcis-26327	93	2	fund	fund	PROPN
fcis-26327	93	3	:	:	PUNCT
fcis-26327	93	4	2024	2024	NUM
fcis-26327	93	5	innovation	innovation	NOUN
fcis-26327	93	6	and	and	CCONJ
fcis-26327	93	7	entrepreneurship	entrepreneurship	NOUN
fcis-26327	93	8	training	training	NOUN
fcis-26327	93	9	program	program	NOUN
fcis-26327	93	10	for	for	ADP
fcis-26327	93	11	college	college	NOUN
fcis-26327	93	12	students	student	NOUN
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fcis-26327	98	6	.	.	PUNCT
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fcis-26327	101	9	,	,	PUNCT
fcis-26327	101	10	2020	2020	NUM
fcis-26327	101	11	.	.	PUNCT
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fcis-26327	102	2	3	3	NUM
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fcis-26327	104	2	technology	technology	NOUN
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fcis-26327	104	5	,	,	PUNCT
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fcis-26327	107	4	.	.	PUNCT
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fcis-26327	107	7	,	,	PUNCT
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fcis-26327	109	6	.	.	PUNCT
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fcis-26327	110	2	electric	electric	PROPN
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fcis-26327	111	4	.	.	PUNCT
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