id	sid	tid	token	lemma	pos
asir-40025	1	1	applied	apply	VERB
asir-40025	1	2	science	science	NOUN
asir-40025	1	3	and	and	CCONJ
asir-40025	1	4	innovative	innovative	ADJ
asir-40025	1	5	research	research	NOUN
asir-40025	1	6	issn	issn	VERB
asir-40025	1	7	2474	2474	NUM
asir-40025	1	8	-	-	SYM
asir-40025	1	9	4972	4972	NUM
asir-40025	1	10	(	(	PUNCT
asir-40025	1	11	print	print	NOUN
asir-40025	1	12	)	)	PUNCT
asir-40025	1	13	issn	issn	VERB
asir-40025	1	14	2474	2474	NUM
asir-40025	1	15	-	-	SYM
asir-40025	1	16	4980	4980	NUM
asir-40025	1	17	(	(	PUNCT
asir-40025	1	18	online	online	ADJ
asir-40025	1	19	)	)	PUNCT
asir-40025	1	20	vol	vol	NOUN
asir-40025	1	21	.	.	NOUN
asir-40025	1	22	8	8	NUM
asir-40025	1	23	,	,	PUNCT
asir-40025	1	24	no	no	INTJ
asir-40025	1	25	.	.	NOUN
asir-40025	1	26	2	2	NUM
asir-40025	1	27	,	,	PUNCT
asir-40025	1	28	2024	2024	NUM
asir-40025	1	29	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-40025	1	30	93	93	NUM
asir-40025	1	31	original	original	ADJ
asir-40025	1	32	paper	paper	NOUN
asir-40025	1	33	student	student	NOUN
asir-40025	1	34	classroom	classroom	NOUN
asir-40025	1	35	behavior	behavior	NOUN
asir-40025	1	36	detection	detection	NOUN
asir-40025	1	37	algorithm	algorithm	NOUN
asir-40025	1	38	based	base	VERB
asir-40025	1	39	on	on	ADP
asir-40025	1	40	improved	improved	ADJ
asir-40025	1	41	yolov8n	yolov8n	NOUN
asir-40025	1	42	huiming	huime	VERB
asir-40025	1	43	li	li	PROPN
asir-40025	1	44	school	school	PROPN
asir-40025	1	45	of	of	ADP
asir-40025	1	46	applied	apply	VERB
asir-40025	1	47	technology	technology	NOUN
asir-40025	1	48	,	,	PUNCT
asir-40025	1	49	university	university	NOUN
asir-40025	1	50	of	of	ADP
asir-40025	1	51	science	science	NOUN
asir-40025	1	52	and	and	CCONJ
asir-40025	1	53	technology	technology	NOUN
asir-40025	1	54	liaoning	liaoning	NOUN
asir-40025	1	55	,	,	PUNCT
asir-40025	1	56	anshan	anshan	PROPN
asir-40025	1	57	,	,	PUNCT
asir-40025	1	58	114051	114051	NUM
asir-40025	1	59	,	,	PUNCT
asir-40025	1	60	china	china	PROPN
asir-40025	1	61	received	receive	VERB
asir-40025	1	62	:	:	PUNCT
asir-40025	1	63	may	may	AUX
asir-40025	1	64	5	5	NUM
asir-40025	1	65	,	,	PUNCT
asir-40025	1	66	2024	2024	NUM
asir-40025	1	67	accepted	accept	VERB
asir-40025	1	68	:	:	PUNCT
asir-40025	1	69	may	may	AUX
asir-40025	1	70	25	25	NUM
asir-40025	1	71	,	,	PUNCT
asir-40025	1	72	2024	2024	NUM
asir-40025	1	73	online	online	ADV
asir-40025	1	74	published	publish	VERB
asir-40025	1	75	:	:	PUNCT
asir-40025	1	76	may	may	AUX
asir-40025	1	77	29	29	NUM
asir-40025	1	78	,	,	PUNCT
asir-40025	1	79	2024	2024	NUM
asir-40025	1	80	doi:10.22158	doi:10.22158	NOUN
asir-40025	1	81	/	/	SYM
asir-40025	1	82	asir.v8n2p93	asir.v8n2p93	NOUN
asir-40025	1	83	url	url	NOUN
asir-40025	1	84	:	:	PUNCT
asir-40025	2	1	http://doi.org/10.22158/asir.v8n2p93	http://doi.org/10.22158/asir.v8n2p93	NOUN
asir-40025	2	2	abstract	abstract	ADJ
asir-40025	2	3	currently	currently	ADV
asir-40025	2	4	,	,	PUNCT
asir-40025	2	5	object	object	NOUN
asir-40025	2	6	detection	detection	NOUN
asir-40025	2	7	technology	technology	NOUN
asir-40025	2	8	is	be	AUX
asir-40025	2	9	becoming	become	VERB
asir-40025	2	10	more	more	ADV
asir-40025	2	11	and	and	CCONJ
asir-40025	2	12	more	more	ADV
asir-40025	2	13	mature	mature	ADJ
asir-40025	2	14	,	,	PUNCT
asir-40025	2	15	but	but	CCONJ
asir-40025	2	16	there	there	PRON
asir-40025	2	17	are	be	VERB
asir-40025	2	18	still	still	ADV
asir-40025	2	19	a	a	DET
asir-40025	2	20	lot	lot	NOUN
asir-40025	2	21	of	of	ADP
asir-40025	2	22	challenges	challenge	NOUN
asir-40025	2	23	in	in	ADP
asir-40025	2	24	recognizing	recognize	VERB
asir-40025	2	25	students	student	NOUN
asir-40025	2	26	'	'	PART
asir-40025	2	27	classroom	classroom	NOUN
asir-40025	2	28	behaviors	behavior	NOUN
asir-40025	2	29	.	.	PUNCT
asir-40025	3	1	in	in	ADP
asir-40025	3	2	order	order	NOUN
asir-40025	3	3	to	to	PART
asir-40025	3	4	address	address	VERB
asir-40025	3	5	the	the	DET
asir-40025	3	6	problems	problem	NOUN
asir-40025	3	7	of	of	ADP
asir-40025	3	8	inaccuracy	inaccuracy	NOUN
asir-40025	3	9	and	and	CCONJ
asir-40025	3	10	high	high	ADJ
asir-40025	3	11	computation	computation	NOUN
asir-40025	3	12	of	of	ADP
asir-40025	3	13	existing	exist	VERB
asir-40025	3	14	models	model	NOUN
asir-40025	3	15	in	in	ADP
asir-40025	3	16	the	the	DET
asir-40025	3	17	process	process	NOUN
asir-40025	3	18	of	of	ADP
asir-40025	3	19	student	student	NOUN
asir-40025	3	20	classroom	classroom	NOUN
asir-40025	3	21	behavior	behavior	NOUN
asir-40025	3	22	recognition	recognition	NOUN
asir-40025	3	23	,	,	PUNCT
asir-40025	3	24	this	this	DET
asir-40025	3	25	paper	paper	NOUN
asir-40025	3	26	adopts	adopt	VERB
asir-40025	3	27	the	the	DET
asir-40025	3	28	improved	improved	ADJ
asir-40025	3	29	yolov8n	yolov8n	NOUN
asir-40025	3	30	model	model	NOUN
asir-40025	3	31	to	to	PART
asir-40025	3	32	detect	detect	VERB
asir-40025	3	33	and	and	CCONJ
asir-40025	3	34	recognize	recognize	VERB
asir-40025	3	35	student	student	NOUN
asir-40025	3	36	classroom	classroom	NOUN
asir-40025	3	37	behavior	behavior	NOUN
asir-40025	3	38	.	.	PUNCT
asir-40025	4	1	based	base	VERB
asir-40025	4	2	on	on	ADP
asir-40025	4	3	yolov8n	yolov8n	PROPN
asir-40025	4	4	,	,	PUNCT
asir-40025	4	5	the	the	DET
asir-40025	4	6	method	method	NOUN
asir-40025	4	7	adds	add	VERB
asir-40025	4	8	an	an	DET
asir-40025	4	9	efficient	efficient	ADJ
asir-40025	4	10	shuffle	shuffle	NOUN
asir-40025	4	11	attention	attention	NOUN
asir-40025	4	12	to	to	PART
asir-40025	4	13	increase	increase	VERB
asir-40025	4	14	the	the	DET
asir-40025	4	15	ability	ability	NOUN
asir-40025	4	16	of	of	ADP
asir-40025	4	17	feature	feature	NOUN
asir-40025	4	18	extraction	extraction	NOUN
asir-40025	4	19	and	and	CCONJ
asir-40025	4	20	improve	improve	VERB
asir-40025	4	21	the	the	DET
asir-40025	4	22	model	model	NOUN
asir-40025	4	23	recognition	recognition	NOUN
asir-40025	4	24	accuracy	accuracy	NOUN
asir-40025	4	25	;	;	PUNCT
asir-40025	4	26	secondly	secondly	ADV
asir-40025	4	27	,	,	PUNCT
asir-40025	4	28	the	the	DET
asir-40025	4	29	bounding	bounding	NOUN
asir-40025	4	30	box	box	NOUN
asir-40025	4	31	loss	loss	NOUN
asir-40025	4	32	function	function	NOUN
asir-40025	4	33	is	be	AUX
asir-40025	4	34	optimized	optimize	VERB
asir-40025	4	35	to	to	PART
asir-40025	4	36	improve	improve	VERB
asir-40025	4	37	the	the	DET
asir-40025	4	38	model	model	NOUN
asir-40025	4	39	's	's	PART
asir-40025	4	40	localization	localization	NOUN
asir-40025	4	41	ability	ability	NOUN
asir-40025	4	42	.	.	PUNCT
asir-40025	5	1	the	the	DET
asir-40025	5	2	experimental	experimental	ADJ
asir-40025	5	3	results	result	NOUN
asir-40025	5	4	show	show	VERB
asir-40025	5	5	that	that	SCONJ
asir-40025	5	6	the	the	DET
asir-40025	5	7	map50	map50	PROPN
asir-40025	5	8	and	and	CCONJ
asir-40025	5	9	map50	map50	PROPN
asir-40025	5	10	-	-	PUNCT
asir-40025	5	11	95	95	NUM
asir-40025	5	12	metrics	metric	NOUN
asir-40025	5	13	of	of	ADP
asir-40025	5	14	the	the	DET
asir-40025	5	15	proposed	propose	VERB
asir-40025	5	16	model	model	NOUN
asir-40025	5	17	on	on	ADP
asir-40025	5	18	the	the	DET
asir-40025	5	19	student	student	NOUN
asir-40025	5	20	classroom	classroom	NOUN
asir-40025	5	21	behavior	behavior	NOUN
asir-40025	5	22	dataset	dataset	VERB
asir-40025	5	23	are	be	AUX
asir-40025	5	24	99.9	99.9	NUM
asir-40025	5	25	%	%	NOUN
asir-40025	5	26	and	and	CCONJ
asir-40025	5	27	95.4	95.4	NUM
asir-40025	5	28	%	%	NOUN
asir-40025	5	29	,	,	PUNCT
asir-40025	5	30	respectively	respectively	ADV
asir-40025	5	31	.	.	PUNCT
asir-40025	6	1	the	the	DET
asir-40025	6	2	proposed	propose	VERB
asir-40025	6	3	model	model	NOUN
asir-40025	6	4	can	can	AUX
asir-40025	6	5	achieve	achieve	VERB
asir-40025	6	6	the	the	DET
asir-40025	6	7	detection	detection	NOUN
asir-40025	6	8	and	and	CCONJ
asir-40025	6	9	identification	identification	NOUN
asir-40025	6	10	of	of	ADP
asir-40025	6	11	classroom	classroom	NOUN
asir-40025	6	12	behavior	behavior	NOUN
asir-40025	6	13	more	more	ADV
asir-40025	6	14	quickly	quickly	ADV
asir-40025	6	15	and	and	CCONJ
asir-40025	6	16	accurately	accurately	ADV
asir-40025	6	17	with	with	ADP
asir-40025	6	18	lower	low	ADJ
asir-40025	6	19	computing	computing	NOUN
asir-40025	6	20	cost	cost	NOUN
asir-40025	6	21	,	,	PUNCT
asir-40025	6	22	and	and	CCONJ
asir-40025	6	23	can	can	AUX
asir-40025	6	24	realize	realize	VERB
asir-40025	6	25	the	the	DET
asir-40025	6	26	dynamic	dynamic	ADJ
asir-40025	6	27	and	and	CCONJ
asir-40025	6	28	scientific	scientific	ADJ
asir-40025	6	29	identification	identification	NOUN
asir-40025	6	30	of	of	ADP
asir-40025	6	31	students	student	NOUN
asir-40025	6	32	'	'	PART
asir-40025	6	33	classroom	classroom	NOUN
asir-40025	6	34	learning	learning	NOUN
asir-40025	6	35	.	.	PUNCT
asir-40025	7	1	keywords	keyword	NOUN
asir-40025	7	2	student	student	NOUN
asir-40025	7	3	classroom	classroom	NOUN
asir-40025	7	4	behavior	behavior	NOUN
asir-40025	7	5	,	,	PUNCT
asir-40025	7	6	yolov8	yolov8	NOUN
asir-40025	7	7	,	,	PUNCT
asir-40025	7	8	object	object	NOUN
asir-40025	7	9	detection	detection	NOUN
asir-40025	7	10	,	,	PUNCT
asir-40025	7	11	cnns	cnn	NOUN
asir-40025	7	12	1	1	NUM
asir-40025	7	13	.	.	PUNCT
asir-40025	8	1	introduction	introduction	NOUN
asir-40025	8	2	students	student	NOUN
asir-40025	8	3	'	'	PART
asir-40025	8	4	classroom	classroom	NOUN
asir-40025	8	5	performance	performance	NOUN
asir-40025	8	6	is	be	AUX
asir-40025	8	7	an	an	DET
asir-40025	8	8	important	important	ADJ
asir-40025	8	9	part	part	NOUN
asir-40025	8	10	of	of	ADP
asir-40025	8	11	classroom	classroom	NOUN
asir-40025	8	12	teaching	teaching	NOUN
asir-40025	8	13	evaluation	evaluation	NOUN
asir-40025	8	14	,	,	PUNCT
asir-40025	8	15	and	and	CCONJ
asir-40025	8	16	the	the	DET
asir-40025	8	17	identification	identification	NOUN
asir-40025	8	18	of	of	ADP
asir-40025	8	19	students	student	NOUN
asir-40025	8	20	'	'	PART
asir-40025	8	21	classroom	classroom	NOUN
asir-40025	8	22	behavior	behavior	NOUN
asir-40025	8	23	is	be	AUX
asir-40025	8	24	of	of	ADP
asir-40025	8	25	great	great	ADJ
asir-40025	8	26	significance	significance	NOUN
asir-40025	8	27	for	for	ADP
asir-40025	8	28	classroom	classroom	NOUN
asir-40025	8	29	teaching	teaching	NOUN
asir-40025	8	30	reform	reform	NOUN
asir-40025	8	31	and	and	CCONJ
asir-40025	8	32	exploration	exploration	NOUN
asir-40025	8	33	.	.	PUNCT
asir-40025	9	1	the	the	DET
asir-40025	9	2	classroom	classroom	NOUN
asir-40025	9	3	behavior	behavior	NOUN
asir-40025	9	4	detection	detection	NOUN
asir-40025	9	5	method	method	NOUN
asir-40025	9	6	based	base	VERB
asir-40025	9	7	on	on	ADP
asir-40025	9	8	artificial	artificial	ADJ
asir-40025	9	9	intelligence	intelligence	NOUN
asir-40025	9	10	and	and	CCONJ
asir-40025	9	11	deep	deep	ADJ
asir-40025	9	12	learning	learning	NOUN
asir-40025	9	13	can	can	AUX
asir-40025	9	14	effectively	effectively	ADV
asir-40025	9	15	identify	identify	VERB
asir-40025	9	16	the	the	DET
asir-40025	9	17	typical	typical	ADJ
asir-40025	9	18	classroom	classroom	NOUN
asir-40025	9	19	behaviors	behavior	NOUN
asir-40025	9	20	of	of	ADP
asir-40025	9	21	students	student	NOUN
asir-40025	9	22	and	and	CCONJ
asir-40025	9	23	help	help	VERB
asir-40025	9	24	teachers	teacher	NOUN
asir-40025	9	25	to	to	PART
asir-40025	9	26	grasp	grasp	VERB
asir-40025	9	27	the	the	DET
asir-40025	9	28	learning	learn	VERB
asir-40025	9	29	status	status	NOUN
asir-40025	9	30	of	of	ADP
asir-40025	9	31	students	student	NOUN
asir-40025	9	32	in	in	ADP
asir-40025	9	33	a	a	DET
asir-40025	9	34	timely	timely	ADJ
asir-40025	9	35	and	and	CCONJ
asir-40025	9	36	effective	effective	ADJ
asir-40025	9	37	manner	manner	NOUN
asir-40025	9	38	,	,	PUNCT
asir-40025	9	39	thus	thus	ADV
asir-40025	9	40	contributing	contribute	VERB
asir-40025	9	41	to	to	ADP
asir-40025	9	42	intelligent	intelligent	ADJ
asir-40025	9	43	classroom	classroom	NOUN
asir-40025	9	44	teaching	teaching	NOUN
asir-40025	9	45	.	.	PUNCT
asir-40025	10	1	traditional	traditional	ADJ
asir-40025	10	2	classroom	classroom	NOUN
asir-40025	10	3	teaching	teach	VERB
asir-40025	10	4	behavior	behavior	NOUN
asir-40025	10	5	analysis	analysis	NOUN
asir-40025	10	6	mainly	mainly	ADV
asir-40025	10	7	consists	consist	VERB
asir-40025	10	8	of	of	ADP
asir-40025	10	9	two	two	NUM
asir-40025	10	10	parts	part	NOUN
asir-40025	10	11	:	:	PUNCT
asir-40025	10	12	feature	feature	NOUN
asir-40025	10	13	extraction	extraction	NOUN
asir-40025	10	14	and	and	CCONJ
asir-40025	10	15	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-40025	10	16	applied	apply	VERB
asir-40025	10	17	science	science	NOUN
asir-40025	10	18	and	and	CCONJ
asir-40025	10	19	innovative	innovative	ADJ
asir-40025	10	20	research	research	NOUN
asir-40025	10	21	vol	vol	NOUN
asir-40025	10	22	.	.	PROPN
asir-40025	10	23	8	8	NUM
asir-40025	10	24	,	,	PUNCT
asir-40025	10	25	no	no	INTJ
asir-40025	10	26	.	.	NOUN
asir-40025	10	27	2	2	NUM
asir-40025	10	28	,	,	PUNCT
asir-40025	10	29	2024	2024	NUM
asir-40025	10	30	94	94	NUM
asir-40025	10	31	published	publish	VERB
asir-40025	10	32	by	by	ADP
asir-40025	10	33	scholink	scholink	PROPN
asir-40025	10	34	inc	inc	PROPN
asir-40025	10	35	.	.	PROPN
asir-40025	10	36	classification	classification	NOUN
asir-40025	10	37	,	,	PUNCT
asir-40025	10	38	such	such	ADJ
asir-40025	10	39	methods	method	NOUN
asir-40025	10	40	require	require	VERB
asir-40025	10	41	human	human	ADJ
asir-40025	10	42	judgment	judgment	NOUN
asir-40025	10	43	in	in	ADP
asir-40025	10	44	the	the	DET
asir-40025	10	45	recognition	recognition	NOUN
asir-40025	10	46	process	process	NOUN
asir-40025	10	47	and	and	CCONJ
asir-40025	10	48	are	be	AUX
asir-40025	10	49	affected	affect	VERB
asir-40025	10	50	by	by	ADP
asir-40025	10	51	other	other	ADJ
asir-40025	10	52	factors	factor	NOUN
asir-40025	10	53	such	such	ADJ
asir-40025	10	54	as	as	ADP
asir-40025	10	55	the	the	DET
asir-40025	10	56	detection	detection	NOUN
asir-40025	10	57	target	target	NOUN
asir-40025	10	58	and	and	CCONJ
asir-40025	10	59	specific	specific	ADJ
asir-40025	10	60	tasks	task	NOUN
asir-40025	10	61	,	,	PUNCT
asir-40025	10	62	resulting	result	VERB
asir-40025	10	63	in	in	ADP
asir-40025	10	64	low	low	ADJ
asir-40025	10	65	detection	detection	NOUN
asir-40025	10	66	accuracy	accuracy	NOUN
asir-40025	10	67	,	,	PUNCT
asir-40025	10	68	and	and	CCONJ
asir-40025	10	69	the	the	DET
asir-40025	10	70	detection	detection	NOUN
asir-40025	10	71	of	of	ADP
asir-40025	10	72	complex	complex	ADJ
asir-40025	10	73	backgrounds	background	NOUN
asir-40025	10	74	has	have	VERB
asir-40025	10	75	certain	certain	ADJ
asir-40025	10	76	limitations	limitation	NOUN
asir-40025	10	77	,	,	PUNCT
asir-40025	10	78	which	which	PRON
asir-40025	10	79	makes	make	VERB
asir-40025	10	80	it	it	PRON
asir-40025	10	81	difficult	difficult	ADJ
asir-40025	10	82	to	to	PART
asir-40025	10	83	promote	promote	VERB
asir-40025	10	84	and	and	CCONJ
asir-40025	10	85	expand	expand	VERB
asir-40025	10	86	on	on	ADP
asir-40025	10	87	a	a	DET
asir-40025	10	88	large	large	ADJ
asir-40025	10	89	scale	scale	NOUN
asir-40025	10	90	.	.	PUNCT
asir-40025	11	1	in	in	ADP
asir-40025	11	2	recent	recent	ADJ
asir-40025	11	3	years	year	NOUN
asir-40025	11	4	,	,	PUNCT
asir-40025	11	5	with	with	ADP
asir-40025	11	6	the	the	DET
asir-40025	11	7	development	development	NOUN
asir-40025	11	8	of	of	ADP
asir-40025	11	9	deep	deep	ADJ
asir-40025	11	10	learning	learning	NOUN
asir-40025	11	11	,	,	PUNCT
asir-40025	11	12	convolutional	convolutional	ADJ
asir-40025	11	13	neural	neural	ADJ
asir-40025	11	14	networks	network	NOUN
asir-40025	11	15	(	(	PUNCT
asir-40025	11	16	cnns	cnns	PROPN
asir-40025	11	17	)	)	PUNCT
asir-40025	11	18	have	have	AUX
asir-40025	11	19	become	become	VERB
asir-40025	11	20	the	the	DET
asir-40025	11	21	mainstream	mainstream	NOUN
asir-40025	11	22	of	of	ADP
asir-40025	11	23	detection	detection	NOUN
asir-40025	11	24	and	and	CCONJ
asir-40025	11	25	recognition	recognition	NOUN
asir-40025	11	26	technology	technology	NOUN
asir-40025	11	27	with	with	ADP
asir-40025	11	28	excellent	excellent	ADJ
asir-40025	11	29	feature	feature	NOUN
asir-40025	11	30	extraction	extraction	NOUN
asir-40025	11	31	capabilities	capability	NOUN
asir-40025	11	32	.	.	PUNCT
asir-40025	12	1	currently	currently	ADV
asir-40025	12	2	,	,	PUNCT
asir-40025	12	3	mainstream	mainstream	ADJ
asir-40025	12	4	object	object	NOUN
asir-40025	12	5	detection	detection	NOUN
asir-40025	12	6	and	and	CCONJ
asir-40025	12	7	recognition	recognition	NOUN
asir-40025	12	8	algorithms	algorithm	NOUN
asir-40025	12	9	are	be	AUX
asir-40025	12	10	divided	divide	VERB
asir-40025	12	11	into	into	ADP
asir-40025	12	12	two	two	NUM
asir-40025	12	13	major	major	ADJ
asir-40025	12	14	categories	category	NOUN
asir-40025	12	15	:	:	PUNCT
asir-40025	12	16	a	a	DET
asir-40025	12	17	two	two	NUM
asir-40025	12	18	-	-	PUNCT
asir-40025	12	19	stage	stage	NOUN
asir-40025	12	20	approach	approach	NOUN
asir-40025	12	21	based	base	VERB
asir-40025	12	22	on	on	ADP
asir-40025	12	23	region	region	NOUN
asir-40025	12	24	suggestion	suggestion	NOUN
asir-40025	12	25	and	and	CCONJ
asir-40025	12	26	a	a	DET
asir-40025	12	27	one	one	NUM
asir-40025	12	28	-	-	PUNCT
asir-40025	12	29	stage	stage	NOUN
asir-40025	12	30	approach	approach	NOUN
asir-40025	12	31	based	base	VERB
asir-40025	12	32	on	on	ADP
asir-40025	12	33	object	object	NOUN
asir-40025	12	34	regression	regression	NOUN
asir-40025	12	35	.	.	PUNCT
asir-40025	13	1	r	r	X
asir-40025	13	2	-	-	PUNCT
asir-40025	13	3	cnn	cnn	PROPN
asir-40025	13	4	(	(	PUNCT
asir-40025	13	5	girshick	girshick	PROPN
asir-40025	13	6	et	et	PROPN
asir-40025	13	7	al	al	PROPN
asir-40025	13	8	.	.	PROPN
asir-40025	13	9	,	,	PUNCT
asir-40025	13	10	2014	2014	NUM
asir-40025	13	11	)	)	PUNCT
asir-40025	13	12	is	be	AUX
asir-40025	13	13	a	a	DET
asir-40025	13	14	two	two	NUM
asir-40025	13	15	-	-	PUNCT
asir-40025	13	16	stage	stage	NOUN
asir-40025	13	17	object	object	NOUN
asir-40025	13	18	detection	detection	NOUN
asir-40025	13	19	algorithm	algorithm	NOUN
asir-40025	13	20	,	,	PUNCT
asir-40025	13	21	which	which	PRON
asir-40025	13	22	uses	use	VERB
asir-40025	13	23	a	a	DET
asir-40025	13	24	region	region	NOUN
asir-40025	13	25	suggestion	suggestion	NOUN
asir-40025	13	26	network	network	NOUN
asir-40025	13	27	to	to	PART
asir-40025	13	28	extract	extract	VERB
asir-40025	13	29	candidate	candidate	NOUN
asir-40025	13	30	regions	region	NOUN
asir-40025	13	31	from	from	ADP
asir-40025	13	32	an	an	DET
asir-40025	13	33	image	image	NOUN
asir-40025	13	34	,	,	PUNCT
asir-40025	13	35	and	and	CCONJ
asir-40025	13	36	then	then	ADV
asir-40025	13	37	recalibrates	recalibrate	VERB
asir-40025	13	38	the	the	DET
asir-40025	13	39	objects	object	NOUN
asir-40025	13	40	in	in	ADP
asir-40025	13	41	the	the	DET
asir-40025	13	42	candidate	candidate	NOUN
asir-40025	13	43	regions	region	NOUN
asir-40025	13	44	to	to	PART
asir-40025	13	45	obtain	obtain	VERB
asir-40025	13	46	the	the	DET
asir-40025	13	47	detection	detection	NOUN
asir-40025	13	48	results	result	NOUN
asir-40025	13	49	.	.	PUNCT
asir-40025	14	1	subsequently	subsequently	ADV
asir-40025	14	2	,	,	PUNCT
asir-40025	14	3	improved	improve	VERB
asir-40025	14	4	two	two	NUM
asir-40025	14	5	-	-	PUNCT
asir-40025	14	6	stage	stage	NOUN
asir-40025	14	7	algorithms	algorithm	NOUN
asir-40025	14	8	such	such	ADJ
asir-40025	14	9	as	as	ADP
asir-40025	14	10	fast	fast	ADJ
asir-40025	14	11	r	r	NOUN
asir-40025	14	12	-	-	PUNCT
asir-40025	14	13	cnn	cnn	PROPN
asir-40025	14	14	(	(	PUNCT
asir-40025	14	15	girshick	girshick	ADJ
asir-40025	14	16	,	,	PUNCT
asir-40025	14	17	2015	2015	NUM
asir-40025	14	18	)	)	PUNCT
asir-40025	14	19	,	,	PUNCT
asir-40025	14	20	faster	fast	ADV
asir-40025	14	21	r	r	X
asir-40025	14	22	-	-	PUNCT
asir-40025	14	23	cnn	cnn	PROPN
asir-40025	14	24	(	(	PUNCT
asir-40025	14	25	ren	ren	NOUN
asir-40025	14	26	et	et	PROPN
asir-40025	14	27	al	al	PROPN
asir-40025	14	28	.	.	PROPN
asir-40025	14	29	,	,	PUNCT
asir-40025	14	30	2016	2016	NUM
asir-40025	14	31	)	)	PUNCT
asir-40025	14	32	,	,	PUNCT
asir-40025	14	33	and	and	CCONJ
asir-40025	14	34	mask	mask	VERB
asir-40025	14	35	r	r	NOUN
asir-40025	14	36	-	-	PUNCT
asir-40025	14	37	cnn	cnn	PROPN
asir-40025	14	38	(	(	PUNCT
asir-40025	14	39	gkioxari	gkioxari	NOUN
asir-40025	14	40	,	,	PUNCT
asir-40025	14	41	2017	2017	NUM
asir-40025	14	42	)	)	PUNCT
asir-40025	14	43	have	have	AUX
asir-40025	14	44	been	be	AUX
asir-40025	14	45	proposed	propose	VERB
asir-40025	14	46	to	to	PART
asir-40025	14	47	improve	improve	VERB
asir-40025	14	48	detection	detection	NOUN
asir-40025	14	49	accuracy	accuracy	NOUN
asir-40025	14	50	and	and	CCONJ
asir-40025	14	51	speed	speed	NOUN
asir-40025	14	52	.	.	PUNCT
asir-40025	15	1	however	however	ADV
asir-40025	15	2	,	,	PUNCT
asir-40025	15	3	two	two	NUM
asir-40025	15	4	-	-	PUNCT
asir-40025	15	5	stage	stage	NOUN
asir-40025	15	6	target	target	NOUN
asir-40025	15	7	detection	detection	NOUN
asir-40025	15	8	algorithms	algorithm	NOUN
asir-40025	15	9	still	still	ADV
asir-40025	15	10	have	have	VERB
asir-40025	15	11	the	the	DET
asir-40025	15	12	problem	problem	NOUN
asir-40025	15	13	of	of	ADP
asir-40025	15	14	slow	slow	ADJ
asir-40025	15	15	detection	detection	NOUN
asir-40025	15	16	speed	speed	NOUN
asir-40025	15	17	.	.	PUNCT
asir-40025	16	1	one	one	NUM
asir-40025	16	2	-	-	PUNCT
asir-40025	16	3	stage	stage	NOUN
asir-40025	16	4	object	object	NOUN
asir-40025	16	5	detection	detection	NOUN
asir-40025	16	6	algorithms	algorithm	NOUN
asir-40025	16	7	are	be	AUX
asir-40025	16	8	significantly	significantly	ADV
asir-40025	16	9	faster	fast	ADJ
asir-40025	16	10	than	than	ADP
asir-40025	16	11	two	two	NUM
asir-40025	16	12	-	-	PUNCT
asir-40025	16	13	stage	stage	NOUN
asir-40025	16	14	networks	network	NOUN
asir-40025	16	15	because	because	SCONJ
asir-40025	16	16	do	do	AUX
asir-40025	16	17	not	not	PART
asir-40025	16	18	need	need	VERB
asir-40025	16	19	region	region	NOUN
asir-40025	16	20	suggestion	suggestion	NOUN
asir-40025	16	21	and	and	CCONJ
asir-40025	16	22	get	get	VERB
asir-40025	16	23	the	the	DET
asir-40025	16	24	detection	detection	NOUN
asir-40025	16	25	results	result	VERB
asir-40025	16	26	directly	directly	ADV
asir-40025	16	27	by	by	ADP
asir-40025	16	28	end	end	NOUN
asir-40025	16	29	-	-	PUNCT
asir-40025	16	30	to	to	ADP
asir-40025	16	31	-	-	PUNCT
asir-40025	16	32	end	end	NOUN
asir-40025	16	33	,	,	PUNCT
asir-40025	16	34	typical	typical	ADJ
asir-40025	16	35	algorithms	algorithm	NOUN
asir-40025	16	36	are	be	AUX
asir-40025	16	37	ssd	ssd	ADJ
asir-40025	16	38	(	(	PUNCT
asir-40025	16	39	liu	liu	PROPN
asir-40025	16	40	et	et	PROPN
asir-40025	16	41	al	al	PROPN
asir-40025	16	42	.	.	PROPN
asir-40025	16	43	,	,	PUNCT
asir-40025	16	44	2016	2016	NUM
asir-40025	16	45	)	)	PUNCT
asir-40025	16	46	and	and	CCONJ
asir-40025	16	47	yolo	yolo	PROPN
asir-40025	16	48	(	(	PUNCT
asir-40025	16	49	redmon	redmon	PROPN
asir-40025	16	50	et	et	PROPN
asir-40025	16	51	al	al	PROPN
asir-40025	16	52	.	.	PROPN
asir-40025	16	53	,	,	PUNCT
asir-40025	16	54	2016	2016	NUM
asir-40025	16	55	;	;	PUNCT
asir-40025	16	56	redmon	redmon	PROPN
asir-40025	16	57	et	et	PROPN
asir-40025	16	58	al	al	PROPN
asir-40025	16	59	.	.	PROPN
asir-40025	16	60	,	,	PUNCT
asir-40025	16	61	2017	2017	NUM
asir-40025	16	62	)	)	PUNCT
asir-40025	16	63	series	series	NOUN
asir-40025	16	64	algorithms	algorithm	NOUN
asir-40025	16	65	.	.	PUNCT
asir-40025	17	1	yolo	yolo	PROPN
asir-40025	17	2	series	series	PROPN
asir-40025	17	3	detection	detection	NOUN
asir-40025	17	4	algorithms	algorithm	NOUN
asir-40025	17	5	have	have	AUX
asir-40025	17	6	gone	go	VERB
asir-40025	17	7	through	through	ADP
asir-40025	17	8	several	several	ADJ
asir-40025	17	9	version	version	NOUN
asir-40025	17	10	updates	update	NOUN
asir-40025	17	11	,	,	PUNCT
asir-40025	17	12	which	which	PRON
asir-40025	17	13	ensure	ensure	VERB
asir-40025	17	14	the	the	DET
asir-40025	17	15	detection	detection	NOUN
asir-40025	17	16	speed	speed	NOUN
asir-40025	17	17	of	of	ADP
asir-40025	17	18	the	the	DET
asir-40025	17	19	algorithms	algorithm	NOUN
asir-40025	17	20	while	while	SCONJ
asir-40025	17	21	improving	improve	VERB
asir-40025	17	22	the	the	DET
asir-40025	17	23	detection	detection	NOUN
asir-40025	17	24	accuracy	accuracy	NOUN
asir-40025	17	25	and	and	CCONJ
asir-40025	17	26	therefore	therefore	ADV
asir-40025	17	27	widely	widely	ADV
asir-40025	17	28	used	use	VERB
asir-40025	17	29	in	in	ADP
asir-40025	17	30	the	the	DET
asir-40025	17	31	field	field	NOUN
asir-40025	17	32	of	of	ADP
asir-40025	17	33	object	object	NOUN
asir-40025	17	34	detection	detection	NOUN
asir-40025	17	35	.	.	PUNCT
asir-40025	18	1	the	the	DET
asir-40025	18	2	recent	recent	ADJ
asir-40025	18	3	research	research	NOUN
asir-40025	18	4	of	of	ADP
asir-40025	18	5	student	student	NOUN
asir-40025	18	6	classroom	classroom	NOUN
asir-40025	18	7	behavior	behavior	NOUN
asir-40025	18	8	detection	detection	NOUN
asir-40025	18	9	has	have	AUX
asir-40025	18	10	achieved	achieve	VERB
asir-40025	18	11	more	more	ADV
asir-40025	18	12	accurate	accurate	ADJ
asir-40025	18	13	detection	detection	NOUN
asir-40025	18	14	goals	goal	NOUN
asir-40025	18	15	,	,	PUNCT
asir-40025	18	16	but	but	CCONJ
asir-40025	18	17	there	there	PRON
asir-40025	18	18	are	be	VERB
asir-40025	18	19	still	still	ADV
asir-40025	18	20	problems	problem	NOUN
asir-40025	18	21	such	such	ADJ
asir-40025	18	22	as	as	ADP
asir-40025	18	23	small	small	ADJ
asir-40025	18	24	sample	sample	NOUN
asir-40025	18	25	size	size	NOUN
asir-40025	18	26	,	,	PUNCT
asir-40025	18	27	weak	weak	ADJ
asir-40025	18	28	generalization	generalization	NOUN
asir-40025	18	29	ability	ability	NOUN
asir-40025	18	30	,	,	PUNCT
asir-40025	18	31	and	and	CCONJ
asir-40025	18	32	slow	slow	ADJ
asir-40025	18	33	inference	inference	NOUN
asir-40025	18	34	speed	speed	NOUN
asir-40025	18	35	.	.	PUNCT
asir-40025	19	1	in	in	ADP
asir-40025	19	2	order	order	NOUN
asir-40025	19	3	to	to	PART
asir-40025	19	4	solve	solve	VERB
asir-40025	19	5	these	these	DET
asir-40025	19	6	problems	problem	NOUN
asir-40025	19	7	,	,	PUNCT
asir-40025	19	8	this	this	DET
asir-40025	19	9	paper	paper	NOUN
asir-40025	19	10	is	be	AUX
asir-40025	19	11	based	base	VERB
asir-40025	19	12	on	on	ADP
asir-40025	19	13	the	the	DET
asir-40025	19	14	newly	newly	ADV
asir-40025	19	15	released	release	VERB
asir-40025	19	16	yolov8n	yolov8n	NOUN
asir-40025	19	17	model	model	NOUN
asir-40025	19	18	in	in	ADP
asir-40025	19	19	yolo	yolo	ADJ
asir-40025	19	20	series	series	NOUN
asir-40025	19	21	,	,	PUNCT
asir-40025	19	22	which	which	PRON
asir-40025	19	23	has	have	VERB
asir-40025	19	24	higher	high	ADJ
asir-40025	19	25	accuracy	accuracy	NOUN
asir-40025	19	26	and	and	CCONJ
asir-40025	19	27	smaller	small	ADJ
asir-40025	19	28	number	number	NOUN
asir-40025	19	29	of	of	ADP
asir-40025	19	30	parameters	parameter	NOUN
asir-40025	19	31	,	,	PUNCT
asir-40025	19	32	and	and	CCONJ
asir-40025	19	33	improves	improve	VERB
asir-40025	19	34	and	and	CCONJ
asir-40025	19	35	optimizes	optimize	VERB
asir-40025	19	36	the	the	DET
asir-40025	19	37	method	method	NOUN
asir-40025	19	38	of	of	ADP
asir-40025	19	39	students	student	NOUN
asir-40025	19	40	'	'	PART
asir-40025	19	41	classroom	classroom	NOUN
asir-40025	19	42	behavior	behavior	NOUN
asir-40025	19	43	detection	detection	NOUN
asir-40025	19	44	,	,	PUNCT
asir-40025	19	45	in	in	ADP
asir-40025	19	46	order	order	NOUN
asir-40025	19	47	to	to	PART
asir-40025	19	48	develop	develop	VERB
asir-40025	19	49	a	a	DET
asir-40025	19	50	detection	detection	NOUN
asir-40025	19	51	model	model	NOUN
asir-40025	19	52	with	with	ADP
asir-40025	19	53	high	high	ADJ
asir-40025	19	54	accuracy	accuracy	NOUN
asir-40025	19	55	and	and	CCONJ
asir-40025	19	56	fast	fast	ADJ
asir-40025	19	57	detection	detection	NOUN
asir-40025	19	58	speed	speed	NOUN
asir-40025	19	59	for	for	ADP
asir-40025	19	60	resource	resource	NOUN
asir-40025	19	61	-	-	PUNCT
asir-40025	19	62	constrained	constrain	VERB
asir-40025	19	63	devices	device	NOUN
asir-40025	19	64	.	.	PUNCT
asir-40025	20	1	2	2	X
asir-40025	20	2	.	.	X
asir-40025	20	3	materials	material	NOUN
asir-40025	20	4	and	and	CCONJ
asir-40025	20	5	methods	method	NOUN
asir-40025	20	6	2.1	2.1	NUM
asir-40025	20	7	dataset	dataset	VERB
asir-40025	20	8	the	the	DET
asir-40025	20	9	data	datum	NOUN
asir-40025	20	10	in	in	ADP
asir-40025	20	11	this	this	DET
asir-40025	20	12	paper	paper	NOUN
asir-40025	20	13	is	be	AUX
asir-40025	20	14	from	from	ADP
asir-40025	20	15	student	student	NOUN
asir-40025	20	16	behavior	behavior	NOUN
asir-40025	20	17	detection	detection	NOUN
asir-40025	20	18	dataset	dataset	NOUN
asir-40025	20	19	(	(	PUNCT
asir-40025	20	20	burak	burak	PROPN
asir-40025	20	21	,	,	PUNCT
asir-40025	20	22	2024	2024	NUM
asir-40025	20	23	)	)	PUNCT
asir-40025	20	24	,	,	PUNCT
asir-40025	20	25	we	we	PRON
asir-40025	20	26	have	have	AUX
asir-40025	20	27	filtered	filter	VERB
asir-40025	20	28	and	and	CCONJ
asir-40025	20	29	uniformly	uniformly	ADV
asir-40025	20	30	sampled	sample	VERB
asir-40025	20	31	the	the	DET
asir-40025	20	32	dataset	dataset	NOUN
asir-40025	20	33	,	,	PUNCT
asir-40025	20	34	and	and	CCONJ
asir-40025	20	35	collated	collate	VERB
asir-40025	20	36	a	a	DET
asir-40025	20	37	total	total	NOUN
asir-40025	20	38	of	of	ADP
asir-40025	20	39	2626	2626	NUM
asir-40025	20	40	pieces	piece	NOUN
asir-40025	20	41	of	of	ADP
asir-40025	20	42	student	student	NOUN
asir-40025	20	43	classroom	classroom	NOUN
asir-40025	20	44	behavior	behavior	NOUN
asir-40025	20	45	image	image	NOUN
asir-40025	20	46	,	,	PUNCT
asir-40025	20	47	the	the	DET
asir-40025	20	48	resolution	resolution	NOUN
asir-40025	20	49	of	of	ADP
asir-40025	20	50	each	each	DET
asir-40025	20	51	image	image	NOUN
asir-40025	20	52	is	be	AUX
asir-40025	20	53	640×640	640×640	NUM
asir-40025	20	54	pixels	pixel	NOUN
asir-40025	20	55	,	,	PUNCT
asir-40025	20	56	and	and	CCONJ
asir-40025	20	57	the	the	DET
asir-40025	20	58	number	number	NOUN
asir-40025	20	59	of	of	ADP
asir-40025	20	60	various	various	ADJ
asir-40025	20	61	behavior	behavior	NOUN
asir-40025	20	62	categories	category	NOUN
asir-40025	20	63	are	be	AUX
asir-40025	20	64	:	:	PUNCT
asir-40025	20	65	forward	forward	ADV
asir-40025	20	66	,	,	PUNCT
asir-40025	20	67	459	459	NUM
asir-40025	20	68	;	;	PUNCT
asir-40025	20	69	hand	hand	NOUN
asir-40025	20	70	,	,	PUNCT
asir-40025	20	71	495	495	NUM
asir-40025	20	72	;	;	PUNCT
asir-40025	20	73	read	read	VERB
asir-40025	20	74	,	,	PUNCT
asir-40025	20	75	403	403	NUM
asir-40025	20	76	;	;	PUNCT
asir-40025	20	77	sleep	sleep	NOUN
asir-40025	20	78	,	,	PUNCT
asir-40025	20	79	423	423	NUM
asir-40025	20	80	;	;	PUNCT
asir-40025	20	81	around	around	ADV
asir-40025	20	82	,	,	PUNCT
asir-40025	20	83	482	482	NUM
asir-40025	20	84	.	.	PUNCT
asir-40025	21	1	the	the	DET
asir-40025	21	2	annotation	annotation	NOUN
asir-40025	21	3	format	format	NOUN
asir-40025	21	4	is	be	AUX
asir-40025	21	5	yolo	yolo	ADJ
asir-40025	21	6	format	format	NOUN
asir-40025	21	7	.	.	PUNCT
asir-40025	22	1	the	the	DET
asir-40025	22	2	dataset	dataset	NOUN
asir-40025	22	3	is	be	AUX
asir-40025	22	4	divided	divide	VERB
asir-40025	22	5	into	into	ADP
asir-40025	22	6	training	training	NOUN
asir-40025	22	7	set	set	NOUN
asir-40025	22	8	,	,	PUNCT
asir-40025	22	9	validation	validation	NOUN
asir-40025	22	10	set	set	NOUN
asir-40025	22	11	and	and	CCONJ
asir-40025	22	12	test	test	NOUN
asir-40025	22	13	set	set	VERB
asir-40025	22	14	in	in	ADP
asir-40025	22	15	the	the	DET
asir-40025	22	16	ratio	ratio	NOUN
asir-40025	22	17	of	of	ADP
asir-40025	22	18	7:2:1	7:2:1	NUM
asir-40025	22	19	.	.	PUNCT
asir-40025	23	1	typical	typical	ADJ
asir-40025	23	2	student	student	NOUN
asir-40025	23	3	classroom	classroom	NOUN
asir-40025	23	4	behaviors	behavior	NOUN
asir-40025	23	5	are	be	AUX
asir-40025	23	6	shown	show	VERB
asir-40025	23	7	in	in	ADP
asir-40025	23	8	figure	figure	NOUN
asir-40025	23	9	1	1	NUM
asir-40025	23	10	.	.	NOUN
asir-40025	23	11	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-40025	23	12	applied	apply	VERB
asir-40025	23	13	science	science	NOUN
asir-40025	23	14	and	and	CCONJ
asir-40025	23	15	innovative	innovative	ADJ
asir-40025	23	16	research	research	NOUN
asir-40025	23	17	vol	vol	NOUN
asir-40025	23	18	.	.	PROPN
asir-40025	24	1	8	8	NUM
asir-40025	24	2	,	,	PUNCT
asir-40025	24	3	no	no	INTJ
asir-40025	24	4	.	.	NOUN
asir-40025	24	5	2	2	NUM
asir-40025	24	6	,	,	PUNCT
asir-40025	24	7	2024	2024	NUM
asir-40025	24	8	95	95	NUM
asir-40025	24	9	published	publish	VERB
asir-40025	24	10	by	by	ADP
asir-40025	24	11	scholink	scholink	PROPN
asir-40025	24	12	inc	inc	PROPN
asir-40025	24	13	.	.	PROPN
asir-40025	24	14	figure	figure	NOUN
asir-40025	24	15	1	1	NUM
asir-40025	24	16	.	.	PUNCT
asir-40025	24	17	typical	typical	ADJ
asir-40025	24	18	student	student	NOUN
asir-40025	24	19	classroom	classroom	NOUN
asir-40025	24	20	behaviors	behavior	VERB
asir-40025	24	21	2.2	2.2	NUM
asir-40025	24	22	yolov8	yolov8	NOUN
asir-40025	24	23	architecture	architecture	NOUN
asir-40025	24	24	in	in	ADP
asir-40025	24	25	the	the	DET
asir-40025	24	26	field	field	NOUN
asir-40025	24	27	of	of	ADP
asir-40025	24	28	object	object	NOUN
asir-40025	24	29	detection	detection	NOUN
asir-40025	24	30	,	,	PUNCT
asir-40025	24	31	yolo	yolo	ADJ
asir-40025	24	32	series	series	NOUN
asir-40025	24	33	models	model	NOUN
asir-40025	24	34	are	be	AUX
asir-40025	24	35	widely	widely	ADV
asir-40025	24	36	used	use	VERB
asir-40025	24	37	because	because	SCONJ
asir-40025	24	38	of	of	ADP
asir-40025	24	39	their	their	PRON
asir-40025	24	40	high	high	ADJ
asir-40025	24	41	accuracy	accuracy	NOUN
asir-40025	24	42	and	and	CCONJ
asir-40025	24	43	small	small	ADJ
asir-40025	24	44	model	model	NOUN
asir-40025	24	45	size	size	NOUN
asir-40025	24	46	.	.	PUNCT
asir-40025	25	1	yolov8	yolov8	PROPN
asir-40025	25	2	consists	consist	VERB
asir-40025	25	3	of	of	ADP
asir-40025	25	4	three	three	NUM
asir-40025	25	5	parts	part	NOUN
asir-40025	25	6	,	,	PUNCT
asir-40025	25	7	backbone	backbone	NOUN
asir-40025	25	8	,	,	PUNCT
asir-40025	25	9	neck	neck	NOUN
asir-40025	25	10	and	and	CCONJ
asir-40025	25	11	head	head	NOUN
asir-40025	25	12	,	,	PUNCT
asir-40025	25	13	and	and	CCONJ
asir-40025	25	14	its	its	PRON
asir-40025	25	15	architecture	architecture	NOUN
asir-40025	25	16	is	be	AUX
asir-40025	25	17	shown	show	VERB
asir-40025	25	18	in	in	ADP
asir-40025	25	19	figure	figure	NOUN
asir-40025	25	20	.	.	PUNCT
asir-40025	26	1	2	2	X
asir-40025	26	2	.	.	X
asir-40025	26	3	backbone	backbone	NOUN
asir-40025	26	4	is	be	AUX
asir-40025	26	5	responsible	responsible	ADJ
asir-40025	26	6	for	for	ADP
asir-40025	26	7	extracting	extract	VERB
asir-40025	26	8	high	high	ADJ
asir-40025	26	9	-	-	PUNCT
asir-40025	26	10	level	level	NOUN
asir-40025	26	11	semantic	semantic	ADJ
asir-40025	26	12	features	feature	NOUN
asir-40025	26	13	from	from	ADP
asir-40025	26	14	the	the	DET
asir-40025	26	15	input	input	NOUN
asir-40025	26	16	images	image	NOUN
asir-40025	26	17	.	.	PUNCT
asir-40025	27	1	neck	neck	NOUN
asir-40025	27	2	is	be	AUX
asir-40025	27	3	located	locate	VERB
asir-40025	27	4	between	between	ADP
asir-40025	27	5	backbone	backbone	NOUN
asir-40025	27	6	and	and	CCONJ
asir-40025	27	7	head	head	NOUN
asir-40025	27	8	,	,	PUNCT
asir-40025	27	9	and	and	CCONJ
asir-40025	27	10	is	be	AUX
asir-40025	27	11	used	use	VERB
asir-40025	27	12	to	to	PART
asir-40025	27	13	perform	perform	VERB
asir-40025	27	14	multi	multi	ADJ
asir-40025	27	15	-	-	ADJ
asir-40025	27	16	level	level	ADJ
asir-40025	27	17	feature	feature	NOUN
asir-40025	27	18	fusion	fusion	NOUN
asir-40025	27	19	to	to	PART
asir-40025	27	20	enhance	enhance	VERB
asir-40025	27	21	the	the	DET
asir-40025	27	22	network	network	NOUN
asir-40025	27	23	's	's	PART
asir-40025	27	24	ability	ability	NOUN
asir-40025	27	25	to	to	PART
asir-40025	27	26	perceive	perceive	VERB
asir-40025	27	27	the	the	DET
asir-40025	27	28	target	target	NOUN
asir-40025	27	29	.	.	PUNCT
asir-40025	28	1	the	the	DET
asir-40025	28	2	detection	detection	NOUN
asir-40025	28	3	head	head	NOUN
asir-40025	28	4	is	be	AUX
asir-40025	28	5	responsible	responsible	ADJ
asir-40025	28	6	for	for	ADP
asir-40025	28	7	localizing	localize	VERB
asir-40025	28	8	and	and	CCONJ
asir-40025	28	9	classifying	classify	VERB
asir-40025	28	10	the	the	DET
asir-40025	28	11	target	target	NOUN
asir-40025	28	12	to	to	PART
asir-40025	28	13	generate	generate	VERB
asir-40025	28	14	the	the	DET
asir-40025	28	15	final	final	ADJ
asir-40025	28	16	detection	detection	NOUN
asir-40025	28	17	result	result	NOUN
asir-40025	28	18	.	.	PUNCT
asir-40025	29	1	compared	compare	VERB
asir-40025	29	2	with	with	ADP
asir-40025	29	3	yolov5	yolov5	NOUN
asir-40025	29	4	,	,	PUNCT
asir-40025	29	5	yolov8	yolov8	NOUN
asir-40025	29	6	replaces	replace	VERB
asir-40025	29	7	the	the	DET
asir-40025	29	8	c3	c3	NOUN
asir-40025	29	9	module	module	NOUN
asir-40025	29	10	with	with	ADP
asir-40025	29	11	the	the	DET
asir-40025	29	12	c2f	c2f	NOUN
asir-40025	29	13	module	module	NOUN
asir-40025	29	14	,	,	PUNCT
asir-40025	29	15	which	which	PRON
asir-40025	29	16	is	be	AUX
asir-40025	29	17	lighter	light	ADJ
asir-40025	29	18	and	and	CCONJ
asir-40025	29	19	makes	make	VERB
asir-40025	29	20	the	the	DET
asir-40025	29	21	model	model	NOUN
asir-40025	29	22	more	more	ADV
asir-40025	29	23	adaptable	adaptable	ADJ
asir-40025	29	24	to	to	ADP
asir-40025	29	25	different	different	ADJ
asir-40025	29	26	sizes	size	NOUN
asir-40025	29	27	and	and	CCONJ
asir-40025	29	28	shapes	shape	NOUN
asir-40025	29	29	of	of	ADP
asir-40025	29	30	targets	target	NOUN
asir-40025	29	31	,	,	PUNCT
asir-40025	29	32	and	and	CCONJ
asir-40025	29	33	adopts	adopt	VERB
asir-40025	29	34	the	the	DET
asir-40025	29	35	current	current	ADJ
asir-40025	29	36	mainstream	mainstream	NOUN
asir-40025	29	37	decoupled	decouple	VERB
asir-40025	29	38	head	head	NOUN
asir-40025	29	39	structure	structure	NOUN
asir-40025	29	40	,	,	PUNCT
asir-40025	29	41	which	which	PRON
asir-40025	29	42	effectively	effectively	ADV
asir-40025	29	43	reduces	reduce	VERB
asir-40025	29	44	the	the	DET
asir-40025	29	45	number	number	NOUN
asir-40025	29	46	of	of	ADP
asir-40025	29	47	parameters	parameter	NOUN
asir-40025	29	48	and	and	CCONJ
asir-40025	29	49	computational	computational	ADJ
asir-40025	29	50	complexity	complexity	NOUN
asir-40025	29	51	,	,	PUNCT
asir-40025	29	52	and	and	CCONJ
asir-40025	29	53	enhances	enhance	VERB
asir-40025	29	54	the	the	DET
asir-40025	29	55	model	model	NOUN
asir-40025	29	56	's	's	PART
asir-40025	29	57	generalization	generalization	NOUN
asir-40025	29	58	ability	ability	NOUN
asir-40025	29	59	and	and	CCONJ
asir-40025	29	60	robustness	robustness	NOUN
asir-40025	29	61	.	.	PUNCT
asir-40025	30	1	in	in	ADP
asir-40025	30	2	addition	addition	NOUN
asir-40025	30	3	,	,	PUNCT
asir-40025	30	4	yolov8	yolov8	NOUN
asir-40025	30	5	abandons	abandon	VERB
asir-40025	30	6	the	the	DET
asir-40025	30	7	design	design	NOUN
asir-40025	30	8	of	of	ADP
asir-40025	30	9	using	use	VERB
asir-40025	30	10	anchor	anchor	NOUN
asir-40025	30	11	-	-	PUNCT
asir-40025	30	12	base	base	NOUN
asir-40025	30	13	to	to	PART
asir-40025	30	14	predict	predict	VERB
asir-40025	30	15	the	the	DET
asir-40025	30	16	position	position	NOUN
asir-40025	30	17	and	and	CCONJ
asir-40025	30	18	size	size	NOUN
asir-40025	30	19	of	of	ADP
asir-40025	30	20	the	the	DET
asir-40025	30	21	anchor	anchor	NOUN
asir-40025	30	22	box	box	NOUN
asir-40025	30	23	in	in	ADP
asir-40025	30	24	the	the	DET
asir-40025	30	25	previous	previous	ADJ
asir-40025	30	26	series	series	NOUN
asir-40025	30	27	,	,	PUNCT
asir-40025	30	28	and	and	CCONJ
asir-40025	30	29	uses	use	VERB
asir-40025	30	30	anchor	anchor	NOUN
asir-40025	30	31	-	-	PUNCT
asir-40025	30	32	free	free	ADJ
asir-40025	30	33	to	to	PART
asir-40025	30	34	directly	directly	ADV
asir-40025	30	35	predict	predict	VERB
asir-40025	30	36	the	the	DET
asir-40025	30	37	center	center	NOUN
asir-40025	30	38	point	point	NOUN
asir-40025	30	39	and	and	CCONJ
asir-40025	30	40	width	width	ADJ
asir-40025	30	41	-	-	PUNCT
asir-40025	30	42	to	to	ADP
asir-40025	30	43	-	-	PUNCT
asir-40025	30	44	height	height	NOUN
asir-40025	30	45	ratio	ratio	NOUN
asir-40025	30	46	of	of	ADP
asir-40025	30	47	the	the	DET
asir-40025	30	48	target	target	NOUN
asir-40025	30	49	,	,	PUNCT
asir-40025	30	50	reducing	reduce	VERB
asir-40025	30	51	the	the	DET
asir-40025	30	52	number	number	NOUN
asir-40025	30	53	of	of	ADP
asir-40025	30	54	anchor	anchor	NOUN
asir-40025	30	55	boxes	box	NOUN
asir-40025	30	56	,	,	PUNCT
asir-40025	30	57	which	which	PRON
asir-40025	30	58	further	far	ADV
asir-40025	30	59	improves	improve	VERB
asir-40025	30	60	the	the	DET
asir-40025	30	61	detection	detection	NOUN
asir-40025	30	62	speed	speed	NOUN
asir-40025	30	63	and	and	CCONJ
asir-40025	30	64	accuracy	accuracy	NOUN
asir-40025	30	65	of	of	ADP
asir-40025	30	66	the	the	DET
asir-40025	30	67	model	model	NOUN
asir-40025	30	68	.	.	PUNCT
asir-40025	31	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-40025	31	2	applied	apply	VERB
asir-40025	31	3	science	science	NOUN
asir-40025	31	4	and	and	CCONJ
asir-40025	31	5	innovative	innovative	ADJ
asir-40025	31	6	research	research	NOUN
asir-40025	31	7	vol	vol	NOUN
asir-40025	31	8	.	.	PROPN
asir-40025	32	1	8	8	NUM
asir-40025	32	2	,	,	PUNCT
asir-40025	32	3	no	no	INTJ
asir-40025	32	4	.	.	NOUN
asir-40025	32	5	2	2	NUM
asir-40025	32	6	,	,	PUNCT
asir-40025	32	7	2024	2024	NUM
asir-40025	32	8	96	96	NUM
asir-40025	32	9	published	publish	VERB
asir-40025	32	10	by	by	ADP
asir-40025	32	11	scholink	scholink	PROPN
asir-40025	32	12	inc	inc	PROPN
asir-40025	32	13	.	.	PROPN
asir-40025	32	14	figure	figure	NOUN
asir-40025	33	1	2	2	NUM
asir-40025	33	2	.	.	PUNCT
asir-40025	34	1	yolov8	yolov8	NOUN
asir-40025	34	2	architecture	architecture	NOUN
asir-40025	34	3	2.3	2.3	NUM
asir-40025	34	4	network	network	NOUN
asir-40025	34	5	model	model	NOUN
asir-40025	34	6	improvement	improvement	NOUN
asir-40025	34	7	2.3.1	2.3.1	NUM
asir-40025	34	8	add	add	VERB
asir-40025	34	9	shuffle	shuffle	NOUN
asir-40025	34	10	attention	attention	NOUN
asir-40025	34	11	there	there	PRON
asir-40025	34	12	should	should	AUX
asir-40025	34	13	be	be	AUX
asir-40025	34	14	significant	significant	ADJ
asir-40025	34	15	differences	difference	NOUN
asir-40025	34	16	in	in	ADP
asir-40025	34	17	features	feature	NOUN
asir-40025	34	18	between	between	ADP
asir-40025	34	19	different	different	ADJ
asir-40025	34	20	targets	target	NOUN
asir-40025	34	21	or	or	CCONJ
asir-40025	34	22	between	between	ADP
asir-40025	34	23	targets	target	NOUN
asir-40025	34	24	and	and	CCONJ
asir-40025	34	25	background	background	NOUN
asir-40025	34	26	,	,	PUNCT
asir-40025	34	27	which	which	PRON
asir-40025	34	28	is	be	AUX
asir-40025	34	29	crucial	crucial	ADJ
asir-40025	34	30	for	for	ADP
asir-40025	34	31	effectively	effectively	ADV
asir-40025	34	32	identifying	identify	VERB
asir-40025	34	33	and	and	CCONJ
asir-40025	34	34	locating	locate	VERB
asir-40025	34	35	targets	target	NOUN
asir-40025	34	36	.	.	PUNCT
asir-40025	35	1	the	the	DET
asir-40025	35	2	object	object	NOUN
asir-40025	35	3	detection	detection	NOUN
asir-40025	35	4	algorithm	algorithm	NOUN
asir-40025	35	5	will	will	AUX
asir-40025	35	6	recognize	recognize	VERB
asir-40025	35	7	these	these	DET
asir-40025	35	8	features	feature	NOUN
asir-40025	35	9	in	in	ADP
asir-40025	35	10	a	a	DET
asir-40025	35	11	certain	certain	ADJ
asir-40025	35	12	context	context	NOUN
asir-40025	35	13	and	and	CCONJ
asir-40025	35	14	find	find	VERB
asir-40025	35	15	regions	region	NOUN
asir-40025	35	16	in	in	ADP
asir-40025	35	17	the	the	DET
asir-40025	35	18	image	image	NOUN
asir-40025	35	19	that	that	PRON
asir-40025	35	20	match	match	VERB
asir-40025	35	21	these	these	DET
asir-40025	35	22	features	feature	NOUN
asir-40025	35	23	.	.	PUNCT
asir-40025	36	1	although	although	SCONJ
asir-40025	36	2	the	the	DET
asir-40025	36	3	yolov8	yolov8	NOUN
asir-40025	36	4	model	model	NOUN
asir-40025	36	5	can	can	AUX
asir-40025	36	6	extract	extract	VERB
asir-40025	36	7	detailed	detailed	ADJ
asir-40025	36	8	behavioral	behavioral	ADJ
asir-40025	36	9	features	feature	NOUN
asir-40025	36	10	of	of	ADP
asir-40025	36	11	students	student	NOUN
asir-40025	36	12	in	in	ADP
asir-40025	36	13	classroom	classroom	NOUN
asir-40025	36	14	scenarios	scenario	NOUN
asir-40025	36	15	,	,	PUNCT
asir-40025	36	16	but	but	CCONJ
asir-40025	36	17	classroom	classroom	NOUN
asir-40025	36	18	scenarios	scenario	NOUN
asir-40025	36	19	have	have	VERB
asir-40025	36	20	complexity	complexity	NOUN
asir-40025	36	21	and	and	CCONJ
asir-40025	36	22	variability	variability	NOUN
asir-40025	36	23	,	,	PUNCT
asir-40025	36	24	so	so	CCONJ
asir-40025	36	25	how	how	SCONJ
asir-40025	36	26	to	to	PART
asir-40025	36	27	be	be	AUX
asir-40025	36	28	able	able	ADJ
asir-40025	36	29	to	to	PART
asir-40025	36	30	learn	learn	VERB
asir-40025	36	31	important	important	ADJ
asir-40025	36	32	features	feature	NOUN
asir-40025	36	33	in	in	ADP
asir-40025	36	34	the	the	DET
asir-40025	36	35	scenarios	scenario	NOUN
asir-40025	36	36	has	have	AUX
asir-40025	36	37	become	become	VERB
asir-40025	36	38	a	a	DET
asir-40025	36	39	problem	problem	NOUN
asir-40025	36	40	that	that	PRON
asir-40025	36	41	must	must	AUX
asir-40025	36	42	be	be	AUX
asir-40025	36	43	solved	solve	VERB
asir-40025	36	44	.	.	PUNCT
asir-40025	37	1	shuffle	shuffle	NOUN
asir-40025	37	2	attention	attention	NOUN
asir-40025	37	3	(	(	PUNCT
asir-40025	37	4	sa	sa	NOUN
asir-40025	37	5	)	)	PUNCT
asir-40025	37	6	(	(	PUNCT
asir-40025	37	7	zhang	zhang	X
asir-40025	37	8	et	et	PROPN
asir-40025	37	9	al	al	PROPN
asir-40025	37	10	.	.	PROPN
asir-40025	37	11	,	,	PUNCT
asir-40025	37	12	2021	2021	NUM
asir-40025	37	13	)	)	PUNCT
asir-40025	37	14	uses	use	VERB
asir-40025	37	15	replacement	replacement	NOUN
asir-40025	37	16	units	unit	NOUN
asir-40025	37	17	to	to	PART
asir-40025	37	18	efficiently	efficiently	ADV
asir-40025	37	19	combine	combine	VERB
asir-40025	37	20	channel	channel	NOUN
asir-40025	37	21	and	and	CCONJ
asir-40025	37	22	spatial	spatial	ADJ
asir-40025	37	23	attention	attention	NOUN
asir-40025	37	24	,	,	PUNCT
asir-40025	37	25	to	to	PART
asir-40025	37	26	solve	solve	VERB
asir-40025	37	27	the	the	DET
asir-40025	37	28	problem	problem	NOUN
asir-40025	37	29	of	of	ADP
asir-40025	37	30	the	the	DET
asir-40025	37	31	high	high	ADJ
asir-40025	37	32	computational	computational	ADJ
asir-40025	37	33	complexity	complexity	NOUN
asir-40025	37	34	of	of	ADP
asir-40025	37	35	the	the	DET
asir-40025	37	36	combined	combined	ADJ
asir-40025	37	37	attention	attention	NOUN
asir-40025	37	38	.	.	PUNCT
asir-40025	38	1	the	the	DET
asir-40025	38	2	architecture	architecture	NOUN
asir-40025	38	3	of	of	ADP
asir-40025	38	4	sa	sa	PROPN
asir-40025	38	5	is	be	AUX
asir-40025	38	6	shown	show	VERB
asir-40025	38	7	in	in	ADP
asir-40025	38	8	figure	figure	NOUN
asir-40025	38	9	3	3	NUM
asir-40025	38	10	.	.	NOUN
asir-40025	38	11	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-40025	38	12	applied	apply	VERB
asir-40025	38	13	science	science	NOUN
asir-40025	38	14	and	and	CCONJ
asir-40025	38	15	innovative	innovative	ADJ
asir-40025	38	16	research	research	NOUN
asir-40025	38	17	vol	vol	NOUN
asir-40025	38	18	.	.	PROPN
asir-40025	39	1	8	8	NUM
asir-40025	39	2	,	,	PUNCT
asir-40025	39	3	no	no	INTJ
asir-40025	39	4	.	.	NOUN
asir-40025	39	5	2	2	NUM
asir-40025	39	6	,	,	PUNCT
asir-40025	39	7	2024	2024	NUM
asir-40025	39	8	97	97	NUM
asir-40025	39	9	published	publish	VERB
asir-40025	39	10	by	by	ADP
asir-40025	39	11	scholink	scholink	PROPN
asir-40025	39	12	inc	inc	PROPN
asir-40025	39	13	.	.	PROPN
asir-40025	39	14	figure	figure	NOUN
asir-40025	39	15	3	3	NUM
asir-40025	39	16	.	.	PUNCT
asir-40025	40	1	the	the	DET
asir-40025	40	2	architecture	architecture	NOUN
asir-40025	40	3	of	of	ADP
asir-40025	40	4	sa	sa	NOUN
asir-40025	40	5	firstly	firstly	ADV
asir-40025	40	6	,	,	PUNCT
asir-40025	40	7	the	the	DET
asir-40025	40	8	input	input	NOUN
asir-40025	40	9	feature	feature	VERB
asir-40025	40	10	𝑋	𝑋	PROPN
asir-40025	40	11	∈	∈	PROPN
asir-40025	40	12	𝑅(𝐶×𝐻×𝑊	𝑅(𝐶×𝐻×𝑊	X
asir-40025	40	13	)	)	PUNCT
asir-40025	40	14	divided	divide	VERB
asir-40025	40	15	into	into	ADP
asir-40025	40	16	g	g	NOUN
asir-40025	40	17	groups	group	NOUN
asir-40025	40	18	along	along	ADP
asir-40025	40	19	the	the	DET
asir-40025	40	20	channel	channel	NOUN
asir-40025	40	21	dimension	dimension	NOUN
asir-40025	40	22	,	,	PUNCT
asir-40025	40	23	represented	represent	VERB
asir-40025	40	24	as	as	ADP
asir-40025	40	25	𝑋	𝑋	PROPN
asir-40025	40	26	=	=	PUNCT
asir-40025	41	1	[	[	X
asir-40025	41	2	𝑋1	𝑋1	NOUN
asir-40025	41	3	,	,	PUNCT
asir-40025	41	4	𝑋2	𝑋2	VERB
asir-40025	41	5	,	,	PUNCT
asir-40025	41	6	…	…	PUNCT
asir-40025	41	7	,	,	PUNCT
asir-40025	41	8	𝑋𝐺	𝑋𝐺	PROPN
asir-40025	41	9	]	]	PUNCT
asir-40025	41	10	,	,	PUNCT
asir-40025	41	11	𝑋𝑘	𝑋𝑘	PROPN
asir-40025	41	12	∈	∈	PROPN
asir-40025	41	13	𝐶	𝐶	PROPN
asir-40025	41	14	𝐺⁄	𝐺⁄	PROPN
asir-40025	41	15	×	×	NOUN
asir-40025	41	16	𝐻	𝐻	NOUN
asir-40025	41	17	×𝑊	×𝑊	NOUN
asir-40025	41	18	(	(	PUNCT
asir-40025	41	19	1	1	NUM
asir-40025	41	20	)	)	PUNCT
asir-40025	41	21	each	each	DET
asir-40025	41	22	sub	sub	NOUN
asir-40025	41	23	feature	feature	NOUN
asir-40025	41	24	xk	xk	PROPN
asir-40025	41	25	captures	capture	VERB
asir-40025	41	26	a	a	DET
asir-40025	41	27	specific	specific	ADJ
asir-40025	41	28	semantic	semantic	ADJ
asir-40025	41	29	information	information	NOUN
asir-40025	41	30	.	.	PUNCT
asir-40025	42	1	next	next	ADV
asir-40025	42	2	,	,	PUNCT
asir-40025	42	3	xk	xk	PROPN
asir-40025	42	4	is	be	AUX
asir-40025	42	5	divided	divide	VERB
asir-40025	42	6	into	into	ADP
asir-40025	42	7	two	two	NUM
asir-40025	42	8	branches	branch	NOUN
asir-40025	42	9	along	along	ADP
asir-40025	42	10	the	the	DET
asir-40025	42	11	channel	channel	NOUN
asir-40025	42	12	dimension	dimension	NOUN
asir-40025	42	13	,	,	PUNCT
asir-40025	42	14	with	with	ADP
asir-40025	42	15	two	two	NUM
asir-40025	42	16	sub	sub	NOUN
asir-40025	42	17	features	feature	NOUN
asir-40025	42	18	represented	represent	VERB
asir-40025	42	19	as	as	ADP
asir-40025	42	20	𝑋𝑘1	𝑋𝑘1	ADJ
asir-40025	42	21	,	,	PUNCT
asir-40025	42	22	𝑋𝑘2	𝑋𝑘2	NOUN
asir-40025	42	23	∈	∈	PROPN
asir-40025	42	24	𝑅(𝐶	𝑅(𝐶	VERB
asir-40025	42	25	2⁄	2⁄	NUM
asir-40025	42	26	𝐺×𝐻×𝑊	𝐺×𝐻×𝑊	NUM
asir-40025	42	27	)	)	PUNCT
asir-40025	42	28	,	,	PUNCT
asir-40025	42	29	xk1	xk1	PROPN
asir-40025	42	30	branch	branch	NOUN
asir-40025	42	31	captures	capture	VERB
asir-40025	42	32	inter	inter	ADJ
asir-40025	42	33	channel	channel	NOUN
asir-40025	42	34	dependencies	dependency	NOUN
asir-40025	42	35	,	,	PUNCT
asir-40025	42	36	the	the	DET
asir-40025	42	37	xk2	xk2	NOUN
asir-40025	42	38	branch	branch	NOUN
asir-40025	42	39	captures	capture	VERB
asir-40025	42	40	spatial	spatial	ADJ
asir-40025	42	41	dependencies	dependency	NOUN
asir-40025	42	42	,	,	PUNCT
asir-40025	42	43	and	and	CCONJ
asir-40025	42	44	achieves	achieve	VERB
asir-40025	42	45	attention	attention	NOUN
asir-40025	42	46	to	to	ADP
asir-40025	42	47	semantic	semantic	ADJ
asir-40025	42	48	and	and	CCONJ
asir-40025	42	49	positional	positional	ADJ
asir-40025	42	50	information	information	NOUN
asir-40025	42	51	through	through	ADP
asir-40025	42	52	two	two	NUM
asir-40025	42	53	branches	branch	NOUN
asir-40025	42	54	.	.	PUNCT
asir-40025	43	1	subsequently	subsequently	ADV
asir-40025	43	2	,	,	PUNCT
asir-40025	43	3	the	the	DET
asir-40025	43	4	two	two	NUM
asir-40025	43	5	attentions	attention	NOUN
asir-40025	43	6	are	be	AUX
asir-40025	43	7	concatenated	concatenate	VERB
asir-40025	43	8	to	to	PART
asir-40025	43	9	obtain	obtain	VERB
asir-40025	43	10	features	feature	NOUN
asir-40025	43	11	with	with	ADP
asir-40025	43	12	the	the	DET
asir-40025	43	13	same	same	ADJ
asir-40025	43	14	input	input	NOUN
asir-40025	43	15	dimension	dimension	NOUN
asir-40025	43	16	.	.	PUNCT
asir-40025	44	1	the	the	DET
asir-40025	44	2	above	above	ADJ
asir-40025	44	3	operation	operation	NOUN
asir-40025	44	4	can	can	AUX
asir-40025	44	5	be	be	AUX
asir-40025	44	6	achieved	achieve	VERB
asir-40025	44	7	through	through	ADP
asir-40025	44	8	the	the	DET
asir-40025	44	9	following	follow	VERB
asir-40025	44	10	formula	formula	NOUN
asir-40025	44	11	:	:	PUNCT
asir-40025	44	12	𝑠	𝑠	PROPN
asir-40025	44	13	=	=	SYM
asir-40025	44	14	𝐹𝑔𝑝(𝑋𝑘1	𝐹𝑔𝑝(𝑋𝑘1	NUM
asir-40025	44	15	)	)	PUNCT
asir-40025	45	1	=	=	SYM
asir-40025	45	2	1	1	NUM
asir-40025	45	3	𝐻×𝐾	𝐻×𝐾	CCONJ
asir-40025	45	4	∑	∑	ADP
asir-40025	45	5	∑	∑	PUNCT
asir-40025	45	6	𝑋𝑘1(𝑖	𝑋𝑘1(𝑖	PROPN
asir-40025	45	7	,	,	PUNCT
asir-40025	45	8	𝑗	𝑗	NOUN
asir-40025	45	9	)	)	PUNCT
asir-40025	46	1	𝑊	𝑊	NOUN
asir-40025	46	2	𝑗=1	𝑗=1	NOUN
asir-40025	46	3	𝐻	𝐻	NOUN
asir-40025	46	4	𝑖=1	𝑖=1	PROPN
asir-40025	46	5	(	(	PUNCT
asir-40025	46	6	2	2	NUM
asir-40025	46	7	)	)	PUNCT
asir-40025	46	8	𝑋𝑘1	𝑋𝑘1	ADJ
asir-40025	46	9	′	′	NOUN
asir-40025	46	10	=	=	SYM
asir-40025	46	11	𝜎(𝐹𝑐(𝑠	𝜎(𝐹𝑐(𝑠	NUM
asir-40025	46	12	)	)	PUNCT
asir-40025	46	13	)	)	PUNCT
asir-40025	47	1	∙	∙	PROPN
asir-40025	47	2	𝑋𝑘1	𝑋𝑘1	ADJ
asir-40025	47	3	=	=	PUNCT
asir-40025	47	4	𝜎(𝑊1𝑠	𝜎(𝑊1𝑠	VERB
asir-40025	47	5	+	+	NOUN
asir-40025	47	6	𝑏1	𝑏1	ADJ
asir-40025	47	7	)	)	PUNCT
asir-40025	47	8	∙	∙	PROPN
asir-40025	47	9	𝑋𝑘1	𝑋𝑘1	VERB
asir-40025	47	10	(	(	PUNCT
asir-40025	47	11	3	3	X
asir-40025	47	12	)	)	PUNCT
asir-40025	47	13	𝑋𝑘2	𝑋𝑘2	NOUN
asir-40025	47	14	′	′	NOUN
asir-40025	48	1	=	=	PUNCT
asir-40025	48	2	𝜎(𝑊2	𝜎(𝑊2	ADJ
asir-40025	48	3	⋅	⋅	X
asir-40025	48	4	𝐺𝑁(𝑋𝑘2	𝐺𝑁(𝑋𝑘2	NUM
asir-40025	48	5	)	)	PUNCT
asir-40025	48	6	+	+	CCONJ
asir-40025	48	7	𝑏2	𝑏2	NOUN
asir-40025	48	8	)	)	PUNCT
asir-40025	48	9	⋅	⋅	PROPN
asir-40025	48	10	𝑋𝑘2	𝑋𝑘2	NOUN
asir-40025	48	11	(	(	PUNCT
asir-40025	48	12	4	4	X
asir-40025	48	13	)	)	PUNCT
asir-40025	49	1	𝑋𝑘	𝑋𝑘	NOUN
asir-40025	49	2	′	′	NOUN
asir-40025	49	3	=	=	PUNCT
asir-40025	50	1	[	[	X
asir-40025	50	2	𝑋𝑘1	𝑋𝑘1	ADJ
asir-40025	50	3	′	′	NOUN
asir-40025	50	4	,	,	PUNCT
asir-40025	50	5	𝑋𝑘2	𝑋𝑘2	NOUN
asir-40025	50	6	′	′	NUM
asir-40025	50	7	]	]	PUNCT
asir-40025	51	1	∈	∈	PROPN
asir-40025	51	2	𝑅𝐶	𝑅𝐶	PROPN
asir-40025	51	3	𝐺⁄	𝐺⁄	PROPN
asir-40025	51	4	×𝐻×𝑊	×𝐻×𝑊	X
asir-40025	51	5	(	(	PUNCT
asir-40025	51	6	5	5	NUM
asir-40025	51	7	)	)	PUNCT
asir-40025	51	8	where	where	SCONJ
asir-40025	51	9	,	,	PUNCT
asir-40025	51	10	σ	σ	PROPN
asir-40025	51	11	represents	represent	VERB
asir-40025	51	12	the	the	DET
asir-40025	51	13	activation	activation	NOUN
asir-40025	51	14	function	function	NOUN
asir-40025	51	15	,	,	PUNCT
asir-40025	51	16	gn	gn	PROPN
asir-40025	51	17	represents	represent	VERB
asir-40025	51	18	group	group	NOUN
asir-40025	51	19	normalization	normalization	NOUN
asir-40025	51	20	.	.	PUNCT
asir-40025	52	1	finally	finally	ADV
asir-40025	52	2	,	,	PUNCT
asir-40025	52	3	an	an	DET
asir-40025	52	4	attention	attention	NOUN
asir-40025	52	5	map	map	NOUN
asir-40025	52	6	with	with	ADP
asir-40025	52	7	the	the	DET
asir-40025	52	8	same	same	ADJ
asir-40025	52	9	dimension	dimension	NOUN
asir-40025	52	10	as	as	SCONJ
asir-40025	52	11	the	the	DET
asir-40025	52	12	input	input	NOUN
asir-40025	52	13	is	be	AUX
asir-40025	52	14	obtained	obtain	VERB
asir-40025	52	15	through	through	ADP
asir-40025	52	16	feature	feature	NOUN
asir-40025	52	17	aggregation	aggregation	NOUN
asir-40025	52	18	operation	operation	NOUN
asir-40025	52	19	.	.	PUNCT
asir-40025	53	1	the	the	DET
asir-40025	53	2	main	main	ADJ
asir-40025	53	3	task	task	NOUN
asir-40025	53	4	of	of	ADP
asir-40025	53	5	yolov8	yolov8	PROPN
asir-40025	53	6	's	's	PART
asir-40025	53	7	backbone	backbone	NOUN
asir-40025	53	8	network	network	NOUN
asir-40025	53	9	is	be	AUX
asir-40025	53	10	to	to	PART
asir-40025	53	11	extract	extract	VERB
asir-40025	53	12	features	feature	NOUN
asir-40025	53	13	.	.	PUNCT
asir-40025	54	1	therefore	therefore	ADV
asir-40025	54	2	,	,	PUNCT
asir-40025	54	3	we	we	PRON
asir-40025	54	4	add	add	VERB
asir-40025	54	5	sa	sa	NOUN
asir-40025	54	6	before	before	SCONJ
asir-40025	54	7	the	the	DET
asir-40025	54	8	spff	spff	PROPN
asir-40025	54	9	module	module	NOUN
asir-40025	54	10	of	of	ADP
asir-40025	54	11	the	the	DET
asir-40025	54	12	backbone	backbone	NOUN
asir-40025	54	13	network	network	NOUN
asir-40025	54	14	to	to	PART
asir-40025	54	15	enhance	enhance	VERB
asir-40025	54	16	the	the	DET
asir-40025	54	17	network	network	NOUN
asir-40025	54	18	's	's	PART
asir-40025	54	19	ability	ability	NOUN
asir-40025	54	20	to	to	PART
asir-40025	54	21	autonomously	autonomously	ADV
asir-40025	54	22	learn	learn	VERB
asir-40025	54	23	key	key	ADJ
asir-40025	54	24	features	feature	NOUN
asir-40025	54	25	and	and	CCONJ
asir-40025	54	26	discard	discard	VERB
asir-40025	54	27	other	other	ADJ
asir-40025	54	28	unimportant	unimportant	ADJ
asir-40025	54	29	features	feature	NOUN
asir-40025	54	30	.	.	PUNCT
asir-40025	55	1	2.3.2	2.3.2	NUM
asir-40025	55	2	optimizing	optimize	VERB
asir-40025	55	3	the	the	DET
asir-40025	55	4	bounding	bounding	NOUN
asir-40025	55	5	box	box	NOUN
asir-40025	55	6	loss	loss	NOUN
asir-40025	55	7	function	function	VERB
asir-40025	55	8	the	the	DET
asir-40025	55	9	bounding	bounding	NOUN
asir-40025	55	10	box	box	NOUN
asir-40025	55	11	loss	loss	NOUN
asir-40025	55	12	function	function	NOUN
asir-40025	55	13	,	,	PUNCT
asir-40025	55	14	as	as	ADP
asir-40025	55	15	an	an	DET
asir-40025	55	16	important	important	ADJ
asir-40025	55	17	component	component	NOUN
asir-40025	55	18	of	of	ADP
asir-40025	55	19	the	the	DET
asir-40025	55	20	object	object	NOUN
asir-40025	55	21	detection	detection	NOUN
asir-40025	55	22	loss	loss	NOUN
asir-40025	55	23	function	function	NOUN
asir-40025	55	24	,	,	PUNCT
asir-40025	55	25	is	be	AUX
asir-40025	55	26	crucial	crucial	ADJ
asir-40025	55	27	for	for	ADP
asir-40025	55	28	the	the	DET
asir-40025	55	29	detection	detection	NOUN
asir-40025	55	30	performance	performance	NOUN
asir-40025	55	31	of	of	ADP
asir-40025	55	32	the	the	DET
asir-40025	55	33	model	model	NOUN
asir-40025	55	34	.	.	PUNCT
asir-40025	56	1	yolov8	yolov8	PROPN
asir-40025	56	2	uses	use	VERB
asir-40025	56	3	ciou	ciou	NOUN
asir-40025	56	4	to	to	PART
asir-40025	56	5	calculate	calculate	VERB
asir-40025	56	6	the	the	DET
asir-40025	56	7	regression	regression	NOUN
asir-40025	56	8	loss	loss	NOUN
asir-40025	56	9	of	of	ADP
asir-40025	56	10	bounding	bounding	NOUN
asir-40025	56	11	boxes	box	NOUN
asir-40025	56	12	,	,	PUNCT
asir-40025	56	13	but	but	CCONJ
asir-40025	56	14	it	it	PRON
asir-40025	56	15	has	have	VERB
asir-40025	56	16	issues	issue	NOUN
asir-40025	56	17	such	such	ADJ
asir-40025	56	18	as	as	ADP
asir-40025	56	19	high	high	ADJ
asir-40025	56	20	parameter	parameter	NOUN
asir-40025	56	21	sensitivity	sensitivity	NOUN
asir-40025	56	22	,	,	PUNCT
asir-40025	56	23	computational	computational	ADJ
asir-40025	56	24	complexity	complexity	NOUN
asir-40025	56	25	,	,	PUNCT
asir-40025	56	26	and	and	CCONJ
asir-40025	56	27	slow	slow	ADJ
asir-40025	56	28	convergence	convergence	NOUN
asir-40025	56	29	speed	speed	NOUN
asir-40025	56	30	.	.	PUNCT
asir-40025	57	1	in	in	ADP
asir-40025	57	2	order	order	NOUN
asir-40025	57	3	to	to	PART
asir-40025	57	4	overcome	overcome	VERB
asir-40025	57	5	the	the	DET
asir-40025	57	6	above	above	ADJ
asir-40025	57	7	problems	problem	NOUN
asir-40025	57	8	,	,	PUNCT
asir-40025	57	9	this	this	DET
asir-40025	57	10	paper	paper	NOUN
asir-40025	57	11	replaces	replace	VERB
asir-40025	57	12	the	the	DET
asir-40025	57	13	ciou	ciou	NOUN
asir-40025	57	14	in	in	ADP
asir-40025	57	15	the	the	DET
asir-40025	57	16	baseline	baseline	NOUN
asir-40025	57	17	model	model	NOUN
asir-40025	57	18	with	with	ADP
asir-40025	57	19	wiou	wiou	NOUN
asir-40025	57	20	(	(	PUNCT
asir-40025	57	21	tong	tong	PROPN
asir-40025	57	22	et	et	PROPN
asir-40025	57	23	al	al	PROPN
asir-40025	57	24	.	.	PROPN
asir-40025	57	25	,	,	PUNCT
asir-40025	57	26	2023	2023	NUM
asir-40025	57	27	)	)	PUNCT
asir-40025	57	28	based	base	VERB
asir-40025	57	29	on	on	ADP
asir-40025	57	30	dynamic	dynamic	ADJ
asir-40025	57	31	non	non	ADJ
asir-40025	57	32	monotonic	monotonic	ADJ
asir-40025	57	33	focusing	focus	VERB
asir-40025	57	34	mechanism	mechanism	NOUN
asir-40025	57	35	to	to	PART
asir-40025	57	36	improve	improve	VERB
asir-40025	57	37	the	the	DET
asir-40025	57	38	prediction	prediction	NOUN
asir-40025	57	39	speed	speed	NOUN
asir-40025	57	40	and	and	CCONJ
asir-40025	57	41	accuracy	accuracy	NOUN
asir-40025	57	42	of	of	ADP
asir-40025	57	43	the	the	DET
asir-40025	57	44	model	model	NOUN
asir-40025	57	45	.	.	PUNCT
asir-40025	58	1	the	the	DET
asir-40025	58	2	calculation	calculation	NOUN
asir-40025	58	3	process	process	NOUN
asir-40025	58	4	is	be	AUX
asir-40025	58	5	shown	show	VERB
asir-40025	58	6	in	in	ADP
asir-40025	58	7	equation	equation	NOUN
asir-40025	58	8	(	(	PUNCT
asir-40025	58	9	6	6	NUM
asir-40025	58	10	):	):	PUNCT
asir-40025	58	11	𝐿𝑊𝐼𝑜𝑈	𝐿𝑊𝐼𝑜𝑈	NOUN
asir-40025	59	1	=	=	SYM
asir-40025	59	2	𝑟𝑅𝑊𝐼𝑜𝑈𝐿𝐼𝑜𝑢	𝑟𝑅𝑊𝐼𝑜𝑈𝐿𝐼𝑜𝑢	NOUN
asir-40025	59	3	,	,	PUNCT
asir-40025	59	4	𝐿𝐼𝑜𝑢	𝐿𝐼𝑜𝑢	PROPN
asir-40025	59	5	∈	∈	PROPN
asir-40025	60	1	[	[	X
asir-40025	60	2	0,1	0,1	NUM
asir-40025	60	3	]	]	PUNCT
asir-40025	60	4	,	,	PUNCT
asir-40025	61	1	𝑅𝑊𝐼𝑜𝑈	𝑅𝑊𝐼𝑜𝑈	SYM
asir-40025	61	2	∈	∈	NOUN
asir-40025	62	1	[	[	X
asir-40025	62	2	1	1	NUM
asir-40025	62	3	,	,	PUNCT
asir-40025	62	4	𝑒	𝑒	X
asir-40025	62	5	]	]	X
asir-40025	62	6	(	(	PUNCT
asir-40025	62	7	6	6	NUM
asir-40025	62	8	)	)	PUNCT
asir-40025	62	9	where	where	SCONJ
asir-40025	62	10	,	,	PUNCT
asir-40025	62	11	liou	liou	NOUN
asir-40025	62	12	represents	represent	VERB
asir-40025	62	13	iou	iou	NOUN
asir-40025	62	14	loss	loss	NOUN
asir-40025	62	15	,	,	PUNCT
asir-40025	62	16	which	which	PRON
asir-40025	62	17	will	will	AUX
asir-40025	62	18	weaken	weaken	VERB
asir-40025	62	19	the	the	DET
asir-40025	62	20	penalty	penalty	NOUN
asir-40025	62	21	term	term	NOUN
asir-40025	62	22	of	of	ADP
asir-40025	62	23	high	high	ADJ
asir-40025	62	24	-	-	PUNCT
asir-40025	62	25	quality	quality	NOUN
asir-40025	62	26	anchor	anchor	NOUN
asir-40025	62	27	boxes	box	NOUN
asir-40025	62	28	and	and	CCONJ
asir-40025	62	29	strengthen	strengthen	VERB
asir-40025	62	30	its	its	PRON
asir-40025	62	31	focus	focus	NOUN
asir-40025	62	32	on	on	ADP
asir-40025	62	33	the	the	DET
asir-40025	62	34	centroid	centroid	NOUN
asir-40025	62	35	distance	distance	NOUN
asir-40025	62	36	when	when	SCONJ
asir-40025	62	37	the	the	DET
asir-40025	62	38	overlap	overlap	NOUN
asir-40025	62	39	between	between	ADP
asir-40025	62	40	the	the	DET
asir-40025	62	41	anchor	anchor	NOUN
asir-40025	62	42	box	box	NOUN
asir-40025	62	43	and	and	CCONJ
asir-40025	62	44	the	the	DET
asir-40025	62	45	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-40025	62	46	applied	apply	VERB
asir-40025	62	47	science	science	NOUN
asir-40025	62	48	and	and	CCONJ
asir-40025	62	49	innovative	innovative	ADJ
asir-40025	62	50	research	research	NOUN
asir-40025	62	51	vol	vol	NOUN
asir-40025	62	52	.	.	PROPN
asir-40025	62	53	8	8	NUM
asir-40025	62	54	,	,	PUNCT
asir-40025	62	55	no	no	INTJ
asir-40025	62	56	.	.	NOUN
asir-40025	62	57	2	2	NUM
asir-40025	62	58	,	,	PUNCT
asir-40025	62	59	2024	2024	NUM
asir-40025	62	60	98	98	NUM
asir-40025	62	61	published	publish	VERB
asir-40025	62	62	by	by	ADP
asir-40025	62	63	scholink	scholink	PROPN
asir-40025	62	64	inc	inc	PROPN
asir-40025	62	65	.	.	PROPN
asir-40025	62	66	predicted	predict	VERB
asir-40025	62	67	box	box	PROPN
asir-40025	62	68	is	be	AUX
asir-40025	62	69	high	high	ADJ
asir-40025	62	70	;	;	PUNCT
asir-40025	62	71	rwiou	rwiou	NOUN
asir-40025	62	72	represents	represent	VERB
asir-40025	62	73	the	the	DET
asir-40025	62	74	penalty	penalty	NOUN
asir-40025	62	75	term	term	NOUN
asir-40025	62	76	of	of	ADP
asir-40025	62	77	wiou	wiou	NOUN
asir-40025	62	78	,	,	PUNCT
asir-40025	62	79	used	use	VERB
asir-40025	62	80	to	to	PART
asir-40025	62	81	strengthen	strengthen	VERB
asir-40025	62	82	the	the	DET
asir-40025	62	83	loss	loss	NOUN
asir-40025	62	84	of	of	ADP
asir-40025	62	85	ordinary	ordinary	ADJ
asir-40025	62	86	quality	quality	NOUN
asir-40025	62	87	anchor	anchor	NOUN
asir-40025	62	88	boxes	box	NOUN
asir-40025	62	89	;	;	PUNCT
asir-40025	62	90	the	the	DET
asir-40025	62	91	superscript	superscript	PROPN
asir-40025	62	92	*	*	PUNCT
asir-40025	62	93	represents	represents	AUX
asir-40025	62	94	not	not	PART
asir-40025	62	95	participating	participate	VERB
asir-40025	62	96	in	in	ADP
asir-40025	62	97	backpropagation	backpropagation	NOUN
asir-40025	62	98	,	,	PUNCT
asir-40025	62	99	effectively	effectively	ADV
asir-40025	62	100	preventing	prevent	VERB
asir-40025	62	101	the	the	DET
asir-40025	62	102	network	network	NOUN
asir-40025	62	103	from	from	ADP
asir-40025	62	104	generating	generate	VERB
asir-40025	62	105	gradients	gradient	NOUN
asir-40025	62	106	that	that	PRON
asir-40025	62	107	can	can	AUX
asir-40025	62	108	not	not	PART
asir-40025	62	109	converge	converge	VERB
asir-40025	62	110	;	;	PUNCT
asir-40025	62	111	r	r	NOUN
asir-40025	62	112	dynamically	dynamically	ADV
asir-40025	62	113	allocate	allocate	VERB
asir-40025	62	114	the	the	DET
asir-40025	62	115	gradient	gradient	ADJ
asir-40025	62	116	gain	gain	NOUN
asir-40025	62	117	of	of	ADP
asir-40025	62	118	bounding	bound	VERB
asir-40025	62	119	boxes	box	NOUN
asir-40025	62	120	and	and	CCONJ
asir-40025	62	121	reduce	reduce	VERB
asir-40025	62	122	harmful	harmful	ADJ
asir-40025	62	123	gradients	gradient	NOUN
asir-40025	62	124	generated	generate	VERB
asir-40025	62	125	by	by	ADP
asir-40025	62	126	low	low	ADJ
asir-40025	62	127	-	-	PUNCT
asir-40025	62	128	quality	quality	NOUN
asir-40025	62	129	anchor	anchor	NOUN
asir-40025	62	130	boxes	box	NOUN
asir-40025	62	131	in	in	ADP
asir-40025	62	132	the	the	DET
asir-40025	62	133	later	later	ADJ
asir-40025	62	134	stages	stage	NOUN
asir-40025	62	135	of	of	ADP
asir-40025	62	136	training	training	NOUN
asir-40025	62	137	,	,	PUNCT
asir-40025	62	138	focusing	focus	VERB
asir-40025	62	139	on	on	ADP
asir-40025	62	140	ordinary	ordinary	ADJ
asir-40025	62	141	quality	quality	NOUN
asir-40025	62	142	anchor	anchor	NOUN
asir-40025	62	143	boxes	box	NOUN
asir-40025	62	144	to	to	PART
asir-40025	62	145	improve	improve	VERB
asir-40025	62	146	the	the	DET
asir-40025	62	147	model	model	NOUN
asir-40025	62	148	's	's	PART
asir-40025	62	149	localization	localization	NOUN
asir-40025	62	150	ability	ability	NOUN
asir-40025	62	151	.	.	PUNCT
asir-40025	63	1	rwiou	rwiou	NOUN
asir-40025	63	2	and	and	CCONJ
asir-40025	63	3	r	r	NOUN
asir-40025	63	4	are	be	AUX
asir-40025	63	5	defined	define	VERB
asir-40025	63	6	as	as	SCONJ
asir-40025	63	7	shown	show	VERB
asir-40025	63	8	in	in	ADP
asir-40025	63	9	equations	equation	NOUN
asir-40025	63	10	(	(	PUNCT
asir-40025	63	11	7)-(8	7)-(8	NOUN
asir-40025	63	12	)	)	PUNCT
asir-40025	63	13	.	.	PUNCT
asir-40025	64	1	𝑅𝑊𝐼𝑜𝑈	𝑅𝑊𝐼𝑜𝑈	X
asir-40025	65	1	=	=	PUNCT
asir-40025	65	2	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
asir-40025	65	3	(	(	PUNCT
asir-40025	65	4	(	(	PUNCT
asir-40025	65	5	𝑥−𝑥𝑔	𝑥−𝑥𝑔	X
asir-40025	65	6	)	)	PUNCT
asir-40025	65	7	2	2	NUM
asir-40025	65	8	+	+	NOUN
asir-40025	65	9	(	(	PUNCT
asir-40025	65	10	𝑦−𝑦𝑔	𝑦−𝑦𝑔	NOUN
asir-40025	65	11	)	)	PUNCT
asir-40025	65	12	2	2	NUM
asir-40025	65	13	(	(	PUNCT
asir-40025	65	14	𝑊𝑔	𝑊𝑔	PROPN
asir-40025	65	15	2+𝐻𝑔	2+𝐻𝑔	NUM
asir-40025	65	16	2	2	NUM
asir-40025	65	17	)	)	PUNCT
asir-40025	65	18	∗	∗	NOUN
asir-40025	65	19	)	)	PUNCT
asir-40025	65	20	(	(	PUNCT
asir-40025	65	21	7	7	X
asir-40025	65	22	)	)	PUNCT
asir-40025	65	23	𝑟	𝑟	NOUN
asir-40025	65	24	=	=	SYM
asir-40025	65	25	𝛽	𝛽	NOUN
asir-40025	65	26	𝛿𝛼𝛽−𝛿	𝛿𝛼𝛽−𝛿	X
asir-40025	65	27	(	(	PUNCT
asir-40025	65	28	8)	8)	NUM
asir-40025	65	29	where	where	SCONJ
asir-40025	65	30	the	the	DET
asir-40025	65	31	parameters	parameter	NOUN
asir-40025	65	32	(	(	PUNCT
asir-40025	65	33	x	x	X
asir-40025	65	34	,	,	PUNCT
asir-40025	65	35	y	y	PROPN
asir-40025	65	36	）	）	PROPN
asir-40025	65	37	,	,	PUNCT
asir-40025	65	38	(	(	PUNCT
asir-40025	65	39	xg	xg	PROPN
asir-40025	65	40	,	,	PUNCT
asir-40025	65	41	yg	yg	PROPN
asir-40025	65	42	）	）	PROPN
asir-40025	65	43	,	,	PUNCT
asir-40025	65	44	(	(	PUNCT
asir-40025	65	45	wg	wg	PROPN
asir-40025	65	46	,	,	PUNCT
asir-40025	65	47	hg	hg	NOUN
asir-40025	65	48	)	)	PUNCT
asir-40025	65	49	represents	represent	VERB
asir-40025	65	50	the	the	DET
asir-40025	65	51	center	center	ADJ
asir-40025	65	52	position	position	NOUN
asir-40025	65	53	of	of	ADP
asir-40025	65	54	the	the	DET
asir-40025	65	55	predicted	predict	VERB
asir-40025	65	56	box	box	NOUN
asir-40025	65	57	,	,	PUNCT
asir-40025	65	58	the	the	DET
asir-40025	65	59	center	center	ADJ
asir-40025	65	60	position	position	NOUN
asir-40025	65	61	of	of	ADP
asir-40025	65	62	the	the	DET
asir-40025	65	63	ground	ground	NOUN
asir-40025	65	64	-	-	PUNCT
asir-40025	65	65	truth	truth	NOUN
asir-40025	65	66	box	box	NOUN
asir-40025	65	67	,	,	PUNCT
asir-40025	65	68	and	and	CCONJ
asir-40025	65	69	the	the	DET
asir-40025	65	70	width	width	NOUN
asir-40025	65	71	and	and	CCONJ
asir-40025	65	72	height	height	NOUN
asir-40025	65	73	of	of	ADP
asir-40025	65	74	the	the	DET
asir-40025	65	75	minimum	minimum	ADJ
asir-40025	65	76	rectangle	rectangle	NOUN
asir-40025	65	77	containing	contain	VERB
asir-40025	65	78	the	the	DET
asir-40025	65	79	predicted	predict	VERB
asir-40025	65	80	box	box	NOUN
asir-40025	65	81	and	and	CCONJ
asir-40025	65	82	the	the	DET
asir-40025	65	83	ground	ground	NOUN
asir-40025	65	84	-	-	PUNCT
asir-40025	65	85	truth	truth	NOUN
asir-40025	65	86	box	box	NOUN
asir-40025	65	87	,	,	PUNCT
asir-40025	65	88	respectively	respectively	ADV
asir-40025	65	89	.	.	PUNCT
asir-40025	66	1	β	β	X
asir-40025	66	2	is	be	AUX
asir-40025	66	3	the	the	DET
asir-40025	66	4	outlier	outlier	NOUN
asir-40025	66	5	with	with	ADP
asir-40025	66	6	a	a	DET
asir-40025	66	7	small	small	ADJ
asir-40025	66	8	gradient	gradient	NOUN
asir-40025	66	9	gain	gain	NOUN
asir-40025	66	10	,	,	PUNCT
asir-40025	66	11	which	which	PRON
asir-40025	66	12	can	can	AUX
asir-40025	66	13	reduce	reduce	VERB
asir-40025	66	14	the	the	DET
asir-40025	66	15	impact	impact	NOUN
asir-40025	66	16	on	on	ADP
asir-40025	66	17	bounding	bound	VERB
asir-40025	66	18	box	box	NOUN
asir-40025	66	19	regression	regression	NOUN
asir-40025	66	20	.	.	PUNCT
asir-40025	67	1	α	α	X
asir-40025	67	2	,	,	PUNCT
asir-40025	67	3	δ	δ	PROPN
asir-40025	67	4	denote	denote	VERB
asir-40025	67	5	hyperparameters	hyperparameter	NOUN
asir-40025	67	6	.	.	PUNCT
asir-40025	68	1	3	3	X
asir-40025	68	2	.	.	X
asir-40025	68	3	experiment	experiment	NOUN
asir-40025	68	4	3.1	3.1	NUM
asir-40025	68	5	experimental	experimental	ADJ
asir-40025	68	6	environment	environment	NOUN
asir-40025	68	7	and	and	CCONJ
asir-40025	68	8	datasets	dataset	NOUN
asir-40025	68	9	this	this	DET
asir-40025	68	10	experiment	experiment	NOUN
asir-40025	68	11	was	be	AUX
asir-40025	68	12	conducted	conduct	VERB
asir-40025	68	13	under	under	ADP
asir-40025	68	14	the	the	DET
asir-40025	68	15	64	64	NUM
asir-40025	68	16	-	-	PUNCT
asir-40025	68	17	bit	bit	NOUN
asir-40025	68	18	operating	operate	VERB
asir-40025	68	19	system	system	NOUN
asir-40025	68	20	ubuntu	ubuntu	NOUN
asir-40025	68	21	23.10	23.10	NUM
asir-40025	68	22	,	,	PUNCT
asir-40025	68	23	the	the	DET
asir-40025	68	24	gpu	gpu	NOUN
asir-40025	68	25	was	be	AUX
asir-40025	68	26	nvidia	nvidia	PROPN
asir-40025	68	27	rtx	rtx	PROPN
asir-40025	68	28	3060	3060	NUM
asir-40025	68	29	with	with	ADP
asir-40025	68	30	12	12	NUM
asir-40025	68	31	gb	gb	NOUN
asir-40025	68	32	of	of	ADP
asir-40025	68	33	video	video	NOUN
asir-40025	68	34	memory	memory	NOUN
asir-40025	68	35	,	,	PUNCT
asir-40025	68	36	the	the	DET
asir-40025	68	37	host	host	NOUN
asir-40025	68	38	memory	memory	NOUN
asir-40025	68	39	was	be	AUX
asir-40025	68	40	16	16	NUM
asir-40025	68	41	gb	gb	NOUN
asir-40025	68	42	,	,	PUNCT
asir-40025	68	43	the	the	DET
asir-40025	68	44	programming	programming	NOUN
asir-40025	68	45	language	language	NOUN
asir-40025	68	46	was	be	AUX
asir-40025	68	47	python	python	NOUN
asir-40025	68	48	3.11.6	3.11.6	NUM
asir-40025	68	49	,	,	PUNCT
asir-40025	68	50	the	the	DET
asir-40025	68	51	gpu	gpu	NOUN
asir-40025	68	52	was	be	AUX
asir-40025	68	53	accelerated	accelerate	VERB
asir-40025	68	54	using	use	VERB
asir-40025	68	55	cuda	cuda	PROPN
asir-40025	68	56	v12.2	v12.2	PROPN
asir-40025	68	57	,	,	PUNCT
asir-40025	68	58	and	and	CCONJ
asir-40025	68	59	the	the	DET
asir-40025	68	60	training	training	NOUN
asir-40025	68	61	was	be	AUX
asir-40025	68	62	based	base	VERB
asir-40025	68	63	on	on	ADP
asir-40025	68	64	the	the	DET
asir-40025	68	65	deep	deep	ADJ
asir-40025	68	66	learning	learning	NOUN
asir-40025	68	67	framework	framework	NOUN
asir-40025	68	68	pytorch	pytorch	NOUN
asir-40025	68	69	2.1.0	2.1.0	NUM
asir-40025	68	70	.	.	PUNCT
asir-40025	69	1	the	the	DET
asir-40025	69	2	sgd	sgd	PROPN
asir-40025	69	3	optimizer	optimizer	NOUN
asir-40025	69	4	was	be	AUX
asir-40025	69	5	used	use	VERB
asir-40025	69	6	,	,	PUNCT
asir-40025	69	7	the	the	DET
asir-40025	69	8	initial	initial	ADJ
asir-40025	69	9	learning	learning	NOUN
asir-40025	69	10	rate	rate	NOUN
asir-40025	69	11	was	be	AUX
asir-40025	69	12	set	set	VERB
asir-40025	69	13	to	to	ADP
asir-40025	69	14	0.01	0.01	NUM
asir-40025	69	15	,	,	PUNCT
asir-40025	69	16	the	the	DET
asir-40025	69	17	batch	batch	NOUN
asir-40025	69	18	size	size	NOUN
asir-40025	69	19	was	be	AUX
asir-40025	69	20	32	32	NUM
asir-40025	69	21	,	,	PUNCT
asir-40025	69	22	and	and	CCONJ
asir-40025	69	23	the	the	DET
asir-40025	69	24	input	input	NOUN
asir-40025	69	25	image	image	NOUN
asir-40025	69	26	size	size	NOUN
asir-40025	69	27	was	be	AUX
asir-40025	69	28	640×640	640×640	NUM
asir-40025	69	29	.	.	PROPN
asir-40025	69	30	3.2	3.2	NUM
asir-40025	69	31	metrics	metric	NOUN
asir-40025	69	32	this	this	DET
asir-40025	69	33	experiment	experiment	NOUN
asir-40025	69	34	uses	use	VERB
asir-40025	69	35	precision	precision	NOUN
asir-40025	69	36	,	,	PUNCT
asir-40025	69	37	recall	recall	NOUN
asir-40025	69	38	,	,	PUNCT
asir-40025	69	39	and	and	CCONJ
asir-40025	69	40	mean	mean	VERB
asir-40025	69	41	average	average	ADJ
asir-40025	69	42	precision	precision	NOUN
asir-40025	69	43	(	(	PUNCT
asir-40025	69	44	map	map	NOUN
asir-40025	69	45	)	)	PUNCT
asir-40025	69	46	to	to	PART
asir-40025	69	47	evaluate	evaluate	VERB
asir-40025	69	48	the	the	DET
asir-40025	69	49	model	model	NOUN
asir-40025	69	50	.	.	PUNCT
asir-40025	70	1	the	the	DET
asir-40025	70	2	map50	map50	PROPN
asir-40025	70	3	is	be	AUX
asir-40025	70	4	the	the	DET
asir-40025	70	5	average	average	NOUN
asir-40025	70	6	of	of	ADP
asir-40025	70	7	the	the	DET
asir-40025	70	8	precision	precision	NOUN
asir-40025	70	9	of	of	ADP
asir-40025	70	10	all	all	DET
asir-40025	70	11	the	the	DET
asir-40025	70	12	samples	sample	NOUN
asir-40025	70	13	with	with	ADP
asir-40025	70	14	threshold	threshold	NOUN
asir-40025	70	15	0.5	0.5	NUM
asir-40025	70	16	,	,	PUNCT
asir-40025	70	17	which	which	PRON
asir-40025	70	18	reflects	reflect	VERB
asir-40025	70	19	the	the	DET
asir-40025	70	20	trend	trend	NOUN
asir-40025	70	21	of	of	ADP
asir-40025	70	22	the	the	DET
asir-40025	70	23	model	model	NOUN
asir-40025	70	24	's	's	PART
asir-40025	70	25	precision	precision	NOUN
asir-40025	70	26	with	with	ADP
asir-40025	70	27	the	the	DET
asir-40025	70	28	recall	recall	NOUN
asir-40025	70	29	rate	rate	NOUN
asir-40025	70	30	,	,	PUNCT
asir-40025	70	31	and	and	CCONJ
asir-40025	70	32	the	the	PRON
asir-40025	70	33	higher	high	ADJ
asir-40025	70	34	the	the	DET
asir-40025	70	35	value	value	NOUN
asir-40025	70	36	means	mean	VERB
asir-40025	70	37	that	that	SCONJ
asir-40025	70	38	the	the	DET
asir-40025	70	39	model	model	NOUN
asir-40025	70	40	is	be	AUX
asir-40025	70	41	more	more	ADV
asir-40025	70	42	likely	likely	ADJ
asir-40025	70	43	to	to	PART
asir-40025	70	44	maintain	maintain	VERB
asir-40025	70	45	a	a	DET
asir-40025	70	46	high	high	ADJ
asir-40025	70	47	precision	precision	NOUN
asir-40025	70	48	with	with	ADP
asir-40025	70	49	a	a	DET
asir-40025	70	50	high	high	ADJ
asir-40025	70	51	recall	recall	NOUN
asir-40025	70	52	rate	rate	NOUN
asir-40025	70	53	.	.	PUNCT
asir-40025	71	1	the	the	DET
asir-40025	71	2	map50	map50	PROPN
asir-40025	71	3	-	-	PUNCT
asir-40025	71	4	95	95	NUM
asir-40025	71	5	represents	represent	VERB
asir-40025	71	6	the	the	DET
asir-40025	71	7	average	average	ADJ
asir-40025	71	8	precision	precision	NOUN
asir-40025	71	9	at	at	ADP
asir-40025	71	10	different	different	ADJ
asir-40025	71	11	iou	iou	NOUN
asir-40025	71	12	thresholds	threshold	NOUN
asir-40025	71	13	(	(	PUNCT
asir-40025	71	14	from	from	ADP
asir-40025	71	15	0.5	0.5	NUM
asir-40025	71	16	to	to	PART
asir-40025	71	17	0.95	0.95	NUM
asir-40025	71	18	in	in	ADP
asir-40025	71	19	0.05	0.05	NUM
asir-40025	71	20	steps	step	NOUN
asir-40025	71	21	)	)	PUNCT
asir-40025	71	22	.	.	PUNCT
asir-40025	72	1	3.3	3.3	NUM
asir-40025	72	2	experimental	experimental	ADJ
asir-40025	72	3	results	result	NOUN
asir-40025	72	4	and	and	CCONJ
asir-40025	72	5	analysis	analysis	NOUN
asir-40025	72	6	figure	figure	NOUN
asir-40025	72	7	4	4	NUM
asir-40025	72	8	shows	show	VERB
asir-40025	72	9	the	the	DET
asir-40025	72	10	loss	loss	NOUN
asir-40025	72	11	curve	curve	NOUN
asir-40025	72	12	and	and	CCONJ
asir-40025	72	13	validation	validation	NOUN
asir-40025	72	14	performance	performance	NOUN
asir-40025	72	15	of	of	ADP
asir-40025	72	16	the	the	DET
asir-40025	72	17	model	model	NOUN
asir-40025	72	18	during	during	ADP
asir-40025	72	19	training	training	NOUN
asir-40025	72	20	and	and	CCONJ
asir-40025	72	21	validation	validation	NOUN
asir-40025	72	22	.	.	PUNCT
asir-40025	73	1	from	from	ADP
asir-40025	73	2	the	the	DET
asir-40025	73	3	graph	graph	NOUN
asir-40025	73	4	,	,	PUNCT
asir-40025	73	5	it	it	PRON
asir-40025	73	6	can	can	AUX
asir-40025	73	7	be	be	AUX
asir-40025	73	8	seen	see	VERB
asir-40025	73	9	that	that	SCONJ
asir-40025	73	10	as	as	ADP
asir-40025	73	11	the	the	DET
asir-40025	73	12	number	number	NOUN
asir-40025	73	13	of	of	ADP
asir-40025	73	14	training	training	NOUN
asir-40025	73	15	iterations	iteration	NOUN
asir-40025	73	16	increases	increase	NOUN
asir-40025	73	17	,	,	PUNCT
asir-40025	73	18	the	the	DET
asir-40025	73	19	training	training	NOUN
asir-40025	73	20	and	and	CCONJ
asir-40025	73	21	validation	validation	NOUN
asir-40025	73	22	losses	loss	NOUN
asir-40025	73	23	of	of	ADP
asir-40025	73	24	the	the	DET
asir-40025	73	25	model	model	NOUN
asir-40025	73	26	gradually	gradually	ADV
asir-40025	73	27	decrease	decrease	VERB
asir-40025	73	28	,	,	PUNCT
asir-40025	73	29	indicating	indicate	VERB
asir-40025	73	30	that	that	SCONJ
asir-40025	73	31	the	the	DET
asir-40025	73	32	model	model	NOUN
asir-40025	73	33	continuously	continuously	ADV
asir-40025	73	34	learns	learn	VERB
asir-40025	73	35	more	more	ADV
asir-40025	73	36	accurate	accurate	ADJ
asir-40025	73	37	features	feature	NOUN
asir-40025	73	38	.	.	PUNCT
asir-40025	74	1	from	from	ADP
asir-40025	74	2	the	the	DET
asir-40025	74	3	perspective	perspective	NOUN
asir-40025	74	4	of	of	ADP
asir-40025	74	5	validation	validation	NOUN
asir-40025	74	6	effectiveness	effectiveness	NOUN
asir-40025	74	7	,	,	PUNCT
asir-40025	74	8	the	the	DET
asir-40025	74	9	model	model	NOUN
asir-40025	74	10	performs	perform	VERB
asir-40025	74	11	well	well	ADV
asir-40025	74	12	in	in	ADP
asir-40025	74	13	terms	term	NOUN
asir-40025	74	14	of	of	ADP
asir-40025	74	15	precision	precision	NOUN
asir-40025	74	16	rate	rate	NOUN
asir-40025	74	17	,	,	PUNCT
asir-40025	74	18	recall	recall	NOUN
asir-40025	74	19	rate	rate	NOUN
asir-40025	74	20	,	,	PUNCT
asir-40025	74	21	map50	map50	PROPN
asir-40025	74	22	and	and	CCONJ
asir-40025	74	23	map50	map50	PROPN
asir-40025	74	24	-	-	PUNCT
asir-40025	74	25	95	95	PROPN
asir-40025	74	26	.	.	PUNCT
asir-40025	75	1	figure	figure	NOUN
asir-40025	75	2	5	5	NUM
asir-40025	75	3	shows	show	VERB
asir-40025	75	4	the	the	DET
asir-40025	75	5	prediction	prediction	NOUN
asir-40025	75	6	results	result	NOUN
asir-40025	75	7	of	of	ADP
asir-40025	75	8	the	the	DET
asir-40025	75	9	model	model	NOUN
asir-40025	75	10	on	on	ADP
asir-40025	75	11	the	the	DET
asir-40025	75	12	test	test	NOUN
asir-40025	75	13	set	set	NOUN
asir-40025	75	14	.	.	PUNCT
asir-40025	76	1	it	it	PRON
asir-40025	76	2	can	can	AUX
asir-40025	76	3	be	be	AUX
asir-40025	76	4	seen	see	VERB
asir-40025	76	5	from	from	ADP
asir-40025	76	6	the	the	DET
asir-40025	76	7	figure	figure	NOUN
asir-40025	76	8	that	that	SCONJ
asir-40025	76	9	the	the	DET
asir-40025	76	10	model	model	NOUN
asir-40025	76	11	correctly	correctly	ADV
asir-40025	76	12	predicted	predict	VERB
asir-40025	76	13	the	the	DET
asir-40025	76	14	classroom	classroom	NOUN
asir-40025	76	15	behavior	behavior	NOUN
asir-40025	76	16	of	of	ADP
asir-40025	76	17	students	student	NOUN
asir-40025	76	18	with	with	ADP
asir-40025	76	19	high	high	ADJ
asir-40025	76	20	confidence	confidence	NOUN
asir-40025	76	21	.	.	PUNCT
asir-40025	77	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-40025	77	2	applied	apply	VERB
asir-40025	77	3	science	science	NOUN
asir-40025	77	4	and	and	CCONJ
asir-40025	77	5	innovative	innovative	ADJ
asir-40025	77	6	research	research	NOUN
asir-40025	77	7	vol	vol	NOUN
asir-40025	77	8	.	.	PROPN
asir-40025	78	1	8	8	NUM
asir-40025	78	2	,	,	PUNCT
asir-40025	78	3	no	no	INTJ
asir-40025	78	4	.	.	NOUN
asir-40025	78	5	2	2	NUM
asir-40025	78	6	,	,	PUNCT
asir-40025	78	7	2024	2024	NUM
asir-40025	78	8	99	99	NUM
asir-40025	78	9	published	publish	VERB
asir-40025	78	10	by	by	ADP
asir-40025	78	11	scholink	scholink	PROPN
asir-40025	78	12	inc	inc	PROPN
asir-40025	78	13	.	.	PROPN
asir-40025	78	14	figure	figure	NOUN
asir-40025	78	15	4	4	NUM
asir-40025	78	16	.	.	PUNCT
asir-40025	78	17	loss	loss	NOUN
asir-40025	78	18	,	,	PUNCT
asir-40025	78	19	accuracy	accuracy	NOUN
asir-40025	78	20	,	,	PUNCT
asir-40025	78	21	and	and	CCONJ
asir-40025	78	22	recall	recall	NOUN
asir-40025	78	23	of	of	ADP
asir-40025	78	24	the	the	DET
asir-40025	78	25	model	model	NOUN
asir-40025	78	26	in	in	ADP
asir-40025	78	27	the	the	DET
asir-40025	78	28	training	training	NOUN
asir-40025	78	29	and	and	CCONJ
asir-40025	78	30	validation	validation	NOUN
asir-40025	78	31	sets	set	NOUN
asir-40025	78	32	figure	figure	VERB
asir-40025	78	33	5	5	NUM
asir-40025	78	34	.	.	PUNCT
asir-40025	78	35	prediction	prediction	NOUN
asir-40025	78	36	results	result	NOUN
asir-40025	78	37	of	of	ADP
asir-40025	78	38	the	the	DET
asir-40025	78	39	model	model	NOUN
asir-40025	78	40	on	on	ADP
asir-40025	78	41	the	the	DET
asir-40025	78	42	test	test	NOUN
asir-40025	78	43	set	set	VERB
asir-40025	78	44	3.4	3.4	NUM
asir-40025	78	45	ablation	ablation	NOUN
asir-40025	78	46	experiment	experiment	NOUN
asir-40025	78	47	to	to	PART
asir-40025	78	48	verify	verify	VERB
asir-40025	78	49	the	the	DET
asir-40025	78	50	optimization	optimization	NOUN
asir-40025	78	51	effect	effect	NOUN
asir-40025	78	52	of	of	ADP
asir-40025	78	53	each	each	DET
asir-40025	78	54	module	module	NOUN
asir-40025	78	55	,	,	PUNCT
asir-40025	78	56	ablation	ablation	NOUN
asir-40025	78	57	experiments	experiment	NOUN
asir-40025	78	58	were	be	AUX
asir-40025	78	59	conducted	conduct	VERB
asir-40025	78	60	in	in	ADP
asir-40025	78	61	this	this	DET
asir-40025	78	62	paper	paper	NOUN
asir-40025	78	63	,	,	PUNCT
asir-40025	78	64	and	and	CCONJ
asir-40025	78	65	the	the	DET
asir-40025	78	66	results	result	NOUN
asir-40025	78	67	are	be	AUX
asir-40025	78	68	shown	show	VERB
asir-40025	78	69	in	in	ADP
asir-40025	78	70	table	table	NOUN
asir-40025	78	71	1	1	NUM
asir-40025	78	72	.	.	PUNCT
asir-40025	79	1	according	accord	VERB
asir-40025	79	2	to	to	ADP
asir-40025	79	3	table	table	NOUN
asir-40025	79	4	1	1	NUM
asir-40025	79	5	,	,	PUNCT
asir-40025	79	6	after	after	ADP
asir-40025	79	7	adding	add	VERB
asir-40025	79	8	sa	sa	PROPN
asir-40025	79	9	to	to	ADP
asir-40025	79	10	the	the	DET
asir-40025	79	11	baseline	baseline	PROPN
asir-40025	79	12	model	model	NOUN
asir-40025	79	13	,	,	PUNCT
asir-40025	79	14	map50	map50	PROPN
asir-40025	79	15	-	-	PUNCT
asir-40025	79	16	95	95	NUM
asir-40025	79	17	increased	increase	VERB
asir-40025	79	18	by	by	ADP
asir-40025	79	19	0.06	0.06	NUM
asir-40025	79	20	.	.	PUNCT
asir-40025	80	1	after	after	ADP
asir-40025	80	2	introducing	introduce	VERB
asir-40025	80	3	the	the	DET
asir-40025	80	4	regression	regression	NOUN
asir-40025	80	5	loss	loss	NOUN
asir-40025	80	6	function	function	NOUN
asir-40025	80	7	wiou	wiou	NOUN
asir-40025	80	8	,	,	PUNCT
asir-40025	80	9	map50	map50	PROPN
asir-40025	80	10	-	-	PUNCT
asir-40025	80	11	95	95	NUM
asir-40025	80	12	increased	increase	VERB
asir-40025	80	13	by	by	ADP
asir-40025	80	14	0.02	0.02	NUM
asir-40025	80	15	.	.	PUNCT
asir-40025	81	1	the	the	DET
asir-40025	81	2	proposed	propose	VERB
asir-40025	81	3	model	model	NOUN
asir-40025	81	4	shows	show	VERB
asir-40025	81	5	higher	high	ADJ
asir-40025	81	6	accuracy	accuracy	NOUN
asir-40025	81	7	in	in	ADP
asir-40025	81	8	detecting	detect	VERB
asir-40025	81	9	student	student	NOUN
asir-40025	81	10	classroom	classroom	NOUN
asir-40025	81	11	behavior	behavior	NOUN
asir-40025	81	12	compared	compare	VERB
asir-40025	81	13	to	to	ADP
asir-40025	81	14	the	the	DET
asir-40025	81	15	yolov8n	yolov8n	PROPN
asir-40025	81	16	baseline	baseline	NOUN
asir-40025	81	17	model	model	NOUN
asir-40025	81	18	,	,	PUNCT
asir-40025	81	19	proving	prove	VERB
asir-40025	81	20	the	the	DET
asir-40025	81	21	effectiveness	effectiveness	NOUN
asir-40025	81	22	and	and	CCONJ
asir-40025	81	23	feasibility	feasibility	NOUN
asir-40025	81	24	of	of	ADP
asir-40025	81	25	the	the	DET
asir-40025	81	26	optimization	optimization	NOUN
asir-40025	81	27	module	module	NOUN
asir-40025	81	28	.	.	PUNCT
asir-40025	82	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-40025	82	2	applied	apply	VERB
asir-40025	82	3	science	science	NOUN
asir-40025	82	4	and	and	CCONJ
asir-40025	82	5	innovative	innovative	ADJ
asir-40025	82	6	research	research	NOUN
asir-40025	82	7	vol	vol	NOUN
asir-40025	82	8	.	.	PROPN
asir-40025	83	1	8	8	NUM
asir-40025	83	2	,	,	PUNCT
asir-40025	83	3	no	no	INTJ
asir-40025	83	4	.	.	NOUN
asir-40025	83	5	2	2	NUM
asir-40025	83	6	,	,	PUNCT
asir-40025	83	7	2024	2024	NUM
asir-40025	83	8	100	100	NUM
asir-40025	83	9	published	publish	VERB
asir-40025	83	10	by	by	ADP
asir-40025	83	11	scholink	scholink	PROPN
asir-40025	83	12	inc	inc	PROPN
asir-40025	83	13	.	.	PROPN
asir-40025	83	14	table	table	PROPN
asir-40025	83	15	1	1	NUM
asir-40025	83	16	.	.	PUNCT
asir-40025	84	1	the	the	DET
asir-40025	84	2	ablation	ablation	NOUN
asir-40025	84	3	experiment	experiment	NOUN
asir-40025	84	4	results	result	VERB
asir-40025	84	5	model	model	PROPN
asir-40025	84	6	precision	precision	NOUN
asir-40025	84	7	recall	recall	VERB
asir-40025	84	8	map50	map50	PROPN
asir-40025	84	9	map50	map50	PROPN
asir-40025	84	10	-	-	PUNCT
asir-40025	84	11	95	95	NUM
asir-40025	84	12	baseline	baseline	NOUN
asir-40025	84	13	0.999	0.999	NUM
asir-40025	84	14	1	1	NUM
asir-40025	84	15	0.995	0.995	NUM
asir-40025	84	16	0.946	0.946	NUM
asir-40025	84	17	baseline+sa	baseline+sa	NUM
asir-40025	84	18	0.999	0.999	NUM
asir-40025	84	19	1	1	NUM
asir-40025	84	20	0.995	0.995	NUM
asir-40025	84	21	0.952	0.952	NUM
asir-40025	84	22	baseline+sa+	baseline+sa+	NOUN
asir-40025	84	23	wiou	wiou	NOUN
asir-40025	84	24	0.999	0.999	NUM
asir-40025	84	25	1	1	NUM
asir-40025	84	26	0.995	0.995	NUM
asir-40025	84	27	0.954	0.954	NUM
asir-40025	84	28	4	4	NUM
asir-40025	84	29	.	.	PUNCT
asir-40025	85	1	conclusion	conclusion	NOUN
asir-40025	85	2	students	student	NOUN
asir-40025	85	3	'	'	PART
asir-40025	85	4	behavior	behavior	NOUN
asir-40025	85	5	in	in	ADP
asir-40025	85	6	the	the	DET
asir-40025	85	7	classroom	classroom	NOUN
asir-40025	85	8	reflects	reflect	VERB
asir-40025	85	9	the	the	DET
asir-40025	85	10	effect	effect	NOUN
asir-40025	85	11	of	of	ADP
asir-40025	85	12	classroom	classroom	NOUN
asir-40025	85	13	teaching	teaching	NOUN
asir-40025	85	14	,	,	PUNCT
asir-40025	85	15	and	and	CCONJ
asir-40025	85	16	also	also	ADV
asir-40025	85	17	reflects	reflect	VERB
asir-40025	85	18	their	their	PRON
asir-40025	85	19	participation	participation	NOUN
asir-40025	85	20	in	in	ADP
asir-40025	85	21	the	the	DET
asir-40025	85	22	course	course	NOUN
asir-40025	85	23	,	,	PUNCT
asir-40025	85	24	and	and	CCONJ
asir-40025	85	25	the	the	DET
asir-40025	85	26	research	research	NOUN
asir-40025	85	27	and	and	CCONJ
asir-40025	85	28	analysis	analysis	NOUN
asir-40025	85	29	of	of	ADP
asir-40025	85	30	classroom	classroom	NOUN
asir-40025	85	31	behavior	behavior	NOUN
asir-40025	85	32	can	can	AUX
asir-40025	85	33	provide	provide	VERB
asir-40025	85	34	direction	direction	NOUN
asir-40025	85	35	for	for	ADP
asir-40025	85	36	the	the	DET
asir-40025	85	37	evaluation	evaluation	NOUN
asir-40025	85	38	of	of	ADP
asir-40025	85	39	classroom	classroom	NOUN
asir-40025	85	40	teaching	teaching	NOUN
asir-40025	85	41	.	.	PUNCT
asir-40025	86	1	in	in	ADP
asir-40025	86	2	this	this	DET
asir-40025	86	3	paper	paper	NOUN
asir-40025	86	4	,	,	PUNCT
asir-40025	86	5	we	we	PRON
asir-40025	86	6	propose	propose	VERB
asir-40025	86	7	a	a	DET
asir-40025	86	8	classroom	classroom	NOUN
asir-40025	86	9	behavior	behavior	NOUN
asir-40025	86	10	detection	detection	NOUN
asir-40025	86	11	algorithm	algorithm	NOUN
asir-40025	86	12	based	base	VERB
asir-40025	86	13	on	on	ADP
asir-40025	86	14	the	the	DET
asir-40025	86	15	improved	improved	ADJ
asir-40025	86	16	yolov8n	yolov8n	PROPN
asir-40025	86	17	model	model	NOUN
asir-40025	86	18	,	,	PUNCT
asir-40025	86	19	which	which	PRON
asir-40025	86	20	improves	improve	VERB
asir-40025	86	21	the	the	DET
asir-40025	86	22	feature	feature	NOUN
asir-40025	86	23	learning	learn	VERB
asir-40025	86	24	ability	ability	NOUN
asir-40025	86	25	of	of	ADP
asir-40025	86	26	the	the	DET
asir-40025	86	27	model	model	NOUN
asir-40025	86	28	by	by	ADP
asir-40025	86	29	adding	add	VERB
asir-40025	86	30	the	the	DET
asir-40025	86	31	attention	attention	NOUN
asir-40025	86	32	mechanism	mechanism	NOUN
asir-40025	86	33	to	to	ADP
asir-40025	86	34	the	the	DET
asir-40025	86	35	baseline	baseline	NOUN
asir-40025	86	36	model	model	NOUN
asir-40025	86	37	,	,	PUNCT
asir-40025	86	38	and	and	CCONJ
asir-40025	86	39	improves	improve	VERB
asir-40025	86	40	the	the	DET
asir-40025	86	41	accuracy	accuracy	NOUN
asir-40025	86	42	and	and	CCONJ
asir-40025	86	43	speed	speed	NOUN
asir-40025	86	44	of	of	ADP
asir-40025	86	45	the	the	DET
asir-40025	86	46	model	model	NOUN
asir-40025	86	47	by	by	ADP
asir-40025	86	48	introducing	introduce	VERB
asir-40025	86	49	the	the	DET
asir-40025	86	50	wiou	wiou	NOUN
asir-40025	86	51	bounding	bound	VERB
asir-40025	86	52	box	box	NOUN
asir-40025	86	53	loss	loss	NOUN
asir-40025	86	54	function	function	NOUN
asir-40025	86	55	.	.	PUNCT
asir-40025	87	1	the	the	DET
asir-40025	87	2	experimental	experimental	ADJ
asir-40025	87	3	results	result	NOUN
asir-40025	87	4	show	show	VERB
asir-40025	87	5	that	that	SCONJ
asir-40025	87	6	the	the	DET
asir-40025	87	7	proposed	propose	VERB
asir-40025	87	8	algorithm	algorithm	NOUN
asir-40025	87	9	can	can	AUX
asir-40025	87	10	effectively	effectively	ADV
asir-40025	87	11	identify	identify	VERB
asir-40025	87	12	and	and	CCONJ
asir-40025	87	13	locate	locate	ADJ
asir-40025	87	14	students	student	NOUN
asir-40025	87	15	'	'	PART
asir-40025	87	16	classroom	classroom	NOUN
asir-40025	87	17	behaviors	behavior	NOUN
asir-40025	87	18	,	,	PUNCT
asir-40025	87	19	which	which	PRON
asir-40025	87	20	has	have	VERB
asir-40025	87	21	certain	certain	ADJ
asir-40025	87	22	teaching	teaching	NOUN
asir-40025	87	23	aid	aid	NOUN
asir-40025	87	24	value	value	NOUN
asir-40025	87	25	.	.	PUNCT
asir-40025	88	1	references	reference	NOUN
asir-40025	88	2	burak	burak	PROPN
asir-40025	88	3	.	.	PUNCT
asir-40025	89	1	(	(	PUNCT
asir-40025	89	2	2024	2024	NUM
asir-40025	89	3	)	)	PUNCT
asir-40025	89	4	.	.	PUNCT
asir-40025	90	1	student	student	NOUN
asir-40025	90	2	behavior	behavior	NOUN
asir-40025	90	3	detection	detection	NOUN
asir-40025	90	4	dataset	dataset	VERB
asir-40025	90	5	.	.	PUNCT
asir-40025	91	1	https://universe.roboflow.com/burak-koyfx/student-behavior-detection	https://universe.roboflow.com/burak-koyfx/student-behavior-detection	NOUN
asir-40025	91	2	girshick	girshick	PROPN
asir-40025	91	3	,	,	PUNCT
asir-40025	91	4	r.	r.	PROPN
asir-40025	91	5	(	(	PUNCT
asir-40025	91	6	2015	2015	NUM
asir-40025	91	7	)	)	PUNCT
asir-40025	91	8	.	.	PUNCT
asir-40025	92	1	fast	fast	ADJ
asir-40025	92	2	r	r	NOUN
asir-40025	92	3	-	-	PUNCT
asir-40025	92	4	cnn	cnn	NOUN
asir-40025	92	5	.	.	PUNCT
asir-40025	93	1	in	in	ADP
asir-40025	93	2	proceedings	proceeding	NOUN
asir-40025	93	3	of	of	ADP
asir-40025	93	4	the	the	DET
asir-40025	93	5	ieee	ieee	NOUN
asir-40025	93	6	international	international	PROPN
asir-40025	93	7	conference	conference	NOUN
asir-40025	93	8	on	on	ADP
asir-40025	93	9	computer	computer	NOUN
asir-40025	93	10	vision	vision	NOUN
asir-40025	93	11	(	(	PUNCT
asir-40025	93	12	pp	pp	ADJ
asir-40025	93	13	.	.	PUNCT
asir-40025	93	14	1440	1440	NUM
asir-40025	93	15	-	-	SYM
asir-40025	93	16	1448	1448	NUM
asir-40025	93	17	)	)	PUNCT
asir-40025	93	18	.	.	PUNCT
asir-40025	94	1	https://doi.org/10.1109/iccv.2015.169	https://doi.org/10.1109/iccv.2015.169	PROPN
asir-40025	94	2	girshick	girshick	PROPN
asir-40025	94	3	,	,	PUNCT
asir-40025	94	4	r.	r.	PROPN
asir-40025	94	5	,	,	PUNCT
asir-40025	94	6	donahue	donahue	PROPN
asir-40025	94	7	,	,	PUNCT
asir-40025	94	8	j.	j.	PROPN
asir-40025	94	9	,	,	PUNCT
asir-40025	94	10	darrell	darrell	PROPN
asir-40025	94	11	,	,	PUNCT
asir-40025	94	12	t.	t.	PROPN
asir-40025	94	13	,	,	PUNCT
asir-40025	94	14	&	&	CCONJ
asir-40025	94	15	malik	malik	PROPN
asir-40025	94	16	,	,	PUNCT
asir-40025	94	17	j.	j.	PROPN
asir-40025	94	18	(	(	PUNCT
asir-40025	94	19	2014	2014	NUM
asir-40025	94	20	)	)	PUNCT
asir-40025	94	21	.	.	PUNCT
asir-40025	95	1	rich	rich	ADJ
asir-40025	95	2	feature	feature	NOUN
asir-40025	95	3	hierarchies	hierarchy	NOUN
asir-40025	95	4	for	for	ADP
asir-40025	95	5	accurate	accurate	ADJ
asir-40025	95	6	object	object	NOUN
asir-40025	95	7	detection	detection	NOUN
asir-40025	95	8	and	and	CCONJ
asir-40025	95	9	semantic	semantic	ADJ
asir-40025	95	10	segmentation	segmentation	NOUN
asir-40025	95	11	.	.	PUNCT
asir-40025	96	1	in	in	ADP
asir-40025	96	2	proceedings	proceeding	NOUN
asir-40025	96	3	of	of	ADP
asir-40025	96	4	the	the	DET
asir-40025	96	5	ieee	ieee	NOUN
asir-40025	96	6	conference	conference	NOUN
asir-40025	96	7	on	on	ADP
asir-40025	96	8	computer	computer	NOUN
asir-40025	96	9	vision	vision	NOUN
asir-40025	96	10	and	and	CCONJ
asir-40025	96	11	pattern	pattern	NOUN
asir-40025	96	12	recognition	recognition	NOUN
asir-40025	96	13	(	(	PUNCT
asir-40025	96	14	pp	pp	ADJ
asir-40025	96	15	.	.	PUNCT
asir-40025	97	1	580	580	NUM
asir-40025	97	2	-	-	SYM
asir-40025	97	3	587	587	NUM
asir-40025	97	4	)	)	PUNCT
asir-40025	97	5	.	.	PUNCT
asir-40025	98	1	https://doi.org/10.1109/cvpr.2014.81	https://doi.org/10.1109/cvpr.2014.81	PROPN
asir-40025	98	2	he	he	PRON
asir-40025	98	3	,	,	PUNCT
asir-40025	98	4	k.	k.	PROPN
asir-40025	98	5	,	,	PUNCT
asir-40025	98	6	gkioxari	gkioxari	NOUN
asir-40025	98	7	,	,	PUNCT
asir-40025	98	8	g.	g.	NOUN
asir-40025	98	9	,	,	PUNCT
asir-40025	98	10	dollár	dollár	NOUN
asir-40025	98	11	,	,	PUNCT
asir-40025	98	12	p.	p.	NOUN
asir-40025	98	13	,	,	PUNCT
asir-40025	98	14	&	&	CCONJ
asir-40025	98	15	girshick	girshick	PROPN
asir-40025	98	16	,	,	PUNCT
asir-40025	98	17	r.	r.	PROPN
asir-40025	98	18	(	(	PUNCT
asir-40025	98	19	2017	2017	NUM
asir-40025	98	20	)	)	PUNCT
asir-40025	98	21	.	.	PUNCT
asir-40025	99	1	mask	mask	VERB
asir-40025	99	2	r	r	NOUN
asir-40025	99	3	-	-	PUNCT
asir-40025	99	4	cnn	cnn	PROPN
asir-40025	99	5	.	.	PUNCT
asir-40025	100	1	in	in	ADP
asir-40025	100	2	proceedings	proceeding	NOUN
asir-40025	100	3	of	of	ADP
asir-40025	100	4	the	the	DET
asir-40025	100	5	ieee	ieee	NOUN
asir-40025	100	6	international	international	PROPN
asir-40025	100	7	conference	conference	NOUN
asir-40025	100	8	on	on	ADP
asir-40025	100	9	computer	computer	NOUN
asir-40025	100	10	vision	vision	NOUN
asir-40025	100	11	(	(	PUNCT
asir-40025	100	12	pp	pp	ADJ
asir-40025	100	13	.	.	PUNCT
asir-40025	101	1	2961	2961	NUM
asir-40025	101	2	-	-	SYM
asir-40025	101	3	2969	2969	NUM
asir-40025	101	4	)	)	PUNCT
asir-40025	101	5	.	.	PUNCT
asir-40025	102	1	https://doi.org/10.1109/iccv.2017.322	https://doi.org/10.1109/iccv.2017.322	PROPN
asir-40025	102	2	liu	liu	PROPN
asir-40025	102	3	,	,	PUNCT
asir-40025	102	4	w.	w.	PROPN
asir-40025	102	5	,	,	PUNCT
asir-40025	102	6	anguelov	anguelov	PROPN
asir-40025	102	7	,	,	PUNCT
asir-40025	102	8	d.	d.	PROPN
asir-40025	102	9	,	,	PUNCT
asir-40025	102	10	erhan	erhan	PROPN
asir-40025	102	11	,	,	PUNCT
asir-40025	102	12	d.	d.	PROPN
asir-40025	102	13	,	,	PUNCT
asir-40025	102	14	szegedy	szegedy	PROPN
asir-40025	102	15	,	,	PUNCT
asir-40025	102	16	c.	c.	NOUN
asir-40025	102	17	,	,	PUNCT
asir-40025	102	18	reed	reed	PROPN
asir-40025	102	19	,	,	PUNCT
asir-40025	102	20	s.	s.	PROPN
asir-40025	102	21	,	,	PUNCT
asir-40025	102	22	fu	fu	PROPN
asir-40025	102	23	,	,	PUNCT
asir-40025	102	24	c.	c.	PROPN
asir-40025	102	25	y.	y.	PROPN
asir-40025	102	26	,	,	PUNCT
asir-40025	102	27	&	&	CCONJ
asir-40025	102	28	berg	berg	PROPN
asir-40025	102	29	,	,	PUNCT
asir-40025	102	30	a.	a.	PROPN
asir-40025	102	31	c.	c.	PROPN
asir-40025	102	32	(	(	PUNCT
asir-40025	102	33	2016	2016	NUM
asir-40025	102	34	)	)	PUNCT
asir-40025	102	35	.	.	PUNCT
asir-40025	103	1	ssd	ssd	PROPN
asir-40025	103	2	:	:	PUNCT
asir-40025	103	3	single	single	ADJ
asir-40025	103	4	shot	shot	NOUN
asir-40025	103	5	multibox	multibox	NOUN
asir-40025	103	6	detector	detector	NOUN
asir-40025	103	7	.	.	PUNCT
asir-40025	104	1	in	in	ADP
asir-40025	104	2	computer	computer	NOUN
asir-40025	104	3	vision	vision	NOUN
asir-40025	104	4	–	–	PUNCT
asir-40025	104	5	eccv	eccv	NOUN
asir-40025	104	6	2016	2016	NUM
asir-40025	104	7	:	:	PUNCT
asir-40025	104	8	14th	14th	ADJ
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asir-40025	104	10	conference	conference	PROPN
asir-40025	104	11	,	,	PUNCT
asir-40025	104	12	amsterdam	amsterdam	PROPN
asir-40025	104	13	,	,	PUNCT
asir-40025	104	14	the	the	DET
asir-40025	104	15	netherlands	netherlands	PROPN
asir-40025	104	16	,	,	PUNCT
asir-40025	104	17	october	october	PROPN
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asir-40025	104	19	,	,	PUNCT
asir-40025	104	20	2016	2016	NUM
asir-40025	104	21	,	,	PUNCT
asir-40025	104	22	proceedings	proceeding	NOUN
asir-40025	104	23	,	,	PUNCT
asir-40025	104	24	part	part	NOUN
asir-40025	104	25	i	i	PRON
asir-40025	104	26	14	14	NUM
asir-40025	104	27	(	(	PUNCT
asir-40025	104	28	pp	pp	ADJ
asir-40025	104	29	.	.	PUNCT
asir-40025	104	30	21	21	NUM
asir-40025	104	31	-	-	SYM
asir-40025	104	32	37	37	NUM
asir-40025	104	33	)	)	PUNCT
asir-40025	104	34	.	.	PUNCT
asir-40025	105	1	springer	springer	NOUN
asir-40025	105	2	international	international	ADJ
asir-40025	105	3	publishing	publishing	NOUN
asir-40025	105	4	.	.	PUNCT
asir-40025	106	1	https://doi.org/10.1007/978-3-319-46448-0_2	https://doi.org/10.1007/978-3-319-46448-0_2	PROPN
asir-40025	106	2	redmon	redmon	PROPN
asir-40025	106	3	,	,	PUNCT
asir-40025	106	4	j.	j.	PROPN
asir-40025	106	5	,	,	PUNCT
asir-40025	106	6	&	&	CCONJ
asir-40025	106	7	farhadi	farhadi	PROPN
asir-40025	106	8	,	,	PUNCT
asir-40025	106	9	a.	a.	NOUN
asir-40025	106	10	(	(	PUNCT
asir-40025	106	11	2018	2018	NUM
asir-40025	106	12	)	)	PUNCT
asir-40025	106	13	.	.	PUNCT
asir-40025	107	1	yolov3	yolov3	PROPN
asir-40025	107	2	:	:	PUNCT
asir-40025	108	1	an	an	DET
asir-40025	108	2	incremental	incremental	ADJ
asir-40025	108	3	improvement	improvement	NOUN
asir-40025	108	4	.	.	PUNCT
asir-40025	109	1	arxiv	arxiv	PROPN
asir-40025	109	2	preprint	preprint	VERB
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asir-40025	109	4	.	.	PUNCT
asir-40025	110	1	redmon	redmon	PROPN
asir-40025	110	2	,	,	PUNCT
asir-40025	110	3	j.	j.	PROPN
asir-40025	110	4	,	,	PUNCT
asir-40025	110	5	divvala	divvala	PROPN
asir-40025	110	6	,	,	PUNCT
asir-40025	110	7	s.	s.	PROPN
asir-40025	110	8	,	,	PUNCT
asir-40025	110	9	girshick	girshick	PROPN
asir-40025	110	10	,	,	PUNCT
asir-40025	110	11	r.	r.	PROPN
asir-40025	110	12	,	,	PUNCT
asir-40025	110	13	&	&	CCONJ
asir-40025	110	14	farhadi	farhadi	PROPN
asir-40025	110	15	,	,	PUNCT
asir-40025	110	16	a.	a.	NOUN
asir-40025	110	17	(	(	PUNCT
asir-40025	110	18	2016	2016	NUM
asir-40025	110	19	)	)	PUNCT
asir-40025	110	20	.	.	PUNCT
asir-40025	111	1	you	you	PRON
asir-40025	111	2	only	only	ADV
asir-40025	111	3	look	look	VERB
asir-40025	111	4	once	once	ADV
asir-40025	111	5	:	:	PUNCT
asir-40025	111	6	unified	unified	ADJ
asir-40025	111	7	,	,	PUNCT
asir-40025	111	8	real	real	ADJ
asir-40025	111	9	-	-	PUNCT
asir-40025	111	10	time	time	NOUN
asir-40025	111	11	object	object	NOUN
asir-40025	111	12	detection	detection	NOUN
asir-40025	111	13	.	.	PUNCT
asir-40025	112	1	in	in	ADP
asir-40025	112	2	proceedings	proceeding	NOUN
asir-40025	112	3	of	of	ADP
asir-40025	112	4	the	the	DET
asir-40025	112	5	ieee	ieee	NOUN
asir-40025	112	6	conference	conference	NOUN
asir-40025	112	7	on	on	ADP
asir-40025	112	8	computer	computer	NOUN
asir-40025	112	9	vision	vision	NOUN
asir-40025	112	10	and	and	CCONJ
asir-40025	112	11	pattern	pattern	NOUN
asir-40025	112	12	recognition	recognition	NOUN
asir-40025	112	13	(	(	PUNCT
asir-40025	112	14	pp	pp	ADJ
asir-40025	112	15	.	.	PUNCT
asir-40025	113	1	779	779	NUM
asir-40025	113	2	-	-	SYM
asir-40025	113	3	788	788	NUM
asir-40025	113	4	)	)	PUNCT
asir-40025	113	5	.	.	PUNCT
asir-40025	114	1	https://doi.org/10.1109/cvpr.2016.91	https://doi.org/10.1109/cvpr.2016.91	PROPN
asir-40025	114	2	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-40025	114	3	applied	apply	VERB
asir-40025	114	4	science	science	NOUN
asir-40025	114	5	and	and	CCONJ
asir-40025	114	6	innovative	innovative	ADJ
asir-40025	114	7	research	research	NOUN
asir-40025	114	8	vol	vol	NOUN
asir-40025	114	9	.	.	PROPN
asir-40025	115	1	8	8	NUM
asir-40025	115	2	,	,	PUNCT
asir-40025	115	3	no	no	INTJ
asir-40025	115	4	.	.	NOUN
asir-40025	115	5	2	2	NUM
asir-40025	115	6	,	,	PUNCT
asir-40025	115	7	2024	2024	NUM
asir-40025	115	8	101	101	NUM
asir-40025	115	9	published	publish	VERB
asir-40025	115	10	by	by	ADP
asir-40025	115	11	scholink	scholink	PROPN
asir-40025	115	12	inc	inc	PROPN
asir-40025	115	13	.	.	PROPN
asir-40025	115	14	ren	ren	PROPN
asir-40025	115	15	,	,	PUNCT
asir-40025	115	16	s.	s.	PROPN
asir-40025	115	17	,	,	PUNCT
asir-40025	115	18	he	he	PRON
asir-40025	115	19	,	,	PUNCT
asir-40025	115	20	k.	k.	PROPN
asir-40025	115	21	,	,	PUNCT
asir-40025	115	22	girshick	girshick	PROPN
asir-40025	115	23	,	,	PUNCT
asir-40025	115	24	r.	r.	PROPN
asir-40025	115	25	,	,	PUNCT
asir-40025	115	26	&	&	CCONJ
asir-40025	115	27	sun	sun	PROPN
asir-40025	115	28	,	,	PUNCT
asir-40025	115	29	j.	j.	PROPN
asir-40025	115	30	(	(	PUNCT
asir-40025	115	31	2016	2016	NUM
asir-40025	115	32	)	)	PUNCT
asir-40025	115	33	.	.	PUNCT
asir-40025	116	1	faster	fast	ADV
asir-40025	116	2	r	r	X
asir-40025	116	3	-	-	PUNCT
asir-40025	116	4	cnn	cnn	NOUN
asir-40025	116	5	:	:	PUNCT
asir-40025	116	6	towards	towards	ADP
asir-40025	116	7	real	real	ADJ
asir-40025	116	8	-	-	PUNCT
asir-40025	116	9	time	time	NOUN
asir-40025	116	10	object	object	NOUN
asir-40025	116	11	detection	detection	NOUN
asir-40025	116	12	with	with	ADP
asir-40025	116	13	region	region	NOUN
asir-40025	116	14	proposal	proposal	NOUN
asir-40025	116	15	networks	network	NOUN
asir-40025	116	16	.	.	PUNCT
asir-40025	117	1	ieee	ieee	NOUN
asir-40025	117	2	transactions	transaction	NOUN
asir-40025	117	3	on	on	ADP
asir-40025	117	4	pattern	pattern	NOUN
asir-40025	117	5	analysis	analysis	NOUN
asir-40025	117	6	and	and	CCONJ
asir-40025	117	7	machine	machine	NOUN
asir-40025	117	8	intelligence	intelligence	NOUN
asir-40025	117	9	,	,	PUNCT
asir-40025	117	10	39(6	39(6	NOUN
asir-40025	117	11	)	)	PUNCT
asir-40025	117	12	,	,	PUNCT
asir-40025	117	13	1137	1137	NUM
asir-40025	117	14	-	-	SYM
asir-40025	117	15	1149	1149	NUM
asir-40025	117	16	.	.	PUNCT
asir-40025	118	1	https://doi.org/10.1109/tpami.2016.2577031	https://doi.org/10.1109/tpami.2016.2577031	PROPN
asir-40025	118	2	tong	tong	PROPN
asir-40025	118	3	,	,	PUNCT
asir-40025	118	4	z.	z.	PROPN
asir-40025	118	5	,	,	PUNCT
asir-40025	118	6	chen	chen	PROPN
asir-40025	118	7	,	,	PUNCT
asir-40025	118	8	y.	y.	PROPN
asir-40025	118	9	,	,	PUNCT
asir-40025	118	10	xu	xu	PROPN
asir-40025	118	11	,	,	PUNCT
asir-40025	118	12	z.	z.	PROPN
asir-40025	118	13	,	,	PUNCT
asir-40025	118	14	&	&	CCONJ
asir-40025	118	15	yu	yu	PROPN
asir-40025	118	16	,	,	PUNCT
asir-40025	118	17	r.	r.	PROPN
asir-40025	118	18	(	(	PUNCT
asir-40025	118	19	2023	2023	NUM
asir-40025	118	20	)	)	PUNCT
asir-40025	118	21	.	.	PUNCT
asir-40025	119	1	wise	wise	ADJ
asir-40025	119	2	-	-	PUNCT
asir-40025	119	3	iou	iou	NOUN
asir-40025	119	4	:	:	PUNCT
asir-40025	119	5	bounding	bound	VERB
asir-40025	119	6	box	box	NOUN
asir-40025	119	7	regression	regression	NOUN
asir-40025	119	8	loss	loss	NOUN
asir-40025	119	9	with	with	ADP
asir-40025	119	10	dynamic	dynamic	ADJ
asir-40025	119	11	focusing	focus	VERB
asir-40025	119	12	mechanism	mechanism	NOUN
asir-40025	119	13	.	.	PUNCT
asir-40025	120	1	arxiv	arxiv	PROPN
asir-40025	120	2	preprint	preprint	PROPN
asir-40025	120	3	arxiv:2301.10051	arxiv:2301.10051	PROPN
asir-40025	120	4	.	.	PUNCT
asir-40025	121	1	zhang	zhang	PROPN
asir-40025	121	2	,	,	PUNCT
asir-40025	121	3	q.	q.	PROPN
asir-40025	121	4	l.	l.	PROPN
asir-40025	121	5	,	,	PUNCT
asir-40025	121	6	&	&	CCONJ
asir-40025	121	7	yang	yang	PROPN
asir-40025	121	8	,	,	PUNCT
asir-40025	121	9	y.	y.	PROPN
asir-40025	121	10	b.	b.	PROPN
asir-40025	121	11	(	(	PUNCT
asir-40025	121	12	2021	2021	NUM
asir-40025	121	13	june	june	PROPN
asir-40025	121	14	)	)	PUNCT
asir-40025	121	15	.	.	PUNCT
asir-40025	122	1	sa	sa	NOUN
asir-40025	122	2	-	-	PUNCT
asir-40025	122	3	net	net	NOUN
asir-40025	122	4	:	:	PUNCT
asir-40025	122	5	shuffle	shuffle	VERB
asir-40025	122	6	attention	attention	NOUN
asir-40025	122	7	for	for	ADP
asir-40025	122	8	deep	deep	ADJ
asir-40025	122	9	convolutional	convolutional	ADJ
asir-40025	122	10	neural	neural	ADJ
asir-40025	122	11	networks	network	NOUN
asir-40025	122	12	.	.	PUNCT
asir-40025	123	1	in	in	ADP
asir-40025	123	2	icassp	icassp	NOUN
asir-40025	123	3	2021	2021	NUM
asir-40025	123	4	-	-	SYM
asir-40025	123	5	2021	2021	NUM
asir-40025	123	6	ieee	ieee	NOUN
asir-40025	123	7	international	international	ADJ
asir-40025	123	8	conference	conference	NOUN
asir-40025	123	9	on	on	ADP
asir-40025	123	10	acoustics	acoustic	NOUN
asir-40025	123	11	,	,	PUNCT
asir-40025	123	12	speech	speech	NOUN
asir-40025	123	13	and	and	CCONJ
asir-40025	123	14	signal	signal	NOUN
asir-40025	123	15	processing	processing	NOUN
asir-40025	123	16	(	(	PUNCT
asir-40025	123	17	icassp	icassp	PROPN
asir-40025	123	18	)	)	PUNCT
asir-40025	123	19	(	(	PUNCT
asir-40025	123	20	pp	pp	ADJ
asir-40025	123	21	.	.	PUNCT
asir-40025	123	22	2235	2235	NUM
asir-40025	123	23	-	-	SYM
asir-40025	123	24	2239	2239	NUM
asir-40025	123	25	)	)	PUNCT
asir-40025	123	26	.	.	PUNCT
asir-40025	124	1	ieee	ieee	PROPN
asir-40025	124	2	.	.	PUNCT
asir-40025	125	1	https://doi.org/10.1109/icassp39728.2021.9414568	https://doi.org/10.1109/icassp39728.2021.9414568	PROPN