id	sid	tid	token	lemma	pos
asir-35708	1	1	applied	apply	VERB
asir-35708	1	2	science	science	NOUN
asir-35708	1	3	and	and	CCONJ
asir-35708	1	4	innovative	innovative	ADJ
asir-35708	1	5	research	research	NOUN
asir-35708	1	6	issn	issn	VERB
asir-35708	1	7	2474	2474	NUM
asir-35708	1	8	-	-	SYM
asir-35708	1	9	4972	4972	NUM
asir-35708	1	10	(	(	PUNCT
asir-35708	1	11	print	print	NOUN
asir-35708	1	12	)	)	PUNCT
asir-35708	1	13	issn	issn	VERB
asir-35708	1	14	2474	2474	NUM
asir-35708	1	15	-	-	SYM
asir-35708	1	16	4980	4980	NUM
asir-35708	1	17	(	(	PUNCT
asir-35708	1	18	online	online	ADJ
asir-35708	1	19	)	)	PUNCT
asir-35708	1	20	vol	vol	NOUN
asir-35708	1	21	.	.	PROPN
asir-35708	2	1	7	7	NUM
asir-35708	2	2	,	,	PUNCT
asir-35708	2	3	no	no	INTJ
asir-35708	2	4	.	.	NOUN
asir-35708	2	5	4	4	NUM
asir-35708	2	6	,	,	PUNCT
asir-35708	2	7	2023	2023	NUM
asir-35708	2	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	2	9	126	126	NUM
asir-35708	2	10	original	original	ADJ
asir-35708	2	11	paper	paper	NOUN
asir-35708	2	12	traditional	traditional	ADJ
asir-35708	2	13	village	village	NOUN
asir-35708	2	14	classification	classification	NOUN
asir-35708	2	15	model	model	NOUN
asir-35708	2	16	based	base	VERB
asir-35708	2	17	on	on	ADP
asir-35708	2	18	transformer	transformer	NOUN
asir-35708	2	19	network	network	NOUN
asir-35708	2	20	qi	qi	PROPN
asir-35708	2	21	zhong1	zhong1	PROPN
asir-35708	2	22	*	*	PROPN
asir-35708	2	23	1	1	NUM
asir-35708	2	24	college	college	NOUN
asir-35708	2	25	of	of	ADP
asir-35708	2	26	architecture	architecture	NOUN
asir-35708	2	27	&	&	CCONJ
asir-35708	2	28	environment	environment	PROPN
asir-35708	2	29	,	,	PUNCT
asir-35708	2	30	sichuan	sichuan	PROPN
asir-35708	2	31	university	university	PROPN
asir-35708	2	32	,	,	PUNCT
asir-35708	2	33	chengdu	chengdu	PROPN
asir-35708	2	34	610065	610065	PROPN
asir-35708	2	35	,	,	PUNCT
asir-35708	2	36	pr	pr	ADP
asir-35708	2	37	china	china	PROPN
asir-35708	2	38	*	*	PUNCT
asir-35708	2	39	corresponding	correspond	VERB
asir-35708	2	40	author	author	NOUN
asir-35708	2	41	:	:	PUNCT
asir-35708	2	42	zhongqi77@stu.scu.edu.cn	zhongqi77@stu.scu.edu.cn	NUM
asir-35708	2	43	received	receive	VERB
asir-35708	2	44	:	:	PUNCT
asir-35708	2	45	october	october	PROPN
asir-35708	2	46	28	28	NUM
asir-35708	2	47	,	,	PUNCT
asir-35708	2	48	2023	2023	NUM
asir-35708	2	49	accepted	accept	VERB
asir-35708	2	50	:	:	PUNCT
asir-35708	2	51	november	november	PROPN
asir-35708	2	52	17	17	NUM
asir-35708	2	53	,	,	PUNCT
asir-35708	2	54	2023	2023	NUM
asir-35708	2	55	online	online	ADV
asir-35708	2	56	published	publish	VERB
asir-35708	2	57	:	:	PUNCT
asir-35708	2	58	november	november	PROPN
asir-35708	2	59	21	21	NUM
asir-35708	2	60	,	,	PUNCT
asir-35708	2	61	2023	2023	NUM
asir-35708	2	62	doi:10.22158	doi:10.22158	NOUN
asir-35708	2	63	/	/	SYM
asir-35708	2	64	asir.v7n4p126	asir.v7n4p126	NOUN
asir-35708	2	65	url	url	NOUN
asir-35708	2	66	:	:	PUNCT
asir-35708	2	67	http://doi.org/10.22158/asir.v7n4p126	http://doi.org/10.22158/asir.v7n4p126	NOUN
asir-35708	2	68	abstract	abstract	ADJ
asir-35708	2	69	the	the	DET
asir-35708	2	70	study	study	NOUN
asir-35708	2	71	of	of	ADP
asir-35708	2	72	traditional	traditional	ADJ
asir-35708	2	73	villages	village	NOUN
asir-35708	2	74	holds	hold	VERB
asir-35708	2	75	significant	significant	ADJ
asir-35708	2	76	implications	implication	NOUN
asir-35708	2	77	in	in	ADP
asir-35708	2	78	cultural	cultural	ADJ
asir-35708	2	79	,	,	PUNCT
asir-35708	2	80	historical	historical	ADJ
asir-35708	2	81	,	,	PUNCT
asir-35708	2	82	and	and	CCONJ
asir-35708	2	83	societal	societal	ADJ
asir-35708	2	84	contexts	contexts	NOUN
asir-35708	2	85	.	.	PUNCT
asir-35708	3	1	despite	despite	SCONJ
asir-35708	3	2	the	the	DET
asir-35708	3	3	considerable	considerable	ADJ
asir-35708	3	4	research	research	NOUN
asir-35708	3	5	focus	focus	NOUN
asir-35708	3	6	on	on	ADP
asir-35708	3	7	the	the	DET
asir-35708	3	8	architectural	architectural	ADJ
asir-35708	3	9	styles	style	NOUN
asir-35708	3	10	of	of	ADP
asir-35708	3	11	qiang	qiang	PROPN
asir-35708	3	12	,	,	PUNCT
asir-35708	3	13	tibetan	tibetan	PROPN
asir-35708	3	14	,	,	PUNCT
asir-35708	3	15	han	han	PROPN
asir-35708	3	16	,	,	PUNCT
asir-35708	3	17	and	and	CCONJ
asir-35708	3	18	hui	hui	PROPN
asir-35708	3	19	ethnic	ethnic	ADJ
asir-35708	3	20	villages	village	NOUN
asir-35708	3	21	due	due	ADP
asir-35708	3	22	to	to	ADP
asir-35708	3	23	their	their	PRON
asir-35708	3	24	distinctiveness	distinctiveness	NOUN
asir-35708	3	25	,	,	PUNCT
asir-35708	3	26	rapidly	rapidly	ADV
asir-35708	3	27	and	and	CCONJ
asir-35708	3	28	accurately	accurately	ADV
asir-35708	3	29	identifying	identify	VERB
asir-35708	3	30	the	the	DET
asir-35708	3	31	types	type	NOUN
asir-35708	3	32	of	of	ADP
asir-35708	3	33	traditional	traditional	ADJ
asir-35708	3	34	villages	village	NOUN
asir-35708	3	35	in	in	ADP
asir-35708	3	36	practical	practical	ADJ
asir-35708	3	37	surveys	survey	NOUN
asir-35708	3	38	remains	remain	VERB
asir-35708	3	39	a	a	DET
asir-35708	3	40	challenge	challenge	NOUN
asir-35708	3	41	.	.	PUNCT
asir-35708	4	1	to	to	PART
asir-35708	4	2	address	address	VERB
asir-35708	4	3	this	this	DET
asir-35708	4	4	issue	issue	NOUN
asir-35708	4	5	,	,	PUNCT
asir-35708	4	6	this	this	DET
asir-35708	4	7	paper	paper	NOUN
asir-35708	4	8	establishes	establish	VERB
asir-35708	4	9	an	an	DET
asir-35708	4	10	aerial	aerial	ADJ
asir-35708	4	11	image	image	NOUN
asir-35708	4	12	dataset	dataset	VERB
asir-35708	4	13	for	for	ADP
asir-35708	4	14	qiang	qiang	PROPN
asir-35708	4	15	,	,	PUNCT
asir-35708	4	16	tibetan	tibetan	PROPN
asir-35708	4	17	,	,	PUNCT
asir-35708	4	18	han	han	PROPN
asir-35708	4	19	,	,	PUNCT
asir-35708	4	20	and	and	CCONJ
asir-35708	4	21	hui	hui	PROPN
asir-35708	4	22	ethnic	ethnic	ADJ
asir-35708	4	23	villages	village	NOUN
asir-35708	4	24	and	and	CCONJ
asir-35708	4	25	introduces	introduce	NOUN
asir-35708	4	26	a	a	DET
asir-35708	4	27	specialized	specialized	ADJ
asir-35708	4	28	feature	feature	NOUN
asir-35708	4	29	extraction	extraction	NOUN
asir-35708	4	30	network	network	NOUN
asir-35708	4	31	,	,	PUNCT
asir-35708	4	32	transformer	transformer	NOUN
asir-35708	4	33	-	-	PUNCT
asir-35708	4	34	village	village	NOUN
asir-35708	4	35	,	,	PUNCT
asir-35708	4	36	designed	design	VERB
asir-35708	4	37	for	for	ADP
asir-35708	4	38	the	the	DET
asir-35708	4	39	classification	classification	NOUN
asir-35708	4	40	and	and	CCONJ
asir-35708	4	41	detection	detection	NOUN
asir-35708	4	42	of	of	ADP
asir-35708	4	43	traditional	traditional	ADJ
asir-35708	4	44	villages	village	NOUN
asir-35708	4	45	using	use	VERB
asir-35708	4	46	deep	deep	ADJ
asir-35708	4	47	learning	learning	NOUN
asir-35708	4	48	algorithms	algorithm	NOUN
asir-35708	4	49	.	.	PUNCT
asir-35708	5	1	the	the	DET
asir-35708	5	2	overall	overall	ADJ
asir-35708	5	3	structure	structure	NOUN
asir-35708	5	4	of	of	ADP
asir-35708	5	5	the	the	DET
asir-35708	5	6	network	network	NOUN
asir-35708	5	7	is	be	AUX
asir-35708	5	8	lightweight	lightweight	ADJ
asir-35708	5	9	,	,	PUNCT
asir-35708	5	10	incorporating	incorporate	VERB
asir-35708	5	11	condconv	condconv	ADJ
asir-35708	5	12	dynamic	dynamic	ADJ
asir-35708	5	13	convolution	convolution	NOUN
asir-35708	5	14	as	as	ADP
asir-35708	5	15	the	the	DET
asir-35708	5	16	core	core	NOUN
asir-35708	5	17	layer	layer	NOUN
asir-35708	5	18	structure	structure	NOUN
asir-35708	5	19	;	;	PUNCT
asir-35708	5	20	furthermore	furthermore	ADV
asir-35708	5	21	,	,	PUNCT
asir-35708	5	22	a	a	DET
asir-35708	5	23	spatial	spatial	ADJ
asir-35708	5	24	self	self	NOUN
asir-35708	5	25	-	-	PUNCT
asir-35708	5	26	attention	attention	NOUN
asir-35708	5	27	-	-	PUNCT
asir-35708	5	28	related	relate	VERB
asir-35708	5	29	feature	feature	NOUN
asir-35708	5	30	extraction	extraction	NOUN
asir-35708	5	31	network	network	NOUN
asir-35708	5	32	is	be	AUX
asir-35708	5	33	designed	design	VERB
asir-35708	5	34	based	base	VERB
asir-35708	5	35	on	on	ADP
asir-35708	5	36	transformer	transformer	NOUN
asir-35708	5	37	.	.	PUNCT
asir-35708	6	1	in	in	ADP
asir-35708	6	2	conclusion	conclusion	NOUN
asir-35708	6	3	,	,	PUNCT
asir-35708	6	4	through	through	ADP
asir-35708	6	5	simulated	simulated	ADJ
asir-35708	6	6	experiments	experiment	NOUN
asir-35708	6	7	,	,	PUNCT
asir-35708	6	8	transformer	transformer	NOUN
asir-35708	6	9	-	-	PUNCT
asir-35708	6	10	village	village	NOUN
asir-35708	6	11	coupled	couple	VERB
asir-35708	6	12	with	with	ADP
asir-35708	6	13	the	the	DET
asir-35708	6	14	yolo	yolo	ADJ
asir-35708	6	15	detector	detector	NOUN
asir-35708	6	16	achieves	achieve	VERB
asir-35708	6	17	a	a	DET
asir-35708	6	18	97.2	97.2	NUM
asir-35708	6	19	%	%	NOUN
asir-35708	6	20	map	map	NOUN
asir-35708	6	21	on	on	ADP
asir-35708	6	22	the	the	DET
asir-35708	6	23	test	test	NOUN
asir-35708	6	24	set	set	NOUN
asir-35708	6	25	,	,	PUNCT
asir-35708	6	26	demonstrating	demonstrate	VERB
asir-35708	6	27	superior	superior	ADJ
asir-35708	6	28	detection	detection	NOUN
asir-35708	6	29	accuracy	accuracy	NOUN
asir-35708	6	30	compared	compare	VERB
asir-35708	6	31	to	to	ADP
asir-35708	6	32	other	other	ADJ
asir-35708	6	33	baseline	baseline	NOUN
asir-35708	6	34	models	model	NOUN
asir-35708	6	35	.	.	PUNCT
asir-35708	7	1	overall	overall	ADV
asir-35708	7	2	,	,	PUNCT
asir-35708	7	3	the	the	DET
asir-35708	7	4	experimental	experimental	ADJ
asir-35708	7	5	results	result	NOUN
asir-35708	7	6	suggest	suggest	VERB
asir-35708	7	7	that	that	SCONJ
asir-35708	7	8	this	this	DET
asir-35708	7	9	work	work	NOUN
asir-35708	7	10	is	be	AUX
asir-35708	7	11	feasible	feasible	ADJ
asir-35708	7	12	and	and	CCONJ
asir-35708	7	13	practical	practical	ADJ
asir-35708	7	14	.	.	PUNCT
asir-35708	8	1	keywords	keyword	NOUN
asir-35708	8	2	transformer	transformer	VERB
asir-35708	8	3	,	,	PUNCT
asir-35708	8	4	classification	classification	NOUN
asir-35708	8	5	model	model	NOUN
asir-35708	8	6	,	,	PUNCT
asir-35708	8	7	deep	deep	ADJ
asir-35708	8	8	learning	learn	VERB
asir-35708	8	9	1	1	NUM
asir-35708	8	10	.	.	PUNCT
asir-35708	9	1	introduction	introduction	NOUN
asir-35708	9	2	chinese	chinese	ADJ
asir-35708	9	3	traditional	traditional	ADJ
asir-35708	9	4	villages	village	NOUN
asir-35708	9	5	(	(	PUNCT
asir-35708	9	6	gao	gao	PROPN
asir-35708	9	7	&	&	CCONJ
asir-35708	9	8	wu	wu	PROPN
asir-35708	9	9	,	,	PUNCT
asir-35708	9	10	2017	2017	NUM
asir-35708	9	11	)	)	PUNCT
asir-35708	9	12	have	have	AUX
asir-35708	9	13	evolved	evolve	VERB
asir-35708	9	14	over	over	ADP
asir-35708	9	15	thousands	thousand	NOUN
asir-35708	9	16	of	of	ADP
asir-35708	9	17	years	year	NOUN
asir-35708	9	18	,	,	PUNCT
asir-35708	9	19	witnessing	witness	VERB
asir-35708	9	20	complex	complex	ADJ
asir-35708	9	21	and	and	CCONJ
asir-35708	9	22	intense	intense	ADJ
asir-35708	9	23	ethnic	ethnic	ADJ
asir-35708	9	24	struggles	struggle	NOUN
asir-35708	9	25	and	and	CCONJ
asir-35708	9	26	cultural	cultural	ADJ
asir-35708	9	27	integration	integration	NOUN
asir-35708	9	28	among	among	ADP
asir-35708	9	29	ethnic	ethnic	ADJ
asir-35708	9	30	groups	group	NOUN
asir-35708	9	31	such	such	ADJ
asir-35708	9	32	as	as	ADP
asir-35708	9	33	the	the	DET
asir-35708	9	34	qiang	qiang	PROPN
asir-35708	9	35	,	,	PUNCT
asir-35708	9	36	tibetan	tibetan	PROPN
asir-35708	9	37	,	,	PUNCT
asir-35708	9	38	hui	hui	PROPN
asir-35708	9	39	,	,	PUNCT
asir-35708	9	40	and	and	CCONJ
asir-35708	9	41	the	the	DET
asir-35708	9	42	han	han	PROPN
asir-35708	9	43	.	.	PUNCT
asir-35708	10	1	ultimately	ultimately	ADV
asir-35708	10	2	,	,	PUNCT
asir-35708	10	3	they	they	PRON
asir-35708	10	4	have	have	AUX
asir-35708	10	5	formed	form	VERB
asir-35708	10	6	unique	unique	ADJ
asir-35708	10	7	cultural	cultural	ADJ
asir-35708	10	8	landscapes	landscape	NOUN
asir-35708	10	9	with	with	ADP
asir-35708	10	10	significant	significant	ADJ
asir-35708	10	11	research	research	NOUN
asir-35708	10	12	value	value	NOUN
asir-35708	10	13	.	.	PUNCT
asir-35708	11	1	the	the	DET
asir-35708	11	2	study	study	NOUN
asir-35708	11	3	of	of	ADP
asir-35708	11	4	traditional	traditional	ADJ
asir-35708	11	5	villages	village	NOUN
asir-35708	11	6	is	be	AUX
asir-35708	11	7	based	base	VERB
asir-35708	11	8	on	on	ADP
asir-35708	11	9	a	a	DET
asir-35708	11	10	wealth	wealth	NOUN
asir-35708	11	11	of	of	ADP
asir-35708	11	12	on	on	ADP
asir-35708	11	13	-	-	PUNCT
asir-35708	11	14	site	site	NOUN
asir-35708	11	15	research	research	NOUN
asir-35708	11	16	data	datum	NOUN
asir-35708	11	17	.	.	PUNCT
asir-35708	12	1	however	however	ADV
asir-35708	12	2	,	,	PUNCT
asir-35708	12	3	due	due	ADP
asir-35708	12	4	to	to	ADP
asir-35708	12	5	factors	factor	NOUN
asir-35708	12	6	such	such	ADJ
asir-35708	12	7	as	as	ADP
asir-35708	12	8	geographical	geographical	ADJ
asir-35708	12	9	conditions	condition	NOUN
asir-35708	12	10	,	,	PUNCT
asir-35708	12	11	lagging	lag	VERB
asir-35708	12	12	transportation	transportation	NOUN
asir-35708	12	13	,	,	PUNCT
asir-35708	12	14	and	and	CCONJ
asir-35708	12	15	underdeveloped	underdeveloped	ADJ
asir-35708	12	16	information	information	NOUN
asir-35708	12	17	infrastructure	infrastructure	NOUN
asir-35708	12	18	,	,	PUNCT
asir-35708	12	19	some	some	DET
asir-35708	12	20	traditional	traditional	ADJ
asir-35708	12	21	villages	village	NOUN
asir-35708	12	22	remain	remain	VERB
asir-35708	12	23	in	in	ADP
asir-35708	12	24	a	a	DET
asir-35708	12	25	state	state	NOUN
asir-35708	12	26	of	of	ADP
asir-35708	12	27	closed	closed	ADJ
asir-35708	12	28	development	development	NOUN
asir-35708	12	29	.	.	PUNCT
asir-35708	13	1	conducting	conduct	VERB
asir-35708	13	2	in	in	ADP
asir-35708	13	3	-	-	PUNCT
asir-35708	13	4	depth	depth	NOUN
asir-35708	13	5	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	13	6	applied	apply	VERB
asir-35708	13	7	science	science	NOUN
asir-35708	13	8	and	and	CCONJ
asir-35708	13	9	innovative	innovative	ADJ
asir-35708	13	10	research	research	NOUN
asir-35708	13	11	vol	vol	NOUN
asir-35708	13	12	.	.	PUNCT
asir-35708	14	1	7	7	NUM
asir-35708	14	2	,	,	PUNCT
asir-35708	14	3	no	no	INTJ
asir-35708	14	4	.	.	NOUN
asir-35708	14	5	4	4	NUM
asir-35708	14	6	,	,	PUNCT
asir-35708	14	7	2023	2023	NUM
asir-35708	14	8	127	127	NUM
asir-35708	14	9	published	publish	VERB
asir-35708	14	10	by	by	ADP
asir-35708	14	11	scholink	scholink	PROPN
asir-35708	14	12	inc	inc	PROPN
asir-35708	14	13	.	.	PROPN
asir-35708	14	14	research	research	PROPN
asir-35708	14	15	within	within	ADP
asir-35708	14	16	these	these	DET
asir-35708	14	17	traditional	traditional	ADJ
asir-35708	14	18	villages	village	NOUN
asir-35708	14	19	presents	present	VERB
asir-35708	14	20	significant	significant	ADJ
asir-35708	14	21	challenges	challenge	NOUN
asir-35708	14	22	.	.	PUNCT
asir-35708	15	1	additionally	additionally	ADV
asir-35708	15	2	,	,	PUNCT
asir-35708	15	3	given	give	VERB
asir-35708	15	4	the	the	DET
asir-35708	15	5	large	large	ADJ
asir-35708	15	6	number	number	NOUN
asir-35708	15	7	and	and	CCONJ
asir-35708	15	8	widespread	widespread	ADJ
asir-35708	15	9	distribution	distribution	NOUN
asir-35708	15	10	of	of	ADP
asir-35708	15	11	these	these	DET
asir-35708	15	12	villages	village	NOUN
asir-35708	15	13	,	,	PUNCT
asir-35708	15	14	traditional	traditional	ADJ
asir-35708	15	15	manual	manual	ADJ
asir-35708	15	16	mapping	mapping	NOUN
asir-35708	15	17	requires	require	VERB
asir-35708	15	18	a	a	DET
asir-35708	15	19	considerable	considerable	ADJ
asir-35708	15	20	investment	investment	NOUN
asir-35708	15	21	of	of	ADP
asir-35708	15	22	time	time	NOUN
asir-35708	15	23	and	and	CCONJ
asir-35708	15	24	effort	effort	NOUN
asir-35708	15	25	.	.	PUNCT
asir-35708	16	1	to	to	PART
asir-35708	16	2	address	address	VERB
asir-35708	16	3	this	this	DET
asir-35708	16	4	difficulty	difficulty	NOUN
asir-35708	16	5	,	,	PUNCT
asir-35708	16	6	this	this	DET
asir-35708	16	7	paper	paper	NOUN
asir-35708	16	8	employs	employ	VERB
asir-35708	16	9	aerial	aerial	ADJ
asir-35708	16	10	imagery	imagery	NOUN
asir-35708	16	11	and	and	CCONJ
asir-35708	16	12	a	a	DET
asir-35708	16	13	deep	deep	ADJ
asir-35708	16	14	learning	learning	NOUN
asir-35708	16	15	model	model	NOUN
asir-35708	16	16	to	to	PART
asir-35708	16	17	establish	establish	VERB
asir-35708	16	18	an	an	DET
asir-35708	16	19	intelligent	intelligent	ADJ
asir-35708	16	20	classification	classification	NOUN
asir-35708	16	21	system	system	NOUN
asir-35708	16	22	for	for	ADP
asir-35708	16	23	traditional	traditional	ADJ
asir-35708	16	24	villages	village	NOUN
asir-35708	16	25	using	use	VERB
asir-35708	16	26	aerial	aerial	ADJ
asir-35708	16	27	images	image	NOUN
asir-35708	16	28	.	.	PUNCT
asir-35708	17	1	this	this	DET
asir-35708	17	2	approach	approach	NOUN
asir-35708	17	3	reduces	reduce	VERB
asir-35708	17	4	dependence	dependence	NOUN
asir-35708	17	5	on	on	ADP
asir-35708	17	6	experts	expert	NOUN
asir-35708	17	7	,	,	PUNCT
asir-35708	17	8	enables	enable	VERB
asir-35708	17	9	rapid	rapid	ADJ
asir-35708	17	10	identification	identification	NOUN
asir-35708	17	11	of	of	ADP
asir-35708	17	12	traditional	traditional	ADJ
asir-35708	17	13	village	village	NOUN
asir-35708	17	14	types	type	NOUN
asir-35708	17	15	,	,	PUNCT
asir-35708	17	16	significantly	significantly	ADV
asir-35708	17	17	enhances	enhance	VERB
asir-35708	17	18	research	research	NOUN
asir-35708	17	19	efficiency	efficiency	NOUN
asir-35708	17	20	,	,	PUNCT
asir-35708	17	21	and	and	CCONJ
asir-35708	17	22	to	to	ADP
asir-35708	17	23	some	some	DET
asir-35708	17	24	extent	extent	NOUN
asir-35708	17	25	,	,	PUNCT
asir-35708	17	26	addresses	address	VERB
asir-35708	17	27	the	the	DET
asir-35708	17	28	shortcomings	shortcoming	NOUN
asir-35708	17	29	of	of	ADP
asir-35708	17	30	subjective	subjective	ADJ
asir-35708	17	31	judgment	judgment	NOUN
asir-35708	17	32	in	in	ADP
asir-35708	17	33	traditional	traditional	ADJ
asir-35708	17	34	research	research	NOUN
asir-35708	17	35	methods	method	NOUN
asir-35708	17	36	.	.	PUNCT
asir-35708	18	1	simultaneously	simultaneously	ADV
asir-35708	18	2	,	,	PUNCT
asir-35708	18	3	the	the	DET
asir-35708	18	4	current	current	ADJ
asir-35708	18	5	surge	surge	NOUN
asir-35708	18	6	in	in	ADP
asir-35708	18	7	research	research	NOUN
asir-35708	18	8	on	on	ADP
asir-35708	18	9	deep	deep	ADJ
asir-35708	18	10	learning	learning	NOUN
asir-35708	18	11	has	have	AUX
asir-35708	18	12	propelled	propel	VERB
asir-35708	18	13	the	the	DET
asir-35708	18	14	rapid	rapid	ADJ
asir-35708	18	15	development	development	NOUN
asir-35708	18	16	of	of	ADP
asir-35708	18	17	computer	computer	NOUN
asir-35708	18	18	vision	vision	NOUN
asir-35708	18	19	technology	technology	NOUN
asir-35708	18	20	.	.	PUNCT
asir-35708	19	1	deep	deep	ADJ
asir-35708	19	2	convolutional	convolutional	ADJ
asir-35708	19	3	neural	neural	ADJ
asir-35708	19	4	networks	network	NOUN
asir-35708	19	5	(	(	PUNCT
asir-35708	19	6	aloysius	aloysius	PROPN
asir-35708	19	7	&	&	CCONJ
asir-35708	19	8	geetha	geetha	PROPN
asir-35708	19	9	,	,	PUNCT
asir-35708	19	10	2017	2017	NUM
asir-35708	19	11	)	)	PUNCT
asir-35708	19	12	,	,	PUNCT
asir-35708	19	13	capable	capable	ADJ
asir-35708	19	14	of	of	ADP
asir-35708	19	15	autonomously	autonomously	ADV
asir-35708	19	16	learning	learn	VERB
asir-35708	19	17	relevant	relevant	ADJ
asir-35708	19	18	features	feature	NOUN
asir-35708	19	19	through	through	ADP
asir-35708	19	20	iterative	iterative	NOUN
asir-35708	19	21	training	training	NOUN
asir-35708	19	22	,	,	PUNCT
asir-35708	19	23	exhibit	exhibit	VERB
asir-35708	19	24	greater	great	ADJ
asir-35708	19	25	robustness	robustness	NOUN
asir-35708	19	26	and	and	CCONJ
asir-35708	19	27	user	user	NOUN
asir-35708	19	28	-	-	PUNCT
asir-35708	19	29	friendliness	friendliness	NOUN
asir-35708	19	30	compared	compare	VERB
asir-35708	19	31	to	to	ADP
asir-35708	19	32	traditional	traditional	ADJ
asir-35708	19	33	algorithms	algorithm	NOUN
asir-35708	19	34	that	that	PRON
asir-35708	19	35	rely	rely	VERB
asir-35708	19	36	on	on	ADP
asir-35708	19	37	manually	manually	ADV
asir-35708	19	38	presetting	presette	VERB
asir-35708	19	39	feature	feature	NOUN
asir-35708	19	40	detectors	detector	NOUN
asir-35708	19	41	based	base	VERB
asir-35708	19	42	on	on	ADP
asir-35708	19	43	prior	prior	ADJ
asir-35708	19	44	knowledge	knowledge	NOUN
asir-35708	19	45	.	.	PUNCT
asir-35708	20	1	consequently	consequently	ADV
asir-35708	20	2	,	,	PUNCT
asir-35708	20	3	convolutional	convolutional	ADJ
asir-35708	20	4	neural	neural	ADJ
asir-35708	20	5	networks	network	NOUN
asir-35708	20	6	have	have	AUX
asir-35708	20	7	gradually	gradually	ADV
asir-35708	20	8	supplanted	supplant	VERB
asir-35708	20	9	traditional	traditional	ADJ
asir-35708	20	10	algorithms	algorithm	NOUN
asir-35708	20	11	,	,	PUNCT
asir-35708	20	12	driving	drive	VERB
asir-35708	20	13	the	the	DET
asir-35708	20	14	practical	practical	ADJ
asir-35708	20	15	application	application	NOUN
asir-35708	20	16	of	of	ADP
asir-35708	20	17	numerous	numerous	ADJ
asir-35708	20	18	projects	project	NOUN
asir-35708	20	19	.	.	PUNCT
asir-35708	21	1	target	target	NOUN
asir-35708	21	2	detection	detection	NOUN
asir-35708	21	3	algorithms	algorithm	NOUN
asir-35708	21	4	based	base	VERB
asir-35708	21	5	on	on	ADP
asir-35708	21	6	deep	deep	ADJ
asir-35708	21	7	learning	learning	NOUN
asir-35708	21	8	can	can	AUX
asir-35708	21	9	be	be	AUX
asir-35708	21	10	categorized	categorize	VERB
asir-35708	21	11	into	into	ADP
asir-35708	21	12	single	single	ADJ
asir-35708	21	13	-	-	PUNCT
asir-35708	21	14	stage	stage	NOUN
asir-35708	21	15	and	and	CCONJ
asir-35708	21	16	two	two	NUM
asir-35708	21	17	-	-	PUNCT
asir-35708	21	18	stage	stage	NOUN
asir-35708	21	19	architectures	architecture	NOUN
asir-35708	21	20	depending	depend	VERB
asir-35708	21	21	on	on	ADP
asir-35708	21	22	the	the	DET
asir-35708	21	23	application	application	NOUN
asir-35708	21	24	scenario	scenario	NOUN
asir-35708	21	25	.	.	PUNCT
asir-35708	22	1	single	single	ADJ
asir-35708	22	2	-	-	PUNCT
asir-35708	22	3	stage	stage	NOUN
asir-35708	22	4	networks	network	NOUN
asir-35708	22	5	integrate	integrate	VERB
asir-35708	22	6	classifiers	classifier	NOUN
asir-35708	22	7	and	and	CCONJ
asir-35708	22	8	locators	locator	NOUN
asir-35708	22	9	into	into	ADP
asir-35708	22	10	the	the	DET
asir-35708	22	11	same	same	ADJ
asir-35708	22	12	network	network	NOUN
asir-35708	22	13	framework	framework	NOUN
asir-35708	22	14	after	after	ADP
asir-35708	22	15	extracting	extract	VERB
asir-35708	22	16	feature	feature	NOUN
asir-35708	22	17	information	information	NOUN
asir-35708	22	18	through	through	ADP
asir-35708	22	19	convolutional	convolutional	ADJ
asir-35708	22	20	networks	network	NOUN
asir-35708	22	21	,	,	PUNCT
asir-35708	22	22	facilitating	facilitate	VERB
asir-35708	22	23	rapid	rapid	ADJ
asir-35708	22	24	detection	detection	NOUN
asir-35708	22	25	of	of	ADP
asir-35708	22	26	targets	target	NOUN
asir-35708	22	27	.	.	PUNCT
asir-35708	23	1	however	however	ADV
asir-35708	23	2	,	,	PUNCT
asir-35708	23	3	this	this	DET
asir-35708	23	4	structure	structure	NOUN
asir-35708	23	5	comes	come	VERB
asir-35708	23	6	at	at	ADP
asir-35708	23	7	the	the	DET
asir-35708	23	8	cost	cost	NOUN
asir-35708	23	9	of	of	ADP
asir-35708	23	10	a	a	DET
asir-35708	23	11	certain	certain	ADJ
asir-35708	23	12	degree	degree	NOUN
asir-35708	23	13	of	of	ADP
asir-35708	23	14	loss	loss	NOUN
asir-35708	23	15	in	in	ADP
asir-35708	23	16	detection	detection	NOUN
asir-35708	23	17	accuracy	accuracy	NOUN
asir-35708	23	18	and	and	CCONJ
asir-35708	23	19	is	be	AUX
asir-35708	23	20	typically	typically	ADV
asir-35708	23	21	suitable	suitable	ADJ
asir-35708	23	22	for	for	ADP
asir-35708	23	23	scenarios	scenario	NOUN
asir-35708	23	24	with	with	ADP
asir-35708	23	25	low	low	ADJ
asir-35708	23	26	computational	computational	ADJ
asir-35708	23	27	power	power	NOUN
asir-35708	23	28	and	and	CCONJ
asir-35708	23	29	a	a	DET
asir-35708	23	30	demand	demand	NOUN
asir-35708	23	31	for	for	ADP
asir-35708	23	32	high	high	ADJ
asir-35708	23	33	-	-	PUNCT
asir-35708	23	34	speed	speed	NOUN
asir-35708	23	35	detection	detection	NOUN
asir-35708	23	36	.	.	PUNCT
asir-35708	24	1	notable	notable	ADJ
asir-35708	24	2	examples	example	NOUN
asir-35708	24	3	of	of	ADP
asir-35708	24	4	such	such	ADJ
asir-35708	24	5	network	network	NOUN
asir-35708	24	6	algorithms	algorithm	NOUN
asir-35708	24	7	include	include	VERB
asir-35708	24	8	the	the	DET
asir-35708	24	9	yolo	yolo	ADJ
asir-35708	24	10	series	series	NOUN
asir-35708	24	11	and	and	CCONJ
asir-35708	24	12	ssd	ssd	PROPN
asir-35708	24	13	series	series	NOUN
asir-35708	24	14	.	.	PUNCT
asir-35708	25	1	in	in	ADP
asir-35708	25	2	the	the	DET
asir-35708	25	3	context	context	NOUN
asir-35708	25	4	of	of	ADP
asir-35708	25	5	this	this	DET
asir-35708	25	6	study	study	NOUN
asir-35708	25	7	,	,	PUNCT
asir-35708	25	8	the	the	DET
asir-35708	25	9	distinctions	distinction	NOUN
asir-35708	25	10	between	between	ADP
asir-35708	25	11	traditional	traditional	ADJ
asir-35708	25	12	villages	village	NOUN
asir-35708	25	13	of	of	ADP
asir-35708	25	14	different	different	ADJ
asir-35708	25	15	ethnic	ethnic	ADJ
asir-35708	25	16	groups	group	NOUN
asir-35708	25	17	are	be	AUX
asir-35708	25	18	not	not	PART
asir-35708	25	19	immediately	immediately	ADV
asir-35708	25	20	apparent	apparent	ADJ
asir-35708	25	21	,	,	PUNCT
asir-35708	25	22	posing	pose	VERB
asir-35708	25	23	challenges	challenge	NOUN
asir-35708	25	24	in	in	ADP
asir-35708	25	25	rapidly	rapidly	ADV
asir-35708	25	26	identifying	identify	VERB
asir-35708	25	27	the	the	DET
asir-35708	25	28	specific	specific	ADJ
asir-35708	25	29	categories	category	NOUN
asir-35708	25	30	of	of	ADP
asir-35708	25	31	villages	village	NOUN
asir-35708	25	32	during	during	ADP
asir-35708	25	33	on	on	ADP
asir-35708	25	34	-	-	PUNCT
asir-35708	25	35	site	site	NOUN
asir-35708	25	36	investigations	investigation	NOUN
asir-35708	25	37	.	.	PUNCT
asir-35708	26	1	to	to	PART
asir-35708	26	2	address	address	VERB
asir-35708	26	3	this	this	PRON
asir-35708	26	4	,	,	PUNCT
asir-35708	26	5	the	the	DET
asir-35708	26	6	study	study	NOUN
asir-35708	26	7	utilizes	utilize	VERB
asir-35708	26	8	unmanned	unmanned	ADJ
asir-35708	26	9	aerial	aerial	ADJ
asir-35708	26	10	vehicles	vehicle	NOUN
asir-35708	26	11	to	to	PART
asir-35708	26	12	capture	capture	VERB
asir-35708	26	13	comprehensive	comprehensive	ADJ
asir-35708	26	14	aerial	aerial	ADJ
asir-35708	26	15	images	image	NOUN
asir-35708	26	16	of	of	ADP
asir-35708	26	17	traditional	traditional	ADJ
asir-35708	26	18	villages	village	NOUN
asir-35708	26	19	and	and	CCONJ
asir-35708	26	20	establishes	establish	VERB
asir-35708	26	21	a	a	DET
asir-35708	26	22	dataset	dataset	NOUN
asir-35708	26	23	incorporating	incorporate	VERB
asir-35708	26	24	qiang	qiang	PROPN
asir-35708	26	25	,	,	PUNCT
asir-35708	26	26	tibetan	tibetan	PROPN
asir-35708	26	27	,	,	PUNCT
asir-35708	26	28	hui	hui	PROPN
asir-35708	26	29	,	,	PUNCT
asir-35708	26	30	and	and	CCONJ
asir-35708	26	31	han	han	PROPN
asir-35708	26	32	ethnic	ethnic	ADJ
asir-35708	26	33	groups	group	NOUN
asir-35708	26	34	for	for	ADP
asir-35708	26	35	training	training	NOUN
asir-35708	26	36	purposes	purpose	NOUN
asir-35708	26	37	.	.	PUNCT
asir-35708	27	1	the	the	DET
asir-35708	27	2	designed	design	VERB
asir-35708	27	3	classification	classification	NOUN
asir-35708	27	4	model	model	NOUN
asir-35708	27	5	assists	assist	VERB
asir-35708	27	6	researchers	researcher	NOUN
asir-35708	27	7	in	in	ADP
asir-35708	27	8	swiftly	swiftly	ADV
asir-35708	27	9	identifying	identify	VERB
asir-35708	27	10	the	the	DET
asir-35708	27	11	types	type	NOUN
asir-35708	27	12	of	of	ADP
asir-35708	27	13	traditional	traditional	ADJ
asir-35708	27	14	villages	village	NOUN
asir-35708	27	15	during	during	ADP
asir-35708	27	16	fieldwork	fieldwork	NOUN
asir-35708	27	17	,	,	PUNCT
asir-35708	27	18	allowing	allow	VERB
asir-35708	27	19	them	they	PRON
asir-35708	27	20	to	to	PART
asir-35708	27	21	determine	determine	VERB
asir-35708	27	22	research	research	NOUN
asir-35708	27	23	directions	direction	NOUN
asir-35708	27	24	based	base	VERB
asir-35708	27	25	on	on	ADP
asir-35708	27	26	different	different	ADJ
asir-35708	27	27	types	type	NOUN
asir-35708	27	28	and	and	CCONJ
asir-35708	27	29	thereby	thereby	ADV
asir-35708	27	30	enhancing	enhance	VERB
asir-35708	27	31	research	research	NOUN
asir-35708	27	32	efficiency	efficiency	NOUN
asir-35708	27	33	.	.	PUNCT
asir-35708	28	1	consequently	consequently	ADV
asir-35708	28	2	,	,	PUNCT
asir-35708	28	3	the	the	DET
asir-35708	28	4	focal	focal	ADJ
asir-35708	28	5	point	point	NOUN
asir-35708	28	6	of	of	ADP
asir-35708	28	7	this	this	DET
asir-35708	28	8	study	study	NOUN
asir-35708	28	9	lies	lie	VERB
asir-35708	28	10	in	in	ADP
asir-35708	28	11	the	the	DET
asir-35708	28	12	effective	effective	ADJ
asir-35708	28	13	design	design	NOUN
asir-35708	28	14	of	of	ADP
asir-35708	28	15	a	a	DET
asir-35708	28	16	traditional	traditional	ADJ
asir-35708	28	17	village	village	NOUN
asir-35708	28	18	feature	feature	NOUN
asir-35708	28	19	extraction	extraction	NOUN
asir-35708	28	20	network	network	NOUN
asir-35708	28	21	.	.	PUNCT
asir-35708	29	1	2	2	X
asir-35708	29	2	.	.	X
asir-35708	29	3	traditional	traditional	ADJ
asir-35708	29	4	village	village	NOUN
asir-35708	29	5	dataset	dataset	VERB
asir-35708	29	6	this	this	DET
asir-35708	29	7	study	study	NOUN
asir-35708	29	8	employed	employ	VERB
asir-35708	29	9	unmanned	unmanned	ADJ
asir-35708	29	10	aerial	aerial	ADJ
asir-35708	29	11	vehicles	vehicle	NOUN
asir-35708	29	12	to	to	PART
asir-35708	29	13	capture	capture	VERB
asir-35708	29	14	high	high	ADJ
asir-35708	29	15	-	-	PUNCT
asir-35708	29	16	resolution	resolution	NOUN
asir-35708	29	17	aerial	aerial	ADJ
asir-35708	29	18	images	image	NOUN
asir-35708	29	19	at	at	ADP
asir-35708	29	20	a	a	DET
asir-35708	29	21	resolution	resolution	NOUN
asir-35708	29	22	of	of	ADP
asir-35708	29	23	4056	4056	NUM
asir-35708	29	24	*	*	SYM
asir-35708	29	25	3040	3040	NUM
asir-35708	29	26	pixels	pixel	NOUN
asir-35708	29	27	.	.	PUNCT
asir-35708	30	1	a	a	DET
asir-35708	30	2	total	total	NOUN
asir-35708	30	3	of	of	ADP
asir-35708	30	4	267	267	NUM
asir-35708	30	5	villages	village	NOUN
asir-35708	30	6	in	in	ADP
asir-35708	30	7	the	the	DET
asir-35708	30	8	sichuan	sichuan	PROPN
asir-35708	30	9	province	province	PROPN
asir-35708	30	10	were	be	AUX
asir-35708	30	11	comprehensively	comprehensively	ADV
asir-35708	30	12	photographed	photograph	VERB
asir-35708	30	13	from	from	ADP
asir-35708	30	14	varying	vary	VERB
asir-35708	30	15	heights	height	NOUN
asir-35708	30	16	and	and	CCONJ
asir-35708	30	17	angles	angle	NOUN
asir-35708	30	18	.	.	PUNCT
asir-35708	31	1	these	these	DET
asir-35708	31	2	villages	village	NOUN
asir-35708	31	3	represent	represent	VERB
asir-35708	31	4	qiang	qiang	PROPN
asir-35708	31	5	,	,	PUNCT
asir-35708	31	6	tibetan	tibetan	PROPN
asir-35708	31	7	,	,	PUNCT
asir-35708	31	8	hui	hui	PROPN
asir-35708	31	9	,	,	PUNCT
asir-35708	31	10	and	and	CCONJ
asir-35708	31	11	han	han	PROPN
asir-35708	31	12	ethnic	ethnic	ADJ
asir-35708	31	13	groups	group	NOUN
asir-35708	31	14	.	.	PUNCT
asir-35708	32	1	additionally	additionally	ADV
asir-35708	32	2	,	,	PUNCT
asir-35708	32	3	satellite	satellite	NOUN
asir-35708	32	4	images	image	NOUN
asir-35708	32	5	from	from	ADP
asir-35708	32	6	the	the	DET
asir-35708	32	7	internet	internet	NOUN
asir-35708	32	8	were	be	AUX
asir-35708	32	9	utilized	utilize	VERB
asir-35708	32	10	to	to	PART
asir-35708	32	11	gather	gather	VERB
asir-35708	32	12	visuals	visual	NOUN
asir-35708	32	13	of	of	ADP
asir-35708	32	14	these	these	DET
asir-35708	32	15	four	four	NUM
asir-35708	32	16	types	type	NOUN
asir-35708	32	17	of	of	ADP
asir-35708	32	18	villages	village	NOUN
asir-35708	32	19	,	,	PUNCT
asir-35708	32	20	collectively	collectively	ADV
asir-35708	32	21	forming	form	VERB
asir-35708	32	22	the	the	DET
asir-35708	32	23	dataset	dataset	NOUN
asir-35708	32	24	.	.	PUNCT
asir-35708	33	1	the	the	DET
asir-35708	33	2	four	four	NUM
asir-35708	33	3	distinct	distinct	ADJ
asir-35708	33	4	categories	category	NOUN
asir-35708	33	5	of	of	ADP
asir-35708	33	6	traditional	traditional	ADJ
asir-35708	33	7	villages	village	NOUN
asir-35708	33	8	are	be	AUX
asir-35708	33	9	as	as	SCONJ
asir-35708	33	10	follows	follow	VERB
asir-35708	33	11	:	:	PUNCT
asir-35708	33	12	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	33	13	applied	apply	VERB
asir-35708	33	14	science	science	NOUN
asir-35708	33	15	and	and	CCONJ
asir-35708	33	16	innovative	innovative	ADJ
asir-35708	33	17	research	research	NOUN
asir-35708	33	18	vol	vol	NOUN
asir-35708	33	19	.	.	PUNCT
asir-35708	34	1	7	7	NUM
asir-35708	34	2	,	,	PUNCT
asir-35708	34	3	no	no	INTJ
asir-35708	34	4	.	.	NOUN
asir-35708	34	5	4	4	NUM
asir-35708	34	6	,	,	PUNCT
asir-35708	34	7	2023	2023	NUM
asir-35708	34	8	128	128	NUM
asir-35708	34	9	published	publish	VERB
asir-35708	34	10	by	by	ADP
asir-35708	34	11	scholink	scholink	PROPN
asir-35708	34	12	inc	inc	PROPN
asir-35708	34	13	.	.	PROPN
asir-35708	34	14	figure	figure	PROPN
asir-35708	34	15	1	1	NUM
asir-35708	34	16	.	.	PUNCT
asir-35708	34	17	qiang	qiang	PROPN
asir-35708	34	18	village	village	PROPN
asir-35708	34	19	qiang	qiang	PROPN
asir-35708	34	20	ethnic	ethnic	ADJ
asir-35708	34	21	villages	village	NOUN
asir-35708	34	22	primarily	primarily	ADV
asir-35708	34	23	utilize	utilize	VERB
asir-35708	34	24	rammed	ram	VERB
asir-35708	34	25	earth	earth	NOUN
asir-35708	34	26	,	,	PUNCT
asir-35708	34	27	stone	stone	NOUN
asir-35708	34	28	masonry	masonry	NOUN
asir-35708	34	29	,	,	PUNCT
asir-35708	34	30	and	and	CCONJ
asir-35708	34	31	wood	wood	NOUN
asir-35708	34	32	as	as	ADP
asir-35708	34	33	their	their	PRON
asir-35708	34	34	main	main	ADJ
asir-35708	34	35	building	building	NOUN
asir-35708	34	36	materials	material	NOUN
asir-35708	34	37	.	.	PUNCT
asir-35708	35	1	the	the	DET
asir-35708	35	2	predominant	predominant	ADJ
asir-35708	35	3	color	color	NOUN
asir-35708	35	4	scheme	scheme	NOUN
asir-35708	35	5	consists	consist	NOUN
asir-35708	35	6	of	of	ADP
asir-35708	35	7	shades	shade	NOUN
asir-35708	35	8	of	of	ADP
asir-35708	35	9	yellow	yellow	ADJ
asir-35708	35	10	,	,	PUNCT
asir-35708	35	11	complemented	complement	VERB
asir-35708	35	12	by	by	ADP
asir-35708	35	13	accents	accent	NOUN
asir-35708	35	14	of	of	ADP
asir-35708	35	15	red	red	ADJ
asir-35708	35	16	and	and	CCONJ
asir-35708	35	17	gray	gray	ADJ
asir-35708	35	18	.	.	PUNCT
asir-35708	36	1	some	some	DET
asir-35708	36	2	villages	village	NOUN
asir-35708	36	3	are	be	AUX
asir-35708	36	4	equipped	equip	VERB
asir-35708	36	5	with	with	ADP
asir-35708	36	6	watchtowers	watchtower	NOUN
asir-35708	36	7	.	.	PUNCT
asir-35708	37	1	the	the	DET
asir-35708	37	2	roof	roof	NOUN
asir-35708	37	3	styles	style	NOUN
asir-35708	37	4	vary	vary	VERB
asir-35708	37	5	,	,	PUNCT
asir-35708	37	6	featuring	feature	VERB
asir-35708	37	7	both	both	CCONJ
asir-35708	37	8	flat	flat	ADJ
asir-35708	37	9	roofs	roof	NOUN
asir-35708	37	10	and	and	CCONJ
asir-35708	37	11	pitched	pitch	VERB
asir-35708	37	12	roofs	roof	NOUN
asir-35708	37	13	,	,	PUNCT
asir-35708	37	14	with	with	ADP
asir-35708	37	15	trapezoidal	trapezoidal	ADJ
asir-35708	37	16	decorations	decoration	NOUN
asir-35708	37	17	at	at	ADP
asir-35708	37	18	the	the	DET
asir-35708	37	19	corners	corner	NOUN
asir-35708	37	20	of	of	ADP
asir-35708	37	21	flat	flat	ADJ
asir-35708	37	22	roofs	roof	NOUN
asir-35708	37	23	.	.	PUNCT
asir-35708	38	1	courtyard	courtyard	NOUN
asir-35708	38	2	spaces	space	NOUN
asir-35708	38	3	include	include	VERB
asir-35708	38	4	both	both	DET
asir-35708	38	5	enclosed	enclose	VERB
asir-35708	38	6	ground	ground	NOUN
asir-35708	38	7	-	-	PUNCT
asir-35708	38	8	level	level	NOUN
asir-35708	38	9	courtyards	courtyard	NOUN
asir-35708	38	10	and	and	CCONJ
asir-35708	38	11	roofed	roof	VERB
asir-35708	38	12	courtyards	courtyard	NOUN
asir-35708	38	13	formed	form	VERB
asir-35708	38	14	by	by	ADP
asir-35708	38	15	setbacks	setback	NOUN
asir-35708	38	16	.	.	PUNCT
asir-35708	39	1	the	the	DET
asir-35708	39	2	architectural	architectural	ADJ
asir-35708	39	3	windows	window	NOUN
asir-35708	39	4	tend	tend	VERB
asir-35708	39	5	to	to	PART
asir-35708	39	6	be	be	AUX
asir-35708	39	7	relatively	relatively	ADV
asir-35708	39	8	small	small	ADJ
asir-35708	39	9	.	.	PUNCT
asir-35708	40	1	decorations	decoration	NOUN
asir-35708	40	2	on	on	ADP
asir-35708	40	3	qiang	qiang	PROPN
asir-35708	40	4	ethnic	ethnic	ADJ
asir-35708	40	5	buildings	building	NOUN
asir-35708	40	6	are	be	AUX
asir-35708	40	7	comparatively	comparatively	ADV
asir-35708	40	8	simple	simple	ADJ
asir-35708	40	9	,	,	PUNCT
asir-35708	40	10	with	with	ADP
asir-35708	40	11	minimal	minimal	ADJ
asir-35708	40	12	embellishments	embellishment	NOUN
asir-35708	40	13	using	use	VERB
asir-35708	40	14	white	white	ADJ
asir-35708	40	15	stones	stone	NOUN
asir-35708	40	16	and	and	CCONJ
asir-35708	40	17	wood	wood	NOUN
asir-35708	40	18	.	.	PUNCT
asir-35708	41	1	figure	figure	NOUN
asir-35708	41	2	2	2	NUM
asir-35708	41	3	.	.	PUNCT
asir-35708	41	4	tibetan	tibetan	PROPN
asir-35708	41	5	village	village	PROPN
asir-35708	41	6	tibetan	tibetan	PROPN
asir-35708	41	7	ethnic	ethnic	ADJ
asir-35708	41	8	villages	village	NOUN
asir-35708	41	9	often	often	ADV
asir-35708	41	10	employ	employ	VERB
asir-35708	41	11	stone	stone	NOUN
asir-35708	41	12	masonry	masonry	NOUN
asir-35708	41	13	as	as	ADP
asir-35708	41	14	their	their	PRON
asir-35708	41	15	primary	primary	ADJ
asir-35708	41	16	building	building	NOUN
asir-35708	41	17	material	material	NOUN
asir-35708	41	18	.	.	PUNCT
asir-35708	42	1	the	the	DET
asir-35708	42	2	color	color	NOUN
asir-35708	42	3	palette	palette	NOUN
asir-35708	42	4	is	be	AUX
asir-35708	42	5	primarily	primarily	ADV
asir-35708	42	6	composed	compose	VERB
asir-35708	42	7	of	of	ADP
asir-35708	42	8	shades	shade	NOUN
asir-35708	42	9	of	of	ADP
asir-35708	42	10	gray	gray	ADJ
asir-35708	42	11	,	,	PUNCT
asir-35708	42	12	with	with	ADP
asir-35708	42	13	accents	accent	NOUN
asir-35708	42	14	of	of	ADP
asir-35708	42	15	yellow	yellow	ADJ
asir-35708	42	16	and	and	CCONJ
asir-35708	42	17	red	red	ADJ
asir-35708	42	18	.	.	PUNCT
asir-35708	43	1	some	some	DET
asir-35708	43	2	villages	village	NOUN
asir-35708	43	3	include	include	VERB
asir-35708	43	4	watchtowers	watchtower	NOUN
asir-35708	43	5	.	.	PUNCT
asir-35708	44	1	the	the	DET
asir-35708	44	2	roofs	roof	NOUN
asir-35708	44	3	are	be	AUX
asir-35708	44	4	flat	flat	ADJ
asir-35708	44	5	,	,	PUNCT
asir-35708	44	6	featuring	feature	VERB
asir-35708	44	7	a	a	DET
asir-35708	44	8	right	right	ADV
asir-35708	44	9	-	-	PUNCT
asir-35708	44	10	angled	angle	VERB
asir-35708	44	11	triangular	triangular	NOUN
asir-35708	44	12	decoration	decoration	NOUN
asir-35708	44	13	on	on	ADP
asir-35708	44	14	the	the	DET
asir-35708	44	15	rooftop	rooftop	NOUN
asir-35708	44	16	.	.	PUNCT
asir-35708	45	1	the	the	DET
asir-35708	45	2	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	45	3	applied	apply	VERB
asir-35708	45	4	science	science	NOUN
asir-35708	45	5	and	and	CCONJ
asir-35708	45	6	innovative	innovative	ADJ
asir-35708	45	7	research	research	NOUN
asir-35708	45	8	vol	vol	NOUN
asir-35708	45	9	.	.	PUNCT
asir-35708	46	1	7	7	NUM
asir-35708	46	2	,	,	PUNCT
asir-35708	46	3	no	no	INTJ
asir-35708	46	4	.	.	NOUN
asir-35708	46	5	4	4	NUM
asir-35708	46	6	,	,	PUNCT
asir-35708	46	7	2023	2023	NUM
asir-35708	46	8	129	129	NUM
asir-35708	46	9	published	publish	VERB
asir-35708	46	10	by	by	ADP
asir-35708	46	11	scholink	scholink	PROPN
asir-35708	46	12	inc	inc	PROPN
asir-35708	46	13	.	.	PROPN
asir-35708	46	14	architectural	architectural	PROPN
asir-35708	46	15	layout	layout	PROPN
asir-35708	46	16	is	be	AUX
asir-35708	46	17	square	square	ADJ
asir-35708	46	18	,	,	PUNCT
asir-35708	46	19	forming	form	VERB
asir-35708	46	20	a	a	DET
asir-35708	46	21	roofed	roofed	ADJ
asir-35708	46	22	courtyard	courtyard	NOUN
asir-35708	46	23	through	through	ADP
asir-35708	46	24	setbacks	setback	NOUN
asir-35708	46	25	.	.	PUNCT
asir-35708	47	1	compared	compare	VERB
asir-35708	47	2	to	to	ADP
asir-35708	47	3	qiang	qiang	PROPN
asir-35708	47	4	ethnic	ethnic	ADJ
asir-35708	47	5	architecture	architecture	NOUN
asir-35708	47	6	,	,	PUNCT
asir-35708	47	7	the	the	DET
asir-35708	47	8	windows	window	NOUN
asir-35708	47	9	in	in	ADP
asir-35708	47	10	tibetan	tibetan	ADJ
asir-35708	47	11	buildings	building	NOUN
asir-35708	47	12	are	be	AUX
asir-35708	47	13	relatively	relatively	ADV
asir-35708	47	14	larger	large	ADJ
asir-35708	47	15	.	.	PUNCT
asir-35708	48	1	tibetan	tibetan	ADJ
asir-35708	48	2	architecture	architecture	NOUN
asir-35708	48	3	is	be	AUX
asir-35708	48	4	known	know	VERB
asir-35708	48	5	for	for	ADP
asir-35708	48	6	its	its	PRON
asir-35708	48	7	decorative	decorative	ADJ
asir-35708	48	8	elements	element	NOUN
asir-35708	48	9	,	,	PUNCT
asir-35708	48	10	often	often	ADV
asir-35708	48	11	adorned	adorn	VERB
asir-35708	48	12	with	with	ADP
asir-35708	48	13	painted	paint	VERB
asir-35708	48	14	patterns	pattern	NOUN
asir-35708	48	15	or	or	CCONJ
asir-35708	48	16	colorful	colorful	ADJ
asir-35708	48	17	flags	flag	NOUN
asir-35708	48	18	.	.	PUNCT
asir-35708	49	1	figure	figure	NOUN
asir-35708	49	2	3	3	NUM
asir-35708	49	3	.	.	PUNCT
asir-35708	49	4	hui	hui	PROPN
asir-35708	49	5	village	village	PROPN
asir-35708	49	6	hui	hui	PROPN
asir-35708	49	7	ethnic	ethnic	ADJ
asir-35708	49	8	villages	village	NOUN
asir-35708	49	9	primarily	primarily	ADV
asir-35708	49	10	use	use	VERB
asir-35708	49	11	stone	stone	NOUN
asir-35708	49	12	and	and	CCONJ
asir-35708	49	13	wood	wood	NOUN
asir-35708	49	14	as	as	ADP
asir-35708	49	15	their	their	PRON
asir-35708	49	16	main	main	ADJ
asir-35708	49	17	building	building	NOUN
asir-35708	49	18	materials	material	NOUN
asir-35708	49	19	.	.	PUNCT
asir-35708	50	1	the	the	DET
asir-35708	50	2	color	color	NOUN
asir-35708	50	3	scheme	scheme	NOUN
asir-35708	50	4	is	be	AUX
asir-35708	50	5	predominantly	predominantly	ADV
asir-35708	50	6	white	white	ADJ
asir-35708	50	7	.	.	PUNCT
asir-35708	51	1	the	the	DET
asir-35708	51	2	roofs	roof	NOUN
asir-35708	51	3	are	be	AUX
asir-35708	51	4	pitched	pitch	VERB
asir-35708	51	5	,	,	PUNCT
asir-35708	51	6	mainly	mainly	ADV
asir-35708	51	7	covered	cover	VERB
asir-35708	51	8	with	with	ADP
asir-35708	51	9	gray	gray	ADJ
asir-35708	51	10	tiles	tile	NOUN
asir-35708	51	11	,	,	PUNCT
asir-35708	51	12	and	and	CCONJ
asir-35708	51	13	the	the	DET
asir-35708	51	14	roof	roof	NOUN
asir-35708	51	15	edges	edge	NOUN
asir-35708	51	16	are	be	AUX
asir-35708	51	17	adorned	adorn	VERB
asir-35708	51	18	with	with	ADP
asir-35708	51	19	white	white	ADJ
asir-35708	51	20	paint	paint	NOUN
asir-35708	51	21	.	.	PUNCT
asir-35708	52	1	the	the	DET
asir-35708	52	2	architectural	architectural	ADJ
asir-35708	52	3	layout	layout	NOUN
asir-35708	52	4	consists	consist	VERB
asir-35708	52	5	of	of	ADP
asir-35708	52	6	courtyard	courtyard	NOUN
asir-35708	52	7	spaces	space	NOUN
asir-35708	52	8	enclosed	enclose	VERB
asir-35708	52	9	on	on	ADP
asir-35708	52	10	two	two	NUM
asir-35708	52	11	or	or	CCONJ
asir-35708	52	12	three	three	NUM
asir-35708	52	13	sides	side	NOUN
asir-35708	52	14	.	.	PUNCT
asir-35708	53	1	figure	figure	VERB
asir-35708	53	2	4	4	NUM
asir-35708	53	3	.	.	PUNCT
asir-35708	53	4	han	han	PROPN
asir-35708	53	5	village	village	PROPN
asir-35708	53	6	traditional	traditional	ADJ
asir-35708	53	7	han	han	PROPN
asir-35708	53	8	ethnic	ethnic	ADJ
asir-35708	53	9	village	village	NOUN
asir-35708	53	10	architecture	architecture	NOUN
asir-35708	53	11	often	often	ADV
asir-35708	53	12	features	feature	VERB
asir-35708	53	13	a	a	DET
asir-35708	53	14	brick	brick	NOUN
asir-35708	53	15	-	-	PUNCT
asir-35708	53	16	and	and	CCONJ
asir-35708	53	17	-	-	PUNCT
asir-35708	53	18	wood	wood	NOUN
asir-35708	53	19	structure	structure	NOUN
asir-35708	53	20	with	with	ADP
asir-35708	53	21	pitched	pitch	VERB
asir-35708	53	22	roofs	roof	NOUN
asir-35708	53	23	covered	cover	VERB
asir-35708	53	24	in	in	ADP
asir-35708	53	25	gray	gray	ADJ
asir-35708	53	26	tiles	tile	NOUN
asir-35708	53	27	,	,	PUNCT
asir-35708	53	28	commonly	commonly	ADV
asir-35708	53	29	displaying	display	VERB
asir-35708	53	30	delicate	delicate	ADJ
asir-35708	53	31	eaves	eave	NOUN
asir-35708	53	32	lines	line	NOUN
asir-35708	53	33	.	.	PUNCT
asir-35708	54	1	the	the	DET
asir-35708	54	2	overall	overall	ADJ
asir-35708	54	3	design	design	NOUN
asir-35708	54	4	places	place	NOUN
asir-35708	54	5	emphasis	emphasis	NOUN
asir-35708	54	6	on	on	ADP
asir-35708	54	7	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	54	8	applied	apply	VERB
asir-35708	54	9	science	science	NOUN
asir-35708	54	10	and	and	CCONJ
asir-35708	54	11	innovative	innovative	ADJ
asir-35708	54	12	research	research	NOUN
asir-35708	54	13	vol	vol	NOUN
asir-35708	54	14	.	.	PUNCT
asir-35708	55	1	7	7	NUM
asir-35708	55	2	,	,	PUNCT
asir-35708	55	3	no	no	INTJ
asir-35708	55	4	.	.	NOUN
asir-35708	55	5	4	4	NUM
asir-35708	55	6	,	,	PUNCT
asir-35708	55	7	2023	2023	NUM
asir-35708	55	8	130	130	NUM
asir-35708	55	9	published	publish	VERB
asir-35708	55	10	by	by	ADP
asir-35708	55	11	scholink	scholink	PROPN
asir-35708	55	12	inc	inc	PROPN
asir-35708	55	13	.	.	PROPN
asir-35708	55	14	symmetrical	symmetrical	ADJ
asir-35708	55	15	beauty	beauty	NOUN
asir-35708	55	16	,	,	PUNCT
asir-35708	55	17	and	and	CCONJ
asir-35708	55	18	courtyard	courtyard	NOUN
asir-35708	55	19	layouts	layout	NOUN
asir-35708	55	20	typically	typically	ADV
asir-35708	55	21	follow	follow	VERB
asir-35708	55	22	a	a	DET
asir-35708	55	23	two	two	NUM
asir-35708	55	24	-	-	PUNCT
asir-35708	55	25	courtyard	courtyard	NOUN
asir-35708	55	26	or	or	CCONJ
asir-35708	55	27	three	three	NUM
asir-35708	55	28	-	-	PUNCT
asir-35708	55	29	courtyard	courtyard	NOUN
asir-35708	55	30	configuration	configuration	NOUN
asir-35708	55	31	,	,	PUNCT
asir-35708	55	32	creating	create	VERB
asir-35708	55	33	enclosed	enclose	VERB
asir-35708	55	34	and	and	CCONJ
asir-35708	55	35	tranquil	tranquil	NOUN
asir-35708	55	36	spaces	space	NOUN
asir-35708	55	37	.	.	PUNCT
asir-35708	56	1	windows	window	NOUN
asir-35708	56	2	,	,	PUNCT
asir-35708	56	3	mostly	mostly	ADV
asir-35708	56	4	made	make	VERB
asir-35708	56	5	of	of	ADP
asir-35708	56	6	wood	wood	NOUN
asir-35708	56	7	,	,	PUNCT
asir-35708	56	8	are	be	AUX
asir-35708	56	9	adorned	adorn	VERB
asir-35708	56	10	with	with	ADP
asir-35708	56	11	carvings	carving	NOUN
asir-35708	56	12	,	,	PUNCT
asir-35708	56	13	lattice	lattice	NOUN
asir-35708	56	14	,	,	PUNCT
asir-35708	56	15	and	and	CCONJ
asir-35708	56	16	other	other	ADJ
asir-35708	56	17	decorations	decoration	NOUN
asir-35708	56	18	,	,	PUNCT
asir-35708	56	19	showcasing	showcase	VERB
asir-35708	56	20	exquisite	exquisite	ADJ
asir-35708	56	21	traditional	traditional	ADJ
asir-35708	56	22	craftsmanship	craftsmanship	NOUN
asir-35708	56	23	.	.	PUNCT
asir-35708	57	1	exterior	exterior	ADJ
asir-35708	57	2	walls	wall	NOUN
asir-35708	57	3	are	be	AUX
asir-35708	57	4	often	often	ADV
asir-35708	57	5	painted	paint	VERB
asir-35708	57	6	in	in	ADP
asir-35708	57	7	white	white	ADJ
asir-35708	57	8	or	or	CCONJ
asir-35708	57	9	gray	gray	ADJ
asir-35708	57	10	,	,	PUNCT
asir-35708	57	11	presenting	present	VERB
asir-35708	57	12	a	a	DET
asir-35708	57	13	clean	clean	ADJ
asir-35708	57	14	and	and	CCONJ
asir-35708	57	15	elegant	elegant	ADJ
asir-35708	57	16	appearance	appearance	NOUN
asir-35708	57	17	.	.	PUNCT
asir-35708	58	1	3	3	X
asir-35708	58	2	.	.	NUM
asir-35708	58	3	related	relate	VERB
asir-35708	58	4	technologies	technology	NOUN
asir-35708	58	5	transformer	transformer	NOUN
asir-35708	58	6	(	(	PUNCT
asir-35708	58	7	parmar	parmar	PROPN
asir-35708	58	8	et	et	PROPN
asir-35708	58	9	al	al	PROPN
asir-35708	58	10	.	.	PROPN
asir-35708	58	11	,	,	PUNCT
asir-35708	58	12	2018	2018	NUM
asir-35708	58	13	)	)	PUNCT
asir-35708	58	14	was	be	AUX
asir-35708	58	15	first	first	ADV
asir-35708	58	16	proposed	propose	VERB
asir-35708	58	17	and	and	CCONJ
asir-35708	58	18	applied	apply	VERB
asir-35708	58	19	in	in	ADP
asir-35708	58	20	the	the	DET
asir-35708	58	21	nlp	nlp	NOUN
asir-35708	58	22	field	field	NOUN
asir-35708	58	23	.	.	PUNCT
asir-35708	59	1	its	its	PRON
asir-35708	59	2	core	core	ADJ
asir-35708	59	3	idea	idea	NOUN
asir-35708	59	4	is	be	AUX
asir-35708	59	5	the	the	DET
asir-35708	59	6	self	self	NOUN
asir-35708	59	7	attention	attention	NOUN
asir-35708	59	8	mechanism	mechanism	NOUN
asir-35708	59	9	.	.	PUNCT
asir-35708	60	1	through	through	ADP
asir-35708	60	2	encoding	encode	VERB
asir-35708	60	3	and	and	CCONJ
asir-35708	60	4	decoding	decode	VERB
asir-35708	60	5	the	the	DET
asir-35708	60	6	phrases	phrase	NOUN
asir-35708	60	7	input	input	NOUN
asir-35708	60	8	into	into	ADP
asir-35708	60	9	the	the	DET
asir-35708	60	10	network	network	NOUN
asir-35708	60	11	,	,	PUNCT
asir-35708	60	12	it	it	PRON
asir-35708	60	13	can	can	AUX
asir-35708	60	14	improve	improve	VERB
asir-35708	60	15	the	the	DET
asir-35708	60	16	network	network	NOUN
asir-35708	60	17	's	's	PART
asir-35708	60	18	learning	learning	NOUN
asir-35708	60	19	of	of	ADP
asir-35708	60	20	the	the	DET
asir-35708	60	21	relevance	relevance	NOUN
asir-35708	60	22	between	between	ADP
asir-35708	60	23	words	word	NOUN
asir-35708	60	24	.	.	PUNCT
asir-35708	61	1	at	at	ADP
asir-35708	61	2	present	present	ADJ
asir-35708	61	3	,	,	PUNCT
asir-35708	61	4	more	more	ADJ
asir-35708	61	5	and	and	CCONJ
asir-35708	61	6	more	more	ADJ
asir-35708	61	7	computer	computer	NOUN
asir-35708	61	8	vision	vision	NOUN
asir-35708	61	9	solutions	solution	NOUN
asir-35708	61	10	use	use	VERB
asir-35708	61	11	transformer	transformer	NOUN
asir-35708	61	12	mechanism	mechanism	NOUN
asir-35708	61	13	for	for	ADP
asir-35708	61	14	reference	reference	NOUN
asir-35708	61	15	to	to	PART
asir-35708	61	16	enhance	enhance	VERB
asir-35708	61	17	the	the	DET
asir-35708	61	18	global	global	ADJ
asir-35708	61	19	awareness	awareness	NOUN
asir-35708	61	20	of	of	ADP
asir-35708	61	21	the	the	DET
asir-35708	61	22	model	model	NOUN
asir-35708	61	23	by	by	ADP
asir-35708	61	24	improving	improve	VERB
asir-35708	61	25	the	the	DET
asir-35708	61	26	global	global	ADJ
asir-35708	61	27	feature	feature	NOUN
asir-35708	61	28	information	information	NOUN
asir-35708	61	29	of	of	ADP
asir-35708	61	30	the	the	DET
asir-35708	61	31	target	target	NOUN
asir-35708	61	32	in	in	ADP
asir-35708	61	33	the	the	DET
asir-35708	61	34	feature	feature	NOUN
asir-35708	61	35	map	map	NOUN
asir-35708	61	36	.	.	PUNCT
asir-35708	62	1	first	first	ADV
asir-35708	62	2	,	,	PUNCT
asir-35708	62	3	the	the	DET
asir-35708	62	4	working	work	VERB
asir-35708	62	5	mechanism	mechanism	NOUN
asir-35708	62	6	of	of	ADP
asir-35708	62	7	transformer	transformer	NOUN
asir-35708	62	8	is	be	AUX
asir-35708	62	9	shown	show	VERB
asir-35708	62	10	in	in	ADP
asir-35708	62	11	the	the	DET
asir-35708	62	12	following	follow	VERB
asir-35708	62	13	figure	figure	NOUN
asir-35708	62	14	:	:	PUNCT
asir-35708	62	15	kk	kk	PROPN
asir-35708	62	16	k	k	PROPN
asir-35708	62	17	kv	kv	PROPN
asir-35708	62	18	q	q	PROPN
asir-35708	62	19	v	v	PROPN
asir-35708	62	20	q	q	X
asir-35708	62	21	v	v	NOUN
asir-35708	62	22	q	q	NOUN
asir-35708	62	23	vq	vq	NOUN
asir-35708	62	24	x	x	PUNCT
asir-35708	62	25	x	x	PUNCT
asir-35708	62	26	x	x	PUNCT
asir-35708	62	27	x	x	X
asir-35708	62	28	a	a	DET
asir-35708	62	29	a	a	DET
asir-35708	62	30	a	a	DET
asir-35708	62	31	a	a	DET
asir-35708	62	32	b	b	NOUN
asir-35708	62	33	â	â	X
asir-35708	62	34	â	â	X
asir-35708	62	35	â	â	X
asir-35708	62	36	â	â	X
asir-35708	63	1	1	1	NUM
asir-35708	63	2	1	1	NUM
asir-35708	63	3	1	1	NUM
asir-35708	63	4	1	1	NUM
asir-35708	63	5	1	1	NUM
asir-35708	63	6	1	1	NUM
asir-35708	63	7	1,1	1,1	NUM
asir-35708	63	8	2	2	NUM
asir-35708	63	9	2	2	NUM
asir-35708	63	10	2	2	NUM
asir-35708	63	11	2	2	NUM
asir-35708	63	12	2	2	NUM
asir-35708	63	13	1,2	1,2	NUM
asir-35708	63	14	3	3	NUM
asir-35708	63	15	3	3	NUM
asir-35708	63	16	3	3	NUM
asir-35708	63	17	3	3	NUM
asir-35708	63	18	3	3	NUM
asir-35708	63	19	1,3	1,3	NUM
asir-35708	63	20	1,4	1,4	NUM
asir-35708	63	21	4	4	NUM
asir-35708	63	22	4	4	NUM
asir-35708	63	23	4	4	NUM
asir-35708	63	24	4	4	NUM
asir-35708	63	25	4	4	NUM
asir-35708	63	26	figure	figure	NOUN
asir-35708	63	27	5	5	NUM
asir-35708	63	28	.	.	PUNCT
asir-35708	63	29	transformer	transformer	ADJ
asir-35708	63	30	workflow	workflow	NOUN
asir-35708	63	31	as	as	SCONJ
asir-35708	63	32	shown	show	VERB
asir-35708	63	33	in	in	ADP
asir-35708	63	34	the	the	DET
asir-35708	63	35	figure	figure	NOUN
asir-35708	63	36	above	above	ADP
asir-35708	63	37	𝑥1,𝑥2,𝑥3	𝑥1,𝑥2,𝑥3	NOUN
asir-35708	63	38	and	and	CCONJ
asir-35708	63	39	𝑥4	𝑥4	PROPN
asir-35708	63	40	are	be	AUX
asir-35708	63	41	input	input	NOUN
asir-35708	63	42	sequences	sequence	NOUN
asir-35708	63	43	(	(	PUNCT
asir-35708	63	44	can	can	AUX
asir-35708	63	45	be	be	AUX
asir-35708	63	46	text	text	NOUN
asir-35708	63	47	or	or	CCONJ
asir-35708	63	48	image	image	NOUN
asir-35708	63	49	)	)	PUNCT
asir-35708	63	50	,	,	PUNCT
asir-35708	63	51	for	for	ADP
asir-35708	63	52	each	each	DET
asir-35708	63	53	input	input	NOUN
asir-35708	63	54	sequence	sequence	NOUN
asir-35708	63	55	,	,	PUNCT
asir-35708	63	56	there	there	PRON
asir-35708	63	57	are	be	VERB
asir-35708	63	58	certain	certain	ADJ
asir-35708	63	59	correlation	correlation	NOUN
asir-35708	63	60	characteristics	characteristic	NOUN
asir-35708	63	61	between	between	ADP
asir-35708	63	62	them	they	PRON
asir-35708	63	63	.	.	PUNCT
asir-35708	64	1	to	to	PART
asir-35708	64	2	obtain	obtain	VERB
asir-35708	64	3	the	the	DET
asir-35708	64	4	association	association	NOUN
asir-35708	64	5	information	information	NOUN
asir-35708	64	6	between	between	ADP
asir-35708	64	7	input	input	NOUN
asir-35708	64	8	elements	element	NOUN
asir-35708	64	9	,	,	PUNCT
asir-35708	64	10	each	each	DET
asir-35708	64	11	𝑥𝑖	𝑥𝑖	PROPN
asir-35708	64	12	is	be	AUX
asir-35708	64	13	equipped	equip	VERB
asir-35708	64	14	with	with	ADP
asir-35708	64	15	three	three	NUM
asir-35708	64	16	vectors	vector	NOUN
asir-35708	64	17	:	:	PUNCT
asir-35708	64	18	q	q	X
asir-35708	64	19	(	(	PUNCT
asir-35708	64	20	query	query	NOUN
asir-35708	64	21	)	)	PUNCT
asir-35708	64	22	,	,	PUNCT
asir-35708	64	23	k	k	PROPN
asir-35708	64	24	(	(	PUNCT
asir-35708	64	25	key	key	NOUN
asir-35708	64	26	)	)	PUNCT
asir-35708	64	27	,	,	PUNCT
asir-35708	64	28	and	and	CCONJ
asir-35708	64	29	v	v	NOUN
asir-35708	64	30	(	(	PUNCT
asir-35708	64	31	value	value	NOUN
asir-35708	64	32	)	)	PUNCT
asir-35708	64	33	.	.	PUNCT
asir-35708	65	1	take	take	VERB
asir-35708	65	2	the	the	DET
asir-35708	65	3	𝑥1	𝑥1	NOUN
asir-35708	65	4	as	as	ADP
asir-35708	65	5	an	an	DET
asir-35708	65	6	example	example	NOUN
asir-35708	65	7	,	,	PUNCT
asir-35708	65	8	its	its	PRON
asir-35708	65	9	q	q	NOUN
asir-35708	65	10	vector	vector	NOUN
asir-35708	65	11	is	be	AUX
asir-35708	65	12	mainly	mainly	ADV
asir-35708	65	13	used	use	VERB
asir-35708	65	14	to	to	PART
asir-35708	65	15	query	query	VERB
asir-35708	65	16	the	the	DET
asir-35708	65	17	relationship	relationship	NOUN
asir-35708	65	18	between	between	ADP
asir-35708	65	19	its	its	PRON
asir-35708	65	20	own	own	ADJ
asir-35708	65	21	element	element	NOUN
asir-35708	65	22	and	and	CCONJ
asir-35708	65	23	other	other	ADJ
asir-35708	65	24	elements	element	NOUN
asir-35708	65	25	;	;	PUNCT
asir-35708	65	26	the	the	DET
asir-35708	65	27	k	k	X
asir-35708	65	28	-	-	NOUN
asir-35708	65	29	vector	vector	NOUN
asir-35708	65	30	represents	represent	VERB
asir-35708	65	31	the	the	DET
asir-35708	65	32	relationship	relationship	NOUN
asir-35708	65	33	between	between	ADP
asir-35708	65	34	itself	itself	PRON
asir-35708	65	35	and	and	CCONJ
asir-35708	65	36	the	the	DET
asir-35708	65	37	q	q	NOUN
asir-35708	65	38	vector	vector	NOUN
asir-35708	65	39	of	of	ADP
asir-35708	65	40	other	other	ADJ
asir-35708	65	41	elements	element	NOUN
asir-35708	65	42	when	when	SCONJ
asir-35708	65	43	querying	query	VERB
asir-35708	65	44	;	;	PUNCT
asir-35708	65	45	the	the	DET
asir-35708	65	46	v	v	NOUN
asir-35708	65	47	vector	vector	NOUN
asir-35708	65	48	is	be	AUX
asir-35708	65	49	the	the	DET
asir-35708	65	50	characteristic	characteristic	ADJ
asir-35708	65	51	expression	expression	NOUN
asir-35708	65	52	vector	vector	NOUN
asir-35708	65	53	of	of	ADP
asir-35708	65	54	the	the	DET
asir-35708	65	55	element	element	NOUN
asir-35708	65	56	.	.	PUNCT
asir-35708	66	1	when	when	SCONJ
asir-35708	66	2	extracting	extract	VERB
asir-35708	66	3	the	the	DET
asir-35708	66	4	relationship	relationship	NOUN
asir-35708	66	5	features	feature	NOUN
asir-35708	66	6	of	of	ADP
asir-35708	66	7	other	other	ADJ
asir-35708	66	8	input	input	NOUN
asir-35708	66	9	elements	element	NOUN
asir-35708	66	10	,	,	PUNCT
asir-35708	66	11	𝑥1	𝑥1	PROPN
asir-35708	66	12	's	's	PART
asir-35708	66	13	𝑞1	𝑞1	PROPN
asir-35708	66	14	will	will	AUX
asir-35708	66	15	query	query	VERB
asir-35708	66	16	and	and	CCONJ
asir-35708	66	17	calculate	calculate	VERB
asir-35708	66	18	with	with	ADP
asir-35708	66	19	𝑘1、𝑘2、𝑘3、𝑘4	𝑘1、𝑘2、𝑘3、𝑘4	PROPN
asir-35708	66	20	respectively	respectively	ADV
asir-35708	66	21	,	,	PUNCT
asir-35708	66	22	and	and	CCONJ
asir-35708	66	23	obtain	obtain	VERB
asir-35708	66	24	[	[	PUNCT
asir-35708	66	25	]	]	X
asir-35708	66	26	such	such	DET
asir-35708	66	27	a	a	DET
asir-35708	66	28	group	group	NOUN
asir-35708	66	29	of	of	ADP
asir-35708	66	30	weight	weight	NOUN
asir-35708	66	31	vectors	vector	NOUN
asir-35708	66	32	.	.	PUNCT
asir-35708	67	1	after	after	ADP
asir-35708	67	2	that	that	PRON
asir-35708	67	3	,	,	PUNCT
asir-35708	67	4	each	each	DET
asir-35708	67	5	weight	weight	NOUN
asir-35708	67	6	vector	vector	NOUN
asir-35708	67	7	is	be	AUX
asir-35708	67	8	recombined	recombine	VERB
asir-35708	67	9	with	with	ADP
asir-35708	67	10	the	the	DET
asir-35708	67	11	input	input	NOUN
asir-35708	67	12	feature	feature	NOUN
asir-35708	67	13	to	to	PART
asir-35708	67	14	obtain	obtain	VERB
asir-35708	67	15	the	the	DET
asir-35708	67	16	relationship	relationship	NOUN
asir-35708	67	17	between	between	ADP
asir-35708	67	18	𝑥1	𝑥1	NOUN
asir-35708	67	19	and	and	CCONJ
asir-35708	67	20	other	other	ADJ
asir-35708	67	21	elements	element	NOUN
asir-35708	67	22	to	to	PART
asir-35708	67	23	express	express	VERB
asir-35708	67	24	the	the	DET
asir-35708	67	25	output	output	NOUN
asir-35708	67	26	𝑏1	𝑏1	NOUN
asir-35708	67	27	.	.	PUNCT
asir-35708	68	1	in	in	ADP
asir-35708	68	2	the	the	DET
asir-35708	68	3	field	field	NOUN
asir-35708	68	4	of	of	ADP
asir-35708	68	5	computer	computer	NOUN
asir-35708	68	6	vision	vision	NOUN
asir-35708	68	7	,	,	PUNCT
asir-35708	68	8	classification	classification	NOUN
asir-35708	68	9	,	,	PUNCT
asir-35708	68	10	detection	detection	NOUN
asir-35708	68	11	and	and	CCONJ
asir-35708	68	12	segmentation	segmentation	NOUN
asir-35708	68	13	tasks	task	NOUN
asir-35708	68	14	can	can	AUX
asir-35708	68	15	also	also	ADV
asir-35708	68	16	obtain	obtain	VERB
asir-35708	68	17	the	the	DET
asir-35708	68	18	association	association	NOUN
asir-35708	68	19	information	information	NOUN
asir-35708	68	20	between	between	ADP
asir-35708	68	21	objects	object	NOUN
asir-35708	68	22	in	in	ADP
asir-35708	68	23	the	the	DET
asir-35708	68	24	graph	graph	NOUN
asir-35708	68	25	in	in	ADP
asir-35708	68	26	the	the	DET
asir-35708	68	27	above	above	ADJ
asir-35708	68	28	way	way	NOUN
asir-35708	68	29	.	.	PUNCT
asir-35708	69	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-35708	69	2	applied	apply	VERB
asir-35708	69	3	science	science	NOUN
asir-35708	69	4	and	and	CCONJ
asir-35708	69	5	innovative	innovative	ADJ
asir-35708	69	6	research	research	NOUN
asir-35708	69	7	vol	vol	NOUN
asir-35708	69	8	.	.	PUNCT
asir-35708	70	1	7	7	NUM
asir-35708	70	2	,	,	PUNCT
asir-35708	70	3	no	no	INTJ
asir-35708	70	4	.	.	NOUN
asir-35708	70	5	4	4	NUM
asir-35708	70	6	,	,	PUNCT
asir-35708	70	7	2023	2023	NUM
asir-35708	70	8	131	131	NUM
asir-35708	70	9	published	publish	VERB
asir-35708	70	10	by	by	ADP
asir-35708	70	11	scholink	scholink	PROPN
asir-35708	70	12	inc	inc	PROPN
asir-35708	70	13	.	.	PROPN
asir-35708	70	14	4	4	X
asir-35708	70	15	.	.	PUNCT
asir-35708	70	16	network	network	NOUN
asir-35708	70	17	structure	structure	NOUN
asir-35708	70	18	design	design	NOUN
asir-35708	70	19	for	for	ADP
asir-35708	70	20	the	the	DET
asir-35708	70	21	design	design	NOUN
asir-35708	70	22	of	of	ADP
asir-35708	70	23	network	network	NOUN
asir-35708	70	24	structure	structure	NOUN
asir-35708	70	25	,	,	PUNCT
asir-35708	70	26	the	the	DET
asir-35708	70	27	structural	structural	ADJ
asir-35708	70	28	scheme	scheme	NOUN
asir-35708	70	29	of	of	ADP
asir-35708	70	30	"	"	PUNCT
asir-35708	70	31	conv+transformer+conv	conv+transformer+conv	NOUN
asir-35708	70	32	"	"	PUNCT
asir-35708	70	33	is	be	AUX
asir-35708	70	34	adopted	adopt	VERB
asir-35708	70	35	.	.	PUNCT
asir-35708	71	1	first	first	ADV
asir-35708	71	2	,	,	PUNCT
asir-35708	71	3	the	the	DET
asir-35708	71	4	convolutional	convolutional	ADJ
asir-35708	71	5	network	network	NOUN
asir-35708	71	6	is	be	AUX
asir-35708	71	7	used	use	VERB
asir-35708	71	8	to	to	PART
asir-35708	71	9	convert	convert	VERB
asir-35708	71	10	the	the	DET
asir-35708	71	11	input	input	NOUN
asir-35708	71	12	image	image	NOUN
asir-35708	71	13	into	into	ADP
asir-35708	71	14	a	a	DET
asir-35708	71	15	feature	feature	NOUN
asir-35708	71	16	map	map	NOUN
asir-35708	71	17	.	.	PUNCT
asir-35708	72	1	then	then	ADV
asir-35708	72	2	,	,	PUNCT
asir-35708	72	3	the	the	DET
asir-35708	72	4	transformer	transformer	NOUN
asir-35708	72	5	network	network	NOUN
asir-35708	72	6	acquires	acquire	VERB
asir-35708	72	7	the	the	DET
asir-35708	72	8	global	global	ADJ
asir-35708	72	9	attention	attention	NOUN
asir-35708	72	10	of	of	ADP
asir-35708	72	11	the	the	DET
asir-35708	72	12	feature	feature	NOUN
asir-35708	72	13	map	map	NOUN
asir-35708	72	14	.	.	PUNCT
asir-35708	73	1	finally	finally	ADV
asir-35708	73	2	,	,	PUNCT
asir-35708	73	3	the	the	DET
asir-35708	73	4	convolutional	convolutional	ADJ
asir-35708	73	5	network	network	NOUN
asir-35708	73	6	is	be	AUX
asir-35708	73	7	used	use	VERB
asir-35708	73	8	to	to	PART
asir-35708	73	9	transition	transition	VERB
asir-35708	73	10	the	the	DET
asir-35708	73	11	output	output	NOUN
asir-35708	73	12	feature	feature	NOUN
asir-35708	73	13	map	map	NOUN
asir-35708	73	14	,	,	PUNCT
asir-35708	73	15	and	and	CCONJ
asir-35708	73	16	the	the	DET
asir-35708	73	17	detector	detector	NOUN
asir-35708	73	18	detects	detect	VERB
asir-35708	73	19	the	the	DET
asir-35708	73	20	target	target	NOUN
asir-35708	73	21	in	in	ADP
asir-35708	73	22	the	the	DET
asir-35708	73	23	map	map	NOUN
asir-35708	73	24	.	.	PUNCT
asir-35708	74	1	4.1	4.1	NUM
asir-35708	74	2	preconditioning	precondition	VERB
asir-35708	74	3	convolutional	convolutional	ADJ
asir-35708	74	4	network	network	NOUN
asir-35708	74	5	the	the	DET
asir-35708	74	6	function	function	NOUN
asir-35708	74	7	of	of	ADP
asir-35708	74	8	the	the	DET
asir-35708	74	9	preprocessing	preprocesse	VERB
asir-35708	74	10	convolutional	convolutional	ADJ
asir-35708	74	11	network	network	NOUN
asir-35708	74	12	is	be	AUX
asir-35708	74	13	to	to	PART
asir-35708	74	14	enhance	enhance	VERB
asir-35708	74	15	the	the	DET
asir-35708	74	16	amount	amount	NOUN
asir-35708	74	17	of	of	ADP
asir-35708	74	18	information	information	NOUN
asir-35708	74	19	contained	contain	VERB
asir-35708	74	20	in	in	ADP
asir-35708	74	21	the	the	DET
asir-35708	74	22	feature	feature	NOUN
asir-35708	74	23	map	map	NOUN
asir-35708	74	24	,	,	PUNCT
asir-35708	74	25	so	so	SCONJ
asir-35708	74	26	that	that	SCONJ
asir-35708	74	27	the	the	DET
asir-35708	74	28	subsequent	subsequent	ADJ
asir-35708	74	29	transformer	transformer	NOUN
asir-35708	74	30	network	network	NOUN
asir-35708	74	31	can	can	AUX
asir-35708	74	32	build	build	VERB
asir-35708	74	33	a	a	DET
asir-35708	74	34	global	global	ADJ
asir-35708	74	35	feature	feature	NOUN
asir-35708	74	36	association	association	NOUN
asir-35708	74	37	based	base	VERB
asir-35708	74	38	on	on	ADP
asir-35708	74	39	more	more	ADJ
asir-35708	74	40	feature	feature	NOUN
asir-35708	74	41	information	information	NOUN
asir-35708	74	42	.	.	PUNCT
asir-35708	75	1	the	the	DET
asir-35708	75	2	preprocessing	preprocessing	NOUN
asir-35708	75	3	network	network	NOUN
asir-35708	75	4	is	be	AUX
asir-35708	75	5	constructed	construct	VERB
asir-35708	75	6	based	base	VERB
asir-35708	75	7	on	on	ADP
asir-35708	75	8	the	the	DET
asir-35708	75	9	fpn	fpn	NOUN
asir-35708	75	10	(	(	PUNCT
asir-35708	75	11	feature	feature	NOUN
asir-35708	75	12	pyramid	pyramid	NOUN
asir-35708	75	13	networks	network	NOUN
asir-35708	75	14	)	)	PUNCT
asir-35708	75	15	network	network	NOUN
asir-35708	75	16	structure	structure	NOUN
asir-35708	75	17	(	(	PUNCT
asir-35708	75	18	deng	deng	PROPN
asir-35708	75	19	et	et	PROPN
asir-35708	75	20	al	al	PROPN
asir-35708	75	21	.	.	PROPN
asir-35708	75	22	,	,	PUNCT
asir-35708	75	23	2021	2021	NUM
asir-35708	75	24	)	)	PUNCT
asir-35708	75	25	.	.	PUNCT
asir-35708	76	1	in	in	ADP
asir-35708	76	2	addition	addition	NOUN
asir-35708	76	3	,	,	PUNCT
asir-35708	76	4	the	the	DET
asir-35708	76	5	dynamicconv	dynamicconv	ADJ
asir-35708	76	6	dynamic	dynamic	ADJ
asir-35708	76	7	convolution	convolution	NOUN
asir-35708	76	8	(	(	PUNCT
asir-35708	76	9	wu	wu	PROPN
asir-35708	76	10	et	et	PROPN
asir-35708	76	11	al	al	PROPN
asir-35708	76	12	.	.	PROPN
asir-35708	76	13	,	,	PUNCT
asir-35708	76	14	2019	2019	NUM
asir-35708	76	15	)	)	PUNCT
asir-35708	76	16	and	and	CCONJ
asir-35708	76	17	dense	dense	ADJ
asir-35708	76	18	residual	residual	ADJ
asir-35708	76	19	mapping	mapping	NOUN
asir-35708	76	20	structure	structure	NOUN
asir-35708	76	21	(	(	PUNCT
asir-35708	76	22	huang	huang	PROPN
asir-35708	76	23	et	et	PROPN
asir-35708	76	24	al	al	PROPN
asir-35708	76	25	.	.	PROPN
asir-35708	76	26	,	,	PUNCT
asir-35708	76	27	2019	2019	NUM
asir-35708	76	28	)	)	PUNCT
asir-35708	76	29	are	be	AUX
asir-35708	76	30	used	use	VERB
asir-35708	76	31	in	in	ADP
asir-35708	76	32	the	the	DET
asir-35708	76	33	preprocessing	preprocessing	NOUN
asir-35708	76	34	network	network	NOUN
asir-35708	76	35	to	to	PART
asir-35708	76	36	enhance	enhance	VERB
asir-35708	76	37	the	the	DET
asir-35708	76	38	feature	feature	NOUN
asir-35708	76	39	extraction	extraction	NOUN
asir-35708	76	40	ability	ability	NOUN
asir-35708	76	41	of	of	ADP
asir-35708	76	42	the	the	DET
asir-35708	76	43	preprocessing	preprocessing	NOUN
asir-35708	76	44	network	network	NOUN
asir-35708	76	45	.	.	PUNCT
asir-35708	77	1	based	base	VERB
asir-35708	77	2	on	on	ADP
asir-35708	77	3	the	the	DET
asir-35708	77	4	above	above	ADJ
asir-35708	77	5	design	design	NOUN
asir-35708	77	6	points	point	NOUN
asir-35708	77	7	,	,	PUNCT
asir-35708	77	8	the	the	DET
asir-35708	77	9	preprocessing	preprocessing	NOUN
asir-35708	77	10	network	network	NOUN
asir-35708	77	11	module	module	NOUN
asir-35708	77	12	designed	design	VERB
asir-35708	77	13	in	in	ADP
asir-35708	77	14	this	this	DET
asir-35708	77	15	paper	paper	NOUN
asir-35708	77	16	is	be	AUX
asir-35708	77	17	shown	show	VERB
asir-35708	77	18	in	in	ADP
asir-35708	77	19	the	the	DET
asir-35708	77	20	following	follow	VERB
asir-35708	77	21	figure	figure	NOUN
asir-35708	77	22	:	:	PUNCT
asir-35708	77	23	figure	figure	NOUN
asir-35708	77	24	6	6	NUM
asir-35708	77	25	.	.	PUNCT
asir-35708	77	26	pretreatment	pretreatment	NOUN
asir-35708	77	27	network	network	NOUN
asir-35708	77	28	module	module	NOUN
asir-35708	77	29	as	as	SCONJ
asir-35708	77	30	shown	show	VERB
asir-35708	77	31	in	in	ADP
asir-35708	77	32	the	the	DET
asir-35708	77	33	figure	figure	NOUN
asir-35708	77	34	above	above	ADV
asir-35708	77	35	,	,	PUNCT
asir-35708	77	36	four	four	NUM
asir-35708	77	37	layers	layer	NOUN
asir-35708	77	38	of	of	ADP
asir-35708	77	39	convolution	convolution	NOUN
asir-35708	77	40	layer	layer	NOUN
asir-35708	77	41	are	be	AUX
asir-35708	77	42	used	use	VERB
asir-35708	77	43	for	for	ADP
asir-35708	77	44	each	each	DET
asir-35708	77	45	"	"	PUNCT
asir-35708	77	46	pyramid	pyramid	NOUN
asir-35708	77	47	"	"	PUNCT
asir-35708	77	48	branch	branch	NOUN
asir-35708	77	49	in	in	ADP
asir-35708	77	50	the	the	DET
asir-35708	77	51	construction	construction	NOUN
asir-35708	77	52	of	of	ADP
asir-35708	77	53	fpn	fpn	ADJ
asir-35708	77	54	network	network	NOUN
asir-35708	77	55	.	.	PUNCT
asir-35708	78	1	when	when	SCONJ
asir-35708	78	2	merging	merge	VERB
asir-35708	78	3	the	the	DET
asir-35708	78	4	corresponding	correspond	VERB
asir-35708	78	5	feature	feature	NOUN
asir-35708	78	6	maps	map	NOUN
asir-35708	78	7	in	in	ADP
asir-35708	78	8	the	the	DET
asir-35708	78	9	"	"	PUNCT
asir-35708	78	10	coding	code	VERB
asir-35708	78	11	pyramid	pyramid	NOUN
asir-35708	78	12	"	"	PUNCT
asir-35708	78	13	and	and	CCONJ
asir-35708	78	14	"	"	PUNCT
asir-35708	78	15	decoding	decode	VERB
asir-35708	78	16	pyramid	pyramid	NOUN
asir-35708	78	17	"	"	PUNCT
asir-35708	78	18	network	network	NOUN
asir-35708	78	19	branches	branch	NOUN
asir-35708	78	20	,	,	PUNCT
asir-35708	78	21	we	we	PRON
asir-35708	78	22	add	add	VERB
asir-35708	78	23	dynamic	dynamic	ADJ
asir-35708	78	24	convolution	convolution	NOUN
asir-35708	78	25	to	to	ADP
asir-35708	78	26	the	the	DET
asir-35708	78	27	feature	feature	NOUN
asir-35708	78	28	transmission	transmission	NOUN
asir-35708	78	29	channel	channel	NOUN
asir-35708	78	30	to	to	PART
asir-35708	78	31	process	process	VERB
asir-35708	78	32	the	the	DET
asir-35708	78	33	transmitted	transmit	VERB
asir-35708	78	34	feature	feature	NOUN
asir-35708	78	35	information	information	NOUN
asir-35708	78	36	twice	twice	ADV
asir-35708	78	37	.	.	PUNCT
asir-35708	79	1	the	the	DET
asir-35708	79	2	dynamic	dynamic	ADJ
asir-35708	79	3	convolution	convolution	NOUN
asir-35708	79	4	uses	use	VERB
asir-35708	79	5	different	different	ADJ
asir-35708	79	6	convolution	convolution	NOUN
asir-35708	79	7	check	check	NOUN
asir-35708	79	8	feature	feature	NOUN
asir-35708	79	9	maps	map	NOUN
asir-35708	79	10	for	for	ADP
asir-35708	79	11	feature	feature	NOUN
asir-35708	79	12	extraction	extraction	NOUN
asir-35708	79	13	,	,	PUNCT
asir-35708	79	14	which	which	PRON
asir-35708	79	15	enhances	enhance	VERB
asir-35708	79	16	the	the	DET
asir-35708	79	17	flexibility	flexibility	NOUN
asir-35708	79	18	of	of	ADP
asir-35708	79	19	the	the	DET
asir-35708	79	20	convolution	convolution	NOUN
asir-35708	79	21	layer	layer	NOUN
asir-35708	79	22	.	.	PUNCT
asir-35708	80	1	at	at	ADP
asir-35708	80	2	the	the	DET
asir-35708	80	3	same	same	ADJ
asir-35708	80	4	time	time	NOUN
asir-35708	80	5	,	,	PUNCT
asir-35708	80	6	the	the	DET
asir-35708	80	7	dynamic	dynamic	ADJ
asir-35708	80	8	convolution	convolution	NOUN
asir-35708	80	9	assigns	assign	VERB
asir-35708	80	10	the	the	DET
asir-35708	80	11	parameters	parameter	NOUN
asir-35708	80	12	of	of	ADP
asir-35708	80	13	each	each	DET
asir-35708	80	14	convolution	convolution	NOUN
asir-35708	80	15	core	core	NOUN
asir-35708	80	16	based	base	VERB
asir-35708	80	17	on	on	ADP
asir-35708	80	18	the	the	DET
asir-35708	80	19	attention	attention	NOUN
asir-35708	80	20	mechanism	mechanism	NOUN
asir-35708	80	21	,	,	PUNCT
asir-35708	80	22	which	which	PRON
asir-35708	80	23	improves	improve	VERB
asir-35708	80	24	the	the	DET
asir-35708	80	25	feature	feature	NOUN
asir-35708	80	26	extraction	extraction	NOUN
asir-35708	80	27	ability	ability	NOUN
asir-35708	80	28	of	of	ADP
asir-35708	80	29	the	the	DET
asir-35708	80	30	convolution	convolution	NOUN
asir-35708	80	31	core	core	NOUN
asir-35708	80	32	.	.	PUNCT
asir-35708	81	1	the	the	DET
asir-35708	81	2	calculation	calculation	NOUN
asir-35708	81	3	process	process	NOUN
asir-35708	81	4	of	of	ADP
asir-35708	81	5	dynamic	dynamic	ADJ
asir-35708	81	6	convolution	convolution	NOUN
asir-35708	81	7	kernel	kernel	NOUN
asir-35708	81	8	in	in	ADP
asir-35708	81	9	dynamic	dynamic	ADJ
asir-35708	81	10	convolution	convolution	NOUN
asir-35708	81	11	can	can	AUX
asir-35708	81	12	be	be	AUX
asir-35708	81	13	expressed	express	VERB
asir-35708	81	14	as	as	ADP
asir-35708	81	15	:	:	PUNCT
asir-35708	81	16	dynamic	dynamic	ADJ
asir-35708	81	17	conv	conv	ADJ
asir-35708	81	18	dynamic	dynamic	ADJ
asir-35708	81	19	conv	conv	ADJ
asir-35708	81	20	dynamic	dynamic	ADJ
asir-35708	81	21	conv	conv	ADJ
asir-35708	81	22	dynamic	dynamic	ADJ
asir-35708	81	23	conv	conv	ADJ
asir-35708	81	24	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-35708	81	25	applied	apply	VERB
asir-35708	81	26	science	science	NOUN
asir-35708	81	27	and	and	CCONJ
asir-35708	81	28	innovative	innovative	ADJ
asir-35708	81	29	research	research	NOUN
asir-35708	81	30	vol	vol	NOUN
asir-35708	81	31	.	.	PUNCT
asir-35708	82	1	7	7	NUM
asir-35708	82	2	,	,	PUNCT
asir-35708	82	3	no	no	INTJ
asir-35708	82	4	.	.	NOUN
asir-35708	82	5	4	4	NUM
asir-35708	82	6	,	,	PUNCT
asir-35708	82	7	2023	2023	NUM
asir-35708	82	8	132	132	NUM
asir-35708	82	9	published	publish	VERB
asir-35708	82	10	by	by	ADP
asir-35708	82	11	scholink	scholink	PROPN
asir-35708	82	12	inc	inc	PROPN
asir-35708	82	13	.	.	PROPN
asir-35708	82	14	in	in	ADP
asir-35708	82	15	the	the	DET
asir-35708	82	16	dynamic	dynamic	ADJ
asir-35708	82	17	convolution	convolution	NOUN
asir-35708	82	18	kernel	kernel	NOUN
asir-35708	82	19	,	,	PUNCT
asir-35708	82	20	is	be	AUX
asir-35708	82	21	the	the	DET
asir-35708	82	22	attention	attention	NOUN
asir-35708	82	23	weighted	weight	VERB
asir-35708	82	24	weight	weight	NOUN
asir-35708	82	25	parameter	parameter	NOUN
asir-35708	82	26	,	,	PUNCT
asir-35708	82	27	𝑏	𝑏	PROPN
asir-35708	82	28	is	be	AUX
asir-35708	82	29	the	the	DET
asir-35708	82	30	offset	offset	NOUN
asir-35708	82	31	,	,	PUNCT
asir-35708	82	32	𝑔	𝑔	PROPN
asir-35708	82	33	is	be	AUX
asir-35708	82	34	the	the	DET
asir-35708	82	35	activation	activation	NOUN
asir-35708	82	36	function	function	NOUN
asir-35708	82	37	,	,	PUNCT
asir-35708	82	38	and	and	CCONJ
asir-35708	82	39	the	the	DET
asir-35708	82	40	value	value	NOUN
asir-35708	82	41	range	range	NOUN
asir-35708	82	42	of	of	ADP
asir-35708	82	43	the	the	DET
asir-35708	82	44	attention	attention	NOUN
asir-35708	82	45	weight	weight	NOUN
asir-35708	82	46	𝜋𝑘(𝑥	𝜋𝑘(𝑥	PUNCT
asir-35708	82	47	)	)	PUNCT
asir-35708	82	48	is	be	AUX
asir-35708	82	49	[	[	X
asir-35708	82	50	0,1	0,1	NUM
asir-35708	82	51	]	]	PUNCT
asir-35708	82	52	,	,	PUNCT
asir-35708	82	53	which	which	PRON
asir-35708	82	54	changes	change	VERB
asir-35708	82	55	with	with	ADP
asir-35708	82	56	the	the	DET
asir-35708	82	57	change	change	NOUN
asir-35708	82	58	of	of	ADP
asir-35708	82	59	the	the	DET
asir-35708	82	60	input	input	NOUN
asir-35708	82	61	characteristic	characteristic	ADJ
asir-35708	82	62	map	map	NOUN
asir-35708	82	63	.	.	PUNCT
asir-35708	83	1	the	the	DET
asir-35708	83	2	implementation	implementation	NOUN
asir-35708	83	3	process	process	NOUN
asir-35708	83	4	of	of	ADP
asir-35708	83	5	dynamic	dynamic	ADJ
asir-35708	83	6	coiler	coiler	NOUN
asir-35708	83	7	is	be	AUX
asir-35708	83	8	shown	show	VERB
asir-35708	83	9	in	in	ADP
asir-35708	83	10	the	the	DET
asir-35708	83	11	following	follow	VERB
asir-35708	83	12	figure	figure	NOUN
asir-35708	83	13	:	:	PUNCT
asir-35708	83	14	π	π	PROPN
asir-35708	83	15	π	π	X
asir-35708	83	16	avg	avg	PROPN
asir-35708	83	17	pool	pool	VERB
asir-35708	83	18	fully	fully	ADV
asir-35708	83	19	conv	conv	ADJ
asir-35708	83	20	relu	relu	NOUN
asir-35708	83	21	fully	fully	ADV
asir-35708	83	22	conv	conv	ADJ
asir-35708	83	23	softmax	softmax	NOUN
asir-35708	83	24	conv1	conv1	NOUN
asir-35708	83	25	conv2	conv2	PROPN
asir-35708	84	1	conv	conv	PROPN
asir-35708	84	2	k	k	PROPN
asir-35708	84	3	π	π	PROPN
asir-35708	84	4	1	1	NUM
asir-35708	84	5	2	2	NUM
asir-35708	84	6	k	k	NOUN
asir-35708	84	7	convconv	convconv	PROPN
asir-35708	84	8	*	*	PUNCT
asir-35708	84	9	�	�	PROPN
asir-35708	84	10	...	...	PUNCT
asir-35708	84	11	*	*	PUNCT
asir-35708	84	12	*	*	PUNCT
asir-35708	84	13	figure	figure	NOUN
asir-35708	84	14	7	7	NUM
asir-35708	84	15	.	.	PUNCT
asir-35708	84	16	structure	structure	NOUN
asir-35708	84	17	of	of	ADP
asir-35708	84	18	dynamic	dynamic	ADJ
asir-35708	84	19	winding	wind	VERB
asir-35708	84	20	layer	layer	NOUN
asir-35708	84	21	in	in	ADP
asir-35708	84	22	order	order	NOUN
asir-35708	84	23	to	to	PART
asir-35708	84	24	obtain	obtain	VERB
asir-35708	84	25	the	the	DET
asir-35708	84	26	attention	attention	NOUN
asir-35708	84	27	weight	weight	NOUN
asir-35708	84	28	𝜋𝑘(𝑥	𝜋𝑘(𝑥	PUNCT
asir-35708	84	29	)	)	PUNCT
asir-35708	84	30	of	of	ADP
asir-35708	84	31	each	each	DET
asir-35708	84	32	convolution	convolution	NOUN
asir-35708	84	33	kernel	kernel	NOUN
asir-35708	84	34	,	,	PUNCT
asir-35708	84	35	first	first	ADV
asir-35708	84	36	,	,	PUNCT
asir-35708	84	37	compress	compress	VERB
asir-35708	84	38	the	the	DET
asir-35708	84	39	global	global	ADJ
asir-35708	84	40	spatial	spatial	ADJ
asir-35708	84	41	information	information	NOUN
asir-35708	84	42	of	of	ADP
asir-35708	84	43	the	the	DET
asir-35708	84	44	input	input	NOUN
asir-35708	84	45	feature	feature	NOUN
asir-35708	84	46	map	map	NOUN
asir-35708	84	47	through	through	ADP
asir-35708	84	48	global	global	ADJ
asir-35708	84	49	average	average	ADJ
asir-35708	84	50	pooling	pooling	NOUN
asir-35708	84	51	,	,	PUNCT
asir-35708	84	52	and	and	CCONJ
asir-35708	84	53	then	then	ADV
asir-35708	84	54	calculate	calculate	VERB
asir-35708	84	55	the	the	DET
asir-35708	84	56	attention	attention	NOUN
asir-35708	84	57	weight	weight	NOUN
asir-35708	84	58	of	of	ADP
asir-35708	84	59	each	each	DET
asir-35708	84	60	convolution	convolution	NOUN
asir-35708	84	61	kernel	kernel	NOUN
asir-35708	84	62	by	by	ADP
asir-35708	84	63	using	use	VERB
asir-35708	84	64	two	two	NUM
asir-35708	84	65	full	full	ADJ
asir-35708	84	66	connections	connection	NOUN
asir-35708	84	67	and	and	CCONJ
asir-35708	84	68	relu	relu	NOUN
asir-35708	84	69	and	and	CCONJ
asir-35708	84	70	softmax	softmax	NOUN
asir-35708	84	71	activation	activation	NOUN
asir-35708	84	72	functions	function	NOUN
asir-35708	84	73	respectively	respectively	ADV
asir-35708	84	74	,	,	PUNCT
asir-35708	84	75	and	and	CCONJ
asir-35708	84	76	then	then	ADV
asir-35708	84	77	multiply	multiply	VERB
asir-35708	84	78	the	the	DET
asir-35708	84	79	attention	attention	NOUN
asir-35708	84	80	weight	weight	NOUN
asir-35708	84	81	with	with	ADP
asir-35708	84	82	its	its	PRON
asir-35708	84	83	corresponding	corresponding	ADJ
asir-35708	84	84	convolution	convolution	NOUN
asir-35708	84	85	kernel	kernel	NOUN
asir-35708	84	86	.	.	PUNCT
asir-35708	85	1	the	the	DET
asir-35708	85	2	assigned	assign	VERB
asir-35708	85	3	convolution	convolution	NOUN
asir-35708	85	4	kernels	kernel	NOUN
asir-35708	85	5	are	be	AUX
asir-35708	85	6	added	add	VERB
asir-35708	85	7	to	to	PART
asir-35708	85	8	form	form	VERB
asir-35708	85	9	a	a	DET
asir-35708	85	10	dynamic	dynamic	ADJ
asir-35708	85	11	convolution	convolution	NOUN
asir-35708	85	12	layer	layer	NOUN
asir-35708	85	13	,	,	PUNCT
asir-35708	85	14	and	and	CCONJ
asir-35708	85	15	then	then	ADV
asir-35708	85	16	the	the	DET
asir-35708	85	17	input	input	NOUN
asir-35708	85	18	characteristic	characteristic	ADJ
asir-35708	85	19	graph	graph	NOUN
asir-35708	85	20	is	be	AUX
asir-35708	85	21	convolved	convolve	VERB
asir-35708	85	22	.	.	PUNCT
asir-35708	86	1	the	the	DET
asir-35708	86	2	dynamic	dynamic	ADJ
asir-35708	86	3	convolution	convolution	NOUN
asir-35708	86	4	is	be	AUX
asir-35708	86	5	used	use	VERB
asir-35708	86	6	to	to	PART
asir-35708	86	7	extract	extract	VERB
asir-35708	86	8	the	the	DET
asir-35708	86	9	secondary	secondary	ADJ
asir-35708	86	10	features	feature	NOUN
asir-35708	86	11	of	of	ADP
asir-35708	86	12	the	the	DET
asir-35708	86	13	transferred	transfer	VERB
asir-35708	86	14	feature	feature	NOUN
asir-35708	86	15	map	map	NOUN
asir-35708	86	16	.	.	PUNCT
asir-35708	87	1	compared	compare	VERB
asir-35708	87	2	with	with	ADP
asir-35708	87	3	the	the	DET
asir-35708	87	4	common	common	ADJ
asir-35708	87	5	fpn	fpn	NOUN
asir-35708	87	6	network	network	NOUN
asir-35708	87	7	,	,	PUNCT
asir-35708	87	8	this	this	DET
asir-35708	87	9	method	method	NOUN
asir-35708	87	10	effectively	effectively	ADV
asir-35708	87	11	increases	increase	VERB
asir-35708	87	12	the	the	DET
asir-35708	87	13	expression	expression	NOUN
asir-35708	87	14	of	of	ADP
asir-35708	87	15	the	the	DET
asir-35708	87	16	effective	effective	ADJ
asir-35708	87	17	features	feature	NOUN
asir-35708	87	18	in	in	ADP
asir-35708	87	19	the	the	DET
asir-35708	87	20	feature	feature	NOUN
asir-35708	87	21	map	map	NOUN
asir-35708	87	22	and	and	CCONJ
asir-35708	87	23	the	the	DET
asir-35708	87	24	feature	feature	NOUN
asir-35708	87	25	richness	richness	NOUN
asir-35708	87	26	of	of	ADP
asir-35708	87	27	the	the	DET
asir-35708	87	28	whole	whole	ADJ
asir-35708	87	29	feature	feature	NOUN
asir-35708	87	30	map	map	NOUN
asir-35708	87	31	.	.	PUNCT
asir-35708	88	1	in	in	ADP
asir-35708	88	2	addition	addition	NOUN
asir-35708	88	3	,	,	PUNCT
asir-35708	88	4	the	the	DET
asir-35708	88	5	output	output	NOUN
asir-35708	88	6	feature	feature	NOUN
asir-35708	88	7	map	map	NOUN
asir-35708	88	8	of	of	ADP
asir-35708	88	9	each	each	DET
asir-35708	88	10	layer	layer	NOUN
asir-35708	88	11	of	of	ADP
asir-35708	88	12	the	the	DET
asir-35708	88	13	coding	code	VERB
asir-35708	88	14	pyramid	pyramid	NOUN
asir-35708	88	15	is	be	AUX
asir-35708	88	16	transmitted	transmit	VERB
asir-35708	88	17	to	to	ADP
asir-35708	88	18	the	the	DET
asir-35708	88	19	decoding	decode	VERB
asir-35708	88	20	pyramid	pyramid	NOUN
asir-35708	88	21	after	after	ADP
asir-35708	88	22	the	the	DET
asir-35708	88	23	weighting	weighting	NOUN
asir-35708	88	24	processing	processing	NOUN
asir-35708	88	25	of	of	ADP
asir-35708	88	26	the	the	DET
asir-35708	88	27	dynamic	dynamic	ADJ
asir-35708	88	28	convolution	convolution	NOUN
asir-35708	88	29	layer	layer	NOUN
asir-35708	88	30	,	,	PUNCT
asir-35708	88	31	and	and	CCONJ
asir-35708	88	32	is	be	AUX
asir-35708	88	33	combined	combine	VERB
asir-35708	88	34	with	with	ADP
asir-35708	88	35	the	the	DET
asir-35708	88	36	output	output	NOUN
asir-35708	88	37	of	of	ADP
asir-35708	88	38	each	each	DET
asir-35708	88	39	layer	layer	NOUN
asir-35708	88	40	of	of	ADP
asir-35708	88	41	the	the	DET
asir-35708	88	42	decoding	decode	VERB
asir-35708	88	43	branch	branch	NOUN
asir-35708	88	44	to	to	PART
asir-35708	88	45	be	be	AUX
asir-35708	88	46	transmitted	transmit	VERB
asir-35708	88	47	to	to	ADP
asir-35708	88	48	the	the	DET
asir-35708	88	49	next	next	ADJ
asir-35708	88	50	layer	layer	NOUN
asir-35708	88	51	.	.	PUNCT
asir-35708	89	1	this	this	DET
asir-35708	89	2	combination	combination	NOUN
asir-35708	89	3	operation	operation	NOUN
asir-35708	89	4	can	can	AUX
asir-35708	89	5	further	far	ADV
asir-35708	89	6	enhance	enhance	VERB
asir-35708	89	7	the	the	DET
asir-35708	89	8	proportion	proportion	NOUN
asir-35708	89	9	of	of	ADP
asir-35708	89	10	effective	effective	ADJ
asir-35708	89	11	features	feature	NOUN
asir-35708	89	12	in	in	ADP
asir-35708	89	13	the	the	DET
asir-35708	89	14	feature	feature	NOUN
asir-35708	89	15	map	map	NOUN
asir-35708	89	16	.	.	PUNCT
asir-35708	90	1	4.2	4.2	NUM
asir-35708	90	2	dual	dual	ADJ
asir-35708	90	3	transformer	transformer	NOUN
asir-35708	90	4	branch	branch	NOUN
asir-35708	90	5	network	network	NOUN
asir-35708	90	6	after	after	SCONJ
asir-35708	90	7	the	the	DET
asir-35708	90	8	input	input	NOUN
asir-35708	90	9	data	data	NOUN
asir-35708	90	10	undergoes	undergoe	NOUN
asir-35708	90	11	preprocessing	preprocessing	NOUN
asir-35708	90	12	by	by	ADP
asir-35708	90	13	the	the	DET
asir-35708	90	14	convolutional	convolutional	ADJ
asir-35708	90	15	network	network	NOUN
asir-35708	90	16	,	,	PUNCT
asir-35708	90	17	a	a	DET
asir-35708	90	18	feature	feature	NOUN
asir-35708	90	19	map	map	NOUN
asir-35708	90	20	containing	contain	VERB
asir-35708	90	21	low	low	ADJ
asir-35708	90	22	-	-	PUNCT
asir-35708	90	23	level	level	NOUN
asir-35708	90	24	feature	feature	NOUN
asir-35708	90	25	information	information	NOUN
asir-35708	90	26	can	can	AUX
asir-35708	90	27	be	be	AUX
asir-35708	90	28	obtained	obtain	VERB
asir-35708	90	29	.	.	PUNCT
asir-35708	91	1	subsequently	subsequently	ADV
asir-35708	91	2	,	,	PUNCT
asir-35708	91	3	a	a	DET
asir-35708	91	4	transformer	transformer	ADJ
asir-35708	91	5	sub	sub	NOUN
asir-35708	91	6	-	-	NOUN
asir-35708	91	7	network	network	NOUN
asir-35708	91	8	is	be	AUX
asir-35708	91	9	designed	design	VERB
asir-35708	91	10	to	to	PART
asir-35708	91	11	further	far	ADV
asir-35708	91	12	extract	extract	VERB
asir-35708	91	13	the	the	DET
asir-35708	91	14	feature	feature	NOUN
asir-35708	91	15	map	map	NOUN
asir-35708	91	16	output	output	NOUN
asir-35708	91	17	by	by	ADP
asir-35708	91	18	the	the	DET
asir-35708	91	19	preprocessed	preprocesse	VERB
asir-35708	91	20	network	network	NOUN
asir-35708	91	21	.	.	PUNCT
asir-35708	92	1	in	in	ADP
asir-35708	92	2	the	the	DET
asir-35708	92	3	detection	detection	NOUN
asir-35708	92	4	task	task	NOUN
asir-35708	92	5	of	of	ADP
asir-35708	92	6	this	this	DET
asir-35708	92	7	paper	paper	NOUN
asir-35708	92	8	,	,	PUNCT
asir-35708	92	9	one	one	NUM
asir-35708	92	10	issue	issue	NOUN
asir-35708	92	11	that	that	PRON
asir-35708	92	12	needs	need	VERB
asir-35708	92	13	attention	attention	NOUN
asir-35708	92	14	is	be	AUX
asir-35708	92	15	the	the	DET
asir-35708	92	16	significant	significant	ADJ
asir-35708	92	17	size	size	NOUN
asir-35708	92	18	differences	difference	NOUN
asir-35708	92	19	among	among	ADP
asir-35708	92	20	detection	detection	NOUN
asir-35708	92	21	categories	category	NOUN
asir-35708	92	22	.	.	PUNCT
asir-35708	93	1	for	for	ADP
asir-35708	93	2	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	93	3	applied	apply	VERB
asir-35708	93	4	science	science	NOUN
asir-35708	93	5	and	and	CCONJ
asir-35708	93	6	innovative	innovative	ADJ
asir-35708	93	7	research	research	NOUN
asir-35708	93	8	vol	vol	NOUN
asir-35708	93	9	.	.	PUNCT
asir-35708	94	1	7	7	NUM
asir-35708	94	2	,	,	PUNCT
asir-35708	94	3	no	no	INTJ
asir-35708	94	4	.	.	NOUN
asir-35708	94	5	4	4	NUM
asir-35708	94	6	,	,	PUNCT
asir-35708	94	7	2023	2023	NUM
asir-35708	94	8	133	133	NUM
asir-35708	94	9	published	publish	VERB
asir-35708	94	10	by	by	ADP
asir-35708	94	11	scholink	scholink	PROPN
asir-35708	94	12	inc	inc	PROPN
asir-35708	94	13	.	.	PROPN
asir-35708	94	14	example	example	PROPN
asir-35708	94	15	,	,	PUNCT
asir-35708	94	16	the	the	DET
asir-35708	94	17	aerial	aerial	ADJ
asir-35708	94	18	images	image	NOUN
asir-35708	94	19	of	of	ADP
asir-35708	94	20	various	various	ADJ
asir-35708	94	21	villages	village	NOUN
asir-35708	94	22	have	have	VERB
asir-35708	94	23	different	different	ADJ
asir-35708	94	24	scales	scale	NOUN
asir-35708	94	25	,	,	PUNCT
asir-35708	94	26	and	and	CCONJ
asir-35708	94	27	the	the	DET
asir-35708	94	28	pixel	pixel	PROPN
asir-35708	94	29	sizes	size	NOUN
asir-35708	94	30	of	of	ADP
asir-35708	94	31	individual	individual	ADJ
asir-35708	94	32	buildings	building	NOUN
asir-35708	94	33	in	in	ADP
asir-35708	94	34	the	the	DET
asir-35708	94	35	images	image	NOUN
asir-35708	94	36	vary	vary	VERB
asir-35708	94	37	.	.	PUNCT
asir-35708	95	1	therefore	therefore	ADV
asir-35708	95	2	,	,	PUNCT
asir-35708	95	3	addressing	address	VERB
asir-35708	95	4	the	the	DET
asir-35708	95	5	feature	feature	NOUN
asir-35708	95	6	extraction	extraction	NOUN
asir-35708	95	7	differences	difference	NOUN
asir-35708	95	8	caused	cause	VERB
asir-35708	95	9	by	by	ADP
asir-35708	95	10	different	different	ADJ
asir-35708	95	11	-	-	PUNCT
asir-35708	95	12	sized	sized	ADJ
asir-35708	95	13	targets	target	NOUN
asir-35708	95	14	is	be	AUX
asir-35708	95	15	a	a	DET
asir-35708	95	16	core	core	ADJ
asir-35708	95	17	consideration	consideration	NOUN
asir-35708	95	18	in	in	ADP
asir-35708	95	19	designing	design	VERB
asir-35708	95	20	the	the	DET
asir-35708	95	21	transformer	transformer	NOUN
asir-35708	95	22	sub	sub	NOUN
asir-35708	95	23	-	-	NOUN
asir-35708	95	24	network	network	NOUN
asir-35708	95	25	.	.	PUNCT
asir-35708	96	1	to	to	PART
asir-35708	96	2	tackle	tackle	VERB
asir-35708	96	3	this	this	DET
asir-35708	96	4	problem	problem	NOUN
asir-35708	96	5	,	,	PUNCT
asir-35708	96	6	this	this	DET
asir-35708	96	7	paper	paper	NOUN
asir-35708	96	8	adopts	adopt	VERB
asir-35708	96	9	a	a	DET
asir-35708	96	10	multi	multi	ADJ
asir-35708	96	11	-	-	ADJ
asir-35708	96	12	receptive	receptive	ADJ
asir-35708	96	13	field	field	NOUN
asir-35708	96	14	feature	feature	NOUN
asir-35708	96	15	extraction	extraction	NOUN
asir-35708	96	16	method	method	NOUN
asir-35708	96	17	and	and	CCONJ
asir-35708	96	18	designs	design	VERB
asir-35708	96	19	a	a	DET
asir-35708	96	20	dual	dual	ADJ
asir-35708	96	21	transformer	transformer	NOUN
asir-35708	96	22	branch	branch	NOUN
asir-35708	96	23	network	network	NOUN
asir-35708	96	24	(	(	PUNCT
asir-35708	96	25	yu	yu	PROPN
asir-35708	96	26	et	et	PROPN
asir-35708	96	27	al	al	PROPN
asir-35708	96	28	.	.	PROPN
asir-35708	96	29	,	,	PUNCT
asir-35708	96	30	2022	2022	NUM
asir-35708	96	31	)	)	PUNCT
asir-35708	96	32	.	.	PUNCT
asir-35708	97	1	first	first	ADV
asir-35708	97	2	,	,	PUNCT
asir-35708	97	3	the	the	DET
asir-35708	97	4	structure	structure	NOUN
asir-35708	97	5	of	of	ADP
asir-35708	97	6	the	the	DET
asir-35708	97	7	single	single	ADJ
asir-35708	97	8	transformer	transformer	NOUN
asir-35708	97	9	branch	branch	NOUN
asir-35708	97	10	channel	channel	NOUN
asir-35708	97	11	used	use	VERB
asir-35708	97	12	in	in	ADP
asir-35708	97	13	this	this	DET
asir-35708	97	14	paper	paper	NOUN
asir-35708	97	15	is	be	AUX
asir-35708	97	16	illustrated	illustrate	VERB
asir-35708	97	17	in	in	ADP
asir-35708	97	18	the	the	DET
asir-35708	97	19	figure	figure	NOUN
asir-35708	97	20	below	below	ADV
asir-35708	97	21	:	:	PUNCT
asir-35708	97	22	division	division	NOUN
asir-35708	97	23	feature	feature	NOUN
asir-35708	97	24	map	map	NOUN
asir-35708	97	25	flatten	flatten	VERB
asir-35708	97	26	patch	patch	ADJ
asir-35708	97	27	dropout	dropout	PROPN
asir-35708	97	28	quda	quda	ADJ
asir-35708	97	29	attention	attention	NOUN
asir-35708	97	30	position	position	NOUN
asir-35708	97	31	embedding	embed	VERB
asir-35708	97	32	quda	quda	ADJ
asir-35708	97	33	attention	attention	NOUN
asir-35708	97	34	...	...	PUNCT
asir-35708	98	1	feature	feature	NOUN
asir-35708	98	2	map	map	NOUN
asir-35708	98	3	t	t	PROPN
asir-35708	98	4	ra	ra	PROPN
asir-35708	99	1	n	n	ADV
asir-35708	99	2	sf	sf	NOUN
asir-35708	99	3	o	o	PROPN
asir-35708	99	4	rm	rm	NOUN
asir-35708	100	1	e	e	PROPN
asir-35708	100	2	r	r	NOUN
asir-35708	100	3	m	m	NOUN
asir-35708	100	4	o	o	NOUN
asir-35708	100	5	d	d	X
asir-35708	100	6	e	e	X
asir-35708	100	7	l	l	NOUN
asir-35708	100	8	figure	figure	NOUN
asir-35708	100	9	8	8	NUM
asir-35708	100	10	.	.	PUNCT
asir-35708	100	11	transformer	transformer	ADJ
asir-35708	100	12	branch	branch	NOUN
asir-35708	100	13	channel	channel	NOUN
asir-35708	100	14	structure	structure	NOUN
asir-35708	100	15	as	as	SCONJ
asir-35708	100	16	shown	show	VERB
asir-35708	100	17	in	in	ADP
asir-35708	100	18	the	the	DET
asir-35708	100	19	above	above	ADJ
asir-35708	100	20	figure	figure	NOUN
asir-35708	100	21	,	,	PUNCT
asir-35708	100	22	the	the	DET
asir-35708	100	23	feature	feature	NOUN
asir-35708	100	24	map	map	NOUN
asir-35708	100	25	input	input	NOUN
asir-35708	100	26	to	to	ADP
asir-35708	100	27	the	the	DET
asir-35708	100	28	branch	branch	NOUN
asir-35708	100	29	is	be	AUX
asir-35708	100	30	first	first	ADV
asir-35708	100	31	partitioned	partition	VERB
asir-35708	100	32	according	accord	VERB
asir-35708	100	33	to	to	ADP
asir-35708	100	34	the	the	DET
asir-35708	100	35	preprocessing	preprocessing	NOUN
asir-35708	100	36	flow	flow	NOUN
asir-35708	100	37	of	of	ADP
asir-35708	100	38	the	the	DET
asir-35708	100	39	vision	vision	NOUN
asir-35708	100	40	transformer	transformer	NOUN
asir-35708	100	41	,	,	PUNCT
asir-35708	100	42	then	then	ADV
asir-35708	100	43	processed	process	VERB
asir-35708	100	44	by	by	ADP
asir-35708	100	45	1x1	1x1	NUM
asir-35708	100	46	convolution	convolution	NOUN
asir-35708	100	47	group	group	NOUN
asir-35708	100	48	,	,	PUNCT
asir-35708	100	49	and	and	CCONJ
asir-35708	100	50	then	then	ADV
asir-35708	100	51	transferred	transfer	VERB
asir-35708	100	52	to	to	ADP
asir-35708	100	53	the	the	DET
asir-35708	100	54	transformer	transformer	NOUN
asir-35708	100	55	module	module	NOUN
asir-35708	100	56	group	group	NOUN
asir-35708	100	57	.	.	PUNCT
asir-35708	101	1	although	although	SCONJ
asir-35708	101	2	transformer	transformer	ADJ
asir-35708	101	3	mechanism	mechanism	NOUN
asir-35708	101	4	can	can	AUX
asir-35708	101	5	establish	establish	VERB
asir-35708	101	6	global	global	ADJ
asir-35708	101	7	feature	feature	NOUN
asir-35708	101	8	attention	attention	NOUN
asir-35708	101	9	,	,	PUNCT
asir-35708	101	10	in	in	ADP
asir-35708	101	11	the	the	DET
asir-35708	101	12	use	use	NOUN
asir-35708	101	13	environment	environment	NOUN
asir-35708	101	14	of	of	ADP
asir-35708	101	15	this	this	DET
asir-35708	101	16	paper	paper	NOUN
asir-35708	101	17	,	,	PUNCT
asir-35708	101	18	the	the	DET
asir-35708	101	19	background	background	NOUN
asir-35708	101	20	information	information	NOUN
asir-35708	101	21	will	will	AUX
asir-35708	101	22	affect	affect	VERB
asir-35708	101	23	the	the	DET
asir-35708	101	24	results	result	NOUN
asir-35708	101	25	of	of	ADP
asir-35708	101	26	transformer	transformer	ADJ
asir-35708	101	27	global	global	ADJ
asir-35708	101	28	calculation	calculation	NOUN
asir-35708	101	29	for	for	ADP
asir-35708	101	30	the	the	DET
asir-35708	101	31	sampled	sample	VERB
asir-35708	101	32	frame	frame	NOUN
asir-35708	101	33	images	image	NOUN
asir-35708	101	34	due	due	ADP
asir-35708	101	35	to	to	ADP
asir-35708	101	36	the	the	DET
asir-35708	101	37	complexity	complexity	NOUN
asir-35708	101	38	of	of	ADP
asir-35708	101	39	village	village	NOUN
asir-35708	101	40	information	information	NOUN
asir-35708	101	41	;	;	PUNCT
asir-35708	101	42	at	at	ADP
asir-35708	101	43	the	the	DET
asir-35708	101	44	same	same	ADJ
asir-35708	101	45	time	time	NOUN
asir-35708	101	46	,	,	PUNCT
asir-35708	101	47	in	in	ADP
asir-35708	101	48	order	order	NOUN
asir-35708	101	49	to	to	PART
asir-35708	101	50	improve	improve	VERB
asir-35708	101	51	the	the	DET
asir-35708	101	52	detection	detection	NOUN
asir-35708	101	53	accuracy	accuracy	NOUN
asir-35708	101	54	of	of	ADP
asir-35708	101	55	small	small	ADJ
asir-35708	101	56	targets	target	NOUN
asir-35708	101	57	,	,	PUNCT
asir-35708	101	58	the	the	DET
asir-35708	101	59	size	size	NOUN
asir-35708	101	60	of	of	ADP
asir-35708	101	61	the	the	DET
asir-35708	101	62	input	input	NOUN
asir-35708	101	63	image	image	NOUN
asir-35708	101	64	is	be	AUX
asir-35708	101	65	usually	usually	ADV
asir-35708	101	66	set	set	VERB
asir-35708	101	67	as	as	ADV
asir-35708	101	68	large	large	ADJ
asir-35708	101	69	as	as	ADP
asir-35708	101	70	possible	possible	ADJ
asir-35708	101	71	,	,	PUNCT
asir-35708	101	72	but	but	CCONJ
asir-35708	101	73	this	this	PRON
asir-35708	101	74	also	also	ADV
asir-35708	101	75	increases	increase	VERB
asir-35708	101	76	the	the	DET
asir-35708	101	77	amount	amount	NOUN
asir-35708	101	78	of	of	ADP
asir-35708	101	79	network	network	NOUN
asir-35708	101	80	computing	computing	NOUN
asir-35708	101	81	.	.	PUNCT
asir-35708	102	1	therefore	therefore	ADV
asir-35708	102	2	,	,	PUNCT
asir-35708	102	3	for	for	ADP
asir-35708	102	4	the	the	DET
asir-35708	102	5	design	design	NOUN
asir-35708	102	6	of	of	ADP
asir-35708	102	7	transformer	transformer	NOUN
asir-35708	102	8	module	module	NOUN
asir-35708	102	9	group	group	NOUN
asir-35708	102	10	,	,	PUNCT
asir-35708	102	11	in	in	ADP
asir-35708	102	12	this	this	DET
asir-35708	102	13	paper	paper	NOUN
asir-35708	102	14	,	,	PUNCT
asir-35708	102	15	the	the	DET
asir-35708	102	16	quadtree	quadtree	NOUN
asir-35708	102	17	attention	attention	NOUN
asir-35708	102	18	mechanism	mechanism	NOUN
asir-35708	102	19	is	be	AUX
asir-35708	102	20	used	use	VERB
asir-35708	102	21	to	to	PART
asir-35708	102	22	build	build	VERB
asir-35708	102	23	the	the	DET
asir-35708	102	24	transformer	transformer	NOUN
asir-35708	102	25	pyramid	pyramid	NOUN
asir-35708	102	26	structure	structure	NOUN
asir-35708	102	27	,	,	PUNCT
asir-35708	102	28	and	and	CCONJ
asir-35708	102	29	the	the	DET
asir-35708	102	30	attention	attention	NOUN
asir-35708	102	31	weight	weight	NOUN
asir-35708	102	32	is	be	AUX
asir-35708	102	33	calculated	calculate	VERB
asir-35708	102	34	module	module	NOUN
asir-35708	102	35	by	by	ADP
asir-35708	102	36	module	module	NOUN
asir-35708	102	37	from	from	ADP
asir-35708	102	38	coarse	coarse	NOUN
asir-35708	102	39	to	to	ADP
asir-35708	102	40	fine	fine	ADJ
asir-35708	102	41	.	.	PUNCT
asir-35708	103	1	the	the	DET
asir-35708	103	2	schematic	schematic	ADJ
asir-35708	103	3	diagram	diagram	NOUN
asir-35708	103	4	of	of	ADP
asir-35708	103	5	this	this	DET
asir-35708	103	6	structure	structure	NOUN
asir-35708	103	7	is	be	AUX
asir-35708	103	8	as	as	SCONJ
asir-35708	103	9	follows	follow	VERB
asir-35708	103	10	:	:	PUNCT
asir-35708	103	11	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	103	12	applied	apply	VERB
asir-35708	103	13	science	science	NOUN
asir-35708	103	14	and	and	CCONJ
asir-35708	103	15	innovative	innovative	ADJ
asir-35708	103	16	research	research	NOUN
asir-35708	103	17	vol	vol	NOUN
asir-35708	103	18	.	.	PUNCT
asir-35708	104	1	7	7	NUM
asir-35708	104	2	,	,	PUNCT
asir-35708	104	3	no	no	INTJ
asir-35708	104	4	.	.	NOUN
asir-35708	104	5	4	4	NUM
asir-35708	104	6	,	,	PUNCT
asir-35708	104	7	2023	2023	NUM
asir-35708	104	8	134	134	NUM
asir-35708	104	9	published	publish	VERB
asir-35708	104	10	by	by	ADP
asir-35708	104	11	scholink	scholink	PROPN
asir-35708	104	12	inc	inc	PROPN
asir-35708	104	13	.	.	PROPN
asir-35708	105	1	a	a	DET
asir-35708	105	2	0.76	0.76	NUM
asir-35708	105	3	0.85	0.85	NUM
asir-35708	105	4	0.32	0.32	NUM
asir-35708	105	5	0.52	0.52	NUM
asir-35708	105	6	a	a	DET
asir-35708	105	7	`	`	PUNCT
asir-35708	105	8	0.62	0.62	NUM
asir-35708	105	9	0.86	0.86	NUM
asir-35708	105	10	0.27	0.27	NUM
asir-35708	105	11	0.35	0.35	NUM
asir-35708	105	12	0.58	0.58	NUM
asir-35708	105	13	0.71	0.71	NUM
asir-35708	105	14	0.78	0.78	NUM
asir-35708	105	15	0.83	0.83	NUM
asir-35708	105	16	model	model	NOUN
asir-35708	105	17	layer	layer	NOUN
asir-35708	105	18	1	1	NUM
asir-35708	105	19	model	model	NOUN
asir-35708	105	20	layer	layer	NOUN
asir-35708	105	21	2	2	NUM
asir-35708	105	22	...	...	PUNCT
asir-35708	105	23	...	...	PUNCT
asir-35708	105	24	...	...	PUNCT
asir-35708	106	1	figure	figure	NOUN
asir-35708	106	2	9	9	NUM
asir-35708	106	3	.	.	PUNCT
asir-35708	107	1	transformer	transformer	NOUN
asir-35708	107	2	pyramid	pyramid	NOUN
asir-35708	107	3	structure	structure	NOUN
asir-35708	107	4	as	as	SCONJ
asir-35708	107	5	shown	show	VERB
asir-35708	107	6	in	in	ADP
asir-35708	107	7	the	the	DET
asir-35708	107	8	above	above	ADJ
asir-35708	107	9	figure	figure	NOUN
asir-35708	107	10	,	,	PUNCT
asir-35708	107	11	suppose	suppose	VERB
asir-35708	107	12	that	that	SCONJ
asir-35708	107	13	in	in	ADP
asir-35708	107	14	the	the	DET
asir-35708	107	15	first	first	ADJ
asir-35708	107	16	module	module	NOUN
asir-35708	107	17	,	,	PUNCT
asir-35708	107	18	the	the	DET
asir-35708	107	19	feature	feature	NOUN
asir-35708	107	20	map	map	NOUN
asir-35708	107	21	is	be	AUX
asir-35708	107	22	first	first	ADV
asir-35708	107	23	divided	divide	VERB
asir-35708	107	24	into	into	ADP
asir-35708	107	25	four	four	NUM
asir-35708	107	26	patches	patch	NOUN
asir-35708	107	27	(	(	PUNCT
asir-35708	107	28	wang	wang	PROPN
asir-35708	107	29	et	et	PROPN
asir-35708	107	30	al	al	PROPN
asir-35708	107	31	.	.	PROPN
asir-35708	107	32	,	,	PUNCT
asir-35708	107	33	2021	2021	NUM
asir-35708	107	34	)	)	PUNCT
asir-35708	107	35	.	.	PUNCT
asir-35708	108	1	take	take	VERB
asir-35708	108	2	a	a	DET
asir-35708	108	3	patch	patch	NOUN
asir-35708	108	4	as	as	ADP
asir-35708	108	5	an	an	DET
asir-35708	108	6	example	example	NOUN
asir-35708	108	7	,	,	PUNCT
asir-35708	108	8	calculate	calculate	VERB
asir-35708	108	9	its	its	PRON
asir-35708	108	10	attention	attention	NOUN
asir-35708	108	11	weight	weight	NOUN
asir-35708	108	12	with	with	ADP
asir-35708	108	13	the	the	DET
asir-35708	108	14	four	four	NUM
asir-35708	108	15	patches	patch	NOUN
asir-35708	108	16	(	(	PUNCT
asir-35708	108	17	including	include	VERB
asir-35708	108	18	its	its	PRON
asir-35708	108	19	own	own	ADJ
asir-35708	108	20	)	)	PUNCT
asir-35708	108	21	,	,	PUNCT
asir-35708	108	22	and	and	CCONJ
asir-35708	108	23	select	select	VERB
asir-35708	108	24	the	the	DET
asir-35708	108	25	n	n	NUM
asir-35708	108	26	patches	patch	NOUN
asir-35708	108	27	with	with	ADP
asir-35708	108	28	the	the	DET
asir-35708	108	29	highest	high	ADJ
asir-35708	108	30	weight	weight	NOUN
asir-35708	108	31	(	(	PUNCT
asir-35708	108	32	n	n	X
asir-35708	108	33	is	be	AUX
asir-35708	108	34	2	2	NUM
asir-35708	108	35	in	in	ADP
asir-35708	108	36	the	the	DET
asir-35708	108	37	above	above	ADJ
asir-35708	108	38	figure	figure	NOUN
asir-35708	108	39	)	)	PUNCT
asir-35708	108	40	to	to	PART
asir-35708	108	41	calculate	calculate	VERB
asir-35708	108	42	the	the	DET
asir-35708	108	43	attention	attention	NOUN
asir-35708	108	44	weight	weight	NOUN
asir-35708	108	45	of	of	ADP
asir-35708	108	46	the	the	DET
asir-35708	108	47	next	next	ADJ
asir-35708	108	48	module	module	NOUN
asir-35708	108	49	.	.	PUNCT
asir-35708	109	1	in	in	ADP
asir-35708	109	2	the	the	DET
asir-35708	109	3	second	second	ADJ
asir-35708	109	4	module	module	NOUN
asir-35708	109	5	,	,	PUNCT
asir-35708	109	6	the	the	DET
asir-35708	109	7	a	a	DET
asir-35708	109	8	patch	patch	NOUN
asir-35708	109	9	in	in	ADP
asir-35708	109	10	the	the	DET
asir-35708	109	11	first	first	ADJ
asir-35708	109	12	module	module	NOUN
asir-35708	109	13	will	will	AUX
asir-35708	109	14	be	be	AUX
asir-35708	109	15	further	far	ADV
asir-35708	109	16	partitioned	partition	VERB
asir-35708	109	17	.	.	PUNCT
asir-35708	110	1	similarly	similarly	ADV
asir-35708	110	2	,	,	PUNCT
asir-35708	110	3	the	the	DET
asir-35708	110	4	n	n	NUM
asir-35708	110	5	patches	patch	VERB
asir-35708	110	6	with	with	ADP
asir-35708	110	7	the	the	DET
asir-35708	110	8	highest	high	ADJ
asir-35708	110	9	degree	degree	NOUN
asir-35708	110	10	of	of	ADP
asir-35708	110	11	association	association	NOUN
asir-35708	110	12	with	with	ADP
asir-35708	110	13	a	a	DET
asir-35708	110	14	patches	patch	NOUN
asir-35708	110	15	in	in	ADP
asir-35708	110	16	the	the	DET
asir-35708	110	17	first	first	ADJ
asir-35708	110	18	module	module	NOUN
asir-35708	110	19	are	be	AUX
asir-35708	110	20	also	also	ADV
asir-35708	110	21	divided	divide	VERB
asir-35708	110	22	at	at	ADP
asir-35708	110	23	the	the	DET
asir-35708	110	24	same	same	ADJ
asir-35708	110	25	granularity	granularity	NOUN
asir-35708	110	26	;	;	PUNCT
asir-35708	110	27	as	as	SCONJ
asir-35708	110	28	shown	show	VERB
asir-35708	110	29	in	in	ADP
asir-35708	110	30	the	the	DET
asir-35708	110	31	above	above	ADJ
asir-35708	110	32	figure	figure	NOUN
asir-35708	110	33	,	,	PUNCT
asir-35708	110	34	the	the	DET
asir-35708	110	35	sub	sub	NOUN
asir-35708	110	36	patch	patch	NOUN
asir-35708	110	37	𝐴′	𝐴′	PROPN
asir-35708	110	38	in	in	ADP
asir-35708	110	39	the	the	DET
asir-35708	110	40	second	second	ADJ
asir-35708	110	41	module	module	NOUN
asir-35708	110	42	only	only	ADV
asir-35708	110	43	performs	perform	VERB
asir-35708	110	44	attention	attention	NOUN
asir-35708	110	45	calculation	calculation	NOUN
asir-35708	110	46	with	with	ADP
asir-35708	110	47	the	the	DET
asir-35708	110	48	sub	sub	NOUN
asir-35708	110	49	patches	patch	NOUN
asir-35708	110	50	of	of	ADP
asir-35708	110	51	two	two	NUM
asir-35708	110	52	patches	patch	NOUN
asir-35708	110	53	.	.	PUNCT
asir-35708	111	1	similarly	similarly	ADV
asir-35708	111	2	,	,	PUNCT
asir-35708	111	3	only	only	ADV
asir-35708	111	4	the	the	DET
asir-35708	111	5	n	n	NUM
asir-35708	111	6	sub	sub	NOUN
asir-35708	111	7	patches	patch	NOUN
asir-35708	111	8	with	with	ADP
asir-35708	111	9	the	the	DET
asir-35708	111	10	highest	high	ADJ
asir-35708	111	11	weight	weight	NOUN
asir-35708	111	12	are	be	AUX
asir-35708	111	13	reserved	reserve	VERB
asir-35708	111	14	for	for	ADP
asir-35708	111	15	the	the	DET
asir-35708	111	16	calculation	calculation	NOUN
asir-35708	111	17	of	of	ADP
asir-35708	111	18	the	the	DET
asir-35708	111	19	next	next	ADJ
asir-35708	111	20	module	module	NOUN
asir-35708	111	21	,	,	PUNCT
asir-35708	111	22	and	and	CCONJ
asir-35708	111	23	so	so	ADV
asir-35708	111	24	on	on	ADV
asir-35708	111	25	in	in	ADP
asir-35708	111	26	subsequent	subsequent	ADJ
asir-35708	111	27	module	module	NOUN
asir-35708	111	28	calculations	calculation	NOUN
asir-35708	111	29	.	.	PUNCT
asir-35708	112	1	by	by	ADP
asir-35708	112	2	ignoring	ignore	VERB
asir-35708	112	3	irrelevant	irrelevant	ADJ
asir-35708	112	4	areas	area	NOUN
asir-35708	112	5	in	in	ADP
asir-35708	112	6	this	this	DET
asir-35708	112	7	way	way	NOUN
asir-35708	112	8	,	,	PUNCT
asir-35708	112	9	and	and	CCONJ
asir-35708	112	10	increasing	increase	VERB
asir-35708	112	11	the	the	DET
asir-35708	112	12	segmentation	segmentation	NOUN
asir-35708	112	13	granularity	granularity	NOUN
asir-35708	112	14	step	step	NOUN
asir-35708	112	15	by	by	ADP
asir-35708	112	16	step	step	NOUN
asir-35708	112	17	,	,	PUNCT
asir-35708	112	18	the	the	DET
asir-35708	112	19	attention	attention	NOUN
asir-35708	112	20	weight	weight	NOUN
asir-35708	112	21	of	of	ADP
asir-35708	112	22	related	relate	VERB
asir-35708	112	23	targets	target	NOUN
asir-35708	112	24	can	can	AUX
asir-35708	112	25	be	be	AUX
asir-35708	112	26	improved	improve	VERB
asir-35708	112	27	.	.	PUNCT
asir-35708	113	1	by	by	ADP
asir-35708	113	2	ignoring	ignore	VERB
asir-35708	113	3	irrelevant	irrelevant	ADJ
asir-35708	113	4	areas	area	NOUN
asir-35708	113	5	in	in	ADP
asir-35708	113	6	this	this	DET
asir-35708	113	7	way	way	NOUN
asir-35708	113	8	,	,	PUNCT
asir-35708	113	9	and	and	CCONJ
asir-35708	113	10	increasing	increase	VERB
asir-35708	113	11	the	the	DET
asir-35708	113	12	segmentation	segmentation	NOUN
asir-35708	113	13	granularity	granularity	NOUN
asir-35708	113	14	step	step	NOUN
asir-35708	113	15	by	by	ADP
asir-35708	113	16	step	step	NOUN
asir-35708	113	17	,	,	PUNCT
asir-35708	113	18	the	the	DET
asir-35708	113	19	attention	attention	NOUN
asir-35708	113	20	weight	weight	NOUN
asir-35708	113	21	of	of	ADP
asir-35708	113	22	related	relate	VERB
asir-35708	113	23	targets	target	NOUN
asir-35708	113	24	can	can	AUX
asir-35708	113	25	be	be	AUX
asir-35708	113	26	improved	improve	VERB
asir-35708	113	27	.	.	PUNCT
asir-35708	114	1	after	after	ADP
asir-35708	114	2	the	the	DET
asir-35708	114	3	calculation	calculation	NOUN
asir-35708	114	4	of	of	ADP
asir-35708	114	5	each	each	DET
asir-35708	114	6	module	module	NOUN
asir-35708	114	7	,	,	PUNCT
asir-35708	114	8	the	the	DET
asir-35708	114	9	attention	attention	NOUN
asir-35708	114	10	weight	weight	NOUN
asir-35708	114	11	of	of	ADP
asir-35708	114	12	each	each	DET
asir-35708	114	13	module	module	NOUN
asir-35708	114	14	needs	need	VERB
asir-35708	114	15	to	to	PART
asir-35708	114	16	be	be	AUX
asir-35708	114	17	aggregated	aggregate	VERB
asir-35708	114	18	.	.	PUNCT
asir-35708	115	1	in	in	ADP
asir-35708	115	2	this	this	DET
asir-35708	115	3	paper	paper	NOUN
asir-35708	115	4	,	,	PUNCT
asir-35708	115	5	use	use	VERB
asir-35708	115	6	𝑚𝑖to	𝑚𝑖to	NOUN
asir-35708	115	7	calculate	calculate	VERB
asir-35708	115	8	the	the	DET
asir-35708	115	9	average	average	ADJ
asir-35708	115	10	weight	weight	NOUN
asir-35708	115	11	of	of	ADP
asir-35708	115	12	all	all	DET
asir-35708	115	13	modules	module	NOUN
asir-35708	115	14	.	.	PUNCT
asir-35708	116	1	the	the	DET
asir-35708	116	2	formula	formula	NOUN
asir-35708	116	3	is	be	AUX
asir-35708	116	4	:	:	PUNCT
asir-35708	116	5	in	in	ADP
asir-35708	116	6	the	the	DET
asir-35708	116	7	above	above	ADJ
asir-35708	116	8	formula	formula	NOUN
asir-35708	116	9	,	,	PUNCT
asir-35708	116	10	𝑤𝑖	𝑤𝑖	DET
asir-35708	116	11	𝑙	𝑙	PRON
asir-35708	116	12	is	be	AUX
asir-35708	116	13	a	a	DET
asir-35708	116	14	learnable	learnable	ADJ
asir-35708	116	15	offset	offset	NOUN
asir-35708	116	16	parameter	parameter	NOUN
asir-35708	116	17	in	in	ADP
asir-35708	116	18	the	the	DET
asir-35708	116	19	network	network	NOUN
asir-35708	116	20	.	.	PUNCT
asir-35708	117	1	at	at	ADP
asir-35708	117	2	the	the	DET
asir-35708	117	3	same	same	ADJ
asir-35708	117	4	time	time	NOUN
asir-35708	117	5	,	,	PUNCT
asir-35708	117	6	transformer	transformer	NOUN
asir-35708	117	7	modules	module	NOUN
asir-35708	117	8	at	at	ADP
asir-35708	117	9	different	different	ADJ
asir-35708	117	10	levels	level	NOUN
asir-35708	117	11	are	be	AUX
asir-35708	117	12	nested	nest	VERB
asir-35708	117	13	in	in	ADP
asir-35708	117	14	calculation	calculation	NOUN
asir-35708	117	15	,	,	PUNCT
asir-35708	117	16	so	so	CCONJ
asir-35708	117	17	the	the	DET
asir-35708	117	18	calculation	calculation	NOUN
asir-35708	117	19	of	of	ADP
asir-35708	117	20	𝑚𝑖	𝑚𝑖	PRON
asir-35708	117	21	𝑙	𝑙	PRON
asir-35708	117	22	can	can	AUX
asir-35708	117	23	be	be	AUX
asir-35708	117	24	expressed	express	VERB
asir-35708	117	25	as	as	ADP
asir-35708	117	26	:	:	PUNCT
asir-35708	117	27	in	in	ADP
asir-35708	117	28	the	the	DET
asir-35708	117	29	above	above	ADJ
asir-35708	117	30	formula	formula	NOUN
asir-35708	117	31	,	,	PUNCT
asir-35708	117	32	𝐴𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛	𝐴𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛	PROPN
asir-35708	117	33	is	be	AUX
asir-35708	117	34	transformer	transformer	NOUN
asir-35708	117	35	's	's	PART
asir-35708	117	36	softmax	softmax	ADJ
asir-35708	117	37	attention	attention	NOUN
asir-35708	117	38	calculation	calculation	NOUN
asir-35708	117	39	formula	formula	NOUN
asir-35708	117	40	,	,	PUNCT
asir-35708	117	41	and	and	CCONJ
asir-35708	117	42	and	and	CCONJ
asir-35708	117	43	𝑉	𝑉	PROPN
asir-35708	118	1	𝛤𝑖	𝛤𝑖	PROPN
asir-35708	118	2	𝑙	𝑙	PRON
asir-35708	118	3	𝑙	𝑙	X
asir-35708	118	4	are	be	AUX
asir-35708	118	5	the	the	DET
asir-35708	118	6	superposition	superposition	NOUN
asir-35708	118	7	of	of	ADP
asir-35708	118	8	key	key	ADJ
asir-35708	118	9	matrix	matrix	NOUN
asir-35708	118	10	and	and	CCONJ
asir-35708	118	11	value	value	NOUN
asir-35708	118	12	matrix	matrix	NOUN
asir-35708	118	13	in	in	ADP
asir-35708	118	14	each	each	DET
asir-35708	118	15	module	module	NOUN
asir-35708	118	16	.	.	PUNCT
asir-35708	119	1	finally	finally	ADV
asir-35708	119	2	,	,	PUNCT
asir-35708	119	3	use	use	VERB
asir-35708	119	4	𝑚𝑖	𝑚𝑖	PRON
asir-35708	119	5	to	to	PART
asir-35708	119	6	weight	weight	VERB
asir-35708	119	7	the	the	DET
asir-35708	119	8	characteristic	characteristic	ADJ
asir-35708	119	9	graph	graph	NOUN
asir-35708	119	10	to	to	PART
asir-35708	119	11	obtain	obtain	VERB
asir-35708	119	12	the	the	DET
asir-35708	119	13	characteristic	characteristic	ADJ
asir-35708	119	14	graph	graph	NOUN
asir-35708	119	15	calculated	calculate	VERB
asir-35708	119	16	by	by	ADP
asir-35708	119	17	the	the	DET
asir-35708	119	18	quad	quad	ADJ
asir-35708	119	19	tree	tree	NOUN
asir-35708	119	20	attention	attention	NOUN
asir-35708	119	21	.	.	PUNCT
asir-35708	120	1	based	base	VERB
asir-35708	120	2	on	on	ADP
asir-35708	120	3	a	a	DET
asir-35708	120	4	single	single	ADJ
asir-35708	120	5	transformer	transformer	NOUN
asir-35708	120	6	branch	branch	NOUN
asir-35708	120	7	,	,	PUNCT
asir-35708	120	8	this	this	DET
asir-35708	120	9	paper	paper	NOUN
asir-35708	120	10	constructs	construct	VERB
asir-35708	120	11	a	a	DET
asir-35708	120	12	dual	dual	ADJ
asir-35708	120	13	transformer	transformer	NOUN
asir-35708	120	14	branch	branch	NOUN
asir-35708	120	15	network	network	NOUN
asir-35708	120	16	.	.	PUNCT
asir-35708	121	1	the	the	DET
asir-35708	121	2	structure	structure	NOUN
asir-35708	121	3	of	of	ADP
asir-35708	121	4	the	the	DET
asir-35708	121	5	network	network	NOUN
asir-35708	121	6	is	be	AUX
asir-35708	121	7	shown	show	VERB
asir-35708	121	8	in	in	ADP
asir-35708	121	9	the	the	DET
asir-35708	121	10	following	follow	VERB
asir-35708	121	11	figure	figure	NOUN
asir-35708	121	12	:	:	PUNCT
asir-35708	121	13	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	121	14	applied	apply	VERB
asir-35708	121	15	science	science	NOUN
asir-35708	121	16	and	and	CCONJ
asir-35708	121	17	innovative	innovative	ADJ
asir-35708	121	18	research	research	NOUN
asir-35708	121	19	vol	vol	NOUN
asir-35708	121	20	.	.	PUNCT
asir-35708	122	1	7	7	NUM
asir-35708	122	2	,	,	PUNCT
asir-35708	122	3	no	no	INTJ
asir-35708	122	4	.	.	NOUN
asir-35708	122	5	4	4	NUM
asir-35708	122	6	,	,	PUNCT
asir-35708	122	7	2023	2023	NUM
asir-35708	122	8	135	135	NUM
asir-35708	122	9	published	publish	VERB
asir-35708	122	10	by	by	ADP
asir-35708	122	11	scholink	scholink	PROPN
asir-35708	122	12	inc	inc	PROPN
asir-35708	122	13	.	.	PROPN
asir-35708	122	14	figure	figure	NOUN
asir-35708	122	15	10	10	NUM
asir-35708	122	16	.	.	PUNCT
asir-35708	123	1	dual	dual	ADJ
asir-35708	123	2	transformer	transformer	ADJ
asir-35708	123	3	branch	branch	NOUN
asir-35708	123	4	network	network	NOUN
asir-35708	123	5	as	as	SCONJ
asir-35708	123	6	shown	show	VERB
asir-35708	123	7	in	in	ADP
asir-35708	123	8	the	the	DET
asir-35708	123	9	above	above	ADJ
asir-35708	123	10	figure	figure	NOUN
asir-35708	123	11	,	,	PUNCT
asir-35708	123	12	the	the	DET
asir-35708	123	13	feature	feature	NOUN
asir-35708	123	14	map	map	NOUN
asir-35708	123	15	inputted	inputte	VERB
asir-35708	123	16	to	to	ADP
asir-35708	123	17	the	the	DET
asir-35708	123	18	network	network	NOUN
asir-35708	123	19	will	will	AUX
asir-35708	123	20	be	be	AUX
asir-35708	123	21	processed	process	VERB
asir-35708	123	22	by	by	ADP
asir-35708	123	23	two	two	NUM
asir-35708	123	24	transformer	transformer	ADJ
asir-35708	123	25	branch	branch	NOUN
asir-35708	123	26	networks	network	NOUN
asir-35708	123	27	.	.	PUNCT
asir-35708	124	1	the	the	DET
asir-35708	124	2	structures	structure	NOUN
asir-35708	124	3	of	of	ADP
asir-35708	124	4	the	the	DET
asir-35708	124	5	two	two	NUM
asir-35708	124	6	branch	branch	NOUN
asir-35708	124	7	networks	network	NOUN
asir-35708	124	8	are	be	AUX
asir-35708	124	9	the	the	DET
asir-35708	124	10	same	same	ADJ
asir-35708	124	11	.	.	PUNCT
asir-35708	125	1	the	the	DET
asir-35708	125	2	main	main	ADJ
asir-35708	125	3	difference	difference	NOUN
asir-35708	125	4	is	be	AUX
asir-35708	125	5	the	the	DET
asir-35708	125	6	fineness	fineness	NOUN
asir-35708	125	7	of	of	ADP
asir-35708	125	8	the	the	DET
asir-35708	125	9	feature	feature	NOUN
asir-35708	125	10	map	map	NOUN
asir-35708	125	11	segmentation	segmentation	NOUN
asir-35708	125	12	.	.	PUNCT
asir-35708	126	1	in	in	ADP
asir-35708	126	2	the	the	DET
asir-35708	126	3	left	left	ADJ
asir-35708	126	4	branch	branch	NOUN
asir-35708	126	5	,	,	PUNCT
asir-35708	126	6	the	the	DET
asir-35708	126	7	patch	patch	ADJ
asir-35708	126	8	granularity	granularity	NOUN
asir-35708	126	9	of	of	ADP
asir-35708	126	10	feature	feature	NOUN
asir-35708	126	11	graph	graph	NOUN
asir-35708	126	12	segmentation	segmentation	NOUN
asir-35708	126	13	is	be	AUX
asir-35708	126	14	smaller	small	ADJ
asir-35708	126	15	,	,	PUNCT
asir-35708	126	16	which	which	PRON
asir-35708	126	17	is	be	AUX
asir-35708	126	18	more	more	ADV
asir-35708	126	19	conducive	conducive	ADJ
asir-35708	126	20	to	to	ADP
asir-35708	126	21	weighting	weight	VERB
asir-35708	126	22	the	the	DET
asir-35708	126	23	feature	feature	NOUN
asir-35708	126	24	information	information	NOUN
asir-35708	126	25	of	of	ADP
asir-35708	126	26	small	small	ADJ
asir-35708	126	27	targets	target	NOUN
asir-35708	126	28	;	;	PUNCT
asir-35708	126	29	on	on	ADP
asir-35708	126	30	the	the	DET
asir-35708	126	31	contrary	contrary	NOUN
asir-35708	126	32	,	,	PUNCT
asir-35708	126	33	in	in	ADP
asir-35708	126	34	the	the	DET
asir-35708	126	35	right	right	ADJ
asir-35708	126	36	branch	branch	NOUN
asir-35708	126	37	,	,	PUNCT
asir-35708	126	38	the	the	DET
asir-35708	126	39	granularity	granularity	NOUN
asir-35708	126	40	of	of	ADP
asir-35708	126	41	the	the	DET
asir-35708	126	42	split	split	ADJ
asir-35708	126	43	patch	patch	NOUN
asir-35708	126	44	is	be	AUX
asir-35708	126	45	larger	large	ADJ
asir-35708	126	46	,	,	PUNCT
asir-35708	126	47	and	and	CCONJ
asir-35708	126	48	more	more	ADJ
asir-35708	126	49	emphasis	emphasis	NOUN
asir-35708	126	50	is	be	AUX
asir-35708	126	51	placed	place	VERB
asir-35708	126	52	on	on	ADP
asir-35708	126	53	weighting	weight	VERB
asir-35708	126	54	the	the	DET
asir-35708	126	55	feature	feature	NOUN
asir-35708	126	56	information	information	NOUN
asir-35708	126	57	of	of	ADP
asir-35708	126	58	the	the	DET
asir-35708	126	59	large	large	ADJ
asir-35708	126	60	target	target	NOUN
asir-35708	126	61	.	.	PUNCT
asir-35708	127	1	two	two	NUM
asir-35708	127	2	sets	set	NOUN
asir-35708	127	3	of	of	ADP
asir-35708	127	4	patches	patch	NOUN
asir-35708	127	5	with	with	ADP
asir-35708	127	6	different	different	ADJ
asir-35708	127	7	granularity	granularity	NOUN
asir-35708	127	8	will	will	AUX
asir-35708	127	9	be	be	AUX
asir-35708	127	10	merged	merge	VERB
asir-35708	127	11	after	after	ADP
asir-35708	127	12	being	be	AUX
asir-35708	127	13	processed	process	VERB
asir-35708	127	14	by	by	ADP
asir-35708	127	15	different	different	ADJ
asir-35708	127	16	transformer	transformer	NOUN
asir-35708	127	17	branch	branch	NOUN
asir-35708	127	18	networks	network	NOUN
asir-35708	127	19	.	.	PUNCT
asir-35708	128	1	in	in	ADP
asir-35708	128	2	the	the	DET
asir-35708	128	3	merging	merging	NOUN
asir-35708	128	4	operation	operation	NOUN
asir-35708	128	5	,	,	PUNCT
asir-35708	128	6	concat	concat	NOUN
asir-35708	128	7	layer	layer	NOUN
asir-35708	128	8	is	be	AUX
asir-35708	128	9	used	use	VERB
asir-35708	128	10	to	to	PART
asir-35708	128	11	stack	stack	VERB
asir-35708	128	12	the	the	DET
asir-35708	128	13	two	two	NUM
asir-35708	128	14	feature	feature	NOUN
asir-35708	128	15	maps	map	NOUN
asir-35708	128	16	on	on	ADP
asir-35708	128	17	the	the	DET
asir-35708	128	18	channel	channel	NOUN
asir-35708	128	19	dimension	dimension	NOUN
asir-35708	128	20	,	,	PUNCT
asir-35708	128	21	and	and	CCONJ
asir-35708	128	22	then	then	ADV
asir-35708	128	23	1x1	1x1	NUM
asir-35708	128	24	convolution	convolution	NOUN
asir-35708	128	25	layer	layer	NOUN
asir-35708	128	26	is	be	AUX
asir-35708	128	27	used	use	VERB
asir-35708	128	28	to	to	PART
asir-35708	128	29	compress	compress	VERB
asir-35708	128	30	and	and	CCONJ
asir-35708	128	31	integrate	integrate	VERB
asir-35708	128	32	the	the	DET
asir-35708	128	33	channel	channel	NOUN
asir-35708	128	34	of	of	ADP
asir-35708	128	35	the	the	DET
asir-35708	128	36	feature	feature	NOUN
asir-35708	128	37	map	map	NOUN
asir-35708	128	38	,	,	PUNCT
asir-35708	128	39	remove	remove	VERB
asir-35708	128	40	redundant	redundant	ADJ
asir-35708	128	41	channels	channel	NOUN
asir-35708	128	42	and	and	CCONJ
asir-35708	128	43	reduce	reduce	VERB
asir-35708	128	44	the	the	DET
asir-35708	128	45	parameter	parameter	NOUN
asir-35708	128	46	of	of	ADP
asir-35708	128	47	the	the	DET
asir-35708	128	48	feature	feature	NOUN
asir-35708	128	49	map	map	NOUN
asir-35708	128	50	at	at	ADP
asir-35708	128	51	the	the	DET
asir-35708	128	52	same	same	ADJ
asir-35708	128	53	time	time	NOUN
asir-35708	128	54	.	.	PUNCT
asir-35708	129	1	so	so	ADV
asir-35708	129	2	far	far	ADV
asir-35708	129	3	,	,	PUNCT
asir-35708	129	4	all	all	DET
asir-35708	129	5	the	the	DET
asir-35708	129	6	work	work	NOUN
asir-35708	129	7	of	of	ADP
asir-35708	129	8	feature	feature	NOUN
asir-35708	129	9	extraction	extraction	NOUN
asir-35708	129	10	network	network	NOUN
asir-35708	129	11	has	have	AUX
asir-35708	129	12	been	be	AUX
asir-35708	129	13	completed	complete	VERB
asir-35708	129	14	.	.	PUNCT
asir-35708	130	1	based	base	VERB
asir-35708	130	2	on	on	ADP
asir-35708	130	3	the	the	DET
asir-35708	130	4	usage	usage	NOUN
asir-35708	130	5	scenario	scenario	NOUN
asir-35708	130	6	of	of	ADP
asir-35708	130	7	the	the	DET
asir-35708	130	8	network	network	NOUN
asir-35708	130	9	and	and	CCONJ
asir-35708	130	10	its	its	PRON
asir-35708	130	11	main	main	ADJ
asir-35708	130	12	core	core	NOUN
asir-35708	130	13	methods	method	NOUN
asir-35708	130	14	,	,	PUNCT
asir-35708	130	15	the	the	DET
asir-35708	130	16	feature	feature	NOUN
asir-35708	130	17	extraction	extraction	NOUN
asir-35708	130	18	network	network	NOUN
asir-35708	130	19	is	be	AUX
asir-35708	130	20	named	name	VERB
asir-35708	130	21	transformer	transformer	NOUN
asir-35708	130	22	-	-	PUNCT
asir-35708	130	23	village	village	NOUN
asir-35708	130	24	.	.	PUNCT
asir-35708	131	1	in	in	ADP
asir-35708	131	2	addition	addition	NOUN
asir-35708	131	3	,	,	PUNCT
asir-35708	131	4	in	in	ADP
asir-35708	131	5	the	the	DET
asir-35708	131	6	detection	detection	NOUN
asir-35708	131	7	module	module	NOUN
asir-35708	131	8	,	,	PUNCT
asir-35708	131	9	in	in	ADP
asir-35708	131	10	order	order	NOUN
asir-35708	131	11	to	to	PART
asir-35708	131	12	obtain	obtain	VERB
asir-35708	131	13	faster	fast	ADJ
asir-35708	131	14	detection	detection	NOUN
asir-35708	131	15	speed	speed	NOUN
asir-35708	131	16	,	,	PUNCT
asir-35708	131	17	yolo	yolo	ADJ
asir-35708	131	18	detector	detector	NOUN
asir-35708	131	19	(	(	PUNCT
asir-35708	131	20	jiang	jiang	PROPN
asir-35708	131	21	et	et	PROPN
asir-35708	131	22	al	al	PROPN
asir-35708	131	23	.	.	PROPN
asir-35708	131	24	,	,	PUNCT
asir-35708	131	25	2022	2022	NUM
asir-35708	131	26	)	)	PUNCT
asir-35708	131	27	is	be	AUX
asir-35708	131	28	selected	select	VERB
asir-35708	131	29	to	to	PART
asir-35708	131	30	complete	complete	VERB
asir-35708	131	31	the	the	DET
asir-35708	131	32	target	target	NOUN
asir-35708	131	33	location	location	NOUN
asir-35708	131	34	and	and	CCONJ
asir-35708	131	35	detection	detection	NOUN
asir-35708	131	36	task	task	NOUN
asir-35708	131	37	based	base	VERB
asir-35708	131	38	on	on	ADP
asir-35708	131	39	linear	linear	PROPN
asir-35708	131	40	regression	regression	NOUN
asir-35708	131	41	.	.	PUNCT
asir-35708	132	1	after	after	ADP
asir-35708	132	2	obtaining	obtain	VERB
asir-35708	132	3	the	the	DET
asir-35708	132	4	feature	feature	NOUN
asir-35708	132	5	map	map	NOUN
asir-35708	132	6	output	output	NOUN
asir-35708	132	7	by	by	ADP
asir-35708	132	8	the	the	DET
asir-35708	132	9	transformer	transformer	NOUN
asir-35708	132	10	network	network	NOUN
asir-35708	132	11	,	,	PUNCT
asir-35708	132	12	a	a	DET
asir-35708	132	13	standard	standard	ADJ
asir-35708	132	14	convolution	convolution	NOUN
asir-35708	132	15	group	group	NOUN
asir-35708	132	16	modifies	modify	VERB
asir-35708	132	17	the	the	DET
asir-35708	132	18	size	size	NOUN
asir-35708	132	19	of	of	ADP
asir-35708	132	20	the	the	DET
asir-35708	132	21	feature	feature	NOUN
asir-35708	132	22	map	map	NOUN
asir-35708	132	23	and	and	CCONJ
asir-35708	132	24	the	the	DET
asir-35708	132	25	number	number	NOUN
asir-35708	132	26	of	of	ADP
asir-35708	132	27	channels	channel	NOUN
asir-35708	132	28	,	,	PUNCT
asir-35708	132	29	and	and	CCONJ
asir-35708	132	30	then	then	ADV
asir-35708	132	31	a	a	DET
asir-35708	132	32	single	single	ADJ
asir-35708	132	33	yolo	yolo	ADJ
asir-35708	132	34	detector	detector	NOUN
asir-35708	132	35	(	(	PUNCT
asir-35708	132	36	fang	fang	PROPN
asir-35708	132	37	&	&	CCONJ
asir-35708	132	38	li	li	PROPN
asir-35708	132	39	,	,	PUNCT
asir-35708	132	40	2022	2022	NUM
asir-35708	132	41	)	)	PUNCT
asir-35708	132	42	completes	complete	VERB
asir-35708	132	43	the	the	DET
asir-35708	132	44	detection	detection	NOUN
asir-35708	132	45	.	.	PUNCT
asir-35708	133	1	5	5	X
asir-35708	133	2	.	.	X
asir-35708	133	3	experimental	experimental	ADJ
asir-35708	133	4	results	result	NOUN
asir-35708	133	5	and	and	CCONJ
asir-35708	133	6	analysis	analysis	NOUN
asir-35708	133	7	to	to	PART
asir-35708	133	8	validate	validate	VERB
asir-35708	133	9	the	the	DET
asir-35708	133	10	detection	detection	NOUN
asir-35708	133	11	performance	performance	NOUN
asir-35708	133	12	and	and	CCONJ
asir-35708	133	13	superiority	superiority	NOUN
asir-35708	133	14	of	of	ADP
asir-35708	133	15	the	the	DET
asir-35708	133	16	network	network	NOUN
asir-35708	133	17	designed	design	VERB
asir-35708	133	18	in	in	ADP
asir-35708	133	19	this	this	DET
asir-35708	133	20	paper	paper	NOUN
asir-35708	133	21	for	for	ADP
asir-35708	133	22	traditional	traditional	ADJ
asir-35708	133	23	village	village	NOUN
asir-35708	133	24	classification	classification	NOUN
asir-35708	133	25	,	,	PUNCT
asir-35708	133	26	in	in	ADP
asir-35708	133	27	the	the	DET
asir-35708	133	28	experimental	experimental	ADJ
asir-35708	133	29	phase	phase	NOUN
asir-35708	133	30	,	,	PUNCT
asir-35708	133	31	the	the	DET
asir-35708	133	32	constructed	construct	VERB
asir-35708	133	33	dataset	dataset	NOUN
asir-35708	133	34	was	be	AUX
asir-35708	133	35	used	use	VERB
asir-35708	133	36	for	for	ADP
asir-35708	133	37	training	training	NOUN
asir-35708	133	38	and	and	CCONJ
asir-35708	133	39	testing	testing	NOUN
asir-35708	133	40	.	.	PUNCT
asir-35708	134	1	additionally	additionally	ADV
asir-35708	134	2	,	,	PUNCT
asir-35708	134	3	other	other	ADJ
asir-35708	134	4	types	type	NOUN
asir-35708	134	5	of	of	ADP
asir-35708	134	6	target	target	NOUN
asir-35708	134	7	detection	detection	NOUN
asir-35708	134	8	algorithms	algorithm	NOUN
asir-35708	134	9	with	with	ADP
asir-35708	134	10	different	different	ADJ
asir-35708	134	11	structures	structure	NOUN
asir-35708	134	12	were	be	AUX
asir-35708	134	13	trained	train	VERB
asir-35708	134	14	and	and	CCONJ
asir-35708	134	15	tested	test	VERB
asir-35708	134	16	under	under	ADP
asir-35708	134	17	the	the	DET
asir-35708	134	18	same	same	ADJ
asir-35708	134	19	experimental	experimental	ADJ
asir-35708	134	20	conditions	condition	NOUN
asir-35708	134	21	.	.	PUNCT
asir-35708	135	1	subsequently	subsequently	ADV
asir-35708	135	2	,	,	PUNCT
asir-35708	135	3	the	the	DET
asir-35708	135	4	obtained	obtain	VERB
asir-35708	135	5	evaluation	evaluation	NOUN
asir-35708	135	6	metrics	metric	NOUN
asir-35708	135	7	were	be	AUX
asir-35708	135	8	comprehensively	comprehensively	ADV
asir-35708	135	9	analyzed	analyze	VERB
asir-35708	135	10	.	.	PUNCT
asir-35708	136	1	1	1	NUM
asir-35708	136	2	2	2	NUM
asir-35708	136	3	8	8	NUM
asir-35708	136	4	9	9	NUM
asir-35708	136	5	1	1	NUM
asir-35708	136	6	4	4	NUM
asir-35708	136	7	feature	feature	NOUN
asir-35708	136	8	map	map	NOUN
asir-35708	136	9	quadtree	quadtree	PROPN
asir-35708	136	10	attention	attention	PROPN
asir-35708	136	11	quadtree	quadtree	PROPN
asir-35708	136	12	attention	attention	PROPN
asir-35708	136	13	quadtree	quadtree	PROPN
asir-35708	136	14	attention	attention	PROPN
asir-35708	136	15	quadtree	quadtree	PROPN
asir-35708	136	16	attention	attention	NOUN
asir-35708	136	17	1x1	1x1	NUM
asir-35708	136	18	conv	conv	PROPN
asir-35708	136	19	quadtree	quadtree	PROPN
asir-35708	136	20	attention	attention	PROPN
asir-35708	136	21	quadtree	quadtree	PROPN
asir-35708	136	22	attention	attention	NOUN
asir-35708	136	23	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-35708	136	24	applied	apply	VERB
asir-35708	136	25	science	science	NOUN
asir-35708	136	26	and	and	CCONJ
asir-35708	136	27	innovative	innovative	ADJ
asir-35708	136	28	research	research	NOUN
asir-35708	136	29	vol	vol	NOUN
asir-35708	136	30	.	.	PUNCT
asir-35708	137	1	7	7	NUM
asir-35708	137	2	,	,	PUNCT
asir-35708	137	3	no	no	INTJ
asir-35708	137	4	.	.	NOUN
asir-35708	137	5	4	4	NUM
asir-35708	137	6	,	,	PUNCT
asir-35708	137	7	2023	2023	NUM
asir-35708	137	8	136	136	NUM
asir-35708	137	9	published	publish	VERB
asir-35708	137	10	by	by	ADP
asir-35708	137	11	scholink	scholink	PROPN
asir-35708	137	12	inc	inc	PROPN
asir-35708	137	13	.	.	PROPN
asir-35708	137	14	precision	precision	PROPN
asir-35708	137	15	recall	recall	VERB
asir-35708	137	16	f1	f1	NOUN
asir-35708	137	17	-	-	PUNCT
asir-35708	137	18	score	score	NOUN
asir-35708	137	19	iou	iou	NOUN
asir-35708	137	20	map	map	NOUN
asir-35708	137	21	model	model	NOUN
asir-35708	137	22	1	1	NUM
asir-35708	137	23	89.8	89.8	NUM
asir-35708	137	24	91.7	91.7	NUM
asir-35708	137	25	91.2	91.2	NUM
asir-35708	137	26	81.2	81.2	NUM
asir-35708	137	27	91.3	91.3	NUM
asir-35708	137	28	model	model	NOUN
asir-35708	137	29	2	2	NUM
asir-35708	137	30	92.6	92.6	NUM
asir-35708	137	31	94.2	94.2	NUM
asir-35708	137	32	93.8	93.8	NUM
asir-35708	137	33	84.6	84.6	NUM
asir-35708	137	34	93.8	93.8	NUM
asir-35708	137	35	model	model	NOUN
asir-35708	137	36	3	3	NUM
asir-35708	137	37	93.5	93.5	NUM
asir-35708	137	38	95.8	95.8	NUM
asir-35708	137	39	94.9	94.9	NUM
asir-35708	137	40	85.4	85.4	NUM
asir-35708	137	41	94.7	94.7	NUM
asir-35708	137	42	our	our	PRON
asir-35708	137	43	97.8	97.8	NUM
asir-35708	137	44	98.8	98.8	NUM
asir-35708	137	45	97.6	97.6	NUM
asir-35708	137	46	88.9	88.9	NUM
asir-35708	137	47	97.2	97.2	NUM
asir-35708	137	48	model	model	NOUN
asir-35708	137	49	1	1	NUM
asir-35708	137	50	:	:	PUNCT
asir-35708	137	51	yolo	yolo	ADJ
asir-35708	137	52	v5	v5	PROPN
asir-35708	137	53	network	network	NOUN
asir-35708	137	54	model	model	NOUN
asir-35708	137	55	2	2	NUM
asir-35708	137	56	:	:	PUNCT
asir-35708	137	57	the	the	DET
asir-35708	137	58	feature	feature	NOUN
asir-35708	137	59	extraction	extraction	NOUN
asir-35708	137	60	network	network	NOUN
asir-35708	137	61	is	be	AUX
asir-35708	137	62	a	a	DET
asir-35708	137	63	dual	dual	ADJ
asir-35708	137	64	transformer	transformer	NOUN
asir-35708	137	65	branch	branch	NOUN
asir-35708	137	66	network	network	NOUN
asir-35708	137	67	(	(	PUNCT
asir-35708	137	68	quadtree	quadtree	NOUN
asir-35708	137	69	attention	attention	NOUN
asir-35708	137	70	mechanism	mechanism	NOUN
asir-35708	137	71	is	be	AUX
asir-35708	137	72	not	not	PART
asir-35708	137	73	used	use	VERB
asir-35708	137	74	)	)	PUNCT
asir-35708	137	75	model	model	NOUN
asir-35708	137	76	3	3	NUM
asir-35708	137	77	:	:	PUNCT
asir-35708	137	78	the	the	DET
asir-35708	137	79	feature	feature	NOUN
asir-35708	137	80	extraction	extraction	NOUN
asir-35708	137	81	network	network	NOUN
asir-35708	137	82	is	be	AUX
asir-35708	137	83	a	a	DET
asir-35708	137	84	dual	dual	ADJ
asir-35708	137	85	transformer	transformer	NOUN
asir-35708	137	86	branch	branch	NOUN
asir-35708	137	87	network	network	NOUN
asir-35708	137	88	(	(	PUNCT
asir-35708	137	89	using	use	VERB
asir-35708	137	90	quadtree	quadtree	NOUN
asir-35708	137	91	attention	attention	NOUN
asir-35708	137	92	mechanism	mechanism	NOUN
asir-35708	137	93	)	)	PUNCT
asir-35708	137	94	our	our	PRON
asir-35708	137	95	:	:	PUNCT
asir-35708	137	96	transformer	transformer	NOUN
asir-35708	137	97	-	-	PUNCT
asir-35708	137	98	village	village	NOUN
asir-35708	137	99	as	as	SCONJ
asir-35708	137	100	shown	show	VERB
asir-35708	137	101	in	in	ADP
asir-35708	137	102	the	the	DET
asir-35708	137	103	table	table	NOUN
asir-35708	137	104	above	above	ADV
asir-35708	137	105	,	,	PUNCT
asir-35708	137	106	compared	compare	VERB
asir-35708	137	107	to	to	ADP
asir-35708	137	108	model	model	NOUN
asir-35708	137	109	1	1	NUM
asir-35708	137	110	,	,	PUNCT
asir-35708	137	111	model	model	NOUN
asir-35708	137	112	2	2	NUM
asir-35708	137	113	exhibits	exhibit	VERB
asir-35708	137	114	a	a	DET
asir-35708	137	115	certain	certain	ADJ
asir-35708	137	116	degree	degree	NOUN
asir-35708	137	117	of	of	ADP
asir-35708	137	118	improvement	improvement	NOUN
asir-35708	137	119	in	in	ADP
asir-35708	137	120	indicators	indicator	NOUN
asir-35708	137	121	,	,	PUNCT
asir-35708	137	122	indicating	indicate	VERB
asir-35708	137	123	that	that	SCONJ
asir-35708	137	124	the	the	DET
asir-35708	137	125	use	use	NOUN
asir-35708	137	126	of	of	ADP
asir-35708	137	127	the	the	DET
asir-35708	137	128	transformer	transformer	NOUN
asir-35708	137	129	mechanism	mechanism	NOUN
asir-35708	137	130	can	can	AUX
asir-35708	137	131	enhance	enhance	VERB
asir-35708	137	132	the	the	DET
asir-35708	137	133	detection	detection	NOUN
asir-35708	137	134	performance	performance	NOUN
asir-35708	137	135	of	of	ADP
asir-35708	137	136	the	the	DET
asir-35708	137	137	network	network	NOUN
asir-35708	137	138	.	.	PUNCT
asir-35708	138	1	in	in	ADP
asir-35708	138	2	comparison	comparison	NOUN
asir-35708	138	3	to	to	ADP
asir-35708	138	4	both	both	DET
asir-35708	138	5	model	model	NOUN
asir-35708	138	6	2	2	NUM
asir-35708	138	7	and	and	CCONJ
asir-35708	138	8	model	model	NOUN
asir-35708	138	9	1	1	NUM
asir-35708	138	10	,	,	PUNCT
asir-35708	138	11	model	model	NOUN
asir-35708	138	12	3	3	NUM
asir-35708	138	13	utilizes	utilize	NOUN
asir-35708	138	14	quadtree	quadtree	NOUN
asir-35708	138	15	attention	attention	NOUN
asir-35708	138	16	to	to	PART
asir-35708	138	17	further	far	ADV
asir-35708	138	18	enhance	enhance	VERB
asir-35708	138	19	the	the	DET
asir-35708	138	20	correlation	correlation	NOUN
asir-35708	138	21	between	between	ADP
asir-35708	138	22	feature	feature	NOUN
asir-35708	138	23	block	block	NOUN
asir-35708	138	24	sequences	sequence	NOUN
asir-35708	138	25	,	,	PUNCT
asir-35708	138	26	highlighting	highlight	VERB
asir-35708	138	27	the	the	DET
asir-35708	138	28	representation	representation	NOUN
asir-35708	138	29	of	of	ADP
asir-35708	138	30	targets	target	NOUN
asir-35708	138	31	in	in	ADP
asir-35708	138	32	the	the	DET
asir-35708	138	33	feature	feature	NOUN
asir-35708	138	34	map	map	NOUN
asir-35708	138	35	.	.	PUNCT
asir-35708	139	1	this	this	DET
asir-35708	139	2	results	result	NOUN
asir-35708	139	3	in	in	ADP
asir-35708	139	4	improved	improved	ADJ
asir-35708	139	5	precision	precision	NOUN
asir-35708	139	6	and	and	CCONJ
asir-35708	139	7	recall	recall	NOUN
asir-35708	139	8	,	,	PUNCT
asir-35708	139	9	surpassing	surpass	VERB
asir-35708	139	10	the	the	DET
asir-35708	139	11	detection	detection	NOUN
asir-35708	139	12	accuracy	accuracy	NOUN
asir-35708	139	13	performance	performance	NOUN
asir-35708	139	14	indicators	indicator	NOUN
asir-35708	139	15	of	of	ADP
asir-35708	139	16	both	both	DET
asir-35708	139	17	model	model	NOUN
asir-35708	139	18	1	1	NUM
asir-35708	139	19	and	and	CCONJ
asir-35708	139	20	model	model	NOUN
asir-35708	139	21	2	2	NUM
asir-35708	139	22	.	.	PUNCT
asir-35708	140	1	in	in	ADP
asir-35708	140	2	contrast	contrast	NOUN
asir-35708	140	3	to	to	ADP
asir-35708	140	4	model	model	NOUN
asir-35708	140	5	3	3	NUM
asir-35708	140	6	,	,	PUNCT
asir-35708	140	7	the	the	DET
asir-35708	140	8	shallow	shallow	ADJ
asir-35708	140	9	network	network	NOUN
asir-35708	140	10	structure	structure	NOUN
asir-35708	140	11	of	of	ADP
asir-35708	140	12	model	model	NOUN
asir-35708	140	13	4	4	NUM
asir-35708	140	14	incorporates	incorporate	VERB
asir-35708	140	15	the	the	DET
asir-35708	140	16	dynamic	dynamic	ADJ
asir-35708	140	17	fpn	fpn	ADJ
asir-35708	140	18	preprocessing	preprocessing	NOUN
asir-35708	140	19	network	network	NOUN
asir-35708	140	20	designed	design	VERB
asir-35708	140	21	in	in	ADP
asir-35708	140	22	this	this	DET
asir-35708	140	23	paper	paper	NOUN
asir-35708	140	24	,	,	PUNCT
asir-35708	140	25	enhancing	enhance	VERB
asir-35708	140	26	the	the	DET
asir-35708	140	27	reuse	reuse	NOUN
asir-35708	140	28	of	of	ADP
asir-35708	140	29	features	feature	NOUN
asir-35708	140	30	.	.	PUNCT
asir-35708	141	1	dynamic	dynamic	ADJ
asir-35708	141	2	convolution	convolution	NOUN
asir-35708	141	3	is	be	AUX
asir-35708	141	4	employed	employ	VERB
asir-35708	141	5	at	at	ADP
asir-35708	141	6	the	the	DET
asir-35708	141	7	connection	connection	NOUN
asir-35708	141	8	of	of	ADP
asir-35708	141	9	the	the	DET
asir-35708	141	10	two	two	NUM
asir-35708	141	11	"	"	PUNCT
asir-35708	141	12	pyramids	pyramid	NOUN
asir-35708	141	13	"	"	PUNCT
asir-35708	141	14	network	network	NOUN
asir-35708	141	15	layers	layer	NOUN
asir-35708	141	16	.	.	PUNCT
asir-35708	142	1	by	by	ADP
asir-35708	142	2	weighting	weight	VERB
asir-35708	142	3	the	the	DET
asir-35708	142	4	channels	channel	NOUN
asir-35708	142	5	of	of	ADP
asir-35708	142	6	the	the	DET
asir-35708	142	7	convolutional	convolutional	ADJ
asir-35708	142	8	core	core	NOUN
asir-35708	142	9	,	,	PUNCT
asir-35708	142	10	the	the	DET
asir-35708	142	11	weight	weight	NOUN
asir-35708	142	12	of	of	ADP
asir-35708	142	13	targets	target	NOUN
asir-35708	142	14	in	in	ADP
asir-35708	142	15	the	the	DET
asir-35708	142	16	feature	feature	NOUN
asir-35708	142	17	map	map	NOUN
asir-35708	142	18	is	be	AUX
asir-35708	142	19	increased	increase	VERB
asir-35708	142	20	,	,	PUNCT
asir-35708	142	21	providing	provide	VERB
asir-35708	142	22	the	the	DET
asir-35708	142	23	final	final	ADJ
asir-35708	142	24	preprocessing	preprocessing	NOUN
asir-35708	142	25	network	network	NOUN
asir-35708	142	26	output	output	NOUN
asir-35708	142	27	with	with	ADP
asir-35708	142	28	richer	rich	ADJ
asir-35708	142	29	information	information	NOUN
asir-35708	142	30	about	about	ADP
asir-35708	142	31	the	the	DET
asir-35708	142	32	shapes	shape	NOUN
asir-35708	142	33	of	of	ADP
asir-35708	142	34	targets	target	NOUN
asir-35708	142	35	.	.	PUNCT
asir-35708	143	1	additionally	additionally	ADV
asir-35708	143	2	,	,	PUNCT
asir-35708	143	3	the	the	DET
asir-35708	143	4	iou	iou	PROPN
asir-35708	143	5	indicator	indicator	NOUN
asir-35708	143	6	also	also	ADV
asir-35708	143	7	significantly	significantly	ADV
asir-35708	143	8	improves	improve	VERB
asir-35708	143	9	.	.	PUNCT
asir-35708	144	1	in	in	ADP
asir-35708	144	2	summary	summary	NOUN
asir-35708	144	3	,	,	PUNCT
asir-35708	144	4	this	this	DET
asir-35708	144	5	paper	paper	NOUN
asir-35708	144	6	utilizes	utilize	VERB
asir-35708	144	7	the	the	DET
asir-35708	144	8	transformer	transformer	ADJ
asir-35708	144	9	mechanism	mechanism	NOUN
asir-35708	144	10	to	to	PART
asir-35708	144	11	establish	establish	VERB
asir-35708	144	12	the	the	DET
asir-35708	144	13	positional	positional	ADJ
asir-35708	144	14	relationships	relationship	NOUN
asir-35708	144	15	between	between	ADP
asir-35708	144	16	targets	target	NOUN
asir-35708	144	17	,	,	PUNCT
asir-35708	144	18	enhancing	enhance	VERB
asir-35708	144	19	the	the	DET
asir-35708	144	20	weights	weight	NOUN
asir-35708	144	21	of	of	ADP
asir-35708	144	22	targets	target	NOUN
asir-35708	144	23	in	in	ADP
asir-35708	144	24	the	the	DET
asir-35708	144	25	feature	feature	NOUN
asir-35708	144	26	map	map	NOUN
asir-35708	144	27	and	and	CCONJ
asir-35708	144	28	exhibiting	exhibit	VERB
asir-35708	144	29	superior	superior	ADJ
asir-35708	144	30	detection	detection	NOUN
asir-35708	144	31	performance	performance	NOUN
asir-35708	144	32	compared	compare	VERB
asir-35708	144	33	to	to	ADP
asir-35708	144	34	pure	pure	ADJ
asir-35708	144	35	convolutional	convolutional	ADJ
asir-35708	144	36	neural	neural	ADJ
asir-35708	144	37	networks	network	NOUN
asir-35708	144	38	.	.	PUNCT
asir-35708	145	1	simultaneously	simultaneously	ADV
asir-35708	145	2	,	,	PUNCT
asir-35708	145	3	the	the	DET
asir-35708	145	4	adoption	adoption	NOUN
asir-35708	145	5	of	of	ADP
asir-35708	145	6	the	the	DET
asir-35708	145	7	quadtree	quadtree	NOUN
asir-35708	145	8	attention	attention	NOUN
asir-35708	145	9	mechanism	mechanism	NOUN
asir-35708	145	10	reduces	reduce	VERB
asir-35708	145	11	the	the	DET
asir-35708	145	12	computational	computational	ADJ
asir-35708	145	13	load	load	NOUN
asir-35708	145	14	of	of	ADP
asir-35708	145	15	the	the	DET
asir-35708	145	16	transformer	transformer	NOUN
asir-35708	145	17	module	module	NOUN
asir-35708	145	18	,	,	PUNCT
asir-35708	145	19	further	far	ADV
asir-35708	145	20	improving	improve	VERB
asir-35708	145	21	the	the	DET
asir-35708	145	22	relevance	relevance	NOUN
asir-35708	145	23	of	of	ADP
asir-35708	145	24	effective	effective	ADJ
asir-35708	145	25	targets	target	NOUN
asir-35708	145	26	.	.	PUNCT
asir-35708	146	1	a	a	DET
asir-35708	146	2	preprocessing	preprocessing	NOUN
asir-35708	146	3	module	module	NOUN
asir-35708	146	4	is	be	AUX
asir-35708	146	5	designed	design	VERB
asir-35708	146	6	to	to	PART
asir-35708	146	7	optimize	optimize	VERB
asir-35708	146	8	the	the	DET
asir-35708	146	9	network	network	NOUN
asir-35708	146	10	process	process	NOUN
asir-35708	146	11	,	,	PUNCT
asir-35708	146	12	leveraging	leverage	VERB
asir-35708	146	13	convolutional	convolutional	ADJ
asir-35708	146	14	networks	network	NOUN
asir-35708	146	15	for	for	ADP
asir-35708	146	16	image	image	NOUN
asir-35708	146	17	processing	processing	NOUN
asir-35708	146	18	to	to	PART
asir-35708	146	19	extract	extract	VERB
asir-35708	146	20	feature	feature	NOUN
asir-35708	146	21	maps	map	NOUN
asir-35708	146	22	with	with	ADP
asir-35708	146	23	rich	rich	ADJ
asir-35708	146	24	morphological	morphological	ADJ
asir-35708	146	25	information	information	NOUN
asir-35708	146	26	.	.	PUNCT
asir-35708	147	1	the	the	DET
asir-35708	147	2	dual	dual	ADJ
asir-35708	147	3	transformer	transformer	NOUN
asir-35708	147	4	branch	branch	NOUN
asir-35708	147	5	network	network	NOUN
asir-35708	147	6	is	be	AUX
asir-35708	147	7	then	then	ADV
asir-35708	147	8	employed	employ	VERB
asir-35708	147	9	for	for	ADP
asir-35708	147	10	block	block	NOUN
asir-35708	147	11	calculations	calculation	NOUN
asir-35708	147	12	.	.	PUNCT
asir-35708	148	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-35708	148	2	applied	apply	VERB
asir-35708	148	3	science	science	NOUN
asir-35708	148	4	and	and	CCONJ
asir-35708	148	5	innovative	innovative	ADJ
asir-35708	148	6	research	research	NOUN
asir-35708	148	7	vol	vol	NOUN
asir-35708	148	8	.	.	PUNCT
asir-35708	149	1	7	7	NUM
asir-35708	149	2	,	,	PUNCT
asir-35708	149	3	no	no	INTJ
asir-35708	149	4	.	.	NOUN
asir-35708	149	5	4	4	NUM
asir-35708	149	6	,	,	PUNCT
asir-35708	149	7	2023	2023	NUM
asir-35708	149	8	137	137	NUM
asir-35708	149	9	published	publish	VERB
asir-35708	149	10	by	by	ADP
asir-35708	149	11	scholink	scholink	PROPN
asir-35708	149	12	inc	inc	PROPN
asir-35708	149	13	.	.	PROPN
asir-35708	149	14	figure	figure	NOUN
asir-35708	149	15	11	11	NUM
asir-35708	149	16	.	.	PUNCT
asir-35708	150	1	traditional	traditional	ADJ
asir-35708	150	2	village	village	NOUN
asir-35708	150	3	recognition	recognition	NOUN
asir-35708	150	4	image	image	NOUN
asir-35708	150	5	(	(	PUNCT
asir-35708	150	6	0	0	NUM
asir-35708	150	7	:	:	PUNCT
asir-35708	150	8	tibetan	tibetan	ADJ
asir-35708	150	9	,	,	PUNCT
asir-35708	150	10	1	1	NUM
asir-35708	150	11	:	:	PUNCT
asir-35708	150	12	qiang	qiang	PROPN
asir-35708	150	13	,	,	PUNCT
asir-35708	150	14	2	2	NUM
asir-35708	150	15	:	:	PUNCT
asir-35708	150	16	hui	hui	PROPN
asir-35708	150	17	,	,	PUNCT
asir-35708	150	18	3	3	NUM
asir-35708	150	19	:	:	PUNCT
asir-35708	150	20	han	han	PROPN
asir-35708	150	21	)	)	PUNCT
asir-35708	150	22	6	6	NUM
asir-35708	150	23	.	.	PUNCT
asir-35708	150	24	conclusion	conclusion	NOUN
asir-35708	150	25	in	in	ADP
asir-35708	150	26	this	this	DET
asir-35708	150	27	study	study	NOUN
asir-35708	150	28	,	,	PUNCT
asir-35708	150	29	our	our	PRON
asir-35708	150	30	primary	primary	ADJ
asir-35708	150	31	focus	focus	NOUN
asir-35708	150	32	lies	lie	VERB
asir-35708	150	33	in	in	ADP
asir-35708	150	34	the	the	DET
asir-35708	150	35	design	design	NOUN
asir-35708	150	36	of	of	ADP
asir-35708	150	37	a	a	DET
asir-35708	150	38	feature	feature	NOUN
asir-35708	150	39	extraction	extraction	NOUN
asir-35708	150	40	network	network	NOUN
asir-35708	150	41	for	for	ADP
asir-35708	150	42	traditional	traditional	ADJ
asir-35708	150	43	village	village	NOUN
asir-35708	150	44	classification	classification	NOUN
asir-35708	150	45	.	.	PUNCT
asir-35708	151	1	this	this	DET
asir-35708	151	2	feature	feature	NOUN
asir-35708	151	3	extraction	extraction	NOUN
asir-35708	151	4	network	network	NOUN
asir-35708	151	5	is	be	AUX
asir-35708	151	6	primarily	primarily	ADV
asir-35708	151	7	tasked	task	VERB
asir-35708	151	8	with	with	ADP
asir-35708	151	9	extracting	extract	VERB
asir-35708	151	10	features	feature	NOUN
asir-35708	151	11	from	from	ADP
asir-35708	151	12	various	various	ADJ
asir-35708	151	13	traditional	traditional	ADJ
asir-35708	151	14	villages	village	NOUN
asir-35708	151	15	.	.	PUNCT
asir-35708	152	1	the	the	DET
asir-35708	152	2	transformer	transformer	ADJ
asir-35708	152	3	-	-	PUNCT
asir-35708	152	4	village	village	NOUN
asir-35708	152	5	feature	feature	NOUN
asir-35708	152	6	extraction	extraction	NOUN
asir-35708	152	7	network	network	NOUN
asir-35708	152	8	proposed	propose	VERB
asir-35708	152	9	in	in	ADP
asir-35708	152	10	this	this	DET
asir-35708	152	11	paper	paper	NOUN
asir-35708	152	12	demonstrates	demonstrate	VERB
asir-35708	152	13	accurate	accurate	ADJ
asir-35708	152	14	and	and	CCONJ
asir-35708	152	15	rapid	rapid	ADJ
asir-35708	152	16	detection	detection	NOUN
asir-35708	152	17	when	when	SCONJ
asir-35708	152	18	paired	pair	VERB
asir-35708	152	19	with	with	ADP
asir-35708	152	20	the	the	DET
asir-35708	152	21	yolo	yolo	ADJ
asir-35708	152	22	detector	detector	NOUN
asir-35708	152	23	.	.	PUNCT
asir-35708	153	1	the	the	DET
asir-35708	153	2	design	design	NOUN
asir-35708	153	3	of	of	ADP
asir-35708	153	4	the	the	DET
asir-35708	153	5	transformer	transformer	ADJ
asir-35708	153	6	-	-	PUNCT
asir-35708	153	7	village	village	NOUN
asir-35708	153	8	feature	feature	NOUN
asir-35708	153	9	extraction	extraction	NOUN
asir-35708	153	10	network	network	NOUN
asir-35708	153	11	incorporates	incorporate	VERB
asir-35708	153	12	a	a	DET
asir-35708	153	13	"	"	PUNCT
asir-35708	153	14	conv+transformer	conv+transformer	ADJ
asir-35708	153	15	"	"	PUNCT
asir-35708	153	16	structure	structure	NOUN
asir-35708	153	17	.	.	PUNCT
asir-35708	154	1	the	the	DET
asir-35708	154	2	preprocessing	preprocessing	NOUN
asir-35708	154	3	module	module	NOUN
asir-35708	154	4	in	in	ADP
asir-35708	154	5	the	the	DET
asir-35708	154	6	network	network	NOUN
asir-35708	154	7	is	be	AUX
asir-35708	154	8	devised	devise	VERB
asir-35708	154	9	based	base	VERB
asir-35708	154	10	on	on	ADP
asir-35708	154	11	the	the	DET
asir-35708	154	12	fpn	fpn	PROPN
asir-35708	154	13	network	network	NOUN
asir-35708	154	14	structure	structure	NOUN
asir-35708	154	15	with	with	ADP
asir-35708	154	16	dynamic	dynamic	ADJ
asir-35708	154	17	convolution	convolution	NOUN
asir-35708	154	18	,	,	PUNCT
asir-35708	154	19	thereby	thereby	ADV
asir-35708	154	20	enhancing	enhance	VERB
asir-35708	154	21	the	the	DET
asir-35708	154	22	reuse	reuse	NOUN
asir-35708	154	23	rate	rate	NOUN
asir-35708	154	24	of	of	ADP
asir-35708	154	25	features	feature	NOUN
asir-35708	154	26	.	.	PUNCT
asir-35708	155	1	within	within	ADP
asir-35708	155	2	the	the	DET
asir-35708	155	3	transformer	transformer	NOUN
asir-35708	155	4	module	module	NOUN
asir-35708	155	5	,	,	PUNCT
asir-35708	155	6	a	a	DET
asir-35708	155	7	dual	dual	ADJ
asir-35708	155	8	transformer	transformer	NOUN
asir-35708	155	9	branch	branch	NOUN
asir-35708	155	10	network	network	NOUN
asir-35708	155	11	is	be	AUX
asir-35708	155	12	designed	design	VERB
asir-35708	155	13	,	,	PUNCT
asir-35708	155	14	accommodating	accommodate	VERB
asir-35708	155	15	features	feature	NOUN
asir-35708	155	16	of	of	ADP
asir-35708	155	17	targets	target	NOUN
asir-35708	155	18	with	with	ADP
asir-35708	155	19	different	different	ADJ
asir-35708	155	20	sizes	size	NOUN
asir-35708	155	21	by	by	ADP
asir-35708	155	22	configuring	configure	VERB
asir-35708	155	23	distinct	distinct	ADJ
asir-35708	155	24	block	block	NOUN
asir-35708	155	25	partition	partition	NOUN
asir-35708	155	26	sizes	size	NOUN
asir-35708	155	27	.	.	PUNCT
asir-35708	156	1	furthermore	furthermore	ADV
asir-35708	156	2	,	,	PUNCT
asir-35708	156	3	the	the	DET
asir-35708	156	4	transformer	transformer	NOUN
asir-35708	156	5	incorporates	incorporate	VERB
asir-35708	156	6	the	the	DET
asir-35708	156	7	quadtree	quadtree	ADJ
asir-35708	156	8	attention	attention	NOUN
asir-35708	156	9	mechanism	mechanism	NOUN
asir-35708	156	10	,	,	PUNCT
asir-35708	156	11	reducing	reduce	VERB
asir-35708	156	12	computational	computational	ADJ
asir-35708	156	13	load	load	NOUN
asir-35708	156	14	while	while	SCONJ
asir-35708	156	15	enhancing	enhance	VERB
asir-35708	156	16	the	the	DET
asir-35708	156	17	correlation	correlation	NOUN
asir-35708	156	18	between	between	ADP
asir-35708	156	19	targets	target	NOUN
asir-35708	156	20	.	.	PUNCT
asir-35708	157	1	experimental	experimental	ADJ
asir-35708	157	2	results	result	NOUN
asir-35708	157	3	illustrate	illustrate	VERB
asir-35708	157	4	that	that	SCONJ
asir-35708	157	5	,	,	PUNCT
asir-35708	157	6	compared	compare	VERB
asir-35708	157	7	to	to	ADP
asir-35708	157	8	other	other	ADJ
asir-35708	157	9	networks	network	NOUN
asir-35708	157	10	,	,	PUNCT
asir-35708	157	11	the	the	DET
asir-35708	157	12	transformer	transformer	ADJ
asir-35708	157	13	-	-	PUNCT
asir-35708	157	14	village	village	NOUN
asir-35708	157	15	network	network	NOUN
asir-35708	157	16	designed	design	VERB
asir-35708	157	17	in	in	ADP
asir-35708	157	18	this	this	DET
asir-35708	157	19	paper	paper	NOUN
asir-35708	157	20	significantly	significantly	ADV
asir-35708	157	21	excels	excel	VERB
asir-35708	157	22	in	in	ADP
asir-35708	157	23	extracting	extract	VERB
asir-35708	157	24	features	feature	NOUN
asir-35708	157	25	from	from	ADP
asir-35708	157	26	traditional	traditional	ADJ
asir-35708	157	27	villages	village	NOUN
asir-35708	157	28	.	.	PUNCT
asir-35708	158	1	references	reference	NOUN
asir-35708	158	2	aloysius	aloysius	PROPN
asir-35708	158	3	,	,	PUNCT
asir-35708	158	4	neena	neena	PROPN
asir-35708	158	5	,	,	PUNCT
asir-35708	158	6	&	&	CCONJ
asir-35708	158	7	geetha	geetha	PROPN
asir-35708	158	8	,	,	PUNCT
asir-35708	158	9	m.	m.	NOUN
asir-35708	158	10	(	(	PUNCT
asir-35708	158	11	2017	2017	NUM
asir-35708	158	12	)	)	PUNCT
asir-35708	158	13	.	.	PUNCT
asir-35708	159	1	a	a	DET
asir-35708	159	2	review	review	NOUN
asir-35708	159	3	on	on	ADP
asir-35708	159	4	deep	deep	ADJ
asir-35708	159	5	convolutional	convolutional	ADJ
asir-35708	159	6	neural	neural	ADJ
asir-35708	159	7	networks	network	NOUN
asir-35708	159	8	.	.	PUNCT
asir-35708	160	1	international	international	ADJ
asir-35708	160	2	conference	conference	NOUN
asir-35708	160	3	on	on	ADP
asir-35708	160	4	communication	communication	NOUN
asir-35708	160	5	and	and	CCONJ
asir-35708	160	6	signal	signal	NOUN
asir-35708	160	7	processing	processing	NOUN
asir-35708	160	8	(	(	PUNCT
asir-35708	160	9	iccsp	iccsp	PROPN
asir-35708	160	10	)	)	PUNCT
asir-35708	160	11	.	.	PUNCT
asir-35708	161	1	ieee	ieee	PROPN
asir-35708	161	2	,	,	PUNCT
asir-35708	161	3	2017	2017	NUM
asir-35708	161	4	.	.	PUNCT
asir-35708	162	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-35708	162	2	applied	apply	VERB
asir-35708	162	3	science	science	NOUN
asir-35708	162	4	and	and	CCONJ
asir-35708	162	5	innovative	innovative	ADJ
asir-35708	162	6	research	research	NOUN
asir-35708	162	7	vol	vol	NOUN
asir-35708	162	8	.	.	PUNCT
asir-35708	163	1	7	7	NUM
asir-35708	163	2	,	,	PUNCT
asir-35708	163	3	no	no	INTJ
asir-35708	163	4	.	.	NOUN
asir-35708	163	5	4	4	NUM
asir-35708	163	6	,	,	PUNCT
asir-35708	163	7	2023	2023	NUM
asir-35708	163	8	138	138	NUM
asir-35708	163	9	published	publish	VERB
asir-35708	163	10	by	by	ADP
asir-35708	163	11	scholink	scholink	PROPN
asir-35708	163	12	inc	inc	PROPN
asir-35708	163	13	.	.	PROPN
asir-35708	163	14	deng	deng	PROPN
asir-35708	163	15	,	,	PUNCT
asir-35708	163	16	c.	c.	PROPN
asir-35708	163	17	f.	f.	PROPN
asir-35708	163	18	et	et	PROPN
asir-35708	163	19	al	al	PROPN
asir-35708	163	20	.	.	PROPN
asir-35708	164	1	(	(	PUNCT
asir-35708	164	2	2021	2021	NUM
asir-35708	164	3	)	)	PUNCT
asir-35708	164	4	.	.	PUNCT
asir-35708	165	1	extended	extend	VERB
asir-35708	165	2	feature	feature	NOUN
asir-35708	165	3	pyramid	pyramid	NOUN
asir-35708	165	4	network	network	NOUN
asir-35708	165	5	for	for	ADP
asir-35708	165	6	small	small	ADJ
asir-35708	165	7	object	object	NOUN
asir-35708	165	8	detection	detection	NOUN
asir-35708	165	9	.	.	PUNCT
asir-35708	166	1	ieee	ieee	NOUN
asir-35708	166	2	transactions	transaction	NOUN
asir-35708	166	3	on	on	ADP
asir-35708	166	4	multimedia	multimedia	NOUN
asir-35708	166	5	,	,	PUNCT
asir-35708	166	6	24	24	NUM
asir-35708	166	7	,	,	PUNCT
asir-35708	166	8	1968	1968	NUM
asir-35708	166	9	-	-	SYM
asir-35708	166	10	1979	1979	NUM
asir-35708	166	11	.	.	PUNCT
asir-35708	167	1	fang	fang	PROPN
asir-35708	167	2	,	,	PUNCT
asir-35708	167	3	j.	j.	PROPN
asir-35708	167	4	x.	x.	PROPN
asir-35708	167	5	,	,	PUNCT
asir-35708	167	6	&	&	CCONJ
asir-35708	167	7	li	li	PROPN
asir-35708	167	8	,	,	PUNCT
asir-35708	167	9	x.	x.	PROPN
asir-35708	167	10	w.	w.	PROPN
asir-35708	167	11	(	(	PUNCT
asir-35708	167	12	2022	2022	NUM
asir-35708	167	13	)	)	PUNCT
asir-35708	167	14	.	.	PUNCT
asir-35708	168	1	object	object	NOUN
asir-35708	168	2	detection	detection	NOUN
asir-35708	168	3	related	relate	VERB
asir-35708	168	4	to	to	ADP
asir-35708	168	5	irregular	irregular	ADJ
asir-35708	168	6	behaviors	behavior	NOUN
asir-35708	168	7	of	of	ADP
asir-35708	168	8	substation	substation	NOUN
asir-35708	168	9	personnel	personnel	NOUN
asir-35708	168	10	based	base	VERB
asir-35708	168	11	on	on	ADP
asir-35708	168	12	improved	improved	ADJ
asir-35708	168	13	yolov4	yolov4	PROPN
asir-35708	168	14	.	.	PUNCT
asir-35708	169	1	applied	apply	VERB
asir-35708	169	2	sciences	science	NOUN
asir-35708	169	3	,	,	PUNCT
asir-35708	169	4	12(9	12(9	NUM
asir-35708	169	5	)	)	PUNCT
asir-35708	169	6	,	,	PUNCT
asir-35708	169	7	4301	4301	NUM
asir-35708	169	8	.	.	PUNCT
asir-35708	170	1	gao	gao	PROPN
asir-35708	170	2	,	,	PUNCT
asir-35708	170	3	j.	j.	PROPN
asir-35708	170	4	,	,	PUNCT
asir-35708	170	5	&	&	CCONJ
asir-35708	170	6	wu	wu	PROPN
asir-35708	170	7	,	,	PUNCT
asir-35708	170	8	b.	b.	PROPN
asir-35708	170	9	h.	h.	PROPN
asir-35708	170	10	(	(	PUNCT
asir-35708	170	11	2017	2017	NUM
asir-35708	170	12	)	)	PUNCT
asir-35708	170	13	.	.	PUNCT
asir-35708	171	1	revitalizing	revitalize	VERB
asir-35708	171	2	traditional	traditional	ADJ
asir-35708	171	3	villages	village	NOUN
asir-35708	171	4	through	through	ADP
asir-35708	171	5	rural	rural	ADJ
asir-35708	171	6	tourism	tourism	NOUN
asir-35708	171	7	:	:	PUNCT
asir-35708	171	8	a	a	DET
asir-35708	171	9	case	case	NOUN
asir-35708	171	10	study	study	NOUN
asir-35708	171	11	of	of	ADP
asir-35708	171	12	yuanjia	yuanjia	PROPN
asir-35708	171	13	village	village	NOUN
asir-35708	171	14	,	,	PUNCT
asir-35708	171	15	shaanxi	shaanxi	PROPN
asir-35708	171	16	province	province	PROPN
asir-35708	171	17	,	,	PUNCT
asir-35708	171	18	china	china	PROPN
asir-35708	171	19	.	.	PUNCT
asir-35708	172	1	tourism	tourism	NOUN
asir-35708	172	2	management	management	NOUN
asir-35708	172	3	,	,	PUNCT
asir-35708	172	4	63	63	NUM
asir-35708	172	5	,	,	PUNCT
asir-35708	172	6	223	223	NUM
asir-35708	172	7	-	-	SYM
asir-35708	172	8	233	233	NUM
asir-35708	172	9	.	.	PUNCT
asir-35708	173	1	huang	huang	PROPN
asir-35708	173	2	,	,	PUNCT
asir-35708	173	3	l.	l.	PROPN
asir-35708	173	4	q.	q.	PROPN
asir-35708	173	5	et	et	PROPN
asir-35708	173	6	al	al	PROPN
asir-35708	173	7	.	.	PROPN
asir-35708	173	8	(	(	PUNCT
asir-35708	173	9	2019	2019	NUM
asir-35708	173	10	)	)	PUNCT
asir-35708	173	11	.	.	PUNCT
asir-35708	174	1	pyramid	pyramid	NOUN
asir-35708	174	2	-	-	PUNCT
asir-35708	174	3	structured	structure	VERB
asir-35708	174	4	depth	depth	NOUN
asir-35708	174	5	map	map	NOUN
asir-35708	174	6	super	super	NOUN
asir-35708	174	7	-	-	NOUN
asir-35708	174	8	resolution	resolution	NOUN
asir-35708	174	9	based	base	VERB
asir-35708	174	10	on	on	ADP
asir-35708	174	11	deep	deep	ADJ
asir-35708	174	12	dense	dense	ADJ
asir-35708	174	13	-	-	PUNCT
asir-35708	174	14	residual	residual	ADJ
asir-35708	174	15	network	network	NOUN
asir-35708	174	16	.	.	PUNCT
asir-35708	175	1	ieee	ieee	NOUN
asir-35708	175	2	signal	signal	NOUN
asir-35708	175	3	processing	processing	NOUN
asir-35708	175	4	letters	letter	NOUN
asir-35708	175	5	,	,	PUNCT
asir-35708	175	6	26(12	26(12	NUM
asir-35708	175	7	)	)	PUNCT
asir-35708	175	8	,	,	PUNCT
asir-35708	175	9	1723	1723	NUM
asir-35708	175	10	-	-	SYM
asir-35708	175	11	1727	1727	NUM
asir-35708	175	12	.	.	PUNCT
asir-35708	176	1	jiang	jiang	PROPN
asir-35708	176	2	,	,	PUNCT
asir-35708	177	1	p.	p.	PROPN
asir-35708	177	2	y.	y.	PROPN
asir-35708	177	3	et	et	PROPN
asir-35708	178	1	al	al	PROPN
asir-35708	178	2	.	.	PROPN
asir-35708	178	3	(	(	PUNCT
asir-35708	178	4	2022	2022	NUM
asir-35708	178	5	)	)	PUNCT
asir-35708	178	6	.	.	PUNCT
asir-35708	179	1	a	a	DET
asir-35708	179	2	review	review	NOUN
asir-35708	179	3	of	of	ADP
asir-35708	179	4	yolo	yolo	ADJ
asir-35708	179	5	algorithm	algorithm	NOUN
asir-35708	179	6	developments	development	NOUN
asir-35708	179	7	.	.	PUNCT
asir-35708	180	1	procedia	procedia	PROPN
asir-35708	180	2	computer	computer	NOUN
asir-35708	180	3	science	science	NOUN
asir-35708	180	4	,	,	PUNCT
asir-35708	180	5	199	199	NUM
asir-35708	180	6	,	,	PUNCT
asir-35708	180	7	1066	1066	NUM
asir-35708	180	8	-	-	SYM
asir-35708	180	9	1073	1073	NUM
asir-35708	180	10	.	.	PUNCT
asir-35708	181	1	parmar	parmar	PROPN
asir-35708	181	2	,	,	PUNCT
asir-35708	181	3	niki	niki	PROPN
asir-35708	181	4	,	,	PUNCT
asir-35708	181	5	et	et	PROPN
asir-35708	181	6	al	al	PROPN
asir-35708	181	7	.	.	PUNCT
asir-35708	181	8	(	(	PUNCT
asir-35708	181	9	2018	2018	NUM
asir-35708	181	10	)	)	PUNCT
asir-35708	181	11	.	.	PUNCT
asir-35708	182	1	image	image	NOUN
asir-35708	182	2	transformer	transformer	NOUN
asir-35708	182	3	.	.	PUNCT
asir-35708	183	1	international	international	ADJ
asir-35708	183	2	conference	conference	NOUN
asir-35708	183	3	on	on	ADP
asir-35708	183	4	machine	machine	NOUN
asir-35708	183	5	learning	learning	NOUN
asir-35708	183	6	.	.	PUNCT
asir-35708	184	1	pmlr	pmlr	NOUN
asir-35708	184	2	,	,	PUNCT
asir-35708	184	3	2018	2018	NUM
asir-35708	184	4	.	.	PUNCT
asir-35708	185	1	wang	wang	PROPN
asir-35708	185	2	,	,	PUNCT
asir-35708	185	3	w.	w.	PROPN
asir-35708	185	4	h.	h.	PROPN
asir-35708	185	5	et	et	PROPN
asir-35708	185	6	al	al	PROPN
asir-35708	185	7	.	.	PROPN
asir-35708	185	8	(	(	PUNCT
asir-35708	185	9	2021	2021	NUM
asir-35708	185	10	)	)	PUNCT
asir-35708	185	11	.	.	PUNCT
asir-35708	186	1	pyramid	pyramid	PROPN
asir-35708	186	2	vision	vision	PROPN
asir-35708	186	3	transformer	transformer	PROPN
asir-35708	186	4	:	:	PUNCT
asir-35708	186	5	a	a	DET
asir-35708	186	6	versatile	versatile	ADJ
asir-35708	186	7	backbone	backbone	NOUN
asir-35708	186	8	for	for	ADP
asir-35708	186	9	dense	dense	ADJ
asir-35708	186	10	prediction	prediction	NOUN
asir-35708	186	11	without	without	ADP
asir-35708	186	12	convolutions	convolution	NOUN
asir-35708	186	13	.	.	PUNCT
asir-35708	187	1	proceedings	proceeding	NOUN
asir-35708	187	2	of	of	ADP
asir-35708	187	3	the	the	DET
asir-35708	187	4	ieee	ieee	NOUN
asir-35708	187	5	/	/	SYM
asir-35708	187	6	cvf	cvf	NOUN
asir-35708	187	7	international	international	ADJ
asir-35708	187	8	conference	conference	NOUN
asir-35708	187	9	on	on	ADP
asir-35708	187	10	computer	computer	NOUN
asir-35708	187	11	vision	vision	NOUN
asir-35708	187	12	,	,	PUNCT
asir-35708	187	13	2021	2021	NUM
asir-35708	187	14	.	.	PUNCT
asir-35708	188	1	wu	wu	PROPN
asir-35708	188	2	,	,	PUNCT
asir-35708	188	3	felix	felix	PROPN
asir-35708	188	4	,	,	PUNCT
asir-35708	188	5	et	et	PROPN
asir-35708	188	6	al	al	PROPN
asir-35708	188	7	.	.	PROPN
asir-35708	188	8	(	(	PUNCT
asir-35708	188	9	2019	2019	NUM
asir-35708	188	10	)	)	PUNCT
asir-35708	188	11	.	.	PUNCT
asir-35708	189	1	pay	pay	VERB
asir-35708	189	2	less	less	ADJ
asir-35708	189	3	attention	attention	NOUN
asir-35708	189	4	with	with	ADP
asir-35708	189	5	lightweight	lightweight	ADJ
asir-35708	189	6	and	and	CCONJ
asir-35708	189	7	dynamic	dynamic	ADJ
asir-35708	189	8	convolutions	convolution	NOUN
asir-35708	189	9	.	.	PUNCT
asir-35708	190	1	arxiv	arxiv	PROPN
asir-35708	190	2	preprint	preprint	PROPN
asir-35708	190	3	arxiv	arxiv	PROPN
asir-35708	190	4	,	,	PUNCT
asir-35708	190	5	1901.10430(2019	1901.10430(2019	NUM
asir-35708	190	6	)	)	PUNCT
asir-35708	190	7	.	.	PUNCT
asir-35708	191	1	yu	yu	PROPN
asir-35708	191	2	,	,	PUNCT
asir-35708	191	3	g.	g.	PROPN
asir-35708	191	4	c.	c.	PROPN
asir-35708	191	5	et	et	PROPN
asir-35708	191	6	al	al	PROPN
asir-35708	191	7	.	.	PROPN
asir-35708	191	8	(	(	PUNCT
asir-35708	191	9	2022	2022	NUM
asir-35708	191	10	)	)	PUNCT
asir-35708	191	11	.	.	PUNCT
asir-35708	192	1	dual	dual	ADJ
asir-35708	192	2	-	-	PUNCT
asir-35708	192	3	branch	branch	NOUN
asir-35708	192	4	attention	attention	NOUN
asir-35708	192	5	-	-	PUNCT
asir-35708	192	6	in	in	ADP
asir-35708	192	7	-	-	PUNCT
asir-35708	192	8	attention	attention	NOUN
asir-35708	192	9	transformer	transformer	NOUN
asir-35708	192	10	for	for	ADP
asir-35708	192	11	single	single	ADJ
asir-35708	192	12	-	-	PUNCT
asir-35708	192	13	channel	channel	NOUN
asir-35708	192	14	speech	speech	NOUN
asir-35708	192	15	enhancement	enhancement	NOUN
asir-35708	192	16	.	.	PUNCT
asir-35708	193	1	icassp	icassp	VERB
asir-35708	193	2	2022	2022	NUM
asir-35708	193	3	-	-	SYM
asir-35708	193	4	2022	2022	NUM
asir-35708	193	5	ieee	ieee	NOUN
asir-35708	193	6	international	international	ADJ
asir-35708	193	7	conference	conference	NOUN
asir-35708	193	8	on	on	ADP
asir-35708	193	9	acoustics	acoustic	NOUN
asir-35708	193	10	,	,	PUNCT
asir-35708	193	11	speech	speech	NOUN
asir-35708	193	12	and	and	CCONJ
asir-35708	193	13	signal	signal	NOUN
asir-35708	193	14	processing	processing	NOUN
asir-35708	193	15	(	(	PUNCT
asir-35708	193	16	icassp	icassp	PROPN
asir-35708	193	17	)	)	PUNCT
asir-35708	193	18	.	.	PUNCT
asir-35708	194	1	ieee	ieee	NOUN
asir-35708	194	2	,	,	PUNCT
asir-35708	194	3	2022	2022	NUM
asir-35708	194	4	.	.	PUNCT