id	sid	tid	token	lemma	pos
aiti-14075	1	1	microsoft	microsoft	PROPN
aiti-14075	1	2	word	word	NOUN
aiti-14075	1	3	3	3	NUM
aiti-14075	1	4	-	-	PUNCT
aiti-14075	1	5	v10n1(2025)-aiti#14075(29	v10n1(2025)-aiti#14075(29	NUM
aiti-14075	1	6	-	-	PUNCT
aiti-14075	1	7	43).docx	43).docx	NUM
aiti-14075	1	8	advances	advance	NOUN
aiti-14075	1	9	in	in	ADP
aiti-14075	1	10	technology	technology	NOUN
aiti-14075	1	11	innovation	innovation	NOUN
aiti-14075	1	12	,	,	PUNCT
aiti-14075	1	13	vol	vol	NOUN
aiti-14075	1	14	.	.	PROPN
aiti-14075	1	15	10	10	NUM
aiti-14075	1	16	,	,	PUNCT
aiti-14075	1	17	no	no	INTJ
aiti-14075	1	18	.	.	NOUN
aiti-14075	1	19	1	1	NUM
aiti-14075	1	20	,	,	PUNCT
aiti-14075	1	21	2025	2025	NUM
aiti-14075	1	22	,	,	PUNCT
aiti-14075	1	23	pp	pp	ADJ
aiti-14075	1	24	.	.	PUNCT
aiti-14075	2	1	29	29	NUM
aiti-14075	2	2	-	-	SYM
aiti-14075	2	3	43	43	NUM
aiti-14075	2	4	english	english	ADJ
aiti-14075	2	5	language	language	NOUN
aiti-14075	2	6	proofreader	proofreader	NOUN
aiti-14075	2	7	:	:	PUNCT
aiti-14075	2	8	chih	chih	PROPN
aiti-14075	2	9	-	-	PUNCT
aiti-14075	2	10	wei	wei	PROPN
aiti-14075	2	11	chang	chang	PROPN
aiti-14075	2	12	motorcycle	motorcycle	PROPN
aiti-14075	2	13	parking	parking	PROPN
aiti-14075	2	14	violation	violation	NOUN
aiti-14075	2	15	detection	detection	NOUN
aiti-14075	2	16	system	system	NOUN
aiti-14075	2	17	using	use	VERB
aiti-14075	2	18	yolov7	yolov7	NOUN
aiti-14075	2	19	with	with	ADP
aiti-14075	2	20	region	region	NOUN
aiti-14075	2	21	of	of	ADP
aiti-14075	2	22	interest	interest	NOUN
aiti-14075	2	23	mapping	mapping	NOUN
aiti-14075	2	24	and	and	CCONJ
aiti-14075	2	25	object	object	VERB
aiti-14075	2	26	area	area	NOUN
aiti-14075	2	27	calculation	calculation	NOUN
aiti-14075	2	28	haerunnisya	haerunnisya	NOUN
aiti-14075	2	29	makmur	makmur	ADJ
aiti-14075	2	30	,	,	PUNCT
aiti-14075	2	31	wulandari	wulandari	X
aiti-14075	2	32	,	,	PUNCT
aiti-14075	2	33	muhammad	muhammad	PROPN
aiti-14075	2	34	fajar	fajar	PROPN
aiti-14075	2	35	b	b	PROPN
aiti-14075	2	36	*	*	PROPN
aiti-14075	2	37	,	,	PUNCT
aiti-14075	2	38	andi	andi	PROPN
aiti-14075	2	39	baso	baso	PROPN
aiti-14075	2	40	kaswar	kaswar	PROPN
aiti-14075	2	41	,	,	PUNCT
aiti-14075	2	42	dyah	dyah	PROPN
aiti-14075	2	43	darma	darma	PROPN
aiti-14075	2	44	andayani	andayani	PROPN
aiti-14075	2	45	,	,	PUNCT
aiti-14075	2	46	fhatiah	fhatiah	PROPN
aiti-14075	2	47	adiba	adiba	PROPN
aiti-14075	2	48	,	,	PUNCT
aiti-14075	2	49	abdul	abdul	PROPN
aiti-14075	2	50	wahid	wahid	PROPN
aiti-14075	2	51	,	,	PUNCT
aiti-14075	2	52	satria	satria	PROPN
aiti-14075	2	53	gunawan	gunawan	PROPN
aiti-14075	2	54	zain	zain	PROPN
aiti-14075	2	55	department	department	PROPN
aiti-14075	2	56	of	of	ADP
aiti-14075	2	57	computer	computer	NOUN
aiti-14075	2	58	engineering	engineering	NOUN
aiti-14075	2	59	,	,	PUNCT
aiti-14075	2	60	state	state	NOUN
aiti-14075	2	61	university	university	PROPN
aiti-14075	2	62	of	of	ADP
aiti-14075	2	63	makassar	makassar	PROPN
aiti-14075	2	64	,	,	PUNCT
aiti-14075	2	65	makassar	makassar	PROPN
aiti-14075	2	66	,	,	PUNCT
aiti-14075	2	67	indonesia	indonesia	PROPN
aiti-14075	2	68	received	receive	VERB
aiti-14075	2	69	31	31	NUM
aiti-14075	2	70	july	july	PROPN
aiti-14075	2	71	2024	2024	NUM
aiti-14075	2	72	;	;	PUNCT
aiti-14075	2	73	received	receive	VERB
aiti-14075	2	74	in	in	ADP
aiti-14075	2	75	revised	revise	VERB
aiti-14075	2	76	form	form	NOUN
aiti-14075	2	77	18	18	NUM
aiti-14075	2	78	october	october	NOUN
aiti-14075	2	79	2024	2024	NUM
aiti-14075	2	80	;	;	PUNCT
aiti-14075	2	81	accepted	accept	VERB
aiti-14075	2	82	28	28	NUM
aiti-14075	2	83	october	october	PROPN
aiti-14075	2	84	2024	2024	NUM
aiti-14075	2	85	doi	doi	NOUN
aiti-14075	2	86	:	:	PUNCT
aiti-14075	2	87	https://doi.org/10.46604/aiti.2024.14075	https://doi.org/10.46604/aiti.2024.14075	PROPN
aiti-14075	2	88	abstract	abstract	VERB
aiti-14075	2	89	the	the	DET
aiti-14075	2	90	large	large	ADJ
aiti-14075	2	91	number	number	NOUN
aiti-14075	2	92	of	of	ADP
aiti-14075	2	93	motorcycle	motorcycle	NOUN
aiti-14075	2	94	users	user	NOUN
aiti-14075	2	95	has	have	AUX
aiti-14075	2	96	created	create	VERB
aiti-14075	2	97	challenges	challenge	NOUN
aiti-14075	2	98	,	,	PUNCT
aiti-14075	2	99	particularly	particularly	ADV
aiti-14075	2	100	related	relate	VERB
aiti-14075	2	101	to	to	ADP
aiti-14075	2	102	parking	parking	NOUN
aiti-14075	2	103	violations	violation	NOUN
aiti-14075	2	104	,	,	PUNCT
aiti-14075	2	105	which	which	PRON
aiti-14075	2	106	can	can	AUX
aiti-14075	2	107	lead	lead	VERB
aiti-14075	2	108	to	to	ADP
aiti-14075	2	109	traffic	traffic	NOUN
aiti-14075	2	110	congestion	congestion	NOUN
aiti-14075	2	111	,	,	PUNCT
aiti-14075	2	112	hinder	hinder	VERB
aiti-14075	2	113	emergency	emergency	NOUN
aiti-14075	2	114	access	access	NOUN
aiti-14075	2	115	,	,	PUNCT
aiti-14075	2	116	disrupt	disrupt	ADJ
aiti-14075	2	117	pedestrian	pedestrian	NOUN
aiti-14075	2	118	pathways	pathway	NOUN
aiti-14075	2	119	,	,	PUNCT
aiti-14075	2	120	and	and	CCONJ
aiti-14075	2	121	inconvenience	inconvenience	PROPN
aiti-14075	2	122	other	other	ADJ
aiti-14075	2	123	users	user	NOUN
aiti-14075	2	124	.	.	PUNCT
aiti-14075	3	1	therefore	therefore	ADV
aiti-14075	3	2	,	,	PUNCT
aiti-14075	3	3	this	this	DET
aiti-14075	3	4	study	study	NOUN
aiti-14075	3	5	aims	aim	VERB
aiti-14075	3	6	to	to	PART
aiti-14075	3	7	detect	detect	VERB
aiti-14075	3	8	motorcycle	motorcycle	NOUN
aiti-14075	3	9	parking	parking	NOUN
aiti-14075	3	10	violations	violation	NOUN
aiti-14075	3	11	in	in	ADP
aiti-14075	3	12	unsupervised	unsupervised	ADJ
aiti-14075	3	13	restricted	restrict	VERB
aiti-14075	3	14	areas	area	NOUN
aiti-14075	3	15	using	use	VERB
aiti-14075	3	16	yolov7	yolov7	NOUN
aiti-14075	3	17	to	to	PART
aiti-14075	3	18	classify	classify	VERB
aiti-14075	3	19	non	non	ADJ
aiti-14075	3	20	-	-	ADJ
aiti-14075	3	21	parking	parking	ADJ
aiti-14075	3	22	,	,	PUNCT
aiti-14075	3	23	parking	parking	NOUN
aiti-14075	3	24	,	,	PUNCT
aiti-14075	3	25	and	and	CCONJ
aiti-14075	3	26	personal	personal	ADJ
aiti-14075	3	27	objects	object	NOUN
aiti-14075	3	28	.	.	PUNCT
aiti-14075	4	1	the	the	DET
aiti-14075	4	2	best	good	ADJ
aiti-14075	4	3	model	model	NOUN
aiti-14075	4	4	is	be	AUX
aiti-14075	4	5	achieved	achieve	VERB
aiti-14075	4	6	at	at	ADP
aiti-14075	4	7	the	the	DET
aiti-14075	4	8	28th	28th	ADJ
aiti-14075	4	9	epoch	epoch	NOUN
aiti-14075	4	10	with	with	ADP
aiti-14075	4	11	an	an	DET
aiti-14075	4	12	map	map	NOUN
aiti-14075	4	13	value	value	NOUN
aiti-14075	4	14	of	of	ADP
aiti-14075	4	15	0.953	0.953	NUM
aiti-14075	4	16	at	at	ADP
aiti-14075	4	17	the	the	DET
aiti-14075	4	18	0.5	0.5	NUM
aiti-14075	4	19	threshold	threshold	NOUN
aiti-14075	4	20	.	.	PUNCT
aiti-14075	5	1	parking	parking	NOUN
aiti-14075	5	2	restriction	restriction	NOUN
aiti-14075	5	3	areas	area	NOUN
aiti-14075	5	4	are	be	AUX
aiti-14075	5	5	defined	define	VERB
aiti-14075	5	6	using	use	VERB
aiti-14075	5	7	a	a	DET
aiti-14075	5	8	region	region	NOUN
aiti-14075	5	9	of	of	ADP
aiti-14075	5	10	interest	interest	NOUN
aiti-14075	5	11	(	(	PUNCT
aiti-14075	5	12	roi	roi	NOUN
aiti-14075	5	13	)	)	PUNCT
aiti-14075	5	14	,	,	PUNCT
aiti-14075	5	15	where	where	SCONJ
aiti-14075	5	16	violations	violation	NOUN
aiti-14075	5	17	depend	depend	VERB
aiti-14075	5	18	on	on	ADP
aiti-14075	5	19	the	the	DET
aiti-14075	5	20	parking	parking	NOUN
aiti-14075	5	21	object	object	NOUN
aiti-14075	5	22	’s	’s	PART
aiti-14075	5	23	detected	detect	VERB
aiti-14075	5	24	coverage	coverage	NOUN
aiti-14075	5	25	within	within	ADP
aiti-14075	5	26	the	the	DET
aiti-14075	5	27	roi	roi	NOUN
aiti-14075	5	28	exceeding	exceed	VERB
aiti-14075	5	29	50	50	NUM
aiti-14075	5	30	%	%	NOUN
aiti-14075	5	31	.	.	PUNCT
aiti-14075	6	1	by	by	ADP
aiti-14075	6	2	employing	employ	VERB
aiti-14075	6	3	an	an	DET
aiti-14075	6	4	area	area	NOUN
aiti-14075	6	5	calculation	calculation	NOUN
aiti-14075	6	6	method	method	NOUN
aiti-14075	6	7	,	,	PUNCT
aiti-14075	6	8	the	the	DET
aiti-14075	6	9	results	result	NOUN
aiti-14075	6	10	show	show	VERB
aiti-14075	6	11	better	well	ADJ
aiti-14075	6	12	performance	performance	NOUN
aiti-14075	6	13	compared	compare	VERB
aiti-14075	6	14	to	to	ADP
aiti-14075	6	15	methods	method	NOUN
aiti-14075	6	16	without	without	ADP
aiti-14075	6	17	area	area	NOUN
aiti-14075	6	18	calculation	calculation	NOUN
aiti-14075	6	19	,	,	PUNCT
aiti-14075	6	20	achieving	achieve	VERB
aiti-14075	6	21	a	a	DET
aiti-14075	6	22	recall	recall	NOUN
aiti-14075	6	23	of	of	ADP
aiti-14075	6	24	89.7	89.7	NUM
aiti-14075	6	25	%	%	NOUN
aiti-14075	6	26	,	,	PUNCT
aiti-14075	6	27	precision	precision	NOUN
aiti-14075	6	28	of	of	ADP
aiti-14075	6	29	82.6	82.6	NUM
aiti-14075	6	30	%	%	NOUN
aiti-14075	6	31	,	,	PUNCT
aiti-14075	6	32	and	and	CCONJ
aiti-14075	6	33	f1	f1	NOUN
aiti-14075	6	34	-	-	PUNCT
aiti-14075	6	35	score	score	NOUN
aiti-14075	6	36	of	of	ADP
aiti-14075	6	37	86.2	86.2	NUM
aiti-14075	6	38	%	%	NOUN
aiti-14075	6	39	with	with	ADP
aiti-14075	6	40	a	a	DET
aiti-14075	6	41	confidence	confidence	NOUN
aiti-14075	6	42	threshold	threshold	NOUN
aiti-14075	6	43	of	of	ADP
aiti-14075	6	44	0.5	0.5	NUM
aiti-14075	6	45	.	.	PUNCT
aiti-14075	7	1	keywords	keyword	NOUN
aiti-14075	7	2	:	:	PUNCT
aiti-14075	7	3	computer	computer	NOUN
aiti-14075	7	4	vision	vision	NOUN
aiti-14075	7	5	,	,	PUNCT
aiti-14075	7	6	parking	parking	NOUN
aiti-14075	7	7	violation	violation	NOUN
aiti-14075	7	8	,	,	PUNCT
aiti-14075	7	9	region	region	NOUN
aiti-14075	7	10	of	of	ADP
aiti-14075	7	11	interest	interest	NOUN
aiti-14075	7	12	,	,	PUNCT
aiti-14075	7	13	motorcycle	motorcycle	NOUN
aiti-14075	7	14	,	,	PUNCT
aiti-14075	7	15	yolov7	yolov7	NOUN
aiti-14075	7	16	1	1	X
aiti-14075	7	17	.	.	X
aiti-14075	7	18	introduction	introduction	NOUN
aiti-14075	7	19	mobility	mobility	NOUN
aiti-14075	7	20	is	be	AUX
aiti-14075	7	21	one	one	NUM
aiti-14075	7	22	of	of	ADP
aiti-14075	7	23	the	the	DET
aiti-14075	7	24	important	important	ADJ
aiti-14075	7	25	factors	factor	NOUN
aiti-14075	7	26	in	in	ADP
aiti-14075	7	27	strengthening	strengthen	VERB
aiti-14075	7	28	the	the	DET
aiti-14075	7	29	economy	economy	NOUN
aiti-14075	7	30	,	,	PUNCT
aiti-14075	7	31	which	which	PRON
aiti-14075	7	32	evolves	evolve	VERB
aiti-14075	7	33	along	along	ADP
aiti-14075	7	34	with	with	ADP
aiti-14075	7	35	the	the	DET
aiti-14075	7	36	population	population	NOUN
aiti-14075	7	37	’s	’s	PART
aiti-14075	7	38	activities	activity	NOUN
aiti-14075	7	39	to	to	PART
aiti-14075	7	40	meet	meet	VERB
aiti-14075	7	41	their	their	PRON
aiti-14075	7	42	needs	need	NOUN
aiti-14075	7	43	,	,	PUNCT
aiti-14075	7	44	especially	especially	ADV
aiti-14075	7	45	in	in	ADP
aiti-14075	7	46	the	the	DET
aiti-14075	7	47	context	context	NOUN
aiti-14075	7	48	of	of	ADP
aiti-14075	7	49	transportation	transportation	NOUN
aiti-14075	7	50	accessibility	accessibility	NOUN
aiti-14075	7	51	and	and	CCONJ
aiti-14075	7	52	efficiency	efficiency	NOUN
aiti-14075	7	53	[	[	X
aiti-14075	7	54	1	1	NUM
aiti-14075	7	55	-	-	SYM
aiti-14075	7	56	3	3	NUM
aiti-14075	7	57	]	]	PUNCT
aiti-14075	7	58	.	.	PUNCT
aiti-14075	8	1	in	in	ADP
aiti-14075	8	2	indonesia	indonesia	PROPN
aiti-14075	8	3	,	,	PUNCT
aiti-14075	8	4	personal	personal	ADJ
aiti-14075	8	5	vehicles	vehicle	NOUN
aiti-14075	8	6	such	such	ADJ
aiti-14075	8	7	as	as	ADP
aiti-14075	8	8	cars	car	NOUN
aiti-14075	8	9	and	and	CCONJ
aiti-14075	8	10	motorcycles	motorcycle	NOUN
aiti-14075	8	11	have	have	AUX
aiti-14075	8	12	become	become	VERB
aiti-14075	8	13	the	the	DET
aiti-14075	8	14	most	most	ADV
aiti-14075	8	15	common	common	ADJ
aiti-14075	8	16	and	and	CCONJ
aiti-14075	8	17	convenient	convenient	ADJ
aiti-14075	8	18	means	mean	NOUN
aiti-14075	8	19	to	to	PART
aiti-14075	8	20	commute	commute	VERB
aiti-14075	8	21	and	and	CCONJ
aiti-14075	8	22	conduct	conduct	VERB
aiti-14075	8	23	any	any	DET
aiti-14075	8	24	activity	activity	NOUN
aiti-14075	8	25	[	[	X
aiti-14075	8	26	45	45	NUM
aiti-14075	8	27	]	]	PUNCT
aiti-14075	8	28	,	,	PUNCT
aiti-14075	8	29	where	where	SCONJ
aiti-14075	8	30	motorcycle	motorcycle	NOUN
aiti-14075	8	31	is	be	AUX
aiti-14075	8	32	the	the	DET
aiti-14075	8	33	preferred	prefer	VERB
aiti-14075	8	34	choice	choice	NOUN
aiti-14075	8	35	for	for	ADP
aiti-14075	8	36	the	the	DET
aiti-14075	8	37	public	public	NOUN
aiti-14075	8	38	due	due	ADP
aiti-14075	8	39	to	to	ADP
aiti-14075	8	40	the	the	DET
aiti-14075	8	41	efficiency	efficiency	NOUN
aiti-14075	8	42	of	of	ADP
aiti-14075	8	43	driving	drive	VERB
aiti-14075	8	44	time	time	NOUN
aiti-14075	8	45	and	and	CCONJ
aiti-14075	8	46	affordability	affordability	NOUN
aiti-14075	8	47	,	,	PUNCT
aiti-14075	8	48	especially	especially	ADV
aiti-14075	8	49	in	in	ADP
aiti-14075	8	50	urban	urban	ADJ
aiti-14075	8	51	areas	area	NOUN
aiti-14075	8	52	with	with	ADP
aiti-14075	8	53	heavy	heavy	ADJ
aiti-14075	8	54	traffic	traffic	NOUN
aiti-14075	8	55	[	[	X
aiti-14075	8	56	6	6	NUM
aiti-14075	8	57	]	]	PUNCT
aiti-14075	8	58	.	.	PUNCT
aiti-14075	9	1	based	base	VERB
aiti-14075	9	2	on	on	ADP
aiti-14075	9	3	data	datum	NOUN
aiti-14075	9	4	from	from	ADP
aiti-14075	9	5	statistics	statistics	PROPN
aiti-14075	9	6	indonesia	indonesia	PROPN
aiti-14075	9	7	,	,	PUNCT
aiti-14075	9	8	motorcycle	motorcycle	NOUN
aiti-14075	9	9	dominates	dominate	VERB
aiti-14075	9	10	the	the	DET
aiti-14075	9	11	number	number	NOUN
aiti-14075	9	12	of	of	ADP
aiti-14075	9	13	vehicles	vehicle	NOUN
aiti-14075	9	14	with	with	ADP
aiti-14075	9	15	132,433,679	132,433,679	NUM
aiti-14075	9	16	units	unit	NOUN
aiti-14075	9	17	or	or	CCONJ
aiti-14075	9	18	around	around	ADV
aiti-14075	9	19	84.3	84.3	NUM
aiti-14075	9	20	%	%	NOUN
aiti-14075	9	21	of	of	ADP
aiti-14075	9	22	the	the	DET
aiti-14075	9	23	total	total	ADJ
aiti-14075	9	24	157,080,504	157,080,504	NUM
aiti-14075	9	25	vehicle	vehicle	NOUN
aiti-14075	9	26	units	unit	NOUN
aiti-14075	9	27	in	in	ADP
aiti-14075	9	28	2023	2023	NUM
aiti-14075	9	29	[	[	X
aiti-14075	9	30	7	7	NUM
aiti-14075	9	31	]	]	PUNCT
aiti-14075	9	32	.	.	PUNCT
aiti-14075	10	1	despite	despite	SCONJ
aiti-14075	10	2	providing	provide	VERB
aiti-14075	10	3	ease	ease	NOUN
aiti-14075	10	4	of	of	ADP
aiti-14075	10	5	mobility	mobility	NOUN
aiti-14075	10	6	and	and	CCONJ
aiti-14075	10	7	accessibility	accessibility	NOUN
aiti-14075	10	8	,	,	PUNCT
aiti-14075	10	9	the	the	DET
aiti-14075	10	10	increasing	increase	VERB
aiti-14075	10	11	number	number	NOUN
aiti-14075	10	12	of	of	ADP
aiti-14075	10	13	motorcycle	motorcycle	NOUN
aiti-14075	10	14	vehicles	vehicle	NOUN
aiti-14075	10	15	also	also	ADV
aiti-14075	10	16	poses	pose	VERB
aiti-14075	10	17	various	various	ADJ
aiti-14075	10	18	challenges	challenge	NOUN
aiti-14075	10	19	,	,	PUNCT
aiti-14075	10	20	especially	especially	ADV
aiti-14075	10	21	related	relate	VERB
aiti-14075	10	22	to	to	ADP
aiti-14075	10	23	traffic	traffic	NOUN
aiti-14075	10	24	violations	violation	NOUN
aiti-14075	10	25	[	[	X
aiti-14075	10	26	8	8	NUM
aiti-14075	10	27	-	-	SYM
aiti-14075	10	28	9	9	NUM
aiti-14075	10	29	]	]	PUNCT
aiti-14075	10	30	.	.	PUNCT
aiti-14075	11	1	one	one	NUM
aiti-14075	11	2	of	of	ADP
aiti-14075	11	3	the	the	DET
aiti-14075	11	4	common	common	ADJ
aiti-14075	11	5	violations	violation	NOUN
aiti-14075	11	6	that	that	PRON
aiti-14075	11	7	often	often	ADV
aiti-14075	11	8	occurs	occur	VERB
aiti-14075	11	9	in	in	ADP
aiti-14075	11	10	society	society	NOUN
aiti-14075	11	11	is	be	AUX
aiti-14075	11	12	parking	park	VERB
aiti-14075	11	13	violation	violation	NOUN
aiti-14075	11	14	[	[	X
aiti-14075	11	15	10	10	NUM
aiti-14075	11	16	]	]	PUNCT
aiti-14075	11	17	,	,	PUNCT
aiti-14075	11	18	which	which	PRON
aiti-14075	11	19	can	can	AUX
aiti-14075	11	20	be	be	AUX
aiti-14075	11	21	ascribed	ascribe	VERB
aiti-14075	11	22	to	to	ADP
aiti-14075	11	23	limited	limit	VERB
aiti-14075	11	24	parking	parking	NOUN
aiti-14075	11	25	spaces	space	NOUN
aiti-14075	11	26	,	,	PUNCT
aiti-14075	11	27	lack	lack	NOUN
aiti-14075	11	28	of	of	ADP
aiti-14075	11	29	clear	clear	ADJ
aiti-14075	11	30	signs	sign	NOUN
aiti-14075	11	31	,	,	PUNCT
aiti-14075	11	32	and	and	CCONJ
aiti-14075	11	33	lax	lax	ADJ
aiti-14075	11	34	enforcement	enforcement	NOUN
aiti-14075	11	35	of	of	ADP
aiti-14075	11	36	parking	parking	NOUN
aiti-14075	11	37	rules	rule	NOUN
aiti-14075	11	38	[	[	X
aiti-14075	11	39	1112	1112	NUM
aiti-14075	11	40	]	]	PUNCT
aiti-14075	11	41	.	.	PUNCT
aiti-14075	12	1	motorcycle	motorcycle	NOUN
aiti-14075	12	2	parking	parking	NOUN
aiti-14075	12	3	lots	lot	NOUN
aiti-14075	12	4	in	in	ADP
aiti-14075	12	5	small	small	ADJ
aiti-14075	12	6	and	and	CCONJ
aiti-14075	12	7	restricted	restricted	ADJ
aiti-14075	12	8	areas	area	NOUN
aiti-14075	12	9	require	require	VERB
aiti-14075	12	10	more	more	ADJ
aiti-14075	12	11	attention	attention	NOUN
aiti-14075	12	12	in	in	ADP
aiti-14075	12	13	enforcing	enforce	VERB
aiti-14075	12	14	parking	parking	NOUN
aiti-14075	12	15	rules	rule	NOUN
aiti-14075	12	16	,	,	PUNCT
aiti-14075	12	17	as	as	SCONJ
aiti-14075	12	18	they	they	PRON
aiti-14075	12	19	can	can	AUX
aiti-14075	12	20	incur	incur	VERB
aiti-14075	12	21	various	various	ADJ
aiti-14075	12	22	problems	problem	NOUN
aiti-14075	12	23	such	such	ADJ
aiti-14075	12	24	as	as	ADP
aiti-14075	12	25	traffic	traffic	NOUN
aiti-14075	12	26	congestion	congestion	NOUN
aiti-14075	12	27	,	,	PUNCT
aiti-14075	12	28	hindering	hinder	VERB
aiti-14075	12	29	emergency	emergency	NOUN
aiti-14075	12	30	access	access	NOUN
aiti-14075	12	31	,	,	PUNCT
aiti-14075	12	32	disrupting	disrupt	VERB
aiti-14075	12	33	pedestrian	pedestrian	NOUN
aiti-14075	12	34	pathways	pathway	NOUN
aiti-14075	12	35	,	,	PUNCT
aiti-14075	12	36	and	and	CCONJ
aiti-14075	12	37	creating	create	VERB
aiti-14075	12	38	inconvenience	inconvenience	NOUN
aiti-14075	12	39	for	for	ADP
aiti-14075	12	40	other	other	ADJ
aiti-14075	12	41	users	user	NOUN
aiti-14075	13	1	[	[	X
aiti-14075	13	2	9	9	NUM
aiti-14075	13	3	]	]	PUNCT
aiti-14075	13	4	.	.	PUNCT
aiti-14075	14	1	in	in	ADP
aiti-14075	14	2	addition	addition	NOUN
aiti-14075	14	3	,	,	PUNCT
aiti-14075	14	4	the	the	DET
aiti-14075	14	5	officer	officer	NOUN
aiti-14075	14	6	’s	’s	PART
aiti-14075	14	7	manual	manual	ADJ
aiti-14075	14	8	enforcement	enforcement	NOUN
aiti-14075	14	9	of	of	ADP
aiti-14075	14	10	parking	parking	NOUN
aiti-14075	14	11	rules	rule	NOUN
aiti-14075	14	12	is	be	AUX
aiti-14075	14	13	often	often	ADV
aiti-14075	14	14	inefficient	inefficient	ADJ
aiti-14075	14	15	,	,	PUNCT
aiti-14075	14	16	ineffective	ineffective	ADJ
aiti-14075	14	17	,	,	PUNCT
aiti-14075	14	18	and	and	CCONJ
aiti-14075	14	19	time	time	NOUN
aiti-14075	14	20	-	-	PUNCT
aiti-14075	14	21	consuming	consume	VERB
aiti-14075	14	22	due	due	ADJ
aiti-14075	14	23	to	to	ADP
aiti-14075	14	24	limited	limited	ADJ
aiti-14075	14	25	human	human	ADJ
aiti-14075	14	26	resources	resource	NOUN
aiti-14075	14	27	.	.	PUNCT
aiti-14075	15	1	therefore	therefore	ADV
aiti-14075	15	2	,	,	PUNCT
aiti-14075	15	3	the	the	DET
aiti-14075	15	4	application	application	NOUN
aiti-14075	15	5	of	of	ADP
aiti-14075	15	6	computer	computer	NOUN
aiti-14075	15	7	vision	vision	NOUN
aiti-14075	15	8	technology	technology	NOUN
aiti-14075	15	9	is	be	AUX
aiti-14075	15	10	indispensable	indispensable	ADJ
aiti-14075	15	11	to	to	PART
aiti-14075	15	12	ensure	ensure	VERB
aiti-14075	15	13	the	the	DET
aiti-14075	15	14	orderly	orderly	ADJ
aiti-14075	15	15	management	management	NOUN
aiti-14075	15	16	of	of	ADP
aiti-14075	15	17	parking	parking	NOUN
aiti-14075	15	18	areas	area	NOUN
aiti-14075	15	19	.	.	PUNCT
aiti-14075	16	1	this	this	DET
aiti-14075	16	2	technology	technology	NOUN
aiti-14075	16	3	can	can	AUX
aiti-14075	16	4	identify	identify	VERB
aiti-14075	16	5	vehicles	vehicle	NOUN
aiti-14075	16	6	and	and	CCONJ
aiti-14075	16	7	monitor	monitor	VERB
aiti-14075	16	8	parking	parking	NOUN
aiti-14075	16	9	areas	area	NOUN
aiti-14075	16	10	without	without	ADP
aiti-14075	16	11	requiring	require	VERB
aiti-14075	16	12	the	the	DET
aiti-14075	16	13	presence	presence	NOUN
aiti-14075	16	14	of	of	ADP
aiti-14075	16	15	field	field	NOUN
aiti-14075	16	16	officers	officer	NOUN
aiti-14075	16	17	.	.	PUNCT
aiti-14075	17	1	*	*	PUNCT
aiti-14075	17	2	corresponding	correspond	VERB
aiti-14075	17	3	author	author	NOUN
aiti-14075	17	4	.	.	PUNCT
aiti-14075	18	1	e	e	X
aiti-14075	18	2	-	-	NOUN
aiti-14075	18	3	mail	mail	NOUN
aiti-14075	18	4	address	address	NOUN
aiti-14075	18	5	:	:	PUNCT
aiti-14075	18	6	fajarb@unm.ac.id	fajarb@unm.ac.id	NOUN
aiti-14075	18	7	30	30	NUM
aiti-14075	18	8	advances	advance	NOUN
aiti-14075	18	9	in	in	ADP
aiti-14075	18	10	technology	technology	NOUN
aiti-14075	18	11	innovation	innovation	NOUN
aiti-14075	18	12	,	,	PUNCT
aiti-14075	18	13	vol	vol	NOUN
aiti-14075	18	14	.	.	PROPN
aiti-14075	19	1	10	10	NUM
aiti-14075	19	2	,	,	PUNCT
aiti-14075	19	3	no	no	INTJ
aiti-14075	19	4	.	.	NOUN
aiti-14075	19	5	1	1	NUM
aiti-14075	19	6	,	,	PUNCT
aiti-14075	19	7	2025	2025	NUM
aiti-14075	19	8	,	,	PUNCT
aiti-14075	19	9	pp	pp	ADJ
aiti-14075	19	10	.	.	PUNCT
aiti-14075	20	1	29	29	NUM
aiti-14075	20	2	-	-	SYM
aiti-14075	20	3	43	43	NUM
aiti-14075	20	4	several	several	ADJ
aiti-14075	20	5	studies	study	NOUN
aiti-14075	20	6	have	have	AUX
aiti-14075	20	7	conducted	conduct	VERB
aiti-14075	20	8	parking	parking	NOUN
aiti-14075	20	9	violation	violation	NOUN
aiti-14075	20	10	detection	detection	NOUN
aiti-14075	20	11	using	use	VERB
aiti-14075	20	12	multifarious	multifarious	ADJ
aiti-14075	20	13	computer	computer	NOUN
aiti-14075	20	14	vision	vision	NOUN
aiti-14075	20	15	and	and	CCONJ
aiti-14075	20	16	machine	machine	NOUN
aiti-14075	20	17	learning	learning	NOUN
aiti-14075	20	18	methods	method	NOUN
aiti-14075	20	19	.	.	PUNCT
aiti-14075	21	1	for	for	ADP
aiti-14075	21	2	instance	instance	NOUN
aiti-14075	21	3	,	,	PUNCT
aiti-14075	21	4	one	one	NUM
aiti-14075	21	5	study	study	NOUN
aiti-14075	21	6	detected	detect	VERB
aiti-14075	21	7	car	car	NOUN
aiti-14075	21	8	parking	parking	NOUN
aiti-14075	21	9	violations	violation	NOUN
aiti-14075	21	10	on	on	ADP
aiti-14075	21	11	the	the	DET
aiti-14075	21	12	side	side	NOUN
aiti-14075	21	13	of	of	ADP
aiti-14075	21	14	the	the	DET
aiti-14075	21	15	highway	highway	NOUN
aiti-14075	21	16	using	use	VERB
aiti-14075	21	17	the	the	DET
aiti-14075	21	18	faster	fast	ADJ
aiti-14075	21	19	region	region	NOUN
aiti-14075	21	20	-	-	PUNCT
aiti-14075	21	21	based	base	VERB
aiti-14075	21	22	convolutional	convolutional	ADJ
aiti-14075	21	23	neural	neural	ADJ
aiti-14075	21	24	network	network	NOUN
aiti-14075	21	25	(	(	PUNCT
aiti-14075	21	26	faster	fast	ADJ
aiti-14075	21	27	r	r	X
aiti-14075	21	28	-	-	PUNCT
aiti-14075	21	29	cnn	cnn	NOUN
aiti-14075	21	30	)	)	PUNCT
aiti-14075	21	31	with	with	ADP
aiti-14075	21	32	an	an	DET
aiti-14075	21	33	accuracy	accuracy	NOUN
aiti-14075	21	34	of	of	ADP
aiti-14075	21	35	77.9	77.9	NUM
aiti-14075	21	36	%	%	NOUN
aiti-14075	21	37	[	[	X
aiti-14075	21	38	13	13	NUM
aiti-14075	21	39	]	]	PUNCT
aiti-14075	21	40	.	.	PUNCT
aiti-14075	22	1	another	another	DET
aiti-14075	22	2	study	study	NOUN
aiti-14075	22	3	detected	detect	VERB
aiti-14075	22	4	taxi	taxi	NOUN
aiti-14075	22	5	parking	parking	NOUN
aiti-14075	22	6	violations	violation	NOUN
aiti-14075	22	7	by	by	ADP
aiti-14075	22	8	applying	apply	VERB
aiti-14075	22	9	semantic	semantic	ADJ
aiti-14075	22	10	segmentation	segmentation	NOUN
aiti-14075	22	11	of	of	ADP
aiti-14075	22	12	pspnet	pspnet	NOUN
aiti-14075	22	13	and	and	CCONJ
aiti-14075	22	14	yolov3	yolov3	PROPN
aiti-14075	22	15	,	,	PUNCT
aiti-14075	22	16	resulting	result	VERB
aiti-14075	22	17	in	in	ADP
aiti-14075	22	18	an	an	DET
aiti-14075	22	19	accuracy	accuracy	NOUN
aiti-14075	22	20	of	of	ADP
aiti-14075	22	21	96.1	96.1	NUM
aiti-14075	22	22	%	%	NOUN
aiti-14075	22	23	[	[	X
aiti-14075	22	24	14	14	NUM
aiti-14075	22	25	]	]	PUNCT
aiti-14075	22	26	.	.	PUNCT
aiti-14075	23	1	in	in	ADP
aiti-14075	23	2	addition	addition	NOUN
aiti-14075	23	3	,	,	PUNCT
aiti-14075	23	4	some	some	DET
aiti-14075	23	5	studies	study	NOUN
aiti-14075	23	6	detect	detect	VERB
aiti-14075	23	7	parking	parking	NOUN
aiti-14075	23	8	violations	violation	NOUN
aiti-14075	23	9	by	by	ADP
aiti-14075	23	10	using	use	VERB
aiti-14075	23	11	region	region	NOUN
aiti-14075	23	12	of	of	ADP
aiti-14075	23	13	interest	interest	NOUN
aiti-14075	23	14	(	(	PUNCT
aiti-14075	23	15	roi	roi	NOUN
aiti-14075	23	16	)	)	PUNCT
aiti-14075	23	17	to	to	PART
aiti-14075	23	18	define	define	VERB
aiti-14075	23	19	parking	parking	NOUN
aiti-14075	23	20	restriction	restriction	NOUN
aiti-14075	23	21	zones	zone	NOUN
aiti-14075	23	22	.	.	PUNCT
aiti-14075	24	1	akhawaji	akhawaji	PROPN
aiti-14075	24	2	et	et	PROPN
aiti-14075	24	3	al	al	PROPN
aiti-14075	24	4	.	.	PUNCT
aiti-14075	25	1	[	[	X
aiti-14075	25	2	15	15	NUM
aiti-14075	25	3	]	]	X
aiti-14075	25	4	detected	detect	VERB
aiti-14075	25	5	and	and	CCONJ
aiti-14075	25	6	tracked	track	VERB
aiti-14075	25	7	vehicles	vehicle	NOUN
aiti-14075	25	8	using	use	VERB
aiti-14075	25	9	a	a	DET
aiti-14075	25	10	gaussian	gaussian	ADJ
aiti-14075	25	11	mixture	mixture	NOUN
aiti-14075	25	12	model	model	NOUN
aiti-14075	25	13	and	and	CCONJ
aiti-14075	25	14	kalman	kalman	PROPN
aiti-14075	25	15	filter	filter	PROPN
aiti-14075	25	16	,	,	PUNCT
aiti-14075	25	17	marking	mark	VERB
aiti-14075	25	18	vehicles	vehicle	NOUN
aiti-14075	25	19	as	as	ADP
aiti-14075	25	20	violators	violator	NOUN
aiti-14075	25	21	if	if	SCONJ
aiti-14075	25	22	stayed	stay	VERB
aiti-14075	25	23	within	within	ADP
aiti-14075	25	24	the	the	DET
aiti-14075	25	25	roi	roi	NOUN
aiti-14075	25	26	for	for	ADP
aiti-14075	25	27	more	more	ADJ
aiti-14075	25	28	than	than	ADP
aiti-14075	25	29	sixty	sixty	NUM
aiti-14075	25	30	seconds	second	NOUN
aiti-14075	25	31	without	without	ADP
aiti-14075	25	32	moving	move	VERB
aiti-14075	25	33	,	,	PUNCT
aiti-14075	25	34	reaching	reach	VERB
aiti-14075	25	35	the	the	DET
aiti-14075	25	36	f1	f1	NOUN
aiti-14075	25	37	-	-	PUNCT
aiti-14075	25	38	measure	measure	NOUN
aiti-14075	25	39	of	of	ADP
aiti-14075	25	40	88	88	NUM
aiti-14075	25	41	%	%	NOUN
aiti-14075	25	42	.	.	PUNCT
aiti-14075	26	1	similarly	similarly	ADV
aiti-14075	26	2	,	,	PUNCT
aiti-14075	26	3	a	a	DET
aiti-14075	26	4	different	different	ADJ
aiti-14075	26	5	study	study	NOUN
aiti-14075	26	6	applied	apply	VERB
aiti-14075	26	7	mobilenet	mobilenet	NOUN
aiti-14075	26	8	to	to	PART
aiti-14075	26	9	detect	detect	VERB
aiti-14075	26	10	violations	violation	NOUN
aiti-14075	26	11	when	when	SCONJ
aiti-14075	26	12	vehicles	vehicle	NOUN
aiti-14075	26	13	remained	remain	VERB
aiti-14075	26	14	in	in	ADP
aiti-14075	26	15	the	the	DET
aiti-14075	26	16	roi	roi	NOUN
aiti-14075	26	17	for	for	ADP
aiti-14075	26	18	one	one	NUM
aiti-14075	26	19	minute	minute	NOUN
aiti-14075	26	20	,	,	PUNCT
aiti-14075	26	21	eliciting	elicit	VERB
aiti-14075	26	22	a	a	DET
aiti-14075	26	23	precision	precision	NOUN
aiti-14075	26	24	of	of	ADP
aiti-14075	26	25	98.7	98.7	NUM
aiti-14075	26	26	%	%	NOUN
aiti-14075	26	27	[	[	X
aiti-14075	26	28	16	16	NUM
aiti-14075	26	29	]	]	PUNCT
aiti-14075	26	30	.	.	PUNCT
aiti-14075	27	1	further	further	ADJ
aiti-14075	27	2	research	research	NOUN
aiti-14075	27	3	also	also	ADV
aiti-14075	27	4	detected	detect	VERB
aiti-14075	27	5	double	double	ADJ
aiti-14075	27	6	parking	parking	NOUN
aiti-14075	27	7	by	by	ADP
aiti-14075	27	8	employing	employ	VERB
aiti-14075	27	9	background	background	NOUN
aiti-14075	27	10	subtraction	subtraction	NOUN
aiti-14075	27	11	to	to	PART
aiti-14075	27	12	identify	identify	VERB
aiti-14075	27	13	vehicles	vehicle	NOUN
aiti-14075	27	14	in	in	ADP
aiti-14075	27	15	the	the	DET
aiti-14075	27	16	roi	roi	NOUN
aiti-14075	27	17	,	,	PUNCT
aiti-14075	27	18	declaring	declare	VERB
aiti-14075	27	19	a	a	DET
aiti-14075	27	20	violation	violation	NOUN
aiti-14075	27	21	if	if	SCONJ
aiti-14075	27	22	the	the	DET
aiti-14075	27	23	vehicle	vehicle	NOUN
aiti-14075	27	24	was	be	AUX
aiti-14075	27	25	stationary	stationary	ADJ
aiti-14075	27	26	for	for	ADP
aiti-14075	27	27	more	more	ADJ
aiti-14075	27	28	than	than	ADP
aiti-14075	27	29	six	six	NUM
aiti-14075	27	30	counts	count	NOUN
aiti-14075	27	31	,	,	PUNCT
aiti-14075	27	32	achieving	achieve	VERB
aiti-14075	27	33	91	91	NUM
aiti-14075	27	34	%	%	NOUN
aiti-14075	27	35	accuracy	accuracy	NOUN
aiti-14075	27	36	[	[	X
aiti-14075	27	37	17	17	NUM
aiti-14075	27	38	]	]	PUNCT
aiti-14075	27	39	.	.	PUNCT
aiti-14075	28	1	another	another	DET
aiti-14075	28	2	study	study	NOUN
aiti-14075	28	3	defined	define	VERB
aiti-14075	28	4	parking	parking	NOUN
aiti-14075	28	5	areas	area	NOUN
aiti-14075	28	6	using	use	VERB
aiti-14075	28	7	roi	roi	NOUN
aiti-14075	28	8	,	,	PUNCT
aiti-14075	28	9	detecting	detect	VERB
aiti-14075	28	10	violations	violation	NOUN
aiti-14075	28	11	when	when	SCONJ
aiti-14075	28	12	vehicles	vehicle	NOUN
aiti-14075	28	13	were	be	AUX
aiti-14075	28	14	parked	park	VERB
aiti-14075	28	15	outside	outside	ADP
aiti-14075	28	16	the	the	DET
aiti-14075	28	17	designated	designate	VERB
aiti-14075	28	18	area	area	NOUN
aiti-14075	28	19	,	,	PUNCT
aiti-14075	28	20	resulting	result	VERB
aiti-14075	28	21	in	in	ADP
aiti-14075	28	22	a	a	DET
aiti-14075	28	23	precision	precision	NOUN
aiti-14075	28	24	and	and	CCONJ
aiti-14075	28	25	recall	recall	NOUN
aiti-14075	28	26	of	of	ADP
aiti-14075	28	27	97	97	NUM
aiti-14075	28	28	%	%	NOUN
aiti-14075	28	29	and	and	CCONJ
aiti-14075	28	30	95	95	NUM
aiti-14075	28	31	%	%	NOUN
aiti-14075	28	32	,	,	PUNCT
aiti-14075	28	33	respectively	respectively	ADV
aiti-14075	28	34	[	[	X
aiti-14075	28	35	18	18	NUM
aiti-14075	28	36	]	]	PUNCT
aiti-14075	28	37	.	.	PUNCT
aiti-14075	29	1	these	these	DET
aiti-14075	29	2	studies	study	NOUN
aiti-14075	29	3	demonstrate	demonstrate	VERB
aiti-14075	29	4	that	that	SCONJ
aiti-14075	29	5	the	the	DET
aiti-14075	29	6	use	use	NOUN
aiti-14075	29	7	of	of	ADP
aiti-14075	29	8	roi	roi	NOUN
aiti-14075	29	9	is	be	AUX
aiti-14075	29	10	an	an	DET
aiti-14075	29	11	effective	effective	ADJ
aiti-14075	29	12	approach	approach	NOUN
aiti-14075	29	13	for	for	ADP
aiti-14075	29	14	detecting	detect	VERB
aiti-14075	29	15	vehicle	vehicle	NOUN
aiti-14075	29	16	parking	parking	NOUN
aiti-14075	29	17	violations	violation	NOUN
aiti-14075	29	18	.	.	PUNCT
aiti-14075	30	1	however	however	ADV
aiti-14075	30	2	,	,	PUNCT
aiti-14075	30	3	the	the	DET
aiti-14075	30	4	focus	focus	NOUN
aiti-14075	30	5	of	of	ADP
aiti-14075	30	6	these	these	DET
aiti-14075	30	7	studies	study	NOUN
aiti-14075	30	8	has	have	AUX
aiti-14075	30	9	primarily	primarily	ADV
aiti-14075	30	10	been	be	AUX
aiti-14075	30	11	on	on	ADP
aiti-14075	30	12	cars	car	NOUN
aiti-14075	30	13	.	.	PUNCT
aiti-14075	31	1	one	one	NUM
aiti-14075	31	2	notable	notable	ADJ
aiti-14075	31	3	study	study	NOUN
aiti-14075	31	4	related	relate	VERB
aiti-14075	31	5	to	to	ADP
aiti-14075	31	6	motorcycle	motorcycle	NOUN
aiti-14075	31	7	parking	parking	NOUN
aiti-14075	31	8	violations	violation	NOUN
aiti-14075	31	9	,	,	PUNCT
aiti-14075	31	10	conducted	conduct	VERB
aiti-14075	31	11	by	by	ADP
aiti-14075	31	12	hernández	hernández	PROPN
aiti-14075	31	13	-	-	PUNCT
aiti-14075	31	14	díaz	díaz	NOUN
aiti-14075	31	15	et	et	PROPN
aiti-14075	31	16	al	al	PROPN
aiti-14075	31	17	.	.	PUNCT
aiti-14075	32	1	[	[	X
aiti-14075	32	2	19	19	NUM
aiti-14075	32	3	]	]	PUNCT
aiti-14075	32	4	detected	detect	VERB
aiti-14075	32	5	motorcycle	motorcycle	NOUN
aiti-14075	32	6	violations	violation	NOUN
aiti-14075	32	7	in	in	ADP
aiti-14075	32	8	pedestrian	pedestrian	NOUN
aiti-14075	32	9	zones	zone	NOUN
aiti-14075	32	10	by	by	ADP
aiti-14075	32	11	classifying	classify	VERB
aiti-14075	32	12	data	datum	NOUN
aiti-14075	32	13	into	into	ADP
aiti-14075	32	14	four	four	NUM
aiti-14075	32	15	categories	category	NOUN
aiti-14075	32	16	:	:	PUNCT
aiti-14075	32	17	motorcycles	motorcycle	NOUN
aiti-14075	32	18	with	with	ADP
aiti-14075	32	19	motorcyclists	motorcyclist	NOUN
aiti-14075	32	20	in	in	ADP
aiti-14075	32	21	crosswalks	crosswalk	NOUN
aiti-14075	32	22	,	,	PUNCT
aiti-14075	32	23	motorcycles	motorcycle	NOUN
aiti-14075	32	24	with	with	ADP
aiti-14075	32	25	motorcyclists	motorcyclist	NOUN
aiti-14075	32	26	outside	outside	ADP
aiti-14075	32	27	crosswalks	crosswalk	NOUN
aiti-14075	32	28	,	,	PUNCT
aiti-14075	32	29	pedestrians	pedestrian	NOUN
aiti-14075	32	30	in	in	ADP
aiti-14075	32	31	crosswalks	crosswalk	NOUN
aiti-14075	32	32	,	,	PUNCT
aiti-14075	32	33	and	and	CCONJ
aiti-14075	32	34	only	only	ADV
aiti-14075	32	35	motorcycles	motorcycle	NOUN
aiti-14075	32	36	outside	outside	ADP
aiti-14075	32	37	crosswalks	crosswalk	NOUN
aiti-14075	32	38	.	.	PUNCT
aiti-14075	33	1	this	this	DET
aiti-14075	33	2	study	study	NOUN
aiti-14075	33	3	employed	employ	VERB
aiti-14075	33	4	yolov8	yolov8	NOUN
aiti-14075	33	5	,	,	PUNCT
aiti-14075	33	6	single	single	ADJ
aiti-14075	33	7	shot	shot	NOUN
aiti-14075	33	8	multibox	multibox	NOUN
aiti-14075	33	9	detector	detector	NOUN
aiti-14075	33	10	(	(	PUNCT
aiti-14075	33	11	ssd	ssd	NOUN
aiti-14075	33	12	)	)	PUNCT
aiti-14075	33	13	,	,	PUNCT
aiti-14075	33	14	and	and	CCONJ
aiti-14075	33	15	mobilenet	mobilenet	NOUN
aiti-14075	33	16	,	,	PUNCT
aiti-14075	33	17	with	with	ADP
aiti-14075	33	18	yolov8	yolov8	NOUN
aiti-14075	33	19	achieving	achieve	VERB
aiti-14075	33	20	the	the	DET
aiti-14075	33	21	highest	high	ADJ
aiti-14075	33	22	mean	mean	ADJ
aiti-14075	33	23	average	average	ADJ
aiti-14075	33	24	precision	precision	NOUN
aiti-14075	33	25	(	(	PUNCT
aiti-14075	33	26	map	map	NOUN
aiti-14075	33	27	)	)	PUNCT
aiti-14075	33	28	of	of	ADP
aiti-14075	33	29	84.6	84.6	NUM
aiti-14075	33	30	%	%	NOUN
aiti-14075	33	31	.	.	PUNCT
aiti-14075	34	1	these	these	DET
aiti-14075	34	2	findings	finding	NOUN
aiti-14075	34	3	,	,	PUNCT
aiti-14075	34	4	along	along	ADP
aiti-14075	34	5	with	with	ADP
aiti-14075	34	6	the	the	DET
aiti-14075	34	7	research	research	NOUN
aiti-14075	34	8	presented	present	VERB
aiti-14075	34	9	by	by	ADP
aiti-14075	34	10	yang	yang	PROPN
aiti-14075	34	11	and	and	CCONJ
aiti-14075	34	12	yu	yu	PRON
aiti-14075	35	1	[	[	X
aiti-14075	35	2	14	14	NUM
aiti-14075	35	3	]	]	PUNCT
aiti-14075	35	4	,	,	PUNCT
aiti-14075	35	5	highlight	highlight	VERB
aiti-14075	35	6	that	that	SCONJ
aiti-14075	35	7	yolo	yolo	PROPN
aiti-14075	35	8	proves	prove	VERB
aiti-14075	35	9	to	to	PART
aiti-14075	35	10	be	be	AUX
aiti-14075	35	11	an	an	DET
aiti-14075	35	12	effective	effective	ADJ
aiti-14075	35	13	method	method	NOUN
aiti-14075	35	14	for	for	ADP
aiti-14075	35	15	object	object	NOUN
aiti-14075	35	16	detection	detection	NOUN
aiti-14075	35	17	,	,	PUNCT
aiti-14075	35	18	demonstrating	demonstrate	VERB
aiti-14075	35	19	its	its	PRON
aiti-14075	35	20	capability	capability	NOUN
aiti-14075	35	21	to	to	PART
aiti-14075	35	22	accurately	accurately	ADV
aiti-14075	35	23	identify	identify	VERB
aiti-14075	35	24	parking	parking	NOUN
aiti-14075	35	25	violations	violation	NOUN
aiti-14075	35	26	across	across	ADP
aiti-14075	35	27	different	different	ADJ
aiti-14075	35	28	contexts	contexts	NOUN
aiti-14075	35	29	.	.	PUNCT
aiti-14075	36	1	meanwhile	meanwhile	ADV
aiti-14075	36	2	,	,	PUNCT
aiti-14075	36	3	wang	wang	PROPN
aiti-14075	36	4	et	et	PROPN
aiti-14075	36	5	al	al	PROPN
aiti-14075	36	6	.	.	PUNCT
aiti-14075	37	1	[	[	X
aiti-14075	37	2	20	20	NUM
aiti-14075	37	3	]	]	PUNCT
aiti-14075	37	4	used	use	VERB
aiti-14075	37	5	block	block	NOUN
aiti-14075	37	6	matching	matching	NOUN
aiti-14075	37	7	and	and	CCONJ
aiti-14075	37	8	motion	motion	NOUN
aiti-14075	37	9	detection	detection	NOUN
aiti-14075	37	10	techniques	technique	NOUN
aiti-14075	37	11	to	to	PART
aiti-14075	37	12	identify	identify	VERB
aiti-14075	37	13	violations	violation	NOUN
aiti-14075	37	14	involving	involve	VERB
aiti-14075	37	15	twowheeled	twowheele	VERB
aiti-14075	37	16	vehicles	vehicle	NOUN
aiti-14075	37	17	such	such	ADJ
aiti-14075	37	18	as	as	ADP
aiti-14075	37	19	bicycles	bicycle	NOUN
aiti-14075	37	20	,	,	PUNCT
aiti-14075	37	21	classifying	classify	VERB
aiti-14075	37	22	violations	violation	NOUN
aiti-14075	37	23	when	when	SCONJ
aiti-14075	37	24	these	these	DET
aiti-14075	37	25	vehicles	vehicle	NOUN
aiti-14075	37	26	remained	remain	VERB
aiti-14075	37	27	outside	outside	ADP
aiti-14075	37	28	the	the	DET
aiti-14075	37	29	parking	parking	NOUN
aiti-14075	37	30	area	area	NOUN
aiti-14075	37	31	for	for	ADP
aiti-14075	37	32	more	more	ADJ
aiti-14075	37	33	than	than	ADP
aiti-14075	37	34	five	five	NUM
aiti-14075	37	35	minutes	minute	NOUN
aiti-14075	37	36	,	,	PUNCT
aiti-14075	37	37	resulting	result	VERB
aiti-14075	37	38	in	in	ADP
aiti-14075	37	39	an	an	DET
aiti-14075	37	40	average	average	ADJ
aiti-14075	37	41	f1	f1	NOUN
aiti-14075	37	42	-	-	PUNCT
aiti-14075	37	43	score	score	NOUN
aiti-14075	37	44	of	of	ADP
aiti-14075	37	45	79	79	NUM
aiti-14075	37	46	%	%	NOUN
aiti-14075	37	47	.	.	PUNCT
aiti-14075	38	1	despite	despite	SCONJ
aiti-14075	38	2	this	this	DET
aiti-14075	38	3	advancement	advancement	NOUN
aiti-14075	38	4	,	,	PUNCT
aiti-14075	38	5	motorcycle	motorcycle	NOUN
aiti-14075	38	6	parking	parking	NOUN
aiti-14075	38	7	violation	violation	NOUN
aiti-14075	38	8	detection	detection	NOUN
aiti-14075	38	9	still	still	ADV
aiti-14075	38	10	presents	present	VERB
aiti-14075	38	11	challenges	challenge	NOUN
aiti-14075	38	12	.	.	PUNCT
aiti-14075	39	1	motorcycles	motorcycle	NOUN
aiti-14075	39	2	are	be	AUX
aiti-14075	39	3	volumetrically	volumetrically	ADV
aiti-14075	39	4	smaller	small	ADJ
aiti-14075	39	5	,	,	PUNCT
aiti-14075	39	6	more	more	ADV
aiti-14075	39	7	maneuverable	maneuverable	ADJ
aiti-14075	39	8	,	,	PUNCT
aiti-14075	39	9	and	and	CCONJ
aiti-14075	39	10	often	often	ADV
aiti-14075	39	11	park	park	VERB
aiti-14075	39	12	in	in	ADP
aiti-14075	39	13	irregular	irregular	ADJ
aiti-14075	39	14	positions	position	NOUN
aiti-14075	39	15	,	,	PUNCT
aiti-14075	39	16	hindering	hinder	VERB
aiti-14075	39	17	the	the	DET
aiti-14075	39	18	reliability	reliability	NOUN
aiti-14075	39	19	of	of	ADP
aiti-14075	39	20	both	both	DET
aiti-14075	39	21	time	time	NOUN
aiti-14075	39	22	-	-	PUNCT
aiti-14075	39	23	based	base	VERB
aiti-14075	39	24	and	and	CCONJ
aiti-14075	39	25	motion	motion	NOUN
aiti-14075	39	26	-	-	PUNCT
aiti-14075	39	27	based	base	VERB
aiti-14075	39	28	detection	detection	NOUN
aiti-14075	39	29	methods	method	NOUN
aiti-14075	39	30	,	,	PUNCT
aiti-14075	39	31	which	which	PRON
aiti-14075	39	32	function	function	VERB
aiti-14075	39	33	well	well	ADV
aiti-14075	39	34	for	for	ADP
aiti-14075	39	35	cars	car	NOUN
aiti-14075	39	36	.	.	PUNCT
aiti-14075	40	1	moreover	moreover	ADV
aiti-14075	40	2	,	,	PUNCT
aiti-14075	40	3	the	the	DET
aiti-14075	40	4	rapid	rapid	ADJ
aiti-14075	40	5	movement	movement	NOUN
aiti-14075	40	6	and	and	CCONJ
aiti-14075	40	7	frequent	frequent	ADJ
aiti-14075	40	8	stops	stop	NOUN
aiti-14075	40	9	of	of	ADP
aiti-14075	40	10	motorcycles	motorcycle	NOUN
aiti-14075	40	11	complicate	complicate	VERB
aiti-14075	40	12	the	the	DET
aiti-14075	40	13	distinction	distinction	NOUN
aiti-14075	40	14	between	between	ADP
aiti-14075	40	15	legal	legal	ADJ
aiti-14075	40	16	and	and	CCONJ
aiti-14075	40	17	illegal	illegal	ADJ
aiti-14075	40	18	parking	parking	NOUN
aiti-14075	40	19	.	.	PUNCT
aiti-14075	41	1	to	to	PART
aiti-14075	41	2	address	address	VERB
aiti-14075	41	3	these	these	DET
aiti-14075	41	4	challenges	challenge	NOUN
aiti-14075	41	5	,	,	PUNCT
aiti-14075	41	6	this	this	DET
aiti-14075	41	7	study	study	NOUN
aiti-14075	41	8	focuses	focus	VERB
aiti-14075	41	9	on	on	ADP
aiti-14075	41	10	detecting	detect	VERB
aiti-14075	41	11	motorcycle	motorcycle	NOUN
aiti-14075	41	12	parking	parking	NOUN
aiti-14075	41	13	violations	violation	NOUN
aiti-14075	41	14	in	in	ADP
aiti-14075	41	15	restricted	restricted	ADJ
aiti-14075	41	16	areas	area	NOUN
aiti-14075	41	17	that	that	PRON
aiti-14075	41	18	are	be	AUX
aiti-14075	41	19	unsupervised	unsupervise	VERB
aiti-14075	41	20	by	by	ADP
aiti-14075	41	21	officers	officer	NOUN
aiti-14075	41	22	.	.	PUNCT
aiti-14075	42	1	the	the	DET
aiti-14075	42	2	proposed	propose	VERB
aiti-14075	42	3	method	method	NOUN
aiti-14075	42	4	entails	entail	VERB
aiti-14075	42	5	creating	create	VERB
aiti-14075	42	6	a	a	DET
aiti-14075	42	7	classification	classification	NOUN
aiti-14075	42	8	model	model	NOUN
aiti-14075	42	9	using	use	VERB
aiti-14075	42	10	yolov7	yolov7	NOUN
aiti-14075	42	11	to	to	PART
aiti-14075	42	12	identify	identify	VERB
aiti-14075	42	13	objects	object	NOUN
aiti-14075	42	14	in	in	ADP
aiti-14075	42	15	the	the	DET
aiti-14075	42	16	parking	parking	NOUN
aiti-14075	42	17	area	area	NOUN
aiti-14075	42	18	,	,	PUNCT
aiti-14075	42	19	including	include	VERB
aiti-14075	42	20	parked	park	VERB
aiti-14075	42	21	motorcycles	motorcycle	NOUN
aiti-14075	42	22	,	,	PUNCT
aiti-14075	42	23	non	non	ADJ
aiti-14075	42	24	-	-	ADJ
aiti-14075	42	25	parked	parked	ADJ
aiti-14075	42	26	motorcycles	motorcycle	NOUN
aiti-14075	42	27	,	,	PUNCT
aiti-14075	42	28	and	and	CCONJ
aiti-14075	42	29	persons	person	NOUN
aiti-14075	42	30	.	.	PUNCT
aiti-14075	43	1	this	this	DET
aiti-14075	43	2	model	model	NOUN
aiti-14075	43	3	is	be	AUX
aiti-14075	43	4	specifically	specifically	ADV
aiti-14075	43	5	designed	design	VERB
aiti-14075	43	6	for	for	ADP
aiti-14075	43	7	rapid	rapid	ADJ
aiti-14075	43	8	detection	detection	NOUN
aiti-14075	43	9	of	of	ADP
aiti-14075	43	10	potential	potential	ADJ
aiti-14075	43	11	parking	parking	NOUN
aiti-14075	43	12	violations	violation	NOUN
aiti-14075	43	13	,	,	PUNCT
aiti-14075	43	14	such	such	ADJ
aiti-14075	43	15	as	as	ADP
aiti-14075	43	16	driverless	driverless	ADJ
aiti-14075	43	17	parked	park	VERB
aiti-14075	43	18	motorcycles	motorcycle	NOUN
aiti-14075	43	19	,	,	PUNCT
aiti-14075	43	20	without	without	ADP
aiti-14075	43	21	requiring	require	VERB
aiti-14075	43	22	time	time	NOUN
aiti-14075	43	23	-	-	PUNCT
aiti-14075	43	24	based	base	VERB
aiti-14075	43	25	vehicle	vehicle	NOUN
aiti-14075	43	26	monitoring	monitoring	NOUN
aiti-14075	43	27	.	.	PUNCT
aiti-14075	44	1	furthermore	furthermore	ADV
aiti-14075	44	2	,	,	PUNCT
aiti-14075	44	3	roi	roi	NOUN
aiti-14075	44	4	is	be	AUX
aiti-14075	44	5	established	establish	VERB
aiti-14075	44	6	for	for	ADP
aiti-14075	44	7	the	the	DET
aiti-14075	44	8	restricted	restricted	ADJ
aiti-14075	44	9	parking	parking	NOUN
aiti-14075	44	10	area	area	NOUN
aiti-14075	44	11	,	,	PUNCT
aiti-14075	44	12	and	and	CCONJ
aiti-14075	44	13	the	the	DET
aiti-14075	44	14	area	area	NOUN
aiti-14075	44	15	of	of	ADP
aiti-14075	44	16	the	the	DET
aiti-14075	44	17	parking	parking	NOUN
aiti-14075	44	18	object	object	NOUN
aiti-14075	44	19	within	within	ADP
aiti-14075	44	20	this	this	DET
aiti-14075	44	21	roi	roi	NOUN
aiti-14075	44	22	is	be	AUX
aiti-14075	44	23	calculated	calculate	VERB
aiti-14075	44	24	.	.	PUNCT
aiti-14075	45	1	a	a	DET
aiti-14075	45	2	violation	violation	NOUN
aiti-14075	45	3	is	be	AUX
aiti-14075	45	4	flagged	flag	VERB
aiti-14075	45	5	if	if	SCONJ
aiti-14075	45	6	the	the	DET
aiti-14075	45	7	area	area	NOUN
aiti-14075	45	8	occupied	occupy	VERB
aiti-14075	45	9	by	by	ADP
aiti-14075	45	10	the	the	DET
aiti-14075	45	11	parking	parking	NOUN
aiti-14075	45	12	object	object	NOUN
aiti-14075	45	13	within	within	ADP
aiti-14075	45	14	the	the	DET
aiti-14075	45	15	roi	roi	NOUN
aiti-14075	45	16	reaches	reach	VERB
aiti-14075	45	17	50	50	NUM
aiti-14075	45	18	%	%	NOUN
aiti-14075	45	19	or	or	CCONJ
aiti-14075	45	20	more	more	ADJ
aiti-14075	45	21	.	.	PUNCT
aiti-14075	46	1	this	this	DET
aiti-14075	46	2	areabased	areabase	VERB
aiti-14075	46	3	approach	approach	NOUN
aiti-14075	46	4	aims	aim	VERB
aiti-14075	46	5	to	to	PART
aiti-14075	46	6	ensure	ensure	VERB
aiti-14075	46	7	accurate	accurate	ADJ
aiti-14075	46	8	detection	detection	NOUN
aiti-14075	46	9	of	of	ADP
aiti-14075	46	10	violations	violation	NOUN
aiti-14075	46	11	,	,	PUNCT
aiti-14075	46	12	even	even	ADV
aiti-14075	46	13	for	for	ADP
aiti-14075	46	14	objects	object	NOUN
aiti-14075	46	15	that	that	PRON
aiti-14075	46	16	are	be	AUX
aiti-14075	46	17	not	not	PART
aiti-14075	46	18	entirely	entirely	ADV
aiti-14075	46	19	within	within	ADP
aiti-14075	46	20	the	the	DET
aiti-14075	46	21	roi	roi	NOUN
aiti-14075	46	22	but	but	CCONJ
aiti-14075	46	23	still	still	ADV
aiti-14075	46	24	in	in	ADP
aiti-14075	46	25	violation	violation	NOUN
aiti-14075	46	26	.	.	PUNCT
aiti-14075	47	1	the	the	DET
aiti-14075	47	2	study	study	NOUN
aiti-14075	47	3	aims	aim	VERB
aiti-14075	47	4	to	to	PART
aiti-14075	47	5	enhance	enhance	VERB
aiti-14075	47	6	the	the	DET
aiti-14075	47	7	efficiency	efficiency	NOUN
aiti-14075	47	8	of	of	ADP
aiti-14075	47	9	motorcycle	motorcycle	NOUN
aiti-14075	47	10	parking	parking	NOUN
aiti-14075	47	11	violation	violation	NOUN
aiti-14075	47	12	detection	detection	NOUN
aiti-14075	47	13	and	and	CCONJ
aiti-14075	47	14	improve	improve	VERB
aiti-14075	47	15	parking	parking	NOUN
aiti-14075	47	16	management	management	NOUN
aiti-14075	47	17	,	,	PUNCT
aiti-14075	47	18	ultimately	ultimately	ADV
aiti-14075	47	19	contributing	contribute	VERB
aiti-14075	47	20	to	to	PART
aiti-14075	47	21	safer	safe	ADJ
aiti-14075	47	22	and	and	CCONJ
aiti-14075	47	23	more	more	ADV
aiti-14075	47	24	organized	organized	ADJ
aiti-14075	47	25	urban	urban	ADJ
aiti-14075	47	26	environments	environment	NOUN
aiti-14075	47	27	.	.	PUNCT
aiti-14075	48	1	2	2	X
aiti-14075	48	2	.	.	X
aiti-14075	48	3	research	research	NOUN
aiti-14075	48	4	methods	method	NOUN
aiti-14075	48	5	the	the	DET
aiti-14075	48	6	research	research	NOUN
aiti-14075	48	7	methods	method	NOUN
aiti-14075	48	8	consist	consist	VERB
aiti-14075	48	9	of	of	ADP
aiti-14075	48	10	data	data	NOUN
aiti-14075	48	11	acquisition	acquisition	NOUN
aiti-14075	48	12	,	,	PUNCT
aiti-14075	48	13	preprocessing	preprocessing	NOUN
aiti-14075	48	14	and	and	CCONJ
aiti-14075	48	15	data	datum	NOUN
aiti-14075	48	16	augmentation	augmentation	NOUN
aiti-14075	48	17	,	,	PUNCT
aiti-14075	48	18	annotation	annotation	NOUN
aiti-14075	48	19	,	,	PUNCT
aiti-14075	48	20	split	split	ADJ
aiti-14075	48	21	data	datum	NOUN
aiti-14075	48	22	,	,	PUNCT
aiti-14075	48	23	classification	classification	NOUN
aiti-14075	48	24	,	,	PUNCT
aiti-14075	48	25	violation	violation	NOUN
aiti-14075	48	26	detection	detection	NOUN
aiti-14075	48	27	,	,	PUNCT
aiti-14075	48	28	implementation	implementation	NOUN
aiti-14075	48	29	,	,	PUNCT
aiti-14075	48	30	and	and	CCONJ
aiti-14075	48	31	evaluation	evaluation	NOUN
aiti-14075	48	32	.	.	PUNCT
aiti-14075	49	1	the	the	DET
aiti-14075	49	2	methods	method	NOUN
aiti-14075	49	3	of	of	ADP
aiti-14075	49	4	the	the	DET
aiti-14075	49	5	research	research	NOUN
aiti-14075	49	6	are	be	AUX
aiti-14075	49	7	graphically	graphically	ADV
aiti-14075	49	8	depicted	depict	VERB
aiti-14075	49	9	in	in	ADP
aiti-14075	49	10	fig	fig	NOUN
aiti-14075	49	11	.	.	PUNCT
aiti-14075	50	1	1	1	NUM
aiti-14075	50	2	,	,	PUNCT
aiti-14075	50	3	in	in	ADP
aiti-14075	50	4	which	which	PRON
aiti-14075	50	5	the	the	DET
aiti-14075	50	6	area	area	NOUN
aiti-14075	50	7	with	with	ADP
aiti-14075	50	8	the	the	DET
aiti-14075	50	9	red	red	ADJ
aiti-14075	50	10	line	line	NOUN
aiti-14075	50	11	indicates	indicate	VERB
aiti-14075	50	12	the	the	DET
aiti-14075	50	13	main	main	ADJ
aiti-14075	50	14	focus	focus	NOUN
aiti-14075	50	15	of	of	ADP
aiti-14075	50	16	the	the	DET
aiti-14075	50	17	proposed	propose	VERB
aiti-14075	50	18	method	method	NOUN
aiti-14075	50	19	for	for	ADP
aiti-14075	50	20	detecting	detect	VERB
aiti-14075	50	21	motorcycle	motorcycle	NOUN
aiti-14075	50	22	parking	parking	NOUN
aiti-14075	50	23	violations	violation	NOUN
aiti-14075	50	24	.	.	PUNCT
aiti-14075	51	1	advances	advance	NOUN
aiti-14075	51	2	in	in	ADP
aiti-14075	51	3	technology	technology	NOUN
aiti-14075	51	4	innovation	innovation	NOUN
aiti-14075	51	5	,	,	PUNCT
aiti-14075	51	6	vol	vol	NOUN
aiti-14075	51	7	.	.	PROPN
aiti-14075	52	1	10	10	NUM
aiti-14075	52	2	,	,	PUNCT
aiti-14075	52	3	no	no	INTJ
aiti-14075	52	4	.	.	NOUN
aiti-14075	52	5	1	1	NUM
aiti-14075	52	6	,	,	PUNCT
aiti-14075	52	7	2025	2025	NUM
aiti-14075	52	8	,	,	PUNCT
aiti-14075	52	9	pp	pp	ADJ
aiti-14075	52	10	.	.	PUNCT
aiti-14075	53	1	29	29	NUM
aiti-14075	53	2	-	-	SYM
aiti-14075	53	3	43	43	NUM
aiti-14075	53	4	31	31	NUM
aiti-14075	53	5	fig	fig	NOUN
aiti-14075	53	6	.	.	PUNCT
aiti-14075	53	7	1	1	NUM
aiti-14075	54	1	the	the	DET
aiti-14075	54	2	research	research	NOUN
aiti-14075	54	3	methods	method	NOUN
aiti-14075	54	4	2.1	2.1	NUM
aiti-14075	54	5	.	.	PUNCT
aiti-14075	55	1	data	datum	NOUN
aiti-14075	55	2	acquisition	acquisition	NOUN
aiti-14075	55	3	the	the	DET
aiti-14075	55	4	data	data	NOUN
aiti-14075	55	5	consists	consist	VERB
aiti-14075	55	6	of	of	ADP
aiti-14075	55	7	photos	photo	NOUN
aiti-14075	55	8	and	and	CCONJ
aiti-14075	55	9	videos	video	NOUN
aiti-14075	55	10	showing	show	VERB
aiti-14075	55	11	activities	activity	NOUN
aiti-14075	55	12	in	in	ADP
aiti-14075	55	13	the	the	DET
aiti-14075	55	14	parking	parking	NOUN
aiti-14075	55	15	lot	lot	NOUN
aiti-14075	55	16	area	area	NOUN
aiti-14075	55	17	in	in	ADP
aiti-14075	55	18	front	front	NOUN
aiti-14075	55	19	of	of	ADP
aiti-14075	55	20	the	the	DET
aiti-14075	55	21	teknol	teknol	NOUN
aiti-14075	55	22	building	building	NOUN
aiti-14075	55	23	of	of	ADP
aiti-14075	55	24	the	the	DET
aiti-14075	55	25	department	department	NOUN
aiti-14075	55	26	of	of	ADP
aiti-14075	55	27	informatics	informatic	NOUN
aiti-14075	55	28	and	and	CCONJ
aiti-14075	55	29	computer	computer	NOUN
aiti-14075	55	30	engineering	engineering	NOUN
aiti-14075	55	31	,	,	PUNCT
aiti-14075	55	32	state	state	NOUN
aiti-14075	55	33	university	university	PROPN
aiti-14075	55	34	of	of	ADP
aiti-14075	55	35	makassar	makassar	PROPN
aiti-14075	55	36	.	.	PUNCT
aiti-14075	56	1	the	the	DET
aiti-14075	56	2	photo	photo	NOUN
aiti-14075	56	3	was	be	AUX
aiti-14075	56	4	taken	take	VERB
aiti-14075	56	5	using	use	VERB
aiti-14075	56	6	a	a	DET
aiti-14075	56	7	smartphone	smartphone	NOUN
aiti-14075	56	8	camera	camera	NOUN
aiti-14075	56	9	with	with	ADP
aiti-14075	56	10	a	a	DET
aiti-14075	56	11	total	total	NOUN
aiti-14075	56	12	of	of	ADP
aiti-14075	56	13	600	600	NUM
aiti-14075	56	14	images	image	NOUN
aiti-14075	56	15	,	,	PUNCT
aiti-14075	56	16	while	while	SCONJ
aiti-14075	56	17	the	the	DET
aiti-14075	56	18	video	video	NOUN
aiti-14075	56	19	was	be	AUX
aiti-14075	56	20	taken	take	VERB
aiti-14075	56	21	using	use	VERB
aiti-14075	56	22	a	a	DET
aiti-14075	56	23	webcam	webcam	NOUN
aiti-14075	56	24	with	with	ADP
aiti-14075	56	25	a	a	DET
aiti-14075	56	26	resolution	resolution	NOUN
aiti-14075	56	27	size	size	NOUN
aiti-14075	56	28	of	of	ADP
aiti-14075	56	29	1080	1080	NUM
aiti-14075	56	30	×	×	NOUN
aiti-14075	56	31	1920	1920	NUM
aiti-14075	56	32	pixels	pixel	NOUN
aiti-14075	56	33	and	and	CCONJ
aiti-14075	56	34	a	a	DET
aiti-14075	56	35	speed	speed	NOUN
aiti-14075	56	36	of	of	ADP
aiti-14075	56	37	30	30	NUM
aiti-14075	56	38	frames	frame	NOUN
aiti-14075	56	39	per	per	ADP
aiti-14075	56	40	second	second	ADJ
aiti-14075	56	41	(	(	PUNCT
aiti-14075	56	42	fps	fps	PROPN
aiti-14075	56	43	)	)	PUNCT
aiti-14075	56	44	,	,	PUNCT
aiti-14075	56	45	consisting	consist	VERB
aiti-14075	56	46	of	of	ADP
aiti-14075	56	47	32	32	NUM
aiti-14075	56	48	videos	video	NOUN
aiti-14075	56	49	with	with	ADP
aiti-14075	56	50	a	a	DET
aiti-14075	56	51	total	total	ADJ
aiti-14075	56	52	duration	duration	NOUN
aiti-14075	56	53	of	of	ADP
aiti-14075	56	54	254	254	NUM
aiti-14075	56	55	minutes	minute	NOUN
aiti-14075	56	56	.	.	PUNCT
aiti-14075	57	1	data	datum	NOUN
aiti-14075	57	2	was	be	AUX
aiti-14075	57	3	collected	collect	VERB
aiti-14075	57	4	from	from	ADP
aiti-14075	57	5	the	the	DET
aiti-14075	57	6	3rd	3rd	ADJ
aiti-14075	57	7	floor	floor	NOUN
aiti-14075	57	8	of	of	ADP
aiti-14075	57	9	the	the	DET
aiti-14075	57	10	teknol	teknol	NOUN
aiti-14075	57	11	building	building	NOUN
aiti-14075	57	12	.	.	PUNCT
aiti-14075	58	1	2.2	2.2	NUM
aiti-14075	58	2	.	.	PUNCT
aiti-14075	58	3	preprocessing	preprocessing	NOUN
aiti-14075	58	4	and	and	CCONJ
aiti-14075	58	5	data	datum	NOUN
aiti-14075	58	6	augmentation	augmentation	NOUN
aiti-14075	58	7	preprocessing	preprocessing	NOUN
aiti-14075	58	8	is	be	AUX
aiti-14075	58	9	the	the	DET
aiti-14075	58	10	stage	stage	NOUN
aiti-14075	58	11	carried	carry	VERB
aiti-14075	58	12	out	out	ADP
aiti-14075	58	13	to	to	PART
aiti-14075	58	14	process	process	VERB
aiti-14075	58	15	raw	raw	ADJ
aiti-14075	58	16	data	datum	NOUN
aiti-14075	58	17	before	before	ADP
aiti-14075	58	18	further	further	ADJ
aiti-14075	58	19	processing	processing	NOUN
aiti-14075	58	20	by	by	ADP
aiti-14075	58	21	an	an	DET
aiti-14075	58	22	algorithm	algorithm	NOUN
aiti-14075	58	23	or	or	CCONJ
aiti-14075	58	24	model	model	NOUN
aiti-14075	58	25	[	[	X
aiti-14075	58	26	21	21	NUM
aiti-14075	58	27	]	]	PUNCT
aiti-14075	58	28	.	.	PUNCT
aiti-14075	59	1	from	from	ADP
aiti-14075	59	2	the	the	DET
aiti-14075	59	3	600	600	NUM
aiti-14075	59	4	images	image	NOUN
aiti-14075	59	5	,	,	PUNCT
aiti-14075	59	6	180	180	NUM
aiti-14075	59	7	images	image	NOUN
aiti-14075	59	8	were	be	AUX
aiti-14075	59	9	selected	select	VERB
aiti-14075	59	10	by	by	ADP
aiti-14075	59	11	only	only	ADV
aiti-14075	59	12	taking	take	VERB
aiti-14075	59	13	images	image	NOUN
aiti-14075	59	14	that	that	PRON
aiti-14075	59	15	have	have	VERB
aiti-14075	59	16	clear	clear	ADJ
aiti-14075	59	17	objects	object	NOUN
aiti-14075	59	18	.	.	PUNCT
aiti-14075	60	1	in	in	ADP
aiti-14075	60	2	addition	addition	NOUN
aiti-14075	60	3	,	,	PUNCT
aiti-14075	60	4	a	a	DET
aiti-14075	60	5	cropping	cropping	NOUN
aiti-14075	60	6	process	process	NOUN
aiti-14075	60	7	was	be	AUX
aiti-14075	60	8	carried	carry	VERB
aiti-14075	60	9	out	out	ADP
aiti-14075	60	10	to	to	PART
aiti-14075	60	11	focus	focus	VERB
aiti-14075	60	12	the	the	DET
aiti-14075	60	13	objects	object	NOUN
aiti-14075	60	14	in	in	ADP
aiti-14075	60	15	the	the	DET
aiti-14075	60	16	image	image	NOUN
aiti-14075	60	17	and	and	CCONJ
aiti-14075	60	18	resize	resize	VERB
aiti-14075	60	19	them	they	PRON
aiti-14075	60	20	to	to	PART
aiti-14075	60	21	reduce	reduce	VERB
aiti-14075	60	22	the	the	DET
aiti-14075	60	23	image	image	NOUN
aiti-14075	60	24	size	size	NOUN
aiti-14075	60	25	.	.	PUNCT
aiti-14075	61	1	concerning	concern	VERB
aiti-14075	61	2	the	the	DET
aiti-14075	61	3	video	video	NOUN
aiti-14075	61	4	data	data	NOUN
aiti-14075	61	5	,	,	PUNCT
aiti-14075	61	6	preprocessing	preprocesse	VERB
aiti-14075	61	7	involved	involve	VERB
aiti-14075	61	8	converting	convert	VERB
aiti-14075	61	9	the	the	DET
aiti-14075	61	10	video	video	NOUN
aiti-14075	61	11	into	into	ADP
aiti-14075	61	12	a	a	DET
aiti-14075	61	13	series	series	NOUN
aiti-14075	61	14	of	of	ADP
aiti-14075	61	15	frames	frame	NOUN
aiti-14075	61	16	,	,	PUNCT
aiti-14075	61	17	where	where	SCONJ
aiti-14075	61	18	2,462	2,462	NUM
aiti-14075	61	19	frames	frame	NOUN
aiti-14075	61	20	were	be	AUX
aiti-14075	61	21	selected	select	VERB
aiti-14075	61	22	.	.	PUNCT
aiti-14075	62	1	furthermore	furthermore	ADV
aiti-14075	62	2	,	,	PUNCT
aiti-14075	62	3	data	datum	NOUN
aiti-14075	62	4	augmentation	augmentation	NOUN
aiti-14075	62	5	was	be	AUX
aiti-14075	62	6	carried	carry	VERB
aiti-14075	62	7	out	out	ADP
aiti-14075	62	8	through	through	ADP
aiti-14075	62	9	the	the	DET
aiti-14075	62	10	flip	flip	ADJ
aiti-14075	62	11	process	process	NOUN
aiti-14075	62	12	,	,	PUNCT
aiti-14075	62	13	which	which	PRON
aiti-14075	62	14	changed	change	VERB
aiti-14075	62	15	the	the	DET
aiti-14075	62	16	horizontal	horizontal	ADJ
aiti-14075	62	17	orientation	orientation	NOUN
aiti-14075	62	18	of	of	ADP
aiti-14075	62	19	the	the	DET
aiti-14075	62	20	image	image	NOUN
aiti-14075	62	21	to	to	PART
aiti-14075	62	22	obtain	obtain	VERB
aiti-14075	62	23	more	more	ADV
aiti-14075	62	24	diverse	diverse	ADJ
aiti-14075	62	25	motorcycle	motorcycle	NOUN
aiti-14075	62	26	position	position	NOUN
aiti-14075	62	27	data	datum	NOUN
aiti-14075	62	28	.	.	PUNCT
aiti-14075	63	1	the	the	DET
aiti-14075	63	2	final	final	ADJ
aiti-14075	63	3	amount	amount	NOUN
aiti-14075	63	4	of	of	ADP
aiti-14075	63	5	data	datum	NOUN
aiti-14075	63	6	used	use	VERB
aiti-14075	63	7	in	in	ADP
aiti-14075	63	8	the	the	DET
aiti-14075	63	9	parking	parking	NOUN
aiti-14075	63	10	,	,	PUNCT
aiti-14075	63	11	non	non	ADJ
aiti-14075	63	12	-	-	ADJ
aiti-14075	63	13	parking	parking	ADJ
aiti-14075	63	14	,	,	PUNCT
aiti-14075	63	15	and	and	CCONJ
aiti-14075	63	16	person	person	NOUN
aiti-14075	63	17	classification	classification	NOUN
aiti-14075	63	18	object	object	NOUN
aiti-14075	63	19	process	process	NOUN
aiti-14075	63	20	is	be	AUX
aiti-14075	63	21	presented	present	VERB
aiti-14075	63	22	in	in	ADP
aiti-14075	63	23	table	table	NOUN
aiti-14075	63	24	1	1	NUM
aiti-14075	63	25	.	.	PUNCT
aiti-14075	63	26	table	table	NOUN
aiti-14075	63	27	1	1	NUM
aiti-14075	63	28	total	total	NOUN
aiti-14075	63	29	data	datum	NOUN
aiti-14075	63	30	used	use	VERB
aiti-14075	63	31	data	datum	NOUN
aiti-14075	63	32	baseline	baseline	PROPN
aiti-14075	63	33	data	datum	NOUN
aiti-14075	63	34	augmentation	augmentation	NOUN
aiti-14075	63	35	data	datum	NOUN
aiti-14075	63	36	total	total	ADJ
aiti-14075	63	37	image	image	NOUN
aiti-14075	63	38	180	180	NUM
aiti-14075	63	39	41	41	NUM
aiti-14075	63	40	221	221	NUM
aiti-14075	63	41	video	video	NOUN
aiti-14075	63	42	frame	frame	NOUN
aiti-14075	63	43	2,462	2,462	NUM
aiti-14075	63	44	617	617	NUM
aiti-14075	63	45	3,079	3,079	NUM
aiti-14075	63	46	total	total	NOUN
aiti-14075	63	47	3,300	3,300	NUM
aiti-14075	63	48	2.3	2.3	NUM
aiti-14075	63	49	.	.	PUNCT
aiti-14075	64	1	annotation	annotation	NOUN
aiti-14075	64	2	(	(	PUNCT
aiti-14075	64	3	a	a	X
aiti-14075	64	4	)	)	PUNCT
aiti-14075	64	5	parking	parking	NOUN
aiti-14075	64	6	(	(	PUNCT
aiti-14075	64	7	b	b	NOUN
aiti-14075	64	8	)	)	PUNCT
aiti-14075	64	9	person	person	NOUN
aiti-14075	64	10	(	(	PUNCT
aiti-14075	64	11	c	c	NOUN
aiti-14075	64	12	)	)	PUNCT
aiti-14075	64	13	non	non	ADJ
aiti-14075	64	14	-	-	ADJ
aiti-14075	64	15	parking	parking	ADJ
aiti-14075	64	16	fig	fig	NOUN
aiti-14075	64	17	.	.	PUNCT
aiti-14075	65	1	2	2	NUM
aiti-14075	65	2	example	example	NOUN
aiti-14075	65	3	of	of	ADP
aiti-14075	65	4	object	object	NOUN
aiti-14075	65	5	classes	class	NOUN
aiti-14075	65	6	for	for	ADP
aiti-14075	65	7	annotation	annotation	NOUN
aiti-14075	65	8	32	32	NUM
aiti-14075	65	9	advances	advance	NOUN
aiti-14075	65	10	in	in	ADP
aiti-14075	65	11	technology	technology	NOUN
aiti-14075	65	12	innovation	innovation	NOUN
aiti-14075	65	13	,	,	PUNCT
aiti-14075	65	14	vol	vol	NOUN
aiti-14075	65	15	.	.	PROPN
aiti-14075	66	1	10	10	NUM
aiti-14075	66	2	,	,	PUNCT
aiti-14075	66	3	no	no	INTJ
aiti-14075	66	4	.	.	NOUN
aiti-14075	66	5	1	1	NUM
aiti-14075	66	6	,	,	PUNCT
aiti-14075	66	7	2025	2025	NUM
aiti-14075	66	8	,	,	PUNCT
aiti-14075	66	9	pp	pp	ADJ
aiti-14075	66	10	.	.	PUNCT
aiti-14075	67	1	29	29	NUM
aiti-14075	67	2	-	-	SYM
aiti-14075	67	3	43	43	NUM
aiti-14075	67	4	the	the	DET
aiti-14075	67	5	yolo	yolo	ADJ
aiti-14075	67	6	annotation	annotation	NOUN
aiti-14075	67	7	is	be	AUX
aiti-14075	67	8	a	a	DET
aiti-14075	67	9	labeling	labeling	NOUN
aiti-14075	67	10	process	process	NOUN
aiti-14075	67	11	to	to	PART
aiti-14075	67	12	mark	mark	VERB
aiti-14075	67	13	objects	object	NOUN
aiti-14075	67	14	in	in	ADP
aiti-14075	67	15	the	the	DET
aiti-14075	67	16	image	image	NOUN
aiti-14075	67	17	with	with	ADP
aiti-14075	67	18	the	the	DET
aiti-14075	67	19	appropriate	appropriate	ADJ
aiti-14075	67	20	label	label	NOUN
aiti-14075	67	21	to	to	PART
aiti-14075	67	22	enable	enable	VERB
aiti-14075	67	23	the	the	DET
aiti-14075	67	24	object	object	NOUN
aiti-14075	67	25	to	to	PART
aiti-14075	67	26	be	be	AUX
aiti-14075	67	27	recognized	recognize	VERB
aiti-14075	67	28	and	and	CCONJ
aiti-14075	67	29	understood	understand	VERB
aiti-14075	67	30	during	during	ADP
aiti-14075	67	31	model	model	NOUN
aiti-14075	67	32	training	training	NOUN
aiti-14075	67	33	[	[	X
aiti-14075	67	34	22	22	NUM
aiti-14075	67	35	]	]	PUNCT
aiti-14075	67	36	.	.	PUNCT
aiti-14075	68	1	the	the	DET
aiti-14075	68	2	tool	tool	NOUN
aiti-14075	68	3	used	use	VERB
aiti-14075	68	4	for	for	ADP
aiti-14075	68	5	yolo	yolo	ADJ
aiti-14075	68	6	annotations	annotation	NOUN
aiti-14075	68	7	is	be	AUX
aiti-14075	68	8	labelimg	labelimg	NOUN
aiti-14075	68	9	,	,	PUNCT
aiti-14075	68	10	where	where	SCONJ
aiti-14075	68	11	the	the	DET
aiti-14075	68	12	object	object	NOUN
aiti-14075	68	13	in	in	ADP
aiti-14075	68	14	the	the	DET
aiti-14075	68	15	image	image	NOUN
aiti-14075	68	16	is	be	AUX
aiti-14075	68	17	annotated	annotate	VERB
aiti-14075	68	18	using	use	VERB
aiti-14075	68	19	a	a	DET
aiti-14075	68	20	bounding	bounding	NOUN
aiti-14075	68	21	box	box	NOUN
aiti-14075	68	22	surrounding	surround	VERB
aiti-14075	68	23	the	the	DET
aiti-14075	68	24	object	object	NOUN
aiti-14075	68	25	and	and	CCONJ
aiti-14075	68	26	then	then	ADV
aiti-14075	68	27	labeled	label	VERB
aiti-14075	68	28	appropriately	appropriately	ADV
aiti-14075	68	29	.	.	PUNCT
aiti-14075	69	1	the	the	DET
aiti-14075	69	2	annotation	annotation	NOUN
aiti-14075	69	3	result	result	NOUN
aiti-14075	69	4	is	be	AUX
aiti-14075	69	5	saved	save	VERB
aiti-14075	69	6	in	in	ADP
aiti-14075	69	7	yolo	yolo	ADJ
aiti-14075	69	8	annotation	annotation	NOUN
aiti-14075	69	9	format	format	NOUN
aiti-14075	69	10	(	(	PUNCT
aiti-14075	69	11	.txt	.txt	PROPN
aiti-14075	69	12	)	)	PUNCT
aiti-14075	69	13	,	,	PUNCT
aiti-14075	69	14	which	which	PRON
aiti-14075	69	15	contains	contain	VERB
aiti-14075	69	16	the	the	DET
aiti-14075	69	17	normalized	normalized	ADJ
aiti-14075	69	18	bounding	bounding	NOUN
aiti-14075	69	19	box	box	NOUN
aiti-14075	69	20	coordinates	coordinate	NOUN
aiti-14075	69	21	(	(	PUNCT
aiti-14075	69	22	relative	relative	ADJ
aiti-14075	69	23	to	to	ADP
aiti-14075	69	24	the	the	DET
aiti-14075	69	25	image	image	NOUN
aiti-14075	69	26	size	size	NOUN
aiti-14075	69	27	)	)	PUNCT
aiti-14075	69	28	and	and	CCONJ
aiti-14075	69	29	the	the	DET
aiti-14075	69	30	object	object	NOUN
aiti-14075	69	31	label	label	NOUN
aiti-14075	69	32	.	.	PUNCT
aiti-14075	70	1	the	the	DET
aiti-14075	70	2	labels	label	NOUN
aiti-14075	70	3	for	for	ADP
aiti-14075	70	4	object	object	NOUN
aiti-14075	70	5	annotation	annotation	NOUN
aiti-14075	70	6	consist	consist	NOUN
aiti-14075	70	7	of	of	ADP
aiti-14075	70	8	three	three	NUM
aiti-14075	70	9	scenarios	scenario	NOUN
aiti-14075	70	10	:	:	PUNCT
aiti-14075	70	11	parking	parking	NOUN
aiti-14075	70	12	,	,	PUNCT
aiti-14075	70	13	person	person	NOUN
aiti-14075	70	14	,	,	PUNCT
aiti-14075	70	15	and	and	CCONJ
aiti-14075	70	16	non	non	ADJ
aiti-14075	70	17	-	-	ADJ
aiti-14075	70	18	parking	parking	ADJ
aiti-14075	70	19	,	,	PUNCT
aiti-14075	70	20	as	as	SCONJ
aiti-14075	70	21	shown	show	VERB
aiti-14075	70	22	in	in	ADP
aiti-14075	70	23	fig	fig	NOUN
aiti-14075	70	24	.	.	PUNCT
aiti-14075	71	1	2	2	X
aiti-14075	71	2	.	.	X
aiti-14075	71	3	the	the	DET
aiti-14075	71	4	annotated	annotate	VERB
aiti-14075	71	5	object	object	NOUN
aiti-14075	71	6	for	for	ADP
aiti-14075	71	7	the	the	DET
aiti-14075	71	8	parking	parking	NOUN
aiti-14075	71	9	class	class	NOUN
aiti-14075	71	10	shown	show	VERB
aiti-14075	71	11	in	in	ADP
aiti-14075	71	12	fig	fig	NOUN
aiti-14075	71	13	.	.	PUNCT
aiti-14075	72	1	2(a	2(a	NUM
aiti-14075	72	2	)	)	PUNCT
aiti-14075	72	3	is	be	AUX
aiti-14075	72	4	a	a	DET
aiti-14075	72	5	parked	parked	ADJ
aiti-14075	72	6	motorcycle	motorcycle	NOUN
aiti-14075	72	7	,	,	PUNCT
aiti-14075	72	8	which	which	PRON
aiti-14075	72	9	means	mean	VERB
aiti-14075	72	10	the	the	DET
aiti-14075	72	11	absence	absence	NOUN
aiti-14075	72	12	of	of	ADP
aiti-14075	72	13	a	a	DET
aiti-14075	72	14	rider	rider	NOUN
aiti-14075	72	15	on	on	ADP
aiti-14075	72	16	the	the	DET
aiti-14075	72	17	motorcycle	motorcycle	NOUN
aiti-14075	72	18	.	.	PUNCT
aiti-14075	73	1	in	in	ADP
aiti-14075	73	2	the	the	DET
aiti-14075	73	3	person	person	NOUN
aiti-14075	73	4	class	class	NOUN
aiti-14075	73	5	shown	show	VERB
aiti-14075	73	6	in	in	ADP
aiti-14075	73	7	fig	fig	NOUN
aiti-14075	73	8	.	.	PUNCT
aiti-14075	74	1	2(b	2(b	NUM
aiti-14075	74	2	)	)	PUNCT
aiti-14075	74	3	,	,	PUNCT
aiti-14075	74	4	the	the	DET
aiti-14075	74	5	annotated	annotate	VERB
aiti-14075	74	6	object	object	NOUN
aiti-14075	74	7	is	be	AUX
aiti-14075	74	8	a	a	DET
aiti-14075	74	9	human	human	NOUN
aiti-14075	74	10	.	.	PUNCT
aiti-14075	75	1	meanwhile	meanwhile	ADV
aiti-14075	75	2	,	,	PUNCT
aiti-14075	75	3	the	the	DET
aiti-14075	75	4	annotated	annotate	VERB
aiti-14075	75	5	object	object	NOUN
aiti-14075	75	6	in	in	ADP
aiti-14075	75	7	the	the	DET
aiti-14075	75	8	non	non	ADJ
aiti-14075	75	9	-	-	ADJ
aiti-14075	75	10	parking	parking	ADJ
aiti-14075	75	11	class	class	NOUN
aiti-14075	75	12	is	be	AUX
aiti-14075	75	13	a	a	DET
aiti-14075	75	14	motorcycle	motorcycle	NOUN
aiti-14075	75	15	that	that	PRON
aiti-14075	75	16	is	be	AUX
aiti-14075	75	17	being	be	AUX
aiti-14075	75	18	driven	drive	VERB
aiti-14075	75	19	,	,	PUNCT
aiti-14075	75	20	as	as	SCONJ
aiti-14075	75	21	shown	show	VERB
aiti-14075	75	22	in	in	ADP
aiti-14075	75	23	fig	fig	NOUN
aiti-14075	75	24	.	.	PUNCT
aiti-14075	76	1	2(c	2(c	NUM
aiti-14075	76	2	)	)	PUNCT
aiti-14075	76	3	.	.	PUNCT
aiti-14075	77	1	in	in	ADP
aiti-14075	77	2	certain	certain	ADJ
aiti-14075	77	3	images	image	NOUN
aiti-14075	77	4	,	,	PUNCT
aiti-14075	77	5	multiple	multiple	ADJ
aiti-14075	77	6	object	object	NOUN
aiti-14075	77	7	classes	class	NOUN
aiti-14075	77	8	were	be	AUX
aiti-14075	77	9	annotated	annotate	VERB
aiti-14075	77	10	,	,	PUNCT
aiti-14075	77	11	signifying	signify	VERB
aiti-14075	77	12	the	the	DET
aiti-14075	77	13	image	image	NOUN
aiti-14075	77	14	contains	contain	VERB
aiti-14075	77	15	annotations	annotation	NOUN
aiti-14075	77	16	for	for	ADP
aiti-14075	77	17	various	various	ADJ
aiti-14075	77	18	types	type	NOUN
aiti-14075	77	19	of	of	ADP
aiti-14075	77	20	objects	object	NOUN
aiti-14075	77	21	.	.	PUNCT
aiti-14075	78	1	the	the	DET
aiti-14075	78	2	cumulative	cumulative	ADJ
aiti-14075	78	3	results	result	NOUN
aiti-14075	78	4	of	of	ADP
aiti-14075	78	5	the	the	DET
aiti-14075	78	6	annotations	annotation	NOUN
aiti-14075	78	7	are	be	AUX
aiti-14075	78	8	presented	present	VERB
aiti-14075	78	9	in	in	ADP
aiti-14075	78	10	table	table	NOUN
aiti-14075	78	11	2	2	NUM
aiti-14075	78	12	.	.	PUNCT
aiti-14075	78	13	table	table	NOUN
aiti-14075	78	14	2	2	NUM
aiti-14075	78	15	total	total	ADJ
aiti-14075	78	16	object	object	NOUN
aiti-14075	78	17	annotations	annotation	NOUN
aiti-14075	78	18	class	class	NOUN
aiti-14075	78	19	number	number	NOUN
aiti-14075	78	20	of	of	ADP
aiti-14075	78	21	annotations	annotation	NOUN
aiti-14075	78	22	non	non	ADJ
aiti-14075	78	23	-	-	ADJ
aiti-14075	78	24	parking	parking	ADJ
aiti-14075	78	25	2,689	2,689	NUM
aiti-14075	78	26	parking	parking	NOUN
aiti-14075	78	27	2,520	2,520	NUM
aiti-14075	78	28	person	person	NOUN
aiti-14075	78	29	2,533	2,533	NUM
aiti-14075	78	30	total	total	NOUN
aiti-14075	78	31	7,742	7,742	NUM
aiti-14075	78	32	2.4	2.4	NUM
aiti-14075	78	33	.	.	PUNCT
aiti-14075	79	1	classification	classification	NOUN
aiti-14075	79	2	model	model	NOUN
aiti-14075	79	3	the	the	DET
aiti-14075	79	4	classification	classification	NOUN
aiti-14075	79	5	model	model	NOUN
aiti-14075	79	6	was	be	AUX
aiti-14075	79	7	formed	form	VERB
aiti-14075	79	8	using	use	VERB
aiti-14075	79	9	yolov7	yolov7	NOUN
aiti-14075	79	10	,	,	PUNCT
aiti-14075	79	11	which	which	PRON
aiti-14075	79	12	is	be	AUX
aiti-14075	79	13	an	an	DET
aiti-14075	79	14	object	object	NOUN
aiti-14075	79	15	detection	detection	NOUN
aiti-14075	79	16	algorithm	algorithm	NOUN
aiti-14075	79	17	that	that	PRON
aiti-14075	79	18	can	can	AUX
aiti-14075	79	19	recognize	recognize	VERB
aiti-14075	79	20	and	and	CCONJ
aiti-14075	79	21	identify	identify	VERB
aiti-14075	79	22	objects	object	NOUN
aiti-14075	79	23	in	in	ADP
aiti-14075	79	24	an	an	DET
aiti-14075	79	25	image	image	NOUN
aiti-14075	79	26	[	[	X
aiti-14075	79	27	23	23	NUM
aiti-14075	79	28	]	]	PUNCT
aiti-14075	79	29	.	.	PUNCT
aiti-14075	80	1	this	this	DET
aiti-14075	80	2	model	model	NOUN
aiti-14075	80	3	is	be	AUX
aiti-14075	80	4	used	use	VERB
aiti-14075	80	5	to	to	PART
aiti-14075	80	6	classify	classify	VERB
aiti-14075	80	7	parking	parking	NOUN
aiti-14075	80	8	,	,	PUNCT
aiti-14075	80	9	non	non	ADJ
aiti-14075	80	10	-	-	ADJ
aiti-14075	80	11	parking	parking	ADJ
aiti-14075	80	12	,	,	PUNCT
aiti-14075	80	13	and	and	CCONJ
aiti-14075	80	14	person	person	NOUN
aiti-14075	80	15	objects	object	VERB
aiti-14075	80	16	.	.	PUNCT
aiti-14075	81	1	in	in	ADP
aiti-14075	81	2	this	this	DET
aiti-14075	81	3	process	process	NOUN
aiti-14075	81	4	,	,	PUNCT
aiti-14075	81	5	the	the	DET
aiti-14075	81	6	3,300	3,300	NUM
aiti-14075	81	7	data	datum	NOUN
aiti-14075	81	8	was	be	AUX
aiti-14075	81	9	divided	divide	VERB
aiti-14075	81	10	into	into	ADP
aiti-14075	81	11	80	80	NUM
aiti-14075	81	12	%	%	NOUN
aiti-14075	81	13	train	train	NOUN
aiti-14075	81	14	data	datum	NOUN
aiti-14075	81	15	(	(	PUNCT
aiti-14075	81	16	2,640	2,640	NUM
aiti-14075	81	17	images	image	NOUN
aiti-14075	81	18	)	)	PUNCT
aiti-14075	81	19	,	,	PUNCT
aiti-14075	81	20	10	10	NUM
aiti-14075	81	21	%	%	NOUN
aiti-14075	81	22	validation	validation	NOUN
aiti-14075	81	23	data	datum	NOUN
aiti-14075	81	24	(	(	PUNCT
aiti-14075	81	25	330	330	NUM
aiti-14075	81	26	images	image	NOUN
aiti-14075	81	27	)	)	PUNCT
aiti-14075	81	28	,	,	PUNCT
aiti-14075	81	29	and	and	CCONJ
aiti-14075	81	30	10	10	NUM
aiti-14075	81	31	%	%	NOUN
aiti-14075	81	32	test	test	NOUN
aiti-14075	81	33	data	datum	NOUN
aiti-14075	81	34	(	(	PUNCT
aiti-14075	81	35	330	330	NUM
aiti-14075	81	36	images	image	NOUN
aiti-14075	81	37	)	)	PUNCT
aiti-14075	81	38	.	.	PUNCT
aiti-14075	82	1	the	the	DET
aiti-14075	82	2	following	follow	VERB
aiti-14075	82	3	details	detail	NOUN
aiti-14075	82	4	of	of	ADP
aiti-14075	82	5	the	the	DET
aiti-14075	82	6	number	number	NOUN
aiti-14075	82	7	of	of	ADP
aiti-14075	82	8	object	object	NOUN
aiti-14075	82	9	annotations	annotation	NOUN
aiti-14075	82	10	for	for	ADP
aiti-14075	82	11	each	each	DET
aiti-14075	82	12	class	class	NOUN
aiti-14075	82	13	in	in	ADP
aiti-14075	82	14	training	training	NOUN
aiti-14075	82	15	,	,	PUNCT
aiti-14075	82	16	testing	testing	NOUN
aiti-14075	82	17	,	,	PUNCT
aiti-14075	82	18	and	and	CCONJ
aiti-14075	82	19	validation	validation	NOUN
aiti-14075	82	20	data	datum	NOUN
aiti-14075	82	21	are	be	AUX
aiti-14075	82	22	presented	present	VERB
aiti-14075	82	23	in	in	ADP
aiti-14075	82	24	table	table	NOUN
aiti-14075	82	25	3	3	NUM
aiti-14075	82	26	.	.	PUNCT
aiti-14075	83	1	the	the	DET
aiti-14075	83	2	hardware	hardware	NOUN
aiti-14075	83	3	used	use	VERB
aiti-14075	83	4	during	during	ADP
aiti-14075	83	5	training	training	NOUN
aiti-14075	83	6	is	be	AUX
aiti-14075	83	7	a	a	DET
aiti-14075	83	8	laptop	laptop	NOUN
aiti-14075	83	9	device	device	NOUN
aiti-14075	83	10	equipped	equip	VERB
aiti-14075	83	11	with	with	ADP
aiti-14075	83	12	windows	window	NOUN
aiti-14075	83	13	11	11	NUM
aiti-14075	83	14	64	64	NUM
aiti-14075	83	15	-	-	PUNCT
aiti-14075	83	16	bit	bit	NOUN
aiti-14075	83	17	,	,	PUNCT
aiti-14075	83	18	11th	11th	ADJ
aiti-14075	83	19	gen	gen	PROPN
aiti-14075	83	20	intel(r	intel(r	PROPN
aiti-14075	83	21	)	)	PUNCT
aiti-14075	83	22	core(tm	core(tm	NOUN
aiti-14075	83	23	)	)	PUNCT
aiti-14075	83	24	i5	i5	PROPN
aiti-14075	83	25	-	-	PUNCT
aiti-14075	83	26	1135g7	1135g7	NUM
aiti-14075	83	27	2.40	2.40	NUM
aiti-14075	83	28	ghz	ghz	NOUN
aiti-14075	83	29	(	(	PUNCT
aiti-14075	83	30	8	8	NUM
aiti-14075	83	31	cpus	cpu	NOUN
aiti-14075	83	32	)	)	PUNCT
aiti-14075	83	33	,	,	PUNCT
aiti-14075	83	34	8	8	NUM
aiti-14075	83	35	gb	gb	NOUN
aiti-14075	83	36	ram	ram	NOUN
aiti-14075	83	37	,	,	PUNCT
aiti-14075	83	38	and	and	CCONJ
aiti-14075	83	39	nvidia	nvidia	PROPN
aiti-14075	83	40	geforce	geforce	NOUN
aiti-14075	83	41	mx350	mx350	PROPN
aiti-14075	83	42	5.8	5.8	NUM
aiti-14075	83	43	gpu	gpu	X
aiti-14075	83	44	(	(	PUNCT
aiti-14075	83	45	2	2	NUM
aiti-14075	83	46	gb	gb	NOUN
aiti-14075	83	47	dedicated	dedicate	VERB
aiti-14075	83	48	,	,	PUNCT
aiti-14075	83	49	3.8	3.8	NUM
aiti-14075	83	50	gb	gb	ADV
aiti-14075	83	51	shared	share	VERB
aiti-14075	83	52	)	)	PUNCT
aiti-14075	83	53	.	.	PUNCT
aiti-14075	84	1	the	the	DET
aiti-14075	84	2	hyperparameters	hyperparameter	NOUN
aiti-14075	84	3	used	use	VERB
aiti-14075	84	4	during	during	ADP
aiti-14075	84	5	model	model	NOUN
aiti-14075	84	6	training	training	NOUN
aiti-14075	84	7	are	be	AUX
aiti-14075	84	8	presented	present	VERB
aiti-14075	84	9	in	in	ADP
aiti-14075	84	10	table	table	NOUN
aiti-14075	84	11	4	4	NUM
aiti-14075	84	12	.	.	PUNCT
aiti-14075	84	13	table	table	NOUN
aiti-14075	84	14	3	3	NUM
aiti-14075	84	15	distribution	distribution	NOUN
aiti-14075	84	16	of	of	ADP
aiti-14075	84	17	the	the	DET
aiti-14075	84	18	number	number	NOUN
aiti-14075	84	19	of	of	ADP
aiti-14075	84	20	object	object	NOUN
aiti-14075	84	21	annotations	annotation	NOUN
aiti-14075	84	22	based	base	VERB
aiti-14075	84	23	on	on	ADP
aiti-14075	84	24	training	training	NOUN
aiti-14075	84	25	,	,	PUNCT
aiti-14075	84	26	testing	testing	NOUN
aiti-14075	84	27	,	,	PUNCT
aiti-14075	84	28	and	and	CCONJ
aiti-14075	84	29	validation	validation	NOUN
aiti-14075	84	30	data	datum	NOUN
aiti-14075	84	31	class	class	NOUN
aiti-14075	84	32	training	training	NOUN
aiti-14075	84	33	testing	testing	NOUN
aiti-14075	84	34	validation	validation	NOUN
aiti-14075	84	35	non	non	ADJ
aiti-14075	84	36	-	-	ADJ
aiti-14075	84	37	parking	parking	ADJ
aiti-14075	84	38	2,129	2,129	NUM
aiti-14075	84	39	281	281	NUM
aiti-14075	84	40	279	279	NUM
aiti-14075	84	41	parking	parking	NOUN
aiti-14075	84	42	2,023	2,023	NUM
aiti-14075	84	43	248	248	NUM
aiti-14075	84	44	249	249	NUM
aiti-14075	84	45	person	person	NOUN
aiti-14075	84	46	2,021	2,021	NUM
aiti-14075	84	47	265	265	NUM
aiti-14075	84	48	247	247	NUM
aiti-14075	84	49	total	total	NOUN
aiti-14075	84	50	6,173	6,173	NUM
aiti-14075	84	51	794	794	NUM
aiti-14075	84	52	775	775	NUM
aiti-14075	84	53	table	table	NOUN
aiti-14075	84	54	4	4	NUM
aiti-14075	84	55	hyperparameters	hyperparameter	NOUN
aiti-14075	84	56	used	use	VERB
aiti-14075	84	57	for	for	ADP
aiti-14075	84	58	training	training	NOUN
aiti-14075	84	59	model	model	NOUN
aiti-14075	84	60	hyperparameters	hyperparameter	NOUN
aiti-14075	84	61	value	value	NOUN
aiti-14075	84	62	image	image	NOUN
aiti-14075	84	63	size	size	NOUN
aiti-14075	84	64	416	416	NUM
aiti-14075	84	65	batch	batch	NOUN
aiti-14075	84	66	size	size	NOUN
aiti-14075	84	67	4	4	NUM
aiti-14075	84	68	epoch	epoch	NOUN
aiti-14075	84	69	28	28	NUM
aiti-14075	84	70	optimizer	optimizer	NOUN
aiti-14075	84	71	sgd	sgd	X
aiti-14075	84	72	(	(	PUNCT
aiti-14075	84	73	stochastic	stochastic	ADJ
aiti-14075	84	74	gradient	gradient	ADJ
aiti-14075	84	75	descent	descent	NOUN
aiti-14075	84	76	)	)	PUNCT
aiti-14075	84	77	learning	learn	VERB
aiti-14075	84	78	rate	rate	NOUN
aiti-14075	84	79	adaptive	adaptive	ADJ
aiti-14075	84	80	learning	learning	NOUN
aiti-14075	84	81	rate	rate	NOUN
aiti-14075	84	82	loss	loss	NOUN
aiti-14075	84	83	function	function	NOUN
aiti-14075	84	84	bce	bce	PROPN
aiti-14075	84	85	(	(	PUNCT
aiti-14075	84	86	binary	binary	PROPN
aiti-14075	84	87	cross	cross	NOUN
aiti-14075	84	88	-	-	NOUN
aiti-14075	84	89	entropy	entropy	ADJ
aiti-14075	84	90	)	)	PUNCT
aiti-14075	84	91	2.5	2.5	NUM
aiti-14075	84	92	.	.	PUNCT
aiti-14075	85	1	parking	parking	NOUN
aiti-14075	85	2	violation	violation	NOUN
aiti-14075	85	3	detection	detection	NOUN
aiti-14075	85	4	the	the	DET
aiti-14075	85	5	proposed	propose	VERB
aiti-14075	85	6	method	method	NOUN
aiti-14075	85	7	for	for	ADP
aiti-14075	85	8	detecting	detect	VERB
aiti-14075	85	9	parking	parking	NOUN
aiti-14075	85	10	violations	violation	NOUN
aiti-14075	85	11	commences	commence	VERB
aiti-14075	85	12	by	by	ADP
aiti-14075	85	13	developing	develop	VERB
aiti-14075	85	14	a	a	DET
aiti-14075	85	15	classification	classification	NOUN
aiti-14075	85	16	model	model	NOUN
aiti-14075	85	17	to	to	PART
aiti-14075	85	18	identify	identify	VERB
aiti-14075	85	19	parking	parking	NOUN
aiti-14075	85	20	,	,	PUNCT
aiti-14075	85	21	non	non	ADJ
aiti-14075	85	22	-	-	ADJ
aiti-14075	85	23	parking	parking	ADJ
aiti-14075	85	24	,	,	PUNCT
aiti-14075	85	25	and	and	CCONJ
aiti-14075	85	26	person	person	NOUN
aiti-14075	85	27	objects	object	VERB
aiti-14075	85	28	,	,	PUNCT
aiti-14075	85	29	as	as	SCONJ
aiti-14075	85	30	previously	previously	ADV
aiti-14075	85	31	explained	explain	VERB
aiti-14075	85	32	in	in	ADP
aiti-14075	85	33	the	the	DET
aiti-14075	85	34	annotation	annotation	NOUN
aiti-14075	85	35	and	and	CCONJ
aiti-14075	85	36	classification	classification	NOUN
aiti-14075	85	37	subchapters	subchapter	NOUN
aiti-14075	85	38	.	.	PUNCT
aiti-14075	86	1	the	the	DET
aiti-14075	86	2	next	next	ADJ
aiti-14075	86	3	steps	step	NOUN
aiti-14075	86	4	involve	involve	VERB
aiti-14075	86	5	forming	form	VERB
aiti-14075	86	6	an	an	DET
aiti-14075	86	7	roi	roi	NOUN
aiti-14075	86	8	and	and	CCONJ
aiti-14075	86	9	calculating	calculate	VERB
aiti-14075	86	10	the	the	DET
aiti-14075	86	11	bounding	bounding	NOUN
aiti-14075	86	12	box	box	NOUN
aiti-14075	86	13	area	area	NOUN
aiti-14075	86	14	of	of	ADP
aiti-14075	86	15	the	the	DET
aiti-14075	86	16	parking	parking	NOUN
aiti-14075	86	17	object	object	NOUN
aiti-14075	86	18	within	within	ADP
aiti-14075	86	19	it	it	PRON
aiti-14075	86	20	,	,	PUNCT
aiti-14075	86	21	enabling	enable	VERB
aiti-14075	86	22	the	the	DET
aiti-14075	86	23	system	system	NOUN
aiti-14075	86	24	to	to	PART
aiti-14075	86	25	detect	detect	VERB
aiti-14075	86	26	parking	parking	NOUN
aiti-14075	86	27	violations	violation	NOUN
aiti-14075	86	28	.	.	PUNCT
aiti-14075	87	1	specifically	specifically	ADV
aiti-14075	87	2	,	,	PUNCT
aiti-14075	87	3	roi	roi	NOUN
aiti-14075	87	4	refers	refer	VERB
aiti-14075	87	5	to	to	ADP
aiti-14075	87	6	a	a	DET
aiti-14075	87	7	specific	specific	ADJ
aiti-14075	87	8	area	area	NOUN
aiti-14075	87	9	or	or	CCONJ
aiti-14075	87	10	region	region	NOUN
aiti-14075	87	11	in	in	ADP
aiti-14075	87	12	an	an	DET
aiti-14075	87	13	image	image	NOUN
aiti-14075	87	14	that	that	PRON
aiti-14075	87	15	is	be	AUX
aiti-14075	87	16	selected	select	VERB
aiti-14075	87	17	for	for	ADP
aiti-14075	87	18	further	further	ADJ
aiti-14075	87	19	analysis	analysis	NOUN
aiti-14075	87	20	[	[	X
aiti-14075	87	21	24	24	NUM
aiti-14075	87	22	]	]	PUNCT
aiti-14075	87	23	.	.	PUNCT
aiti-14075	88	1	in	in	ADP
aiti-14075	88	2	this	this	DET
aiti-14075	88	3	study	study	NOUN
aiti-14075	88	4	,	,	PUNCT
aiti-14075	88	5	roi	roi	NOUN
aiti-14075	88	6	is	be	AUX
aiti-14075	88	7	used	use	VERB
aiti-14075	88	8	to	to	PART
aiti-14075	88	9	mark	mark	VERB
aiti-14075	88	10	the	the	DET
aiti-14075	88	11	parking	parking	NOUN
aiti-14075	88	12	restriction	restriction	NOUN
aiti-14075	88	13	area	area	NOUN
aiti-14075	88	14	.	.	PUNCT
aiti-14075	89	1	the	the	DET
aiti-14075	89	2	roi	roi	NOUN
aiti-14075	89	3	formation	formation	NOUN
aiti-14075	89	4	process	process	NOUN
aiti-14075	89	5	is	be	AUX
aiti-14075	89	6	customized	customize	VERB
aiti-14075	89	7	to	to	ADP
aiti-14075	89	8	the	the	DET
aiti-14075	89	9	street	street	NOUN
aiti-14075	89	10	area	area	NOUN
aiti-14075	89	11	captured	capture	VERB
aiti-14075	89	12	in	in	ADP
aiti-14075	89	13	the	the	DET
aiti-14075	89	14	video	video	NOUN
aiti-14075	89	15	.	.	PUNCT
aiti-14075	90	1	this	this	DET
aiti-14075	90	2	area	area	NOUN
aiti-14075	90	3	remains	remain	VERB
aiti-14075	90	4	consistent	consistent	ADJ
aiti-14075	90	5	and	and	CCONJ
aiti-14075	90	6	unchanged	unchanged	ADJ
aiti-14075	90	7	owing	owe	VERB
aiti-14075	90	8	to	to	ADP
aiti-14075	90	9	stable	stable	ADJ
aiti-14075	90	10	video	video	NOUN
aiti-14075	90	11	footage	footage	NOUN
aiti-14075	90	12	.	.	PUNCT
aiti-14075	91	1	an	an	DET
aiti-14075	91	2	illustration	illustration	NOUN
aiti-14075	91	3	of	of	ADP
aiti-14075	91	4	the	the	DET
aiti-14075	91	5	roi	roi	NOUN
aiti-14075	91	6	can	can	AUX
aiti-14075	91	7	be	be	AUX
aiti-14075	91	8	seen	see	VERB
aiti-14075	91	9	in	in	ADP
aiti-14075	91	10	fig	fig	NOUN
aiti-14075	91	11	.	.	PUNCT
aiti-14075	92	1	3	3	NUM
aiti-14075	92	2	,	,	PUNCT
aiti-14075	92	3	where	where	SCONJ
aiti-14075	92	4	roi	roi	NOUN
aiti-14075	92	5	formation	formation	NOUN
aiti-14075	92	6	is	be	AUX
aiti-14075	92	7	performed	perform	VERB
aiti-14075	92	8	using	use	VERB
aiti-14075	92	9	the	the	DET
aiti-14075	92	10	pixel	pixel	PROPN
aiti-14075	92	11	coordinates	coordinate	NOUN
aiti-14075	92	12	of	of	ADP
aiti-14075	92	13	the	the	DET
aiti-14075	92	14	rectangular	rectangular	ADJ
aiti-14075	92	15	street	street	NOUN
aiti-14075	92	16	area	area	NOUN
aiti-14075	92	17	in	in	ADP
aiti-14075	92	18	the	the	DET
aiti-14075	92	19	frame	frame	NOUN
aiti-14075	92	20	.	.	PUNCT
aiti-14075	93	1	advances	advance	NOUN
aiti-14075	93	2	in	in	ADP
aiti-14075	93	3	technology	technology	NOUN
aiti-14075	93	4	innovation	innovation	NOUN
aiti-14075	93	5	,	,	PUNCT
aiti-14075	93	6	vol	vol	NOUN
aiti-14075	93	7	.	.	PROPN
aiti-14075	94	1	10	10	NUM
aiti-14075	94	2	,	,	PUNCT
aiti-14075	94	3	no	no	INTJ
aiti-14075	94	4	.	.	NOUN
aiti-14075	94	5	1	1	NUM
aiti-14075	94	6	,	,	PUNCT
aiti-14075	94	7	2025	2025	NUM
aiti-14075	94	8	,	,	PUNCT
aiti-14075	94	9	pp	pp	ADJ
aiti-14075	94	10	.	.	PUNCT
aiti-14075	95	1	29	29	NUM
aiti-14075	95	2	-	-	SYM
aiti-14075	95	3	43	43	NUM
aiti-14075	95	4	33	33	NUM
aiti-14075	95	5	the	the	DET
aiti-14075	95	6	coordinate	coordinate	NOUN
aiti-14075	95	7	points	point	NOUN
aiti-14075	95	8	x1	x1	PROPN
aiti-14075	95	9	and	and	CCONJ
aiti-14075	95	10	x2	x2	PROPN
aiti-14075	95	11	indicate	indicate	VERB
aiti-14075	95	12	the	the	DET
aiti-14075	95	13	x	x	PUNCT
aiti-14075	95	14	coordinates	coordinate	NOUN
aiti-14075	95	15	of	of	ADP
aiti-14075	95	16	the	the	DET
aiti-14075	95	17	upper	upper	ADJ
aiti-14075	95	18	left	left	NOUN
aiti-14075	95	19	and	and	CCONJ
aiti-14075	95	20	lower	low	ADJ
aiti-14075	95	21	right	right	ADJ
aiti-14075	95	22	corner	corner	NOUN
aiti-14075	95	23	points	point	NOUN
aiti-14075	95	24	,	,	PUNCT
aiti-14075	95	25	while	while	SCONJ
aiti-14075	95	26	y1	y1	INTJ
aiti-14075	95	27	and	and	CCONJ
aiti-14075	95	28	y2	y2	PROPN
aiti-14075	95	29	indicate	indicate	VERB
aiti-14075	95	30	the	the	DET
aiti-14075	95	31	y	y	PROPN
aiti-14075	95	32	coordinates	coordinate	NOUN
aiti-14075	95	33	of	of	ADP
aiti-14075	95	34	the	the	DET
aiti-14075	95	35	same	same	ADJ
aiti-14075	95	36	points	point	NOUN
aiti-14075	95	37	.	.	PUNCT
aiti-14075	96	1	thus	thus	ADV
aiti-14075	96	2	,	,	PUNCT
aiti-14075	96	3	x1	x1	PROPN
aiti-14075	96	4	and	and	CCONJ
aiti-14075	96	5	y1	y1	PROPN
aiti-14075	96	6	represent	represent	VERB
aiti-14075	96	7	the	the	DET
aiti-14075	96	8	upper	upper	ADJ
aiti-14075	96	9	left	left	ADJ
aiti-14075	96	10	point	point	NOUN
aiti-14075	96	11	of	of	ADP
aiti-14075	96	12	the	the	DET
aiti-14075	96	13	area	area	NOUN
aiti-14075	96	14	(	(	PUNCT
aiti-14075	96	15	start	start	NOUN
aiti-14075	96	16	point	point	NOUN
aiti-14075	96	17	)	)	PUNCT
aiti-14075	96	18	,	,	PUNCT
aiti-14075	96	19	while	while	SCONJ
aiti-14075	96	20	x2	x2	PROPN
aiti-14075	96	21	and	and	CCONJ
aiti-14075	96	22	y2	y2	PROPN
aiti-14075	96	23	represent	represent	VERB
aiti-14075	96	24	the	the	DET
aiti-14075	96	25	lower	low	ADJ
aiti-14075	96	26	right	right	ADJ
aiti-14075	96	27	point	point	NOUN
aiti-14075	96	28	of	of	ADP
aiti-14075	96	29	the	the	DET
aiti-14075	96	30	area	area	NOUN
aiti-14075	96	31	(	(	PUNCT
aiti-14075	96	32	endpoint	endpoint	NOUN
aiti-14075	96	33	)	)	PUNCT
aiti-14075	96	34	.	.	PUNCT
aiti-14075	97	1	fig	fig	NOUN
aiti-14075	97	2	.	.	PUNCT
aiti-14075	98	1	3	3	NUM
aiti-14075	98	2	illustration	illustration	NOUN
aiti-14075	98	3	of	of	ADP
aiti-14075	98	4	the	the	DET
aiti-14075	98	5	region	region	NOUN
aiti-14075	98	6	of	of	ADP
aiti-14075	98	7	interest	interest	NOUN
aiti-14075	98	8	by	by	ADP
aiti-14075	98	9	forming	form	VERB
aiti-14075	98	10	roi	roi	NOUN
aiti-14075	98	11	,	,	PUNCT
aiti-14075	98	12	the	the	DET
aiti-14075	98	13	focus	focus	NOUN
aiti-14075	98	14	of	of	ADP
aiti-14075	98	15	object	object	NOUN
aiti-14075	98	16	detection	detection	NOUN
aiti-14075	98	17	is	be	AUX
aiti-14075	98	18	on	on	ADP
aiti-14075	98	19	the	the	DET
aiti-14075	98	20	parking	parking	NOUN
aiti-14075	98	21	class	class	NOUN
aiti-14075	98	22	within	within	ADP
aiti-14075	98	23	the	the	DET
aiti-14075	98	24	roi	roi	NOUN
aiti-14075	98	25	.	.	PUNCT
aiti-14075	99	1	a	a	DET
aiti-14075	99	2	parking	parking	NOUN
aiti-14075	99	3	object	object	NOUN
aiti-14075	99	4	is	be	AUX
aiti-14075	99	5	considered	consider	VERB
aiti-14075	99	6	to	to	PART
aiti-14075	99	7	be	be	AUX
aiti-14075	99	8	in	in	ADP
aiti-14075	99	9	violation	violation	NOUN
aiti-14075	99	10	if	if	SCONJ
aiti-14075	99	11	all	all	DET
aiti-14075	99	12	four	four	NUM
aiti-14075	99	13	coordinate	coordinate	NOUN
aiti-14075	99	14	points	point	NOUN
aiti-14075	99	15	on	on	ADP
aiti-14075	99	16	the	the	DET
aiti-14075	99	17	object	object	NOUN
aiti-14075	99	18	’s	’s	PART
aiti-14075	99	19	bounding	bounding	NOUN
aiti-14075	99	20	box	box	NOUN
aiti-14075	99	21	are	be	AUX
aiti-14075	99	22	between	between	ADP
aiti-14075	99	23	the	the	DET
aiti-14075	99	24	roi	roi	NOUN
aiti-14075	99	25	coordinates	coordinate	NOUN
aiti-14075	99	26	,	,	PUNCT
aiti-14075	99	27	as	as	SCONJ
aiti-14075	99	28	shown	show	VERB
aiti-14075	99	29	in	in	ADP
aiti-14075	99	30	fig	fig	NOUN
aiti-14075	99	31	.	.	PUNCT
aiti-14075	100	1	3	3	NUM
aiti-14075	100	2	for	for	ADP
aiti-14075	100	3	parking-3	parking-3	NUM
aiti-14075	100	4	and	and	CCONJ
aiti-14075	100	5	parking-4	parking-4	NUM
aiti-14075	100	6	.	.	PUNCT
aiti-14075	101	1	however	however	ADV
aiti-14075	101	2	,	,	PUNCT
aiti-14075	101	3	this	this	DET
aiti-14075	101	4	method	method	NOUN
aiti-14075	101	5	is	be	AUX
aiti-14075	101	6	sometimes	sometimes	ADV
aiti-14075	101	7	disadvantageous	disadvantageous	ADJ
aiti-14075	101	8	,	,	PUNCT
aiti-14075	101	9	especially	especially	ADV
aiti-14075	101	10	when	when	SCONJ
aiti-14075	101	11	a	a	DET
aiti-14075	101	12	parking	parking	NOUN
aiti-14075	101	13	object	object	NOUN
aiti-14075	101	14	can	can	AUX
aiti-14075	101	15	not	not	PART
aiti-14075	101	16	be	be	AUX
aiti-14075	101	17	detected	detect	VERB
aiti-14075	101	18	as	as	ADP
aiti-14075	101	19	a	a	DET
aiti-14075	101	20	violation	violation	NOUN
aiti-14075	101	21	if	if	SCONJ
aiti-14075	101	22	only	only	ADV
aiti-14075	101	23	two	two	NUM
aiti-14075	101	24	coordinate	coordinate	NOUN
aiti-14075	101	25	points	point	NOUN
aiti-14075	101	26	on	on	ADP
aiti-14075	101	27	the	the	DET
aiti-14075	101	28	object	object	NOUN
aiti-14075	101	29	’s	’s	PART
aiti-14075	101	30	bounding	bounding	NOUN
aiti-14075	101	31	box	box	NOUN
aiti-14075	101	32	are	be	AUX
aiti-14075	101	33	inside	inside	ADP
aiti-14075	101	34	the	the	DET
aiti-14075	101	35	roi	roi	NOUN
aiti-14075	101	36	,	,	PUNCT
aiti-14075	101	37	as	as	SCONJ
aiti-14075	101	38	seen	see	VERB
aiti-14075	101	39	in	in	ADP
aiti-14075	101	40	fig	fig	NOUN
aiti-14075	101	41	.	.	PUNCT
aiti-14075	102	1	3	3	NUM
aiti-14075	102	2	for	for	ADP
aiti-14075	102	3	parking-1	parking-1	NUM
aiti-14075	102	4	and	and	CCONJ
aiti-14075	102	5	parking-2	parking-2	NUM
aiti-14075	102	6	objects	object	NOUN
aiti-14075	102	7	.	.	PUNCT
aiti-14075	103	1	therefore	therefore	ADV
aiti-14075	103	2	,	,	PUNCT
aiti-14075	103	3	the	the	DET
aiti-14075	103	4	determination	determination	NOUN
aiti-14075	103	5	of	of	ADP
aiti-14075	103	6	whether	whether	SCONJ
aiti-14075	103	7	a	a	DET
aiti-14075	103	8	detected	detect	VERB
aiti-14075	103	9	object	object	NOUN
aiti-14075	103	10	violates	violate	VERB
aiti-14075	103	11	the	the	DET
aiti-14075	103	12	rule	rule	NOUN
aiti-14075	103	13	or	or	CCONJ
aiti-14075	103	14	not	not	PART
aiti-14075	103	15	is	be	AUX
aiti-14075	103	16	based	base	VERB
aiti-14075	103	17	on	on	ADP
aiti-14075	103	18	the	the	DET
aiti-14075	103	19	percentage	percentage	NOUN
aiti-14075	103	20	of	of	ADP
aiti-14075	103	21	the	the	DET
aiti-14075	103	22	parking	parking	NOUN
aiti-14075	103	23	object	object	NOUN
aiti-14075	103	24	’s	’s	PART
aiti-14075	103	25	bounding	bounding	NOUN
aiti-14075	103	26	box	box	NOUN
aiti-14075	103	27	area	area	NOUN
aiti-14075	103	28	that	that	PRON
aiti-14075	103	29	falls	fall	VERB
aiti-14075	103	30	into	into	ADP
aiti-14075	103	31	the	the	DET
aiti-14075	103	32	roi	roi	NOUN
aiti-14075	103	33	(	(	PUNCT
aiti-14075	103	34	the	the	DET
aiti-14075	103	35	intersection	intersection	NOUN
aiti-14075	103	36	area	area	NOUN
aiti-14075	103	37	between	between	ADP
aiti-14075	103	38	the	the	DET
aiti-14075	103	39	bounding	bounding	NOUN
aiti-14075	103	40	box	box	NOUN
aiti-14075	103	41	of	of	ADP
aiti-14075	103	42	the	the	DET
aiti-14075	103	43	parking	parking	NOUN
aiti-14075	103	44	object	object	NOUN
aiti-14075	103	45	and	and	CCONJ
aiti-14075	103	46	the	the	DET
aiti-14075	103	47	roi	roi	NOUN
aiti-14075	103	48	)	)	PUNCT
aiti-14075	103	49	.	.	PUNCT
aiti-14075	104	1	to	to	PART
aiti-14075	104	2	calculate	calculate	VERB
aiti-14075	104	3	the	the	DET
aiti-14075	104	4	percentage	percentage	NOUN
aiti-14075	104	5	of	of	ADP
aiti-14075	104	6	object	object	NOUN
aiti-14075	104	7	area	area	NOUN
aiti-14075	104	8	,	,	PUNCT
aiti-14075	104	9	the	the	DET
aiti-14075	104	10	following	follow	VERB
aiti-14075	104	11	formula	formula	NOUN
aiti-14075	104	12	is	be	AUX
aiti-14075	104	13	established	establish	VERB
aiti-14075	104	14	:	:	PUNCT
aiti-14075	104	15	intersection	intersection	NOUN
aiti-14075	104	16	area	area	NOUN
aiti-14075	104	17	of	of	ADP
aiti-14075	104	18	the	the	DET
aiti-14075	104	19	bounding	bounding	NOUN
aiti-14075	104	20	box	box	NOUN
aiti-14075	104	21	object	object	NOUN
aiti-14075	104	22	object	object	NOUN
aiti-14075	104	23	area	area	NOUN
aiti-14075	104	24	(	(	PUNCT
aiti-14075	104	25	%	%	INTJ
aiti-14075	104	26	)	)	PUNCT
aiti-14075	104	27	100	100	NUM
aiti-14075	104	28	area	area	NOUN
aiti-14075	104	29	of	of	ADP
aiti-14075	104	30	the	the	DET
aiti-14075	104	31	bounding	bounding	NOUN
aiti-14075	104	32	box	box	NOUN
aiti-14075	104	33	object	object	NOUN
aiti-14075	104	34	=	=	SYM
aiti-14075	104	35	×	×	NOUN
aiti-14075	104	36	(	(	PUNCT
aiti-14075	104	37	1	1	NUM
aiti-14075	104	38	)	)	PUNCT
aiti-14075	104	39	fig	fig	NOUN
aiti-14075	104	40	.	.	PUNCT
aiti-14075	105	1	4	4	NUM
aiti-14075	105	2	illustration	illustration	NOUN
aiti-14075	105	3	of	of	ADP
aiti-14075	105	4	the	the	DET
aiti-14075	105	5	object	object	NOUN
aiti-14075	105	6	area	area	NOUN
aiti-14075	105	7	calculation	calculation	NOUN
aiti-14075	105	8	in	in	ADP
aiti-14075	105	9	cartesian	cartesian	ADJ
aiti-14075	105	10	diagram	diagram	NOUN
aiti-14075	105	11	34	34	NUM
aiti-14075	105	12	advances	advance	NOUN
aiti-14075	105	13	in	in	ADP
aiti-14075	105	14	technology	technology	NOUN
aiti-14075	105	15	innovation	innovation	NOUN
aiti-14075	105	16	,	,	PUNCT
aiti-14075	105	17	vol	vol	NOUN
aiti-14075	105	18	.	.	PROPN
aiti-14075	106	1	10	10	NUM
aiti-14075	106	2	,	,	PUNCT
aiti-14075	106	3	no	no	INTJ
aiti-14075	106	4	.	.	NOUN
aiti-14075	106	5	1	1	NUM
aiti-14075	106	6	,	,	PUNCT
aiti-14075	106	7	2025	2025	NUM
aiti-14075	106	8	,	,	PUNCT
aiti-14075	106	9	pp	pp	ADJ
aiti-14075	106	10	.	.	PUNCT
aiti-14075	107	1	29	29	NUM
aiti-14075	107	2	-	-	SYM
aiti-14075	107	3	43	43	NUM
aiti-14075	107	4	to	to	PART
aiti-14075	107	5	calculate	calculate	VERB
aiti-14075	107	6	the	the	DET
aiti-14075	107	7	area	area	NOUN
aiti-14075	107	8	of	of	ADP
aiti-14075	107	9	intersection	intersection	NOUN
aiti-14075	107	10	of	of	ADP
aiti-14075	107	11	the	the	DET
aiti-14075	107	12	bounding	bounding	NOUN
aiti-14075	107	13	box	box	NOUN
aiti-14075	107	14	object	object	NOUN
aiti-14075	107	15	and	and	CCONJ
aiti-14075	107	16	the	the	DET
aiti-14075	107	17	area	area	NOUN
aiti-14075	107	18	of	of	ADP
aiti-14075	107	19	the	the	DET
aiti-14075	107	20	bounding	bounding	NOUN
aiti-14075	107	21	box	box	NOUN
aiti-14075	107	22	object	object	NOUN
aiti-14075	107	23	itself	itself	PRON
aiti-14075	107	24	,	,	PUNCT
aiti-14075	107	25	the	the	DET
aiti-14075	107	26	concept	concept	NOUN
aiti-14075	107	27	of	of	ADP
aiti-14075	107	28	the	the	DET
aiti-14075	107	29	rectangular	rectangular	ADJ
aiti-14075	107	30	area	area	NOUN
aiti-14075	107	31	formula	formula	NOUN
aiti-14075	107	32	is	be	AUX
aiti-14075	107	33	used	use	VERB
aiti-14075	107	34	,	,	PUNCT
aiti-14075	107	35	by	by	ADP
aiti-14075	107	36	multiplying	multiply	VERB
aiti-14075	107	37	the	the	DET
aiti-14075	107	38	length	length	NOUN
aiti-14075	107	39	by	by	ADP
aiti-14075	107	40	the	the	DET
aiti-14075	107	41	width	width	NOUN
aiti-14075	107	42	.	.	PUNCT
aiti-14075	108	1	fig	fig	NOUN
aiti-14075	108	2	.	.	PUNCT
aiti-14075	109	1	4	4	NUM
aiti-14075	109	2	shows	show	VERB
aiti-14075	109	3	the	the	DET
aiti-14075	109	4	calculation	calculation	NOUN
aiti-14075	109	5	of	of	ADP
aiti-14075	109	6	the	the	DET
aiti-14075	109	7	bounding	bounding	NOUN
aiti-14075	109	8	box	box	NOUN
aiti-14075	109	9	’s	’s	PART
aiti-14075	109	10	length	length	NOUN
aiti-14075	109	11	and	and	CCONJ
aiti-14075	109	12	width	width	VERB
aiti-14075	109	13	in	in	ADP
aiti-14075	109	14	a	a	DET
aiti-14075	109	15	cartesian	cartesian	ADJ
aiti-14075	109	16	diagram	diagram	NOUN
aiti-14075	109	17	,	,	PUNCT
aiti-14075	109	18	illustrating	illustrate	VERB
aiti-14075	109	19	the	the	DET
aiti-14075	109	20	interrelationship	interrelationship	NOUN
aiti-14075	109	21	between	between	ADP
aiti-14075	109	22	the	the	DET
aiti-14075	109	23	coordinate	coordinate	NOUN
aiti-14075	109	24	points	point	NOUN
aiti-14075	109	25	in	in	ADP
aiti-14075	109	26	the	the	DET
aiti-14075	109	27	roi	roi	NOUN
aiti-14075	109	28	and	and	CCONJ
aiti-14075	109	29	the	the	DET
aiti-14075	109	30	bounding	bounding	NOUN
aiti-14075	109	31	box	box	NOUN
aiti-14075	109	32	in	in	ADP
aiti-14075	109	33	determining	determine	VERB
aiti-14075	109	34	the	the	DET
aiti-14075	109	35	object	object	NOUN
aiti-14075	109	36	area	area	NOUN
aiti-14075	109	37	.	.	PUNCT
aiti-14075	110	1	based	base	VERB
aiti-14075	110	2	on	on	ADP
aiti-14075	110	3	fig	fig	NOUN
aiti-14075	110	4	.	.	PUNCT
aiti-14075	111	1	4	4	NUM
aiti-14075	111	2	,	,	PUNCT
aiti-14075	111	3	the	the	DET
aiti-14075	111	4	intersection	intersection	NOUN
aiti-14075	111	5	area	area	NOUN
aiti-14075	111	6	of	of	ADP
aiti-14075	111	7	the	the	DET
aiti-14075	111	8	bounding	bounding	NOUN
aiti-14075	111	9	box	box	NOUN
aiti-14075	111	10	object	object	NOUN
aiti-14075	111	11	and	and	CCONJ
aiti-14075	111	12	the	the	DET
aiti-14075	111	13	area	area	NOUN
aiti-14075	111	14	of	of	ADP
aiti-14075	111	15	the	the	DET
aiti-14075	111	16	bounding	bounding	NOUN
aiti-14075	111	17	box	box	NOUN
aiti-14075	111	18	are	be	AUX
aiti-14075	111	19	calculated	calculate	VERB
aiti-14075	111	20	as	as	SCONJ
aiti-14075	111	21	follows	follow	VERB
aiti-14075	111	22	:	:	PUNCT
aiti-14075	111	23	(	(	PUNCT
aiti-14075	111	24	)	)	PUNCT
aiti-14075	111	25	(	(	PUNCT
aiti-14075	111	26	)	)	PUNCT
aiti-14075	111	27	(	(	PUNCT
aiti-14075	111	28	)	)	PUNCT
aiti-14075	111	29	(	(	PUNCT
aiti-14075	111	30	)	)	PUNCT
aiti-14075	111	31	1	1	NUM
aiti-14075	111	32	2	2	NUM
aiti-14075	111	33	2	2	NUM
aiti-14075	111	34	1	1	NUM
aiti-14075	111	35	1	1	NUM
aiti-14075	111	36	1	1	NUM
aiti-14075	111	37	2	2	NUM
aiti-14075	111	38	2	2	NUM
aiti-14075	111	39	1	1	NUM
aiti-14075	111	40	2	2	NUM
aiti-14075	111	41	2	2	NUM
aiti-14075	111	42	1	1	NUM
aiti-14075	111	43	1	1	NUM
aiti-14075	111	44	1	1	NUM
aiti-14075	111	45	2	2	NUM
aiti-14075	111	46	2	2	NUM
aiti-14075	111	47	,	,	PUNCT
aiti-14075	111	48	&	&	CCONJ
aiti-14075	111	49	intersection	intersection	NOUN
aiti-14075	111	50	area	area	NOUN
aiti-14075	111	51	of	of	ADP
aiti-14075	111	52	the	the	DET
aiti-14075	111	53	bounding	bounding	NOUN
aiti-14075	111	54	box	box	NOUN
aiti-14075	111	55	object	object	NOUN
aiti-14075	111	56	,	,	PUNCT
aiti-14075	111	57	&	&	CCONJ
aiti-14075	111	58	−	−	PROPN
aiti-14075	111	59	×	×	PROPN
aiti-14075	111	60	−	−	NOUN
aiti-14075	111	61			X
aiti-14075	111	62	>	>	PUNCT
aiti-14075	111	63	>	>	X
aiti-14075	111	64			X
aiti-14075	111	65	=	=	SYM
aiti-14075	111	66			NUM
aiti-14075	111	67	−	−	NOUN
aiti-14075	111	68	×	×	NOUN
aiti-14075	111	69	−	−	INTJ
aiti-14075	111	70			X
aiti-14075	111	71	<	<	X
aiti-14075	111	72	<	<	X
aiti-14075	111	73			PROPN
aiti-14075	111	74	y	y	PROPN
aiti-14075	111	75	roi	roi	PROPN
aiti-14075	111	76	y	y	PROPN
aiti-14075	111	77	bx	bx	PROPN
aiti-14075	111	78	x	x	PUNCT
aiti-14075	111	79	bx	bx	PROPN
aiti-14075	111	80	x	x	PROPN
aiti-14075	111	81	bx	bx	PROPN
aiti-14075	111	82	if	if	SCONJ
aiti-14075	111	83	y	y	PROPN
aiti-14075	111	84	bx	bx	VERB
aiti-14075	111	85	y	y	PROPN
aiti-14075	111	86	roi	roi	PROPN
aiti-14075	111	87	y	y	PROPN
aiti-14075	111	88	bx	bx	PROPN
aiti-14075	111	89	y	y	PROPN
aiti-14075	111	90	roi	roi	PROPN
aiti-14075	111	91	y	y	PROPN
aiti-14075	111	92	bx	bx	PROPN
aiti-14075	111	93	y	y	PROPN
aiti-14075	111	94	roi	roi	PROPN
aiti-14075	111	95	x	x	X
aiti-14075	111	96	bx	bx	NOUN
aiti-14075	111	97	x	x	PROPN
aiti-14075	111	98	bx	bx	PROPN
aiti-14075	111	99	if	if	SCONJ
aiti-14075	111	100	y	y	PROPN
aiti-14075	111	101	bx	bx	VERB
aiti-14075	111	102	y	y	PROPN
aiti-14075	111	103	roi	roi	PROPN
aiti-14075	111	104	y	y	PROPN
aiti-14075	111	105	bx	bx	PROPN
aiti-14075	111	106	y	y	PROPN
aiti-14075	111	107	roi	roi	PROPN
aiti-14075	111	108	(	(	PUNCT
aiti-14075	111	109	2	2	NUM
aiti-14075	111	110	)	)	PUNCT
aiti-14075	111	111	(	(	PUNCT
aiti-14075	111	112	)	)	PUNCT
aiti-14075	111	113	(	(	PUNCT
aiti-14075	111	114	)	)	SYM
aiti-14075	111	115	2	2	NUM
aiti-14075	111	116	1	1	NUM
aiti-14075	111	117	2	2	NUM
aiti-14075	111	118	1	1	NUM
aiti-14075	111	119	area	area	NOUN
aiti-14075	111	120	of	of	ADP
aiti-14075	111	121	the	the	DET
aiti-14075	111	122	bounding	bounding	NOUN
aiti-14075	111	123	box	box	NOUN
aiti-14075	111	124	object	object	NOUN
aiti-14075	111	125	=	=	PUNCT
aiti-14075	111	126	−	−	NOUN
aiti-14075	111	127	×	×	NOUN
aiti-14075	111	128	−x	−x	NOUN
aiti-14075	111	129	bx	bx	NOUN
aiti-14075	111	130	x	x	PUNCT
aiti-14075	111	131	bx	bx	NOUN
aiti-14075	111	132	y	y	PROPN
aiti-14075	111	133	bx	bx	PROPN
aiti-14075	111	134	y	y	PROPN
aiti-14075	111	135	bx	bx	PROPN
aiti-14075	111	136	(	(	PUNCT
aiti-14075	111	137	3	3	NUM
aiti-14075	111	138	)	)	PUNCT
aiti-14075	111	139	from	from	ADP
aiti-14075	111	140	eq	eq	ADP
aiti-14075	111	141	.	.	PUNCT
aiti-14075	112	1	(	(	PUNCT
aiti-14075	112	2	2	2	NUM
aiti-14075	112	3	)	)	PUNCT
aiti-14075	112	4	,	,	PUNCT
aiti-14075	112	5	the	the	DET
aiti-14075	112	6	intersection	intersection	NOUN
aiti-14075	112	7	area	area	NOUN
aiti-14075	112	8	calculation	calculation	NOUN
aiti-14075	112	9	is	be	AUX
aiti-14075	112	10	based	base	VERB
aiti-14075	112	11	on	on	ADP
aiti-14075	112	12	two	two	NUM
aiti-14075	112	13	conditions	condition	NOUN
aiti-14075	112	14	:	:	PUNCT
aiti-14075	112	15	if	if	SCONJ
aiti-14075	112	16	the	the	DET
aiti-14075	112	17	detected	detect	VERB
aiti-14075	112	18	object	object	NOUN
aiti-14075	112	19	’s	’s	PART
aiti-14075	112	20	start	start	NOUN
aiti-14075	112	21	point	point	NOUN
aiti-14075	112	22	is	be	AUX
aiti-14075	112	23	larger	large	ADJ
aiti-14075	112	24	than	than	ADP
aiti-14075	112	25	the	the	DET
aiti-14075	112	26	roi	roi	NOUN
aiti-14075	112	27	start	start	NOUN
aiti-14075	112	28	point	point	NOUN
aiti-14075	112	29	,	,	PUNCT
aiti-14075	112	30	the	the	DET
aiti-14075	112	31	area	area	NOUN
aiti-14075	112	32	is	be	AUX
aiti-14075	112	33	calculated	calculate	VERB
aiti-14075	112	34	;	;	PUNCT
aiti-14075	112	35	if	if	SCONJ
aiti-14075	112	36	the	the	DET
aiti-14075	112	37	object	object	NOUN
aiti-14075	112	38	’s	’s	PART
aiti-14075	112	39	endpoint	endpoint	NOUN
aiti-14075	112	40	is	be	AUX
aiti-14075	112	41	smaller	small	ADJ
aiti-14075	112	42	than	than	ADP
aiti-14075	112	43	the	the	DET
aiti-14075	112	44	roi	roi	NOUN
aiti-14075	112	45	endpoint	endpoint	NOUN
aiti-14075	112	46	,	,	PUNCT
aiti-14075	112	47	the	the	DET
aiti-14075	112	48	object	object	NOUN
aiti-14075	112	49	is	be	AUX
aiti-14075	112	50	considered	consider	VERB
aiti-14075	112	51	outside	outside	ADP
aiti-14075	112	52	the	the	DET
aiti-14075	112	53	roi	roi	NOUN
aiti-14075	112	54	endpoint	endpoint	NOUN
aiti-14075	112	55	.	.	PUNCT
aiti-14075	113	1	if	if	SCONJ
aiti-14075	113	2	both	both	CCONJ
aiti-14075	113	3	the	the	DET
aiti-14075	113	4	start	start	NOUN
aiti-14075	113	5	and	and	CCONJ
aiti-14075	113	6	end	end	VERB
aiti-14075	113	7	points	point	NOUN
aiti-14075	113	8	are	be	AUX
aiti-14075	113	9	within	within	ADP
aiti-14075	113	10	the	the	DET
aiti-14075	113	11	roi	roi	NOUN
aiti-14075	113	12	,	,	PUNCT
aiti-14075	113	13	the	the	DET
aiti-14075	113	14	area	area	NOUN
aiti-14075	113	15	is	be	AUX
aiti-14075	113	16	deemed	deem	VERB
aiti-14075	113	17	100	100	NUM
aiti-14075	113	18	%	%	NOUN
aiti-14075	113	19	inside	inside	ADP
aiti-14075	113	20	the	the	DET
aiti-14075	113	21	roi	roi	NOUN
aiti-14075	113	22	.	.	PUNCT
aiti-14075	114	1	in	in	ADP
aiti-14075	114	2	eq	eq	ADP
aiti-14075	114	3	.	.	PUNCT
aiti-14075	115	1	(	(	PUNCT
aiti-14075	115	2	3	3	NUM
aiti-14075	115	3	)	)	PUNCT
aiti-14075	115	4	,	,	PUNCT
aiti-14075	115	5	the	the	DET
aiti-14075	115	6	bounding	bounding	NOUN
aiti-14075	115	7	box	box	NOUN
aiti-14075	115	8	area	area	NOUN
aiti-14075	115	9	is	be	AUX
aiti-14075	115	10	calculated	calculate	VERB
aiti-14075	115	11	using	use	VERB
aiti-14075	115	12	the	the	DET
aiti-14075	115	13	start	start	NOUN
aiti-14075	115	14	and	and	CCONJ
aiti-14075	115	15	end	end	VERB
aiti-14075	115	16	coordinate	coordinate	NOUN
aiti-14075	115	17	points	point	NOUN
aiti-14075	115	18	.	.	PUNCT
aiti-14075	116	1	the	the	DET
aiti-14075	116	2	overall	overall	ADJ
aiti-14075	116	3	general	general	ADJ
aiti-14075	116	4	architecture	architecture	NOUN
aiti-14075	116	5	of	of	ADP
aiti-14075	116	6	the	the	DET
aiti-14075	116	7	proposed	propose	VERB
aiti-14075	116	8	parking	parking	NOUN
aiti-14075	116	9	violation	violation	NOUN
aiti-14075	116	10	detection	detection	NOUN
aiti-14075	116	11	system	system	NOUN
aiti-14075	116	12	is	be	AUX
aiti-14075	116	13	illustrated	illustrate	VERB
aiti-14075	116	14	in	in	ADP
aiti-14075	116	15	fig	fig	NOUN
aiti-14075	116	16	.	.	PUNCT
aiti-14075	117	1	5	5	X
aiti-14075	117	2	.	.	X
aiti-14075	117	3	it	it	PRON
aiti-14075	117	4	consists	consist	VERB
aiti-14075	117	5	of	of	ADP
aiti-14075	117	6	two	two	NUM
aiti-14075	117	7	main	main	ADJ
aiti-14075	117	8	modules	module	NOUN
aiti-14075	117	9	:	:	PUNCT
aiti-14075	117	10	the	the	DET
aiti-14075	117	11	object	object	NOUN
aiti-14075	117	12	detection	detection	NOUN
aiti-14075	117	13	module	module	NOUN
aiti-14075	117	14	and	and	CCONJ
aiti-14075	117	15	the	the	DET
aiti-14075	117	16	violation	violation	NOUN
aiti-14075	117	17	detection	detection	NOUN
aiti-14075	117	18	module	module	NOUN
aiti-14075	117	19	.	.	PUNCT
aiti-14075	118	1	the	the	DET
aiti-14075	118	2	object	object	NOUN
aiti-14075	118	3	detection	detection	NOUN
aiti-14075	118	4	module	module	NOUN
aiti-14075	118	5	processes	process	VERB
aiti-14075	118	6	each	each	DET
aiti-14075	118	7	video	video	NOUN
aiti-14075	118	8	frame	frame	NOUN
aiti-14075	118	9	and	and	CCONJ
aiti-14075	118	10	detects	detect	NOUN
aiti-14075	118	11	vehicles	vehicle	NOUN
aiti-14075	118	12	using	use	VERB
aiti-14075	118	13	the	the	DET
aiti-14075	118	14	yolov7	yolov7	NOUN
aiti-14075	118	15	algorithm	algorithm	NOUN
aiti-14075	118	16	,	,	PUNCT
aiti-14075	118	17	identifying	identify	VERB
aiti-14075	118	18	objects	object	NOUN
aiti-14075	118	19	within	within	ADP
aiti-14075	118	20	the	the	DET
aiti-14075	118	21	roi	roi	NOUN
aiti-14075	118	22	.	.	PUNCT
aiti-14075	119	1	the	the	DET
aiti-14075	119	2	violation	violation	NOUN
aiti-14075	119	3	detection	detection	NOUN
aiti-14075	119	4	module	module	NOUN
aiti-14075	119	5	calculates	calculate	VERB
aiti-14075	119	6	the	the	DET
aiti-14075	119	7	area	area	NOUN
aiti-14075	119	8	of	of	ADP
aiti-14075	119	9	any	any	DET
aiti-14075	119	10	detected	detect	VERB
aiti-14075	119	11	parking	parking	NOUN
aiti-14075	119	12	object	object	NOUN
aiti-14075	119	13	within	within	ADP
aiti-14075	119	14	the	the	DET
aiti-14075	119	15	roi	roi	NOUN
aiti-14075	119	16	thereafter	thereafter	ADV
aiti-14075	119	17	.	.	PUNCT
aiti-14075	120	1	a	a	DET
aiti-14075	120	2	violation	violation	NOUN
aiti-14075	120	3	is	be	AUX
aiti-14075	120	4	flagged	flag	VERB
aiti-14075	120	5	when	when	SCONJ
aiti-14075	120	6	50	50	NUM
aiti-14075	120	7	%	%	NOUN
aiti-14075	120	8	or	or	CCONJ
aiti-14075	120	9	more	more	ADJ
aiti-14075	120	10	of	of	ADP
aiti-14075	120	11	the	the	DET
aiti-14075	120	12	object	object	NOUN
aiti-14075	120	13	’s	’s	PART
aiti-14075	120	14	area	area	NOUN
aiti-14075	120	15	falls	fall	VERB
aiti-14075	120	16	within	within	ADP
aiti-14075	120	17	the	the	DET
aiti-14075	120	18	roi	roi	NOUN
aiti-14075	120	19	.	.	PUNCT
aiti-14075	121	1	fig	fig	NOUN
aiti-14075	121	2	.	.	PUNCT
aiti-14075	122	1	5	5	NUM
aiti-14075	122	2	general	general	ADJ
aiti-14075	122	3	architecture	architecture	NOUN
aiti-14075	122	4	of	of	ADP
aiti-14075	122	5	parking	parking	NOUN
aiti-14075	122	6	violation	violation	NOUN
aiti-14075	122	7	detection	detection	NOUN
aiti-14075	122	8	system	system	NOUN
aiti-14075	122	9	2.6	2.6	NUM
aiti-14075	122	10	.	.	PUNCT
aiti-14075	123	1	implementation	implementation	NOUN
aiti-14075	123	2	(	(	PUNCT
aiti-14075	123	3	a	a	X
aiti-14075	123	4	)	)	PUNCT
aiti-14075	123	5	place	place	NOUN
aiti-14075	123	6	a	a	DET
aiti-14075	123	7	(	(	PUNCT
aiti-14075	123	8	b	b	NOUN
aiti-14075	123	9	)	)	PUNCT
aiti-14075	123	10	place	place	NOUN
aiti-14075	123	11	b	b	PROPN
aiti-14075	123	12	(	(	PUNCT
aiti-14075	123	13	c	c	NOUN
aiti-14075	123	14	)	)	PUNCT
aiti-14075	123	15	place	place	NOUN
aiti-14075	123	16	c	c	PROPN
aiti-14075	123	17	fig	fig	NOUN
aiti-14075	123	18	.	.	PUNCT
aiti-14075	124	1	6	6	NUM
aiti-14075	124	2	three	three	NUM
aiti-14075	124	3	different	different	ADJ
aiti-14075	124	4	locations	location	NOUN
aiti-14075	124	5	for	for	ADP
aiti-14075	124	6	system	system	NOUN
aiti-14075	124	7	implementation	implementation	NOUN
aiti-14075	124	8	advances	advance	NOUN
aiti-14075	124	9	in	in	ADP
aiti-14075	124	10	technology	technology	NOUN
aiti-14075	124	11	innovation	innovation	NOUN
aiti-14075	124	12	,	,	PUNCT
aiti-14075	124	13	vol	vol	NOUN
aiti-14075	124	14	.	.	PROPN
aiti-14075	124	15	10	10	NUM
aiti-14075	124	16	,	,	PUNCT
aiti-14075	124	17	no	no	INTJ
aiti-14075	124	18	.	.	NOUN
aiti-14075	124	19	1	1	NUM
aiti-14075	124	20	,	,	PUNCT
aiti-14075	124	21	2025	2025	NUM
aiti-14075	124	22	,	,	PUNCT
aiti-14075	124	23	pp	pp	ADJ
aiti-14075	124	24	.	.	PUNCT
aiti-14075	124	25	29	29	NUM
aiti-14075	124	26	-	-	SYM
aiti-14075	124	27	43	43	NUM
aiti-14075	124	28	35	35	NUM
aiti-14075	124	29	the	the	DET
aiti-14075	124	30	implementation	implementation	NOUN
aiti-14075	124	31	stage	stage	NOUN
aiti-14075	124	32	was	be	AUX
aiti-14075	124	33	carried	carry	VERB
aiti-14075	124	34	out	out	ADP
aiti-14075	124	35	by	by	ADP
aiti-14075	124	36	applying	apply	VERB
aiti-14075	124	37	the	the	DET
aiti-14075	124	38	system	system	NOUN
aiti-14075	124	39	that	that	PRON
aiti-14075	124	40	has	have	AUX
aiti-14075	124	41	been	be	AUX
aiti-14075	124	42	developed	develop	VERB
aiti-14075	124	43	to	to	PART
aiti-14075	124	44	detect	detect	VERB
aiti-14075	124	45	parking	parking	NOUN
aiti-14075	124	46	violations	violation	NOUN
aiti-14075	124	47	to	to	PART
aiti-14075	124	48	assess	assess	VERB
aiti-14075	124	49	the	the	DET
aiti-14075	124	50	effectiveness	effectiveness	NOUN
aiti-14075	124	51	and	and	CCONJ
aiti-14075	124	52	reliability	reliability	NOUN
aiti-14075	124	53	of	of	ADP
aiti-14075	124	54	the	the	DET
aiti-14075	124	55	model	model	NOUN
aiti-14075	124	56	in	in	ADP
aiti-14075	124	57	detecting	detect	VERB
aiti-14075	124	58	parking	parking	NOUN
aiti-14075	124	59	violations	violation	NOUN
aiti-14075	124	60	.	.	PUNCT
aiti-14075	125	1	this	this	DET
aiti-14075	125	2	implementation	implementation	NOUN
aiti-14075	125	3	process	process	NOUN
aiti-14075	125	4	involves	involve	VERB
aiti-14075	125	5	applying	apply	VERB
aiti-14075	125	6	the	the	DET
aiti-14075	125	7	model	model	NOUN
aiti-14075	125	8	to	to	ADP
aiti-14075	125	9	the	the	DET
aiti-14075	125	10	acquired	acquire	VERB
aiti-14075	125	11	video	video	NOUN
aiti-14075	125	12	,	,	PUNCT
aiti-14075	125	13	which	which	PRON
aiti-14075	125	14	includes	include	VERB
aiti-14075	125	15	real	real	ADJ
aiti-14075	125	16	-	-	PUNCT
aiti-14075	125	17	life	life	NOUN
aiti-14075	125	18	parking	parking	NOUN
aiti-14075	125	19	violations	violation	NOUN
aiti-14075	125	20	in	in	ADP
aiti-14075	125	21	three	three	NUM
aiti-14075	125	22	different	different	ADJ
aiti-14075	125	23	locations	location	NOUN
aiti-14075	125	24	,	,	PUNCT
aiti-14075	125	25	as	as	SCONJ
aiti-14075	125	26	shown	show	VERB
aiti-14075	125	27	in	in	ADP
aiti-14075	125	28	fig	fig	NOUN
aiti-14075	125	29	.	.	PUNCT
aiti-14075	126	1	6	6	NUM
aiti-14075	126	2	.	.	X
aiti-14075	126	3	detailed	detailed	ADJ
aiti-14075	126	4	information	information	NOUN
aiti-14075	126	5	on	on	ADP
aiti-14075	126	6	the	the	DET
aiti-14075	126	7	duration	duration	NOUN
aiti-14075	126	8	and	and	CCONJ
aiti-14075	126	9	description	description	NOUN
aiti-14075	126	10	of	of	ADP
aiti-14075	126	11	the	the	DET
aiti-14075	126	12	videos	video	NOUN
aiti-14075	126	13	during	during	ADP
aiti-14075	126	14	the	the	DET
aiti-14075	126	15	system	system	NOUN
aiti-14075	126	16	implementation	implementation	NOUN
aiti-14075	126	17	at	at	ADP
aiti-14075	126	18	each	each	DET
aiti-14075	126	19	location	location	NOUN
aiti-14075	126	20	is	be	AUX
aiti-14075	126	21	presented	present	VERB
aiti-14075	126	22	in	in	ADP
aiti-14075	126	23	table	table	NOUN
aiti-14075	126	24	5	5	NUM
aiti-14075	126	25	.	.	PUNCT
aiti-14075	126	26	table	table	NOUN
aiti-14075	126	27	5	5	NUM
aiti-14075	126	28	duration	duration	NOUN
aiti-14075	126	29	and	and	CCONJ
aiti-14075	126	30	description	description	NOUN
aiti-14075	126	31	of	of	ADP
aiti-14075	126	32	videos	video	NOUN
aiti-14075	126	33	for	for	ADP
aiti-14075	126	34	system	system	NOUN
aiti-14075	126	35	implementation	implementation	NOUN
aiti-14075	126	36	place	place	NOUN
aiti-14075	126	37	duration	duration	NOUN
aiti-14075	126	38	description	description	NOUN
aiti-14075	126	39	a	a	DET
aiti-14075	126	40	0:22:44	0:22:44	PROPN
aiti-14075	126	41	features	feature	VERB
aiti-14075	126	42	the	the	DET
aiti-14075	126	43	parking	parking	NOUN
aiti-14075	126	44	lot	lot	NOUN
aiti-14075	126	45	in	in	ADP
aiti-14075	126	46	front	front	NOUN
aiti-14075	126	47	of	of	ADP
aiti-14075	126	48	the	the	DET
aiti-14075	126	49	teknol	teknol	NOUN
aiti-14075	126	50	building	building	NOUN
aiti-14075	126	51	of	of	ADP
aiti-14075	126	52	the	the	DET
aiti-14075	126	53	department	department	NOUN
aiti-14075	126	54	of	of	ADP
aiti-14075	126	55	informatics	informatic	NOUN
aiti-14075	126	56	and	and	CCONJ
aiti-14075	126	57	computer	computer	NOUN
aiti-14075	126	58	engineering	engineering	NOUN
aiti-14075	126	59	at	at	ADP
aiti-14075	126	60	the	the	DET
aiti-14075	126	61	state	state	NOUN
aiti-14075	126	62	university	university	PROPN
aiti-14075	126	63	of	of	ADP
aiti-14075	126	64	makassar	makassar	PROPN
aiti-14075	126	65	,	,	PUNCT
aiti-14075	126	66	recorded	record	VERB
aiti-14075	126	67	from	from	ADP
aiti-14075	126	68	the	the	DET
aiti-14075	126	69	3rd	3rd	ADJ
aiti-14075	126	70	floor	floor	NOUN
aiti-14075	126	71	.	.	PUNCT
aiti-14075	127	1	b	b	X
aiti-14075	127	2	0:10:48	0:10:48	PROPN
aiti-14075	127	3	features	feature	VERB
aiti-14075	127	4	the	the	DET
aiti-14075	127	5	street	street	NOUN
aiti-14075	127	6	area	area	NOUN
aiti-14075	127	7	in	in	ADP
aiti-14075	127	8	front	front	NOUN
aiti-14075	127	9	of	of	ADP
aiti-14075	127	10	a	a	DET
aiti-14075	127	11	housing	housing	NOUN
aiti-14075	127	12	estate	estate	NOUN
aiti-14075	127	13	that	that	PRON
aiti-14075	127	14	is	be	AUX
aiti-14075	127	15	often	often	ADV
aiti-14075	127	16	bustling	bustle	VERB
aiti-14075	127	17	with	with	ADP
aiti-14075	127	18	daily	daily	ADJ
aiti-14075	127	19	activities	activity	NOUN
aiti-14075	127	20	,	,	PUNCT
aiti-14075	127	21	recorded	record	VERB
aiti-14075	127	22	from	from	ADP
aiti-14075	127	23	the	the	DET
aiti-14075	127	24	3rd	3rd	ADJ
aiti-14075	127	25	floor	floor	NOUN
aiti-14075	127	26	of	of	ADP
aiti-14075	127	27	a	a	DET
aiti-14075	127	28	resident	resident	NOUN
aiti-14075	127	29	’s	’s	PART
aiti-14075	127	30	house	house	NOUN
aiti-14075	127	31	.	.	PUNCT
aiti-14075	128	1	c	c	PROPN
aiti-14075	128	2	0:18:51	0:18:51	PROPN
aiti-14075	128	3	features	feature	VERB
aiti-14075	128	4	the	the	DET
aiti-14075	128	5	street	street	NOUN
aiti-14075	128	6	area	area	NOUN
aiti-14075	128	7	in	in	ADP
aiti-14075	128	8	front	front	NOUN
aiti-14075	128	9	of	of	ADP
aiti-14075	128	10	at	at	ADP
aiti-14075	128	11	-	-	PUNCT
aiti-14075	128	12	taubah	taubah	NOUN
aiti-14075	128	13	mosque	mosque	NOUN
aiti-14075	128	14	,	,	PUNCT
aiti-14075	128	15	recorded	record	VERB
aiti-14075	128	16	from	from	ADP
aiti-14075	128	17	the	the	DET
aiti-14075	128	18	2nd	2nd	ADJ
aiti-14075	128	19	floor	floor	NOUN
aiti-14075	128	20	of	of	ADP
aiti-14075	128	21	the	the	DET
aiti-14075	128	22	mosque	mosque	NOUN
aiti-14075	128	23	.	.	PUNCT
aiti-14075	129	1	2.7	2.7	NUM
aiti-14075	129	2	.	.	PUNCT
aiti-14075	129	3	evaluation	evaluation	NOUN
aiti-14075	129	4	evaluation	evaluation	NOUN
aiti-14075	129	5	,	,	PUNCT
aiti-14075	129	6	the	the	DET
aiti-14075	129	7	process	process	NOUN
aiti-14075	129	8	of	of	ADP
aiti-14075	129	9	measuring	measure	VERB
aiti-14075	129	10	the	the	DET
aiti-14075	129	11	performance	performance	NOUN
aiti-14075	129	12	and	and	CCONJ
aiti-14075	129	13	accuracy	accuracy	NOUN
aiti-14075	129	14	of	of	ADP
aiti-14075	129	15	a	a	DET
aiti-14075	129	16	system	system	NOUN
aiti-14075	129	17	[	[	X
aiti-14075	129	18	25	25	NUM
aiti-14075	129	19	]	]	PUNCT
aiti-14075	129	20	,	,	PUNCT
aiti-14075	129	21	is	be	AUX
aiti-14075	129	22	performed	perform	VERB
aiti-14075	129	23	using	use	VERB
aiti-14075	129	24	a	a	DET
aiti-14075	129	25	confusion	confusion	NOUN
aiti-14075	129	26	matrix	matrix	NOUN
aiti-14075	129	27	to	to	PART
aiti-14075	129	28	assess	assess	VERB
aiti-14075	129	29	the	the	DET
aiti-14075	129	30	effectiveness	effectiveness	NOUN
aiti-14075	129	31	of	of	ADP
aiti-14075	129	32	the	the	DET
aiti-14075	129	33	model	model	NOUN
aiti-14075	129	34	in	in	ADP
aiti-14075	129	35	classifying	classify	VERB
aiti-14075	129	36	parking	parking	NOUN
aiti-14075	129	37	,	,	PUNCT
aiti-14075	129	38	non	non	ADJ
aiti-14075	129	39	-	-	ADJ
aiti-14075	129	40	parking	parking	ADJ
aiti-14075	129	41	,	,	PUNCT
aiti-14075	129	42	and	and	CCONJ
aiti-14075	129	43	person	person	NOUN
aiti-14075	129	44	objects	object	VERB
aiti-14075	129	45	.	.	PUNCT
aiti-14075	130	1	additionally	additionally	ADV
aiti-14075	130	2	,	,	PUNCT
aiti-14075	130	3	the	the	DET
aiti-14075	130	4	confusion	confusion	NOUN
aiti-14075	130	5	matrix	matrix	NOUN
aiti-14075	130	6	is	be	AUX
aiti-14075	130	7	used	use	VERB
aiti-14075	130	8	to	to	PART
aiti-14075	130	9	measure	measure	VERB
aiti-14075	130	10	the	the	DET
aiti-14075	130	11	results	result	NOUN
aiti-14075	130	12	of	of	ADP
aiti-14075	130	13	the	the	DET
aiti-14075	130	14	system	system	NOUN
aiti-14075	130	15	implementation	implementation	NOUN
aiti-14075	130	16	.	.	PUNCT
aiti-14075	131	1	the	the	DET
aiti-14075	131	2	components	component	NOUN
aiti-14075	131	3	of	of	ADP
aiti-14075	131	4	the	the	DET
aiti-14075	131	5	confusion	confusion	NOUN
aiti-14075	131	6	matrix	matrix	NOUN
aiti-14075	131	7	are	be	AUX
aiti-14075	131	8	presented	present	VERB
aiti-14075	131	9	in	in	ADP
aiti-14075	131	10	table	table	NOUN
aiti-14075	131	11	6	6	NUM
aiti-14075	131	12	,	,	PUNCT
aiti-14075	131	13	which	which	PRON
aiti-14075	131	14	is	be	AUX
aiti-14075	131	15	then	then	ADV
aiti-14075	131	16	used	use	VERB
aiti-14075	131	17	to	to	PART
aiti-14075	131	18	calculate	calculate	VERB
aiti-14075	131	19	the	the	DET
aiti-14075	131	20	recall	recall	NOUN
aiti-14075	131	21	,	,	PUNCT
aiti-14075	131	22	precision	precision	NOUN
aiti-14075	131	23	,	,	PUNCT
aiti-14075	131	24	and	and	CCONJ
aiti-14075	131	25	f1	f1	ADJ
aiti-14075	131	26	-	-	PUNCT
aiti-14075	131	27	score	score	NOUN
aiti-14075	131	28	values	value	NOUN
aiti-14075	132	1	[	[	X
aiti-14075	132	2	26	26	NUM
aiti-14075	132	3	]	]	PUNCT
aiti-14075	132	4	.	.	PUNCT
aiti-14075	133	1	table	table	NOUN
aiti-14075	133	2	6	6	NUM
aiti-14075	133	3	confusion	confusion	NOUN
aiti-14075	133	4	matrix	matrix	NOUN
aiti-14075	133	5	predicted	predict	VERB
aiti-14075	133	6	positive	positive	ADJ
aiti-14075	133	7	negative	negative	ADJ
aiti-14075	133	8	actual	actual	ADJ
aiti-14075	133	9	positive	positive	ADJ
aiti-14075	133	10	true	true	ADJ
aiti-14075	133	11	positive	positive	ADJ
aiti-14075	133	12	(	(	PUNCT
aiti-14075	133	13	tp	tp	NOUN
aiti-14075	133	14	)	)	PUNCT
aiti-14075	133	15	false	false	ADJ
aiti-14075	133	16	negative	negative	ADJ
aiti-14075	133	17	(	(	PUNCT
aiti-14075	133	18	fn	fn	NOUN
aiti-14075	133	19	)	)	PUNCT
aiti-14075	133	20	negative	negative	ADJ
aiti-14075	133	21	false	false	ADJ
aiti-14075	133	22	positive	positive	ADJ
aiti-14075	133	23	(	(	PUNCT
aiti-14075	133	24	fp	fp	NOUN
aiti-14075	133	25	)	)	PUNCT
aiti-14075	133	26	true	true	ADJ
aiti-14075	133	27	negative	negative	ADJ
aiti-14075	133	28	(	(	PUNCT
aiti-14075	133	29	tn	tn	NOUN
aiti-14075	133	30	)	)	PUNCT
aiti-14075	133	31	true	true	ADJ
aiti-14075	133	32	positive	positive	ADJ
aiti-14075	133	33	(	(	PUNCT
aiti-14075	133	34	tp	tp	NOUN
aiti-14075	133	35	)	)	PUNCT
aiti-14075	133	36	is	be	AUX
aiti-14075	133	37	the	the	DET
aiti-14075	133	38	number	number	NOUN
aiti-14075	133	39	of	of	ADP
aiti-14075	133	40	correct	correct	ADJ
aiti-14075	133	41	predictions	prediction	NOUN
aiti-14075	133	42	for	for	ADP
aiti-14075	133	43	the	the	DET
aiti-14075	133	44	positive	positive	ADJ
aiti-14075	133	45	class	class	NOUN
aiti-14075	133	46	,	,	PUNCT
aiti-14075	133	47	while	while	SCONJ
aiti-14075	133	48	true	true	ADJ
aiti-14075	133	49	negative	negative	ADJ
aiti-14075	133	50	(	(	PUNCT
aiti-14075	133	51	tn	tn	NOUN
aiti-14075	133	52	)	)	PUNCT
aiti-14075	133	53	is	be	AUX
aiti-14075	133	54	the	the	DET
aiti-14075	133	55	number	number	NOUN
aiti-14075	133	56	of	of	ADP
aiti-14075	133	57	correct	correct	ADJ
aiti-14075	133	58	predictions	prediction	NOUN
aiti-14075	133	59	for	for	ADP
aiti-14075	133	60	the	the	DET
aiti-14075	133	61	negative	negative	ADJ
aiti-14075	133	62	class	class	NOUN
aiti-14075	133	63	.	.	PUNCT
aiti-14075	134	1	false	false	ADJ
aiti-14075	134	2	positive	positive	ADJ
aiti-14075	134	3	(	(	PUNCT
aiti-14075	134	4	fp	fp	X
aiti-14075	134	5	)	)	PUNCT
aiti-14075	134	6	is	be	AUX
aiti-14075	134	7	the	the	DET
aiti-14075	134	8	number	number	NOUN
aiti-14075	134	9	of	of	ADP
aiti-14075	134	10	false	false	ADJ
aiti-14075	134	11	predictions	prediction	NOUN
aiti-14075	134	12	for	for	ADP
aiti-14075	134	13	the	the	DET
aiti-14075	134	14	positive	positive	ADJ
aiti-14075	134	15	class	class	NOUN
aiti-14075	134	16	,	,	PUNCT
aiti-14075	134	17	and	and	CCONJ
aiti-14075	134	18	false	false	ADJ
aiti-14075	134	19	negative	negative	ADJ
aiti-14075	134	20	(	(	PUNCT
aiti-14075	134	21	fn	fn	NOUN
aiti-14075	134	22	)	)	PUNCT
aiti-14075	134	23	is	be	AUX
aiti-14075	134	24	the	the	DET
aiti-14075	134	25	number	number	NOUN
aiti-14075	134	26	of	of	ADP
aiti-14075	134	27	false	false	ADJ
aiti-14075	134	28	predictions	prediction	NOUN
aiti-14075	134	29	for	for	ADP
aiti-14075	134	30	the	the	DET
aiti-14075	134	31	negative	negative	ADJ
aiti-14075	134	32	class	class	NOUN
aiti-14075	134	33	.	.	PUNCT
aiti-14075	135	1	recall	recall	PROPN
aiti-14075	135	2	shows	show	VERB
aiti-14075	135	3	how	how	SCONJ
aiti-14075	135	4	many	many	ADJ
aiti-14075	135	5	positive	positive	ADJ
aiti-14075	135	6	cases	case	NOUN
aiti-14075	135	7	are	be	AUX
aiti-14075	135	8	found	find	VERB
aiti-14075	135	9	by	by	ADP
aiti-14075	135	10	the	the	DET
aiti-14075	135	11	model	model	NOUN
aiti-14075	135	12	,	,	PUNCT
aiti-14075	135	13	and	and	CCONJ
aiti-14075	135	14	it	it	PRON
aiti-14075	135	15	is	be	AUX
aiti-14075	135	16	calculated	calculate	VERB
aiti-14075	135	17	as	as	SCONJ
aiti-14075	135	18	follows	follow	VERB
aiti-14075	135	19	:	:	PUNCT
aiti-14075	135	20	tp	tp	PART
aiti-14075	135	21	recall	recall	VERB
aiti-14075	135	22	tp	tp	ADP
aiti-14075	135	23	fn	fn	NOUN
aiti-14075	135	24	=	=	PUNCT
aiti-14075	136	1	+	+	CCONJ
aiti-14075	136	2	(	(	PUNCT
aiti-14075	136	3	4	4	X
aiti-14075	136	4	)	)	PUNCT
aiti-14075	136	5	precision	precision	NOUN
aiti-14075	136	6	indicates	indicate	VERB
aiti-14075	136	7	how	how	SCONJ
aiti-14075	136	8	many	many	ADJ
aiti-14075	136	9	of	of	ADP
aiti-14075	136	10	the	the	DET
aiti-14075	136	11	model	model	NOUN
aiti-14075	136	12	’s	’s	PART
aiti-14075	136	13	positive	positive	ADJ
aiti-14075	136	14	predictions	prediction	NOUN
aiti-14075	136	15	are	be	AUX
aiti-14075	136	16	correct	correct	ADJ
aiti-14075	136	17	,	,	PUNCT
aiti-14075	136	18	and	and	CCONJ
aiti-14075	136	19	it	it	PRON
aiti-14075	136	20	is	be	AUX
aiti-14075	136	21	calculated	calculate	VERB
aiti-14075	136	22	using	use	VERB
aiti-14075	136	23	:	:	PUNCT
aiti-14075	136	24	tp	tp	PART
aiti-14075	136	25	precision	precision	NOUN
aiti-14075	136	26	tp	tp	ADP
aiti-14075	136	27	fp	fp	PROPN
aiti-14075	136	28	=	=	PUNCT
aiti-14075	137	1	+	+	CCONJ
aiti-14075	137	2	(	(	PUNCT
aiti-14075	137	3	5	5	NUM
aiti-14075	137	4	)	)	PUNCT
aiti-14075	137	5	meanwhile	meanwhile	ADV
aiti-14075	137	6	,	,	PUNCT
aiti-14075	137	7	the	the	DET
aiti-14075	137	8	f1	f1	ADJ
aiti-14075	137	9	-	-	PUNCT
aiti-14075	137	10	score	score	NOUN
aiti-14075	137	11	balances	balance	NOUN
aiti-14075	137	12	the	the	DET
aiti-14075	137	13	two	two	NUM
aiti-14075	137	14	and	and	CCONJ
aiti-14075	137	15	provides	provide	VERB
aiti-14075	137	16	a	a	DET
aiti-14075	137	17	more	more	ADV
aiti-14075	137	18	comprehensive	comprehensive	ADJ
aiti-14075	137	19	score	score	NOUN
aiti-14075	137	20	of	of	ADP
aiti-14075	137	21	the	the	DET
aiti-14075	137	22	model	model	NOUN
aiti-14075	137	23	’s	’s	PART
aiti-14075	137	24	performance	performance	NOUN
aiti-14075	137	25	,	,	PUNCT
aiti-14075	137	26	and	and	CCONJ
aiti-14075	137	27	it	it	PRON
aiti-14075	137	28	is	be	AUX
aiti-14075	137	29	calculated	calculate	VERB
aiti-14075	137	30	as	as	ADP
aiti-14075	137	31	:	:	PUNCT
aiti-14075	137	32	recall	recall	NOUN
aiti-14075	137	33	precision	precision	NOUN
aiti-14075	137	34	f1	f1	NOUN
aiti-14075	137	35	-	-	PUNCT
aiti-14075	137	36	score	score	NOUN
aiti-14075	137	37	2	2	NUM
aiti-14075	137	38	recall	recall	NOUN
aiti-14075	137	39	precision	precision	NOUN
aiti-14075	137	40	×	×	NOUN
aiti-14075	137	41	=	=	SYM
aiti-14075	137	42	×	×	NOUN
aiti-14075	137	43	+	+	CCONJ
aiti-14075	137	44	(	(	PUNCT
aiti-14075	137	45	6	6	NUM
aiti-14075	137	46	)	)	SYM
aiti-14075	137	47	3	3	NUM
aiti-14075	137	48	.	.	NOUN
aiti-14075	137	49	results	result	NOUN
aiti-14075	137	50	and	and	CCONJ
aiti-14075	137	51	discussion	discussion	VERB
aiti-14075	137	52	the	the	DET
aiti-14075	137	53	parking	parking	NOUN
aiti-14075	137	54	violation	violation	NOUN
aiti-14075	137	55	detection	detection	NOUN
aiti-14075	137	56	system	system	NOUN
aiti-14075	137	57	is	be	AUX
aiti-14075	137	58	developed	develop	VERB
aiti-14075	137	59	by	by	ADP
aiti-14075	137	60	building	build	VERB
aiti-14075	137	61	a	a	DET
aiti-14075	137	62	model	model	NOUN
aiti-14075	137	63	that	that	PRON
aiti-14075	137	64	can	can	AUX
aiti-14075	137	65	detect	detect	VERB
aiti-14075	137	66	objects	object	NOUN
aiti-14075	137	67	in	in	ADP
aiti-14075	137	68	the	the	DET
aiti-14075	137	69	parking	parking	NOUN
aiti-14075	137	70	area	area	NOUN
aiti-14075	137	71	.	.	PUNCT
aiti-14075	138	1	the	the	DET
aiti-14075	138	2	detected	detect	VERB
aiti-14075	138	3	objects	object	NOUN
aiti-14075	138	4	include	include	VERB
aiti-14075	138	5	a	a	DET
aiti-14075	138	6	person	person	NOUN
aiti-14075	138	7	,	,	PUNCT
aiti-14075	138	8	a	a	DET
aiti-14075	138	9	non	non	ADJ
aiti-14075	138	10	-	-	ADJ
aiti-14075	138	11	parked	parked	ADJ
aiti-14075	138	12	motorcycle	motorcycle	NOUN
aiti-14075	138	13	,	,	PUNCT
aiti-14075	138	14	and	and	CCONJ
aiti-14075	138	15	a	a	DET
aiti-14075	138	16	parked	parked	ADJ
aiti-14075	138	17	motorcycle	motorcycle	NOUN
aiti-14075	138	18	.	.	PUNCT
aiti-14075	139	1	the	the	DET
aiti-14075	139	2	sample	sample	NOUN
aiti-14075	139	3	dataset	dataset	NOUN
aiti-14075	139	4	used	use	VERB
aiti-14075	139	5	in	in	ADP
aiti-14075	139	6	this	this	DET
aiti-14075	139	7	study	study	NOUN
aiti-14075	139	8	is	be	AUX
aiti-14075	139	9	shown	show	VERB
aiti-14075	139	10	in	in	ADP
aiti-14075	139	11	fig	fig	NOUN
aiti-14075	139	12	.	.	PUNCT
aiti-14075	140	1	7	7	NUM
aiti-14075	140	2	,	,	PUNCT
aiti-14075	140	3	which	which	PRON
aiti-14075	140	4	comprises	comprise	VERB
aiti-14075	140	5	two	two	NUM
aiti-14075	140	6	frames	frame	NOUN
aiti-14075	140	7	and	and	CCONJ
aiti-14075	140	8	their	their	PRON
aiti-14075	140	9	labels	label	NOUN
aiti-14075	140	10	from	from	ADP
aiti-14075	140	11	videos	video	NOUN
aiti-14075	140	12	taken	take	VERB
aiti-14075	140	13	with	with	ADP
aiti-14075	140	14	different	different	ADJ
aiti-14075	140	15	brightness	brightness	NOUN
aiti-14075	140	16	conditions	condition	NOUN
aiti-14075	140	17	.	.	PUNCT
aiti-14075	141	1	36	36	NUM
aiti-14075	141	2	advances	advance	NOUN
aiti-14075	141	3	in	in	ADP
aiti-14075	141	4	technology	technology	NOUN
aiti-14075	141	5	innovation	innovation	NOUN
aiti-14075	141	6	,	,	PUNCT
aiti-14075	141	7	vol	vol	NOUN
aiti-14075	141	8	.	.	PROPN
aiti-14075	141	9	10	10	NUM
aiti-14075	141	10	,	,	PUNCT
aiti-14075	141	11	no	no	INTJ
aiti-14075	141	12	.	.	NOUN
aiti-14075	141	13	1	1	NUM
aiti-14075	141	14	,	,	PUNCT
aiti-14075	141	15	2025	2025	NUM
aiti-14075	141	16	,	,	PUNCT
aiti-14075	141	17	pp	pp	ADJ
aiti-14075	141	18	.	.	PUNCT
aiti-14075	142	1	29	29	NUM
aiti-14075	142	2	-	-	SYM
aiti-14075	142	3	43	43	NUM
aiti-14075	142	4	fig	fig	NOUN
aiti-14075	142	5	.	.	PUNCT
aiti-14075	143	1	7	7	NUM
aiti-14075	143	2	example	example	NOUN
aiti-14075	143	3	dataset	dataset	NOUN
aiti-14075	143	4	of	of	ADP
aiti-14075	143	5	video	video	NOUN
aiti-14075	143	6	frames	frame	NOUN
aiti-14075	143	7	for	for	ADP
aiti-14075	143	8	building	build	VERB
aiti-14075	143	9	a	a	DET
aiti-14075	143	10	detection	detection	NOUN
aiti-14075	143	11	model	model	NOUN
aiti-14075	143	12	the	the	DET
aiti-14075	143	13	results	result	NOUN
aiti-14075	143	14	of	of	ADP
aiti-14075	143	15	the	the	DET
aiti-14075	143	16	object	object	NOUN
aiti-14075	143	17	annotations	annotation	NOUN
aiti-14075	143	18	are	be	AUX
aiti-14075	143	19	shown	show	VERB
aiti-14075	143	20	in	in	ADP
aiti-14075	143	21	fig	fig	NOUN
aiti-14075	143	22	.	.	PUNCT
aiti-14075	144	1	7	7	NUM
aiti-14075	144	2	,	,	PUNCT
aiti-14075	144	3	where	where	SCONJ
aiti-14075	144	4	the	the	DET
aiti-14075	144	5	non	non	ADJ
aiti-14075	144	6	-	-	ADJ
aiti-14075	144	7	parking	parking	ADJ
aiti-14075	144	8	object	object	NOUN
aiti-14075	144	9	class	class	NOUN
aiti-14075	144	10	is	be	AUX
aiti-14075	144	11	labeled	label	VERB
aiti-14075	144	12	as	as	ADP
aiti-14075	144	13	0	0	NUM
aiti-14075	144	14	,	,	PUNCT
aiti-14075	144	15	the	the	DET
aiti-14075	144	16	parking	parking	NOUN
aiti-14075	144	17	object	object	NOUN
aiti-14075	144	18	as	as	ADP
aiti-14075	144	19	1	1	NUM
aiti-14075	144	20	,	,	PUNCT
aiti-14075	144	21	and	and	CCONJ
aiti-14075	144	22	the	the	DET
aiti-14075	144	23	person	person	NOUN
aiti-14075	144	24	object	object	VERB
aiti-14075	144	25	as	as	ADP
aiti-14075	144	26	2	2	NUM
aiti-14075	144	27	.	.	PUNCT
aiti-14075	144	28	to	to	PART
aiti-14075	144	29	avoid	avoid	VERB
aiti-14075	144	30	class	class	NOUN
aiti-14075	144	31	imbalance	imbalance	NOUN
aiti-14075	144	32	,	,	PUNCT
aiti-14075	144	33	certain	certain	ADJ
aiti-14075	144	34	objects	object	NOUN
aiti-14075	144	35	were	be	AUX
aiti-14075	144	36	intentionally	intentionally	ADV
aiti-14075	144	37	left	leave	VERB
aiti-14075	144	38	unannotated	unannotate	VERB
aiti-14075	144	39	.	.	PUNCT
aiti-14075	145	1	this	this	DET
aiti-14075	145	2	approach	approach	NOUN
aiti-14075	145	3	was	be	AUX
aiti-14075	145	4	adopted	adopt	VERB
aiti-14075	145	5	to	to	PART
aiti-14075	145	6	maintain	maintain	VERB
aiti-14075	145	7	a	a	DET
aiti-14075	145	8	balanced	balanced	ADJ
aiti-14075	145	9	dataset	dataset	NOUN
aiti-14075	145	10	and	and	CCONJ
aiti-14075	145	11	prevent	prevent	VERB
aiti-14075	145	12	any	any	DET
aiti-14075	145	13	class	class	NOUN
aiti-14075	145	14	from	from	ADP
aiti-14075	145	15	dominating	dominate	VERB
aiti-14075	145	16	the	the	DET
aiti-14075	145	17	annotations	annotation	NOUN
aiti-14075	145	18	,	,	PUNCT
aiti-14075	145	19	which	which	PRON
aiti-14075	145	20	could	could	AUX
aiti-14075	145	21	negatively	negatively	ADV
aiti-14075	145	22	impact	impact	VERB
aiti-14075	145	23	the	the	DET
aiti-14075	145	24	model	model	NOUN
aiti-14075	145	25	’s	’s	PART
aiti-14075	145	26	performance	performance	NOUN
aiti-14075	145	27	during	during	ADP
aiti-14075	145	28	training	training	NOUN
aiti-14075	145	29	.	.	PUNCT
aiti-14075	146	1	by	by	ADP
aiti-14075	146	2	selectively	selectively	ADV
aiti-14075	146	3	annotating	annotate	VERB
aiti-14075	146	4	the	the	DET
aiti-14075	146	5	objects	object	NOUN
aiti-14075	146	6	,	,	PUNCT
aiti-14075	146	7	a	a	DET
aiti-14075	146	8	fairer	fair	ADJ
aiti-14075	146	9	distribution	distribution	NOUN
aiti-14075	146	10	among	among	ADP
aiti-14075	146	11	all	all	DET
aiti-14075	146	12	classes	class	NOUN
aiti-14075	146	13	can	can	AUX
aiti-14075	146	14	be	be	AUX
aiti-14075	146	15	achieved	achieve	VERB
aiti-14075	146	16	.	.	PUNCT
aiti-14075	147	1	additionally	additionally	ADV
aiti-14075	147	2	,	,	PUNCT
aiti-14075	147	3	since	since	SCONJ
aiti-14075	147	4	parking	parking	NOUN
aiti-14075	147	5	objects	object	NOUN
aiti-14075	147	6	appear	appear	VERB
aiti-14075	147	7	consistently	consistently	ADV
aiti-14075	147	8	in	in	ADP
aiti-14075	147	9	most	most	ADJ
aiti-14075	147	10	frames	frame	NOUN
aiti-14075	147	11	,	,	PUNCT
aiti-14075	147	12	they	they	PRON
aiti-14075	147	13	were	be	AUX
aiti-14075	147	14	annotated	annotate	VERB
aiti-14075	147	15	differently	differently	ADV
aiti-14075	147	16	across	across	ADP
aiti-14075	147	17	frames	frame	NOUN
aiti-14075	147	18	for	for	ADP
aiti-14075	147	19	variety	variety	NOUN
aiti-14075	147	20	.	.	PUNCT
aiti-14075	148	1	the	the	DET
aiti-14075	148	2	labeling	labeling	NOUN
aiti-14075	148	3	of	of	ADP
aiti-14075	148	4	parking	parking	NOUN
aiti-14075	148	5	and	and	CCONJ
aiti-14075	148	6	non	non	ADJ
aiti-14075	148	7	-	-	ADJ
aiti-14075	148	8	parking	parking	ADJ
aiti-14075	148	9	classes	class	NOUN
aiti-14075	148	10	includes	include	VERB
aiti-14075	148	11	two	two	NUM
aiti-14075	148	12	different	different	ADJ
aiti-14075	148	13	object	object	NOUN
aiti-14075	148	14	orientations	orientation	NOUN
aiti-14075	148	15	,	,	PUNCT
aiti-14075	148	16	vertical	vertical	ADJ
aiti-14075	148	17	and	and	CCONJ
aiti-14075	148	18	horizontal	horizontal	ADJ
aiti-14075	148	19	,	,	PUNCT
aiti-14075	148	20	enabling	enable	VERB
aiti-14075	148	21	the	the	DET
aiti-14075	148	22	system	system	NOUN
aiti-14075	148	23	to	to	PART
aiti-14075	148	24	recognize	recognize	VERB
aiti-14075	148	25	all	all	DET
aiti-14075	148	26	variations	variation	NOUN
aiti-14075	148	27	of	of	ADP
aiti-14075	148	28	object	object	NOUN
aiti-14075	148	29	forms	form	NOUN
aiti-14075	148	30	.	.	PUNCT
aiti-14075	149	1	(	(	PUNCT
aiti-14075	149	2	a	a	X
aiti-14075	149	3	)	)	PUNCT
aiti-14075	149	4	upward	upward	ADJ
aiti-14075	149	5	non	non	ADJ
aiti-14075	149	6	-	-	ADJ
aiti-14075	149	7	parking	parking	ADJ
aiti-14075	149	8	(	(	PUNCT
aiti-14075	149	9	b	b	NOUN
aiti-14075	149	10	)	)	PUNCT
aiti-14075	149	11	upward	upward	ADJ
aiti-14075	149	12	parking	parking	NOUN
aiti-14075	149	13	(	(	PUNCT
aiti-14075	149	14	c	c	NOUN
aiti-14075	149	15	)	)	PUNCT
aiti-14075	149	16	downward	downward	ADJ
aiti-14075	149	17	non	non	ADJ
aiti-14075	149	18	-	-	ADJ
aiti-14075	149	19	parking	parking	ADJ
aiti-14075	149	20	(	(	PUNCT
aiti-14075	149	21	d	d	NOUN
aiti-14075	149	22	)	)	PUNCT
aiti-14075	149	23	downward	downward	ADJ
aiti-14075	149	24	parking	parking	NOUN
aiti-14075	149	25	fig	fig	NOUN
aiti-14075	149	26	.	.	PUNCT
aiti-14075	150	1	8	8	NUM
aiti-14075	150	2	vertical	vertical	ADJ
aiti-14075	150	3	variations	variation	NOUN
aiti-14075	150	4	of	of	ADP
aiti-14075	150	5	non	non	ADJ
aiti-14075	150	6	-	-	ADJ
aiti-14075	150	7	parking	parking	ADJ
aiti-14075	150	8	and	and	CCONJ
aiti-14075	150	9	parking	parking	NOUN
aiti-14075	150	10	objects	object	NOUN
aiti-14075	150	11	(	(	PUNCT
aiti-14075	150	12	a	a	X
aiti-14075	150	13	)	)	PUNCT
aiti-14075	150	14	right	right	ADV
aiti-14075	150	15	-	-	PUNCT
aiti-14075	150	16	facing	face	VERB
aiti-14075	150	17	non	non	ADJ
aiti-14075	150	18	-	-	ADJ
aiti-14075	150	19	parking	parking	ADJ
aiti-14075	150	20	(	(	PUNCT
aiti-14075	150	21	b	b	NOUN
aiti-14075	150	22	)	)	PUNCT
aiti-14075	150	23	right	right	ADV
aiti-14075	150	24	-	-	PUNCT
aiti-14075	150	25	facing	face	VERB
aiti-14075	150	26	parking	parking	NOUN
aiti-14075	150	27	(	(	PUNCT
aiti-14075	150	28	c	c	NOUN
aiti-14075	150	29	)	)	PUNCT
aiti-14075	150	30	left	left	ADJ
aiti-14075	150	31	-	-	PUNCT
aiti-14075	150	32	facing	face	VERB
aiti-14075	150	33	non	non	ADJ
aiti-14075	150	34	-	-	ADJ
aiti-14075	150	35	parking	parking	ADJ
aiti-14075	150	36	(	(	PUNCT
aiti-14075	150	37	d	d	NOUN
aiti-14075	150	38	)	)	PUNCT
aiti-14075	150	39	left	left	ADJ
aiti-14075	150	40	-	-	PUNCT
aiti-14075	150	41	facing	face	VERB
aiti-14075	150	42	parking	parking	NOUN
aiti-14075	150	43	fig	fig	NOUN
aiti-14075	150	44	.	.	PUNCT
aiti-14075	151	1	9	9	NUM
aiti-14075	151	2	horizontal	horizontal	ADJ
aiti-14075	151	3	variations	variation	NOUN
aiti-14075	151	4	of	of	ADP
aiti-14075	151	5	non	non	ADJ
aiti-14075	151	6	-	-	ADJ
aiti-14075	151	7	parking	parking	ADJ
aiti-14075	151	8	and	and	CCONJ
aiti-14075	151	9	parking	parking	NOUN
aiti-14075	151	10	objects	object	NOUN
aiti-14075	151	11	advances	advance	NOUN
aiti-14075	151	12	in	in	ADP
aiti-14075	151	13	technology	technology	NOUN
aiti-14075	151	14	innovation	innovation	NOUN
aiti-14075	151	15	,	,	PUNCT
aiti-14075	151	16	vol	vol	NOUN
aiti-14075	151	17	.	.	PROPN
aiti-14075	151	18	10	10	NUM
aiti-14075	151	19	,	,	PUNCT
aiti-14075	151	20	no	no	INTJ
aiti-14075	151	21	.	.	NOUN
aiti-14075	151	22	1	1	NUM
aiti-14075	151	23	,	,	PUNCT
aiti-14075	151	24	2025	2025	NUM
aiti-14075	151	25	,	,	PUNCT
aiti-14075	151	26	pp	pp	ADJ
aiti-14075	151	27	.	.	PUNCT
aiti-14075	152	1	29	29	NUM
aiti-14075	152	2	-	-	SYM
aiti-14075	152	3	43	43	NUM
aiti-14075	152	4	37	37	NUM
aiti-14075	152	5	vertical	vertical	ADJ
aiti-14075	152	6	objects	object	NOUN
aiti-14075	152	7	are	be	AUX
aiti-14075	152	8	categorized	categorize	VERB
aiti-14075	152	9	into	into	ADP
aiti-14075	152	10	two	two	NUM
aiti-14075	152	11	types	type	NOUN
aiti-14075	152	12	:	:	PUNCT
aiti-14075	152	13	one	one	NUM
aiti-14075	152	14	when	when	SCONJ
aiti-14075	152	15	the	the	DET
aiti-14075	152	16	object	object	NOUN
aiti-14075	152	17	is	be	AUX
aiti-14075	152	18	facing	face	VERB
aiti-14075	152	19	up	up	ADP
aiti-14075	152	20	and	and	CCONJ
aiti-14075	152	21	the	the	DET
aiti-14075	152	22	other	other	ADJ
aiti-14075	152	23	when	when	SCONJ
aiti-14075	152	24	it	it	PRON
aiti-14075	152	25	is	be	AUX
aiti-14075	152	26	facing	face	VERB
aiti-14075	152	27	down	down	ADV
aiti-14075	152	28	,	,	PUNCT
aiti-14075	152	29	as	as	SCONJ
aiti-14075	152	30	shown	show	VERB
aiti-14075	152	31	in	in	ADP
aiti-14075	152	32	figs	fig	NOUN
aiti-14075	152	33	.	.	PUNCT
aiti-14075	153	1	8	8	NUM
aiti-14075	153	2	and	and	CCONJ
aiti-14075	153	3	9	9	NUM
aiti-14075	153	4	.	.	PUNCT
aiti-14075	154	1	similarly	similarly	ADV
aiti-14075	154	2	,	,	PUNCT
aiti-14075	154	3	horizontal	horizontal	ADJ
aiti-14075	154	4	objects	object	NOUN
aiti-14075	154	5	are	be	AUX
aiti-14075	154	6	also	also	ADV
aiti-14075	154	7	divided	divide	VERB
aiti-14075	154	8	into	into	ADP
aiti-14075	154	9	two	two	NUM
aiti-14075	154	10	categories	category	NOUN
aiti-14075	154	11	:	:	PUNCT
aiti-14075	154	12	one	one	NUM
aiti-14075	154	13	when	when	SCONJ
aiti-14075	154	14	the	the	DET
aiti-14075	154	15	object	object	NOUN
aiti-14075	154	16	is	be	AUX
aiti-14075	154	17	facing	face	VERB
aiti-14075	154	18	right	right	ADV
aiti-14075	154	19	and	and	CCONJ
aiti-14075	154	20	the	the	DET
aiti-14075	154	21	other	other	ADJ
aiti-14075	154	22	when	when	SCONJ
aiti-14075	154	23	it	it	PRON
aiti-14075	154	24	is	be	AUX
aiti-14075	154	25	facing	face	VERB
aiti-14075	154	26	left	leave	VERB
aiti-14075	154	27	.	.	PUNCT
aiti-14075	155	1	after	after	ADP
aiti-14075	155	2	labeling	labeling	NOUN
aiti-14075	155	3	or	or	CCONJ
aiti-14075	155	4	annotating	annotate	VERB
aiti-14075	155	5	all	all	DET
aiti-14075	155	6	objects	object	NOUN
aiti-14075	155	7	according	accord	VERB
aiti-14075	155	8	to	to	ADP
aiti-14075	155	9	their	their	PRON
aiti-14075	155	10	respective	respective	ADJ
aiti-14075	155	11	classes	class	NOUN
aiti-14075	155	12	,	,	PUNCT
aiti-14075	155	13	the	the	DET
aiti-14075	155	14	model	model	NOUN
aiti-14075	155	15	was	be	AUX
aiti-14075	155	16	trained	train	VERB
aiti-14075	155	17	using	use	VERB
aiti-14075	155	18	the	the	DET
aiti-14075	155	19	yolov7	yolov7	NOUN
aiti-14075	155	20	architecture	architecture	NOUN
aiti-14075	155	21	.	.	PUNCT
aiti-14075	156	1	the	the	DET
aiti-14075	156	2	results	result	NOUN
aiti-14075	156	3	obtained	obtain	VERB
aiti-14075	156	4	at	at	ADP
aiti-14075	156	5	different	different	ADJ
aiti-14075	156	6	epochs	epoch	NOUN
aiti-14075	156	7	are	be	AUX
aiti-14075	156	8	presented	present	VERB
aiti-14075	156	9	in	in	ADP
aiti-14075	156	10	table	table	NOUN
aiti-14075	156	11	7	7	NUM
aiti-14075	156	12	.	.	PUNCT
aiti-14075	156	13	table	table	NOUN
aiti-14075	156	14	7	7	NUM
aiti-14075	156	15	results	result	NOUN
aiti-14075	156	16	of	of	ADP
aiti-14075	156	17	the	the	DET
aiti-14075	156	18	model	model	NOUN
aiti-14075	156	19	training	training	NOUN
aiti-14075	156	20	experiments	experiment	NOUN
aiti-14075	156	21	test	test	VERB
aiti-14075	156	22	epoch	epoch	NOUN
aiti-14075	156	23	13	13	NUM
aiti-14075	156	24	28	28	NUM
aiti-14075	156	25	35	35	NUM
aiti-14075	156	26	40	40	NUM
aiti-14075	156	27	45	45	NUM
aiti-14075	156	28	non	non	ADJ
aiti-14075	156	29	-	-	ADJ
aiti-14075	156	30	parking	parking	ADJ
aiti-14075	156	31	(	(	PUNCT
aiti-14075	156	32	%	%	INTJ
aiti-14075	156	33	)	)	PUNCT
aiti-14075	156	34	tp	tp	ADP
aiti-14075	156	35	95	95	NUM
aiti-14075	156	36	99	99	NUM
aiti-14075	156	37	98	98	NUM
aiti-14075	156	38	98	98	NUM
aiti-14075	156	39	98	98	NUM
aiti-14075	156	40	precision	precision	NOUN
aiti-14075	156	41	92	92	NUM
aiti-14075	156	42	95	95	NUM
aiti-14075	156	43	95	95	NUM
aiti-14075	156	44	95	95	NUM
aiti-14075	156	45	95	95	NUM
aiti-14075	156	46	recall	recall	NOUN
aiti-14075	156	47	95	95	NUM
aiti-14075	156	48	97	97	NUM
aiti-14075	156	49	93	93	NUM
aiti-14075	156	50	93	93	NUM
aiti-14075	156	51	93	93	NUM
aiti-14075	156	52	map	map	VERB
aiti-14075	156	53	50	50	NUM
aiti-14075	156	54	96	96	NUM
aiti-14075	156	55	97	97	NUM
aiti-14075	156	56	97	97	NUM
aiti-14075	156	57	97	97	NUM
aiti-14075	156	58	97	97	NUM
aiti-14075	156	59	map	map	NOUN
aiti-14075	156	60	50:95	50:95	NUM
aiti-14075	156	61	69	69	NUM
aiti-14075	156	62	71	71	NUM
aiti-14075	156	63	72	72	NUM
aiti-14075	156	64	72	72	NUM
aiti-14075	156	65	72	72	NUM
aiti-14075	156	66	parking	parking	NOUN
aiti-14075	156	67	(	(	PUNCT
aiti-14075	156	68	%	%	INTJ
aiti-14075	156	69	)	)	PUNCT
aiti-14075	156	70	tp	tp	ADP
aiti-14075	156	71	94	94	NUM
aiti-14075	156	72	98	98	NUM
aiti-14075	156	73	98	98	NUM
aiti-14075	156	74	98	98	NUM
aiti-14075	156	75	98	98	NUM
aiti-14075	156	76	precision	precision	NOUN
aiti-14075	156	77	79	79	NUM
aiti-14075	157	1	82	82	NUM
aiti-14075	157	2	80	80	NUM
aiti-14075	157	3	80	80	NUM
aiti-14075	157	4	80	80	NUM
aiti-14075	157	5	recall	recall	NOUN
aiti-14075	157	6	81	81	NUM
aiti-14075	157	7	83	83	NUM
aiti-14075	157	8	88	88	NUM
aiti-14075	157	9	88	88	NUM
aiti-14075	157	10	88	88	NUM
aiti-14075	157	11	map	map	NOUN
aiti-14075	157	12	50	50	NUM
aiti-14075	157	13	91	91	NUM
aiti-14075	157	14	94	94	NUM
aiti-14075	157	15	94	94	NUM
aiti-14075	157	16	94	94	NUM
aiti-14075	157	17	94	94	NUM
aiti-14075	157	18	map	map	NOUN
aiti-14075	157	19	50:95	50:95	NUM
aiti-14075	157	20	64	64	NUM
aiti-14075	157	21	69	69	NUM
aiti-14075	157	22	70	70	NUM
aiti-14075	157	23	70	70	NUM
aiti-14075	157	24	70	70	NUM
aiti-14075	157	25	person	person	NOUN
aiti-14075	157	26	(	(	PUNCT
aiti-14075	157	27	%	%	INTJ
aiti-14075	157	28	)	)	PUNCT
aiti-14075	157	29	tp	tp	ADP
aiti-14075	157	30	91	91	NUM
aiti-14075	157	31	95	95	NUM
aiti-14075	157	32	92	92	NUM
aiti-14075	157	33	92	92	NUM
aiti-14075	157	34	92	92	NUM
aiti-14075	157	35	precision	precision	NOUN
aiti-14075	157	36	85	85	NUM
aiti-14075	157	37	89	89	NUM
aiti-14075	157	38	89	89	NUM
aiti-14075	157	39	89	89	NUM
aiti-14075	157	40	89	89	NUM
aiti-14075	157	41	recall	recall	NOUN
aiti-14075	157	42	84	84	NUM
aiti-14075	157	43	84	84	NUM
aiti-14075	157	44	83	83	NUM
aiti-14075	157	45	83	83	NUM
aiti-14075	157	46	83	83	NUM
aiti-14075	157	47	map	map	NOUN
aiti-14075	157	48	50	50	NUM
aiti-14075	157	49	91	91	NUM
aiti-14075	157	50	94	94	NUM
aiti-14075	157	51	94	94	NUM
aiti-14075	157	52	94	94	NUM
aiti-14075	157	53	94	94	NUM
aiti-14075	157	54	map	map	NOUN
aiti-14075	157	55	50:95	50:95	NUM
aiti-14075	157	56	46	46	NUM
aiti-14075	157	57	51	51	NUM
aiti-14075	157	58	50	50	NUM
aiti-14075	157	59	50	50	NUM
aiti-14075	157	60	50	50	NUM
aiti-14075	157	61	the	the	DET
aiti-14075	157	62	model	model	NOUN
aiti-14075	157	63	has	have	AUX
aiti-14075	157	64	achieved	achieve	VERB
aiti-14075	157	65	decent	decent	ADJ
aiti-14075	157	66	performance	performance	NOUN
aiti-14075	157	67	in	in	ADP
aiti-14075	157	68	detecting	detect	VERB
aiti-14075	157	69	objects	object	NOUN
aiti-14075	157	70	for	for	ADP
aiti-14075	157	71	each	each	DET
aiti-14075	157	72	class	class	NOUN
aiti-14075	157	73	at	at	ADP
aiti-14075	157	74	the	the	DET
aiti-14075	157	75	13th	13th	ADJ
aiti-14075	157	76	epoch	epoch	NOUN
aiti-14075	157	77	.	.	PUNCT
aiti-14075	158	1	at	at	ADP
aiti-14075	158	2	this	this	DET
aiti-14075	158	3	point	point	NOUN
aiti-14075	158	4	,	,	PUNCT
aiti-14075	158	5	the	the	DET
aiti-14075	158	6	detection	detection	NOUN
aiti-14075	158	7	accuracy	accuracy	NOUN
aiti-14075	158	8	for	for	ADP
aiti-14075	158	9	each	each	DET
aiti-14075	158	10	class	class	NOUN
aiti-14075	158	11	exhibited	exhibit	VERB
aiti-14075	158	12	satisfactory	satisfactory	ADJ
aiti-14075	158	13	and	and	CCONJ
aiti-14075	158	14	stable	stable	ADJ
aiti-14075	158	15	results	result	NOUN
aiti-14075	158	16	.	.	PUNCT
aiti-14075	159	1	however	however	ADV
aiti-14075	159	2	,	,	PUNCT
aiti-14075	159	3	when	when	SCONJ
aiti-14075	159	4	the	the	DET
aiti-14075	159	5	number	number	NOUN
aiti-14075	159	6	of	of	ADP
aiti-14075	159	7	epochs	epoch	NOUN
aiti-14075	159	8	increased	increase	VERB
aiti-14075	159	9	to	to	ADP
aiti-14075	159	10	28	28	NUM
aiti-14075	159	11	,	,	PUNCT
aiti-14075	159	12	a	a	DET
aiti-14075	159	13	significant	significant	ADJ
aiti-14075	159	14	improvement	improvement	NOUN
aiti-14075	159	15	emerged	emerge	VERB
aiti-14075	159	16	in	in	ADP
aiti-14075	159	17	detection	detection	NOUN
aiti-14075	159	18	accuracy	accuracy	NOUN
aiti-14075	159	19	across	across	ADP
aiti-14075	159	20	all	all	DET
aiti-14075	159	21	classes	class	NOUN
aiti-14075	159	22	.	.	PUNCT
aiti-14075	160	1	this	this	DET
aiti-14075	160	2	improvement	improvement	NOUN
aiti-14075	160	3	indicated	indicate	VERB
aiti-14075	160	4	that	that	SCONJ
aiti-14075	160	5	the	the	DET
aiti-14075	160	6	model	model	NOUN
aiti-14075	160	7	continued	continue	VERB
aiti-14075	160	8	to	to	PART
aiti-14075	160	9	learn	learn	VERB
aiti-14075	160	10	and	and	CCONJ
aiti-14075	160	11	enhance	enhance	VERB
aiti-14075	160	12	its	its	PRON
aiti-14075	160	13	ability	ability	NOUN
aiti-14075	160	14	to	to	PART
aiti-14075	160	15	detect	detect	VERB
aiti-14075	160	16	objects	object	NOUN
aiti-14075	160	17	as	as	SCONJ
aiti-14075	160	18	the	the	DET
aiti-14075	160	19	epochs	epoch	NOUN
aiti-14075	160	20	increased	increase	VERB
aiti-14075	160	21	.	.	PUNCT
aiti-14075	161	1	the	the	DET
aiti-14075	161	2	accuracy	accuracy	NOUN
aiti-14075	161	3	of	of	ADP
aiti-14075	161	4	each	each	DET
aiti-14075	161	5	class	class	NOUN
aiti-14075	161	6	improved	improve	VERB
aiti-14075	161	7	,	,	PUNCT
aiti-14075	161	8	demonstrating	demonstrate	VERB
aiti-14075	161	9	that	that	SCONJ
aiti-14075	161	10	the	the	DET
aiti-14075	161	11	model	model	NOUN
aiti-14075	161	12	became	become	VERB
aiti-14075	161	13	more	more	ADV
aiti-14075	161	14	effective	effective	ADJ
aiti-14075	161	15	and	and	CCONJ
aiti-14075	161	16	precise	precise	ADJ
aiti-14075	161	17	in	in	ADP
aiti-14075	161	18	recognizing	recognize	VERB
aiti-14075	161	19	patterns	pattern	NOUN
aiti-14075	161	20	in	in	ADP
aiti-14075	161	21	the	the	DET
aiti-14075	161	22	training	training	NOUN
aiti-14075	161	23	data	datum	NOUN
aiti-14075	161	24	.	.	PUNCT
aiti-14075	162	1	furthermore	furthermore	ADV
aiti-14075	162	2	,	,	PUNCT
aiti-14075	162	3	when	when	SCONJ
aiti-14075	162	4	the	the	DET
aiti-14075	162	5	number	number	NOUN
aiti-14075	162	6	of	of	ADP
aiti-14075	162	7	epochs	epoch	NOUN
aiti-14075	162	8	increased	increase	VERB
aiti-14075	162	9	to	to	ADP
aiti-14075	162	10	35	35	NUM
aiti-14075	162	11	,	,	PUNCT
aiti-14075	162	12	the	the	DET
aiti-14075	162	13	accuracy	accuracy	NOUN
aiti-14075	162	14	improvement	improvement	NOUN
aiti-14075	162	15	was	be	AUX
aiti-14075	162	16	no	no	ADV
aiti-14075	162	17	longer	long	ADV
aiti-14075	162	18	maximized	maximize	VERB
aiti-14075	162	19	.	.	PUNCT
aiti-14075	163	1	some	some	DET
aiti-14075	163	2	indications	indication	NOUN
aiti-14075	163	3	are	be	AUX
aiti-14075	163	4	interpreted	interpret	VERB
aiti-14075	163	5	that	that	SCONJ
aiti-14075	163	6	the	the	DET
aiti-14075	163	7	model	model	NOUN
aiti-14075	163	8	’s	’s	PART
aiti-14075	163	9	performance	performance	NOUN
aiti-14075	163	10	declined	decline	VERB
aiti-14075	163	11	,	,	PUNCT
aiti-14075	163	12	particularly	particularly	ADV
aiti-14075	163	13	in	in	ADP
aiti-14075	163	14	the	the	DET
aiti-14075	163	15	person	person	NOUN
aiti-14075	163	16	class	class	NOUN
aiti-14075	163	17	,	,	PUNCT
aiti-14075	163	18	with	with	ADP
aiti-14075	163	19	no	no	DET
aiti-14075	163	20	improvement	improvement	NOUN
aiti-14075	163	21	in	in	ADP
aiti-14075	163	22	accuracy	accuracy	NOUN
aiti-14075	163	23	observed	observe	VERB
aiti-14075	163	24	at	at	ADP
aiti-14075	163	25	the	the	DET
aiti-14075	163	26	40th	40th	ADJ
aiti-14075	163	27	and	and	CCONJ
aiti-14075	163	28	45th	45th	ADJ
aiti-14075	163	29	epochs	epoch	NOUN
aiti-14075	163	30	.	.	PUNCT
aiti-14075	164	1	this	this	DET
aiti-14075	164	2	decline	decline	NOUN
aiti-14075	164	3	was	be	AUX
aiti-14075	164	4	attributed	attribute	VERB
aiti-14075	164	5	to	to	ADP
aiti-14075	164	6	overfitting	overfitte	VERB
aiti-14075	164	7	,	,	PUNCT
aiti-14075	164	8	where	where	SCONJ
aiti-14075	164	9	the	the	DET
aiti-14075	164	10	model	model	NOUN
aiti-14075	164	11	became	become	VERB
aiti-14075	164	12	too	too	ADV
aiti-14075	164	13	fitted	fit	VERB
aiti-14075	164	14	to	to	ADP
aiti-14075	164	15	the	the	DET
aiti-14075	164	16	training	training	NOUN
aiti-14075	164	17	data	datum	NOUN
aiti-14075	164	18	,	,	PUNCT
aiti-14075	164	19	incurring	incur	VERB
aiti-14075	164	20	decreased	decrease	VERB
aiti-14075	164	21	performance	performance	NOUN
aiti-14075	164	22	when	when	SCONJ
aiti-14075	164	23	handling	handle	VERB
aiti-14075	164	24	new	new	ADJ
aiti-14075	164	25	data	datum	NOUN
aiti-14075	164	26	[	[	X
aiti-14075	164	27	27	27	NUM
aiti-14075	164	28	]	]	PUNCT
aiti-14075	164	29	.	.	PUNCT
aiti-14075	165	1	as	as	ADP
aiti-14075	165	2	a	a	DET
aiti-14075	165	3	result	result	NOUN
aiti-14075	165	4	,	,	PUNCT
aiti-14075	165	5	the	the	DET
aiti-14075	165	6	chosen	choose	VERB
aiti-14075	165	7	model	model	NOUN
aiti-14075	165	8	was	be	AUX
aiti-14075	165	9	trained	train	VERB
aiti-14075	165	10	up	up	ADP
aiti-14075	165	11	to	to	ADP
aiti-14075	165	12	the	the	DET
aiti-14075	165	13	28th	28th	ADJ
aiti-14075	165	14	epoch	epoch	NOUN
aiti-14075	165	15	with	with	ADP
aiti-14075	165	16	the	the	DET
aiti-14075	165	17	corresponding	corresponding	ADJ
aiti-14075	165	18	confusion	confusion	NOUN
aiti-14075	165	19	matrix	matrix	NOUN
aiti-14075	165	20	,	,	PUNCT
aiti-14075	165	21	as	as	SCONJ
aiti-14075	165	22	shown	show	VERB
aiti-14075	165	23	in	in	ADP
aiti-14075	165	24	fig	fig	NOUN
aiti-14075	165	25	.	.	PUNCT
aiti-14075	166	1	10	10	NUM
aiti-14075	166	2	.	.	X
aiti-14075	166	3	fig	fig	NOUN
aiti-14075	166	4	.	.	PUNCT
aiti-14075	167	1	10	10	NUM
aiti-14075	167	2	confusion	confusion	NOUN
aiti-14075	167	3	matrix	matrix	NOUN
aiti-14075	167	4	of	of	ADP
aiti-14075	167	5	the	the	DET
aiti-14075	167	6	selected	select	VERB
aiti-14075	167	7	model	model	NOUN
aiti-14075	167	8	at	at	ADP
aiti-14075	167	9	the	the	DET
aiti-14075	167	10	28th	28th	ADJ
aiti-14075	167	11	epoch	epoch	NOUN
aiti-14075	167	12	38	38	NUM
aiti-14075	167	13	advances	advance	NOUN
aiti-14075	167	14	in	in	ADP
aiti-14075	167	15	technology	technology	NOUN
aiti-14075	167	16	innovation	innovation	NOUN
aiti-14075	167	17	,	,	PUNCT
aiti-14075	167	18	vol	vol	NOUN
aiti-14075	167	19	.	.	PROPN
aiti-14075	167	20	10	10	NUM
aiti-14075	167	21	,	,	PUNCT
aiti-14075	167	22	no	no	INTJ
aiti-14075	167	23	.	.	NOUN
aiti-14075	167	24	1	1	NUM
aiti-14075	167	25	,	,	PUNCT
aiti-14075	167	26	2025	2025	NUM
aiti-14075	167	27	,	,	PUNCT
aiti-14075	167	28	pp	pp	ADJ
aiti-14075	167	29	.	.	PUNCT
aiti-14075	168	1	29	29	NUM
aiti-14075	168	2	-	-	SYM
aiti-14075	168	3	43	43	NUM
aiti-14075	168	4	the	the	DET
aiti-14075	168	5	non	non	ADJ
aiti-14075	168	6	-	-	ADJ
aiti-14075	168	7	parking	parking	ADJ
aiti-14075	168	8	class	class	NOUN
aiti-14075	168	9	has	have	VERB
aiti-14075	168	10	the	the	DET
aiti-14075	168	11	highest	high	ADJ
aiti-14075	168	12	tp	tp	NOUN
aiti-14075	168	13	rate	rate	NOUN
aiti-14075	168	14	,	,	PUNCT
aiti-14075	168	15	correctly	correctly	ADV
aiti-14075	168	16	detecting	detect	VERB
aiti-14075	168	17	objects	object	NOUN
aiti-14075	168	18	with	with	ADP
aiti-14075	168	19	99	99	NUM
aiti-14075	168	20	%	%	NOUN
aiti-14075	168	21	,	,	PUNCT
aiti-14075	168	22	followed	follow	VERB
aiti-14075	168	23	by	by	ADP
aiti-14075	168	24	the	the	DET
aiti-14075	168	25	parking	parking	NOUN
aiti-14075	168	26	class	class	NOUN
aiti-14075	168	27	at	at	ADP
aiti-14075	168	28	98	98	NUM
aiti-14075	168	29	%	%	NOUN
aiti-14075	168	30	and	and	CCONJ
aiti-14075	168	31	the	the	DET
aiti-14075	168	32	person	person	NOUN
aiti-14075	168	33	class	class	NOUN
aiti-14075	168	34	at	at	ADP
aiti-14075	168	35	95	95	NUM
aiti-14075	168	36	%	%	NOUN
aiti-14075	168	37	.	.	PUNCT
aiti-14075	169	1	however	however	ADV
aiti-14075	169	2	,	,	PUNCT
aiti-14075	169	3	a	a	DET
aiti-14075	169	4	weakness	weakness	NOUN
aiti-14075	169	5	is	be	AUX
aiti-14075	169	6	observed	observe	VERB
aiti-14075	169	7	in	in	ADP
aiti-14075	169	8	the	the	DET
aiti-14075	169	9	prediction	prediction	NOUN
aiti-14075	169	10	of	of	ADP
aiti-14075	169	11	background	background	NOUN
aiti-14075	169	12	elements	element	NOUN
aiti-14075	169	13	being	be	AUX
aiti-14075	169	14	incorrectly	incorrectly	ADV
aiti-14075	169	15	detected	detect	VERB
aiti-14075	169	16	as	as	ADP
aiti-14075	169	17	objects	object	NOUN
aiti-14075	169	18	,	,	PUNCT
aiti-14075	169	19	resulting	result	VERB
aiti-14075	169	20	in	in	ADP
aiti-14075	169	21	fp	fp	NOUN
aiti-14075	169	22	,	,	PUNCT
aiti-14075	169	23	especially	especially	ADV
aiti-14075	169	24	in	in	ADP
aiti-14075	169	25	the	the	DET
aiti-14075	169	26	parking	parking	NOUN
aiti-14075	169	27	and	and	CCONJ
aiti-14075	169	28	person	person	NOUN
aiti-14075	169	29	classes	class	NOUN
aiti-14075	169	30	,	,	PUNCT
aiti-14075	169	31	where	where	SCONJ
aiti-14075	169	32	fp	fp	X
aiti-14075	169	33	values	value	NOUN
aiti-14075	169	34	are	be	AUX
aiti-14075	169	35	relatively	relatively	ADV
aiti-14075	169	36	high	high	ADJ
aiti-14075	169	37	.	.	PUNCT
aiti-14075	170	1	this	this	DET
aiti-14075	170	2	high	high	ADJ
aiti-14075	170	3	fp	fp	PROPN
aiti-14075	170	4	rate	rate	NOUN
aiti-14075	170	5	is	be	AUX
aiti-14075	170	6	due	due	ADJ
aiti-14075	170	7	to	to	ADP
aiti-14075	170	8	the	the	DET
aiti-14075	170	9	large	large	ADJ
aiti-14075	170	10	number	number	NOUN
aiti-14075	170	11	of	of	ADP
aiti-14075	170	12	parking	parking	NOUN
aiti-14075	170	13	and	and	CCONJ
aiti-14075	170	14	person	person	NOUN
aiti-14075	170	15	objects	object	NOUN
aiti-14075	170	16	in	in	ADP
aiti-14075	170	17	the	the	DET
aiti-14075	170	18	dataset	dataset	NOUN
aiti-14075	170	19	that	that	PRON
aiti-14075	170	20	actually	actually	ADV
aiti-14075	170	21	exist	exist	VERB
aiti-14075	170	22	but	but	CCONJ
aiti-14075	170	23	were	be	AUX
aiti-14075	170	24	not	not	PART
aiti-14075	170	25	labeled	label	VERB
aiti-14075	170	26	to	to	PART
aiti-14075	170	27	avoid	avoid	VERB
aiti-14075	170	28	an	an	DET
aiti-14075	170	29	imbalance	imbalance	NOUN
aiti-14075	170	30	in	in	ADP
aiti-14075	170	31	the	the	DET
aiti-14075	170	32	number	number	NOUN
aiti-14075	170	33	of	of	ADP
aiti-14075	170	34	data	datum	NOUN
aiti-14075	170	35	annotations	annotation	NOUN
aiti-14075	170	36	.	.	PUNCT
aiti-14075	171	1	despite	despite	SCONJ
aiti-14075	171	2	the	the	DET
aiti-14075	171	3	high	high	ADJ
aiti-14075	171	4	fp	fp	PROPN
aiti-14075	171	5	rate	rate	NOUN
aiti-14075	171	6	,	,	PUNCT
aiti-14075	171	7	the	the	DET
aiti-14075	171	8	model	model	NOUN
aiti-14075	171	9	performs	perform	VERB
aiti-14075	171	10	well	well	ADV
aiti-14075	171	11	overall	overall	ADJ
aiti-14075	171	12	,	,	PUNCT
aiti-14075	171	13	as	as	SCONJ
aiti-14075	171	14	the	the	DET
aiti-14075	171	15	tp	tp	NOUN
aiti-14075	171	16	values	value	NOUN
aiti-14075	171	17	for	for	ADP
aiti-14075	171	18	each	each	DET
aiti-14075	171	19	class	class	NOUN
aiti-14075	171	20	are	be	AUX
aiti-14075	171	21	quite	quite	ADV
aiti-14075	171	22	high	high	ADJ
aiti-14075	171	23	,	,	PUNCT
aiti-14075	171	24	indicating	indicate	VERB
aiti-14075	171	25	robust	robust	ADJ
aiti-14075	171	26	detection	detection	NOUN
aiti-14075	171	27	capabilities	capability	NOUN
aiti-14075	171	28	.	.	PUNCT
aiti-14075	172	1	background	background	NOUN
aiti-14075	172	2	errors	error	NOUN
aiti-14075	172	3	fp	fp	NOUN
aiti-14075	172	4	are	be	AUX
aiti-14075	172	5	primarily	primarily	ADV
aiti-14075	172	6	due	due	ADJ
aiti-14075	172	7	to	to	ADP
aiti-14075	172	8	unlabeled	unlabeled	ADJ
aiti-14075	172	9	objects	object	NOUN
aiti-14075	172	10	in	in	ADP
aiti-14075	172	11	the	the	DET
aiti-14075	172	12	dataset	dataset	NOUN
aiti-14075	172	13	rather	rather	ADV
aiti-14075	172	14	than	than	ADP
aiti-14075	172	15	inherent	inherent	ADJ
aiti-14075	172	16	weaknesses	weakness	NOUN
aiti-14075	172	17	in	in	ADP
aiti-14075	172	18	the	the	DET
aiti-14075	172	19	model	model	NOUN
aiti-14075	172	20	.	.	PUNCT
aiti-14075	173	1	additionally	additionally	ADV
aiti-14075	173	2	,	,	PUNCT
aiti-14075	173	3	the	the	DET
aiti-14075	173	4	background	background	NOUN
aiti-14075	173	5	fn	fn	NOUN
aiti-14075	173	6	value	value	NOUN
aiti-14075	173	7	,	,	PUNCT
aiti-14075	173	8	which	which	PRON
aiti-14075	173	9	represents	represent	VERB
aiti-14075	173	10	errors	error	NOUN
aiti-14075	173	11	when	when	SCONJ
aiti-14075	173	12	objects	object	VERB
aiti-14075	173	13	that	that	PRON
aiti-14075	173	14	should	should	AUX
aiti-14075	173	15	have	have	AUX
aiti-14075	173	16	been	be	AUX
aiti-14075	173	17	detected	detect	VERB
aiti-14075	173	18	are	be	AUX
aiti-14075	173	19	incorrectly	incorrectly	ADV
aiti-14075	173	20	identified	identify	VERB
aiti-14075	173	21	,	,	PUNCT
aiti-14075	173	22	as	as	SCONJ
aiti-14075	173	23	the	the	DET
aiti-14075	173	24	background	background	NOUN
aiti-14075	173	25	is	be	AUX
aiti-14075	173	26	relatively	relatively	ADV
aiti-14075	173	27	low	low	ADJ
aiti-14075	173	28	.	.	PUNCT
aiti-14075	174	1	such	such	DET
aiti-14075	174	2	a	a	DET
aiti-14075	174	3	result	result	NOUN
aiti-14075	174	4	indicates	indicate	VERB
aiti-14075	174	5	that	that	SCONJ
aiti-14075	174	6	,	,	PUNCT
aiti-14075	174	7	despite	despite	SCONJ
aiti-14075	174	8	some	some	DET
aiti-14075	174	9	background	background	NOUN
aiti-14075	174	10	errors	error	NOUN
aiti-14075	174	11	,	,	PUNCT
aiti-14075	174	12	the	the	DET
aiti-14075	174	13	model	model	NOUN
aiti-14075	174	14	remains	remain	VERB
aiti-14075	174	15	effective	effective	ADJ
aiti-14075	174	16	in	in	ADP
aiti-14075	174	17	detecting	detect	VERB
aiti-14075	174	18	most	most	ADV
aiti-14075	174	19	relevant	relevant	ADJ
aiti-14075	174	20	objects	object	NOUN
aiti-14075	174	21	.	.	PUNCT
aiti-14075	175	1	fig	fig	NOUN
aiti-14075	175	2	.	.	PUNCT
aiti-14075	176	1	11	11	NUM
aiti-14075	176	2	precision	precision	NOUN
aiti-14075	176	3	-	-	PUNCT
aiti-14075	176	4	recall	recall	NOUN
aiti-14075	176	5	curve	curve	NOUN
aiti-14075	176	6	result	result	NOUN
aiti-14075	176	7	based	base	VERB
aiti-14075	176	8	on	on	ADP
aiti-14075	176	9	the	the	DET
aiti-14075	176	10	precision	precision	NOUN
aiti-14075	176	11	-	-	PUNCT
aiti-14075	176	12	recall	recall	NOUN
aiti-14075	176	13	curve	curve	NOUN
aiti-14075	176	14	graph	graph	NOUN
aiti-14075	176	15	in	in	ADP
aiti-14075	176	16	fig	fig	NOUN
aiti-14075	176	17	.	.	PUNCT
aiti-14075	177	1	11	11	NUM
aiti-14075	177	2	,	,	PUNCT
aiti-14075	177	3	which	which	PRON
aiti-14075	177	4	illustrates	illustrate	VERB
aiti-14075	177	5	the	the	DET
aiti-14075	177	6	relationship	relationship	NOUN
aiti-14075	177	7	between	between	ADP
aiti-14075	177	8	precision	precision	NOUN
aiti-14075	177	9	and	and	CCONJ
aiti-14075	177	10	recall	recall	NOUN
aiti-14075	177	11	,	,	PUNCT
aiti-14075	177	12	the	the	DET
aiti-14075	177	13	map	map	NOUN
aiti-14075	177	14	value	value	NOUN
aiti-14075	177	15	at	at	ADP
aiti-14075	177	16	a	a	DET
aiti-14075	177	17	threshold	threshold	NOUN
aiti-14075	177	18	of	of	ADP
aiti-14075	177	19	0.5	0.5	NUM
aiti-14075	177	20	for	for	ADP
aiti-14075	177	21	all	all	DET
aiti-14075	177	22	classes	class	NOUN
aiti-14075	177	23	reaches	reach	VERB
aiti-14075	177	24	0.953	0.953	NUM
aiti-14075	177	25	.	.	PUNCT
aiti-14075	178	1	such	such	DET
aiti-14075	178	2	a	a	DET
aiti-14075	178	3	finding	finding	NOUN
aiti-14075	178	4	reveals	reveal	VERB
aiti-14075	178	5	that	that	SCONJ
aiti-14075	178	6	the	the	DET
aiti-14075	178	7	model	model	NOUN
aiti-14075	178	8	is	be	AUX
aiti-14075	178	9	capable	capable	ADJ
aiti-14075	178	10	of	of	ADP
aiti-14075	178	11	identifying	identify	VERB
aiti-14075	178	12	and	and	CCONJ
aiti-14075	178	13	classifying	classify	VERB
aiti-14075	178	14	objects	object	NOUN
aiti-14075	178	15	.	.	PUNCT
aiti-14075	179	1	the	the	DET
aiti-14075	179	2	non	non	ADJ
aiti-14075	179	3	-	-	ADJ
aiti-14075	179	4	parking	parking	ADJ
aiti-14075	179	5	class	class	NOUN
aiti-14075	179	6	demonstrates	demonstrate	VERB
aiti-14075	179	7	the	the	DET
aiti-14075	179	8	highest	high	ADJ
aiti-14075	179	9	performance	performance	NOUN
aiti-14075	179	10	,	,	PUNCT
aiti-14075	179	11	achieving	achieve	VERB
aiti-14075	179	12	an	an	DET
aiti-14075	179	13	almost	almost	ADV
aiti-14075	179	14	perfect	perfect	ADJ
aiti-14075	179	15	precisionrecall	precisionrecall	NOUN
aiti-14075	179	16	value	value	NOUN
aiti-14075	179	17	of	of	ADP
aiti-14075	179	18	0.974	0.974	NUM
aiti-14075	179	19	,	,	PUNCT
aiti-14075	179	20	as	as	SCONJ
aiti-14075	179	21	indicated	indicate	VERB
aiti-14075	179	22	by	by	ADP
aiti-14075	179	23	the	the	DET
aiti-14075	179	24	curve	curve	NOUN
aiti-14075	179	25	nearly	nearly	ADV
aiti-14075	179	26	reaching	reach	VERB
aiti-14075	179	27	the	the	DET
aiti-14075	179	28	upper	upper	ADJ
aiti-14075	179	29	right	right	ADJ
aiti-14075	179	30	corner	corner	NOUN
aiti-14075	179	31	.	.	PUNCT
aiti-14075	180	1	the	the	DET
aiti-14075	180	2	parking	parking	NOUN
aiti-14075	180	3	class	class	NOUN
aiti-14075	180	4	has	have	VERB
aiti-14075	180	5	a	a	DET
aiti-14075	180	6	precision	precision	NOUN
aiti-14075	180	7	-	-	PUNCT
aiti-14075	180	8	recall	recall	NOUN
aiti-14075	180	9	value	value	NOUN
aiti-14075	180	10	of	of	ADP
aiti-14075	180	11	0.940	0.940	NUM
aiti-14075	180	12	,	,	PUNCT
aiti-14075	180	13	denoting	denote	VERB
aiti-14075	180	14	that	that	SCONJ
aiti-14075	180	15	although	although	SCONJ
aiti-14075	180	16	its	its	PRON
aiti-14075	180	17	performance	performance	NOUN
aiti-14075	180	18	is	be	AUX
aiti-14075	180	19	slightly	slightly	ADV
aiti-14075	180	20	lower	low	ADJ
aiti-14075	180	21	than	than	ADP
aiti-14075	180	22	non	non	ADJ
aiti-14075	180	23	-	-	ADJ
aiti-14075	180	24	parking	parking	NOUN
aiti-14075	180	25	,	,	PUNCT
aiti-14075	180	26	the	the	DET
aiti-14075	180	27	model	model	NOUN
aiti-14075	180	28	remains	remain	VERB
aiti-14075	180	29	reliable	reliable	ADJ
aiti-14075	180	30	in	in	ADP
aiti-14075	180	31	detecting	detect	VERB
aiti-14075	180	32	parking	parking	NOUN
aiti-14075	180	33	objects	object	NOUN
aiti-14075	180	34	.	.	PUNCT
aiti-14075	181	1	meanwhile	meanwhile	ADV
aiti-14075	181	2	,	,	PUNCT
aiti-14075	181	3	the	the	DET
aiti-14075	181	4	person	person	NOUN
aiti-14075	181	5	class	class	NOUN
aiti-14075	181	6	achieves	achieve	VERB
aiti-14075	181	7	a	a	DET
aiti-14075	181	8	precision	precision	NOUN
aiti-14075	181	9	-	-	PUNCT
aiti-14075	181	10	recall	recall	NOUN
aiti-14075	181	11	value	value	NOUN
aiti-14075	181	12	of	of	ADP
aiti-14075	181	13	0.946	0.946	NUM
aiti-14075	181	14	,	,	PUNCT
aiti-14075	181	15	slightly	slightly	ADV
aiti-14075	181	16	above	above	ADP
aiti-14075	181	17	parking	parking	NOUN
aiti-14075	181	18	,	,	PUNCT
aiti-14075	181	19	indicating	indicate	VERB
aiti-14075	181	20	that	that	SCONJ
aiti-14075	181	21	the	the	DET
aiti-14075	181	22	model	model	NOUN
aiti-14075	181	23	is	be	AUX
aiti-14075	181	24	effective	effective	ADJ
aiti-14075	181	25	in	in	ADP
aiti-14075	181	26	detecting	detect	VERB
aiti-14075	181	27	most	most	ADJ
aiti-14075	181	28	person	person	NOUN
aiti-14075	181	29	objects	object	VERB
aiti-14075	181	30	as	as	ADV
aiti-14075	181	31	well	well	ADV
aiti-14075	181	32	.	.	PUNCT
aiti-14075	182	1	subsequently	subsequently	ADV
aiti-14075	182	2	,	,	PUNCT
aiti-14075	182	3	the	the	DET
aiti-14075	182	4	selected	select	VERB
aiti-14075	182	5	model	model	NOUN
aiti-14075	182	6	was	be	AUX
aiti-14075	182	7	implemented	implement	VERB
aiti-14075	182	8	on	on	ADP
aiti-14075	182	9	video	video	NOUN
aiti-14075	182	10	with	with	ADP
aiti-14075	182	11	the	the	DET
aiti-14075	182	12	results	result	NOUN
aiti-14075	182	13	,	,	PUNCT
aiti-14075	182	14	as	as	SCONJ
aiti-14075	182	15	shown	show	VERB
aiti-14075	182	16	in	in	ADP
aiti-14075	182	17	fig	fig	NOUN
aiti-14075	182	18	.	.	PUNCT
aiti-14075	183	1	12	12	NUM
aiti-14075	183	2	.	.	PUNCT
aiti-14075	183	3	fig	fig	NOUN
aiti-14075	183	4	.	.	PUNCT
aiti-14075	184	1	12	12	NUM
aiti-14075	184	2	object	object	NOUN
aiti-14075	184	3	detection	detection	NOUN
aiti-14075	184	4	results	result	NOUN
aiti-14075	184	5	using	use	VERB
aiti-14075	184	6	yolov7	yolov7	NOUN
aiti-14075	184	7	advances	advance	NOUN
aiti-14075	184	8	in	in	ADP
aiti-14075	184	9	technology	technology	NOUN
aiti-14075	184	10	innovation	innovation	NOUN
aiti-14075	184	11	,	,	PUNCT
aiti-14075	184	12	vol	vol	NOUN
aiti-14075	184	13	.	.	PROPN
aiti-14075	184	14	10	10	NUM
aiti-14075	184	15	,	,	PUNCT
aiti-14075	184	16	no	no	INTJ
aiti-14075	184	17	.	.	NOUN
aiti-14075	184	18	1	1	NUM
aiti-14075	184	19	,	,	PUNCT
aiti-14075	184	20	2025	2025	NUM
aiti-14075	184	21	,	,	PUNCT
aiti-14075	184	22	pp	pp	ADJ
aiti-14075	184	23	.	.	PUNCT
aiti-14075	185	1	29	29	NUM
aiti-14075	185	2	-	-	SYM
aiti-14075	185	3	43	43	NUM
aiti-14075	185	4	39	39	NUM
aiti-14075	185	5	at	at	ADP
aiti-14075	185	6	this	this	DET
aiti-14075	185	7	stage	stage	NOUN
aiti-14075	185	8	,	,	PUNCT
aiti-14075	185	9	the	the	DET
aiti-14075	185	10	model	model	NOUN
aiti-14075	185	11	was	be	AUX
aiti-14075	185	12	utilized	utilize	VERB
aiti-14075	185	13	to	to	PART
aiti-14075	185	14	detect	detect	VERB
aiti-14075	185	15	and	and	CCONJ
aiti-14075	185	16	classify	classify	VERB
aiti-14075	185	17	objects	object	NOUN
aiti-14075	185	18	in	in	ADP
aiti-14075	185	19	video	video	NOUN
aiti-14075	185	20	footage	footage	NOUN
aiti-14075	185	21	to	to	PART
aiti-14075	185	22	evaluate	evaluate	VERB
aiti-14075	185	23	the	the	DET
aiti-14075	185	24	detection	detection	NOUN
aiti-14075	185	25	performance	performance	NOUN
aiti-14075	185	26	in	in	ADP
aiti-14075	185	27	more	more	ADV
aiti-14075	185	28	dynamic	dynamic	ADJ
aiti-14075	185	29	and	and	CCONJ
aiti-14075	185	30	realistic	realistic	ADJ
aiti-14075	185	31	situations	situation	NOUN
aiti-14075	185	32	.	.	PUNCT
aiti-14075	186	1	the	the	DET
aiti-14075	186	2	video	video	NOUN
aiti-14075	186	3	implementation	implementation	NOUN
aiti-14075	186	4	aims	aim	VERB
aiti-14075	186	5	to	to	PART
aiti-14075	186	6	assess	assess	VERB
aiti-14075	186	7	how	how	SCONJ
aiti-14075	186	8	effectively	effectively	ADV
aiti-14075	186	9	the	the	DET
aiti-14075	186	10	model	model	NOUN
aiti-14075	186	11	can	can	AUX
aiti-14075	186	12	identify	identify	VERB
aiti-14075	186	13	moving	move	VERB
aiti-14075	186	14	objects	object	NOUN
aiti-14075	186	15	and	and	CCONJ
aiti-14075	186	16	tackle	tackle	VERB
aiti-14075	186	17	challenges	challenge	NOUN
aiti-14075	186	18	such	such	ADJ
aiti-14075	186	19	as	as	ADP
aiti-14075	186	20	lighting	lighting	NOUN
aiti-14075	186	21	changes	change	NOUN
aiti-14075	186	22	,	,	PUNCT
aiti-14075	186	23	varying	vary	VERB
aiti-14075	186	24	viewing	view	VERB
aiti-14075	186	25	angles	angle	NOUN
aiti-14075	186	26	,	,	PUNCT
aiti-14075	186	27	and	and	CCONJ
aiti-14075	186	28	potential	potential	ADJ
aiti-14075	186	29	occlusion	occlusion	NOUN
aiti-14075	186	30	.	.	PUNCT
aiti-14075	187	1	fig	fig	NOUN
aiti-14075	187	2	.	.	PUNCT
aiti-14075	188	1	12	12	NUM
aiti-14075	188	2	unveils	unveil	VERB
aiti-14075	188	3	the	the	DET
aiti-14075	188	4	detection	detection	NOUN
aiti-14075	188	5	results	result	NOUN
aiti-14075	188	6	identified	identify	VERB
aiti-14075	188	7	by	by	ADP
aiti-14075	188	8	the	the	DET
aiti-14075	188	9	model	model	NOUN
aiti-14075	188	10	in	in	ADP
aiti-14075	188	11	a	a	DET
aiti-14075	188	12	certain	certain	ADJ
aiti-14075	188	13	frame	frame	NOUN
aiti-14075	188	14	of	of	ADP
aiti-14075	188	15	the	the	DET
aiti-14075	188	16	video	video	NOUN
aiti-14075	188	17	.	.	PUNCT
aiti-14075	189	1	from	from	ADP
aiti-14075	189	2	these	these	DET
aiti-14075	189	3	results	result	NOUN
aiti-14075	189	4	,	,	PUNCT
aiti-14075	189	5	it	it	PRON
aiti-14075	189	6	can	can	AUX
aiti-14075	189	7	be	be	AUX
aiti-14075	189	8	seen	see	VERB
aiti-14075	189	9	that	that	SCONJ
aiti-14075	189	10	the	the	DET
aiti-14075	189	11	model	model	NOUN
aiti-14075	189	12	has	have	AUX
aiti-14075	189	13	been	be	AUX
aiti-14075	189	14	able	able	ADJ
aiti-14075	189	15	to	to	PART
aiti-14075	189	16	predict	predict	VERB
aiti-14075	189	17	parking	parking	NOUN
aiti-14075	189	18	,	,	PUNCT
aiti-14075	189	19	non	non	ADJ
aiti-14075	189	20	-	-	ADJ
aiti-14075	189	21	parking	parking	ADJ
aiti-14075	189	22	,	,	PUNCT
aiti-14075	189	23	and	and	CCONJ
aiti-14075	189	24	person	person	NOUN
aiti-14075	189	25	objects	object	VERB
aiti-14075	189	26	in	in	ADP
aiti-14075	189	27	the	the	DET
aiti-14075	189	28	parking	parking	NOUN
aiti-14075	189	29	area	area	NOUN
aiti-14075	189	30	.	.	PUNCT
aiti-14075	190	1	initially	initially	ADV
aiti-14075	190	2	,	,	PUNCT
aiti-14075	190	3	the	the	DET
aiti-14075	190	4	model	model	NOUN
aiti-14075	190	5	was	be	AUX
aiti-14075	190	6	designed	design	VERB
aiti-14075	190	7	to	to	PART
aiti-14075	190	8	detect	detect	VERB
aiti-14075	190	9	only	only	ADV
aiti-14075	190	10	two	two	NUM
aiti-14075	190	11	classes	class	NOUN
aiti-14075	190	12	of	of	ADP
aiti-14075	190	13	objects	object	NOUN
aiti-14075	190	14	:	:	PUNCT
aiti-14075	190	15	parking	parking	NOUN
aiti-14075	190	16	and	and	CCONJ
aiti-14075	190	17	non	non	ADJ
aiti-14075	190	18	-	-	ADJ
aiti-14075	190	19	parking	parking	NOUN
aiti-14075	190	20	.	.	PUNCT
aiti-14075	191	1	however	however	ADV
aiti-14075	191	2	,	,	PUNCT
aiti-14075	191	3	a	a	DET
aiti-14075	191	4	significant	significant	ADJ
aiti-14075	191	5	issue	issue	NOUN
aiti-14075	191	6	was	be	AUX
aiti-14075	191	7	found	find	VERB
aiti-14075	191	8	during	during	ADP
aiti-14075	191	9	initial	initial	ADJ
aiti-14075	191	10	testing	testing	NOUN
aiti-14075	191	11	,	,	PUNCT
aiti-14075	191	12	where	where	SCONJ
aiti-14075	191	13	the	the	DET
aiti-14075	191	14	model	model	NOUN
aiti-14075	191	15	frequently	frequently	ADV
aiti-14075	191	16	misclassified	misclassifie	VERB
aiti-14075	191	17	passers	passer	NOUN
aiti-14075	191	18	-	-	PUNCT
aiti-14075	191	19	by	by	ADV
aiti-14075	191	20	in	in	ADP
aiti-14075	191	21	the	the	DET
aiti-14075	191	22	parking	parking	NOUN
aiti-14075	191	23	area	area	NOUN
aiti-14075	191	24	as	as	ADP
aiti-14075	191	25	non	non	ADJ
aiti-14075	191	26	-	-	ADJ
aiti-14075	191	27	parking	parking	ADJ
aiti-14075	191	28	objects	object	NOUN
aiti-14075	191	29	,	,	PUNCT
aiti-14075	191	30	as	as	SCONJ
aiti-14075	191	31	shown	show	VERB
aiti-14075	191	32	in	in	ADP
aiti-14075	191	33	fig	fig	NOUN
aiti-14075	191	34	.	.	PUNCT
aiti-14075	192	1	13(a	13(a	NUM
aiti-14075	192	2	)	)	PUNCT
aiti-14075	192	3	.	.	PUNCT
aiti-14075	193	1	this	this	DET
aiti-14075	193	2	phenomenon	phenomenon	NOUN
aiti-14075	193	3	yielded	yield	VERB
aiti-14075	193	4	many	many	ADJ
aiti-14075	193	5	inaccurate	inaccurate	ADJ
aiti-14075	193	6	detections	detection	NOUN
aiti-14075	193	7	,	,	PUNCT
aiti-14075	193	8	particularly	particularly	ADV
aiti-14075	193	9	in	in	ADP
aiti-14075	193	10	situations	situation	NOUN
aiti-14075	193	11	with	with	ADP
aiti-14075	193	12	high	high	ADJ
aiti-14075	193	13	human	human	ADJ
aiti-14075	193	14	activity	activity	NOUN
aiti-14075	193	15	around	around	ADP
aiti-14075	193	16	the	the	DET
aiti-14075	193	17	parking	parking	NOUN
aiti-14075	193	18	area	area	NOUN
aiti-14075	193	19	.	.	PUNCT
aiti-14075	194	1	this	this	DET
aiti-14075	194	2	error	error	NOUN
aiti-14075	194	3	indicates	indicate	VERB
aiti-14075	194	4	that	that	SCONJ
aiti-14075	194	5	the	the	DET
aiti-14075	194	6	model	model	NOUN
aiti-14075	194	7	requires	require	VERB
aiti-14075	194	8	improvement	improvement	NOUN
aiti-14075	194	9	to	to	PART
aiti-14075	194	10	effectively	effectively	ADV
aiti-14075	194	11	differentiate	differentiate	VERB
aiti-14075	194	12	between	between	ADP
aiti-14075	194	13	parking	parking	NOUN
aiti-14075	194	14	,	,	PUNCT
aiti-14075	194	15	non	non	ADJ
aiti-14075	194	16	-	-	ADJ
aiti-14075	194	17	parking	parking	ADJ
aiti-14075	194	18	,	,	PUNCT
aiti-14075	194	19	and	and	CCONJ
aiti-14075	194	20	people	people	NOUN
aiti-14075	194	21	moving	move	VERB
aiti-14075	194	22	around	around	ADV
aiti-14075	194	23	.	.	PUNCT
aiti-14075	195	1	therefore	therefore	ADV
aiti-14075	195	2	,	,	PUNCT
aiti-14075	195	3	a	a	DET
aiti-14075	195	4	new	new	ADJ
aiti-14075	195	5	class	class	NOUN
aiti-14075	195	6	was	be	AUX
aiti-14075	195	7	added	add	VERB
aiti-14075	195	8	to	to	ADP
aiti-14075	195	9	the	the	DET
aiti-14075	195	10	model	model	NOUN
aiti-14075	195	11	,	,	PUNCT
aiti-14075	195	12	i.e.	i.e.	X
aiti-14075	195	13	,	,	PUNCT
aiti-14075	195	14	the	the	DET
aiti-14075	195	15	person	person	NOUN
aiti-14075	195	16	class	class	NOUN
aiti-14075	195	17	.	.	PUNCT
aiti-14075	196	1	after	after	ADP
aiti-14075	196	2	the	the	DET
aiti-14075	196	3	addition	addition	NOUN
aiti-14075	196	4	of	of	ADP
aiti-14075	196	5	the	the	DET
aiti-14075	196	6	person	person	NOUN
aiti-14075	196	7	class	class	NOUN
aiti-14075	196	8	,	,	PUNCT
aiti-14075	196	9	the	the	DET
aiti-14075	196	10	model	model	NOUN
aiti-14075	196	11	was	be	AUX
aiti-14075	196	12	re	re	VERB
aiti-14075	196	13	-	-	VERB
aiti-14075	196	14	implemented	implement	VERB
aiti-14075	196	15	and	and	CCONJ
aiti-14075	196	16	tested	test	VERB
aiti-14075	196	17	on	on	ADP
aiti-14075	196	18	the	the	DET
aiti-14075	196	19	same	same	ADJ
aiti-14075	196	20	data	datum	NOUN
aiti-14075	196	21	,	,	PUNCT
aiti-14075	196	22	resulting	result	VERB
aiti-14075	196	23	in	in	ADP
aiti-14075	196	24	a	a	DET
aiti-14075	196	25	significant	significant	ADJ
aiti-14075	196	26	improvement	improvement	NOUN
aiti-14075	196	27	in	in	ADP
aiti-14075	196	28	detection	detection	NOUN
aiti-14075	196	29	accuracy	accuracy	NOUN
aiti-14075	196	30	.	.	PUNCT
aiti-14075	197	1	fig	fig	NOUN
aiti-14075	197	2	.	.	PUNCT
aiti-14075	198	1	13(b	13(b	X
aiti-14075	198	2	)	)	PUNCT
aiti-14075	198	3	shows	show	VERB
aiti-14075	198	4	the	the	DET
aiti-14075	198	5	updated	update	VERB
aiti-14075	198	6	detection	detection	NOUN
aiti-14075	198	7	result	result	NOUN
aiti-14075	198	8	,	,	PUNCT
aiti-14075	198	9	where	where	SCONJ
aiti-14075	198	10	a	a	DET
aiti-14075	198	11	human	human	ADJ
aiti-14075	198	12	walking	walking	NOUN
aiti-14075	198	13	in	in	ADP
aiti-14075	198	14	the	the	DET
aiti-14075	198	15	parking	parking	NOUN
aiti-14075	198	16	lot	lot	NOUN
aiti-14075	198	17	is	be	AUX
aiti-14075	198	18	now	now	ADV
aiti-14075	198	19	successfully	successfully	ADV
aiti-14075	198	20	detected	detect	VERB
aiti-14075	198	21	and	and	CCONJ
aiti-14075	198	22	correctly	correctly	ADV
aiti-14075	198	23	identified	identify	VERB
aiti-14075	198	24	as	as	ADP
aiti-14075	198	25	a	a	DET
aiti-14075	198	26	person	person	NOUN
aiti-14075	198	27	.	.	PUNCT
aiti-14075	199	1	(	(	PUNCT
aiti-14075	199	2	a	a	X
aiti-14075	199	3	)	)	PUNCT
aiti-14075	199	4	wrong	wrong	ADJ
aiti-14075	199	5	detection	detection	NOUN
aiti-14075	199	6	(	(	PUNCT
aiti-14075	199	7	b	b	X
aiti-14075	199	8	)	)	PUNCT
aiti-14075	199	9	correct	correct	ADJ
aiti-14075	199	10	detection	detection	NOUN
aiti-14075	199	11	fig	fig	NOUN
aiti-14075	199	12	.	.	PUNCT
aiti-14075	200	1	13	13	NUM
aiti-14075	200	2	model	model	NOUN
aiti-14075	200	3	detection	detection	NOUN
aiti-14075	200	4	results	result	VERB
aiti-14075	200	5	before	before	ADV
aiti-14075	200	6	and	and	CCONJ
aiti-14075	200	7	after	after	ADP
aiti-14075	200	8	adding	add	VERB
aiti-14075	200	9	person	person	NOUN
aiti-14075	200	10	class	class	NOUN
aiti-14075	200	11	this	this	DET
aiti-14075	200	12	breakthrough	breakthrough	NOUN
aiti-14075	200	13	demonstrates	demonstrate	VERB
aiti-14075	200	14	that	that	SCONJ
aiti-14075	200	15	adding	add	VERB
aiti-14075	200	16	the	the	DET
aiti-14075	200	17	person	person	NOUN
aiti-14075	200	18	class	class	NOUN
aiti-14075	200	19	enhanced	enhance	VERB
aiti-14075	200	20	the	the	DET
aiti-14075	200	21	ability	ability	NOUN
aiti-14075	200	22	of	of	ADP
aiti-14075	200	23	the	the	DET
aiti-14075	200	24	model	model	NOUN
aiti-14075	200	25	to	to	PART
aiti-14075	200	26	distinguish	distinguish	VERB
aiti-14075	200	27	between	between	ADP
aiti-14075	200	28	different	different	ADJ
aiti-14075	200	29	objects	object	NOUN
aiti-14075	200	30	in	in	ADP
aiti-14075	200	31	the	the	DET
aiti-14075	200	32	parking	parking	NOUN
aiti-14075	200	33	lot	lot	NOUN
aiti-14075	200	34	environment	environment	NOUN
aiti-14075	200	35	.	.	PUNCT
aiti-14075	201	1	furthermore	furthermore	ADV
aiti-14075	201	2	,	,	PUNCT
aiti-14075	201	3	the	the	DET
aiti-14075	201	4	implementation	implementation	NOUN
aiti-14075	201	5	of	of	ADP
aiti-14075	201	6	the	the	DET
aiti-14075	201	7	system	system	NOUN
aiti-14075	201	8	to	to	PART
aiti-14075	201	9	detect	detect	VERB
aiti-14075	201	10	motorcycle	motorcycle	NOUN
aiti-14075	201	11	parking	parking	NOUN
aiti-14075	201	12	violations	violation	NOUN
aiti-14075	201	13	using	use	VERB
aiti-14075	201	14	the	the	DET
aiti-14075	201	15	proposed	propose	VERB
aiti-14075	201	16	method	method	NOUN
aiti-14075	201	17	,	,	PUNCT
aiti-14075	201	18	which	which	PRON
aiti-14075	201	19	includes	include	VERB
aiti-14075	201	20	the	the	DET
aiti-14075	201	21	formation	formation	NOUN
aiti-14075	201	22	of	of	ADP
aiti-14075	201	23	roi	roi	NOUN
aiti-14075	201	24	and	and	CCONJ
aiti-14075	201	25	the	the	DET
aiti-14075	201	26	calculation	calculation	NOUN
aiti-14075	201	27	of	of	ADP
aiti-14075	201	28	the	the	DET
aiti-14075	201	29	parking	parking	NOUN
aiti-14075	201	30	object	object	NOUN
aiti-14075	201	31	area	area	NOUN
aiti-14075	201	32	,	,	PUNCT
aiti-14075	201	33	was	be	AUX
aiti-14075	201	34	also	also	ADV
aiti-14075	201	35	successfully	successfully	ADV
aiti-14075	201	36	carried	carry	VERB
aiti-14075	201	37	out	out	ADP
aiti-14075	201	38	,	,	PUNCT
aiti-14075	201	39	as	as	SCONJ
aiti-14075	201	40	shown	show	VERB
aiti-14075	201	41	in	in	ADP
aiti-14075	201	42	fig	fig	NOUN
aiti-14075	201	43	.	.	PUNCT
aiti-14075	202	1	14	14	NUM
aiti-14075	202	2	.	.	PUNCT
aiti-14075	203	1	the	the	DET
aiti-14075	203	2	motorcycle	motorcycle	NOUN
aiti-14075	203	3	parking	parking	NOUN
aiti-14075	203	4	violation	violation	NOUN
aiti-14075	203	5	detection	detection	NOUN
aiti-14075	203	6	system	system	NOUN
aiti-14075	203	7	demonstrates	demonstrate	VERB
aiti-14075	203	8	effective	effective	ADJ
aiti-14075	203	9	performance	performance	NOUN
aiti-14075	203	10	across	across	ADP
aiti-14075	203	11	the	the	DET
aiti-14075	203	12	three	three	NUM
aiti-14075	203	13	different	different	ADJ
aiti-14075	203	14	locations	location	NOUN
aiti-14075	203	15	.	.	PUNCT
aiti-14075	204	1	specifically	specifically	ADV
aiti-14075	204	2	,	,	PUNCT
aiti-14075	204	3	parking	parking	NOUN
aiti-14075	204	4	objects	object	NOUN
aiti-14075	204	5	were	be	AUX
aiti-14075	204	6	successfully	successfully	ADV
aiti-14075	204	7	detected	detect	VERB
aiti-14075	204	8	as	as	ADP
aiti-14075	204	9	parking	parking	NOUN
aiti-14075	204	10	violations	violation	NOUN
aiti-14075	204	11	when	when	SCONJ
aiti-14075	204	12	the	the	DET
aiti-14075	204	13	area	area	NOUN
aiti-14075	204	14	reached	reach	VERB
aiti-14075	204	15	50	50	NUM
aiti-14075	204	16	%	%	NOUN
aiti-14075	204	17	or	or	CCONJ
aiti-14075	204	18	more	more	ADJ
aiti-14075	204	19	while	while	NOUN
aiti-14075	204	20	within	within	ADP
aiti-14075	204	21	the	the	DET
aiti-14075	204	22	roi	roi	NOUN
aiti-14075	204	23	.	.	PUNCT
aiti-14075	205	1	additionally	additionally	ADV
aiti-14075	205	2	,	,	PUNCT
aiti-14075	205	3	non	non	ADJ
aiti-14075	205	4	-	-	ADJ
aiti-14075	205	5	parking	parking	ADJ
aiti-14075	205	6	objects	object	NOUN
aiti-14075	205	7	were	be	AUX
aiti-14075	205	8	correctly	correctly	ADV
aiti-14075	205	9	identified	identify	VERB
aiti-14075	205	10	as	as	ADP
aiti-14075	205	11	not	not	PART
aiti-14075	205	12	committing	commit	VERB
aiti-14075	205	13	parking	parking	NOUN
aiti-14075	205	14	violations	violation	NOUN
aiti-14075	205	15	when	when	SCONJ
aiti-14075	205	16	inside	inside	ADP
aiti-14075	205	17	the	the	DET
aiti-14075	205	18	roi	roi	NOUN
aiti-14075	205	19	.	.	PUNCT
aiti-14075	206	1	this	this	DET
aiti-14075	206	2	significantly	significantly	ADV
aiti-14075	206	3	accurate	accurate	ADJ
aiti-14075	206	4	classification	classification	NOUN
aiti-14075	206	5	of	of	ADP
aiti-14075	206	6	non	non	ADJ
aiti-14075	206	7	-	-	ADJ
aiti-14075	206	8	parking	parking	ADJ
aiti-14075	206	9	objects	object	NOUN
aiti-14075	206	10	reflects	reflect	VERB
aiti-14075	206	11	the	the	DET
aiti-14075	206	12	ability	ability	NOUN
aiti-14075	206	13	of	of	ADP
aiti-14075	206	14	the	the	DET
aiti-14075	206	15	system	system	NOUN
aiti-14075	206	16	to	to	PART
aiti-14075	206	17	differentiate	differentiate	VERB
aiti-14075	206	18	between	between	ADP
aiti-14075	206	19	designated	designate	VERB
aiti-14075	206	20	parking	parking	NOUN
aiti-14075	206	21	areas	area	NOUN
aiti-14075	206	22	and	and	CCONJ
aiti-14075	206	23	areas	area	NOUN
aiti-14075	206	24	where	where	SCONJ
aiti-14075	206	25	parking	parking	NOUN
aiti-14075	206	26	is	be	AUX
aiti-14075	206	27	prohibited	prohibit	VERB
aiti-14075	206	28	.	.	PUNCT
aiti-14075	207	1	(	(	PUNCT
aiti-14075	207	2	a	a	X
aiti-14075	207	3	)	)	PUNCT
aiti-14075	207	4	place	place	NOUN
aiti-14075	207	5	a	a	DET
aiti-14075	207	6	fig	fig	NOUN
aiti-14075	207	7	.	.	PUNCT
aiti-14075	208	1	14	14	NUM
aiti-14075	208	2	system	system	NOUN
aiti-14075	208	3	implementation	implementation	NOUN
aiti-14075	208	4	results	result	NOUN
aiti-14075	208	5	for	for	ADP
aiti-14075	208	6	detecting	detect	VERB
aiti-14075	208	7	motorcycle	motorcycle	NOUN
aiti-14075	208	8	parking	parking	NOUN
aiti-14075	208	9	violations	violation	NOUN
aiti-14075	208	10	in	in	ADP
aiti-14075	208	11	three	three	NUM
aiti-14075	208	12	different	different	ADJ
aiti-14075	208	13	locations	location	NOUN
aiti-14075	208	14	40	40	NUM
aiti-14075	208	15	advances	advance	NOUN
aiti-14075	208	16	in	in	ADP
aiti-14075	208	17	technology	technology	NOUN
aiti-14075	208	18	innovation	innovation	NOUN
aiti-14075	208	19	,	,	PUNCT
aiti-14075	208	20	vol	vol	NOUN
aiti-14075	208	21	.	.	PROPN
aiti-14075	208	22	10	10	NUM
aiti-14075	208	23	,	,	PUNCT
aiti-14075	208	24	no	no	INTJ
aiti-14075	208	25	.	.	NOUN
aiti-14075	208	26	1	1	NUM
aiti-14075	208	27	,	,	PUNCT
aiti-14075	208	28	2025	2025	NUM
aiti-14075	208	29	,	,	PUNCT
aiti-14075	208	30	pp	pp	ADJ
aiti-14075	208	31	.	.	PUNCT
aiti-14075	209	1	29	29	NUM
aiti-14075	209	2	-	-	SYM
aiti-14075	209	3	43	43	NUM
aiti-14075	209	4	(	(	PUNCT
aiti-14075	209	5	b	b	NOUN
aiti-14075	209	6	)	)	PUNCT
aiti-14075	209	7	place	place	NOUN
aiti-14075	209	8	b	b	PROPN
aiti-14075	209	9	(	(	PUNCT
aiti-14075	209	10	c	c	NOUN
aiti-14075	209	11	)	)	PUNCT
aiti-14075	209	12	place	place	NOUN
aiti-14075	209	13	c	c	PROPN
aiti-14075	209	14	fig	fig	NOUN
aiti-14075	209	15	.	.	PUNCT
aiti-14075	210	1	14	14	NUM
aiti-14075	210	2	system	system	NOUN
aiti-14075	210	3	implementation	implementation	NOUN
aiti-14075	210	4	results	result	NOUN
aiti-14075	210	5	for	for	ADP
aiti-14075	210	6	detecting	detect	VERB
aiti-14075	210	7	motorcycle	motorcycle	NOUN
aiti-14075	210	8	parking	parking	NOUN
aiti-14075	210	9	violations	violation	NOUN
aiti-14075	210	10	in	in	ADP
aiti-14075	210	11	three	three	NUM
aiti-14075	210	12	different	different	ADJ
aiti-14075	210	13	locations	location	NOUN
aiti-14075	210	14	(	(	PUNCT
aiti-14075	210	15	continued	continue	VERB
aiti-14075	210	16	)	)	PUNCT
aiti-14075	210	17	in	in	ADP
aiti-14075	210	18	the	the	DET
aiti-14075	210	19	following	follow	VERB
aiti-14075	210	20	phase	phase	NOUN
aiti-14075	210	21	,	,	PUNCT
aiti-14075	210	22	a	a	DET
aiti-14075	210	23	system	system	NOUN
aiti-14075	210	24	evaluation	evaluation	NOUN
aiti-14075	210	25	was	be	AUX
aiti-14075	210	26	conducted	conduct	VERB
aiti-14075	210	27	to	to	PART
aiti-14075	210	28	validate	validate	VERB
aiti-14075	210	29	the	the	DET
aiti-14075	210	30	performance	performance	NOUN
aiti-14075	210	31	of	of	ADP
aiti-14075	210	32	the	the	DET
aiti-14075	210	33	system	system	NOUN
aiti-14075	210	34	in	in	ADP
aiti-14075	210	35	detecting	detect	VERB
aiti-14075	210	36	motorcycle	motorcycle	NOUN
aiti-14075	210	37	parking	parking	NOUN
aiti-14075	210	38	violations	violation	NOUN
aiti-14075	210	39	in	in	ADP
aiti-14075	210	40	three	three	NUM
aiti-14075	210	41	different	different	ADJ
aiti-14075	210	42	locations	location	NOUN
aiti-14075	210	43	.	.	PUNCT
aiti-14075	211	1	the	the	DET
aiti-14075	211	2	system	system	NOUN
aiti-14075	211	3	evaluation	evaluation	NOUN
aiti-14075	211	4	compared	compare	VERB
aiti-14075	211	5	the	the	DET
aiti-14075	211	6	proposed	propose	VERB
aiti-14075	211	7	method	method	NOUN
aiti-14075	211	8	,	,	PUNCT
aiti-14075	211	9	which	which	PRON
aiti-14075	211	10	utilizes	utilize	VERB
aiti-14075	211	11	object	object	NOUN
aiti-14075	211	12	area	area	NOUN
aiti-14075	211	13	calculation	calculation	NOUN
aiti-14075	211	14	for	for	ADP
aiti-14075	211	15	detected	detect	VERB
aiti-14075	211	16	parking	parking	NOUN
aiti-14075	211	17	objects	object	NOUN
aiti-14075	211	18	within	within	ADP
aiti-14075	211	19	the	the	DET
aiti-14075	211	20	roi	roi	NOUN
aiti-14075	211	21	,	,	PUNCT
aiti-14075	211	22	with	with	ADP
aiti-14075	211	23	a	a	DET
aiti-14075	211	24	scenario	scenario	NOUN
aiti-14075	211	25	that	that	PRON
aiti-14075	211	26	does	do	AUX
aiti-14075	211	27	not	not	PART
aiti-14075	211	28	use	use	VERB
aiti-14075	211	29	area	area	NOUN
aiti-14075	211	30	calculation	calculation	NOUN
aiti-14075	211	31	.	.	PUNCT
aiti-14075	212	1	using	use	VERB
aiti-14075	212	2	object	object	NOUN
aiti-14075	212	3	area	area	NOUN
aiti-14075	212	4	calculation	calculation	NOUN
aiti-14075	212	5	achieves	achieve	VERB
aiti-14075	212	6	an	an	DET
aiti-14075	212	7	average	average	ADJ
aiti-14075	212	8	recall	recall	NOUN
aiti-14075	212	9	of	of	ADP
aiti-14075	212	10	91.5	91.5	NUM
aiti-14075	212	11	%	%	NOUN
aiti-14075	212	12	,	,	PUNCT
aiti-14075	212	13	significantly	significantly	ADV
aiti-14075	212	14	higher	high	ADJ
aiti-14075	212	15	than	than	ADP
aiti-14075	212	16	the	the	DET
aiti-14075	212	17	78.6	78.6	NUM
aiti-14075	212	18	%	%	NOUN
aiti-14075	212	19	recall	recall	NOUN
aiti-14075	212	20	without	without	ADP
aiti-14075	212	21	object	object	NOUN
aiti-14075	212	22	area	area	NOUN
aiti-14075	212	23	calculation	calculation	NOUN
aiti-14075	212	24	,	,	PUNCT
aiti-14075	212	25	as	as	SCONJ
aiti-14075	212	26	shown	show	VERB
aiti-14075	212	27	in	in	ADP
aiti-14075	212	28	table	table	NOUN
aiti-14075	212	29	8	8	NUM
aiti-14075	212	30	.	.	PUNCT
aiti-14075	212	31	table	table	NOUN
aiti-14075	212	32	8	8	NUM
aiti-14075	212	33	comparison	comparison	NOUN
aiti-14075	212	34	of	of	ADP
aiti-14075	212	35	the	the	DET
aiti-14075	212	36	system	system	NOUN
aiti-14075	212	37	evaluation	evaluation	NOUN
aiti-14075	212	38	with	with	ADP
aiti-14075	212	39	and	and	CCONJ
aiti-14075	212	40	without	without	ADP
aiti-14075	212	41	object	object	NOUN
aiti-14075	212	42	area	area	NOUN
aiti-14075	212	43	calculation	calculation	NOUN
aiti-14075	212	44	place	place	NOUN
aiti-14075	212	45	real	real	ADJ
aiti-14075	212	46	with	with	ADP
aiti-14075	212	47	object	object	NOUN
aiti-14075	212	48	area	area	NOUN
aiti-14075	212	49	calculation	calculation	NOUN
aiti-14075	212	50	without	without	ADP
aiti-14075	212	51	object	object	NOUN
aiti-14075	212	52	area	area	NOUN
aiti-14075	212	53	calculation	calculation	NOUN
aiti-14075	212	54	system	system	NOUN
aiti-14075	212	55	(	(	PUNCT
aiti-14075	212	56	tp	tp	NOUN
aiti-14075	212	57	)	)	PUNCT
aiti-14075	212	58	error	error	NOUN
aiti-14075	212	59	detection	detection	NOUN
aiti-14075	212	60	recall	recall	NOUN
aiti-14075	212	61	(	(	PUNCT
aiti-14075	212	62	%	%	NOUN
aiti-14075	212	63	)	)	PUNCT
aiti-14075	212	64	precision	precision	NOUN
aiti-14075	212	65	(	(	PUNCT
aiti-14075	212	66	%	%	INTJ
aiti-14075	212	67	)	)	PUNCT
aiti-14075	212	68	system	system	NOUN
aiti-14075	212	69	(	(	PUNCT
aiti-14075	212	70	tp	tp	NOUN
aiti-14075	212	71	)	)	PUNCT
aiti-14075	212	72	error	error	NOUN
aiti-14075	212	73	detection	detection	NOUN
aiti-14075	212	74	recall	recall	NOUN
aiti-14075	212	75	(	(	PUNCT
aiti-14075	212	76	%	%	NOUN
aiti-14075	212	77	)	)	PUNCT
aiti-14075	212	78	precision	precision	NOUN
aiti-14075	212	79	(	(	PUNCT
aiti-14075	212	80	%	%	INTJ
aiti-14075	212	81	)	)	PUNCT
aiti-14075	213	1	fn	fn	NOUN
aiti-14075	214	1	fp	fp	INTJ
aiti-14075	214	2	fn	fn	PROPN
aiti-14075	214	3	fp	fp	INTJ
aiti-14075	214	4	a	a	DET
aiti-14075	214	5	37	37	NUM
aiti-14075	214	6	35	35	NUM
aiti-14075	214	7	2	2	NUM
aiti-14075	214	8	14	14	NUM
aiti-14075	214	9	94.6	94.6	NUM
aiti-14075	214	10	71.4	71.4	NUM
aiti-14075	214	11	28	28	NUM
aiti-14075	214	12	9	9	NUM
aiti-14075	214	13	4	4	NUM
aiti-14075	214	14	75.7	75.7	NUM
aiti-14075	214	15	87.5	87.5	NUM
aiti-14075	214	16	b	b	NUM
aiti-14075	214	17	5	5	NUM
aiti-14075	214	18	5	5	NUM
aiti-14075	214	19	0	0	NUM
aiti-14075	214	20	2	2	NUM
aiti-14075	214	21	100	100	NUM
aiti-14075	214	22	71.4	71.4	NUM
aiti-14075	214	23	4	4	NUM
aiti-14075	214	24	1	1	NUM
aiti-14075	214	25	1	1	NUM
aiti-14075	214	26	80	80	NUM
aiti-14075	214	27	80	80	NUM
aiti-14075	214	28	c	c	NOUN
aiti-14075	214	29	5	5	NUM
aiti-14075	214	30	4	4	NUM
aiti-14075	214	31	1	1	NUM
aiti-14075	214	32	1	1	NUM
aiti-14075	214	33	80	80	NUM
aiti-14075	214	34	80	80	NUM
aiti-14075	214	35	4	4	NUM
aiti-14075	214	36	1	1	NUM
aiti-14075	214	37	1	1	NUM
aiti-14075	214	38	80	80	NUM
aiti-14075	214	39	80	80	NUM
aiti-14075	214	40	average	average	NOUN
aiti-14075	214	41	91.5	91.5	NUM
aiti-14075	214	42	74	74	NUM
aiti-14075	214	43	average	average	ADJ
aiti-14075	214	44	78.6	78.6	NUM
aiti-14075	214	45	82.5	82.5	NUM
aiti-14075	214	46	f1	f1	NOUN
aiti-14075	214	47	-	-	PUNCT
aiti-14075	214	48	score	score	NOUN
aiti-14075	214	49	(	(	PUNCT
aiti-14075	214	50	%	%	INTJ
aiti-14075	214	51	)	)	PUNCT
aiti-14075	214	52	82.7	82.7	NUM
aiti-14075	214	53	f1	f1	NOUN
aiti-14075	214	54	-	-	PUNCT
aiti-14075	214	55	score	score	NOUN
aiti-14075	214	56	(	(	PUNCT
aiti-14075	214	57	%	%	NOUN
aiti-14075	214	58	)	)	PUNCT
aiti-14075	214	59	80.5	80.5	NUM
aiti-14075	214	60	this	this	DET
aiti-14075	214	61	difference	difference	NOUN
aiti-14075	214	62	is	be	AUX
aiti-14075	214	63	due	due	ADJ
aiti-14075	214	64	to	to	ADP
aiti-14075	214	65	certain	certain	ADJ
aiti-14075	214	66	parking	parking	NOUN
aiti-14075	214	67	objects	object	NOUN
aiti-14075	214	68	whose	whose	DET
aiti-14075	214	69	bounding	bounding	NOUN
aiti-14075	214	70	box	box	NOUN
aiti-14075	214	71	points	point	NOUN
aiti-14075	214	72	were	be	AUX
aiti-14075	214	73	not	not	PART
aiti-14075	214	74	entirely	entirely	ADV
aiti-14075	214	75	within	within	ADP
aiti-14075	214	76	the	the	DET
aiti-14075	214	77	roi	roi	NOUN
aiti-14075	214	78	,	,	PUNCT
aiti-14075	214	79	incurring	incur	VERB
aiti-14075	214	80	their	their	PRON
aiti-14075	214	81	failure	failure	NOUN
aiti-14075	214	82	to	to	PART
aiti-14075	214	83	be	be	AUX
aiti-14075	214	84	detected	detect	VERB
aiti-14075	214	85	as	as	ADP
aiti-14075	214	86	violations	violation	NOUN
aiti-14075	214	87	as	as	SCONJ
aiti-14075	214	88	shown	show	VERB
aiti-14075	214	89	in	in	ADP
aiti-14075	214	90	fig	fig	NOUN
aiti-14075	214	91	.	.	PUNCT
aiti-14075	215	1	15(a	15(a	NUM
aiti-14075	215	2	)	)	PUNCT
aiti-14075	215	3	.	.	PUNCT
aiti-14075	216	1	however	however	ADV
aiti-14075	216	2	,	,	PUNCT
aiti-14075	216	3	by	by	ADP
aiti-14075	216	4	applying	apply	VERB
aiti-14075	216	5	the	the	DET
aiti-14075	216	6	area	area	NOUN
aiti-14075	216	7	calculation	calculation	NOUN
aiti-14075	216	8	for	for	ADP
aiti-14075	216	9	parking	parking	NOUN
aiti-14075	216	10	objects	object	NOUN
aiti-14075	216	11	,	,	PUNCT
aiti-14075	216	12	as	as	SCONJ
aiti-14075	216	13	illustrated	illustrate	VERB
aiti-14075	216	14	in	in	ADP
aiti-14075	216	15	fig	fig	NOUN
aiti-14075	216	16	.	.	PUNCT
aiti-14075	216	17	15(b	15(b	NUM
aiti-14075	216	18	)	)	PUNCT
aiti-14075	216	19	,	,	PUNCT
aiti-14075	216	20	an	an	DET
aiti-14075	216	21	object	object	NOUN
aiti-14075	216	22	with	with	ADP
aiti-14075	216	23	more	more	ADJ
aiti-14075	216	24	than	than	ADP
aiti-14075	216	25	50	50	NUM
aiti-14075	216	26	%	%	NOUN
aiti-14075	216	27	of	of	ADP
aiti-14075	216	28	its	its	PRON
aiti-14075	216	29	area	area	NOUN
aiti-14075	216	30	within	within	ADP
aiti-14075	216	31	the	the	DET
aiti-14075	216	32	roi	roi	NOUN
aiti-14075	216	33	was	be	AUX
aiti-14075	216	34	successfully	successfully	ADV
aiti-14075	216	35	detected	detect	VERB
aiti-14075	216	36	as	as	ADP
aiti-14075	216	37	a	a	DET
aiti-14075	216	38	parking	parking	NOUN
aiti-14075	216	39	violation	violation	NOUN
aiti-14075	216	40	.	.	PUNCT
aiti-14075	217	1	however	however	ADV
aiti-14075	217	2	,	,	PUNCT
aiti-14075	217	3	the	the	DET
aiti-14075	217	4	average	average	ADJ
aiti-14075	217	5	precision	precision	NOUN
aiti-14075	217	6	values	value	NOUN
aiti-14075	217	7	in	in	ADP
aiti-14075	217	8	table	table	NOUN
aiti-14075	217	9	8	8	NUM
aiti-14075	217	10	yield	yield	VERB
aiti-14075	217	11	the	the	DET
aiti-14075	217	12	opposite	opposite	ADJ
aiti-14075	217	13	result	result	NOUN
aiti-14075	217	14	.	.	PUNCT
aiti-14075	218	1	using	use	VERB
aiti-14075	218	2	object	object	NOUN
aiti-14075	218	3	area	area	NOUN
aiti-14075	218	4	calculation	calculation	NOUN
aiti-14075	218	5	results	result	VERB
aiti-14075	218	6	in	in	ADP
aiti-14075	218	7	a	a	DET
aiti-14075	218	8	lower	low	ADJ
aiti-14075	218	9	precision	precision	NOUN
aiti-14075	218	10	of	of	ADP
aiti-14075	218	11	74	74	NUM
aiti-14075	218	12	%	%	NOUN
aiti-14075	218	13	,	,	PUNCT
aiti-14075	218	14	compared	compare	VERB
aiti-14075	218	15	to	to	ADP
aiti-14075	218	16	82.5	82.5	NUM
aiti-14075	218	17	%	%	NOUN
aiti-14075	218	18	when	when	SCONJ
aiti-14075	218	19	object	object	NOUN
aiti-14075	218	20	area	area	NOUN
aiti-14075	218	21	calculation	calculation	NOUN
aiti-14075	218	22	is	be	AUX
aiti-14075	218	23	not	not	PART
aiti-14075	218	24	applied	apply	VERB
aiti-14075	218	25	.	.	PUNCT
aiti-14075	219	1	as	as	SCONJ
aiti-14075	219	2	illustrated	illustrate	VERB
aiti-14075	219	3	in	in	ADP
aiti-14075	219	4	fig	fig	NOUN
aiti-14075	219	5	.	.	PUNCT
aiti-14075	220	1	16(a	16(a	NUM
aiti-14075	220	2	)	)	PUNCT
aiti-14075	221	1	,	,	PUNCT
aiti-14075	221	2	a	a	DET
aiti-14075	221	3	nonparking	nonparking	NOUN
aiti-14075	221	4	object	object	NOUN
aiti-14075	221	5	detected	detect	VERB
aiti-14075	221	6	when	when	SCONJ
aiti-14075	221	7	parking	parking	NOUN
aiti-14075	221	8	was	be	AUX
aiti-14075	221	9	not	not	PART
aiti-14075	221	10	classified	classify	VERB
aiti-14075	221	11	as	as	ADP
aiti-14075	221	12	a	a	DET
aiti-14075	221	13	violation	violation	NOUN
aiti-14075	221	14	due	due	ADP
aiti-14075	221	15	to	to	ADP
aiti-14075	221	16	two	two	NUM
aiti-14075	221	17	of	of	ADP
aiti-14075	221	18	its	its	PRON
aiti-14075	221	19	bounding	bounding	NOUN
aiti-14075	221	20	boxes	box	NOUN
aiti-14075	221	21	that	that	PRON
aiti-14075	221	22	were	be	AUX
aiti-14075	221	23	outside	outside	ADP
aiti-14075	221	24	the	the	DET
aiti-14075	221	25	roi	roi	NOUN
aiti-14075	221	26	.	.	PUNCT
aiti-14075	222	1	conversely	conversely	ADV
aiti-14075	222	2	,	,	PUNCT
aiti-14075	222	3	fig	fig	NOUN
aiti-14075	222	4	.	.	PUNCT
aiti-14075	223	1	16(b	16(b	NUM
aiti-14075	223	2	)	)	PUNCT
aiti-14075	223	3	shows	show	VERB
aiti-14075	223	4	a	a	DET
aiti-14075	223	5	misclassified	misclassified	ADJ
aiti-14075	223	6	object	object	NOUN
aiti-14075	223	7	that	that	PRON
aiti-14075	223	8	was	be	AUX
aiti-14075	223	9	still	still	ADV
aiti-14075	223	10	recognized	recognize	VERB
aiti-14075	223	11	as	as	ADP
aiti-14075	223	12	a	a	DET
aiti-14075	223	13	parking	parking	NOUN
aiti-14075	223	14	violation	violation	NOUN
aiti-14075	223	15	because	because	SCONJ
aiti-14075	223	16	more	more	ADJ
aiti-14075	223	17	than	than	ADP
aiti-14075	223	18	50	50	NUM
aiti-14075	223	19	%	%	NOUN
aiti-14075	223	20	of	of	ADP
aiti-14075	223	21	its	its	PRON
aiti-14075	223	22	area	area	NOUN
aiti-14075	223	23	was	be	AUX
aiti-14075	223	24	within	within	ADP
aiti-14075	223	25	the	the	DET
aiti-14075	223	26	roi	roi	NOUN
aiti-14075	223	27	.	.	PUNCT
aiti-14075	224	1	advances	advance	NOUN
aiti-14075	224	2	in	in	ADP
aiti-14075	224	3	technology	technology	NOUN
aiti-14075	224	4	innovation	innovation	NOUN
aiti-14075	224	5	,	,	PUNCT
aiti-14075	224	6	vol	vol	NOUN
aiti-14075	224	7	.	.	PROPN
aiti-14075	225	1	10	10	NUM
aiti-14075	225	2	,	,	PUNCT
aiti-14075	225	3	no	no	INTJ
aiti-14075	225	4	.	.	NOUN
aiti-14075	225	5	1	1	NUM
aiti-14075	225	6	,	,	PUNCT
aiti-14075	225	7	2025	2025	NUM
aiti-14075	225	8	,	,	PUNCT
aiti-14075	225	9	pp	pp	ADJ
aiti-14075	225	10	.	.	PUNCT
aiti-14075	226	1	29	29	NUM
aiti-14075	226	2	-	-	SYM
aiti-14075	226	3	43	43	NUM
aiti-14075	226	4	41	41	NUM
aiti-14075	226	5	(	(	PUNCT
aiti-14075	226	6	a	a	NOUN
aiti-14075	226	7	)	)	PUNCT
aiti-14075	226	8	wrong	wrong	ADJ
aiti-14075	226	9	detection	detection	NOUN
aiti-14075	226	10	(	(	PUNCT
aiti-14075	226	11	b	b	X
aiti-14075	226	12	)	)	PUNCT
aiti-14075	226	13	correct	correct	ADJ
aiti-14075	226	14	detection	detection	NOUN
aiti-14075	226	15	fig	fig	NOUN
aiti-14075	226	16	.	.	PUNCT
aiti-14075	227	1	15	15	NUM
aiti-14075	227	2	detection	detection	NOUN
aiti-14075	227	3	results	result	VERB
aiti-14075	227	4	without	without	ADP
aiti-14075	227	5	and	and	CCONJ
aiti-14075	227	6	with	with	ADP
aiti-14075	227	7	the	the	DET
aiti-14075	227	8	application	application	NOUN
aiti-14075	227	9	of	of	ADP
aiti-14075	227	10	the	the	DET
aiti-14075	227	11	object	object	NOUN
aiti-14075	227	12	area	area	NOUN
aiti-14075	227	13	calculation	calculation	NOUN
aiti-14075	227	14	method	method	NOUN
aiti-14075	227	15	(	(	PUNCT
aiti-14075	227	16	a	a	X
aiti-14075	227	17	)	)	PUNCT
aiti-14075	227	18	detected	detect	VERB
aiti-14075	227	19	as	as	ADP
aiti-14075	227	20	not	not	PART
aiti-14075	227	21	committing	commit	VERB
aiti-14075	227	22	a	a	DET
aiti-14075	227	23	violation	violation	NOUN
aiti-14075	227	24	(	(	PUNCT
aiti-14075	227	25	b	b	NOUN
aiti-14075	227	26	)	)	PUNCT
aiti-14075	227	27	detected	detect	VERB
aiti-14075	227	28	committing	commit	VERB
aiti-14075	227	29	a	a	DET
aiti-14075	227	30	violation	violation	NOUN
aiti-14075	227	31	fig	fig	NOUN
aiti-14075	227	32	.	.	PUNCT
aiti-14075	228	1	16	16	NUM
aiti-14075	228	2	double	double	ADJ
aiti-14075	228	3	detection	detection	NOUN
aiti-14075	228	4	results	result	VERB
aiti-14075	228	5	without	without	ADP
aiti-14075	228	6	and	and	CCONJ
aiti-14075	228	7	with	with	ADP
aiti-14075	228	8	the	the	DET
aiti-14075	228	9	application	application	NOUN
aiti-14075	228	10	of	of	ADP
aiti-14075	228	11	the	the	DET
aiti-14075	228	12	object	object	NOUN
aiti-14075	228	13	area	area	NOUN
aiti-14075	228	14	calculation	calculation	NOUN
aiti-14075	228	15	method	method	NOUN
aiti-14075	228	16	based	base	VERB
aiti-14075	228	17	on	on	ADP
aiti-14075	228	18	the	the	DET
aiti-14075	228	19	results	result	NOUN
aiti-14075	228	20	obtained	obtain	VERB
aiti-14075	228	21	,	,	PUNCT
aiti-14075	228	22	the	the	DET
aiti-14075	228	23	use	use	NOUN
aiti-14075	228	24	of	of	ADP
aiti-14075	228	25	object	object	NOUN
aiti-14075	228	26	area	area	NOUN
aiti-14075	228	27	calculation	calculation	NOUN
aiti-14075	228	28	yields	yield	VERB
aiti-14075	228	29	an	an	DET
aiti-14075	228	30	overall	overall	ADJ
aiti-14075	228	31	higher	high	ADJ
aiti-14075	228	32	f1	f1	NOUN
aiti-14075	228	33	-	-	PUNCT
aiti-14075	228	34	score	score	NOUN
aiti-14075	228	35	of	of	ADP
aiti-14075	228	36	82.7	82.7	NUM
aiti-14075	228	37	%	%	NOUN
aiti-14075	228	38	,	,	PUNCT
aiti-14075	228	39	compared	compare	VERB
aiti-14075	228	40	to	to	ADP
aiti-14075	228	41	80.5	80.5	NUM
aiti-14075	228	42	%	%	NOUN
aiti-14075	228	43	without	without	ADP
aiti-14075	228	44	using	use	VERB
aiti-14075	228	45	object	object	NOUN
aiti-14075	228	46	area	area	NOUN
aiti-14075	228	47	calculation	calculation	NOUN
aiti-14075	228	48	.	.	PUNCT
aiti-14075	229	1	therefore	therefore	ADV
aiti-14075	229	2	,	,	PUNCT
aiti-14075	229	3	it	it	PRON
aiti-14075	229	4	can	can	AUX
aiti-14075	229	5	be	be	AUX
aiti-14075	229	6	concluded	conclude	VERB
aiti-14075	229	7	that	that	SCONJ
aiti-14075	229	8	the	the	DET
aiti-14075	229	9	proposed	propose	VERB
aiti-14075	229	10	method	method	NOUN
aiti-14075	229	11	of	of	ADP
aiti-14075	229	12	calculating	calculate	VERB
aiti-14075	229	13	the	the	DET
aiti-14075	229	14	parking	parking	NOUN
aiti-14075	229	15	object	object	NOUN
aiti-14075	229	16	area	area	NOUN
aiti-14075	229	17	within	within	ADP
aiti-14075	229	18	the	the	DET
aiti-14075	229	19	roi	roi	NOUN
aiti-14075	229	20	enhances	enhance	VERB
aiti-14075	229	21	the	the	DET
aiti-14075	229	22	effectiveness	effectiveness	NOUN
aiti-14075	229	23	of	of	ADP
aiti-14075	229	24	the	the	DET
aiti-14075	229	25	system	system	NOUN
aiti-14075	229	26	in	in	ADP
aiti-14075	229	27	detecting	detect	VERB
aiti-14075	229	28	parking	parking	NOUN
aiti-14075	229	29	violations	violation	NOUN
aiti-14075	229	30	,	,	PUNCT
aiti-14075	229	31	despite	despite	SCONJ
aiti-14075	229	32	the	the	DET
aiti-14075	229	33	increase	increase	NOUN
aiti-14075	229	34	in	in	ADP
aiti-14075	229	35	the	the	DET
aiti-14075	229	36	number	number	NOUN
aiti-14075	229	37	of	of	ADP
aiti-14075	229	38	non	non	ADJ
aiti-14075	229	39	-	-	ADJ
aiti-14075	229	40	violating	violating	ADJ
aiti-14075	229	41	objects	object	NOUN
aiti-14075	229	42	that	that	PRON
aiti-14075	229	43	were	be	AUX
aiti-14075	229	44	incorrectly	incorrectly	ADV
aiti-14075	229	45	identified	identify	VERB
aiti-14075	229	46	as	as	ADP
aiti-14075	229	47	violations	violation	NOUN
aiti-14075	229	48	.	.	PUNCT
aiti-14075	230	1	the	the	DET
aiti-14075	230	2	system	system	NOUN
aiti-14075	230	3	implementation	implementation	NOUN
aiti-14075	230	4	used	use	VERB
aiti-14075	230	5	a	a	DET
aiti-14075	230	6	confidence	confidence	NOUN
aiti-14075	230	7	threshold	threshold	NOUN
aiti-14075	230	8	set	set	VERB
aiti-14075	230	9	at	at	ADP
aiti-14075	230	10	0.3	0.3	NUM
aiti-14075	230	11	,	,	PUNCT
aiti-14075	230	12	enabling	enable	VERB
aiti-14075	230	13	the	the	DET
aiti-14075	230	14	mis	mis	NOUN
aiti-14075	230	15	-	-	PUNCT
aiti-14075	230	16	detected	detect	VERB
aiti-14075	230	17	object	object	NOUN
aiti-14075	230	18	in	in	ADP
aiti-14075	230	19	fig	fig	NOUN
aiti-14075	230	20	.	.	PUNCT
aiti-14075	231	1	16	16	NUM
aiti-14075	231	2	to	to	PART
aiti-14075	231	3	still	still	ADV
aiti-14075	231	4	be	be	AUX
aiti-14075	231	5	considered	consider	VERB
aiti-14075	231	6	valid	valid	ADJ
aiti-14075	231	7	due	due	ADP
aiti-14075	231	8	to	to	ADP
aiti-14075	231	9	its	its	PRON
aiti-14075	231	10	confidence	confidence	NOUN
aiti-14075	231	11	score	score	NOUN
aiti-14075	231	12	of	of	ADP
aiti-14075	231	13	0.3	0.3	NUM
aiti-14075	231	14	.	.	PUNCT
aiti-14075	232	1	therefore	therefore	ADV
aiti-14075	232	2	,	,	PUNCT
aiti-14075	232	3	a	a	DET
aiti-14075	232	4	different	different	ADJ
aiti-14075	232	5	scenario	scenario	NOUN
aiti-14075	232	6	was	be	AUX
aiti-14075	232	7	tested	test	VERB
aiti-14075	232	8	by	by	ADP
aiti-14075	232	9	setting	set	VERB
aiti-14075	232	10	the	the	DET
aiti-14075	232	11	confidence	confidence	NOUN
aiti-14075	232	12	threshold	threshold	NOUN
aiti-14075	232	13	to	to	ADP
aiti-14075	232	14	0.5	0.5	NUM
aiti-14075	232	15	.	.	PUNCT
aiti-14075	232	16	table	table	NOUN
aiti-14075	232	17	9	9	NUM
aiti-14075	232	18	system	system	NOUN
aiti-14075	232	19	evaluation	evaluation	NOUN
aiti-14075	232	20	with	with	ADP
aiti-14075	232	21	confidence	confidence	NOUN
aiti-14075	232	22	threshold	threshold	NOUN
aiti-14075	232	23	set	set	VERB
aiti-14075	232	24	at	at	ADP
aiti-14075	232	25	0.5	0.5	NUM
aiti-14075	232	26	place	place	NOUN
aiti-14075	232	27	real	real	ADJ
aiti-14075	232	28	system	system	NOUN
aiti-14075	232	29	(	(	PUNCT
aiti-14075	232	30	tp	tp	NOUN
aiti-14075	232	31	)	)	PUNCT
aiti-14075	232	32	error	error	NOUN
aiti-14075	232	33	detection	detection	NOUN
aiti-14075	232	34	recall	recall	NOUN
aiti-14075	232	35	(	(	PUNCT
aiti-14075	232	36	%	%	NOUN
aiti-14075	232	37	)	)	PUNCT
aiti-14075	232	38	precision	precision	NOUN
aiti-14075	232	39	(	(	PUNCT
aiti-14075	232	40	%	%	INTJ
aiti-14075	232	41	)	)	PUNCT
aiti-14075	233	1	fn	fn	NOUN
aiti-14075	233	2	fp	fp	INTJ
aiti-14075	234	1	a	a	DET
aiti-14075	234	2	37	37	NUM
aiti-14075	234	3	33	33	NUM
aiti-14075	234	4	4	4	NUM
aiti-14075	234	5	6	6	NUM
aiti-14075	234	6	89.2	89.2	NUM
aiti-14075	234	7	84.6	84.6	NUM
aiti-14075	234	8	b	b	SYM
aiti-14075	234	9	5	5	NUM
aiti-14075	234	10	5	5	NUM
aiti-14075	234	11	0	0	NUM
aiti-14075	234	12	1	1	NUM
aiti-14075	234	13	100	100	NUM
aiti-14075	234	14	83.3	83.3	NUM
aiti-14075	234	15	c	c	NOUN
aiti-14075	234	16	5	5	NUM
aiti-14075	234	17	4	4	NUM
aiti-14075	234	18	1	1	NUM
aiti-14075	234	19	1	1	NUM
aiti-14075	234	20	80	80	NUM
aiti-14075	234	21	80	80	NUM
aiti-14075	234	22	average	average	NOUN
aiti-14075	234	23	89.7	89.7	NUM
aiti-14075	234	24	82.6	82.6	NUM
aiti-14075	234	25	f1	f1	NOUN
aiti-14075	234	26	-	-	PUNCT
aiti-14075	234	27	score	score	NOUN
aiti-14075	234	28	(	(	PUNCT
aiti-14075	234	29	%	%	INTJ
aiti-14075	234	30	)	)	PUNCT
aiti-14075	234	31	86.2	86.2	NUM
aiti-14075	234	32	based	base	VERB
aiti-14075	234	33	on	on	ADP
aiti-14075	234	34	the	the	DET
aiti-14075	234	35	results	result	NOUN
aiti-14075	234	36	presented	present	VERB
aiti-14075	234	37	in	in	ADP
aiti-14075	234	38	table	table	NOUN
aiti-14075	234	39	9	9	NUM
aiti-14075	234	40	,	,	PUNCT
aiti-14075	234	41	the	the	DET
aiti-14075	234	42	average	average	ADJ
aiti-14075	234	43	recall	recall	NOUN
aiti-14075	234	44	value	value	NOUN
aiti-14075	234	45	achieved	achieve	VERB
aiti-14075	234	46	is	be	AUX
aiti-14075	234	47	89.7	89.7	NUM
aiti-14075	234	48	%	%	NOUN
aiti-14075	234	49	,	,	PUNCT
aiti-14075	234	50	reflecting	reflect	VERB
aiti-14075	234	51	a	a	DET
aiti-14075	234	52	decrease	decrease	NOUN
aiti-14075	234	53	compared	compare	VERB
aiti-14075	234	54	to	to	ADP
aiti-14075	234	55	the	the	DET
aiti-14075	234	56	results	result	NOUN
aiti-14075	234	57	in	in	ADP
aiti-14075	234	58	table	table	NOUN
aiti-14075	234	59	8	8	NUM
aiti-14075	234	60	with	with	ADP
aiti-14075	234	61	object	object	NOUN
aiti-14075	234	62	area	area	NOUN
aiti-14075	234	63	calculation	calculation	NOUN
aiti-14075	234	64	.	.	PUNCT
aiti-14075	235	1	this	this	DET
aiti-14075	235	2	reduction	reduction	NOUN
aiti-14075	235	3	occurred	occur	VERB
aiti-14075	235	4	because	because	SCONJ
aiti-14075	235	5	two	two	NUM
aiti-14075	235	6	objects	object	NOUN
aiti-14075	235	7	that	that	PRON
aiti-14075	235	8	committed	commit	VERB
aiti-14075	235	9	parking	parking	NOUN
aiti-14075	235	10	violations	violation	NOUN
aiti-14075	235	11	were	be	AUX
aiti-14075	235	12	not	not	PART
aiti-14075	235	13	detected	detect	VERB
aiti-14075	235	14	due	due	ADJ
aiti-14075	235	15	to	to	ADP
aiti-14075	235	16	having	have	VERB
aiti-14075	235	17	a	a	DET
aiti-14075	235	18	confidence	confidence	NOUN
aiti-14075	235	19	score	score	NOUN
aiti-14075	235	20	of	of	ADP
aiti-14075	235	21	less	less	ADJ
aiti-14075	235	22	than	than	ADP
aiti-14075	235	23	0.5	0.5	NUM
aiti-14075	235	24	.	.	PUNCT
aiti-14075	236	1	however	however	ADV
aiti-14075	236	2	,	,	PUNCT
aiti-14075	236	3	the	the	DET
aiti-14075	236	4	recall	recall	NOUN
aiti-14075	236	5	still	still	ADV
aiti-14075	236	6	surpassed	surpass	VERB
aiti-14075	236	7	the	the	DET
aiti-14075	236	8	average	average	ADJ
aiti-14075	236	9	recall	recall	NOUN
aiti-14075	236	10	from	from	ADP
aiti-14075	236	11	table	table	NOUN
aiti-14075	236	12	8	8	NUM
aiti-14075	236	13	without	without	ADP
aiti-14075	236	14	object	object	NOUN
aiti-14075	236	15	area	area	NOUN
aiti-14075	236	16	calculation	calculation	NOUN
aiti-14075	236	17	.	.	PUNCT
aiti-14075	237	1	the	the	DET
aiti-14075	237	2	average	average	ADJ
aiti-14075	237	3	precision	precision	NOUN
aiti-14075	237	4	obtained	obtain	VERB
aiti-14075	237	5	is	be	AUX
aiti-14075	237	6	82.6	82.6	NUM
aiti-14075	237	7	%	%	NOUN
aiti-14075	237	8	,	,	PUNCT
aiti-14075	237	9	which	which	PRON
aiti-14075	237	10	is	be	AUX
aiti-14075	237	11	higher	high	ADJ
aiti-14075	237	12	than	than	ADP
aiti-14075	237	13	the	the	DET
aiti-14075	237	14	average	average	ADJ
aiti-14075	237	15	precision	precision	NOUN
aiti-14075	237	16	in	in	ADP
aiti-14075	237	17	table	table	NOUN
aiti-14075	237	18	8	8	NUM
aiti-14075	237	19	.	.	PUNCT
aiti-14075	238	1	therefore	therefore	ADV
aiti-14075	238	2	,	,	PUNCT
aiti-14075	238	3	setting	set	VERB
aiti-14075	238	4	the	the	DET
aiti-14075	238	5	confidence	confidence	NOUN
aiti-14075	238	6	threshold	threshold	NOUN
aiti-14075	238	7	at	at	ADP
aiti-14075	238	8	0.5	0.5	NUM
aiti-14075	238	9	is	be	AUX
aiti-14075	238	10	deemed	deem	VERB
aiti-14075	238	11	effective	effective	ADJ
aiti-14075	238	12	,	,	PUNCT
aiti-14075	238	13	as	as	SCONJ
aiti-14075	238	14	evidenced	evidence	VERB
aiti-14075	238	15	by	by	ADP
aiti-14075	238	16	the	the	DET
aiti-14075	238	17	f1	f1	NOUN
aiti-14075	238	18	-	-	PUNCT
aiti-14075	238	19	score	score	NOUN
aiti-14075	238	20	which	which	PRON
aiti-14075	238	21	reached	reach	VERB
aiti-14075	238	22	a	a	DET
aiti-14075	238	23	higher	high	ADJ
aiti-14075	238	24	value	value	NOUN
aiti-14075	238	25	of	of	ADP
aiti-14075	238	26	86.2	86.2	NUM
aiti-14075	238	27	%	%	NOUN
aiti-14075	238	28	.	.	PUNCT
aiti-14075	239	1	4	4	X
aiti-14075	239	2	.	.	X
aiti-14075	239	3	conclusions	conclusion	NOUN
aiti-14075	239	4	from	from	ADP
aiti-14075	239	5	the	the	DET
aiti-14075	239	6	research	research	NOUN
aiti-14075	239	7	conducted	conduct	VERB
aiti-14075	239	8	on	on	ADP
aiti-14075	239	9	the	the	DET
aiti-14075	239	10	motorcycle	motorcycle	NOUN
aiti-14075	239	11	parking	parking	NOUN
aiti-14075	239	12	violation	violation	NOUN
aiti-14075	239	13	detection	detection	NOUN
aiti-14075	239	14	system	system	NOUN
aiti-14075	239	15	,	,	PUNCT
aiti-14075	239	16	the	the	DET
aiti-14075	239	17	use	use	NOUN
aiti-14075	239	18	of	of	ADP
aiti-14075	239	19	the	the	DET
aiti-14075	239	20	yolov7	yolov7	NOUN
aiti-14075	239	21	for	for	ADP
aiti-14075	239	22	classifying	classify	VERB
aiti-14075	239	23	non	non	ADJ
aiti-14075	239	24	-	-	ADJ
aiti-14075	239	25	parking	parking	ADJ
aiti-14075	239	26	,	,	PUNCT
aiti-14075	239	27	parking	parking	NOUN
aiti-14075	239	28	,	,	PUNCT
aiti-14075	239	29	and	and	CCONJ
aiti-14075	239	30	person	person	NOUN
aiti-14075	239	31	objects	object	NOUN
aiti-14075	239	32	achieved	achieve	VERB
aiti-14075	239	33	its	its	PRON
aiti-14075	239	34	optimal	optimal	ADJ
aiti-14075	239	35	performance	performance	NOUN
aiti-14075	239	36	at	at	ADP
aiti-14075	239	37	the	the	DET
aiti-14075	239	38	28th	28th	ADJ
aiti-14075	239	39	epoch	epoch	NOUN
aiti-14075	239	40	with	with	ADP
aiti-14075	239	41	an	an	DET
aiti-14075	239	42	map	map	NOUN
aiti-14075	239	43	score	score	NOUN
aiti-14075	239	44	of	of	ADP
aiti-14075	239	45	0.953	0.953	NUM
aiti-14075	239	46	at	at	ADP
aiti-14075	239	47	a	a	DET
aiti-14075	239	48	threshold	threshold	NOUN
aiti-14075	239	49	of	of	ADP
aiti-14075	239	50	0.5	0.5	NUM
aiti-14075	239	51	.	.	PUNCT
aiti-14075	240	1	the	the	DET
aiti-14075	240	2	classification	classification	NOUN
aiti-14075	240	3	model	model	NOUN
aiti-14075	240	4	is	be	AUX
aiti-14075	240	5	designed	design	VERB
aiti-14075	240	6	to	to	PART
aiti-14075	240	7	expeditiously	expeditiously	ADV
aiti-14075	240	8	detect	detect	VERB
aiti-14075	240	9	parking	parking	NOUN
aiti-14075	240	10	violations	violation	NOUN
aiti-14075	240	11	when	when	SCONJ
aiti-14075	240	12	a	a	DET
aiti-14075	240	13	parking	parking	NOUN
aiti-14075	240	14	object	object	NOUN
aiti-14075	240	15	is	be	AUX
aiti-14075	240	16	42	42	NUM
aiti-14075	240	17	advances	advance	NOUN
aiti-14075	240	18	in	in	ADP
aiti-14075	240	19	technology	technology	NOUN
aiti-14075	240	20	innovation	innovation	NOUN
aiti-14075	240	21	,	,	PUNCT
aiti-14075	240	22	vol	vol	NOUN
aiti-14075	240	23	.	.	PROPN
aiti-14075	241	1	10	10	NUM
aiti-14075	241	2	,	,	PUNCT
aiti-14075	241	3	no	no	INTJ
aiti-14075	241	4	.	.	NOUN
aiti-14075	241	5	1	1	NUM
aiti-14075	241	6	,	,	PUNCT
aiti-14075	241	7	2025	2025	NUM
aiti-14075	241	8	,	,	PUNCT
aiti-14075	241	9	pp	pp	ADJ
aiti-14075	241	10	.	.	PUNCT
aiti-14075	242	1	29	29	NUM
aiti-14075	242	2	-	-	SYM
aiti-14075	242	3	43	43	NUM
aiti-14075	242	4	located	locate	VERB
aiti-14075	242	5	within	within	ADP
aiti-14075	242	6	a	a	DET
aiti-14075	242	7	parking	parking	NOUN
aiti-14075	242	8	restriction	restriction	NOUN
aiti-14075	242	9	area	area	NOUN
aiti-14075	242	10	or	or	CCONJ
aiti-14075	242	11	roi	roi	NOUN
aiti-14075	242	12	.	.	PUNCT
aiti-14075	243	1	a	a	DET
aiti-14075	243	2	detected	detect	VERB
aiti-14075	243	3	parking	parking	NOUN
aiti-14075	243	4	object	object	NOUN
aiti-14075	243	5	is	be	AUX
aiti-14075	243	6	considered	consider	VERB
aiti-14075	243	7	a	a	DET
aiti-14075	243	8	violation	violation	NOUN
aiti-14075	243	9	if	if	SCONJ
aiti-14075	243	10	its	its	PRON
aiti-14075	243	11	area	area	NOUN
aiti-14075	243	12	within	within	ADP
aiti-14075	243	13	the	the	DET
aiti-14075	243	14	roi	roi	NOUN
aiti-14075	243	15	reaches	reach	VERB
aiti-14075	243	16	50	50	NUM
aiti-14075	243	17	%	%	NOUN
aiti-14075	243	18	or	or	CCONJ
aiti-14075	243	19	more	more	ADJ
aiti-14075	243	20	.	.	PUNCT
aiti-14075	244	1	by	by	ADP
aiti-14075	244	2	deploying	deploy	VERB
aiti-14075	244	3	this	this	DET
aiti-14075	244	4	object	object	NOUN
aiti-14075	244	5	area	area	NOUN
aiti-14075	244	6	calculation	calculation	NOUN
aiti-14075	244	7	,	,	PUNCT
aiti-14075	244	8	the	the	DET
aiti-14075	244	9	f1	f1	NOUN
aiti-14075	244	10	-	-	PUNCT
aiti-14075	244	11	score	score	NOUN
aiti-14075	244	12	increased	increase	VERB
aiti-14075	244	13	to	to	ADP
aiti-14075	244	14	82.7	82.7	NUM
aiti-14075	244	15	%	%	NOUN
aiti-14075	244	16	,	,	PUNCT
aiti-14075	244	17	higher	high	ADJ
aiti-14075	244	18	than	than	ADP
aiti-14075	244	19	the	the	DET
aiti-14075	244	20	80.5	80.5	NUM
aiti-14075	244	21	%	%	NOUN
aiti-14075	244	22	f1score	f1score	NOUN
aiti-14075	244	23	obtained	obtain	VERB
aiti-14075	244	24	without	without	ADP
aiti-14075	244	25	the	the	DET
aiti-14075	244	26	object	object	NOUN
aiti-14075	244	27	area	area	NOUN
aiti-14075	244	28	calculation	calculation	NOUN
aiti-14075	244	29	.	.	PUNCT
aiti-14075	245	1	additionally	additionally	ADV
aiti-14075	245	2	,	,	PUNCT
aiti-14075	245	3	the	the	DET
aiti-14075	245	4	model	model	NOUN
aiti-14075	245	5	demonstrated	demonstrate	VERB
aiti-14075	245	6	more	more	ADV
aiti-14075	245	7	effective	effective	ADJ
aiti-14075	245	8	performance	performance	NOUN
aiti-14075	245	9	in	in	ADP
aiti-14075	245	10	detecting	detect	VERB
aiti-14075	245	11	violations	violation	NOUN
aiti-14075	245	12	with	with	ADP
aiti-14075	245	13	a	a	DET
aiti-14075	245	14	confidence	confidence	NOUN
aiti-14075	245	15	threshold	threshold	NOUN
aiti-14075	245	16	of	of	ADP
aiti-14075	245	17	0.5	0.5	NUM
aiti-14075	245	18	,	,	PUNCT
aiti-14075	245	19	resulting	result	VERB
aiti-14075	245	20	in	in	ADP
aiti-14075	245	21	a	a	DET
aiti-14075	245	22	recall	recall	NOUN
aiti-14075	245	23	of	of	ADP
aiti-14075	245	24	89.7	89.7	NUM
aiti-14075	245	25	%	%	NOUN
aiti-14075	245	26	,	,	PUNCT
aiti-14075	245	27	precision	precision	NOUN
aiti-14075	245	28	of	of	ADP
aiti-14075	245	29	82.6	82.6	NUM
aiti-14075	245	30	%	%	NOUN
aiti-14075	245	31	,	,	PUNCT
aiti-14075	245	32	and	and	CCONJ
aiti-14075	245	33	an	an	DET
aiti-14075	245	34	f1	f1	NOUN
aiti-14075	245	35	-	-	PUNCT
aiti-14075	245	36	score	score	NOUN
aiti-14075	245	37	of	of	ADP
aiti-14075	245	38	86.2	86.2	NUM
aiti-14075	245	39	%	%	NOUN
aiti-14075	245	40	.	.	PUNCT
aiti-14075	246	1	the	the	DET
aiti-14075	246	2	fast	fast	ADJ
aiti-14075	246	3	object	object	NOUN
aiti-14075	246	4	detection	detection	NOUN
aiti-14075	246	5	capability	capability	NOUN
aiti-14075	246	6	of	of	ADP
aiti-14075	246	7	yolov7	yolov7	NOUN
aiti-14075	246	8	,	,	PUNCT
aiti-14075	246	9	along	along	ADP
aiti-14075	246	10	with	with	ADP
aiti-14075	246	11	its	its	PRON
aiti-14075	246	12	ability	ability	NOUN
aiti-14075	246	13	to	to	PART
aiti-14075	246	14	detect	detect	VERB
aiti-14075	246	15	multiple	multiple	ADJ
aiti-14075	246	16	objects	object	NOUN
aiti-14075	246	17	simultaneously	simultaneously	ADV
aiti-14075	246	18	in	in	ADP
aiti-14075	246	19	a	a	DET
aiti-14075	246	20	single	single	ADJ
aiti-14075	246	21	image	image	NOUN
aiti-14075	246	22	enables	enable	VERB
aiti-14075	246	23	the	the	DET
aiti-14075	246	24	parking	parking	NOUN
aiti-14075	246	25	violation	violation	NOUN
aiti-14075	246	26	system	system	NOUN
aiti-14075	246	27	to	to	PART
aiti-14075	246	28	work	work	VERB
aiti-14075	246	29	efficiently	efficiently	ADV
aiti-14075	246	30	,	,	PUNCT
aiti-14075	246	31	even	even	ADV
aiti-14075	246	32	in	in	ADP
aiti-14075	246	33	dense	dense	ADJ
aiti-14075	246	34	parking	parking	NOUN
aiti-14075	246	35	environments	environment	NOUN
aiti-14075	246	36	across	across	ADP
aiti-14075	246	37	three	three	NUM
aiti-14075	246	38	different	different	ADJ
aiti-14075	246	39	locations	location	NOUN
aiti-14075	246	40	.	.	PUNCT
aiti-14075	247	1	future	future	ADJ
aiti-14075	247	2	developments	development	NOUN
aiti-14075	247	3	could	could	AUX
aiti-14075	247	4	focus	focus	VERB
aiti-14075	247	5	on	on	ADP
aiti-14075	247	6	nighttime	nighttime	ADJ
aiti-14075	247	7	detection	detection	NOUN
aiti-14075	247	8	by	by	ADP
aiti-14075	247	9	training	train	VERB
aiti-14075	247	10	the	the	DET
aiti-14075	247	11	model	model	NOUN
aiti-14075	247	12	on	on	ADP
aiti-14075	247	13	a	a	DET
aiti-14075	247	14	larger	large	ADJ
aiti-14075	247	15	dataset	dataset	NOUN
aiti-14075	247	16	and	and	CCONJ
aiti-14075	247	17	incorporating	incorporate	VERB
aiti-14075	247	18	the	the	DET
aiti-14075	247	19	utilization	utilization	NOUN
aiti-14075	247	20	of	of	ADP
aiti-14075	247	21	infrared	infrared	ADJ
aiti-14075	247	22	cameras	camera	NOUN
aiti-14075	247	23	.	.	PUNCT
aiti-14075	248	1	conflicts	conflict	NOUN
aiti-14075	248	2	of	of	ADP
aiti-14075	248	3	interest	interest	NOUN
aiti-14075	248	4	the	the	DET
aiti-14075	248	5	authors	author	NOUN
aiti-14075	248	6	declare	declare	VERB
aiti-14075	248	7	no	no	DET
aiti-14075	248	8	conflict	conflict	NOUN
aiti-14075	248	9	of	of	ADP
aiti-14075	248	10	interest	interest	NOUN
aiti-14075	248	11	.	.	PUNCT
aiti-14075	249	1	references	reference	NOUN
aiti-14075	249	2	[	[	X
aiti-14075	249	3	1	1	X
aiti-14075	249	4	]	]	X
aiti-14075	249	5	d.	d.	PROPN
aiti-14075	249	6	lin	lin	PROPN
aiti-14075	249	7	and	and	CCONJ
aiti-14075	249	8	j.	j.	PROPN
aiti-14075	249	9	cui	cui	PROPN
aiti-14075	249	10	,	,	PUNCT
aiti-14075	249	11	“	"	PUNCT
aiti-14075	249	12	transport	transport	NOUN
aiti-14075	249	13	and	and	CCONJ
aiti-14075	249	14	mobility	mobility	NOUN
aiti-14075	249	15	needs	need	NOUN
aiti-14075	249	16	for	for	ADP
aiti-14075	249	17	an	an	DET
aiti-14075	249	18	ageing	age	VERB
aiti-14075	249	19	society	society	NOUN
aiti-14075	249	20	from	from	ADP
aiti-14075	249	21	a	a	DET
aiti-14075	249	22	policy	policy	NOUN
aiti-14075	249	23	perspective	perspective	NOUN
aiti-14075	249	24	:	:	PUNCT
aiti-14075	249	25	review	review	NOUN
aiti-14075	249	26	and	and	CCONJ
aiti-14075	249	27	implications	implication	NOUN
aiti-14075	249	28	,	,	PUNCT
aiti-14075	249	29	”	"	PUNCT
aiti-14075	249	30	international	international	ADJ
aiti-14075	249	31	journal	journal	NOUN
aiti-14075	249	32	of	of	ADP
aiti-14075	249	33	environmental	environmental	ADJ
aiti-14075	249	34	research	research	NOUN
aiti-14075	249	35	and	and	CCONJ
aiti-14075	249	36	public	public	ADJ
aiti-14075	249	37	health	health	NOUN
aiti-14075	249	38	,	,	PUNCT
aiti-14075	249	39	vol	vol	NOUN
aiti-14075	249	40	.	.	PROPN
aiti-14075	249	41	18	18	NUM
aiti-14075	249	42	,	,	PUNCT
aiti-14075	249	43	no	no	INTJ
aiti-14075	249	44	.	.	NOUN
aiti-14075	249	45	22	22	NUM
aiti-14075	249	46	,	,	PUNCT
aiti-14075	249	47	article	article	NOUN
aiti-14075	249	48	no	no	NOUN
aiti-14075	249	49	.	.	PROPN
aiti-14075	249	50	11802	11802	NUM
aiti-14075	249	51	,	,	PUNCT
aiti-14075	249	52	2021	2021	NUM
aiti-14075	249	53	.	.	PUNCT
aiti-14075	250	1	[	[	X
aiti-14075	250	2	2	2	NUM
aiti-14075	250	3	]	]	PUNCT
aiti-14075	250	4	p.	p.	PROPN
aiti-14075	250	5	ribeiro	ribeiro	PROPN
aiti-14075	250	6	,	,	PUNCT
aiti-14075	250	7	g.	g.	PROPN
aiti-14075	250	8	dias	dias	PROPN
aiti-14075	250	9	,	,	PUNCT
aiti-14075	250	10	and	and	CCONJ
aiti-14075	250	11	p.	p.	PROPN
aiti-14075	250	12	pereira	pereira	PROPN
aiti-14075	250	13	,	,	PUNCT
aiti-14075	250	14	“	"	PUNCT
aiti-14075	250	15	transport	transport	NOUN
aiti-14075	250	16	systems	system	NOUN
aiti-14075	250	17	and	and	CCONJ
aiti-14075	250	18	mobility	mobility	NOUN
aiti-14075	250	19	for	for	ADP
aiti-14075	250	20	smart	smart	ADJ
aiti-14075	250	21	cities	city	NOUN
aiti-14075	250	22	,	,	PUNCT
aiti-14075	250	23	”	"	PUNCT
aiti-14075	250	24	applied	apply	VERB
aiti-14075	250	25	system	system	NOUN
aiti-14075	250	26	innovation	innovation	NOUN
aiti-14075	250	27	,	,	PUNCT
aiti-14075	250	28	vol	vol	NOUN
aiti-14075	250	29	.	.	PROPN
aiti-14075	250	30	4	4	NUM
aiti-14075	250	31	,	,	PUNCT
aiti-14075	250	32	no	no	INTJ
aiti-14075	250	33	.	.	NOUN
aiti-14075	250	34	3	3	NUM
aiti-14075	250	35	,	,	PUNCT
aiti-14075	250	36	article	article	NOUN
aiti-14075	250	37	no	no	NOUN
aiti-14075	250	38	.	.	PROPN
aiti-14075	250	39	61	61	NUM
aiti-14075	250	40	,	,	PUNCT
aiti-14075	250	41	2021	2021	NUM
aiti-14075	250	42	.	.	PUNCT
aiti-14075	251	1	[	[	X
aiti-14075	251	2	3	3	X
aiti-14075	251	3	]	]	PUNCT
aiti-14075	251	4	k.	k.	PROPN
aiti-14075	251	5	mouratidis	mouratidis	PROPN
aiti-14075	251	6	,	,	PUNCT
aiti-14075	251	7	s.	s.	PROPN
aiti-14075	251	8	peters	peters	PROPN
aiti-14075	251	9	,	,	PUNCT
aiti-14075	251	10	and	and	CCONJ
aiti-14075	251	11	b.	b.	PROPN
aiti-14075	251	12	van	van	PROPN
aiti-14075	251	13	wee	wee	PROPN
aiti-14075	251	14	,	,	PUNCT
aiti-14075	251	15	“	"	PUNCT
aiti-14075	251	16	transportation	transportation	NOUN
aiti-14075	251	17	technologies	technology	NOUN
aiti-14075	251	18	,	,	PUNCT
aiti-14075	251	19	sharing	share	VERB
aiti-14075	251	20	economy	economy	NOUN
aiti-14075	251	21	,	,	PUNCT
aiti-14075	251	22	and	and	CCONJ
aiti-14075	251	23	teleactivities	teleactivitie	NOUN
aiti-14075	251	24	:	:	PUNCT
aiti-14075	251	25	implications	implication	NOUN
aiti-14075	251	26	for	for	ADP
aiti-14075	251	27	built	build	VERB
aiti-14075	251	28	environment	environment	NOUN
aiti-14075	251	29	and	and	CCONJ
aiti-14075	251	30	travel	travel	NOUN
aiti-14075	251	31	,	,	PUNCT
aiti-14075	251	32	”	"	PUNCT
aiti-14075	251	33	transportation	transportation	NOUN
aiti-14075	251	34	research	research	NOUN
aiti-14075	251	35	part	part	NOUN
aiti-14075	251	36	d	d	NOUN
aiti-14075	251	37	:	:	PUNCT
aiti-14075	251	38	transport	transport	NOUN
aiti-14075	251	39	and	and	CCONJ
aiti-14075	251	40	environment	environment	NOUN
aiti-14075	251	41	,	,	PUNCT
aiti-14075	251	42	vol	vol	NOUN
aiti-14075	251	43	.	.	PROPN
aiti-14075	251	44	92	92	NUM
aiti-14075	251	45	,	,	PUNCT
aiti-14075	251	46	article	article	NOUN
aiti-14075	251	47	no	no	NOUN
aiti-14075	251	48	.	.	PUNCT
aiti-14075	251	49	102716	102716	NUM
aiti-14075	251	50	,	,	PUNCT
aiti-14075	251	51	2021	2021	NUM
aiti-14075	251	52	.	.	PUNCT
aiti-14075	252	1	[	[	X
aiti-14075	252	2	4	4	X
aiti-14075	252	3	]	]	PUNCT
aiti-14075	252	4	m.	m.	NOUN
aiti-14075	252	5	z.	z.	PROPN
aiti-14075	252	6	irawan	irawan	PROPN
aiti-14075	252	7	,	,	PUNCT
aiti-14075	252	8	p.	p.	PROPN
aiti-14075	252	9	f.	f.	PROPN
aiti-14075	252	10	belgiawan	belgiawan	PROPN
aiti-14075	252	11	,	,	PUNCT
aiti-14075	252	12	a.	a.	PROPN
aiti-14075	252	13	k.	k.	PROPN
aiti-14075	252	14	m.	m.	PROPN
aiti-14075	252	15	tarigan	tarigan	PROPN
aiti-14075	252	16	,	,	PUNCT
aiti-14075	252	17	and	and	CCONJ
aiti-14075	252	18	f.	f.	PROPN
aiti-14075	252	19	wijanarko	wijanarko	PROPN
aiti-14075	252	20	,	,	PUNCT
aiti-14075	252	21	“	"	PUNCT
aiti-14075	252	22	to	to	PART
aiti-14075	252	23	compete	compete	VERB
aiti-14075	252	24	or	or	CCONJ
aiti-14075	252	25	not	not	PART
aiti-14075	252	26	compete	compete	VERB
aiti-14075	252	27	:	:	PUNCT
aiti-14075	252	28	exploring	explore	VERB
aiti-14075	252	29	the	the	DET
aiti-14075	252	30	relationships	relationship	NOUN
aiti-14075	252	31	between	between	ADP
aiti-14075	252	32	motorcycle	motorcycle	NOUN
aiti-14075	252	33	-	-	PUNCT
aiti-14075	252	34	based	base	VERB
aiti-14075	252	35	ride	ride	NOUN
aiti-14075	252	36	-	-	PUNCT
aiti-14075	252	37	sourcing	sourcing	NOUN
aiti-14075	252	38	,	,	PUNCT
aiti-14075	252	39	motorcycle	motorcycle	NOUN
aiti-14075	252	40	taxis	taxis	VERB
aiti-14075	252	41	,	,	PUNCT
aiti-14075	252	42	and	and	CCONJ
aiti-14075	252	43	public	public	ADJ
aiti-14075	252	44	transport	transport	NOUN
aiti-14075	252	45	in	in	ADP
aiti-14075	252	46	the	the	DET
aiti-14075	252	47	jakarta	jakarta	PROPN
aiti-14075	252	48	metropolitan	metropolitan	PROPN
aiti-14075	252	49	area	area	NOUN
aiti-14075	252	50	,	,	PUNCT
aiti-14075	252	51	”	"	PUNCT
aiti-14075	252	52	transportation	transportation	NOUN
aiti-14075	252	53	,	,	PUNCT
aiti-14075	252	54	vol	vol	NOUN
aiti-14075	252	55	.	.	PROPN
aiti-14075	253	1	47	47	NUM
aiti-14075	253	2	,	,	PUNCT
aiti-14075	253	3	no	no	INTJ
aiti-14075	253	4	.	.	NOUN
aiti-14075	253	5	5	5	NUM
aiti-14075	253	6	,	,	PUNCT
aiti-14075	253	7	pp	pp	ADJ
aiti-14075	253	8	.	.	PUNCT
aiti-14075	254	1	2367	2367	NUM
aiti-14075	254	2	-	-	SYM
aiti-14075	254	3	2389	2389	NUM
aiti-14075	254	4	,	,	PUNCT
aiti-14075	254	5	2020	2020	NUM
aiti-14075	254	6	.	.	PUNCT
aiti-14075	255	1	[	[	X
aiti-14075	255	2	5	5	NUM
aiti-14075	255	3	]	]	PUNCT
aiti-14075	255	4	i.	i.	NOUN
aiti-14075	255	5	sefriyadi	sefriyadi	PROPN
aiti-14075	255	6	,	,	PUNCT
aiti-14075	255	7	i.	i.	PROPN
aiti-14075	255	8	g.	g.	PROPN
aiti-14075	255	9	a.	a.	PROPN
aiti-14075	255	10	andani	andani	PROPN
aiti-14075	255	11	,	,	PUNCT
aiti-14075	255	12	a.	a.	NOUN
aiti-14075	255	13	raditya	raditya	NOUN
aiti-14075	255	14	,	,	PUNCT
aiti-14075	255	15	p.	p.	PROPN
aiti-14075	255	16	f.	f.	PROPN
aiti-14075	255	17	belgiawan	belgiawan	PROPN
aiti-14075	255	18	,	,	PUNCT
aiti-14075	255	19	and	and	CCONJ
aiti-14075	255	20	n.	n.	PROPN
aiti-14075	255	21	a.	a.	NOUN
aiti-14075	255	22	windasari	windasari	PROPN
aiti-14075	255	23	,	,	PUNCT
aiti-14075	255	24	“	"	PUNCT
aiti-14075	255	25	private	private	ADJ
aiti-14075	255	26	car	car	NOUN
aiti-14075	255	27	ownership	ownership	NOUN
aiti-14075	255	28	in	in	ADP
aiti-14075	255	29	indonesia	indonesia	PROPN
aiti-14075	255	30	:	:	PUNCT
aiti-14075	255	31	affecting	affect	VERB
aiti-14075	255	32	factors	factor	NOUN
aiti-14075	255	33	and	and	CCONJ
aiti-14075	255	34	policy	policy	NOUN
aiti-14075	255	35	strategies	strategy	NOUN
aiti-14075	255	36	,	,	PUNCT
aiti-14075	255	37	”	"	PUNCT
aiti-14075	255	38	transportation	transportation	NOUN
aiti-14075	255	39	research	research	NOUN
aiti-14075	255	40	interdisciplinary	interdisciplinary	ADJ
aiti-14075	255	41	perspectives	perspective	NOUN
aiti-14075	255	42	,	,	PUNCT
aiti-14075	255	43	vol	vol	NOUN
aiti-14075	255	44	.	.	PROPN
aiti-14075	255	45	19	19	NUM
aiti-14075	255	46	,	,	PUNCT
aiti-14075	255	47	article	article	NOUN
aiti-14075	255	48	no	no	NOUN
aiti-14075	255	49	.	.	PROPN
aiti-14075	255	50	100796	100796	NUM
aiti-14075	255	51	,	,	PUNCT
aiti-14075	255	52	2023	2023	NUM
aiti-14075	255	53	.	.	PUNCT
aiti-14075	256	1	[	[	X
aiti-14075	256	2	6	6	NUM
aiti-14075	256	3	]	]	PUNCT
aiti-14075	256	4	h.	h.	PROPN
aiti-14075	256	5	udjari	udjari	PROPN
aiti-14075	256	6	,	,	PUNCT
aiti-14075	256	7	m.	m.	NOUN
aiti-14075	256	8	warka	warka	PROPN
aiti-14075	256	9	,	,	PUNCT
aiti-14075	256	10	s.	s.	PROPN
aiti-14075	256	11	suhartono	suhartono	PROPN
aiti-14075	256	12	,	,	PUNCT
aiti-14075	256	13	and	and	CCONJ
aiti-14075	256	14	o.	o.	PROPN
aiti-14075	256	15	yudianto	yudianto	PROPN
aiti-14075	256	16	,	,	PUNCT
aiti-14075	256	17	“	"	PUNCT
aiti-14075	256	18	legal	legal	ADJ
aiti-14075	256	19	protection	protection	NOUN
aiti-14075	256	20	against	against	ADP
aiti-14075	256	21	children	child	NOUN
aiti-14075	256	22	who	who	PRON
aiti-14075	256	23	are	be	AUX
aiti-14075	256	24	passed	pass	VERB
aiti-14075	256	25	on	on	ADP
aiti-14075	256	26	in	in	ADP
aiti-14075	256	27	the	the	DET
aiti-14075	256	28	transportation	transportation	NOUN
aiti-14075	256	29	of	of	ADP
aiti-14075	256	30	two	two	NUM
aiti-14075	256	31	wheeled	wheeled	ADJ
aiti-14075	256	32	vehicles	vehicle	NOUN
aiti-14075	256	33	on	on	ADP
aiti-14075	256	34	the	the	DET
aiti-14075	256	35	highway	highway	NOUN
aiti-14075	256	36	,	,	PUNCT
aiti-14075	256	37	”	"	PUNCT
aiti-14075	256	38	research	research	NOUN
aiti-14075	256	39	,	,	PUNCT
aiti-14075	256	40	society	society	NOUN
aiti-14075	256	41	and	and	CCONJ
aiti-14075	256	42	development	development	NOUN
aiti-14075	256	43	,	,	PUNCT
aiti-14075	256	44	vol	vol	NOUN
aiti-14075	256	45	.	.	PROPN
aiti-14075	256	46	9	9	NUM
aiti-14075	256	47	,	,	PUNCT
aiti-14075	256	48	no	no	INTJ
aiti-14075	256	49	.	.	NOUN
aiti-14075	256	50	11	11	NUM
aiti-14075	256	51	,	,	PUNCT
aiti-14075	256	52	article	article	NOUN
aiti-14075	256	53	no	no	INTJ
aiti-14075	256	54	.	.	PUNCT
aiti-14075	257	1	e63191110374	e63191110374	NOUN
aiti-14075	257	2	,	,	PUNCT
aiti-14075	257	3	2020	2020	NUM
aiti-14075	257	4	.	.	PUNCT
aiti-14075	258	1	[	[	X
aiti-14075	258	2	7	7	NUM
aiti-14075	258	3	]	]	X
aiti-14075	258	4	bps	bps	NOUN
aiti-14075	258	5	indonesia	indonesia	PROPN
aiti-14075	258	6	,	,	PUNCT
aiti-14075	258	7	statistical	statistical	ADJ
aiti-14075	258	8	yearbook	yearbook	NOUN
aiti-14075	258	9	of	of	ADP
aiti-14075	258	10	indonesia	indonesia	PROPN
aiti-14075	258	11	2024	2024	NUM
aiti-14075	258	12	,	,	PUNCT
aiti-14075	258	13	jakarta	jakarta	PROPN
aiti-14075	258	14	:	:	PUNCT
aiti-14075	258	15	bps	bps	NOUN
aiti-14075	258	16	-	-	PUNCT
aiti-14075	258	17	statistics	statistics	PROPN
aiti-14075	258	18	indonesia	indonesia	PROPN
aiti-14075	258	19	,	,	PUNCT
aiti-14075	258	20	2024	2024	NUM
aiti-14075	258	21	.	.	PUNCT
aiti-14075	259	1	[	[	X
aiti-14075	259	2	8	8	X
aiti-14075	259	3	]	]	PUNCT
aiti-14075	259	4	k.	k.	PROPN
aiti-14075	259	5	sumit	sumit	PROPN
aiti-14075	259	6	,	,	PUNCT
aiti-14075	259	7	v.	v.	PROPN
aiti-14075	259	8	ross	ross	PROPN
aiti-14075	259	9	,	,	PUNCT
aiti-14075	259	10	k.	k.	PROPN
aiti-14075	259	11	brijs	brijs	PROPN
aiti-14075	259	12	,	,	PUNCT
aiti-14075	259	13	g.	g.	PROPN
aiti-14075	259	14	wets	wet	VERB
aiti-14075	259	15	,	,	PUNCT
aiti-14075	259	16	and	and	CCONJ
aiti-14075	259	17	r.	r.	PROPN
aiti-14075	259	18	a.	a.	PROPN
aiti-14075	259	19	c.	c.	PROPN
aiti-14075	259	20	ruiter	ruiter	PROPN
aiti-14075	259	21	,	,	PUNCT
aiti-14075	259	22	“	"	PUNCT
aiti-14075	259	23	risky	risky	ADJ
aiti-14075	259	24	motorcycle	motorcycle	NOUN
aiti-14075	259	25	riding	ride	VERB
aiti-14075	259	26	behaviour	behaviour	NOUN
aiti-14075	259	27	among	among	ADP
aiti-14075	259	28	young	young	ADJ
aiti-14075	259	29	riders	rider	NOUN
aiti-14075	259	30	in	in	ADP
aiti-14075	259	31	manipal	manipal	PROPN
aiti-14075	259	32	,	,	PUNCT
aiti-14075	259	33	india	india	PROPN
aiti-14075	259	34	,	,	PUNCT
aiti-14075	259	35	”	"	PUNCT
aiti-14075	259	36	bmc	bmc	ADJ
aiti-14075	259	37	public	public	ADJ
aiti-14075	259	38	health	health	NOUN
aiti-14075	259	39	,	,	PUNCT
aiti-14075	259	40	vol	vol	NOUN
aiti-14075	259	41	.	.	PROPN
aiti-14075	259	42	21	21	NUM
aiti-14075	259	43	,	,	PUNCT
aiti-14075	259	44	article	article	NOUN
aiti-14075	259	45	no	no	NOUN
aiti-14075	259	46	.	.	PROPN
aiti-14075	259	47	1954	1954	NUM
aiti-14075	259	48	,	,	PUNCT
aiti-14075	259	49	2021	2021	NUM
aiti-14075	259	50	.	.	PUNCT
aiti-14075	260	1	[	[	X
aiti-14075	260	2	9	9	NUM
aiti-14075	260	3	]	]	PUNCT
aiti-14075	260	4	s.	s.	PROPN
aiti-14075	260	5	yu	yu	PROPN
aiti-14075	260	6	and	and	CCONJ
aiti-14075	260	7	w.	w.	PROPN
aiti-14075	260	8	d.	d.	PROPN
aiti-14075	260	9	tsai	tsai	PROPN
aiti-14075	260	10	,	,	PUNCT
aiti-14075	260	11	“	"	PUNCT
aiti-14075	260	12	the	the	DET
aiti-14075	260	13	effects	effect	NOUN
aiti-14075	260	14	of	of	ADP
aiti-14075	260	15	road	road	NOUN
aiti-14075	260	16	safety	safety	NOUN
aiti-14075	260	17	education	education	NOUN
aiti-14075	260	18	on	on	ADP
aiti-14075	260	19	the	the	DET
aiti-14075	260	20	occurrence	occurrence	NOUN
aiti-14075	260	21	of	of	ADP
aiti-14075	260	22	motorcycle	motorcycle	NOUN
aiti-14075	260	23	violations	violation	NOUN
aiti-14075	260	24	and	and	CCONJ
aiti-14075	260	25	accidents	accident	NOUN
aiti-14075	260	26	for	for	ADP
aiti-14075	260	27	novice	novice	NOUN
aiti-14075	260	28	riders	rider	NOUN
aiti-14075	260	29	:	:	PUNCT
aiti-14075	260	30	an	an	DET
aiti-14075	260	31	analysis	analysis	NOUN
aiti-14075	260	32	of	of	ADP
aiti-14075	260	33	population	population	NOUN
aiti-14075	260	34	-	-	PUNCT
aiti-14075	260	35	based	base	VERB
aiti-14075	260	36	data	datum	NOUN
aiti-14075	260	37	,	,	PUNCT
aiti-14075	260	38	”	"	PUNCT
aiti-14075	260	39	accident	accident	NOUN
aiti-14075	260	40	analysis	analysis	NOUN
aiti-14075	260	41	&	&	CCONJ
aiti-14075	260	42	prevention	prevention	NOUN
aiti-14075	260	43	,	,	PUNCT
aiti-14075	260	44	vol	vol	NOUN
aiti-14075	260	45	.	.	PROPN
aiti-14075	260	46	163	163	NUM
aiti-14075	260	47	,	,	PUNCT
aiti-14075	260	48	article	article	NOUN
aiti-14075	260	49	no	no	NOUN
aiti-14075	260	50	.	.	PROPN
aiti-14075	260	51	106457	106457	NUM
aiti-14075	260	52	,	,	PUNCT
aiti-14075	260	53	2021	2021	NUM
aiti-14075	260	54	.	.	PUNCT
aiti-14075	261	1	[	[	X
aiti-14075	261	2	10	10	NUM
aiti-14075	261	3	]	]	X
aiti-14075	261	4	f.	f.	PROPN
aiti-14075	261	5	fatmasari	fatmasari	PROPN
aiti-14075	261	6	and	and	CCONJ
aiti-14075	261	7	n.	n.	PROPN
aiti-14075	261	8	w.	w.	PROPN
aiti-14075	261	9	r.	r.	PROPN
aiti-14075	261	10	mumpuni	mumpuni	PROPN
aiti-14075	261	11	,	,	PUNCT
aiti-14075	261	12	“	"	PUNCT
aiti-14075	261	13	effectiveness	effectiveness	NOUN
aiti-14075	261	14	of	of	ADP
aiti-14075	261	15	the	the	DET
aiti-14075	261	16	application	application	NOUN
aiti-14075	261	17	of	of	ADP
aiti-14075	261	18	administrative	administrative	ADJ
aiti-14075	261	19	criminal	criminal	ADJ
aiti-14075	261	20	sanctions	sanction	NOUN
aiti-14075	261	21	against	against	ADP
aiti-14075	261	22	illegal	illegal	ADJ
aiti-14075	261	23	parking	parking	NOUN
aiti-14075	261	24	in	in	ADP
aiti-14075	261	25	the	the	DET
aiti-14075	261	26	malioboro	malioboro	PROPN
aiti-14075	261	27	area	area	NOUN
aiti-14075	261	28	,	,	PUNCT
aiti-14075	261	29	”	"	PUNCT
aiti-14075	261	30	literasi	literasi	NOUN
aiti-14075	261	31	hukum	hukum	NOUN
aiti-14075	261	32	,	,	PUNCT
aiti-14075	261	33	vol	vol	NOUN
aiti-14075	261	34	.	.	PROPN
aiti-14075	261	35	7	7	NUM
aiti-14075	261	36	,	,	PUNCT
aiti-14075	261	37	no	no	INTJ
aiti-14075	261	38	.	.	NOUN
aiti-14075	261	39	2	2	NUM
aiti-14075	261	40	,	,	PUNCT
aiti-14075	261	41	pp	pp	ADJ
aiti-14075	261	42	.	.	PUNCT
aiti-14075	262	1	107	107	NUM
aiti-14075	262	2	-	-	SYM
aiti-14075	262	3	120	120	NUM
aiti-14075	262	4	,	,	PUNCT
aiti-14075	262	5	2023	2023	NUM
aiti-14075	262	6	.	.	PUNCT
aiti-14075	263	1	[	[	X
aiti-14075	263	2	11	11	NUM
aiti-14075	263	3	]	]	X
aiti-14075	263	4	n.	n.	PROPN
aiti-14075	263	5	y.	y.	PROPN
aiti-14075	263	6	loong	loong	PROPN
aiti-14075	263	7	,	,	PUNCT
aiti-14075	263	8	a.	a.	NOUN
aiti-14075	263	9	jamaludin	jamaludin	PROPN
aiti-14075	263	10	,	,	PUNCT
aiti-14075	263	11	and	and	CCONJ
aiti-14075	263	12	r.	r.	PROPN
aiti-14075	263	13	a.	a.	PROPN
aiti-14075	263	14	hashim	hashim	PROPN
aiti-14075	263	15	,	,	PUNCT
aiti-14075	263	16	“	"	PUNCT
aiti-14075	263	17	factors	factor	NOUN
aiti-14075	263	18	affecting	affect	VERB
aiti-14075	263	19	the	the	DET
aiti-14075	263	20	behavioral	behavioral	ADJ
aiti-14075	263	21	intention	intention	NOUN
aiti-14075	263	22	to	to	PART
aiti-14075	263	23	park	park	VERB
aiti-14075	263	24	legally	legally	ADV
aiti-14075	263	25	among	among	ADP
aiti-14075	263	26	urban	urban	ADJ
aiti-14075	263	27	malaysian	malaysian	PROPN
aiti-14075	263	28	in	in	ADP
aiti-14075	263	29	kuala	kuala	PROPN
aiti-14075	263	30	lumpur	lumpur	PROPN
aiti-14075	263	31	,	,	PUNCT
aiti-14075	263	32	malaysia	malaysia	PROPN
aiti-14075	263	33	,	,	PUNCT
aiti-14075	263	34	”	"	PUNCT
aiti-14075	263	35	asian	asian	ADJ
aiti-14075	263	36	journal	journal	NOUN
aiti-14075	263	37	of	of	ADP
aiti-14075	263	38	social	social	ADJ
aiti-14075	263	39	sciences	sciences	PROPN
aiti-14075	263	40	and	and	CCONJ
aiti-14075	263	41	management	management	NOUN
aiti-14075	263	42	studies	study	NOUN
aiti-14075	263	43	,	,	PUNCT
aiti-14075	263	44	vol	vol	NOUN
aiti-14075	263	45	.	.	PROPN
aiti-14075	263	46	10	10	NUM
aiti-14075	263	47	,	,	PUNCT
aiti-14075	263	48	no	no	INTJ
aiti-14075	263	49	.	.	NOUN
aiti-14075	263	50	1	1	NUM
aiti-14075	263	51	,	,	PUNCT
aiti-14075	263	52	pp	pp	ADJ
aiti-14075	263	53	.	.	PUNCT
aiti-14075	263	54	43	43	NUM
aiti-14075	263	55	-	-	SYM
aiti-14075	263	56	51	51	NUM
aiti-14075	263	57	,	,	PUNCT
aiti-14075	263	58	2023	2023	NUM
aiti-14075	263	59	.	.	PUNCT
aiti-14075	264	1	[	[	X
aiti-14075	264	2	12	12	NUM
aiti-14075	264	3	]	]	X
aiti-14075	264	4	g.	g.	PROPN
aiti-14075	264	5	hendrawan	hendrawan	PROPN
aiti-14075	264	6	,	,	PUNCT
aiti-14075	264	7	y.	y.	PROPN
aiti-14075	264	8	p.	p.	NOUN
aiti-14075	264	9	siregar	siregar	NOUN
aiti-14075	264	10	,	,	PUNCT
aiti-14075	264	11	and	and	CCONJ
aiti-14075	264	12	g.	g.	PROPN
aiti-14075	264	13	widiartana	widiartana	PROPN
aiti-14075	264	14	,	,	PUNCT
aiti-14075	264	15	“	"	PUNCT
aiti-14075	264	16	the	the	DET
aiti-14075	264	17	impact	impact	NOUN
aiti-14075	264	18	of	of	ADP
aiti-14075	264	19	illegal	illegal	ADJ
aiti-14075	264	20	parking	parking	NOUN
aiti-14075	264	21	on	on	ADP
aiti-14075	264	22	traffic	traffic	NOUN
aiti-14075	264	23	connection	connection	NOUN
aiti-14075	264	24	along	along	ADP
aiti-14075	264	25	pasar	pasar	PROPN
aiti-14075	264	26	kembang	kembang	PROPN
aiti-14075	264	27	yogyakarta	yogyakarta	PROPN
aiti-14075	264	28	road	road	PROPN
aiti-14075	264	29	:	:	PUNCT
aiti-14075	264	30	problems	problem	NOUN
aiti-14075	264	31	and	and	CCONJ
aiti-14075	264	32	solutions	solution	NOUN
aiti-14075	264	33	,	,	PUNCT
aiti-14075	264	34	”	"	PUNCT
aiti-14075	264	35	international	international	ADJ
aiti-14075	264	36	journal	journal	NOUN
aiti-14075	264	37	of	of	ADP
aiti-14075	264	38	social	social	ADJ
aiti-14075	264	39	science	science	NOUN
aiti-14075	264	40	and	and	CCONJ
aiti-14075	264	41	human	human	ADJ
aiti-14075	264	42	research	research	NOUN
aiti-14075	264	43	,	,	PUNCT
aiti-14075	264	44	vol	vol	NOUN
aiti-14075	264	45	.	.	PROPN
aiti-14075	264	46	6	6	NUM
aiti-14075	264	47	,	,	PUNCT
aiti-14075	264	48	no	no	INTJ
aiti-14075	264	49	.	.	NOUN
aiti-14075	264	50	12	12	NUM
aiti-14075	264	51	,	,	PUNCT
aiti-14075	264	52	pp	pp	ADJ
aiti-14075	264	53	.	.	PUNCT
aiti-14075	265	1	7951	7951	NUM
aiti-14075	265	2	-	-	SYM
aiti-14075	265	3	7957	7957	NUM
aiti-14075	265	4	,	,	PUNCT
aiti-14075	265	5	2023	2023	NUM
aiti-14075	265	6	.	.	PUNCT
aiti-14075	266	1	[	[	X
aiti-14075	266	2	13	13	NUM
aiti-14075	266	3	]	]	PUNCT
aiti-14075	266	4	r.	r.	PROPN
aiti-14075	266	5	a.	a.	PROPN
aiti-14075	266	6	hamzah	hamzah	PROPN
aiti-14075	266	7	,	,	PUNCT
aiti-14075	266	8	c.	c.	PROPN
aiti-14075	266	9	setianingsih	setianingsih	PROPN
aiti-14075	266	10	,	,	PUNCT
aiti-14075	266	11	r.	r.	PROPN
aiti-14075	266	12	a.	a.	PROPN
aiti-14075	266	13	nugrahaeni	nugrahaeni	PROPN
aiti-14075	266	14	,	,	PUNCT
aiti-14075	266	15	s.	s.	PROPN
aiti-14075	266	16	r.	r.	PROPN
aiti-14075	266	17	hanafia	hanafia	PROPN
aiti-14075	266	18	,	,	PUNCT
aiti-14075	266	19	and	and	CCONJ
aiti-14075	266	20	f.	f.	PROPN
aiti-14075	266	21	fuadi	fuadi	PROPN
aiti-14075	266	22	,	,	PUNCT
aiti-14075	266	23	“	"	PUNCT
aiti-14075	266	24	parking	parking	NOUN
aiti-14075	266	25	violation	violation	NOUN
aiti-14075	266	26	detection	detection	NOUN
aiti-14075	266	27	on	on	ADP
aiti-14075	266	28	the	the	DET
aiti-14075	266	29	roadside	roadside	NOUN
aiti-14075	266	30	of	of	ADP
aiti-14075	266	31	toll	toll	NOUN
aiti-14075	266	32	roads	road	NOUN
aiti-14075	266	33	with	with	ADP
aiti-14075	266	34	intelligent	intelligent	ADJ
aiti-14075	266	35	transportation	transportation	NOUN
aiti-14075	266	36	system	system	NOUN
aiti-14075	266	37	using	use	VERB
aiti-14075	266	38	faster	fast	ADJ
aiti-14075	266	39	r	r	NOUN
aiti-14075	266	40	-	-	PUNCT
aiti-14075	266	41	cnn	cnn	PROPN
aiti-14075	266	42	algorithm	algorithm	NOUN
aiti-14075	266	43	,	,	PUNCT
aiti-14075	266	44	”	"	PUNCT
aiti-14075	266	45	6th	6th	ADJ
aiti-14075	266	46	international	international	ADJ
aiti-14075	266	47	conference	conference	NOUN
aiti-14075	266	48	on	on	ADP
aiti-14075	266	49	informatics	informatic	NOUN
aiti-14075	266	50	and	and	CCONJ
aiti-14075	266	51	computational	computational	ADJ
aiti-14075	266	52	sciences	science	NOUN
aiti-14075	266	53	,	,	PUNCT
aiti-14075	266	54	pp	pp	ADP
aiti-14075	266	55	.	.	PUNCT
aiti-14075	266	56	169	169	NUM
aiti-14075	266	57	-	-	SYM
aiti-14075	266	58	174	174	NUM
aiti-14075	266	59	,	,	PUNCT
aiti-14075	266	60	2022	2022	NUM
aiti-14075	266	61	.	.	PUNCT
aiti-14075	267	1	[	[	X
aiti-14075	267	2	14	14	NUM
aiti-14075	267	3	]	]	PUNCT
aiti-14075	267	4	q.	q.	PROPN
aiti-14075	267	5	yang	yang	PROPN
aiti-14075	267	6	and	and	CCONJ
aiti-14075	267	7	l.	l.	PROPN
aiti-14075	267	8	yu	yu	PROPN
aiti-14075	267	9	,	,	PUNCT
aiti-14075	267	10	“	"	PUNCT
aiti-14075	267	11	recognition	recognition	NOUN
aiti-14075	267	12	of	of	ADP
aiti-14075	267	13	taxi	taxi	NOUN
aiti-14075	267	14	violations	violation	NOUN
aiti-14075	267	15	based	base	VERB
aiti-14075	267	16	on	on	ADP
aiti-14075	267	17	semantic	semantic	ADJ
aiti-14075	267	18	segmentation	segmentation	NOUN
aiti-14075	267	19	of	of	ADP
aiti-14075	267	20	pspnet	pspnet	NOUN
aiti-14075	267	21	and	and	CCONJ
aiti-14075	267	22	improved	improve	VERB
aiti-14075	267	23	yolov3	yolov3	PROPN
aiti-14075	267	24	,	,	PUNCT
aiti-14075	267	25	”	"	PUNCT
aiti-14075	267	26	scientific	scientific	ADJ
aiti-14075	267	27	programming	programming	NOUN
aiti-14075	267	28	,	,	PUNCT
aiti-14075	267	29	vol	vol	NOUN
aiti-14075	267	30	.	.	PROPN
aiti-14075	267	31	2021	2021	NUM
aiti-14075	267	32	,	,	PUNCT
aiti-14075	267	33	article	article	NOUN
aiti-14075	267	34	no	no	NOUN
aiti-14075	267	35	.	.	PROPN
aiti-14075	267	36	4520190	4520190	NUM
aiti-14075	267	37	,	,	PUNCT
aiti-14075	267	38	2021	2021	NUM
aiti-14075	267	39	.	.	PUNCT
aiti-14075	268	1	[	[	X
aiti-14075	268	2	15	15	NUM
aiti-14075	268	3	]	]	X
aiti-14075	268	4	r.	r.	NOUN
aiti-14075	268	5	akhawaji	akhawaji	PROPN
aiti-14075	268	6	,	,	PUNCT
aiti-14075	268	7	m.	m.	NOUN
aiti-14075	268	8	sedky	sedky	NOUN
aiti-14075	268	9	,	,	PUNCT
aiti-14075	268	10	and	and	CCONJ
aiti-14075	268	11	a.	a.	PROPN
aiti-14075	268	12	h.	h.	PROPN
aiti-14075	268	13	soliman	soliman	PROPN
aiti-14075	268	14	,	,	PUNCT
aiti-14075	268	15	“	"	PUNCT
aiti-14075	268	16	illegal	illegal	ADJ
aiti-14075	268	17	parking	parking	NOUN
aiti-14075	268	18	detection	detection	NOUN
aiti-14075	268	19	using	use	VERB
aiti-14075	268	20	gaussian	gaussian	ADJ
aiti-14075	268	21	mixture	mixture	NOUN
aiti-14075	268	22	model	model	NOUN
aiti-14075	268	23	and	and	CCONJ
aiti-14075	268	24	kalman	kalman	PROPN
aiti-14075	268	25	filter	filter	PROPN
aiti-14075	268	26	,	,	PUNCT
aiti-14075	268	27	”	"	PUNCT
aiti-14075	268	28	ieee	ieee	NOUN
aiti-14075	268	29	/	/	SYM
aiti-14075	268	30	acs	acs	PROPN
aiti-14075	268	31	14th	14th	ADJ
aiti-14075	268	32	international	international	ADJ
aiti-14075	268	33	conference	conference	NOUN
aiti-14075	268	34	on	on	ADP
aiti-14075	268	35	computer	computer	NOUN
aiti-14075	268	36	systems	system	NOUN
aiti-14075	268	37	and	and	CCONJ
aiti-14075	268	38	applications	application	NOUN
aiti-14075	268	39	,	,	PUNCT
aiti-14075	268	40	pp	pp	ADJ
aiti-14075	268	41	.	.	PUNCT
aiti-14075	269	1	840	840	NUM
aiti-14075	269	2	-	-	SYM
aiti-14075	269	3	847	847	NUM
aiti-14075	269	4	,	,	PUNCT
aiti-14075	269	5	2017	2017	NUM
aiti-14075	269	6	.	.	PUNCT
aiti-14075	270	1	advances	advance	NOUN
aiti-14075	270	2	in	in	ADP
aiti-14075	270	3	technology	technology	NOUN
aiti-14075	270	4	innovation	innovation	NOUN
aiti-14075	270	5	,	,	PUNCT
aiti-14075	270	6	vol	vol	NOUN
aiti-14075	270	7	.	.	PROPN
aiti-14075	271	1	10	10	NUM
aiti-14075	271	2	,	,	PUNCT
aiti-14075	271	3	no	no	INTJ
aiti-14075	271	4	.	.	NOUN
aiti-14075	271	5	1	1	NUM
aiti-14075	271	6	,	,	PUNCT
aiti-14075	271	7	2025	2025	NUM
aiti-14075	271	8	,	,	PUNCT
aiti-14075	271	9	pp	pp	ADJ
aiti-14075	271	10	.	.	PUNCT
aiti-14075	272	1	29	29	NUM
aiti-14075	272	2	-	-	SYM
aiti-14075	272	3	43	43	NUM
aiti-14075	272	4	43	43	NUM
aiti-14075	272	5	[	[	X
aiti-14075	272	6	16	16	NUM
aiti-14075	272	7	]	]	X
aiti-14075	272	8	c.	c.	PROPN
aiti-14075	272	9	k.	k.	PROPN
aiti-14075	272	10	ng	ng	PROPN
aiti-14075	272	11	,	,	PUNCT
aiti-14075	272	12	s.	s.	PROPN
aiti-14075	272	13	n.	n.	PROPN
aiti-14075	272	14	cheong	cheong	PROPN
aiti-14075	272	15	,	,	PUNCT
aiti-14075	272	16	and	and	CCONJ
aiti-14075	272	17	y.	y.	PROPN
aiti-14075	272	18	l.	l.	PROPN
aiti-14075	272	19	foo	foo	PROPN
aiti-14075	272	20	,	,	PUNCT
aiti-14075	272	21	“	"	PUNCT
aiti-14075	272	22	lightweight	lightweight	ADJ
aiti-14075	272	23	deep	deep	ADJ
aiti-14075	272	24	neural	neural	ADJ
aiti-14075	272	25	network	network	NOUN
aiti-14075	272	26	approach	approach	NOUN
aiti-14075	272	27	for	for	ADP
aiti-14075	272	28	parking	parking	NOUN
aiti-14075	272	29	violation	violation	NOUN
aiti-14075	272	30	detection	detection	NOUN
aiti-14075	272	31	,	,	PUNCT
aiti-14075	272	32	”	"	PUNCT
aiti-14075	272	33	proceedings	proceeding	NOUN
aiti-14075	272	34	of	of	ADP
aiti-14075	272	35	the	the	DET
aiti-14075	272	36	2018	2018	NUM
aiti-14075	272	37	vii	vii	PROPN
aiti-14075	272	38	international	international	ADJ
aiti-14075	272	39	conference	conference	NOUN
aiti-14075	272	40	on	on	ADP
aiti-14075	272	41	network	network	NOUN
aiti-14075	272	42	,	,	PUNCT
aiti-14075	272	43	communication	communication	NOUN
aiti-14075	272	44	and	and	CCONJ
aiti-14075	272	45	computing	computing	NOUN
aiti-14075	272	46	,	,	PUNCT
aiti-14075	272	47	pp	pp	ADJ
aiti-14075	272	48	.	.	PUNCT
aiti-14075	273	1	332	332	NUM
aiti-14075	273	2	337	337	NUM
aiti-14075	273	3	,	,	PUNCT
aiti-14075	273	4	2018	2018	NUM
aiti-14075	273	5	.	.	PUNCT
aiti-14075	274	1	[	[	X
aiti-14075	274	2	17	17	NUM
aiti-14075	274	3	]	]	X
aiti-14075	274	4	n.	n.	PROPN
aiti-14075	274	5	fadilah	fadilah	PROPN
aiti-14075	274	6	,	,	PUNCT
aiti-14075	274	7	s.	s.	PROPN
aiti-14075	274	8	y.	y.	PROPN
aiti-14075	274	9	soon	soon	ADV
aiti-14075	274	10	,	,	PUNCT
aiti-14075	274	11	and	and	CCONJ
aiti-14075	274	12	h.	h.	PROPN
aiti-14075	274	13	radi	radi	PROPN
aiti-14075	274	14	,	,	PUNCT
aiti-14075	274	15	“	"	PUNCT
aiti-14075	274	16	embedded	embed	VERB
aiti-14075	274	17	automated	automate	VERB
aiti-14075	274	18	vision	vision	NOUN
aiti-14075	274	19	for	for	ADP
aiti-14075	274	20	double	double	ADJ
aiti-14075	274	21	parking	parking	NOUN
aiti-14075	274	22	identification	identification	NOUN
aiti-14075	274	23	system	system	NOUN
aiti-14075	274	24	,	,	PUNCT
aiti-14075	274	25	”	"	PUNCT
aiti-14075	274	26	indonesian	indonesian	ADJ
aiti-14075	274	27	journal	journal	NOUN
aiti-14075	274	28	of	of	ADP
aiti-14075	274	29	electrical	electrical	ADJ
aiti-14075	274	30	engineering	engineering	NOUN
aiti-14075	274	31	and	and	CCONJ
aiti-14075	274	32	computer	computer	NOUN
aiti-14075	274	33	science	science	NOUN
aiti-14075	274	34	,	,	PUNCT
aiti-14075	274	35	vol	vol	NOUN
aiti-14075	274	36	.	.	PROPN
aiti-14075	274	37	10	10	NUM
aiti-14075	274	38	,	,	PUNCT
aiti-14075	274	39	no	no	INTJ
aiti-14075	274	40	.	.	NOUN
aiti-14075	274	41	3	3	NUM
aiti-14075	274	42	,	,	PUNCT
aiti-14075	274	43	pp	pp	ADJ
aiti-14075	274	44	.	.	PUNCT
aiti-14075	274	45	1221	1221	NUM
aiti-14075	274	46	-	-	SYM
aiti-14075	274	47	1226	1226	NUM
aiti-14075	274	48	,	,	PUNCT
aiti-14075	274	49	2018	2018	NUM
aiti-14075	274	50	.	.	PUNCT
aiti-14075	275	1	[	[	X
aiti-14075	275	2	18	18	NUM
aiti-14075	275	3	]	]	PUNCT
aiti-14075	275	4	t.	t.	NOUN
aiti-14075	275	5	ludwisiak	ludwisiak	NOUN
aiti-14075	275	6	and	and	CCONJ
aiti-14075	275	7	m.	m.	NOUN
aiti-14075	275	8	mazur	mazur	PROPN
aiti-14075	275	9	-	-	PUNCT
aiti-14075	275	10	milecka	milecka	PROPN
aiti-14075	275	11	,	,	PUNCT
aiti-14075	275	12	“	"	PUNCT
aiti-14075	275	13	automated	automate	VERB
aiti-14075	275	14	parking	parking	NOUN
aiti-14075	275	15	management	management	NOUN
aiti-14075	275	16	for	for	ADP
aiti-14075	275	17	urban	urban	ADJ
aiti-14075	275	18	efficiency	efficiency	NOUN
aiti-14075	275	19	:	:	PUNCT
aiti-14075	275	20	a	a	DET
aiti-14075	275	21	comprehensive	comprehensive	ADJ
aiti-14075	275	22	approach	approach	NOUN
aiti-14075	275	23	,	,	PUNCT
aiti-14075	275	24	”	"	PUNCT
aiti-14075	275	25	16th	16th	ADJ
aiti-14075	275	26	international	international	ADJ
aiti-14075	275	27	conference	conference	NOUN
aiti-14075	275	28	on	on	ADP
aiti-14075	275	29	human	human	ADJ
aiti-14075	275	30	system	system	NOUN
aiti-14075	275	31	interaction	interaction	NOUN
aiti-14075	275	32	,	,	PUNCT
aiti-14075	275	33	pp	pp	ADJ
aiti-14075	275	34	.	.	PUNCT
aiti-14075	276	1	1	1	NUM
aiti-14075	276	2	-	-	SYM
aiti-14075	276	3	4	4	NUM
aiti-14075	276	4	,	,	PUNCT
aiti-14075	276	5	2024	2024	NUM
aiti-14075	276	6	.	.	PUNCT
aiti-14075	277	1	[	[	X
aiti-14075	277	2	19	19	NUM
aiti-14075	277	3	]	]	PUNCT
aiti-14075	277	4	n.	n.	NOUN
aiti-14075	277	5	hernández	hernández	PROPN
aiti-14075	277	6	-	-	PUNCT
aiti-14075	277	7	díaz	díaz	NOUN
aiti-14075	277	8	,	,	PUNCT
aiti-14075	277	9	y.	y.	PROPN
aiti-14075	277	10	c.	c.	PROPN
aiti-14075	277	11	peñaloza	peñaloza	PROPN
aiti-14075	277	12	,	,	PUNCT
aiti-14075	277	13	y.	y.	PROPN
aiti-14075	277	14	y.	y.	PROPN
aiti-14075	277	15	rios	rios	PROPN
aiti-14075	277	16	,	,	PUNCT
aiti-14075	277	17	j.	j.	PROPN
aiti-14075	277	18	c.	c.	PROPN
aiti-14075	277	19	martinez	martinez	PROPN
aiti-14075	277	20	-	-	PUNCT
aiti-14075	277	21	santos	santos	PROPN
aiti-14075	277	22	,	,	PUNCT
aiti-14075	277	23	and	and	CCONJ
aiti-14075	277	24	e.	e.	PROPN
aiti-14075	277	25	puertas	puertas	PROPN
aiti-14075	277	26	,	,	PUNCT
aiti-14075	277	27	“	"	PUNCT
aiti-14075	277	28	a	a	DET
aiti-14075	277	29	computer	computer	NOUN
aiti-14075	277	30	vision	vision	NOUN
aiti-14075	277	31	system	system	NOUN
aiti-14075	277	32	for	for	ADP
aiti-14075	277	33	detecting	detect	VERB
aiti-14075	277	34	motorcycle	motorcycle	NOUN
aiti-14075	277	35	violations	violation	NOUN
aiti-14075	277	36	in	in	ADP
aiti-14075	277	37	pedestrian	pedestrian	NOUN
aiti-14075	277	38	zones	zone	NOUN
aiti-14075	277	39	,	,	PUNCT
aiti-14075	277	40	”	"	PUNCT
aiti-14075	277	41	multimedia	multimedia	NOUN
aiti-14075	277	42	tools	tool	NOUN
aiti-14075	277	43	and	and	CCONJ
aiti-14075	277	44	applications	application	NOUN
aiti-14075	277	45	,	,	PUNCT
aiti-14075	277	46	in	in	ADP
aiti-14075	277	47	press	press	NOUN
aiti-14075	277	48	.	.	PUNCT
aiti-14075	278	1	https://doi.org/10.1007/s11042-024-19356-9	https://doi.org/10.1007/s11042-024-19356-9	PUNCT
aiti-14075	279	1	[	[	X
aiti-14075	279	2	20	20	NUM
aiti-14075	279	3	]	]	PUNCT
aiti-14075	279	4	j.	j.	PROPN
aiti-14075	279	5	wang	wang	PROPN
aiti-14075	279	6	,	,	PUNCT
aiti-14075	279	7	z.	z.	PROPN
aiti-14075	279	8	chen	chen	PROPN
aiti-14075	279	9	,	,	PUNCT
aiti-14075	279	10	p.	p.	PROPN
aiti-14075	279	11	li	li	PROPN
aiti-14075	279	12	,	,	PUNCT
aiti-14075	279	13	b.	b.	PROPN
aiti-14075	279	14	sheng	sheng	PROPN
aiti-14075	279	15	,	,	PUNCT
aiti-14075	279	16	and	and	CCONJ
aiti-14075	279	17	r.	r.	PROPN
aiti-14075	279	18	chen	chen	PROPN
aiti-14075	279	19	,	,	PUNCT
aiti-14075	279	20	“	"	PUNCT
aiti-14075	279	21	real	real	ADJ
aiti-14075	279	22	-	-	PUNCT
aiti-14075	279	23	time	time	NOUN
aiti-14075	279	24	non	non	ADJ
aiti-14075	279	25	-	-	ADJ
aiti-14075	279	26	motor	motor	ADJ
aiti-14075	279	27	vehicle	vehicle	NOUN
aiti-14075	279	28	violation	violation	NOUN
aiti-14075	279	29	detection	detection	NOUN
aiti-14075	279	30	in	in	ADP
aiti-14075	279	31	traffic	traffic	NOUN
aiti-14075	279	32	scenes	scene	NOUN
aiti-14075	279	33	,	,	PUNCT
aiti-14075	279	34	”	"	PUNCT
aiti-14075	279	35	ieee	ieee	PROPN
aiti-14075	279	36	international	international	ADJ
aiti-14075	279	37	conference	conference	NOUN
aiti-14075	279	38	on	on	ADP
aiti-14075	279	39	industrial	industrial	ADJ
aiti-14075	279	40	cyber	cyber	NOUN
aiti-14075	279	41	physical	physical	PROPN
aiti-14075	279	42	systems	system	NOUN
aiti-14075	279	43	,	,	PUNCT
aiti-14075	279	44	pp	pp	ADV
aiti-14075	279	45	.	.	PUNCT
aiti-14075	280	1	724	724	NUM
aiti-14075	280	2	-	-	SYM
aiti-14075	280	3	728	728	NUM
aiti-14075	280	4	,	,	PUNCT
aiti-14075	280	5	2019	2019	NUM
aiti-14075	280	6	.	.	PUNCT
aiti-14075	281	1	[	[	X
aiti-14075	281	2	21	21	NUM
aiti-14075	281	3	]	]	PUNCT
aiti-14075	281	4	k.	k.	PROPN
aiti-14075	281	5	maharana	maharana	PROPN
aiti-14075	281	6	,	,	PUNCT
aiti-14075	281	7	s.	s.	PROPN
aiti-14075	281	8	mondal	mondal	PROPN
aiti-14075	281	9	,	,	PUNCT
aiti-14075	281	10	and	and	CCONJ
aiti-14075	281	11	b.	b.	PROPN
aiti-14075	281	12	nemade	nemade	PROPN
aiti-14075	281	13	,	,	PUNCT
aiti-14075	281	14	“	"	PUNCT
aiti-14075	281	15	a	a	DET
aiti-14075	281	16	review	review	NOUN
aiti-14075	281	17	:	:	PUNCT
aiti-14075	281	18	data	datum	NOUN
aiti-14075	281	19	pre	pre	ADJ
aiti-14075	281	20	-	-	ADJ
aiti-14075	281	21	processing	processing	ADJ
aiti-14075	281	22	and	and	CCONJ
aiti-14075	281	23	data	datum	NOUN
aiti-14075	281	24	augmentation	augmentation	NOUN
aiti-14075	281	25	techniques	technique	NOUN
aiti-14075	281	26	,	,	PUNCT
aiti-14075	281	27	”	"	PUNCT
aiti-14075	281	28	global	global	ADJ
aiti-14075	281	29	transitions	transition	NOUN
aiti-14075	281	30	proceedings	proceeding	NOUN
aiti-14075	281	31	,	,	PUNCT
aiti-14075	281	32	vol	vol	NOUN
aiti-14075	281	33	.	.	PROPN
aiti-14075	282	1	3	3	NUM
aiti-14075	282	2	,	,	PUNCT
aiti-14075	282	3	no	no	INTJ
aiti-14075	282	4	.	.	NOUN
aiti-14075	282	5	1	1	NUM
aiti-14075	282	6	,	,	PUNCT
aiti-14075	282	7	pp	pp	ADJ
aiti-14075	282	8	.	.	PUNCT
aiti-14075	283	1	91	91	NUM
aiti-14075	283	2	-	-	SYM
aiti-14075	283	3	99	99	NUM
aiti-14075	283	4	,	,	PUNCT
aiti-14075	283	5	2022	2022	NUM
aiti-14075	283	6	.	.	PUNCT
aiti-14075	284	1	[	[	X
aiti-14075	284	2	22	22	NUM
aiti-14075	284	3	]	]	X
aiti-14075	284	4	c.	c.	PROPN
aiti-14075	284	5	dewi	dewi	PROPN
aiti-14075	284	6	,	,	PUNCT
aiti-14075	284	7	r.	r.	PROPN
aiti-14075	284	8	c.	c.	PROPN
aiti-14075	284	9	chen	chen	PROPN
aiti-14075	284	10	,	,	PUNCT
aiti-14075	284	11	y.	y.	PROPN
aiti-14075	284	12	c.	c.	PROPN
aiti-14075	284	13	zhuang	zhuang	PROPN
aiti-14075	284	14	,	,	PUNCT
aiti-14075	284	15	x.	x.	PROPN
aiti-14075	284	16	jiang	jiang	PROPN
aiti-14075	284	17	,	,	PUNCT
aiti-14075	284	18	and	and	CCONJ
aiti-14075	284	19	h.	h.	PROPN
aiti-14075	284	20	yu	yu	PROPN
aiti-14075	284	21	,	,	PUNCT
aiti-14075	284	22	“	"	PUNCT
aiti-14075	284	23	recognizing	recognize	VERB
aiti-14075	284	24	road	road	NOUN
aiti-14075	284	25	surface	surface	NOUN
aiti-14075	284	26	traffic	traffic	NOUN
aiti-14075	284	27	signs	sign	NOUN
aiti-14075	284	28	based	base	VERB
aiti-14075	284	29	on	on	ADP
aiti-14075	284	30	yolo	yolo	ADJ
aiti-14075	284	31	models	model	NOUN
aiti-14075	284	32	considering	consider	VERB
aiti-14075	284	33	image	image	NOUN
aiti-14075	284	34	flips	flip	VERB
aiti-14075	284	35	,	,	PUNCT
aiti-14075	284	36	”	"	PUNCT
aiti-14075	284	37	big	big	ADJ
aiti-14075	284	38	data	datum	NOUN
aiti-14075	284	39	and	and	CCONJ
aiti-14075	284	40	cognitive	cognitive	ADJ
aiti-14075	284	41	computing	computing	NOUN
aiti-14075	284	42	,	,	PUNCT
aiti-14075	284	43	vol	vol	NOUN
aiti-14075	284	44	.	.	PROPN
aiti-14075	284	45	7	7	NUM
aiti-14075	284	46	,	,	PUNCT
aiti-14075	284	47	no	no	INTJ
aiti-14075	284	48	.	.	NOUN
aiti-14075	284	49	1	1	NUM
aiti-14075	284	50	,	,	PUNCT
aiti-14075	284	51	article	article	NOUN
aiti-14075	284	52	no	no	NOUN
aiti-14075	284	53	.	.	PROPN
aiti-14075	284	54	54	54	NUM
aiti-14075	284	55	,	,	PUNCT
aiti-14075	284	56	2023	2023	NUM
aiti-14075	284	57	.	.	PUNCT
aiti-14075	285	1	[	[	X
aiti-14075	285	2	23	23	NUM
aiti-14075	285	3	]	]	X
aiti-14075	285	4	n.	n.	NOUN
aiti-14075	285	5	chitraningrum	chitraningrum	PROPN
aiti-14075	285	6	,	,	PUNCT
aiti-14075	285	7	l.	l.	PROPN
aiti-14075	285	8	banowati	banowati	PROPN
aiti-14075	285	9	,	,	PUNCT
aiti-14075	285	10	d.	d.	PROPN
aiti-14075	285	11	herdiana	herdiana	PROPN
aiti-14075	285	12	,	,	PUNCT
aiti-14075	285	13	b.	b.	PROPN
aiti-14075	285	14	mulyati	mulyati	PROPN
aiti-14075	285	15	,	,	PUNCT
aiti-14075	285	16	i.	i.	PROPN
aiti-14075	285	17	sakti	sakti	PROPN
aiti-14075	285	18	,	,	PUNCT
aiti-14075	285	19	a.	a.	NOUN
aiti-14075	285	20	fudholi	fudholi	PROPN
aiti-14075	285	21	,	,	PUNCT
aiti-14075	285	22	et	et	PROPN
aiti-14075	285	23	al	al	PROPN
aiti-14075	285	24	.	.	PROPN
aiti-14075	285	25	,	,	PUNCT
aiti-14075	285	26	“	"	PUNCT
aiti-14075	285	27	comparison	comparison	NOUN
aiti-14075	285	28	study	study	NOUN
aiti-14075	285	29	of	of	ADP
aiti-14075	285	30	corn	corn	NOUN
aiti-14075	285	31	leaf	leaf	NOUN
aiti-14075	285	32	disease	disease	NOUN
aiti-14075	285	33	detection	detection	NOUN
aiti-14075	285	34	based	base	VERB
aiti-14075	285	35	on	on	ADP
aiti-14075	285	36	deep	deep	ADJ
aiti-14075	285	37	learning	learn	VERB
aiti-14075	285	38	yolo	yolo	PROPN
aiti-14075	285	39	-	-	PUNCT
aiti-14075	285	40	v5	v5	PROPN
aiti-14075	285	41	and	and	CCONJ
aiti-14075	285	42	yolo	yolo	NOUN
aiti-14075	285	43	-	-	PUNCT
aiti-14075	285	44	v8	v8	PROPN
aiti-14075	285	45	,	,	PUNCT
aiti-14075	285	46	”	"	PUNCT
aiti-14075	285	47	journal	journal	NOUN
aiti-14075	285	48	of	of	ADP
aiti-14075	285	49	engineering	engineering	NOUN
aiti-14075	285	50	and	and	CCONJ
aiti-14075	285	51	technological	technological	ADJ
aiti-14075	285	52	sciences	science	NOUN
aiti-14075	285	53	,	,	PUNCT
aiti-14075	285	54	vol	vol	NOUN
aiti-14075	285	55	.	.	PROPN
aiti-14075	285	56	56	56	NUM
aiti-14075	285	57	,	,	PUNCT
aiti-14075	285	58	no	no	INTJ
aiti-14075	285	59	.	.	NOUN
aiti-14075	285	60	1	1	NUM
aiti-14075	285	61	,	,	PUNCT
aiti-14075	285	62	pp	pp	ADJ
aiti-14075	285	63	.	.	PUNCT
aiti-14075	286	1	61	61	NUM
aiti-14075	286	2	-	-	SYM
aiti-14075	286	3	70	70	NUM
aiti-14075	286	4	,	,	PUNCT
aiti-14075	286	5	2024	2024	NUM
aiti-14075	286	6	.	.	PUNCT
aiti-14075	287	1	[	[	X
aiti-14075	287	2	24	24	NUM
aiti-14075	287	3	]	]	PUNCT
aiti-14075	287	4	m.	m.	NOUN
aiti-14075	287	5	paul	paul	PROPN
aiti-14075	287	6	,	,	PUNCT
aiti-14075	287	7	p.	p.	PROPN
aiti-14075	287	8	k.	k.	PROPN
aiti-14075	287	9	podder	podder	PROPN
aiti-14075	287	10	,	,	PUNCT
aiti-14075	287	11	and	and	CCONJ
aiti-14075	287	12	m.	m.	PROPN
aiti-14075	287	13	r.	r.	PROPN
aiti-14075	287	14	hassan	hassan	PROPN
aiti-14075	287	15	,	,	PUNCT
aiti-14075	287	16	“	"	PUNCT
aiti-14075	287	17	eye	eye	NOUN
aiti-14075	287	18	tracking	tracking	NOUN
aiti-14075	287	19	,	,	PUNCT
aiti-14075	287	20	saliency	saliency	NOUN
aiti-14075	287	21	modeling	modeling	NOUN
aiti-14075	287	22	and	and	CCONJ
aiti-14075	287	23	human	human	ADJ
aiti-14075	287	24	feedback	feedback	NOUN
aiti-14075	287	25	descriptor	descriptor	NOUN
aiti-14075	287	26	driven	drive	VERB
aiti-14075	287	27	robust	robust	ADJ
aiti-14075	287	28	region	region	NOUN
aiti-14075	287	29	-	-	PUNCT
aiti-14075	287	30	of	of	ADP
aiti-14075	287	31	-	-	PUNCT
aiti-14075	287	32	interest	interest	NOUN
aiti-14075	287	33	determination	determination	NOUN
aiti-14075	287	34	technique	technique	NOUN
aiti-14075	287	35	,	,	PUNCT
aiti-14075	287	36	”	"	PUNCT
aiti-14075	287	37	ieee	ieee	NOUN
aiti-14075	287	38	access	access	NOUN
aiti-14075	287	39	,	,	PUNCT
aiti-14075	287	40	vol	vol	NOUN
aiti-14075	287	41	.	.	PROPN
aiti-14075	287	42	10	10	NUM
aiti-14075	287	43	,	,	PUNCT
aiti-14075	287	44	pp	pp	ADJ
aiti-14075	287	45	.	.	PUNCT
aiti-14075	287	46	98612	98612	NUM
aiti-14075	287	47	-	-	SYM
aiti-14075	287	48	98624	98624	NUM
aiti-14075	287	49	,	,	PUNCT
aiti-14075	287	50	2022	2022	NUM
aiti-14075	287	51	.	.	PUNCT
aiti-14075	288	1	[	[	X
aiti-14075	288	2	25	25	NUM
aiti-14075	288	3	]	]	X
aiti-14075	288	4	n.	n.	PROPN
aiti-14075	288	5	chandrasekhar	chandrasekhar	PROPN
aiti-14075	288	6	and	and	CCONJ
aiti-14075	288	7	s.	s.	PROPN
aiti-14075	288	8	peddakrishna	peddakrishna	PROPN
aiti-14075	288	9	,	,	PUNCT
aiti-14075	288	10	“	"	PUNCT
aiti-14075	288	11	enhancing	enhance	VERB
aiti-14075	288	12	heart	heart	NOUN
aiti-14075	288	13	disease	disease	NOUN
aiti-14075	288	14	prediction	prediction	NOUN
aiti-14075	288	15	accuracy	accuracy	NOUN
aiti-14075	288	16	through	through	ADP
aiti-14075	288	17	machine	machine	NOUN
aiti-14075	288	18	learning	learn	VERB
aiti-14075	288	19	techniques	technique	NOUN
aiti-14075	288	20	and	and	CCONJ
aiti-14075	288	21	optimization	optimization	NOUN
aiti-14075	288	22	,	,	PUNCT
aiti-14075	288	23	”	"	PUNCT
aiti-14075	288	24	processes	process	NOUN
aiti-14075	288	25	,	,	PUNCT
aiti-14075	288	26	vol	vol	NOUN
aiti-14075	288	27	.	.	PROPN
aiti-14075	288	28	11	11	NUM
aiti-14075	288	29	,	,	PUNCT
aiti-14075	288	30	no	no	INTJ
aiti-14075	288	31	.	.	NOUN
aiti-14075	288	32	4	4	NUM
aiti-14075	288	33	,	,	PUNCT
aiti-14075	288	34	article	article	NOUN
aiti-14075	288	35	no	no	NOUN
aiti-14075	288	36	.	.	PUNCT
aiti-14075	288	37	1210	1210	NUM
aiti-14075	288	38	,	,	PUNCT
aiti-14075	288	39	2023	2023	NUM
aiti-14075	288	40	.	.	PUNCT
aiti-14075	289	1	[	[	X
aiti-14075	289	2	26	26	NUM
aiti-14075	289	3	]	]	PUNCT
aiti-14075	289	4	k.	k.	PROPN
aiti-14075	289	5	shah	shah	PROPN
aiti-14075	289	6	,	,	PUNCT
aiti-14075	289	7	h.	h.	PROPN
aiti-14075	289	8	patel	patel	PROPN
aiti-14075	289	9	,	,	PUNCT
aiti-14075	289	10	d.	d.	PROPN
aiti-14075	289	11	sanghvi	sanghvi	PROPN
aiti-14075	289	12	,	,	PUNCT
aiti-14075	289	13	and	and	CCONJ
aiti-14075	289	14	m.	m.	NOUN
aiti-14075	289	15	shah	shah	NOUN
aiti-14075	289	16	,	,	PUNCT
aiti-14075	289	17	“	"	PUNCT
aiti-14075	289	18	a	a	DET
aiti-14075	289	19	comparative	comparative	ADJ
aiti-14075	289	20	analysis	analysis	NOUN
aiti-14075	289	21	of	of	ADP
aiti-14075	289	22	logistic	logistic	ADJ
aiti-14075	289	23	regression	regression	NOUN
aiti-14075	289	24	,	,	PUNCT
aiti-14075	289	25	random	random	ADJ
aiti-14075	289	26	forest	forest	NOUN
aiti-14075	289	27	and	and	CCONJ
aiti-14075	289	28	knn	knn	PROPN
aiti-14075	289	29	models	model	NOUN
aiti-14075	289	30	for	for	ADP
aiti-14075	289	31	the	the	DET
aiti-14075	289	32	text	text	NOUN
aiti-14075	289	33	classification	classification	NOUN
aiti-14075	289	34	,	,	PUNCT
aiti-14075	289	35	”	"	PUNCT
aiti-14075	289	36	augmented	augment	VERB
aiti-14075	289	37	human	human	ADJ
aiti-14075	289	38	research	research	NOUN
aiti-14075	289	39	,	,	PUNCT
aiti-14075	289	40	vol	vol	NOUN
aiti-14075	289	41	.	.	PROPN
aiti-14075	290	1	5	5	NUM
aiti-14075	290	2	,	,	PUNCT
aiti-14075	290	3	no	no	INTJ
aiti-14075	290	4	.	.	NOUN
aiti-14075	290	5	1	1	NUM
aiti-14075	290	6	,	,	PUNCT
aiti-14075	290	7	article	article	NOUN
aiti-14075	290	8	no	no	NOUN
aiti-14075	290	9	.	.	PROPN
aiti-14075	290	10	12	12	NUM
aiti-14075	290	11	,	,	PUNCT
aiti-14075	290	12	2020	2020	NUM
aiti-14075	290	13	.	.	PUNCT
aiti-14075	291	1	[	[	X
aiti-14075	291	2	27	27	NUM
aiti-14075	291	3	]	]	X
aiti-14075	291	4	y.	y.	PROPN
aiti-14075	291	5	peng	peng	PROPN
aiti-14075	291	6	and	and	CCONJ
aiti-14075	291	7	m.	m.	PROPN
aiti-14075	291	8	h.	h.	PROPN
aiti-14075	291	9	nagata	nagata	PROPN
aiti-14075	291	10	,	,	PUNCT
aiti-14075	291	11	“	"	PUNCT
aiti-14075	291	12	an	an	DET
aiti-14075	291	13	empirical	empirical	ADJ
aiti-14075	291	14	overview	overview	NOUN
aiti-14075	291	15	of	of	ADP
aiti-14075	291	16	nonlinearity	nonlinearity	NOUN
aiti-14075	291	17	and	and	CCONJ
aiti-14075	291	18	overfitting	overfitte	VERB
aiti-14075	291	19	in	in	ADP
aiti-14075	291	20	machine	machine	NOUN
aiti-14075	291	21	learning	learning	NOUN
aiti-14075	291	22	using	use	VERB
aiti-14075	291	23	covid19	covid19	NOUN
aiti-14075	291	24	data	datum	NOUN
aiti-14075	291	25	,	,	PUNCT
aiti-14075	291	26	”	"	PUNCT
aiti-14075	291	27	chaos	chaos	NOUN
aiti-14075	291	28	,	,	PUNCT
aiti-14075	291	29	solitons	soliton	NOUN
aiti-14075	291	30	&	&	CCONJ
aiti-14075	291	31	fractals	fractal	NOUN
aiti-14075	291	32	,	,	PUNCT
aiti-14075	291	33	vol	vol	NOUN
aiti-14075	291	34	.	.	NOUN
aiti-14075	291	35	139	139	NUM
aiti-14075	291	36	,	,	PUNCT
aiti-14075	291	37	article	article	NOUN
aiti-14075	291	38	no	no	NOUN
aiti-14075	291	39	.	.	PROPN
aiti-14075	291	40	110055	110055	NUM
aiti-14075	291	41	,	,	PUNCT
aiti-14075	291	42	2020	2020	NUM
aiti-14075	291	43	.	.	PUNCT
aiti-14075	292	1	copyright	copyright	NOUN
aiti-14075	292	2	©	©	PROPN
aiti-14075	292	3	by	by	ADP
aiti-14075	292	4	the	the	DET
aiti-14075	292	5	authors	author	NOUN
aiti-14075	292	6	.	.	PUNCT
aiti-14075	293	1	licensee	licensee	PROPN
aiti-14075	293	2	taeti	taeti	PROPN
aiti-14075	293	3	,	,	PUNCT
aiti-14075	293	4	taiwan	taiwan	PROPN
aiti-14075	293	5	.	.	PUNCT
aiti-14075	294	1	this	this	DET
aiti-14075	294	2	article	article	NOUN
aiti-14075	294	3	is	be	AUX
aiti-14075	294	4	an	an	DET
aiti-14075	294	5	open	open	ADJ
aiti-14075	294	6	-	-	PUNCT
aiti-14075	294	7	access	access	NOUN
aiti-14075	294	8	article	article	NOUN
aiti-14075	294	9	distributed	distribute	VERB
aiti-14075	294	10	under	under	ADP
aiti-14075	294	11	the	the	DET
aiti-14075	294	12	terms	term	NOUN
aiti-14075	294	13	and	and	CCONJ
aiti-14075	294	14	conditions	condition	NOUN
aiti-14075	294	15	of	of	ADP
aiti-14075	294	16	the	the	DET
aiti-14075	294	17	creative	creative	ADJ
aiti-14075	294	18	commons	common	NOUN
aiti-14075	294	19	attribution	attribution	NOUN
aiti-14075	294	20	(	(	PUNCT
aiti-14075	294	21	cc	cc	NOUN
aiti-14075	294	22	by	by	ADP
aiti-14075	294	23	-	-	PUNCT
aiti-14075	294	24	nc	nc	NOUN
aiti-14075	294	25	)	)	PUNCT
aiti-14075	294	26	license	license	NOUN
aiti-14075	294	27	(	(	PUNCT
aiti-14075	294	28	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-14075	294	29	)	)	PUNCT
aiti-14075	294	30	.	.	PUNCT